From 7aeb7226a24fe8c0e31fedc9de8dacf0d41ff628 Mon Sep 17 00:00:00 2001 From: Daniel Owolabi Date: Sat, 4 Jul 2020 07:57:42 +0100 Subject: [PATCH 1/3] Created using Colaboratory --- Pima_Indian_Classification.ipynb | 121 +++++++++++++++++++++++++++++++ 1 file changed, 121 insertions(+) create mode 100644 Pima_Indian_Classification.ipynb diff --git a/Pima_Indian_Classification.ipynb b/Pima_Indian_Classification.ipynb new file mode 100644 index 0000000..e6574e4 --- /dev/null +++ b/Pima_Indian_Classification.ipynb @@ -0,0 +1,121 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Untitled2.ipynb", + "provenance": [], + "authorship_tag": "ABX9TyNurTOaPmeVtCqAEXM6gxh9", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "CyRyv18_k5OY", + "colab_type": "code", + "colab": { + "resources": { + "http://localhost:8080/nbextensions/google.colab/files.js": { + "data": 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", + "ok": true, + "headers": [ + [ + "content-type", + "application/javascript" + ] + ], + "status": 200, + "status_text": "" + } + }, + "base_uri": "https://localhost:8080/", + "height": 109 + }, + "outputId": "3f032ec9-7539-4682-bab8-9f267f7efec4" + }, + "source": [ + "from google.colab import files\n", + "files.upload()" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Saving pima-indians-diabetes.csv to pima-indians-diabetes.csv\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'pima-indians-diabetes.csv': 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+ ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 1 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5y0-Hn1tmPkV", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn import metrics \n", + "from sklearn.tree import export_graphviz\n", + "from sklearn.externals.six import StringIO\n", + "import pydotplus" + ], + "execution_count": 2, + "outputs": [] + } + ] +} \ No newline at end of file From 302a1ada62fbb63ab4db8260524caf3a4d54fead Mon Sep 17 00:00:00 2001 From: Daniel Owolabi Date: Sun, 5 Jul 2020 23:21:47 +0100 Subject: [PATCH 2/3] Created using Colaboratory --- Pima_Diabetes_Dataset.ipynb | 2225 +++++++++++++++++++++++++++++++++++ 1 file changed, 2225 insertions(+) create mode 100644 Pima_Diabetes_Dataset.ipynb diff --git a/Pima_Diabetes_Dataset.ipynb b/Pima_Diabetes_Dataset.ipynb new file mode 100644 index 0000000..5d54739 --- /dev/null +++ b/Pima_Diabetes_Dataset.ipynb @@ -0,0 +1,2225 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Untitled2.ipynb", + "provenance": [], + "collapsed_sections": [], + "authorship_tag": "ABX9TyMBiKoUd7PIkFfykFzq8KTE", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "CyRyv18_k5OY", + "colab_type": "code", + "colab": { + "resources": { + "http://localhost:8080/nbextensions/google.colab/files.js": { + "data": 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", + "ok": true, + "headers": [ + [ + "content-type", + "application/javascript" + ] + ], + "status": 200, + "status_text": "" + } + }, + "base_uri": "https://localhost:8080/", + "height": 109 + }, + "outputId": "a714ad5d-0661-4616-cd9b-ba2e036b6a02" + }, + "source": [ + "from google.colab import files\n", + "files.upload()" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Saving diabetes.csv to diabetes.csv\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'diabetes.csv': 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+ ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 1 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kOwqWsWjrAvV", + "colab_type": "text" + }, + "source": [ + "Performing EDA for better understanding of the data set and also using Decision tree Classifier to predict the diabetes class" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5y0-Hn1tmPkV", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns \n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline \n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.tree import DecisionTreeClassifier, export_graphviz\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import roc_auc_score, roc_curve, accuracy_score, confusion_matrix, precision_score, recall_score\n", + "from IPython.display import Image\n", + "from sklearn.tree import export_graphviz\n", + "from sklearn.externals.six import StringIO\n", + "import pydotplus\n", + "import warnings \n", + "from sklearn.feature_selection import SelectKBest, RFE\n", + "from sklearn.feature_selection import chi2\n", + "warnings.filterwarnings('ignore')\n", + "sns.set(style=\"white\")\n" + ], + "execution_count": 30, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9T-p1cLVnnJb", + "colab_type": "code", + "colab": {} + }, + "source": [ + "# renaming the column names \n", + "col_names=['pregnant', 'glucose', 'bp', 'skin', 'insulin', 'bmi', 'pedigree', 'age', 'label']\n", + "# reading of the file\n", + "df = pd.read_csv(\"diabetes.csv\", header = None, names = col_names)\n", + "df = df.loc[1:]" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ro_6rBJXvbUX", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 204 + }, + "outputId": "a8d65a14-7a5e-4207-bf78-5bda4bb1189e" + }, + "source": [ + "df.head()\n" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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pregnantglucosebpskininsulinbmipedigreeagelabel
161487235033.60.627501
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" + ], + "text/plain": [ + " pregnant glucose bp skin insulin bmi pedigree age label\n", + "1 6 148 72 35 0 33.6 0.627 50 1\n", + "2 1 85 66 29 0 26.6 0.351 31 0\n", + "3 8 183 64 0 0 23.3 0.672 32 1\n", + "4 1 89 66 23 94 28.1 0.167 21 0\n", + "5 0 137 40 35 168 43.1 2.288 33 1" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "96wnV0Psv9ah", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "outputId": "fca33c66-ba63-4149-ad57-0b8b9e6b53be" + }, + "source": [ + "df.shape " + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(768, 9)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QX72lszrwXfR", + "colab_type": "text" + }, + "source": [ + "Determing Missing Values \n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_nSfRf5ewNrT", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 187 + }, + "outputId": "f0b174bc-0e89-4ab8-c91d-51639728d6d5" + }, + "source": [ + "pd.isnull(df).sum()" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "pregnant 0\n", + "glucose 0\n", + "bp 0\n", + "skin 0\n", + "insulin 0\n", + "bmi 0\n", + "pedigree 0\n", + "age 0\n", + "label 0\n", + "dtype: int64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cU-JZcJuwecY", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 187 + }, + "outputId": "f9794ce1-fd23-4383-d005-74c71b8aab0c" + }, + "source": [ + "df.dtypes" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "pregnant object\n", + "glucose object\n", + "bp object\n", + "skin object\n", + "insulin object\n", + "bmi object\n", + "pedigree object\n", + "age object\n", + "label object\n", + "dtype: object" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ir3HpiRNxLb-", + "colab_type": "text" + }, + "source": [ + "**Looking at target variable and find how many patients fall into the class category **" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Nkz8r4C8xJlL", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + }, + "outputId": "8582c918-6af1-437c-a7e3-123ae4fe0c34" + }, + "source": [ + "df['label'].value_counts(normalize = True)" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 0.651042\n", + "1 0.348958\n", + "Name: label, dtype: float64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 9 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0jgfjecgyNgb", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 209 + }, + "outputId": "4f5dc954-0442-4357-c557-20f83e61b870" + }, + "source": [ + "# Using catplot to visualize the category classification\n", + "ax = sns.catplot(y=\"label\", kind=\"count\", data=df, height=2.6, aspect=2.5, orient='h')" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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pregnantglucosebpskininsulinbmipedigreeagelabel
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unique171364751186248517522
top11007000320.258220
freq135175722737413672500
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" + ], + "text/plain": [ + " pregnant glucose bp skin insulin bmi pedigree age label\n", + "count 768 768 768 768 768 768 768 768 768\n", + "unique 17 136 47 51 186 248 517 52 2\n", + "top 1 100 70 0 0 32 0.258 22 0\n", + "freq 135 17 57 227 374 13 6 72 500" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Y3tn4neb4eYK", + "colab_type": "text" + }, + "source": [ + "**Numeric Features**\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9L8dkiV_4b-t", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 297 + }, + "outputId": "0ac6e0d7-39a1-4f91-cdb7-cbe15e68be99" + }, + "source": [ + "cols = df.columns\n", + "\n", + "numeric_cols = df[cols].apply(pd.to_numeric, errors='coerce')\n", + "\n", + "numeric_cols.dtypes\n", + "\n", + "numeric_cols.describe()" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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pregnantglucosebpskininsulinbmipedigreeagelabel
count768.000000768.000000768.000000768.000000768.000000768.000000768.000000768.000000768.000000
mean3.845052120.89453169.10546920.53645879.79947931.9925780.47187633.2408850.348958
std3.36957831.97261819.35580715.952218115.2440027.8841600.33132911.7602320.476951
min0.0000000.0000000.0000000.0000000.0000000.0000000.07800021.0000000.000000
25%1.00000099.00000062.0000000.0000000.00000027.3000000.24375024.0000000.000000
50%3.000000117.00000072.00000023.00000030.50000032.0000000.37250029.0000000.000000
75%6.000000140.25000080.00000032.000000127.25000036.6000000.62625041.0000001.000000
max17.000000199.000000122.00000099.000000846.00000067.1000002.42000081.0000001.000000
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" + ], + "text/plain": [ + " pregnant glucose bp ... pedigree age label\n", + "count 768.000000 768.000000 768.000000 ... 768.000000 768.000000 768.000000\n", + "mean 3.845052 120.894531 69.105469 ... 0.471876 33.240885 0.348958\n", + "std 3.369578 31.972618 19.355807 ... 0.331329 11.760232 0.476951\n", + "min 0.000000 0.000000 0.000000 ... 0.078000 21.000000 0.000000\n", + "25% 1.000000 99.000000 62.000000 ... 0.243750 24.000000 0.000000\n", + "50% 3.000000 117.000000 72.000000 ... 0.372500 29.000000 0.000000\n", + "75% 6.000000 140.250000 80.000000 ... 0.626250 41.000000 1.000000\n", + "max 17.000000 199.000000 122.000000 ... 2.420000 81.000000 1.000000\n", + "\n", + "[8 rows x 9 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 13 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "he6gMSay8Xc-", + "colab_type": "text" + }, + "source": [ + "Univariate Analysis to understand each variables better " + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_EKcBHe19hF8", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 289 + }, + "outputId": "6d9f7fb6-3867-4533-deee-6fdf199bbe13" + }, + "source": [ + "numeric_cols.info()" + ], + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 768 entries, 1 to 768\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 pregnant 768 non-null int64 \n", + " 1 glucose 768 non-null int64 \n", + " 2 bp 768 non-null int64 \n", + " 3 skin 768 non-null int64 \n", + " 4 insulin 768 non-null int64 \n", + " 5 bmi 768 non-null float64\n", + " 6 pedigree 768 non-null float64\n", + " 7 age 768 non-null int64 \n", + " 8 label 768 non-null int64 \n", + "dtypes: float64(2), int64(7)\n", + "memory usage: 54.1 KB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "td2jMERp-kSs", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 382 + }, + "outputId": "0cc0b230-0341-46cd-f904-b70881c7b43f" + }, + "source": [ + "#Distribution plot using sns -for Age \n", + "sns.FacetGrid(numeric_cols, hue='label', size=5).map(sns.distplot,\"age\").add_legend()" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 15 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JXKZbWG-ALM9", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 382 + }, + "outputId": "ad53e50f-f467-4be2-f693-6a52215d1de2" + }, + "source": [ + "#Distibution plot using sns for bmi\n", + "sns.FacetGrid(numeric_cols, hue='label', size=5).map(sns.distplot,\"bmi\").add_legend()" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 16 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gx79uO9uA0br", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 382 + }, + "outputId": "7b80e307-21a3-44ca-a373-1cf010553ab0" + }, + "source": [ + "#Distibution plot using sns for bp\n", + "sns.FacetGrid(numeric_cols, hue='label', size=5).map(sns.distplot,\"bp\").add_legend()" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 17 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gTnp06spEUVJ", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 382 + }, + "outputId": "637a6741-fb6e-456e-e56b-4984d81e879a" + }, + "source": [ + "#Distibution plot using sns for glucose\n", + "sns.FacetGrid(numeric_cols, hue='label', size=5).map(sns.distplot,\"glucose\").add_legend()" + ], + "execution_count": 18, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 18 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "EOPmR2nIFDrK", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 382 + }, + "outputId": "e34436df-d925-4452-e8ba-4de8d5aee8b5" + }, + "source": [ + "#Distibution plot using sns for pregnancies \n", + "sns.FacetGrid(numeric_cols, hue='label', size=5).map(sns.distplot,\"pregnant\").add_legend()" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 19 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "KovNik-XF_rq", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 382 + }, + "outputId": "133e8d46-6340-449b-f8a4-1913a02db73d" + }, + "source": [ + "#Distibution plot using sns for skin thickness \n", + "sns.FacetGrid(numeric_cols, hue='label', size=5).map(sns.distplot,\"skin\").add_legend()" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 20 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "LrqvIUvvGLtg", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 382 + }, + "outputId": "ef768472-93bf-45b6-cbe6-64e5e929a758" + }, + "source": [ + "#Distibution plot using sns for diabetes pedigree\n", + "sns.FacetGrid(numeric_cols, hue='label', size=5).map(sns.distplot,\"pedigree\").add_legend()" + ], + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 21 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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"execution_count": 23 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0FxKOBw_JSkt", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 381 + }, + "outputId": "d8215a35-387c-43e5-e356-6287c595c4e4" + }, + "source": [ + "#Correlation heat map \n", + "plt.figure(figsize=(12,6))\n", + "corr=numeric_cols.apply(lambda x: pd.factorize(x)[0]).corr()\n", + "ax = sns.heatmap(corr, xticklabels=corr.columns, yticklabels=corr.columns,\n", + " linewidths=.2, cmap=\"YlGnBu\")" + ], + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cOTPVoBbKiYJ", + "colab_type": "text" + }, + "source": [ + "Using Decision Trees to predict and classify the diabetes Class \n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HB8zNbOoL10J", + "colab_type": "text" + }, + "source": [ + "**Baseline Columns**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kc1eze-DL0ev", + "colab_type": "code", + "colab": {} + }, + "source": [ + "baseline_cols = [\"pregnant\",\"glucose\",\"bp\",\"skin\",\"insulin\",\"bmi\",\"pedigree\",\"age\"]\n", + "df_baseline = df[baseline_cols]\n", + "y_all=numeric_cols.label" + ], + "execution_count": 25, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "mohgX2OSKznY", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#Splitting the data into train and validation set \n", + "xtrain, xtest, ytrain, ytest = train_test_split(df_baseline, y_all, test_size=1/4, random_state=42, stratify = y_all)" + ], + "execution_count": 31, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "oepNzu2LLxc0", + "colab_type": "code", + "colab": {} + }, + "source": [ + "model = DecisionTreeClassifier(criterion=\"entropy\", max_depth=4)\n", + "model.fit(xtrain, ytrain)\n", + "y_pred = model.predict(xtest)\n" + ], + "execution_count": 32, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "xEia-30GOrHf", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 170 + }, + "outputId": "c7421ed0-cd90-4103-ff47-6792da1b51b1" + }, + "source": [ + "y_pred" + ], + "execution_count": 33, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0,\n", + " 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1,\n", + " 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1,\n", + " 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0,\n", + " 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0,\n", + " 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,\n", + " 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1,\n", + " 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 33 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "M_CcFHdpOzBR", + "colab_type": "text" + }, + "source": [ + "**AUC ROC CURVE & CONFUSION MATRIX**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "CBtitCTNOvQ5", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 502 + }, + "outputId": "dc940801-638d-47d7-99ad-0da6b7fa2cab" + }, + "source": [ + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "fpr, tpr, _ = roc_curve(ytest, y_pred)\n", + "auc = roc_auc_score(ytest, y_pred)\n", + "plt.figure(figsize=(12,8))\n", + "plt.plot(fpr, tpr, label=\"Validation AUC-ROC=\"+str(auc))\n", + "x= np.linspace(0, 1, 1000)\n", + "y= np.linspace(0, 1, 1000)\n", + "plt.plot(x, y, linestyle='-')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.legend(loc=4)\n", + "plt.show()" + ], + "execution_count": 34, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zurYXIpjR1M1", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 377 + }, + "outputId": "3fe253f8-0b9b-4f7e-a7da-bd15bbeded74" + }, + "source": [ + "#Confusion Matrix\n", + "pred_val = model.predict(xtest)\n", + "\n", + "label_preds = pred_val\n", + "cm = confusion_matrix(ytest, label_preds)\n", + "\n", + "def plot_confusion_matrix(cm, normalized=True, cmap='bone'):\n", + " plt.figure(figsize=[7,6])\n", + " norm_cm = cm\n", + " if normalized:\n", + " norm_cm = cm.astype('float') / cm.sum(axis=1)[: , np.newaxis]\n", + " sns.heatmap(norm_cm, annot=cm, fmt='g', xticklabels=[\"Predicted: No\", \"Predicted: Yes\"], yticklabels=[\"Actual: No\", \"Actual: Yes\"], cmap=cmap)\n", + "\n", + "plot_confusion_matrix(cm, [\"No\", \"Yes\"])" + ], + "execution_count": 35, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZMFN9J6NU1EH", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "outputId": "59187a15-aa29-47ab-cc1b-2a5ee00bd599" + }, + "source": [ + "#Recall Score \n", + "recall_score(ytest, pred_val)" + ], + "execution_count": 36, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.6119402985074627" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 36 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ln3hNgzhVBLR", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "outputId": "d0d8592b-eb3a-4d4f-aba5-c409a4401b49" + }, + "source": [ + "#Accuracy Score\n", + "accuracy_score(ytest, pred_val)" + ], + "execution_count": 37, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.75" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 37 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "k0MBlDel1DSU", + "colab_type": "text" + }, + "source": [ + "**Visualization of the Decison Tree**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nAEX_RY3FVd4", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 323 + }, + "outputId": "7a1a0589-af76-40c3-f40b-6ae04526af38" + }, + "source": [ + "# Create DOT data\n", + "dot_data = StringIO()\n", + "export_graphviz(model, out_file=dot_data, \n", + " filled=True, rounded=True,\n", + " special_characters=True)\n", + "# Draw graph\n", + "graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n", + " # Show graph\n", + "Image(graph.create_png())" + ], + "execution_count": 38, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/png": 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\n", 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pregnantglucosebpskininsulinbmipedigreeagelabel
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\n", + "
" + ], + "text/plain": [ + " pregnant glucose bp skin insulin bmi pedigree age label\n", + "1 6 148 72 35 0 33.6 0.627 50 1\n", + "2 1 85 66 29 0 26.6 0.351 31 0\n", + "3 8 183 64 0 0 23.3 0.672 32 1\n", + "4 1 89 66 23 94 28.1 0.167 21 0\n", + "5 0 137 40 35 168 43.1 2.288 33 1" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 39 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pscKzqsM4f9F", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 119 + }, + "outputId": "c77508b0-4759-4329-d1b3-1f85c2b34d9f" + }, + "source": [ + "array = numeric_cols.values\n", + "X = array[:,0:8]\n", + "Y = array[:,8]\n", + "\n", + "# Feature extraction\n", + "test = SelectKBest(score_func=chi2, k=3)\n", + "fit = test.fit(X, Y)\n", + "\n", + "# Summarize scores\n", + "np.set_printoptions(precision=3)\n", + "print(fit.scores_)\n", + "\n", + "features = fit.transform(X)\n", + "# Summarize selected features\n", + "print(features[0:5,:])" + ], + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[ 111.52 1411.887 17.605 53.108 2175.565 127.669 5.393 181.304]\n", + "[[148. 0. 50.]\n", + " [ 85. 0. 31.]\n", + " [183. 0. 32.]\n", + " [ 89. 94. 21.]\n", + " [137. 168. 33.]]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jKNciKP4-6W-", + "colab_type": "text" + }, + "source": [ + "**Recursive Feature Elimination with LogisticRegression**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fXAfJBG3_F3Q", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + }, + "outputId": "290134fd-6415-4a4b-a22d-79226cd45351" + }, + "source": [ + "# Feature extraction\n", + "model = LogisticRegression()\n", + "rfe = RFE(model, 3)\n", + "fit = rfe.fit(X, Y)\n", + "print(\"Num Features: %s\" % (fit.n_features_))\n", + "print(\"Selected Features: %s\" % (fit.support_))\n", + "print(\"Feature Ranking: %s\" % (fit.ranking_))" + ], + "execution_count": 41, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Num Features: 3\n", + "Selected Features: [ True False False False False True True False]\n", + "Feature Ranking: [1 2 4 5 6 1 1 3]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gn-YDPkhC4YJ", + "colab_type": "text" + }, + "source": [ + "Decision Tree with Top3 -Chisquare variable " + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "CUj2WFSZtRyM", + "colab": {} + }, + "source": [ + "baseline_cols_2 = [\"glucose\",\"insulin\",\"bmi\",\"age\"]\n", + "df_baseline2 = df[baseline_cols_2]\n", + "y2_all=numeric_cols.label" + ], + "execution_count": 44, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9vigWC9JzxgJ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#Splitting the data into train and validation set \n", + "x_train, x_test, y_train, y_test = train_test_split(df_baseline2, y2_all, test_size=1/4, random_state=42, stratify = y2_all)" + ], + "execution_count": 64, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "m64t8dg-DGbF", + "colab_type": "code", + "colab": {} + }, + "source": [ + "clf = DecisionTreeClassifier(criterion=\"entropy\", max_depth=4)\n", + "clf.fit(x_train, y_train)\n", + "y_pred2 = clf.predict(x_test)" + ], + "execution_count": 65, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "SrnXipAl0dXg", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 502 + }, + "outputId": "3c51edaf-1196-4fdb-f1ab-fbf7e5417c1b" + }, + "source": [ + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "fpr, tpr, _ = roc_curve(y_test, y_pred2)\n", + "auc = roc_auc_score(y_test, y_pred2)\n", + "plt.figure(figsize=(12,8))\n", + "plt.plot(fpr, tpr, label=\"Validation AUC-ROC=\"+str(auc))\n", + "x= np.linspace(0, 1, 1000)\n", + "y= np.linspace(0, 1, 1000)\n", + "plt.plot(x, y, linestyle='-')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.legend(loc=4)\n", + "plt.show()" + ], + "execution_count": 66, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "QxWI9EEB05bO", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 377 + }, + "outputId": "36fc9399-a807-4b66-dce3-106f33fbd297" + }, + "source": [ + "#Confusion Matrix\n", + "pred_val = clf.predict(x_test)\n", + "\n", + "label_preds = pred_val\n", + "cm = confusion_matrix(y_test, label_preds)\n", + "\n", + "def plot_confusion_matrix(cm, normalized=True, cmap='bone'):\n", + " plt.figure(figsize=[7,6])\n", + " norm_cm = cm\n", + " if normalized:\n", + " norm_cm = cm.astype('float') / cm.sum(axis=1)[: , np.newaxis]\n", + " sns.heatmap(norm_cm, annot=cm, fmt='g', xticklabels=[\"Predicted: No\", \"Predicted: Yes\"], yticklabels=[\"Actual: No\", \"Actual: Yes\"], cmap=cmap)\n", + "\n", + "plot_confusion_matrix(cm, [\"No\", \"Yes\"])" + ], + "execution_count": 67, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Tthl5Luc1QXr", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 51 + }, + "outputId": "f4ffb49d-244e-49a2-a944-5b8a92026317" + }, + "source": [ + "#Recall Score \n", + "print(recall_score(y_test, pred_val))\n", + "#Accuracy Score\n", + "print(accuracy_score(y_test, pred_val))" + ], + "execution_count": 68, + "outputs": [ + { + "output_type": "stream", + "text": [ + "0.7014925373134329\n", + "0.7708333333333334\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8uu01MSi1n0k", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 322 + }, + "outputId": "2f4aaa88-87a3-466e-ed5e-a58f8a16e9a0" + }, + "source": [ + "# Create DOT data\n", + "dot_data = StringIO()\n", + "export_graphviz(clf, out_file=dot_data, \n", + " filled=True, rounded=True,\n", + " special_characters=True)\n", + "# Draw graph\n", + "graph = pydotplus.graph_from_dot_data(dot_data.getvalue()) \n", + " # Show graph\n", + "Image(graph.create_png())" + ], + "execution_count": 69, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 69 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ny9CfjMA3fJP", + "colab_type": "text" + }, + "source": [ + "**Using Logistic Regression to classify the diabetes patient**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "v4-dEZzX5zg6", + "colab_type": "code", + "colab": {} + }, + "source": [ + "baseline_cols_3 = [\"pregnant\",\"glucose\",\"bp\",\"skin\",\"insulin\",\"bmi\",\"pedigree\",\"age\"]\n", + "df_baseline3 = df[baseline_cols_3]\n", + "y3_all=numeric_cols.label" + ], + "execution_count": 74, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "EKEifR9R6PED", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#Splitting the data into train and validation set \n", + "x_train, x_test, y_train, y_test = train_test_split(df_baseline3, y3_all, test_size=1/4, random_state=42, stratify = y3_all)" + ], + "execution_count": 75, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cjZHNgph_ulE", + "colab_type": "text" + }, + "source": [ + "**Feature Scaling**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ffASggpj_skq", + "colab_type": "code", + "colab": {} + }, + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "sc_X = StandardScaler()\n", + "x_train = sc_X.fit_transform(x_train)\n", + "x_test = sc_X.fit_transform(x_test)" + ], + "execution_count": 80, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ij4w6fQj3eQy", + "colab_type": "code", + "colab": {} + }, + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "# instantiate the model (using the default parameters)\n", + "logreg = LogisticRegression(solver='liblinear', C=10.0, random_state=0)\n", + "# fit the model with data\n", + "logreg.fit(x_train,y_train)\n", + "y_pred3=logreg.predict(x_test)" + ], + "execution_count": 85, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "953zsIvV44m0", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 502 + }, + "outputId": "2ad3abfc-f048-49d0-8cd7-208e7b6e4bff" + }, + "source": [ + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "fpr, tpr, _ = roc_curve(y_test, y_pred3)\n", + "auc = roc_auc_score(y_test, y_pred3)\n", + "plt.figure(figsize=(12,8))\n", + "plt.plot(fpr, tpr, label=\"Validation AUC-ROC=\"+str(auc))\n", + "x= np.linspace(0, 1, 1000)\n", + "y= np.linspace(0, 1, 1000)\n", + "plt.plot(x, y, linestyle='-')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.legend(loc=4)\n", + "plt.show()" + ], + "execution_count": 86, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ezre6lfz5Ki0", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 377 + }, + "outputId": "c5ff1397-043a-49fe-de57-18042478be00" + }, + "source": [ + "#Confusion Matrix\n", + "pred_val = logreg.predict(x_test)\n", + "\n", + "label_preds = pred_val\n", + "cm = confusion_matrix(y_test, label_preds)\n", + "\n", + "def plot_confusion_matrix(cm, normalized=True, cmap='bone'):\n", + " plt.figure(figsize=[7,6])\n", + " norm_cm = cm\n", + " if normalized:\n", + " norm_cm = cm.astype('float') / cm.sum(axis=1)[: , np.newaxis]\n", + " sns.heatmap(norm_cm, annot=cm, fmt='g', xticklabels=[\"Predicted: No\", \"Predicted: Yes\"], yticklabels=[\"Actual: No\", \"Actual: Yes\"], cmap=cmap)\n", + "\n", + "plot_confusion_matrix(cm, [\"No\", \"Yes\"])" + ], + "execution_count": 87, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3h9kufFg5UVf", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 51 + }, + "outputId": "b4d5beea-655e-499e-a64f-bfa8ce131ed1" + }, + "source": [ + "#Recall Score \n", + "print(recall_score(y_test, pred_val))\n", + "#Accuracy Score\n", + "print(accuracy_score(y_test, pred_val))" + ], + "execution_count": 88, + "outputs": [ + { + "output_type": "stream", + "text": [ + "0.5373134328358209\n", + "0.734375\n" + ], + "name": "stdout" + } + ] + } + ] +} \ No newline at end of file From f821107afbd590ac25b8f1c9a94366c5afe9e5cf Mon Sep 17 00:00:00 2001 From: Daniel Owolabi Date: Sat, 11 Jul 2020 20:34:06 +0100 Subject: [PATCH 3/3] Created using Colaboratory --- Churn_Prediction.ipynb | 2473 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 2473 insertions(+) create mode 100644 Churn_Prediction.ipynb diff --git a/Churn_Prediction.ipynb b/Churn_Prediction.ipynb new file mode 100644 index 0000000..5bab1ee --- /dev/null +++ b/Churn_Prediction.ipynb @@ -0,0 +1,2473 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Churn Prediction.ipynb", + "provenance": [], + "collapsed_sections": [], + "toc_visible": true, + "authorship_tag": "ABX9TyPPCav60nHjvwfcMxOet01j", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DTb8elQCbh7N", + "colab_type": "text" + }, + "source": [ + "**Loading the dataset into colab**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "CyRyv18_k5OY", + "colab_type": "code", + "colab": { + "resources": { + "http://localhost:8080/nbextensions/google.colab/files.js": { + "data": "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", + "ok": true, + "headers": [ + [ + "content-type", + "application/javascript" + ] + ], + "status": 200, + "status_text": "" + } + }, + "base_uri": "https://localhost:8080/", + "height": 109 + }, + "outputId": "b8ce363f-aa5b-4ca9-8c33-a1b7982fa12b" + }, + "source": [ + "from google.colab import files\n", + "files.upload()" + ], + "execution_count": 48, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " Upload widget is only available when the cell has been executed in the\n", + " current browser session. Please rerun this cell to enable.\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Saving churn_prediction.csv to churn_prediction (1).csv\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'churn_prediction.csv': b'customer_id,vintage,age,gender,dependents,occupation,city,customer_nw_category,branch_code,days_since_last_transaction,current_balance,previous_month_end_balance,average_monthly_balance_prevQ,average_monthly_balance_prevQ2,current_month_credit,previous_month_credit,current_month_debit,previous_month_debit,current_month_balance,previous_month_balance,churn\\r\\n1,3135,66,Male,0,self_employed,187,2,755,224,1458.71,1458.71,1458.71,1449.07,0.2,0.2,0.2,0.2,1458.71,1458.71,0\\r\\n2,310,35,Male,0,self_employed,,2,3214,60,5390.37,8704.66,7799.26,12419.41,0.56,0.56,5486.27,100.56,6496.78,8787.61,0\\r\\n4,2356,31,Male,0,salaried,146,2,41,,3913.16,5815.29,4910.17,2815.94,0.61,0.61,6046.73,259.23,5006.28,5070.14,0\\r\\n5,478,90,,,self_employed,1020,2,582,147,2291.91,2291.91,2084.54,1006.54,0.47,0.47,0.47,2143.33,2291.91,1669.79,1\\r\\n6,2531,42,Male,2,self_employed,1494,3,388,58,927.72,1401.72,1643.31,1871.12,0.33,714.61,588.62,1538.06,1157.15,1677.16,1\\r\\n7,263,42,Female,0,self_employed,1096,2,1666,60,15202.2,16059.34,15211.29,13798.82,0.36,0.36,857.5,286.07,15719.44,15349.75,0\\r\\n8,5922,72,Male,0,retired,1020,1,1,98,7006.93,7714.19,7859.74,11232.37,0.64,0.64,1299.64,439.26,7076.06,7755.98,0\\r\\n9,1145,46,Male,0,self_employed,623,2,317,172,10096.58,8519.53,6511.82,16314.17,0.27,0.27,443.13,5688.44,8563.84,5317.04,0\\r\\n10,2132,31,Male,0,salaried,1096,2,4110,19,1355.86,1355.86,1702.44,1126.13,714.51,121.09,714.51,359.44,1183.45,1857.42,0\\r\\n11,3379,40,Male,3,self_employed,1020,2,38,0,4957.95,4244.38,2168.53,1864.33,6912.29,4206.13,1887.3,1348.85,1823.16,2416.69,0\\r\\n12,661,68,Male,0,retired,409,3,709,5,1928.76,1571.47,1722.6,747.66,443.4,0.54,0.54,208.79,1606.54,1800.15,0\\r\\n13,7108,32,Male,0,salaried,1096,1,89,20,6886.4,8372.64,9149.45,21007.52,7564.53,4550.24,9907.91,5161.96,8532.97,8072.33,0\\r\\n14,2438,73,Male,0,retired,44,3,409,47,554.38,5728.66,1794.39,137.25,0.33,500.33,5098.9,508.53,2541.22,2612.6,1\\r\\n15,5703,50,Male,0,salaried,409,1,88,303,4548.48,3526.01,2831.89,8075.81,0.61,0.61,1748.08,2529.75,2985.16,1536.98,0\\r\\n16,2314,48,Female,0,self_employed,665,2,569,52,5431.42,5489.14,6532.99,7720.34,0.66,661.73,0.66,2811.53,5437.04,6633.94,1\\r\\n17,1934,51,Female,0,self_employed,1232,3,149,,2010.98,1994.84,1829.43,2415.57,0.16,0.16,128.66,360.7,1960.91,1840.23,0\\r\\n19,2723,49,Male,0,self_employed,1125,3,1023,0,1448.49,3183.27,3021.27,1710.93,190.71,113.64,2461.66,1257.41,1950.95,3127,1\\r\\n20,6111,52,Female,0,self_employed,1096,2,32,3,5292.13,3804.06,3946.99,3931.91,3916.91,0.27,0.27,16.7,4158.66,3810.95,0\\r\\n21,5821,47,Female,1,self_employed,146,1,490,69,3507.71,3965.26,4356.62,3623.2,0.56,0.56,71.99,8600.56,3605.4,4022.04,0\\r\\n22,3500,41,Female,0,self_employed,1020,2,542,31,3042.7,3118.34,2843.98,2606.86,0.3,1986.01,104.44,1000.3,3101.18,2692.52,1\\r\\n23,5724,45,Male,0,self_employed,1020,2,501,23,2.18,1198.35,5003.79,1223.6,79.79,70.73,3588.76,744.73,43.07,6859.18,1\\r\\n24,2083,29,Female,0,self_employed,1020,2,1106,,4792.6,5149.74,5569.58,4826.6,0.47,0.47,357.61,786.19,5029.05,5744.21,1\\r\\n25,3101,41,Female,0,self_employed,905,2,1388,13,8358.47,7715.61,7819.06,7666.74,643.24,0.39,0.39,0.39,8025.96,7715.61,0\\r\\n26,1897,34,Male,0,self_employed,931,2,671,4,2497.52,1401.93,1657.7,2357.17,2072.09,0.66,1191.06,1786.37,1185.47,2098.38,0\\r\\n27,754,48,Male,2,salaried,218,2,221,47,2596.21,3023.7,4867.68,7592.46,0.6,12.45,635.56,6069.1,2847.25,4957.86,1\\r\\n28,606,76,Male,,self_employed,1533,3,881,,14289.26,14289.26,14289.26,14443.43,0.64,0.64,0.64,0.64,14289.26,14289.26,0\\r\\n29,2620,36,Male,2,self_employed,1563,1,58,20,20273.43,23106.03,26221.15,5594.83,7.83,722.68,853.09,1557.17,21741.48,25504.19,0\\r\\n30,1391,56,Male,0,self_employed,836,3,2421,9,7111.29,6971.29,7040.32,7298.14,143.26,0.4,3.26,0.4,7019.56,6971.29,0\\r\\n31,4175,55,Male,0,self_employed,118,1,325,9,6424.46,7666.31,7003.05,6322.76,63.9,18898.87,165.46,14515.19,6499.62,8589.6,0\\r\\n32,2204,33,Female,0,salaried,834,2,14,,6152.67,6161.67,6163.13,6156.28,0.11,0.11,0.11,0.11,6152.98,6165.44,0\\r\\n33,6006,66,Male,0,retired,1096,1,4029,27,972.57,10974.39,18028.94,8349.94,18598.44,0.57,192.4,77.77,32799.53,11022.7,1\\r\\n34,2963,64,Female,0,retired,1020,1,60,36,10701.32,10786.13,6119.39,2675.84,0.16,8454.72,384.97,857.3,10807.22,4819.38,0\\r\\n35,1124,54,Male,0,self_employed,1366,2,797,,3294.42,3294.42,3294.42,3273.68,0.36,0.36,0.36,0.36,3294.42,3294.42,0\\r\\n36,2173,90,,0,self_employed,834,3,8,77,1210.46,2364.33,4672.78,6000.44,0.2,0.2,0.2,14.49,6461.22,2087.69,0\\r\\n37,2671,9,Male,0,student,623,2,512,,4065.35,4065.35,4065.35,4039.6,0.34,0.34,0.34,0.34,4065.35,4065.35,0\\r\\n38,2684,52,Male,7,self_employed,549,2,264,125,7613.61,8387.76,3587.43,3397.86,0.19,0.19,1090.94,16700.25,3656.3,5707.49,0\\r\\n39,5803,51,Male,0,self_employed,630,2,36,5,226.9,179.76,2152.77,519.21,37471.69,3275.63,38711.36,4586.23,2756.47,1707.51,0\\r\\n40,5579,54,Male,3,self_employed,1271,2,101,77,1436.71,1436.71,1436.64,1403.46,0.44,0.44,0.44,0.44,1436.71,1436.71,0\\r\\n41,2350,47,Male,0,self_employed,834,2,1130,10,5575.95,5230.81,5287.41,5404.32,357.8,0.66,0.66,0.66,5354.17,5243.52,0\\r\\n42,4750,34,Male,0,salaried,485,3,823,97,3295.17,3295.17,3518.82,3906.6,0.43,0.43,0.43,0.43,3295.17,3295.17,0\\r\\n43,6834,69,Male,0,retired,146,2,17,3,13148.58,12725.72,12754.06,11908.97,423.47,0.61,0.61,0.61,12937.74,12725.72,0\\r\\n44,282,90,,,self_employed,,3,2939,61,7870.87,7870.87,7265.1,4324.97,0.23,0.23,0.23,0.23,7870.87,7870.87,0\\r\\n45,1656,44,Female,0,self_employed,146,2,1993,26,2021.8,12315.58,9044.84,13267.32,2.76,465.73,11557.01,16321.24,9190.74,12153.12,1\\r\\n46,2938,55,Female,0,self_employed,146,1,509,100,2899.7,3315.42,3568.09,3893.81,0.27,0.27,715.99,2328.84,3308.91,3918.18,0\\r\\n47,2255,17,Female,0,student,630,2,36,47,849.37,906.51,1496.26,2016.94,0.01,1216.86,0.01,2142.87,896.66,1670.84,0\\r\\n48,3168,48,Male,2,self_employed,579,2,3660,7,6792.03,2075.19,3944.52,779.19,16642.73,10147.4,11925.89,10303.49,6495.58,2370.54,0\\r\\n49,4526,41,Male,0,self_employed,52,2,654,11,1540.21,1536.52,1577.99,1795.98,1428.73,7828.73,3928.73,7143.01,751.91,2606.82,0\\r\\n50,937,4,Male,0,student,318,3,1314,160,5717.13,5752.87,5734.71,5368.97,0.1,0.1,107.26,0.1,5700.39,5752.87,0\\r\\n51,3428,52,Male,3,self_employed,1002,2,303,14,3854.44,3402.88,7996.88,17827.68,1428.76,1428.76,78.33,10552.2,3300.27,7293.4,1\\r\\n52,1776,30,Female,0,self_employed,409,2,2072,7,3585.62,16242.22,14497.05,16252.35,3260.71,0.67,14617.16,1743.53,11112.23,16259.74,1\\r\\n54,1957,45,Female,0,self_employed,1096,2,438,,9885.21,9885.21,9885.21,9821.38,0.17,0.17,0.17,0.17,9885.21,9885.21,0\\r\\n55,2701,43,Male,0,salaried,480,3,249,95,4474.38,6617.24,7897.49,8096.35,0.51,0.51,2143.37,2714.8,5434.97,8096.5,0\\r\\n56,1916,65,Male,0,self_employed,1494,2,955,17,1443.95,1560.6,1499.63,1323.69,328.86,328.86,416.93,294.44,1547.19,1565.14,0\\r\\n57,2292,34,Male,0,self_employed,146,3,353,3,21252.86,20848.89,21926.19,18861.56,782.48,0.47,344.44,1912.35,20721.47,21741.64,0\\r\\n58,4843,51,Female,0,self_employed,1020,2,15,20,894.72,610.75,2002.71,1029.63,487.46,487.46,120.31,3334.6,871.43,1369.55,0\\r\\n59,2380,72,Female,0,self_employed,485,3,717,,1499.55,1499.55,1499.55,1490.06,0.31,0.31,0.31,0.31,1499.55,1499.55,0\\r\\n60,734,44,Male,0,self_employed,759,3,2530,0,91.47,926.03,2839.76,220.68,957.8,1429.23,0.66,14936.37,806.65,3892.54,1\\r\\n61,1040,19,Female,,student,834,2,2754,5,2788.4,1945.72,2121.84,3567.85,1022.96,0.54,180.28,15.9,2109.38,1957.62,0\\r\\n62,2622,43,Female,0,self_employed,491,3,615,7,3365.16,1936.59,1672.36,1111.34,1429.27,714.99,0.7,0.7,2281.42,1660.25,0\\r\\n63,4995,49,Male,1,self_employed,814,2,84,116,3373.21,3377.04,5647.25,8408.92,0.54,0.54,0.54,4286.26,3373.74,5900.63,0\\r\\n64,1037,68,Female,0,self_employed,1111,2,88,76,4091.66,3911.4,3817.38,3687.68,0.2,0.2,0.2,143.06,3948.7,3940.44,0\\r\\n65,4870,45,Male,0,salaried,1322,2,176,11,12039.77,11695.56,11506.59,8441.8,342.91,285.77,0.06,0.06,11935.11,11566.53,0\\r\\n66,704,45,Female,0,self_employed,15,2,890,18,6036.9,5104.17,4925.66,2604.71,947.69,947.69,0.67,572.1,5688.03,4772.01,0\\r\\n67,451,13,Male,,student,1589,3,2444,3,6926.41,4724.56,4217.47,2547.56,2202.39,1500.53,0.53,1429.1,5073.02,4687.69,0\\r\\n68,5096,67,Male,2,self_employed,1111,2,150,28,1578.21,14771.27,4654.6,5792.17,41.06,809.42,13250.07,2640.42,6407.25,4753.54,0\\r\\n69,5550,76,Female,0,self_employed,1020,2,47,20,1050.3,980.14,2147.51,2587.58,1498.99,5857.4,1428.83,7143.11,1833.64,2371.85,0\\r\\n70,2709,60,Male,2,self_employed,1178,2,526,25,5065.29,5493.38,5517.33,6507.79,65.8,65.8,493.89,65.31,5289.17,5493.32,0\\r\\n71,3952,79,Female,0,self_employed,1020,2,442,25,15942.78,16707.64,16215.43,21975.14,604.96,487.74,1286.36,1244.91,16115.08,16619.75,0\\r\\n72,1043,21,Male,0,student,745,1,1904,173,7151.46,7151.46,7132.17,6939.37,0.4,0.4,0.4,0.4,7151.46,7151.46,0\\r\\n73,434,57,Male,2,self_employed,491,2,619,5,27970.63,30174.91,29183.26,31724.2,5970.89,14968.34,5395.31,9534.1,27609.06,26970.91,0\\r\\n74,761,27,Male,1,self_employed,1525,2,194,46,431.67,3572.74,2623.92,394.73,0.37,5714.66,3191.36,7339.07,1546.76,4973.61,1\\r\\n75,1140,71,Male,,retired,1404,1,3243,5,4330.29,3813.46,4213.59,4163.72,628.73,0.16,0.16,0.16,4022.64,4179.8,0\\r\\n76,5621,47,Male,2,self_employed,1494,1,67,7,11902.1,17154.34,22557.45,26515.79,9490.71,40227.94,14028.67,59542.94,9599.97,26536.82,0\\r\\n77,1390,61,Male,0,salaried,318,3,2760,25,2662.21,2590.78,2500.33,4217.13,143.46,183.14,72.03,0.6,2704.08,2575.33,0\\r\\n78,6244,70,Male,0,salaried,1020,1,1,0,54686.7,19568,20354.78,56390.75,53551.68,1804.39,17864.3,73.01,27917.15,17771.8,0\\r\\n79,765,26,Female,,self_employed,698,3,231,19,2585.29,2013.86,2145.23,2001.11,571.57,0.14,0.14,0.14,2407.95,2013.86,0\\r\\n80,1672,41,Male,0,self_employed,409,3,921,12,6209.34,747.55,2028.69,436.32,298.6,1515.79,1191.11,1925.96,5028.71,389.58,0\\r\\n81,4237,32,Male,0,salaried,575,1,3648,6,39462.27,37735.69,39371.37,34742.38,6904.7,7065.39,3423.32,1973.06,41740.9,38821.4,0\\r\\n82,2053,55,Male,2,salaried,146,2,1516,5,4587.28,2396.64,3776.63,2877.55,6019.98,8614.97,4619.4,7526.69,5530.89,2620.73,0\\r\\n83,4630,58,Male,2,salaried,17,2,1783,18,2335.05,2163.62,2212.69,960.02,142.97,0.11,285.83,174.4,2174.46,2237.81,0\\r\\n84,762,40,Female,0,self_employed,745,3,2042,138,9931.34,10074.2,10165.31,10167.53,0.4,0.4,0.4,0.4,10024.94,10161.76,0\\r\\n85,1206,65,Male,0,,619,3,1761,13,3379.75,7713.06,5382.72,2313.62,10165.1,15515.99,10075.57,10638.66,4390.67,8821.53,0\\r\\n86,3422,63,Female,0,self_employed,630,2,1771,20,11636.85,11239.9,9482.92,7835.2,242.66,281.03,1594.4,2291.33,10875.19,11022.47,0\\r\\n87,1106,26,Male,0,self_employed,1154,3,1730,126,483.52,483.52,2032.88,6547.79,0.3,0.3,0.3,57.44,483.52,560.64,1\\r\\n88,6036,58,Male,0,self_employed,1096,1,27,6,10088.96,8180.5,7011.82,12760.62,1640.74,6.91,0.63,0.63,8626.56,8048.1,0\\r\\n89,844,33,Male,0,self_employed,1477,2,2539,20,3537.16,3137.31,3658.26,1726.28,471.97,1386.26,71.97,4871.97,3497.27,2805.97,0\\r\\n90,1395,53,Male,0,salaried,775,3,2126,49,12913.08,13185.93,11588.33,11725.2,0.16,4285.87,115.87,0.16,12926.87,11757,0\\r\\n91,4696,19,Female,0,self_employed,1096,1,11,69,3144.56,3145.98,2800.31,877.99,0.01,0.01,1.44,0.01,3145.84,3145.98,0\\r\\n92,733,35,Male,,salaried,575,3,1002,,2870.63,2226.87,2205.3,5458.8,0.29,0.29,0.29,0.29,2757.94,2177.22,0\\r\\n93,7159,41,Male,0,self_employed,1,2,5,230,3185.72,3185.72,3185.72,3173.23,0.67,0.67,0.67,0.67,3185.72,3185.72,0\\r\\n94,6163,36,Male,1,self_employed,1020,1,240,45,6785.6,6395.65,10586.02,20127.88,0.3,0.91,541.43,1188.14,4882.4,7174.91,0\\r\\n95,2964,30,Male,0,salaried,58,2,803,75,3122.27,3148.7,3380.35,6022.71,0.47,0.47,0.47,0.47,3143.23,3148.7,0\\r\\n96,1644,29,Female,0,salaried,409,2,26,219,9013.52,8450.77,7659.27,6097.42,0.17,0.17,366.39,48.89,8201.65,7761.98,0\\r\\n97,2839,74,Male,0,retired,146,2,286,70,2227.37,2355.94,1869.48,226.88,0.27,0.27,128.84,0.27,2333.78,2352.71,0\\r\\n98,8459,67,Female,0,salaried,1574,2,1572,6,20741.22,18803.01,20449.11,16927.81,2780.11,2555.04,123.07,2000.03,21237,20533.91,0\\r\\n99,2629,26,Male,0,self_employed,318,3,35,30,1454.24,3187.91,1440.99,1260.99,0.34,1085.49,2877.35,410.67,2173.64,1634.38,1\\r\\n100,463,32,Female,0,self_employed,1477,3,2903,180,2429.18,3961.44,3826.64,4367.47,0.14,0.14,1428.71,114.43,3364.19,3994.93,1\\r\\n101,1794,71,Male,0,retired,800,3,112,,2460.94,2460.94,2460.94,2445.36,0.29,0.29,0.29,0.29,2460.94,2460.94,0\\r\\n102,1856,56,Female,0,self_employed,1534,2,63,39,22437.57,22627.3,14741.84,7979.38,0.39,14643.24,192.23,406.51,22436.48,13398.73,0\\r\\n103,3142,43,Male,3,self_employed,834,2,1355,0,10152.97,1699.27,3216.92,3063.66,11928.66,22783.16,3474.96,16261.1,5369.79,1571.78,0\\r\\n104,3541,90,Female,0,self_employed,1271,2,1253,,8215.16,8243.74,8237.17,8191.22,0.23,0.23,28.8,0.23,8224.03,8243.74,0\\r\\n105,4878,48,Male,0,self_employed,1525,2,146,0,2617.87,2864.08,3395.36,4774.91,554.89,554.89,782.59,1100.93,2728.8,3173.96,0\\r\\n107,1643,72,Female,0,self_employed,1096,3,438,28,503.68,40156.71,2904.33,1870.52,4571.66,40000.23,45285.94,2071.66,502.25,5905.42,1\\r\\n108,5501,75,Male,0,self_employed,1180,2,116,52,1555.37,7232.49,6392.32,10989.5,0.6,814.89,4664.03,3224.89,2312.52,7315.78,1\\r\\n109,6825,70,Male,3,self_employed,1020,2,15,28,8191.35,1276.02,3410.48,2956.34,12291.5,3.27,779.37,683.13,8884.85,773.95,0\\r\\n110,3191,43,Male,1,self_employed,1187,3,797,0,2859.86,5124.05,1545.74,62.65,9214.61,5000.33,306.04,0.33,2652.54,1850.66,0\\r\\n111,302,39,Female,,self_employed,465,3,2468,259,8125.81,8125.81,8863.14,16568.76,0.01,0.01,0.01,0.01,8125.81,8125.81,0\\r\\n112,4198,34,Male,0,self_employed,1040,3,252,188,2597.77,2597.77,2597.77,8813.29,0.17,0.17,0.17,0.17,2597.77,2597.77,0\\r\\n113,6952,49,Female,0,self_employed,318,3,108,95,1694.84,1821.79,2234.07,1473.98,0.56,0.56,128.94,889.61,1770.46,2206.02,1\\r\\n114,670,38,Male,,self_employed,1292,3,2464,328,1792.97,1792.97,2405.06,3800.49,0.33,0.33,0.33,1290.59,1792.97,2034.84,1\\r\\n115,837,43,Female,0,salaried,61,3,115,81,2488.77,2814.5,3060.89,654.45,0.66,0.66,0.66,1022.8,2646.02,3245.73,0\\r\\n116,4129,36,Male,0,self_employed,1020,3,544,17,9572.43,11289.74,13374.35,5754.73,13.66,29.75,1538.06,4431.52,10517.75,14106.69,0\\r\\n117,6107,62,Female,0,self_employed,656,2,46,3,16969.05,19368.4,19518.99,29687.98,41.39,257.7,2114.84,829.13,17888.1,20182.08,0\\r\\n118,6941,54,Male,0,salaried,1232,3,149,27,909.84,3171.61,2529.1,3696.6,1544.86,142.97,3324.87,2346.67,2592.86,2438.97,0\\r\\n119,506,39,Male,0,self_employed,334,2,1861,297,10864.4,10878.68,11340.54,11852.11,0.01,0.01,0.01,0.01,10869.81,11266.08,0\\r\\n120,1340,10,Female,0,student,1185,3,2196,100,107.99,822.27,1845.1,900.96,0.57,0.57,714.86,2143.43,526.71,2043.47,1\\r\\n121,722,67,Male,0,self_employed,107,2,1806,,1515.7,1515.7,1515.7,1506.1,0.16,0.16,0.16,0.16,1515.7,1515.7,0\\r\\n122,4335,48,Male,1,salaried,1020,1,239,3,1905.79,1185.76,1764.06,9259.98,1680.43,446.64,9122.52,1905.45,2481.69,1648.49,0\\r\\n123,649,56,Male,,self_employed,180,1,3136,0,70.97,85.26,4458.24,779.54,1386.34,29668.13,1400.63,44785.27,84.77,3132.17,1\\r\\n124,1323,65,Male,2,retired,834,3,4672,4,5945.69,6330.93,9894.37,12100.4,30.17,29.66,1269.08,7245.34,6223.21,10688.05,0\\r\\n126,1455,40,Male,2,student,65,2,183,63,1100.97,1636.97,6221.02,5432.18,0.47,0.47,536.47,911.39,1257.45,2082.78,1\\r\\n127,2919,66,Male,1,retired,,1,16,0,20452.17,48883.19,57415.13,16768.78,382.8,5910.64,31358.79,21735.89,27160.15,55694.76,1\\r\\n129,1126,37,Female,0,self_employed,156,2,2755,174,3097.47,3009.86,3042.97,3381.31,0.34,0.34,0.34,0.34,3067.26,3014.47,1\\r\\n130,783,58,Female,1,self_employed,1020,2,666,0,2123.8,511.7,1681.09,1344.97,2417.34,464.49,1448.1,2258.75,1467.89,857.11,0\\r\\n131,2228,68,Male,0,retired,1180,3,1583,,2101.47,1681.47,1720.19,865.94,0.27,0.27,0.27,0.27,1797.34,1681.47,0\\r\\n133,2301,34,Female,0,self_employed,1096,3,1375,49,5899.01,6327.58,5085.83,2729.45,0.11,428.69,428.69,0.11,5943.34,5926.66,0\\r\\n134,1964,71,Male,0,retired,334,2,2082,96,844.46,844.46,3459.95,6149.84,0.07,0.07,0.07,1167.89,844.46,1002.39,1\\r\\n135,992,46,Male,2,salaried,1298,3,2907,14,2409.49,2531.36,3444.59,4213.89,122.03,122.03,243.9,1672.47,2409.49,3660.94,0\\r\\n136,2658,43,Male,3,self_employed,1598,2,1087,30,5182.72,5390.45,5085.21,5235.58,0.41,886.13,0.41,0.41,5341.82,5089.71,0\\r\\n137,5691,66,Male,0,self_employed,1020,1,159,7,6685.16,13549.22,12790.33,15463.19,2201.54,13495.49,29015.61,13935.28,12939.47,12426.54,0\\r\\n138,1703,52,Male,0,self_employed,630,3,2192,26,9474.09,5902.67,7161.79,10650.8,6429.01,0.44,2857.59,143.3,9523.36,5916.49,0\\r\\n139,3425,43,Male,2,salaried,,3,2245,32,1460.15,2189.98,1930.66,4036.99,0.13,8742.99,1105.96,3900.13,1872.19,1716.76,0\\r\\n140,1809,31,Female,1,self_employed,138,3,1656,,7020.3,7020.3,7020.3,6975.83,0.16,0.16,0.16,0.16,7020.3,7020.3,0\\r\\n141,615,3,Female,,student,1232,2,2202,,1863.74,1863.74,1863.74,1854.58,0.64,0.64,0.64,0.64,1863.74,1863.74,0\\r\\n142,5290,45,Male,0,self_employed,630,1,36,6,2189.03,1180.95,2095.61,4133.01,1038.1,3043.03,29.69,4764.47,1882.94,1564.02,0\\r\\n143,752,41,Female,,self_employed,271,2,3189,23,6212.04,6126.62,6108.5,5849.9,91.04,91.04,5.61,4.91,6198.31,6109.39,0\\r\\n144,1476,35,Female,0,self_employed,572,3,2397,102,1072.56,1072.56,1994.21,1781.4,0.21,0.21,0.21,1428.79,1072.56,2408.96,0\\r\\n145,4237,41,Male,2,self_employed,1020,3,86,3,5026.63,4904.45,3750.77,6400.35,2426.9,2285.04,1629.92,1611.09,3942.88,3766.02,0\\r\\n146,998,39,Male,0,self_employed,241,2,62,28,1570.66,1682.95,4509.4,4438.01,21.84,0.41,91.95,20.44,1665.33,3255.39,0\\r\\n147,5905,49,Female,0,self_employed,1096,2,503,40,5796.61,7398.11,9804.13,4836.96,0.17,412.88,857.31,1285.89,6786.5,9262.38,0\\r\\n148,1525,30,Male,0,self_employed,142,2,1950,164,1642.73,1638.88,1638.54,2879.81,0.54,0.54,0.54,0.54,1642.6,1638.88,0\\r\\n149,1039,30,Female,0,self_employed,409,2,679,110,2348.97,2348.97,3645.54,7706.6,0.2,0.2,0.2,3285.91,2348.97,3049.5,0\\r\\n150,1138,25,Male,2,self_employed,1154,3,1730,9,314.23,2.04,2205.76,2373.25,1159.94,5088.96,1326.33,5876.33,207.61,613.69,1\\r\\n151,541,42,Female,0,self_employed,479,3,234,10,279.79,275.19,2054.35,2970.87,62.01,62.09,114.56,43.13,284.82,251.74,1\\r\\n152,606,45,Male,0,self_employed,409,2,2008,0,2357.64,1527.79,1537.19,3881.45,7058.77,1364.71,262.31,1201.86,2383.83,527.09,0\\r\\n153,826,74,Male,0,retired,1032,3,381,,16917.74,16917.74,16917.74,16805.55,0.54,0.54,0.54,0.54,16917.74,16917.74,0\\r\\n154,2909,28,Male,0,self_employed,32,3,820,46,4689.26,4689.26,4597.46,4302.62,0.09,194.11,0.09,0.09,4689.26,4607.89,0\\r\\n155,1395,28,Male,0,self_employed,146,2,1759,14,3725.73,1660.06,2233.48,4640.59,185.77,2257.2,726.49,3128.63,2974.86,1844.77,0\\r\\n156,692,34,Male,0,self_employed,1416,2,524,231,7634.87,7968.58,7951.54,8311.28,0.16,0.16,619.59,48.16,7850.89,7977.87,0\\r\\n157,3280,49,Female,0,self_employed,409,1,935,27,3158.08,4334.08,3924.89,4328.36,4286.36,6572.07,0.64,0.64,3763.64,4236.98,1\\r\\n158,822,40,Female,0,salaried,243,2,2396,3,2404.56,258.02,3978.78,3041.39,2143.13,5143.13,0.27,14285.99,827.07,4705.02,0\\r\\n160,1971,32,Male,0,salaried,485,3,1514,87,2059.04,2103.95,2123.99,1975.34,0.61,0.61,45.53,251.7,2063.68,2112.77,0\\r\\n161,504,39,Male,0,salaried,1477,2,724,35,5718.2,6018.2,6869.09,5349.45,0.31,714.6,1578.89,2869.77,5764.26,6529.73,0\\r\\n162,1488,44,Male,0,self_employed,1046,2,1248,86,6888.19,6888.19,6995.72,7140.52,0.69,0.69,0.69,0.69,6888.19,6888.19,0\\r\\n163,4002,52,Female,0,salaried,1020,2,86,0,8836.28,4049.45,3016.82,3336.27,6232.31,0.19,174.75,174.41,3208.01,3155.38,0\\r\\n165,2468,36,Female,0,self_employed,1525,3,665,48,1471.2,1861.02,1664.98,1513.34,0.53,929.1,350.69,0.53,1701.32,1986.71,0\\r\\n166,2642,51,Female,0,salaried,751,2,138,,3712.09,3712.09,3712.09,5012.75,0.36,0.36,0.36,0.36,3712.09,3712.09,0\\r\\n167,853,83,Female,0,retired,1020,1,668,129,0.51,0.51,2004.84,10440.1,0.51,0.51,0.51,0.51,0.51,0.51,1\\r\\n168,1683,23,Female,0,student,1096,3,363,61,10657.76,10657.76,10528.72,9696.13,0.01,0.01,0.01,0.01,10657.76,10657.76,0\\r\\n170,2609,52,Male,0,salaried,1046,3,102,205,3278.11,3529.14,3498.9,3934.21,0.56,0.56,243.41,0.56,3410.77,3529.14,0\\r\\n171,518,49,Female,,self_employed,1043,2,2037,3,4003.75,3303.75,3348.25,3311.84,1057.36,0.21,357.36,0.21,3437.24,3303.75,0\\r\\n172,592,29,Female,,self_employed,146,2,2870,359,23847.85,23967.13,23527,21781.23,0.01,0.01,119.3,0.01,23872.53,23967.13,0\\r\\n173,2960,46,Male,2,self_employed,409,3,1672,3,1633.2,761.77,1494.99,2125.05,714.37,0.09,0.09,1214.37,1042.07,1466.84,0\\r\\n174,606,31,Female,0,self_employed,1494,3,1703,257,11651.82,11651.82,11651.82,11580.19,0.59,0.59,0.59,0.59,11651.82,11651.82,1\\r\\n176,4722,63,Male,3,self_employed,1020,3,143,21,14901.34,1237.89,3517.11,5806.24,282.99,512.06,1048.36,40.61,5434.09,1082.88,0\\r\\n177,2491,26,Male,0,salaried,146,1,76,6,2354.29,3289.97,3352.04,4172.94,2.36,0.64,647.28,304.37,2725.9,3497.39,0\\r\\n178,1449,43,Male,2,self_employed,1096,2,1345,6,29599.74,1689.76,6164.41,1833.96,81428.59,2142.87,758.69,7901.54,13261.59,2924.04,0\\r\\n179,4367,35,Male,0,salaried,1020,1,5,132,1799.94,1188.93,1473.55,6306.04,0.29,0.29,5991.1,5728.86,849.3,2077.78,0\\r\\n180,3824,75,Male,0,retired,38,2,861,209,10309.02,10309.02,10309.02,10244.15,0.56,0.56,0.56,0.56,10309.02,10309.02,0\\r\\n181,1576,39,Female,0,salaried,146,3,2027,53,4970.13,4385.5,3957.34,4801.31,0.54,261.28,354.76,1207.79,4072.15,3641.62,0\\r\\n182,1571,31,Male,0,salaried,1096,2,2024,,5654.08,5724.63,5726.95,5899.34,0.26,0.26,0.26,0.26,5656.52,5726.9,0\\r\\n183,2800,64,Female,0,self_employed,1181,2,186,24,7154.35,5430.54,5842.56,3667.74,1497.44,1497.44,298.63,961.88,6817.38,5577.67,0\\r\\n185,711,29,Female,,self_employed,582,2,638,102,2842.3,2842.3,5406.63,5529.78,0.24,0.24,0.24,3974.96,2842.3,6560.58,1\\r\\n186,1241,48,Female,0,self_employed,575,2,616,24,1404,1151.06,1667.1,1422.28,2571.44,0.78,24.6,236.5,1662.63,1265.3,0\\r\\n188,3146,49,Male,0,self_employed,162,3,304,77,1898.54,1927.11,1763.19,806.12,0.51,0.51,0.51,0.51,1918.24,1946.81,0\\r\\n189,252,55,Female,,self_employed,575,2,3526,171,43211.61,43211.61,43211.61,40025.33,0.47,0.47,0.47,0.47,43211.61,43211.61,0\\r\\n191,4970,37,Male,0,self_employed,223,2,187,95,1739.81,1739.81,1739.81,1702.25,0.1,0.1,0.1,0.1,1739.81,1739.81,0\\r\\n192,3736,44,Female,0,self_employed,965,3,370,3,2462.65,2283.09,1889.2,1639.6,677,846.97,539.47,625.34,2035.26,1711.8,0\\r\\n193,2798,36,Female,0,self_employed,1020,1,582,7,2630.36,3604.13,3716.69,3385.48,285.91,285.91,1259.68,1105.91,3078.28,3917.2,0\\r\\n194,1389,28,Female,0,self_employed,318,2,1379,135,10725.2,17510.91,20106.09,18523.31,0.51,0.51,6786.23,7719.09,14074.95,21041.14,0\\r\\n195,2180,49,Female,0,salaried,1388,3,1378,18,665.33,2416.37,2125.49,7863.94,75.29,3.67,753.06,547.51,1126.12,2683.18,0\\r\\n196,4115,45,Male,2,self_employed,443,2,75,31,4617.63,15609.03,5029.12,6187.27,0.7,5296.27,14565.88,8571.15,1405.35,11894.71,0\\r\\n197,689,43,Female,,self_employed,491,2,396,13,4481.2,4124.06,4041.74,3288.76,357.19,285.76,0.04,0.04,4296.47,4059.54,0\\r\\n198,1418,30,Female,0,self_employed,1271,3,1698,,2683,2683,3117.21,3075.15,0.6,0.6,0.6,1258.53,2683,2966.6,0\\r\\n199,6669,90,Male,0,self_employed,905,3,34,,1841.96,1841.96,1841.96,1830.29,0.49,0.49,0.49,0.49,1841.96,1841.96,0\\r\\n200,2008,36,Female,0,self_employed,1598,3,1465,25,2947.01,2832.76,2761.75,2198.01,185.76,185.76,0.04,0.04,2931.25,2796.82,0\\r\\n201,6113,67,Male,0,self_employed,834,1,40,21,1433.48,2676.86,3257.2,234.88,3133.6,0.16,7671.59,34386.43,2034.36,7488.54,1\\r\\n202,4613,65,Male,0,self_employed,1597,2,170,149,5823.36,5823.36,5823.36,3858.03,0.11,0.11,0.11,0.11,5823.36,5823.36,0\\r\\n203,1164,90,,0,self_employed,575,3,622,6,4178.06,3908.06,3969.39,3119.8,698.61,270.04,428.61,209.77,4140.81,3954.4,0\\r\\n204,2683,90,Male,0,self_employed,15,1,6,9,138.71,724.93,41525.56,7393.82,250929.19,57857.76,190500.61,78143.47,114207.79,3695.37,1\\r\\n205,2982,42,Male,0,salaried,575,2,1721,286,2191.51,2134.96,2167.66,3603.36,0.11,0.11,45.67,160.15,2171.26,2233.05,0\\r\\n206,3394,38,Female,0,self_employed,1232,3,149,11,1756.94,729.06,1451.46,1484.59,671.64,3158.56,528.79,4828.79,1929.45,1079.07,0\\r\\n207,3005,75,Female,0,self_employed,834,2,18,21,1433.21,12861.78,8923.09,3562.58,2857.4,1428.83,14285.97,0.26,5177.05,12248.88,1\\r\\n208,3143,32,Male,0,salaried,1084,3,830,0,2076.81,3492.14,2509.94,2976.42,2870.64,8573.46,3837.13,7201.73,3256.18,2541.57,0\\r\\n209,1140,61,Male,0,self_employed,413,3,759,3,3731.2,3759.77,3768.27,2838.67,286.3,0.59,286.3,0.59,3712.97,3779.59,0\\r\\n210,1321,55,Male,0,salaried,569,2,1638,0,7110.16,8816.34,7008.65,2727.1,823.37,1020.09,2627.2,2742.04,7493.78,9016.52,0\\r\\n211,5978,64,Male,0,retired,1589,3,33,137,2479.97,2475.07,2477.79,1496.7,0.07,0.07,0.07,0.07,2477.6,2475.07,1\\r\\n212,802,52,Female,,self_employed,1492,3,2533,341,1464.17,2297.93,2173.34,3646.72,0.26,0.26,834.01,0.26,1924.17,2297.93,0\\r\\n213,984,41,Male,0,self_employed,1412,2,2179,49,3975.23,4675.23,4473.45,4053.59,0.11,714.4,700.11,712.97,4071.78,4674.76,0\\r\\n214,768,28,Female,0,salaried,1179,3,2824,168,278.57,538.71,2486.48,1130.89,0.64,0.64,246.5,3103.64,351.71,1797.82,1\\r\\n216,404,3,Female,,student,575,1,622,200,4163.26,4163.26,4163.26,2962.35,0.07,0.07,0.07,0.07,4163.26,4163.26,0\\r\\n217,2576,69,Female,0,self_employed,1020,2,16,,13701.91,14132.62,14208.42,14698.41,0.2,0.2,430.91,285.91,13954.4,14197.14,0\\r\\n218,4153,35,Female,1,self_employed,1020,3,159,23,1983.16,1808.79,2192.14,2575.07,364.64,929.19,190.27,1219.36,1978.02,2137.75,0\\r\\n219,5457,49,Female,1,self_employed,1135,1,117,108,16120.07,16870.36,17768.49,34062.56,0.13,0.13,750.42,1778.94,16418.29,17914.24,0\\r\\n220,1615,28,Male,0,salaried,1096,2,483,10,5243.46,3979.6,3492.42,7755.83,2624.97,187.31,2627.27,1228.99,4027.07,2832.07,1\\r\\n221,510,55,Female,,salaried,1177,3,309,,1738.95,1738.95,1738.95,1823.69,0.13,0.13,0.13,0.13,1738.95,1738.95,0\\r\\n222,1222,42,Female,0,self_employed,334,2,880,308,6689.29,6689.29,7210.03,9139.33,0.19,0.19,0.19,1000.19,6689.29,7251.51,0\\r\\n223,5514,45,Male,2,self_employed,180,2,187,18,5315.57,1558.28,2441.2,3700.04,286,0.29,46,418.07,2460.67,2149.19,0\\r\\n225,2021,45,Male,0,salaried,146,3,1045,38,2764.84,2764.84,2408.47,2089.34,0.21,643.07,0.21,0.21,2764.84,2412.31,0\\r\\n226,2727,39,Male,0,self_employed,491,3,619,13,2205.39,1553.56,1978.55,2245.55,857.7,0.56,0.56,182.04,1932.26,1647.77,0\\r\\n228,2382,38,Female,0,self_employed,1449,3,610,227,1595.33,1829.17,1878.16,6504.23,0.17,0.17,234.01,234.01,1651.77,1874.43,0\\r\\n230,2099,69,Female,0,self_employed,833,3,1274,55,7579.44,7579.44,12496.95,17724.29,0.59,143.44,0.59,7429.16,7579.44,12233.82,0\\r\\n231,2529,30,Female,0,self_employed,61,2,476,68,3843.06,3843.06,3758.58,3063.16,0.47,0.47,0.47,0.47,3843.06,3843.06,1\\r\\n232,2882,59,Male,1,salaried,904,3,296,102,5532.14,5532.14,5532.14,5190.04,0.43,0.43,0.43,0.43,5532.14,5532.14,0\\r\\n233,2628,21,Female,0,student,694,2,33,3,2818.51,1849.65,1740.18,684.95,2142.97,4072.69,0.11,2142.97,1191.69,1575.02,0\\r\\n234,1991,28,Male,0,student,878,2,1716,11,900.93,2903.99,3001.2,3833.88,1429.5,0.11,4803.15,737.07,1947.52,3404.93,1\\r\\n235,1739,60,Female,0,salaried,834,3,1231,109,3486.24,3950.77,3882.94,2708.24,0.44,0.44,768,493.11,3976.3,3816.25,0\\r\\n236,4134,43,Male,3,salaried,491,1,396,9,1053.65,2594.81,10506.18,41495.39,12175.54,15032.69,9077.87,11865.1,12882.48,1748.11,1\\r\\n237,1281,42,Male,0,salaried,432,2,1958,,2399.45,2399.45,2426.21,3253.18,0.41,0.41,0.41,0.41,2399.45,2399.45,0\\r\\n238,2090,31,Female,0,student,409,2,272,,6251.19,6251.19,6251.19,6211.59,0.47,0.47,0.47,0.47,6251.19,6251.19,0\\r\\n239,3140,56,Male,0,self_employed,1618,1,51,76,4142.83,4428.54,4387.39,4309.24,0.01,0.01,285.73,0.01,4379.28,4428.54,0\\r\\n240,4000,33,Female,0,self_employed,1076,2,64,6,1700.94,1529.51,1747.81,4851.23,214.41,0.13,0.13,0.13,1545.77,1533.59,0\\r\\n242,3177,66,Female,0,self_employed,409,3,293,118,3102.16,3102.16,3102.16,3097.71,0.23,0.23,0.23,0.23,3102.16,3102.16,0\\r\\n243,1963,70,Male,0,retired,334,2,1863,17,18187.37,18029.1,13674.01,5597.49,176.14,0.29,0.29,706.89,18127.34,14128.74,0\\r\\n244,962,44,Male,0,salaried,1163,3,1789,357,2163.68,2163.68,2166.76,2283.85,0.47,0.47,0.47,0.47,2163.68,2163.68,1\\r\\n245,1191,42,Male,0,self_employed,914,3,2409,26,390.24,1979.52,4412.93,187.51,1214.87,757.73,798.13,36334.91,616.84,12409.91,1\\r\\n247,1254,23,Male,0,student,1232,3,1795,,6011.64,6011.64,6011.64,5966.95,0.46,0.46,0.46,0.46,6011.64,6011.64,0\\r\\n248,5026,45,Male,0,salaried,409,2,158,72,2471.72,2471.72,2252.98,1057.72,0.29,0.29,0.29,0.29,2471.72,2471.72,0\\r\\n249,1496,70,Male,0,retired,1585,3,2644,60,9056.51,9068.66,9418.67,11429.36,0.13,0.13,0.13,5142.99,9064.47,10403.14,0\\r\\n250,1504,67,Male,0,retired,413,2,759,35,3896.99,4111.28,3106.71,2968.24,0.31,1798.37,0.31,0.31,4000.44,2697.7,0\\r\\n252,1031,33,Female,0,self_employed,409,3,1392,17,3221.37,2957.97,3164.92,2059.79,4549.65,214.66,0.37,0.37,4156,2771.34,0\\r\\n253,725,40,Male,1,self_employed,1020,2,410,13,261.77,569.81,4175.7,237.88,7185.24,28016.39,6700.1,13650.1,2725.74,9419.45,1\\r\\n254,5301,36,Male,3,self_employed,1551,2,2408,6,10404.34,5925.47,27505.88,849.51,340693.26,0.63,50498.46,300.63,38779.81,29474.2,0\\r\\n255,5887,58,Female,0,self_employed,996,3,1209,126,2288.18,2291.46,2291.23,2191.13,0.06,0.06,0.06,0.06,2290.78,2291.46,0\\r\\n256,1490,90,Male,0,self_employed,,2,2375,21,12827.71,751.24,3547.03,1577.53,11748.99,693.26,308.81,1523.54,9824.97,180.84,0\\r\\n257,7563,77,Male,0,retired,1020,2,2,341,8263.48,8953.48,8731.41,8887.9,0.16,0.16,690.16,0.16,8287.27,8953.48,0\\r\\n258,933,42,Male,0,self_employed,318,2,213,103,2695.29,3138.74,3284.33,934.02,0.1,0.1,428.67,0.1,2852.44,3138.74,1\\r\\n259,1522,59,Male,0,salaried,491,2,707,102,563.65,6990.04,5886.99,4504.87,0.06,0.06,6428.63,11.54,3666.73,6996.86,0\\r\\n260,1838,37,Male,2,salaried,623,3,473,11,3182.99,1339.27,1717.42,1839.64,3614.99,0.7,4364.14,14.99,2449.58,1609.81,0\\r\\n261,611,29,Male,,self_employed,681,2,3436,38,1773.22,2487.5,1710.07,988.3,0.13,1471.56,714.41,0.13,2044.15,2132.2,0\\r\\n262,460,49,Male,,self_employed,146,2,77,308,5873.4,5873.4,5873.4,5841.34,0.5,0.5,0.5,0.5,5873.4,5873.4,0\\r\\n263,2775,45,Female,0,self_employed,146,3,354,9,2766.59,3381.74,3139.02,3388.41,0.72,0.99,641.06,1245.28,2992.14,3108.12,0\\r\\n264,2339,64,Male,2,retired,334,2,674,60,5003.27,5020.15,3591.72,2344.87,0.26,0.26,163.3,239.05,5021.39,3386.63,0\\r\\n265,5054,49,Male,0,salaried,539,2,59,24,18610.35,13534.95,20902.98,50516.66,10943.97,31586.83,1606.27,24063.9,21840.1,20067.54,0\\r\\n266,3786,47,Male,1,self_employed,905,2,2474,25,5382.59,5333.47,5357.48,5565.15,214.97,386.4,82.66,92.1,5431.81,5370.52,0\\r\\n267,2809,81,Male,0,retired,1020,1,16,9,244686.74,214757.79,99212.05,31312.68,37857.84,214286.41,7928.9,509.86,224531.3,69803.24,0\\r\\n268,2741,18,Female,0,student,146,1,523,4,5954.78,1631.76,2322,2961.16,4785.4,0.21,0.21,0.21,2434.28,1634.13,0\\r\\n269,2291,60,Female,0,retired,906,3,1695,200,3840.8,4426.51,4090.69,2160.78,0.24,0.24,571.67,0.24,4318.14,4430.66,0\\r\\n270,4234,39,Male,3,self_employed,1020,3,47,11,1933.12,533.94,8259.56,3932.23,357.83,779.26,728.44,5611.23,1818.61,2881.55,1\\r\\n271,4847,52,Female,0,salaried,409,1,248,11,3335.44,152103.06,20273.02,5333.58,281428.8,16214.51,286970.04,1155.99,15876.54,39218.3,1\\r\\n272,5816,64,Female,0,self_employed,834,2,14,3,27118.65,5119.46,6314.91,22813.98,57703.29,712.86,14601.03,630.07,9918.97,4715.81,0\\r\\n273,1869,41,Female,0,self_employed,1525,3,320,149,1691.27,1776.98,1718.87,984.21,0.1,0.1,0.1,0.1,1697.18,1782.51,0\\r\\n274,3822,50,Male,0,self_employed,1020,2,212,258,1503.34,1503.34,1503.34,1609.2,0.44,0.44,0.44,0.44,1503.34,1503.34,0\\r\\n275,6069,38,Male,0,self_employed,1020,2,16,,1689.22,1527.79,1548.04,1848.21,0.07,0.07,0.07,0.07,1592.47,1527.79,0\\r\\n276,2035,53,Female,0,self_employed,409,2,932,9,7811.02,3750.43,4114.98,3991.58,7115.53,0.01,3054.94,0.01,4825.89,3748.89,1\\r\\n277,824,54,Female,0,self_employed,334,2,676,124,5664.38,6450.09,8411.48,6475.6,0.03,0.03,728.6,1571.46,6090.48,7417.83,1\\r\\n278,5120,77,Female,0,self_employed,1020,1,5,62,1828.39,1828.39,1810.27,1724.1,0.27,0.27,0.27,0.27,1828.39,1828.39,0\\r\\n279,452,63,Male,0,self_employed,694,3,1420,100,2684.38,2679.46,2890.48,3162.33,0.36,0.36,214.03,376.2,2799.87,2762.71,0\\r\\n280,7095,63,Male,0,retired,1020,3,501,56,1964.42,4672.32,4234.68,4445.53,0.34,214.63,44.13,204.19,2384.68,4895.2,1\\r\\n281,922,15,Male,0,student,1181,2,235,,3313.3,3313.3,3313.37,3295.25,0.57,0.57,0.57,0.57,3313.3,3313.3,0\\r\\n282,784,28,Female,0,self_employed,1271,2,378,89,430.31,2576.68,2469.82,2643.69,0.67,0.67,4.19,700.67,1024.16,3118.61,1\\r\\n283,800,60,Male,0,salaried,563,3,2845,18,2085.46,1304.75,1717.29,1027.73,2857.39,0.24,428.81,857.39,2669.72,1276.36,0\\r\\n284,1201,39,Female,0,self_employed,146,1,77,31,4093.32,7162.03,5666.34,4008.97,0.53,3.72,2170.67,1291.23,5559.46,7858.88,1\\r\\n285,4840,61,Male,0,salaried,409,2,1347,91,7506.81,7534.58,7766.3,3174.01,0.23,0.23,0.23,357.37,7514.54,7577.99,0\\r\\n286,4273,90,Male,0,retired,1315,2,250,0,21608.91,8360,8537.13,11464.28,260.11,1421.29,1296.91,2071.64,7680.41,8482.44,0\\r\\n287,2659,53,Male,2,self_employed,1178,3,526,149,2918.97,2918.97,2918.97,2682.14,0.03,0.03,0.03,0.03,2918.97,2918.97,0\\r\\n288,1421,31,Male,0,self_employed,1477,3,2581,30,1031.8,5171.8,4903.77,6518.16,0.59,1714.87,4140.59,1272.01,3049.64,4127.56,0\\r\\n289,2536,32,Male,0,salaried,1020,1,227,146,1069.08,1606.15,3096.84,1614.17,0.5,0.5,537.57,4400.5,1095.67,2101.07,1\\r\\n290,271,24,Male,,self_employed,540,3,1983,250,144.75,5073.32,3657.07,5591.02,0.51,0.51,4929.09,0.51,824.56,5073.32,1\\r\\n291,1629,23,Male,0,salaried,834,2,219,44,4287.7,4896.61,2840.36,635.42,0.5,4292.14,76.21,143.36,4579.2,2689.6,0\\r\\n292,1013,32,Male,1,salaried,623,2,81,11,10678.88,1216.36,2314.33,853.4,11128.9,343.39,1850.94,462.44,4900.27,1225.04,0\\r\\n293,1208,55,Male,2,self_employed,139,3,643,41,1565.69,1896.58,1675.83,2044.76,0.06,371.49,368.56,368.56,1602.33,1728.46,0\\r\\n294,4808,60,Male,1,salaried,1232,2,52,151,9178.6,9189.64,9197.47,9091.53,0.5,0.5,11.54,11.67,9186.21,9196.49,0\\r\\n295,4490,49,Male,0,salaried,1232,3,39,27,1216.68,857.4,4522.04,8385.71,114.53,0.24,0.24,11666.67,1018.68,1246.89,1\\r\\n296,1658,37,Female,0,self_employed,575,2,485,123,3431.4,3439.36,3454,3528.8,0.67,0.67,0.67,29.24,3447.13,3442.39,0\\r\\n297,1221,44,Male,0,self_employed,146,2,1298,7,3649.25,324.25,1994.69,2015.99,2914.83,2343.46,8875.54,2591.32,3696.2,763.2,0\\r\\n298,4345,69,Female,0,self_employed,649,1,289,0,1361.62,3597.32,3443.74,1688.58,1361.7,0.03,14285.82,0.03,3153.96,3590.63,0\\r\\n300,463,33,Female,,self_employed,551,3,550,53,31851.55,43308.69,24487.59,537.34,0.26,43214.54,11428.83,357.4,37963.37,35016.52,0\\r\\n301,2732,36,Male,0,salaried,649,2,554,85,12600.99,4295.2,4799.81,13497.59,0.47,0.47,1595.63,2270.74,3805.96,3848.3,0\\r\\n302,3247,29,Male,0,student,146,2,509,17,6504.13,6676.65,6773.08,6659.52,893.81,0.39,1066.34,143.24,6713.97,6786.54,0\\r\\n303,4021,44,Male,1,self_employed,664,3,413,117,5342.3,6085.16,6573.78,5786.49,0.1,0.1,700.1,1428.67,5857.82,6501.66,0\\r\\n304,202,54,Female,0,self_employed,1034,3,1272,90,1490.51,2726.94,3079.11,4933.8,0.03,0.03,1236.46,1142.89,1757.77,3473.49,0\\r\\n305,1458,33,Female,0,salaried,409,3,1408,49,49.98,49.98,3722.6,674.67,0.49,18589,0.49,18571.91,49.98,10228.8,0\\r\\n306,2907,62,Male,2,self_employed,1020,2,358,11,10530.02,10978.32,11837.45,18237.3,0.92,1.37,448.44,1620.78,10596.47,11256.39,1\\r\\n307,1941,47,Male,3,self_employed,409,2,1223,7,20638.15,12304.49,13979.01,10748.44,8.03,0.1,245.8,130.01,18797.3,12362.87,0\\r\\n308,1167,60,Male,0,self_employed,294,3,372,48,2393.6,2479.32,2165.37,1267.19,0.6,100.6,172.03,0.6,2417.25,2443.83,0\\r\\n309,590,42,Female,,self_employed,409,2,612,350,1445.26,1445.26,1445.31,1435.22,0.61,0.61,0.61,0.61,1445.26,1445.26,0\\r\\n310,1368,53,Female,0,self_employed,1020,1,1027,25,2047.77,1612.13,4301.39,5436.26,316.29,1214.86,66.36,5714.86,1996.37,4680.7,1\\r\\n311,2139,46,Female,0,salaried,1020,1,114,25,821.18,664.04,1604.09,909.56,1943.26,212.21,1428.97,643.26,1469.95,1281.84,0\\r\\n312,2473,31,Male,0,self_employed,146,3,1268,115,935.82,935.82,2544.67,3317.51,0.27,0.27,0.27,2187.44,935.82,2677.09,1\\r\\n313,5255,75,Male,0,retired,834,2,106,29,4151.56,4151.56,3683.24,3406.56,0.01,834.06,0.01,142.87,4151.56,3580.64,0\\r\\n314,2353,56,Male,2,self_employed,454,2,1480,10,2653.58,3786.8,1708.19,602.99,286,10576.53,3491.83,8079.22,1987.57,2731.56,1\\r\\n315,883,6,Female,0,student,,2,32,,3127.64,3056.21,2641.46,1490.73,0.4,0.4,0.4,0.4,3127.64,3056.21,1\\r\\n316,1256,24,Male,0,salaried,575,2,3,88,5834.67,5870.38,5745.66,299.47,0.57,0.57,36.29,0.57,5855.6,5870.38,0\\r\\n318,5879,66,Male,0,self_employed,1568,2,946,97,17736.13,17736.13,18218.47,19805.85,0.3,0.3,0.3,0.3,17736.13,17736.13,0\\r\\n319,5274,70,Male,0,self_employed,1020,1,14,319,3075.61,3075.61,3075.61,3056.59,0.49,0.49,0.49,0.49,3075.61,3075.61,0\\r\\n320,5675,52,Male,0,salaried,221,3,68,,2653.6,2645.49,2658.08,2643.43,0.57,0.57,0.57,0.57,2648.69,2644.88,0\\r\\n321,672,40,Female,,self_employed,156,3,2901,299,5860.13,5860.13,5853.52,5757.95,0.6,0.6,0.6,0.6,5860.13,5860.13,0\\r\\n322,545,34,Male,0,salaried,102,2,826,307,6138.46,6491.04,6305.66,4474.17,0.43,0.43,353.01,0.43,6211.4,6491.04,0\\r\\n323,2929,35,Female,0,salaried,1020,2,12,79,233.48,2077.59,1848.09,1959.74,0.19,0.19,1844.29,447.58,1250.92,2195.91,0\\r\\n324,2201,60,Male,0,self_employed,1232,1,2844,46,11053.83,12705.41,7659.75,2062.16,0.06,7857.2,1992.63,4285.77,11354.78,9592.09,1\\r\\n325,326,61,Female,3,self_employed,1496,3,519,20,588.02,449.99,2333.16,3562.33,2998.93,0.56,2860.89,2857.7,746.98,2293.3,1\\r\\n326,2903,48,Female,0,self_employed,594,2,672,108,6885.54,7325.23,7515.04,6775.89,0.27,0.27,285.99,857.41,7027.9,7730.53,0\\r\\n327,5519,55,Male,0,salaried,1020,2,19,,4265.8,4270.7,4270.48,4240.4,0.29,0.29,0.29,0.29,4270.03,4270.7,0\\r\\n328,3535,73,Male,0,retired,1096,3,578,152,10359.91,10171.43,10221.42,9699.08,0.03,0.03,185.74,42.89,10439.84,10233.64,0\\r\\n329,1918,61,Female,0,self_employed,745,2,298,13,1536.82,6840.93,6236.4,7920.96,243.49,243.49,5300.63,0.63,2814.6,6898.03,1\\r\\n330,3148,29,Male,0,self_employed,,2,37,14,4634.83,6040.09,7128.58,7278.22,948.37,826.11,212.95,3096.76,4854.5,7558.51,0\\r\\n331,858,38,Female,0,salaried,1549,3,2053,,15426.05,15426.05,15426.05,15328.32,0.54,0.54,0.54,0.54,15426.05,15426.05,0\\r\\n332,2062,42,Male,0,self_employed,1551,2,445,68,12494.86,15722.74,15019.22,10147.18,0.57,0.57,3352.99,52.99,14258.24,15727.14,0\\r\\n333,3349,52,Female,0,self_employed,1096,2,249,292,3821.35,3821.35,3821.35,3798.22,0.13,0.13,0.13,0.13,3821.35,3821.35,0\\r\\n334,478,30,Male,3,self_employed,468,3,829,151,3779.86,12351.28,2876.25,3567.32,0.21,0.21,11428.79,679.43,3287.25,4313.38,0\\r\\n335,1210,36,Female,0,self_employed,238,2,1335,,4135.04,4135.04,4135.04,4108.84,0.23,0.23,0.23,0.23,4135.04,4135.04,0\\r\\n336,6197,60,Male,0,salaried,1020,1,5,5,1642.26,3169.34,3246.75,2817.56,1052.13,0.39,2857.53,15000.39,673.35,3652.88,0\\r\\n337,2193,70,Male,0,self_employed,334,2,166,167,17795.8,3244.45,3737.63,3974.73,0.67,0.67,1929.24,53536.44,4333.29,3648.73,0\\r\\n338,2698,47,Male,3,salaried,1020,1,86,9,8382.26,1887.9,6728.14,7408.27,5540.61,15624.85,531.97,19283.89,7676.61,5076.61,0\\r\\n339,2011,28,Male,0,self_employed,751,2,1363,237,4746.17,4743.62,4742.63,4711.06,0.23,0.23,0.23,0.23,4745.82,4742.18,0\\r\\n340,1544,50,Female,0,salaried,1585,3,2644,186,4390.99,4390.99,4390.99,4369.11,0.09,0.09,0.09,0.09,4390.99,4390.99,0\\r\\n342,4309,65,Female,0,self_employed,1570,1,119,27,1784.91,3563.02,19841.89,34490.73,371.9,107.11,2150.01,0.47,2776.89,27165.16,1\\r\\n343,475,29,Male,,self_employed,334,2,675,54,411.42,5431.33,4133.69,5558.93,0.14,2742.15,4907.29,5122.71,2606.04,5904.87,1\\r\\n344,1444,61,Female,0,self_employed,575,2,1394,53,1226.72,1367.43,3313.02,4018.8,0.07,7422.57,142.93,8928.64,1240.88,5689.64,1\\r\\n345,3209,53,Female,0,self_employed,1096,2,530,42,1681.07,1852.5,1600.07,2360.36,0.49,143.34,0.49,128.59,1745.11,533.42,0\\r\\n346,1655,33,Male,0,self_employed,1270,3,2134,,3124.75,3121.62,3117.31,3091.42,0.03,0.03,0.03,0.03,3123.24,3115.74,0\\r\\n347,1591,70,Male,0,retired,1111,3,88,16,4926.41,206.08,1822.95,130.8,5042.84,0.41,322.51,193.31,3137.58,69.88,0\\r\\n348,1147,54,Male,0,self_employed,203,2,432,11,23290.3,35744.44,18836.4,17272.42,20176.57,52186.93,40000.37,64286.09,18059.14,26055.36,0\\r\\n349,3388,21,Male,0,student,1085,1,135,73,689.86,747.65,2446.59,12430.97,0.69,0.69,0.69,7857.83,719.84,1351.73,0\\r\\n350,1196,48,Male,0,self_employed,146,2,367,3,19583.65,1900.58,2598.19,1381.83,18447.63,5818.49,287.1,5133.24,5540.45,1193.1,0\\r\\n351,306,39,Male,0,salaried,156,3,2527,160,1741.68,2529.86,2448.21,2909.38,0.11,0.11,788.3,0.11,2284.92,2529.86,0\\r\\n352,1251,67,Female,0,retired,146,2,157,28,10716.44,9787.87,9075.89,6146.12,714.36,928.64,0.07,0.07,10716.44,8866.21,0\\r\\n353,1280,47,Female,0,self_employed,1232,3,837,9,6299.99,5985.7,6005.4,5588.83,314.59,0.3,0.3,0.3,6115.75,5985.7,0\\r\\n354,1408,71,Male,4,self_employed,1020,1,80,1,95267.56,92645.57,93559.26,88511.84,88336.6,0.33,0.33,0.33,95970.29,92645.57,0\\r\\n355,3201,52,Male,0,self_employed,680,1,565,80,14939.89,15652.21,14669.3,10341.78,0.03,0.03,714.31,0.03,15530.69,15651.71,1\\r\\n356,1881,60,Female,0,,104,3,2158,68,1257.16,4067.44,4165.99,2568.53,0.57,0.57,2796.57,0.57,2029.45,4068.37,1\\r\\n357,516,26,Male,0,self_employed,1585,3,2644,163,2360.45,2266.57,1880.09,2011.7,0.6,0.6,682.16,243.46,2207.28,1647.89,0\\r\\n358,2150,39,Female,0,self_employed,318,1,1306,4,3780.22,3074.88,2929.49,1073.78,389.76,0.59,25.22,517.92,3504.16,2763.63,0\\r\\n359,2872,57,Male,0,self_employed,409,2,2204,11,11624.4,11095.83,11074.97,11328.97,671.47,214.33,142.9,285.76,11325.88,10932.23,0\\r\\n360,1921,37,Male,0,self_employed,,2,780,3,5968.77,9627.31,4343.18,1663.77,3290.3,8008.71,6951.01,1005.61,5555.56,5860.12,1\\r\\n361,2839,51,Male,0,self_employed,844,3,918,3,380.81,9083.87,5638.7,2904.89,1857.84,0.7,12572.13,714.99,2896.03,7576.47,0\\r\\n362,703,44,Male,2,self_employed,1598,2,468,81,1366.21,1921.91,1902.15,891.98,0.36,0.36,0.36,0.36,1634.48,2172.88,0\\r\\n363,3129,67,Male,2,retired,834,2,8,162,7834.62,7772.37,7728.47,6105.63,0.53,0.53,0.53,0.53,7797.81,7744.1,0\\r\\n364,405,41,Male,3,salaried,977,3,2243,26,1646.63,2663.23,1828.28,958.86,57.71,0.57,985.37,3650,1849.93,2432.88,0\\r\\n365,1907,40,Female,0,self_employed,334,3,1875,212,1886.36,2248.05,2231.52,2429.14,0.14,0.14,314.43,0.14,2069.28,2268.85,1\\r\\n366,2402,39,Female,0,self_employed,996,2,812,,4349.95,4349.95,4349.95,4354.22,0.41,0.41,0.41,0.41,4349.95,4349.95,0\\r\\n367,4994,33,Male,2,salaried,1020,1,163,0,3317.67,11979.12,4977.09,1842.79,14607.06,34285.77,8343.7,1597.57,6956.01,6479.5,0\\r\\n368,2518,22,Female,0,student,1351,3,1431,52,3576.66,3582.26,2170.11,133.07,0.53,3539.24,6.13,357.67,3578.71,2710.27,0\\r\\n369,1738,41,Male,2,self_employed,745,3,1987,20,1338.22,1423.93,1494.6,1294.65,1429.19,0.61,1429.19,0.61,1645.61,1434.99,0\\r\\n370,2587,65,Female,0,self_employed,334,2,206,21,1369.66,1533.18,2806.7,5066.79,1285.74,0.03,1307.07,1700.16,1697.87,2863.32,0\\r\\n371,896,47,Female,0,self_employed,834,3,1927,53,4839.68,2393.96,2276.96,957.88,0.66,72.09,0.66,0.66,3581.45,2365.39,0\\r\\n373,1054,80,Female,0,self_employed,66,3,1427,298,2980.05,2980.05,2980.05,2962.16,0.47,0.47,0.47,0.47,2980.05,2980.05,0\\r\\n374,485,62,Male,2,self_employed,334,2,500,0,6191.44,2433.18,3839.11,3779.61,5748.82,187.04,3495.8,5235.43,5949.64,2967.51,1\\r\\n375,478,63,Female,0,self_employed,834,3,1355,12,6028.34,939.24,1704.96,839.08,5117.79,0.11,28.69,0.11,3236.4,939.24,0\\r\\n376,353,32,Female,0,self_employed,,3,1643,18,289.21,1604.24,1461.62,1498.16,2285.89,0.17,3571.6,0.17,1176.37,1604.24,1\\r\\n377,1959,26,Male,0,student,1096,2,1070,,5427.68,5427.68,7299.54,8225.89,0.31,0.31,0.31,0.31,5427.68,8189.55,0\\r\\n378,403,30,Female,0,self_employed,575,2,4153,20,22776.74,4275.86,16748.96,4802.78,4285.83,0.11,0.11,14518.49,10653.04,34526.84,0\\r\\n379,3017,65,Female,0,self_employed,1020,2,1357,24,4250.35,770.71,1447.88,766.02,494.63,494.63,575.82,2132.05,1693.28,837.44,0\\r\\n380,2459,35,Female,0,self_employed,1232,1,7,103,10931,10931,10965.23,7701.78,0.34,0.34,0.34,171.77,10931,10965.63,1\\r\\n381,2613,52,Male,0,self_employed,1026,2,1111,0,7491.74,6563.17,6357.01,8824.42,929,597.94,0.43,0.43,6927.7,6177.67,0\\r\\n382,1014,47,Female,0,self_employed,1037,2,2953,75,2415.04,2429.32,2435.24,1681.81,0.46,0.46,0.46,4.89,2418.49,2435.98,0\\r\\n383,2596,34,Male,,self_employed,1494,3,1448,287,1466.71,1466.71,1484.22,1486.99,0.29,0.29,0.29,28.86,1466.71,1490.68,0\\r\\n385,674,64,Male,0,retired,496,2,1895,125,12140.41,12140.41,12601.24,10153.9,0.19,0.19,0.19,0.19,12140.41,12140.41,0\\r\\n386,5821,53,Female,0,self_employed,834,3,1224,231,2638.96,2637.98,2690.59,3047.57,0.09,0.09,0.09,33.09,2640.63,2666.32,0\\r\\n387,5164,51,Female,0,self_employed,1540,1,1259,27,676.16,1312.69,6825.02,44442.93,1050.39,1050.39,1686.91,0.27,1245.01,1177.19,1\\r\\n388,2453,54,Female,0,self_employed,1096,3,319,5,1917.69,1057.26,1643.39,1429.73,63.09,5095.69,331.23,5584.76,1535.15,1832.14,0\\r\\n389,791,24,Male,0,self_employed,538,3,760,5,2926.73,6762.43,6213.81,6212.53,285.81,714.39,5550.09,0.1,5706.43,6821.26,0\\r\\n390,396,24,Male,0,self_employed,1299,2,2327,45,1476.47,2961.71,1883.51,297.62,0.23,2143.09,2284.44,512.94,2299.67,2092.59,0\\r\\n391,545,25,Male,0,student,15,1,3964,167,9027.5,9027.5,9029.11,8916.04,0.17,0.17,0.17,3.04,9027.5,9029.45,0\\r\\n392,189,22,Female,,student,334,2,1364,4,2175.61,1961.33,1786.91,1144.88,214.81,214.81,0.53,0.53,1993.84,1769.16,0\\r\\n393,2529,32,Male,0,self_employed,1403,3,1076,117,3970.64,3970.64,3970.64,2197.26,0.2,0.2,0.2,0.2,3970.64,3970.64,0\\r\\n394,5180,59,Male,1,salaried,146,1,47,21,11397.37,8010.22,8719.73,3583.87,2857.33,10000.19,24848.76,8369.36,13355.62,5786.51,0\\r\\n395,6215,84,Female,0,self_employed,834,2,8,60,68219.95,68172.42,63529.39,53681.75,0.61,0.61,500.61,0.61,68209.33,68172.42,0\\r\\n396,457,20,Male,,student,334,2,1364,18,1491.57,1893.7,2079.35,9322.54,12857.76,0.61,143.47,0.61,1622.65,1892.99,0\\r\\n397,2169,70,Female,0,self_employed,,2,3192,165,1660.27,1660.27,1822.8,3236.69,0.3,0.3,0.3,256.5,1660.27,1891.68,0\\r\\n398,4892,46,Female,0,self_employed,1096,2,1375,174,9816.06,9816.06,9823.19,9294.72,0.67,0.67,0.67,0.67,9816.06,9816.06,0\\r\\n399,1925,61,Female,0,self_employed,372,2,1821,,1710.67,1710.67,1710.67,1699.83,0.19,0.19,0.19,0.19,1710.67,1710.67,0\\r\\n400,1456,50,Male,0,self_employed,615,2,2205,61,1324.67,1593.51,3014.86,4446.5,0.06,0.06,328.63,2857.2,1511.11,3252.5,0\\r\\n402,1496,39,Male,1,salaried,653,3,706,3,2091.15,1555.26,1446.68,897.49,700.09,1714.37,383.26,356.67,1679.62,812.45,0\\r\\n403,828,44,Female,0,self_employed,836,3,382,119,1927.44,2582.06,2094.56,2291.58,0.69,0.69,3512.44,72.11,2363.81,2406.94,0\\r\\n404,1842,90,,0,self_employed,1096,2,1719,59,12122.37,8595.5,8794.91,2950.96,0.33,1202.99,0.33,2763.38,11635.91,8824.02,0\\r\\n405,571,46,Female,0,self_employed,1589,3,3789,18,190.9,1314.56,1767.16,497.82,2143.44,0.59,3267.11,983.79,748.1,1817.6,1\\r\\n406,2091,23,Female,0,student,1096,2,438,138,2440.37,2440.37,2440.37,2985.15,0.5,0.5,0.5,0.5,2440.37,2440.37,0\\r\\n407,6002,42,Male,0,salaried,1020,2,86,26,13499.17,12241.19,11842.88,9835.71,1788.39,0.49,1421.36,729.06,12993.61,11437.58,0\\r\\n409,5201,43,Male,0,self_employed,2,2,118,20,26291.66,19822.35,41131.58,40938.46,35714.69,0.4,29245.37,35719.96,31092.01,44387.27,1\\r\\n410,347,27,Female,,self_employed,1020,2,835,6,1642.87,2333.71,2555.29,6119.45,1.21,1.21,691.12,71.04,2091.41,2560.9,0\\r\\n411,4017,30,Male,0,self_employed,1439,3,47,292,37032.89,37854.67,39224.36,44589.66,0.23,0.23,822.01,1343.71,37213.98,38718.7,0\\r\\n412,635,39,Male,,salaried,21,3,2587,17,7225.35,6533.74,6673.57,5414.64,493.19,257.47,0.33,857.47,7035.99,6691.86,0\\r\\n413,3542,54,Female,0,self_employed,334,3,377,76,253.98,2287.78,1986.4,1115.23,0.46,0.46,0.46,0.46,765.61,2893.82,0\\r\\n414,3451,49,Male,0,self_employed,834,1,516,18,2788.05,1855.09,5598.27,1565.71,2984.84,736.31,556.27,6707.74,2521.31,5299.86,0\\r\\n415,783,22,Male,0,salaried,649,2,1844,56,3674.8,3753.48,3842.96,1684.27,0.23,0.64,88.93,245.3,3718.13,4276.02,0\\r\\n416,4998,47,Male,0,self_employed,363,2,31,7,1744.56,1346.54,2091.09,4364.22,1850.65,0.39,2521.29,1025.12,2567.58,1861.14,0\\r\\n417,1199,90,,0,self_employed,1043,2,2037,153,2632.73,2632.73,2632.73,3029.25,0.56,0.56,0.56,0.56,2632.73,2632.73,0\\r\\n418,4209,61,Female,0,salaried,479,3,234,23,2159.16,3034.77,2517.64,1522.83,1678.36,849.16,2496.83,57.69,2742.83,2235.72,0\\r\\n419,1951,71,Female,0,self_employed,834,3,452,7,82.99,2176.5,1740.24,95.83,4532.76,1919.5,6628.86,428.86,1952.23,1924.56,1\\r\\n420,2963,71,Female,0,self_employed,1525,3,408,18,4025.3,3853.87,3786.11,3241.07,171.84,171.84,0.41,0.41,3960.27,3787.51,0\\r\\n421,4503,35,Male,0,self_employed,15,2,48,17,2111.72,2561.72,1828.65,822.26,64.73,1326.16,514.73,129.01,2473.3,1610.29,0\\r\\n422,2203,35,Female,0,self_employed,1084,3,358,,1434.09,1434.09,1434.09,942.28,0.14,0.14,0.14,0.14,1434.09,1434.09,0\\r\\n423,4113,60,Female,0,self_employed,1096,2,363,12,977.78,2596.22,2013.4,1039.79,1038.13,3704.04,2166.98,4697.81,2515.34,2712.19,0\\r\\n424,2448,48,Male,0,salaried,70,3,2320,3,8044.33,7221.01,7461.62,7283.11,2160.91,2198.13,345.4,1902.71,7570.26,7282,0\\r\\n425,1947,42,Male,0,self_employed,1020,1,118,0,1654.48,2655,2373.11,2437.19,14510.99,9982.44,14741.18,9774.51,2133.17,2728.28,0\\r\\n426,4569,43,Male,0,salaried,996,3,343,72,4005.96,3752.53,3174.02,3109.33,0.31,0.31,428.89,571.74,3532.21,3118.47,0\\r\\n427,4477,35,Male,0,salaried,1593,2,211,0,4482.78,4560.05,4261.33,4072.84,235.4,349.17,341.24,89.59,4326.46,4342.92,0\\r\\n429,301,31,Male,,self_employed,1537,3,1302,7,11152.16,901.26,2176.71,1039.23,26243.76,0.19,21492.45,6900.24,4767.44,1118.44,0\\r\\n430,2867,36,Male,3,self_employed,409,3,433,,3297.9,3308.2,3257.55,3183.86,0.1,0.1,0.1,0.1,3302.87,3289.68,0\\r\\n431,5831,48,Male,1,salaried,525,3,29,30,6695.64,7353.42,5330.7,6857.1,0.57,163.71,4973.73,2846.27,6585.14,5582.14,0\\r\\n432,927,46,Male,0,salaried,146,2,885,233,15897.82,15897.82,15897.82,15825.11,0.07,0.07,0.07,0.07,15897.82,15897.82,0\\r\\n433,3092,73,Male,2,salaried,1020,2,356,9,4749.95,3346.67,2808.56,2623.91,1492.26,1024.63,88.97,77.41,3765.19,2681.18,0\\r\\n434,439,29,Male,0,self_employed,146,3,2778,18,1802.77,1745.62,1763.31,1299.75,200.3,200.3,0.3,0.3,1870.75,1806.45,0\\r\\n435,4421,71,Male,0,retired,1096,3,273,,5471.59,5471.59,5471.59,5436.93,0.51,0.51,0.51,0.51,5471.59,5471.59,0\\r\\n436,881,38,Male,0,salaried,1269,2,421,47,5087.55,5087.55,4619.04,3492.16,0.5,714.79,0.5,0.5,5087.55,4811.05,0\\r\\n437,1125,53,Male,0,self_employed,674,2,2458,81,8662.45,10282.11,9846.1,9418.28,0.16,0.16,1619.81,0.16,9198.05,10282.11,0\\r\\n438,240,69,Female,0,self_employed,1020,2,376,9,33710.69,27567.84,28194.04,27207.21,6143.27,28.99,0.41,0.41,29686.06,27564.15,0\\r\\n439,670,57,Female,2,self_employed,927,2,2719,103,15497.07,15716.5,15762.47,5611.88,0.53,0.53,219.96,219.96,15550.04,15758.97,0\\r\\n440,1050,53,Male,0,salaried,1477,2,415,138,2678.91,2678.91,2678.91,2398.38,0.07,0.07,0.07,0.07,2678.91,2678.91,0\\r\\n441,2776,14,Male,0,student,146,1,386,71,2676.85,2691.14,2672.53,2579.01,0.04,0.04,0.04,0.04,2677.34,2691.6,0\\r\\n442,1769,55,Female,0,self_employed,1232,1,52,320,3614.8,3614.8,3531.47,3369.52,0.17,0.17,0.17,0.17,3614.8,3580.08,0\\r\\n443,7009,77,Female,0,self_employed,1096,1,27,19,7337.71,6694.51,7075.85,5051.02,1017.53,1373.04,374.33,1559.33,7389.77,7394.92,0\\r\\n444,293,40,Male,,self_employed,1020,2,16,27,8459.52,10885.18,11440.42,12256.55,932.16,0.67,3643.53,1014.96,10609.67,11092.55,0\\r\\n445,1285,51,Male,0,self_employed,1598,3,1087,47,2140.74,2426.45,1755.36,960.27,0.34,1143.2,286.06,0.34,2160.44,1984.06,0\\r\\n446,1714,24,Female,0,student,,3,1402,13,3460.39,3376.1,3415.08,3684.23,132.97,71.54,77.26,150.11,3428.62,3393.38,0\\r\\n447,5964,64,Female,0,self_employed,1020,3,501,0,2084.21,1775.51,1992.59,2909.08,173.83,0.49,108.9,106.48,1873,1850.73,0\\r\\n448,991,28,Male,1,salaried,834,3,2675,6,2750.7,2345.61,3180.86,4630.91,1243.5,386.56,1305.44,85.37,2816.46,2260.68,0\\r\\n449,5280,86,Male,1,retired,1020,1,114,1,6789.15,5655.03,5584.45,4390.34,1147.19,50.6,14.89,59.17,5735.59,5631.94,0\\r\\n450,1335,36,Female,0,self_employed,102,3,113,13,8401.85,8541.27,8143.12,6374.47,1.29,1140.11,130.54,0.29,8463.66,8320.66,0\\r\\n451,2441,27,Female,0,self_employed,1494,3,1008,7,3565.7,2155.7,2633.05,3167.1,1767.29,0.14,357.29,0.14,2569.3,2155.7,0\\r\\n452,3105,39,Male,2,self_employed,1381,3,790,14,7668.45,1361.61,2217.85,1329.2,1714.33,0.04,24611.06,987.59,3728.05,1329.96,0\\r\\n453,1116,27,Female,0,self_employed,996,2,1379,4,2630.16,1401.59,1627.38,3319.37,1400.53,0.53,0.53,0.53,1636.57,1536.62,0\\r\\n454,1350,40,Female,0,self_employed,491,2,2535,31,6224.13,6224.13,5672.13,4936.83,0.1,685.81,0.1,0.1,6224.13,5754.9,0\\r\\n455,5534,56,Female,0,self_employed,575,2,44,10,1405.32,1391.03,1459.26,1333.13,142.96,142.96,271.53,171.53,1327.49,1548.25,0\\r\\n456,1150,75,Male,3,self_employed,1647,2,1400,14,15723.03,22080.18,21021.89,18104.26,786.21,686.21,7143.36,0.5,22412.69,21460.82,0\\r\\n457,2226,44,Male,2,self_employed,1534,2,996,33,19778.1,23598.34,18878.07,11509.21,0.5,12079.03,4487.59,14743.89,21882.65,18244.8,0\\r\\n458,1276,63,Male,0,self_employed,,3,819,,2093.2,2093.2,2093.2,2081.04,0.47,0.47,0.47,0.47,2093.2,2093.2,0\\r\\n459,3112,33,Male,2,self_employed,1096,3,292,31,1869.58,1882.65,2128.96,2765.81,0.14,214.43,13.21,1000.14,1872.74,2004.77,0\\r\\n460,4477,44,Male,0,self_employed,762,2,195,,1843.14,1843.14,1895.9,3027.73,0.39,0.39,0.39,0.39,1843.14,1843.14,0\\r\\n461,4336,51,Female,0,self_employed,146,2,1746,77,1475.26,3463.54,2319.19,1697.93,0.31,0.31,2839.15,939.91,1606.97,731.34,0\\r\\n462,1306,76,Male,0,self_employed,1020,1,60,297,1463.67,1463.67,1463.67,1540.99,0.59,0.59,0.59,0.59,1463.67,1463.67,0\\r\\n463,2790,64,Male,0,self_employed,363,2,269,30,503.56,14777.08,9607.07,2497.16,0.04,2857.19,36857.19,52.31,7138.01,14679.05,1\\r\\n464,2837,78,Male,0,self_employed,1271,1,101,14,5160.25,5357.27,4347.68,857.65,43,43,240.02,0.14,5354.62,5339.3,0\\r\\n466,4374,34,Male,2,self_employed,531,1,153,9,695.23,4313.78,2302.29,959.19,14749.91,4325.9,17790.47,1067.87,4431.77,1275.83,0\\r\\n467,1394,65,Female,0,self_employed,1181,2,235,313,14943.26,14943.26,17569.99,19526.57,0.21,0.21,0.21,4285.93,14943.26,18537.73,0\\r\\n468,427,58,Male,2,salaried,1169,3,2103,31,4330.44,4851.45,3928.97,3693.5,0.2,1428.77,495.17,266.6,4419.89,3582.89,0\\r\\n469,2404,52,Female,0,self_employed,169,2,389,0,4491.79,4420.34,11131.81,1136.89,143.01,10.32,0.11,0.11,4422.8,4411.78,1\\r\\n470,1158,40,Male,2,self_employed,1286,3,761,21,5092.49,5243.9,5118.67,4485.8,150.36,0.36,150.36,0.36,5102.93,5243.9,0\\r\\n471,3043,42,Female,0,self_employed,1020,2,490,,4746.58,4395.18,4018.77,4236.46,0.63,0.63,0.63,0.63,4485.26,3609.94,0\\r\\n472,2436,20,Male,0,student,1020,3,668,33,1775.47,1775.47,1747.34,1564.87,0.53,31.39,0.53,0.53,1775.47,1749.59,0\\r\\n473,562,50,Female,,salaried,623,2,218,84,17946.86,17946.86,17939.94,17663.8,0.09,0.09,0.09,0.09,17946.86,17946.86,0\\r\\n474,652,53,Female,0,self_employed,621,2,8,193,11252.14,11252.14,11243.42,11614.93,0.04,0.04,0.04,0.04,11252.14,11252.14,0\\r\\n475,4242,47,Female,0,self_employed,61,2,263,0,4928.89,1704.3,1776.56,1353.12,6907.4,11147.37,6504.24,6966.43,3832.47,843.81,1\\r\\n476,821,47,Female,,self_employed,762,2,195,55,5163.22,2306.07,1766.26,702.7,0.27,643.13,0.27,1000.27,2404.6,2163.22,0\\r\\n477,1328,35,Female,0,self_employed,649,2,54,336,3267.88,3693.17,2988.72,1048.51,0.24,0.24,1139.81,45.37,2999.16,3288.61,0\\r\\n478,930,26,Female,,student,1098,2,2793,138,29.59,2172.45,1532.06,3253.32,0.61,0.61,2143.47,0.61,251.27,2172.45,1\\r\\n479,1491,43,Female,0,self_employed,1348,2,2410,23,475.54,849.87,1602.92,2046.35,5857.46,0.31,6231.79,6088.93,707.06,1034.2,0\\r\\n480,1296,36,Female,0,self_employed,1181,3,2643,187,6128.43,6128.43,6128.43,6093.81,0.49,0.49,0.49,0.49,6128.43,6128.43,0\\r\\n481,812,34,Male,0,self_employed,171,2,1802,0,3050.77,2407.91,2415.3,1706.57,643.53,0.67,0.67,0.67,2430.08,2407.91,0\\r\\n482,2664,32,Male,0,self_employed,904,2,296,178,2449.78,2453.42,2416.39,2700.45,0.1,0.1,0.1,2.5,2453.29,2421.13,1\\r\\n483,2264,46,Female,0,self_employed,623,1,317,18,5333.27,3695.91,4508.41,9157.69,1857.2,1857.2,2046.34,1550.06,5585.59,3545.74,0\\r\\n484,1916,34,Male,0,self_employed,1232,2,29,30,2930.15,2273.01,2627.81,2583.37,0.21,1000.21,0.21,485.93,2930.15,2526.46,0\\r\\n485,3221,72,Male,0,salaried,557,2,284,,6628.76,6200.38,5268.04,3336.99,0.59,0.59,240.16,265.44,5582,5344,0\\r\\n486,1134,69,Male,0,retired,334,2,260,35,619.54,1640.97,1787.34,2170.41,0.14,4285.86,1485.86,4647.14,1169.54,2109.59,1\\r\\n487,2227,50,Male,6,salaried,1096,3,1985,207,3085.89,4223.89,4523.48,8747.95,0.7,0.7,0.7,0.7,3360.58,4480.86,0\\r\\n488,4423,55,Male,3,self_employed,834,3,18,10,1599.01,1699.01,2691.81,3292.5,848.64,571.5,948.64,2181.07,1461.07,2488.14,0\\r\\n489,2274,35,Male,0,salaried,1096,3,328,,9585.21,9585.21,11470.01,13598.36,0.29,0.29,0.29,4143.14,9585.21,11096.73,0\\r\\n490,6062,74,Female,0,self_employed,834,3,8,104,2063.38,1819.55,2246.92,4484.58,0.19,0.19,75.54,504.89,1862.29,1939.64,0\\r\\n491,4962,61,Male,2,self_employed,833,2,164,27,11945.51,8322.34,9370.12,21138.35,80714.69,0.4,0.4,888.29,11376.98,7769.85,0\\r\\n492,1251,34,Female,0,self_employed,1084,3,256,126,3455.52,3451.88,3451.64,3155.67,0.56,0.56,0.56,0.56,3453.45,3451.88,0\\r\\n493,391,39,Female,0,self_employed,623,3,42,,7640.48,7140.48,7260.24,6585.56,0.54,0.54,0.54,0.54,7502.55,7140.48,0\\r\\n494,1468,38,Male,0,self_employed,1525,3,1801,24,18573.1,2971.94,9589.39,1277.65,37120,0.44,21520.94,857.59,20626.92,3633.42,0\\r\\n495,1859,40,Male,0,salaried,1348,3,974,6,6885.32,603.7,10555.06,6791.7,21736.21,23240.84,18140.46,27969.2,9088.95,11971.5,0\\r\\n496,2892,81,Female,0,self_employed,1096,2,1092,13,2544.52,905.88,3065.57,5404.08,1384.5,26379.42,150.27,26578.5,1940.01,2476.8,0\\r\\n497,256,38,Male,0,self_employed,,2,758,258,6044.34,7660.26,8299.54,4756.15,0.13,0.13,1616.04,5354.44,6857.59,8854.3,1\\r\\n498,2319,37,Female,0,self_employed,656,3,1581,20,4373.34,3701.91,2560.32,1825.79,1386.04,2857.47,714.61,0.33,4332.45,2503.75,0\\r\\n499,2568,34,Male,0,self_employed,656,3,2525,19,23925.5,23903.79,23891.57,23720.01,7.77,0.63,0.63,0.63,23914.65,23891.46,0\\r\\n500,2581,67,Male,0,salaried,904,3,1136,39,342.92,5915.56,2993.06,1499.59,0.16,5771.59,5428.73,785.71,1521.01,3053.4,1\\r\\n501,2454,67,Female,0,salaried,491,2,396,10,8056.14,5362.2,5714.12,7534,2857.44,0.3,107.01,56,6280.11,5399.61,0\\r\\n502,1668,44,Male,0,salaried,1525,1,276,0,161303.46,157255.68,91553,20370.86,4230.31,128331.63,84.66,198.31,158262.48,91976.11,0\\r\\n503,4276,26,Male,0,salaried,1096,1,89,18,2200.65,2204.7,2057.67,3294.66,810.46,741.54,632.94,813.99,2414.01,2397.09,0\\r\\n504,4135,90,Female,0,self_employed,1111,3,1351,,1534,1534,1534,1522.68,0.64,0.64,0.64,0.64,1534,1534,0\\r\\n505,5826,64,Female,0,self_employed,1020,3,5,168,5597.74,5597.74,5468.39,5535.21,0.27,0.27,0.27,0.27,5597.74,5557.74,0\\r\\n506,3735,90,Male,0,self_employed,1111,2,1223,,6164.76,6164.76,6164.76,6125.71,0.63,0.63,0.63,0.63,6164.76,6164.76,0\\r\\n507,899,30,Male,0,salaried,427,2,244,0,1651.35,1636.94,2533.53,2032.05,214.64,0.36,200.23,2071.79,1520.27,2371.96,0\\r\\n509,823,35,Male,1,salaried,409,2,134,0,2078.33,2091.91,1815.76,717.59,552.14,0.64,1750.15,924.52,1697.11,2197.6,0\\r\\n510,609,27,Male,2,salaried,485,3,1509,0,9003.08,9121.4,5229.79,5321.52,18167.74,8786.06,11571.77,0.34,7914.41,3765.54,0\\r\\n511,1469,46,Male,0,salaried,311,3,2264,159,2116.31,2144.88,2203.21,2377.91,0.56,0.56,0.56,79.13,2125.17,2224.14,0\\r\\n512,2144,46,Male,0,self_employed,1135,2,1528,28,25236.5,136.75,1541.86,347.34,2142.96,0.1,8614.39,0.1,4334.57,136.75,0\\r\\n513,2255,34,Male,0,self_employed,995,2,1483,24,1986.9,6915.47,10077.46,17294.77,2142.99,0.13,7071.56,5678.2,5528.77,9766.29,1\\r\\n514,608,48,Male,,self_employed,,2,1578,12,2578.21,1248.23,1898.52,3343.36,3331.39,526.83,2001.4,214.97,2312.02,1193.71,0\\r\\n515,2158,52,Male,0,self_employed,917,3,1909,,2616.43,2616.43,2554.98,2568.4,0.53,0.53,0.53,0.53,2616.43,2616.43,0\\r\\n516,1185,38,Female,0,salaried,585,3,458,,1426.08,1426.08,1453.27,1571.57,0.04,0.04,0.04,13.48,1426.08,1434.31,0\\r\\n517,1673,37,Male,0,salaried,1020,1,1027,11,21349.95,33545.95,27395.45,42182.35,30185.77,1462.61,1685.85,0.11,25063.35,30079.26,0\\r\\n518,2876,80,Male,0,retired,834,1,174,127,87.48,87.48,3524.89,4417.77,0.51,0.51,0.51,8532.34,87.48,1760.74,1\\r\\n519,3138,50,Female,0,salaried,409,1,158,72,28331.86,36917.57,31064.36,805.84,0.37,0.37,8586.09,0.37,34846.14,36917.57,1\\r\\n520,2207,52,Male,4,self_employed,1163,3,1789,63,1505.17,1921.15,2044.07,2237.69,0.34,0.34,386.16,455.37,1719.35,2063,0\\r\\n521,1997,34,Male,0,self_employed,623,3,472,96,2904.66,2904.66,2125.56,1625.03,0.09,0.09,0.09,0.09,2904.66,1695.22,0\\r\\n522,1558,59,Male,0,self_employed,1540,3,1541,49,5769.46,7213,3911.86,1336.26,0.01,7142.87,1409.14,242.8,6425.11,4774.22,0\\r\\n524,519,35,Male,0,salaried,1494,2,388,11,1649.67,29.69,2895.22,840.27,1620.63,0.64,0.64,5714.93,700.02,5006.64,0\\r\\n525,2765,71,Female,0,self_employed,724,2,194,,4887.92,4887.92,4909.42,4997.88,0.3,0.3,0.3,0.3,4887.92,4887.92,0\\r\\n527,4605,90,Female,,self_employed,575,2,44,129,32754.47,31179.84,32202.74,28171.05,0.4,0.4,0.4,2795.06,32320.09,32294.6,0\\r\\n528,7411,50,Male,0,self_employed,1150,3,108,5,4987.93,5582.38,4625.73,4065.48,2585.79,2030.74,16032.8,2271.69,4541.48,4964.76,0\\r\\n529,6347,46,Female,0,salaried,1020,2,13,3,5545.23,8714.65,7970.17,7863.68,87.64,848.63,1824.56,669.67,6161.25,8915.26,0\\r\\n530,3207,90,Male,0,self_employed,409,2,287,14,1419.36,2304.81,2369.84,2510.85,499.54,175.39,668.81,65.67,2159.97,2309.45,0\\r\\n531,1944,66,Female,0,self_employed,834,3,789,259,5166.3,5166.3,5166.3,5224.31,0.31,0.31,0.31,0.31,5166.3,5166.3,0\\r\\n532,2939,50,Male,0,salaried,146,2,41,26,1762.34,712.73,1546.71,777.33,2710.9,20316.97,0.5,7150.38,1739.2,2531.2,0\\r\\n533,4525,39,Female,0,salaried,146,2,41,21,3769.33,3466.48,3781.28,8063.05,265.83,265.83,0.11,0.11,3687.95,3306.62,0\\r\\n535,4109,45,Female,0,self_employed,1494,2,251,,2133.95,2133.95,2133.95,2122.51,0.47,0.47,0.47,0.47,2133.95,2133.95,0\\r\\n537,591,80,Male,,retired,146,2,3636,10,6999.71,6545.72,6541.33,7729.37,72.01,857.73,46.6,101.74,6975.01,6572.74,0\\r\\n538,5169,45,Male,4,self_employed,224,2,137,63,2592.6,2894.87,2878.61,2649.52,0.59,0.59,92.3,280.29,2633.49,2973.59,0\\r\\n539,6207,76,Male,2,retired,1020,3,202,145,2263.53,2406.38,2439.7,2293.04,0.69,0.69,286.4,143.54,2312.79,2457.07,0\\r\\n540,398,64,Male,0,retired,1020,2,998,24,1861.88,176.68,4575.61,1348.51,2857.17,0.03,326.79,495.14,2331.49,462.3,1\\r\\n541,1410,57,Male,0,salaried,15,2,2863,300,6481.67,8274.53,9678.66,15249.17,0.19,0.19,0.19,714.47,7485.12,9805.63,0\\r\\n542,800,38,Female,0,self_employed,1232,2,104,,1829.8,1829.23,1829.33,1808.18,0.57,0.57,0.57,0.57,1829.51,1829.23,0\\r\\n543,2796,27,Male,0,student,1096,1,480,11,20105.32,1239.19,3841.49,3859.21,18863.04,0.33,0.33,0.33,9046.1,1239.19,0\\r\\n544,2208,13,Female,0,student,146,2,312,,4672.45,5458.17,5903.32,3713.64,0.04,0.04,785.76,500.04,4894.13,6186.28,0\\r\\n545,2204,43,Female,2,self_employed,1494,3,1007,11,916.41,216.41,3963.35,2945.66,700.21,0.21,0.21,15474.01,506.07,10634.69,0\\r\\n546,576,31,Male,2,self_employed,665,2,177,32,1795.75,3132.72,2196.33,2021.43,0.19,1128.76,1360.19,571.61,2171.91,2393.67,0\\r\\n547,1271,22,Female,0,student,623,2,365,24,6405.24,6417.33,6332.39,4392.4,27.36,0.23,39.28,52.29,6425.64,6446.71,0\\r\\n548,2437,37,Male,0,salaried,1020,1,163,3,6950.44,35248.66,17128.03,3244.9,6384.37,38871.66,31128.26,5745.07,15890,30915.59,1\\r\\n549,1746,36,Male,2,self_employed,630,2,2140,40,2410.74,2408.27,2350,2205.49,0.07,100.36,0.07,0.07,2408.86,2340.26,0\\r\\n550,1125,45,Female,0,self_employed,287,3,2673,14,3993.61,3322.18,3347.82,2714.03,671.94,0.51,0.51,14.8,3678.34,3334.17,0\\r\\n551,1759,29,Male,2,self_employed,983,2,2130,6,3571.67,96.07,12400.03,1447.65,32441.65,31428.81,43243.96,36586.76,15869.35,7067.04,1\\r\\n553,3397,55,Male,2,self_employed,837,2,203,25,1421.82,2140.42,2313.8,3194.81,257.57,257.57,700.54,321.37,2014.89,2461.53,0\\r\\n554,2139,73,Female,0,retired,1020,3,1114,,3000.63,2143.49,2080.64,918.95,0.63,0.63,357.77,45.47,3094.31,1813.99,0\\r\\n555,1820,40,Male,1,self_employed,1262,2,215,18,4430.07,3179.63,3343.97,2064.3,90.11,0.69,1212.16,1250.84,4282.89,3047.04,0\\r\\n556,4734,49,Male,0,self_employed,409,1,217,137,6535.77,5999.91,6577.44,8167.62,0.64,0.64,0.64,0.64,6129.26,6183.14,0\\r\\n557,3285,69,Male,0,self_employed,1525,2,733,4,7405.53,4632.93,6191.96,4446.35,5621.61,12616.84,2006.16,12794.24,8116.78,5486.01,0\\r\\n558,1509,51,Female,0,self_employed,491,2,279,25,7911.21,7944,8130.32,7093.66,122.89,0.59,0.59,95.5,8018.05,8057.11,1\\r\\n559,960,54,Female,0,self_employed,737,3,3019,11,1714.66,1568.32,1547.58,1677.19,143.04,143.04,0.19,0.19,1630.92,1501.56,0\\r\\n560,321,61,Male,0,self_employed,1577,2,815,212,4307.37,4378.8,4361.56,4392.68,0.3,0.3,71.73,0.3,4327.08,4378.8,0\\r\\n561,524,27,Male,,salaried,797,2,1631,222,8853.68,8853.68,9798.38,10500.77,0.29,0.29,0.29,1714.57,8853.68,9973.5,0\\r\\n562,6422,90,Male,0,self_employed,,1,11,28,1842.23,1481.94,1990.8,1320.65,591.9,1212.61,429.04,357.61,1707.78,2160.35,0\\r\\n563,2247,7,Male,0,student,146,3,628,,5238.52,4989.56,4336.33,116.51,0.3,0.3,2608.49,1758.4,5738.11,4556.78,1\\r\\n564,2336,31,Male,0,self_employed,485,3,1601,3,261.28,6256.85,5344.24,635.18,19.23,0.37,6264.15,3976.2,4483.64,7502.14,1\\r\\n565,1228,49,Male,0,salaried,,2,1555,14,0.83,12104.69,9318.28,11964.92,5487.4,5528.41,4640.3,1824.49,4295.19,13254.67,1\\r\\n566,1863,79,Female,0,retired,992,2,1446,6,1382.08,1506.79,1602.82,2279.24,23.3,9.71,143.47,0.61,1477.27,1503.27,0\\r\\n567,3126,67,Female,0,self_employed,1096,3,26,290,2092.82,2092.82,2093.97,2268.4,0.59,0.59,0.59,0.59,2092.82,2092.82,0\\r\\n568,5358,37,Female,0,salaried,630,1,36,175,1761.53,1978.66,1973.67,3364,0.14,0.14,0.14,0.14,1963.68,1978.66,0\\r\\n569,697,33,Female,,self_employed,630,3,1405,5,2350.16,2257.3,2184.73,1822.94,107.51,107.51,0.37,0.37,2275.53,2184.03,0\\r\\n570,2022,28,Female,0,self_employed,649,3,1585,6,1465.55,954.23,4224.97,614.97,7940.43,5721.66,7429.1,7329.1,1449.07,3643.31,1\\r\\n571,1649,77,Female,0,self_employed,740,3,1902,,31968.23,31968.23,31968.23,31765.72,0.33,0.33,0.33,0.33,31968.23,31968.23,0\\r\\n572,2307,45,Male,0,salaried,1096,2,1375,28,8927.92,8061.45,7030.12,4914.11,28.76,0.54,796.07,1073.69,7854.73,7072.48,0\\r\\n573,1321,42,Male,0,self_employed,243,3,2402,0,1253.41,1739.12,2196.47,3440.15,2238.66,1300.17,985.89,2256.05,1464.24,2315.13,0\\r\\n574,2447,47,Female,0,self_employed,1256,3,1454,83,1671.69,1671.69,1670.61,1632.87,0.03,0.03,0.03,0.03,1671.69,1671.69,0\\r\\n575,1215,76,Male,0,retired,914,3,2615,15,3368.08,2895.97,2969.17,2262.76,351.14,0.46,0.46,0.46,3276.19,2892.05,0\\r\\n576,2998,17,Female,0,student,409,2,1220,,2914.67,2914.67,2994.69,3421.28,0.59,0.59,0.59,0.59,2914.67,2914.67,0\\r\\n577,2631,50,Female,0,self_employed,,2,89,,4200.87,2929.44,3206.37,277.83,0.69,0.69,0.69,0.69,3806.29,2929.44,0\\r\\n578,5444,44,Male,0,salaried,834,3,2807,303,1795.59,1956.42,1883.09,1992.53,0.07,0.07,0.07,0.07,1837.73,1820.63,1\\r\\n579,1469,9,Female,0,student,146,2,2729,58,3414.7,4343.27,4545.9,3155.2,0.6,232.34,1072.03,1072.03,3927.02,5165.29,0\\r\\n580,3094,49,Male,0,self_employed,551,3,550,100,7504.64,8536.6,8301.52,7814.79,0.24,0.24,1039.04,0.24,7838.09,8535.2,0\\r\\n581,4164,75,Female,0,retired,1271,1,101,25,5768.51,5163.51,5083.65,3209.49,605.31,605.31,0.31,0.31,5685.07,5085.45,0\\r\\n582,3059,62,Male,0,salaried,531,2,218,,10705.61,11983.97,11656.49,11592.68,0.26,0.26,1714.54,1143.11,10976.8,11983.67,0\\r\\n583,1389,75,Male,0,retired,15,3,2534,7,955.95,2109.59,2157.54,1849.75,4561.16,61.29,5714.8,61.07,2256.42,2130,0\\r\\n585,7044,47,Female,0,salaried,1096,1,1562,212,2072.79,2072.79,3071.02,600.98,0.7,0.7,0.7,2857.84,2072.79,4561.27,0\\r\\n586,193,67,Male,0,self_employed,745,1,127,154,8148.84,9638.01,9574.97,11836.12,0.04,0.04,1474.93,14.33,9427.69,9644.93,1\\r\\n587,1733,28,Female,0,self_employed,,2,1438,258,1433.7,1433.7,1463.66,1641.37,0.67,0.67,0.67,0.67,1433.7,1433.7,0\\r\\n588,2397,25,Female,0,self_employed,698,2,231,9,23.56,6978.24,2386.55,4672.57,19621.87,0.09,31033.69,0.09,5023.43,1586.54,0\\r\\n589,2258,48,Male,0,salaried,146,2,140,26,1945.45,1932.52,3923.38,4676.79,4307.31,0.53,4665,8948.96,2621.42,3382.32,0\\r\\n590,5206,50,Male,0,salaried,575,2,75,37,60.07,1345.78,2991.62,11766.66,0.36,1066.87,1286.07,0.36,991.1,588.9,0\\r\\n591,4386,62,Male,0,retired,1096,2,272,,2423.63,2423.63,2423.63,2434.45,0.33,0.33,0.33,0.33,2423.63,2423.63,0\\r\\n592,1998,62,Male,2,self_employed,1456,3,1860,0,6039.36,5549.13,5352.82,2894.06,2864.84,3186.27,1867.91,4391.9,5487.95,5330.51,0\\r\\n593,5339,70,Male,0,salaried,491,2,93,5,1991.37,4961.58,2123.24,2776.17,0.48,4.05,1256,539.1,2694,2610.88,0\\r\\n594,2020,43,Female,0,self_employed,491,3,279,9,4430.16,4401.59,4310.22,3477.84,171.73,171.73,143.16,143.16,4342.48,4322.33,0\\r\\n595,254,31,Male,0,self_employed,1271,3,379,7,1447.87,1646.76,1935.26,1416.3,10720.6,10214.74,11090.92,10189.23,1739.63,3132.94,0\\r\\n596,4374,14,Female,0,student,1232,3,75,,1664.53,1642.01,1629.7,1565.46,0.23,0.23,0.23,0.23,1648.74,1634.23,0\\r\\n597,417,36,Female,,self_employed,334,2,676,13,1428.61,556.93,2988.33,161.26,2857.19,1082.39,15714.33,19285.76,3573.45,3989.48,0\\r\\n598,3280,52,Female,0,self_employed,409,3,193,68,3767.07,4302.76,4228.02,2827,0.09,0.09,353,166.6,4075.86,4445.4,0\\r\\n600,595,34,Male,,salaried,815,3,2628,56,3064.37,3832.76,3445.8,2979.12,0.39,243.24,531.55,0.39,3173.86,3684.93,0\\r\\n601,1043,60,Female,0,self_employed,983,2,238,23,2694.71,2420.43,2378.31,2452.02,274.83,274.83,0.54,0.54,2664.96,2380.98,0\\r\\n602,2752,29,Male,1,salaried,1275,2,985,14,706.56,4706.96,3910.18,2327.51,1986,4551.71,271.71,1408.86,2976.25,4690.19,1\\r\\n603,2658,61,Male,2,self_employed,1096,3,617,7,1987.03,3140.33,1712.94,83.39,3844.57,3728.81,4168.05,614.04,3028.06,2102.07,1\\r\\n604,3880,48,Male,0,self_employed,996,2,1307,49,9735.4,13063.44,12539.03,7507.05,0.24,857.39,523.53,143.1,12106.75,12833.02,0\\r\\n605,6059,46,Male,0,salaried,146,2,129,3,21923.3,21599.49,26703.01,6320.01,9667.8,5590.96,12636.27,8527.32,25493.54,23182.45,0\\r\\n606,2180,59,Female,2,salaried,334,3,1866,56,3795.15,3557.68,4193.61,3712.54,0.3,17.26,0.3,0.3,3634.7,3371.16,1\\r\\n607,6117,90,Female,0,self_employed,61,2,1313,256,50138.75,50138.75,50138.75,50039.25,0.06,0.06,0.06,0.06,50138.75,50138.75,0\\r\\n608,1738,90,,0,self_employed,724,3,60,336,3247.69,4319.12,4229.94,5146.39,0.16,0.16,1071.59,0.16,3801.88,4319.12,0\\r\\n609,1137,26,Female,0,self_employed,409,2,331,33,420.03,1512.89,1840.92,2049.93,0.17,357.31,121.6,65.31,1245.15,2060.87,1\\r\\n610,1376,26,Male,0,student,904,2,2806,,10872.19,10872.19,10872.19,10812.13,0.39,0.39,0.39,0.39,10872.19,10872.19,0\\r\\n611,1812,31,Female,0,self_employed,1232,2,837,21,8709.01,1556.15,3693.22,1572.34,10.7,0.7,0.7,0.7,7967.34,1556.15,1\\r\\n612,3895,81,Male,0,retired,409,3,1349,268,1665.81,1665.81,1665.81,1655.22,0.13,0.13,0.13,0.13,1665.81,1665.81,0\\r\\n613,957,72,Female,0,self_employed,575,2,90,30,4632.32,4632.32,4217.57,3964.16,0.69,643.54,0.69,0.69,4632.32,4030.93,0\\r\\n614,2440,49,Female,0,self_employed,1232,3,149,25,2896.12,1948.18,2511.6,3679.07,12476.91,0.4,11528.97,0.4,3672.44,1939.89,0\\r\\n615,1358,42,Male,1,self_employed,745,3,1093,40,24.99,7739.27,2591.62,361.01,0.63,7277,7714.91,0.63,3896.91,3415.05,1\\r\\n616,5292,40,Female,0,self_employed,334,2,124,0,277.07,1678.45,1743.43,1402.58,21810.48,214.81,0.53,0.53,1960.57,1670.13,1\\r\\n617,931,35,Female,0,self_employed,146,2,1718,24,13394.46,11738.01,12794.45,8405.13,2385.66,2318.79,729.21,1176.13,13549.08,12737.14,0\\r\\n618,3428,28,Female,0,salaried,1020,1,580,35,4661.95,3970.92,3869.68,1782.22,0.23,1.31,0.23,295.23,3985.32,3407.32,0\\r\\n619,819,3,Male,0,student,1150,1,873,24,2950.81,2922.24,2895.26,2804.85,71.6,143.03,0.17,0.17,2945.89,2913.03,0\\r\\n620,1137,42,Male,0,salaried,363,2,2569,61,6366.1,6366.1,5155.47,2461.65,0.07,0.07,0.07,0.07,6366.1,6366.1,0\\r\\n621,1292,28,Male,2,self_employed,721,2,894,146,2695.34,1920.11,2068.28,2420.42,0.11,0.11,54.21,287.16,2467.38,1663.35,0\\r\\n622,1052,68,Female,0,self_employed,318,2,2774,115,5280.4,5351.83,5394.73,5072.6,0.21,0.21,0.21,71.64,5346.9,5414.04,0\\r\\n624,3282,46,Male,0,salaried,1589,1,33,,26728.32,26728.32,26847.52,27569.46,0.61,0.61,0.61,222.33,26728.32,26864.21,0\\r\\n625,4851,54,Female,1,self_employed,834,1,40,38,1165.69,4065.84,10143.01,9062.39,0.43,35714.71,39062.97,48849.41,6804.58,12000.26,1\\r\\n626,6460,51,Female,1,salaried,563,2,88,0,2726.83,2316.62,1913.3,1525.46,1316.04,1316.04,3914.04,2080.54,2072.31,1719.27,0\\r\\n627,2448,65,Female,0,self_employed,848,2,167,258,5452.14,5904.28,4709.71,186.66,0.53,0.53,452.67,0.53,5592.46,5904.28,1\\r\\n628,1007,25,Male,0,student,146,2,53,40,12760.51,12751.42,13043.63,6282.08,0.19,11.72,205.39,465.91,12861.52,13005.25,0\\r\\n629,1734,44,Male,3,self_employed,764,3,566,75,2629.43,2673.8,2554.38,1929.47,0.47,0.47,16.27,17.37,2639.93,2684.82,0\\r\\n630,554,28,Male,0,salaried,621,3,22,0,3187.61,3128.03,2855.3,2181.24,697.94,693.99,606.28,682.12,2747.41,2832.4,0\\r\\n632,3031,11,Female,0,student,1096,3,557,40,861.45,23647.16,16219.58,23185.2,0.49,100.49,0.49,0.49,1600.36,23582.64,1\\r\\n633,670,32,Female,,self_employed,409,2,314,12,1471.62,1698.79,1607.43,1297.83,9.76,282.99,30.58,101.42,1581.72,1625.47,0\\r\\n634,4426,45,Female,0,self_employed,50,2,654,88,1140.93,890.93,1962.66,2781.71,0.01,0.01,0.01,3571.44,1069.51,1084.25,0\\r\\n635,2116,34,Male,0,salaried,372,3,236,19,1506.87,3575.08,2670.65,1249.22,8295.97,571.76,10278.46,0.33,2008.31,3164.02,0\\r\\n636,2841,33,Female,0,salaried,1181,2,235,68,2589.18,2624.9,2438.43,1608.64,0.64,0.64,0.64,0.64,2611.35,2642.41,0\\r\\n637,807,61,Female,2,self_employed,1180,2,1330,46,1101.19,4006.27,2713.57,993.68,0.4,2223.81,3016.27,0.4,3346.86,3289.66,1\\r\\n638,1410,43,Male,2,self_employed,904,3,2806,20,5806.19,139.56,2016.86,361.37,10216.44,485.9,4535.53,1683.56,5288.81,478.01,0\\r\\n639,181,90,,,self_employed,1020,1,143,9,2574.81,3559.96,3793.95,2769.47,86.64,734.26,1071.79,840.71,3552.76,4162.67,0\\r\\n640,2085,41,Female,0,self_employed,1020,2,1108,13,11734.76,9253.29,7174.26,9625.05,1424.21,669.11,273.57,1672.74,11651.82,6402.24,0\\r\\n641,1503,38,Male,0,self_employed,398,2,1780,35,9.53,366.67,2489.54,5749.52,0.09,1581.51,357.23,285.8,95.73,1207.05,1\\r\\n642,1166,30,Female,0,self_employed,527,2,641,59,462.3,2462.3,2780.23,2517.5,0.07,6521.37,450.37,7214.36,2048.51,3662.76,1\\r\\n643,2313,78,Female,0,retired,624,3,736,68,2690.5,2688.55,2182.11,2050.32,0.43,0.43,0.43,0.43,2689.96,2688.55,0\\r\\n644,2468,59,Male,2,self_employed,1262,3,2476,0,1634.74,9204.73,8496.77,9767.38,857.83,1286.4,9319.5,1218.41,7138.11,8935.65,0\\r\\n645,4283,56,Male,2,self_employed,649,3,289,,1800.56,1800.56,1800.56,1789.16,0.04,0.04,0.04,0.04,1800.56,1800.56,0\\r\\n647,285,22,Male,,self_employed,462,1,2475,161,4501.84,4501.84,4432.13,21883.47,0.21,0.21,0.21,0.21,4501.84,4408.72,0\\r\\n648,2090,52,Female,0,salaried,575,2,3818,3,14493.43,3231.25,2624.75,6438.22,11262.63,976.9,0.44,0.44,3846.31,2308.67,1\\r\\n649,739,32,Female,0,self_employed,409,2,1350,62,26216.37,28259.23,20663.43,836.12,0.7,0.7,1286.41,1143.56,26818.34,30311.58,0\\r\\n650,6384,46,Male,2,self_employed,1020,2,541,,3198.95,3188.77,2650.16,1087.19,0.64,0.64,633.31,633.31,3286.22,3270.4,0\\r\\n651,3331,40,Male,0,salaried,146,1,75,28,17357.11,14933.18,17139.97,19631.51,4710.14,4710.14,1417.07,5032.24,18298.12,16449.7,0\\r\\n652,1700,31,Male,2,salaried,1583,2,179,10,1683.96,2055.47,2510.51,1509.39,2857.61,0.47,3134.21,416.95,2320.61,2386.5,0\\r\\n653,2778,70,Female,0,self_employed,,3,1302,126,2972.05,2972.05,2972.05,4827.29,0.49,0.49,0.49,0.49,2972.05,2972.05,0\\r\\n654,1085,31,Female,0,self_employed,334,3,574,219,4355.97,4376.25,3086.91,45.96,0.06,0.06,680.06,271.49,4393.48,4411.05,0\\r\\n655,712,53,Male,3,salaried,334,2,1216,69,976.25,1389.38,2627.66,539.68,0.31,0.31,639.16,2454.52,2094.03,3618.4,1\\r\\n656,6662,59,Male,3,salaried,1564,3,2835,0,9841.52,9274.82,8568.41,6759.41,1278.73,1278.73,1051,1229.06,9050.41,8436.03,0\\r\\n657,1613,35,Female,2,self_employed,1633,3,2095,56,3151.8,10294.66,6465.39,3513.74,0.4,2857.54,7143.26,0.4,3398.11,10015.78,1\\r\\n658,3302,71,Male,0,self_employed,691,3,680,73,1465.72,1585.88,1563.75,170.95,0.31,0.31,0.31,12.54,1469.86,1954.01,0\\r\\n659,2734,51,Female,0,self_employed,1084,2,830,13,2825.44,2795.57,1429.9,1840.91,518.96,3351.14,1203.37,1187.89,2756.7,973.61,1\\r\\n660,642,32,Male,0,salaried,334,2,500,9,7565.7,8690.67,8570.84,8620.89,275.54,0.11,1010.06,0.11,8317.9,8692.7,0\\r\\n661,3528,57,Female,0,self_employed,1477,2,415,,1776.44,1776.44,1776.44,1765.19,0.59,0.59,0.59,0.59,1776.44,1776.44,0\\r\\n662,2221,72,Male,0,retired,479,3,1275,201,2287.07,1457.2,1577.75,1982.65,0.69,0.69,143.54,0.69,1609.19,1510.19,0\\r\\n663,1290,24,Male,0,student,167,3,1840,42,1788.86,1788.86,1478.37,1120.03,0.1,791.11,0.1,211.57,1788.86,1436.94,0\\r\\n664,1400,71,Male,0,retired,578,3,2721,19,1987.97,5000.89,3730.12,3235.18,432.61,5558.8,3482.01,3192.64,2713.01,4959.27,0\\r\\n665,1742,39,Male,0,salaried,531,3,3,18,2142.75,617.09,2420.8,2555.53,4448.67,3493.17,2265.87,3190.53,2506.85,2284.08,0\\r\\n666,1581,60,Female,0,self_employed,61,2,1580,7,9408.72,9001.41,8885.28,7546.11,2890.59,116.63,6414.51,57.37,8877.13,9020.71,0\\r\\n667,3170,45,Male,0,self_employed,1111,2,88,27,11336.36,1454.1,8488.12,2491.25,24943.03,6260.17,16057.31,12691.26,12304.57,6040.35,0\\r\\n668,752,90,,,self_employed,1096,2,314,49,3402.63,3402.63,3558.69,3670.11,0.34,248.92,0.34,0.34,3402.63,3322.45,0\\r\\n669,2640,43,Male,0,self_employed,1020,3,542,,8962.41,8970.59,8970.21,6091.14,0.13,0.13,0.13,0.13,8969.46,8970.59,0\\r\\n670,5177,79,Female,0,self_employed,146,2,41,,5922.21,5922.21,3821.24,6.99,0.63,0.63,0.63,0.63,5922.21,5540.22,0\\r\\n671,2567,34,Male,0,self_employed,1322,2,176,19,21901.49,23768.69,18324.32,11821.33,252.2,252.2,5189.17,4370.03,21534.41,20955.11,0\\r\\n672,2312,48,Male,0,self_employed,409,2,585,,2079.86,2079.86,1870.77,1807.74,0.21,0.21,0.21,0.21,2079.86,1853.77,0\\r\\n673,835,54,Male,,self_employed,1446,2,726,252,3943.58,3943.58,3939.85,3762.14,0.06,0.06,0.06,0.06,3943.58,3943.74,0\\r\\n674,4395,25,Male,0,student,1020,2,1,0,7035.57,6275.35,6147.87,5544.97,461.65,1483.54,1432,2186.64,6535.91,6998.77,0\\r\\n675,980,64,Male,0,self_employed,696,2,753,21,1500.32,1497.66,1511.7,1981.54,86.13,171.84,83.46,83.57,1499.68,1496.75,0\\r\\n676,2393,67,Male,0,self_employed,195,2,639,,7828.22,7828.22,7826.56,7770.03,0.51,0.51,0.51,0.51,7828.22,7827.33,0\\r\\n677,1710,50,Female,0,self_employed,15,3,69,152,6663.16,6663.16,6663.16,6598.84,0.1,0.1,0.1,0.1,6663.16,6663.16,0\\r\\n678,1847,61,Male,0,salaried,814,2,827,9,247.52,1157.09,7690.05,32204.79,3800.4,103.62,4771.83,871.83,1092.34,2453,1\\r\\n680,355,30,Female,0,self_employed,649,1,54,44,8033.87,8033.87,4500.85,660.15,0.3,7143.16,0.3,0.3,8033.87,4577.65,0\\r\\n681,993,21,Male,0,student,1096,2,26,43,9117.09,16259.95,11444.76,8379.62,0.3,7757.76,7143.16,0.3,13550.59,12264.29,0\\r\\n682,954,46,Female,0,self_employed,517,2,420,,2420.85,2525.82,2598.22,2628.32,0.27,0.27,0.27,14.56,2522.2,2627.39,0\\r\\n683,4741,30,Female,0,salaried,334,1,10,,678.52,678.52,1830.6,2803.51,0.31,0.31,0.31,2143.17,678.52,1991.89,1\\r\\n684,574,27,Male,1,self_employed,1236,3,1651,21,1395.54,1229.57,1611.4,1742.71,428.96,0.39,306.52,473.12,1405.15,1527.06,0\\r\\n685,1672,61,Male,0,salaried,1525,2,1085,,1967.06,1967.06,2017.72,2311.57,0.44,0.44,0.44,36.26,1967.06,1972.88,0\\r\\n686,1668,50,Male,0,salaried,1565,1,63,22,6059.27,10678.66,8371.58,18620.39,284.97,9828.26,3988.55,30002.3,8374.21,6357.7,0\\r\\n687,4001,49,Female,0,self_employed,15,3,958,13,2739.31,1629.29,2175.82,1820.89,1038.87,944.71,33.38,593.42,2437.05,1560.01,0\\r\\n688,803,44,Male,2,self_employed,649,3,3439,61,1974.69,1974.69,1970.24,1868.92,0.13,0.13,0.13,0.13,1974.69,1974.69,0\\r\\n689,1637,62,Male,0,self_employed,1096,1,319,9,18923.32,18916.3,19670.53,19454.7,1086.06,1000.34,1079.04,1965.68,19150.96,19948.74,0\\r\\n690,4556,50,Female,0,self_employed,1589,3,33,119,1976.27,1976.27,1975.77,1608.36,0.63,0.63,0.63,0.63,1976.27,1975.56,0\\r\\n691,920,51,Female,0,self_employed,1022,2,577,,1582.04,1582.04,1436.05,767.79,0.63,0.63,0.63,0.63,1582.04,1489.14,0\\r\\n692,4598,47,Female,0,self_employed,833,3,164,18,2284.41,2292.42,2290.87,1482.88,1700.13,914.41,1464.41,0.13,2731.19,2306.53,0\\r\\n693,5308,72,Female,0,self_employed,15,1,6,38,7743.86,7736.08,7711.52,7614.44,0.44,45.97,0.44,0.44,7738.77,7705.23,0\\r\\n694,4062,59,Male,3,self_employed,409,3,1663,346,3332.09,3332.09,3332.09,3310.98,0.11,0.11,0.11,0.11,3332.09,3332.09,0\\r\\n695,4228,69,Male,0,retired,409,3,330,,2002.19,2002.19,2002.19,1989.51,0.11,0.11,0.11,0.11,2002.19,2002.19,0\\r\\n696,1609,41,Female,0,self_employed,1042,2,1853,20,913.71,1448.35,3262.22,7983.82,1572,429.14,0.57,1814.81,1178.16,1970.59,1\\r\\n697,1501,49,Male,0,self_employed,,2,801,,2707.74,2707.74,2707.74,2690.59,0.4,0.4,0.4,0.4,2707.74,2707.74,0\\r\\n698,2376,57,Female,0,self_employed,834,2,752,65,4839.8,5807.38,4687.5,2546.1,0.11,0.11,323.11,294.99,5475.64,5971.05,1\\r\\n700,3004,50,Male,0,salaried,1388,3,1555,76,17477.81,16127.14,14978.79,10424.83,0.56,0.56,214.84,404.84,15221.4,15790.31,0\\r\\n701,1990,68,Female,0,self_employed,1096,3,1666,21,1498.12,2663.78,2744.34,3868.13,9334.46,571.54,10500.11,0.11,3753.39,2424.15,0\\r\\n702,2543,35,Male,0,salaried,1071,3,623,227,2742.4,2940.02,2942.82,3391.04,0.03,0.03,126.26,86.99,2811.81,2966.69,0\\r\\n703,2275,32,Female,0,self_employed,623,1,621,160,139454.42,139993.13,140353.19,107940.39,0.64,0.64,539.36,1060.64,139603.03,140027.33,0\\r\\n704,2925,53,Female,0,salaried,526,2,421,,1590.44,1590.44,1590.44,1574.48,0.59,0.59,0.59,0.59,1590.44,1590.44,0\\r\\n705,1679,27,Female,0,student,1111,2,88,9,2809.42,2399.34,3274.26,4084.69,481.99,482.41,71.9,1188.83,2518.58,2563.5,0\\r\\n706,4015,36,Female,0,self_employed,649,2,54,,1965.39,1959.13,1960.5,1936.94,0.6,0.6,0.6,0.6,1963.24,1959.13,0\\r\\n707,3052,79,Male,4,self_employed,620,1,351,96,2236.88,2236.88,2451.93,4769.82,0.46,0.46,0.46,0.46,2236.88,2236.88,0\\r\\n708,3015,69,Male,0,retired,334,1,82,3,44965.49,96.25,6842.75,3500.54,44286.04,0.33,0.33,0.33,18255.55,98.62,1\\r\\n709,2052,52,Female,0,self_employed,623,2,1995,68,3032.96,3113.52,6597.77,2154.12,0.53,0.53,0.53,21429.1,3110.74,7952.22,1\\r\\n710,725,35,Male,,self_employed,1339,3,2289,45,2870.65,2893.36,2375.6,569.41,0.41,1024.7,12.99,14.7,2882.94,2586.26,0\\r\\n711,6730,71,Female,0,retired,1020,3,19,18,3164.86,3227.55,3304.63,1865.67,63.24,4286.39,115.96,2857.81,3155.31,4978.7,0\\r\\n713,2807,51,Male,0,salaried,973,1,548,284,91748.31,91748.31,99468.74,120861.61,0.69,0.69,0.69,7857.83,91748.31,92001.76,0\\r\\n714,2641,42,Male,2,self_employed,1388,1,377,7,88.05,24486.22,21861.59,488.87,16.7,1.76,24774.72,3609.7,17701.96,25334.21,1\\r\\n715,322,49,Male,,self_employed,563,2,3391,320,1296.78,2725.35,2296.31,4136.04,0.51,0.51,1429.09,0.51,1346.04,2725.35,1\\r\\n716,1908,75,Female,0,self_employed,1020,3,1471,192,2010.69,2010.69,1946.79,1594.35,0.3,0.3,0.3,0.3,2010.69,2010.69,0\\r\\n717,2304,63,Female,0,self_employed,15,3,1676,,1607.77,1607.77,1607.77,1597.58,0.04,0.04,0.04,0.04,1607.77,1607.77,0\\r\\n718,467,33,Male,0,self_employed,146,2,76,44,781.59,12882.26,2831.6,2217.86,0.44,29022.21,12286.83,16890.49,1750.64,6705.16,1\\r\\n719,3510,44,Female,0,self_employed,1096,3,581,49,2404.46,2618.75,2543.18,2938.54,0.27,157.41,3071.7,5.99,2510.38,2570.27,0\\r\\n720,256,60,Male,1,self_employed,1135,3,1530,31,2644.78,4563.35,3309.7,519.18,0.26,1204.54,2004.54,1349,3443.81,5624.17,1\\r\\n721,4171,51,Male,3,self_employed,1096,2,294,61,1667.63,1665.4,2189.29,11334.38,0.54,0.54,0.54,0.54,1666.33,1663.23,0\\r\\n722,2415,22,Male,0,student,1232,3,149,9,1885.06,1858.91,1861.92,1837.46,26.63,0.49,0.49,0.49,1867.93,1858.91,0\\r\\n723,766,63,Male,0,self_employed,1525,3,1235,23,3778.47,3092.71,3281.89,3074.13,685.83,0.07,0.07,0.07,3660.24,3092.71,0\\r\\n726,4238,44,Male,2,self_employed,409,2,331,5,1450.82,1505.35,1862.27,1923.06,405.54,0.69,450.07,366.2,1636.71,1785.02,0\\r\\n728,1346,10,Female,0,student,15,3,2441,104,1522.29,1550.86,1568.78,1549.64,0.44,0.44,0.44,0.44,1541.01,1568.38,0\\r\\n729,3000,50,Male,0,salaried,1595,2,2994,40,4244.83,4441.17,4562.96,5209.21,0.66,22.09,383.51,506.37,4301.33,4589.74,0\\r\\n730,3983,70,Male,1,salaried,1076,2,456,13,1478.85,1507.42,1509.68,854.72,14.43,0.14,0.14,0.14,1476.88,1507.42,0\\r\\n731,317,19,Male,0,student,409,2,313,116,7684.54,7698.83,7712.12,7724.21,0.09,0.09,0.09,0.09,7691.93,7705.74,0\\r\\n732,4125,55,Male,0,salaried,834,3,277,266,2644.01,2644.01,2570.12,2463.16,0.33,0.33,0.33,0.33,2644.01,2538.21,0\\r\\n733,5935,60,Male,0,salaried,623,2,21,0,45353.33,44489.85,35046.87,59593.47,2244.4,121693.78,0.11,357.26,43532.68,43412.26,0\\r\\n734,1284,22,Male,0,self_employed,447,3,989,14,526.22,2595.3,1938.54,878.37,71.64,143.07,2143.07,0.21,958.01,2535.39,1\\r\\n735,806,40,Male,0,self_employed,834,3,1242,13,7566.05,7594.62,5753.47,365.99,2828.91,2767.77,2857.49,143.29,7956.2,5538.83,0\\r\\n736,1993,49,Male,0,self_employed,409,3,1697,32,1450.83,16579.26,3387.41,4118.83,0.43,44857.57,14443.29,29729,1494.18,6392.16,0\\r\\n737,2238,47,Male,0,salaried,146,2,1759,139,4609.8,4780.15,4398.53,5519.04,0.51,0.51,620.79,220.99,4827.42,4706.12,0\\r\\n738,4792,25,Female,0,student,146,3,75,144,3545.28,3123.03,2714.04,1635.3,0.41,0.41,340.65,520.19,2986.2,2772.74,0\\r\\n739,412,62,Male,,self_employed,492,3,1414,30,10076.1,12933.24,9632.22,5794.03,0.17,4285.89,2857.31,0.17,10864.27,9384.85,0\\r\\n740,1963,26,Male,0,salaried,575,2,1264,,2196.49,2792.19,2703.98,2856.49,0.37,0.37,0.37,0.37,2568.28,2792.19,1\\r\\n741,1266,90,,0,self_employed,409,2,557,26,190.75,19762.18,3082.52,9362.05,142.96,19560.96,19714.39,6.98,2220.31,6819.06,0\\r\\n742,1950,73,Female,0,self_employed,834,2,1130,15,7243.24,7243.08,6572.84,5380.15,11.9,1332.66,0.33,0.33,7244.94,6467.72,0\\r\\n743,5108,71,Female,0,retired,1215,3,169,31,2165.68,2165.76,2154.55,2482.91,0.07,60.26,0.07,0.07,2165.68,2109.46,0\\r\\n744,4324,59,Female,0,self_employed,,2,109,346,8599.87,8599.87,8598.37,8537.41,0.44,0.44,0.44,0.44,8599.87,8599.87,0\\r\\n745,341,55,Female,,self_employed,388,3,2251,178,1418.81,2659.81,2323.83,2676.92,0.09,0.09,1228.66,0.09,1632.96,2662.12,0\\r\\n746,3539,39,Male,0,self_employed,1088,1,266,,14983.38,14983.38,14994.35,14988.41,0.64,0.64,0.64,60.64,14983.38,14986.29,0\\r\\n747,531,6,Female,,student,1020,2,19,159,2800.13,2800.13,2800.13,2220.11,0.19,0.19,0.19,0.19,2800.13,2800.13,0\\r\\n748,6369,42,Male,2,salaried,1589,2,33,23,16704.74,16189.48,17082.13,17983.31,1083.8,1035.09,349.84,2444.32,16835.84,16769.03,0\\r\\n749,1153,90,Male,0,self_employed,,2,2255,35,307672.7,308291.63,307417.18,310121.23,0.61,172.39,0.61,179.51,308078.13,306390.07,0\\r\\n750,4883,74,Male,0,self_employed,1020,1,19,0,1572.99,2816.79,3172.83,2013.15,563.07,897.87,72.9,1000.04,1546.72,2487.98,1\\r\\n751,3208,35,Male,2,self_employed,834,1,516,19,57070.36,62764.55,68258.79,13130.49,1391.36,214.99,7088.13,0.7,57397.57,62866.68,0\\r\\n752,1598,40,Male,0,salaried,146,2,1759,59,8693.5,9234.11,8499.96,353.99,0.41,47.56,543.27,0.41,8823.22,9234.11,0\\r\\n753,1719,37,Male,0,self_employed,409,2,711,40,4955.14,5760.83,6825.69,11740.94,0.43,15.28,781.97,800.31,5134.27,5995.57,0\\r\\n754,1335,38,Male,2,salaried,1232,2,962,,6379.4,6379.4,6379.4,6340.22,0.6,0.6,0.6,0.6,6379.4,6379.4,0\\r\\n755,908,59,Male,2,salaried,50,2,131,30,4181.16,4219.45,3911.76,3106.97,0.47,858.27,24.33,0.47,4191.11,4025.3,0\\r\\n756,2923,47,Male,0,salaried,1181,2,235,329,1591.99,1591.99,1591.99,1582.41,0.51,0.51,0.51,0.51,1591.99,1591.99,0\\r\\n757,879,27,Male,0,salaried,15,2,889,9,4069.6,4374.95,4451.86,4766.4,1.71,0.52,362.8,233.76,4312.15,4444.02,0\\r\\n758,2573,65,Female,0,self_employed,1096,2,581,,11308.99,11481.85,11533.07,12310.83,0.06,0.06,0.06,0.06,11361.7,11539.45,0\\r\\n759,1662,8,Male,0,student,1020,2,541,,4362.14,4362.14,4362.14,4334.51,0.37,0.37,0.37,0.37,4362.14,4362.14,0\\r\\n760,2068,59,Female,,self_employed,1020,2,1204,5,604.02,784.99,5809.23,493.79,17143.14,15948.82,14286,14286,4066.65,7359.39,0\\r\\n761,1505,59,Female,0,self_employed,1418,3,1387,185,1943.14,2162.43,2094.38,2154.03,0.26,0.26,219.54,0.26,1958.27,2162.43,0\\r\\n762,1979,47,Male,0,salaried,1232,3,1227,53,9503.92,10200.77,7717.46,4429.68,0.23,5714.51,0.23,43.09,9783.08,8911.37,0\\r\\n763,973,42,Male,0,self_employed,665,2,1251,97,831.89,1474.74,1510.05,1679.55,0.46,0.46,643.31,286.17,920.56,1505.85,0\\r\\n764,1351,59,Female,0,self_employed,572,3,2335,179,1497.74,1497.74,1497.74,1589.43,0.61,0.61,0.61,0.61,1497.74,1497.74,0\\r\\n765,2110,48,Male,2,self_employed,1494,3,1708,7,11385.56,6022.18,8596.09,2424.84,6641.56,74.97,0.69,1372.73,8550.76,6356.05,0\\r\\n766,1818,44,Male,0,self_employed,1184,3,1824,48,804.83,1237.73,2247.57,2985.17,0.53,0.73,429.1,2000.53,849.91,2385.82,0\\r\\n767,2256,90,,0,self_employed,623,1,1228,,2859.73,2859.73,6107.7,8231.34,0.57,0.57,0.57,15429.14,2859.73,7179.56,1\\r\\n768,1214,39,Male,2,salaried,1020,3,667,14,5937.98,5362.94,5064.27,3512.86,865.13,1435.66,290.09,339.84,5813.03,5023.23,0\\r\\n770,2047,44,Male,0,salaried,617,2,1410,,198.89,198.89,1929.46,6645.29,0.64,0.64,0.64,3072.07,198.89,2113.63,1\\r\\n771,4944,32,Female,0,salaried,1020,2,227,0,2526.25,3596.98,2602.39,2570.55,1519.91,1537.7,3868.04,535.96,2368.19,2670.78,0\\r\\n773,524,59,Male,,self_employed,905,2,606,35,4595.57,4891.86,4590.66,2234.06,0.63,265.7,303.13,0.63,4832.94,4686.64,0\\r\\n774,970,62,Male,0,,697,3,1812,28,1767.37,1624.52,1596.87,1280.69,142.9,142.9,0.04,0.04,1767.37,1610.69,0\\r\\n775,1992,72,Male,0,retired,1138,3,1736,16,1027.17,688.07,1722.72,539.41,143.73,0.54,0.54,4429.11,768.49,2147.98,0\\r\\n776,2783,59,Female,1,self_employed,409,2,331,3,2725.74,1741.63,2130.03,13131.49,2411.67,2150.61,1428.81,1643.1,1822.54,2165.18,0\\r\\n777,2480,34,Female,0,salaried,302,2,402,61,52.46,52.46,1455.53,193.26,0.5,0.5,0.5,0.5,52.46,52.46,0\\r\\n778,5540,90,Female,0,retired,1020,1,85,,5710.6,5710.6,5710.6,5674.42,0.69,0.69,0.69,0.69,5710.6,5710.6,0\\r\\n779,407,27,Female,,self_employed,1541,2,1781,,4408.63,4408.63,4408.63,4380.7,0.17,0.17,0.17,0.17,4408.63,4408.63,0\\r\\n780,4174,65,Male,2,salaried,146,2,157,0,3746.34,3614.77,4141.28,1735.75,4110.63,1611.44,3663.84,3843.34,3659.54,4944.44,1\\r\\n781,1954,49,Female,0,self_employed,1570,2,119,247,6410.28,6410.28,6410.28,6565.92,0.06,0.06,0.06,0.06,6410.28,6410.28,0\\r\\n782,3347,67,Female,2,self_employed,146,2,353,23,4311.91,5450.17,5019.9,11702.13,1429.16,1429.16,2550.27,1165.43,4327.34,4722.06,0\\r\\n783,923,55,Female,1,self_employed,1232,3,837,7,3344.74,3635.69,2669.14,5845.98,6853.64,713.89,6323.89,1100.09,2227.7,3788.71,0\\r\\n784,476,75,Female,1,self_employed,334,1,2046,3,5435.79,5206.54,17430.71,3798.66,833.17,854.03,714.03,0.7,4907.89,4666.54,1\\r\\n785,627,31,Male,0,salaried,,3,2156,188,4053.28,4335.07,4432.08,4625.92,0.1,0.1,139.03,0.1,4262.04,4445.67,0\\r\\n786,2084,81,Male,0,retired,409,3,932,19,1980.08,4022.93,3698.53,2257.52,457.73,624.26,2500.59,0.59,3928.84,3885,0\\r\\n787,3495,39,Male,0,salaried,146,3,1050,86,1257.63,139.94,2285.49,284.11,0.54,0.54,3446.97,4914.83,1728.8,1144.6,0\\r\\n788,2872,70,Male,0,retired,1111,2,313,27,15544.61,2707.63,20167.29,15648.2,3887.91,6036.73,286428.94,8478.42,48591.37,4225.51,0\\r\\n789,817,41,Male,3,self_employed,,2,3225,7,3288.61,2586.71,2761.59,1478.05,1428.64,0.07,941.03,566.74,2527.27,2712.98,0\\r\\n790,1558,82,Female,0,retired,1020,1,240,61,8682.42,8682.42,8225.61,18506.45,0.6,0.6,0.6,0.6,8682.42,8682.42,0\\r\\n791,3065,30,Male,0,self_employed,15,2,300,320,1769.97,1767.03,1846.44,2099.12,0.59,0.59,0.59,86.3,1767.67,1816.44,0\\r\\n793,290,31,Male,0,salaried,575,2,2549,38,3450,7045.04,6413.59,930.79,0.23,928.8,3702.7,1025.83,5187.96,8223.06,0\\r\\n794,5318,33,Male,0,salaried,956,1,94,,5688.22,5688.22,5688.22,6515.64,0.24,0.24,0.24,0.24,5688.22,5688.22,0\\r\\n795,2374,28,Female,0,self_employed,,2,210,237,2568.79,2568.79,2568.79,2525.22,0.11,0.11,0.11,0.11,2568.79,2568.79,0\\r\\n796,2599,68,Male,0,retired,1020,3,998,350,2351.23,2351.23,2351.23,2335.66,0.3,0.3,7.44,0.3,2351.23,2351.23,0\\r\\n797,1709,37,Male,0,salaried,1584,3,1918,118,2835.91,2835.91,2835.91,2817.86,0.47,0.47,0.47,0.47,2835.91,2835.91,0\\r\\n798,2505,40,Female,0,self_employed,623,3,1043,,164.56,3021.7,2758.97,798.49,0.29,0.29,2857.43,0.29,2233.52,3021.7,1\\r\\n799,612,37,Female,,self_employed,705,2,1725,,3114.11,3114.11,3121.88,3560.44,0.31,0.31,0.31,0.31,3114.11,3137.56,0\\r\\n800,2372,15,Female,0,student,905,3,1380,,2866.03,2866.03,2866.03,2847.88,0.47,0.47,0.47,0.47,2866.03,2866.03,0\\r\\n801,6862,38,Female,0,self_employed,905,3,1336,300,3073.1,3073.1,3073.1,3053.63,0.23,0.23,0.23,0.23,3073.1,3073.1,0\\r\\n802,1124,23,Male,0,student,531,2,573,3,1882.4,8232.18,6156.61,4185.25,1507.69,0.31,7857.46,0.31,2058.98,8232.18,1\\r\\n803,915,40,Female,1,self_employed,15,2,970,12,3228.87,833.63,1715.77,2059.8,2395.31,357.21,0.07,3814.36,1824.76,2068.65,0\\r\\n804,3038,11,Female,0,student,1111,3,728,,2802.25,2802.25,2802.25,2784.5,0.41,0.41,0.41,0.41,2802.25,2802.25,0\\r\\n805,3334,55,Male,0,self_employed,369,2,704,0,2085.07,2336.61,3335.33,4709.21,39.21,45.3,278,1135.04,2213.78,2919.1,1\\r\\n806,4240,84,Male,0,retired,15,2,305,16,3336.59,5452.47,5307.68,5512.25,25.54,0.6,2143.46,0.6,5024.72,5451.22,0\\r\\n807,1011,27,Male,0,student,1224,2,1915,36,1402.26,1402.26,4349.24,8605.95,0.47,35.76,0.47,7160.39,1402.26,3013.46,1\\r\\n808,488,59,Male,,self_employed,617,2,46,,16994.37,16906.88,16928.24,18373.27,0.49,0.49,0.49,0.49,16940.07,16915.18,1\\r\\n809,261,27,Male,1,self_employed,496,2,1895,21,1875.07,4719.64,2390.39,234.06,0.84,5643.49,3202.14,2280.71,3177.7,3282.27,1\\r\\n810,6405,77,Male,0,self_employed,1096,1,27,11,1165.51,1817.37,2923.33,10240.79,12041.84,6091.31,12693.69,7355.25,2961.1,2665.62,0\\r\\n811,1743,49,Female,0,self_employed,146,1,75,,1633.64,1633.64,1633.64,1623.29,0.03,0.03,0.03,0.03,1633.64,1633.64,0\\r\\n812,819,38,Male,0,salaried,1020,2,414,27,335.82,28786.26,7273.54,372.46,80.07,30357.53,0.39,5111.96,1432.77,19162.25,1\\r\\n813,2425,44,Female,0,self_employed,1525,2,488,21,3184.55,2655.98,2584.5,1722.39,528.84,571.7,0.27,0.27,3056.96,2588.47,0\\r\\n814,1981,53,Male,2,self_employed,834,2,530,39,4385.18,3675.97,2324.7,1263.56,0.24,2857.39,188.1,103.1,3706.1,1987.63,0\\r\\n816,2255,54,Female,0,self_employed,1096,1,328,13,169603.37,178183.61,164759.49,61923.34,299.04,19176.54,9159.61,0.47,169196.97,171736.97,0\\r\\n817,2828,26,Female,0,student,1373,2,643,62,1343.11,1343.11,1649.36,787.3,0.59,0.59,0.59,4286.3,1343.11,2956.16,1\\r\\n818,6509,40,Female,0,self_employed,905,1,1320,33,9385.41,9578.18,7900.66,4559.18,0.66,2854.09,0.66,0.66,9409.05,7115.51,0\\r\\n819,3449,36,Male,0,salaried,409,3,588,14,2213.01,2664.01,3752.56,3581.18,4609.7,5619.69,5318.13,6260.99,2064.56,3992.77,0\\r\\n820,1428,40,Male,0,self_employed,1096,3,1360,,2728.64,2728.64,2728.64,2840.3,0.14,0.14,0.14,0.14,2728.64,2728.64,0\\r\\n821,1016,49,Male,0,self_employed,162,2,2152,,2943.15,2943.15,3066.04,3634.2,0.06,0.06,0.06,0.06,2943.15,2943.15,0\\r\\n822,1489,66,Male,0,retired,1096,2,3756,5,3139.48,2568.05,2535.78,1594.39,286.24,143.39,0.53,170.37,2937.51,2531.03,0\\r\\n823,328,61,Male,0,self_employed,1583,2,179,0,120.79,35777.93,6767.27,105.66,879.16,35679.16,36536.3,0.59,12240.17,7962.27,1\\r\\n824,2356,26,Male,0,self_employed,1643,1,210,81,1175.73,1175.73,6085.47,404.76,0.4,0.4,0.4,0.4,1175.73,1175.73,1\\r\\n825,2323,37,Female,0,self_employed,491,2,396,,1783.54,1783.54,1783.54,1759.31,0.34,0.34,0.34,0.34,1783.54,1783.54,0\\r\\n826,801,40,Male,0,self_employed,1648,2,3163,40,13381.28,13809.85,8236.06,1551.38,0.61,10359.9,429.19,86.33,13765.51,7518.14,0\\r\\n827,3314,45,Male,0,salaried,318,2,107,46,2584.01,11912.44,9068.75,3820.52,0.43,2857.57,1184.03,206,8598.77,10696.67,0\\r\\n828,1970,36,Male,1,self_employed,625,3,1699,11,2093.52,712.73,1600.44,1983.81,1571.71,597.18,190.93,2452.33,1218.35,1582.63,0\\r\\n829,5542,88,Female,0,retired,623,1,1554,,64739.36,64736.66,64651.34,63531.48,0.23,0.23,0.23,0.23,64738.71,64736.66,0\\r\\n830,1828,27,Male,0,self_employed,334,2,1862,181,2903.93,3711.07,3634.8,3686.46,0.01,0.01,921.44,0.01,3482.25,3711.07,0\\r\\n831,3548,59,Male,0,self_employed,584,3,451,35,2623.55,2623.55,2508.04,2576.26,0.37,214.66,0.37,0.37,2623.55,2450.42,0\\r\\n832,706,41,Female,0,self_employed,447,3,989,277,3618.3,3618.3,3618.3,3818,0.06,0.06,0.06,0.06,3618.3,3618.3,0\\r\\n833,2533,33,Male,0,self_employed,665,2,1251,163,4233.05,2903.32,1731.72,1029.95,0.29,0.29,3571.71,3253.14,2215.21,2308.9,0\\r\\n834,5785,41,Male,0,self_employed,409,2,1349,20,2687.6,16344.31,11051.06,7478.22,14634.75,938.84,28791.94,0.67,6499.17,15942.74,0\\r\\n835,6173,55,Female,0,self_employed,835,3,23,192,10164.34,10164.34,10164.34,11633.3,0.14,0.14,0.14,0.14,10164.34,10164.34,0\\r\\n836,2121,90,,0,self_employed,834,3,18,241,29978.88,38570.25,34264.83,2825.87,0.11,0.11,8591.49,7142.97,36483.47,43408.96,1\\r\\n837,1637,50,Male,0,self_employed,255,3,1961,136,4871.14,4933.01,4927.92,4661.09,0.64,0.64,0.64,0.64,4877.54,4936.19,0\\r\\n838,183,40,Female,,self_employed,1079,3,4256,191,2561.47,1704.33,1832.41,1511.23,0.49,0.49,0.49,0.49,2088.56,1704.33,0\\r\\n840,952,24,Male,0,student,144,1,60,38,1525.55,1525.55,15866.89,17993.33,0.37,124.66,0.37,32783.8,1525.55,11883.02,1\\r\\n841,850,30,Male,1,self_employed,409,2,327,0,7004.87,2485.36,2694.47,422.86,13364.4,10985.83,8025.72,7879.03,6024.06,1688.51,0\\r\\n842,1175,45,Male,0,self_employed,1020,3,1473,69,2562.7,2891.83,2325.29,2253.42,0.63,0.63,332.77,0.63,2617.92,2891.83,0\\r\\n843,963,84,Male,0,retired,491,2,615,,1438.69,1438.69,1438.69,1429.58,0.6,0.6,0.6,0.6,1438.69,1438.69,0\\r\\n844,906,60,Female,,self_employed,179,2,641,174,4419.72,4488.44,4683.39,3823.94,0.41,0.41,1071.84,286.13,4898.61,4515.34,0\\r\\n845,572,51,Female,,self_employed,1181,3,1942,,1868.25,1868.25,1868.25,1701.99,0.07,0.07,0.07,0.07,1868.25,1868.25,0\\r\\n846,4725,90,Male,0,self_employed,656,2,341,171,643.86,2643.86,2184.09,2619.99,0.1,0.1,2000.1,0.1,1264.55,2643.86,0\\r\\n847,3228,53,Female,0,self_employed,1494,1,67,32,884.25,2912.61,1469.28,1641.36,0.6,2028.96,0.6,0.6,1396.01,1648.83,0\\r\\n848,1098,45,Male,0,self_employed,579,2,2744,76,12176.32,12176.32,10455.89,1071.21,0.06,0.06,0.06,0.06,12176.32,12176.32,0\\r\\n849,1997,59,Female,0,self_employed,848,2,1846,13,8258.24,8452.61,8414.56,8382.62,945.11,0.01,1142.87,0.01,8358.77,8442.96,0\\r\\n850,203,19,Female,,student,1294,3,2063,192,1652.82,1652.82,1652.82,1649.95,0.14,0.14,0.14,0.14,1652.82,1652.82,0\\r\\n851,1443,11,Male,0,student,1020,3,1027,222,2214.55,2214.55,2214.55,2206.25,0.57,0.57,0.57,0.57,2214.55,2214.55,0\\r\\n852,837,24,Male,0,student,646,2,397,103,2461.22,2483.06,2503.63,3736.05,0.47,0.47,21.98,51.27,2468.39,2508.49,0\\r\\n853,4008,52,Female,0,self_employed,1525,3,51,7,35650.38,37471.81,31025.27,18421.29,1036.07,7271.79,2857.5,244.14,37428.21,31953.07,0\\r\\n854,2757,35,Female,0,self_employed,1020,3,79,,6269.59,6269.59,6269.59,6229.87,0.27,0.27,0.27,0.27,6269.59,6269.59,0\\r\\n855,1004,34,Male,0,salaried,415,2,3369,132,252.02,1696.1,2351.52,5355.23,0.46,0.46,2529.03,1914.74,968.29,2320.53,1\\r\\n856,798,84,Male,0,retired,1020,1,2,3,2966.64,4802.36,4929.81,7164.93,760.72,48114.89,2286.23,51429.09,3005.77,4160.53,0\\r\\n857,2148,52,Female,0,self_employed,1494,2,1007,12,224.59,5753.82,3060.06,5476.69,214.43,13285.86,7143,7536.49,97.87,4174.63,1\\r\\n858,4930,33,Female,0,self_employed,1597,2,170,102,1759.17,1759.17,1759.17,2404.6,0.33,0.33,0.33,0.33,1759.17,1759.17,0\\r\\n859,2601,69,Male,0,salaried,1232,3,427,60,1664.77,1879.06,1966.51,2346.48,0.31,0.31,214.6,0.31,1738.66,1879.06,1\\r\\n860,775,77,Female,0,retired,962,3,646,122,1542.4,1628.12,1651.74,1074.3,0.04,0.04,0.04,0.04,1568.02,1652.08,0\\r\\n862,1988,40,Female,0,self_employed,732,3,639,,3328.77,3326.03,3325.71,2335.07,0.01,0.01,0.01,0.01,3328.3,3326.03,0\\r\\n863,4524,70,Male,1,self_employed,1551,3,232,73,1190.08,1213.27,1606.27,652.45,0.43,0.43,143.29,929,1207.32,1817.72,1\\r\\n864,5291,72,Male,0,self_employed,623,2,968,31,1493.92,1493.03,1603.36,1633.14,0.06,93.96,0.06,0.06,1493.06,1600.74,0\\r\\n865,224,48,Female,,salaried,334,1,17,12,2510.99,2496.7,2498.83,2353.21,14.44,0.16,0.16,0.16,2503.1,2496.7,0\\r\\n866,640,70,Male,,retired,713,3,3018,1,2004.96,1649.45,1584.1,871.01,313.49,357.49,32.12,286.91,1672.22,1578.06,0\\r\\n867,7053,75,Female,0,self_employed,1150,2,108,95,3939.08,3938.28,3975.37,3336.97,0.37,0.37,0.37,59.63,3938.67,3989.89,0\\r\\n868,2604,43,Female,0,self_employed,1020,1,80,18,24883.42,29690.88,32306.87,13364.03,72185.97,0.26,75146.45,18543.11,25005.4,29861.26,0\\r\\n869,639,90,,,self_employed,1494,2,1708,341,11876.18,12090.47,12088,12014.2,0.61,0.61,214.9,0.61,12083.08,12090.47,0\\r\\n870,565,32,Male,,salaried,914,2,1869,0,7622.99,7090.53,6164.33,4863.65,1358.97,1489.43,257.66,352.09,6646.33,6019.39,0\\r\\n871,857,41,Male,0,self_employed,1096,3,1557,28,1.1,201.17,1685.65,557.29,471.71,796.26,1208.86,4478.14,182.38,720.89,1\\r\\n872,1179,25,Female,0,student,1336,2,1478,,1053.91,3125.34,2602.93,3112.64,0.26,0.26,2071.69,0.26,1551.45,3125.34,1\\r\\n873,2305,53,Male,0,self_employed,146,2,1232,20,2119.46,1976.6,2757.3,5351.51,285.73,341.16,0.01,0.01,2198.27,2010.72,0\\r\\n874,2119,29,Male,0,salaried,21,2,1837,22,29873.9,4877.06,12441.51,11050.68,32301.29,32396.3,2158.47,34321.41,25358.02,4226.11,0\\r\\n875,1134,36,Female,0,self_employed,1439,3,74,86,4103.39,3067.72,3317.32,2768.64,0.13,0.13,0.13,0.13,3853.4,3067.72,0\\r\\n876,658,33,Male,1,salaried,1020,2,5,0,6072.59,2834.84,3514.96,6939.6,4910.17,3295.74,1448.58,3138.15,3224.47,3515.47,0\\r\\n877,355,64,Female,,self_employed,759,2,518,340,10592.9,10592.9,10592.9,10525.76,0.21,0.21,0.21,0.21,10592.9,10592.9,0\\r\\n878,2652,71,Male,0,self_employed,575,1,1264,19,4972.45,4006.17,4276.21,2400.76,1384.41,0.41,418.14,0.41,4883.25,4006.17,0\\r\\n879,1053,13,Male,,student,1643,3,2918,,995.54,2424.11,2259.91,2408.76,0.36,0.36,1428.93,0.36,1931.5,2424.11,1\\r\\n880,4989,41,Male,0,self_employed,665,2,177,13,1439.06,1709.06,1960.78,525.82,7143.04,0.19,7400.19,114.47,2416.2,1804.86,0\\r\\n881,3470,90,Male,0,self_employed,1033,1,120,20,11774.73,6631.87,7833.84,6353.3,5143.31,0.46,0.46,0.46,10237.78,6631.87,0\\r\\n882,1636,54,Male,0,self_employed,1224,3,1915,4,4092.86,2208.27,2210.53,2374.21,2689.89,714.49,714.49,0.2,2199.15,2230.34,0\\r\\n883,3039,41,Male,0,self_employed,1180,3,1583,56,1348.62,2062.91,1535.22,604.03,0.59,1691.03,0.59,1429.16,1570.3,2037.57,0\\r\\n884,2356,67,Female,1,self_employed,1232,1,5,31,37430.66,2353.7,2858.23,1686.31,0.21,657.6,637.54,580.43,3442.63,1978.45,0\\r\\n885,4125,77,Male,0,retired,1388,2,377,26,3828.04,3310.68,2639.22,2683.15,931.83,1456.27,143.04,0.19,3750.88,2093.6,0\\r\\n886,1932,35,Female,0,self_employed,1096,2,598,114,2103.18,2103.18,10474.91,9104.44,0.41,0.41,0.41,21428.99,2103.18,11780.6,1\\r\\n888,420,52,Female,2,self_employed,409,2,481,10,27678.28,34859.26,35552.42,16073.54,2723.94,1093.4,7576.2,1861.94,32969.54,35398.8,0\\r\\n889,3200,56,Male,0,self_employed,680,1,565,5,719.79,9069.44,5114.45,1855.51,1142.9,8571.47,9500.04,0.04,6433.58,5746.52,1\\r\\n890,1185,45,Male,2,self_employed,575,2,1720,220,10567.76,13799.05,6209.02,3095.54,0.16,0.16,15982.29,5318.52,10698.41,4454.33,1\\r\\n891,2185,13,Male,0,student,1232,2,837,,3981.57,3803,3790.04,3236.52,0.24,0.24,0.24,0.24,3968.02,3790.33,0\\r\\n892,2139,65,Female,0,self_employed,834,3,1926,9,1992.16,1819.33,1477.69,4300.48,174.23,1429.03,0.46,1429.03,1868.22,1282.82,0\\r\\n893,4371,27,Male,0,self_employed,224,2,137,,1491.21,1491.21,1520.78,1712.21,0.29,0.29,0.29,40.29,1491.21,1524.48,0\\r\\n895,3090,27,Male,0,self_employed,61,2,856,45,104.8,104.8,3329.51,4128.78,0.07,2.33,0.07,8571.5,104.8,1209.77,1\\r\\n896,2141,90,Male,0,self_employed,1020,1,419,104,6606.53,8310.51,8360.52,8012.9,0.27,0.27,0.27,285.99,7682.75,8483.26,0\\r\\n898,1458,37,Male,0,self_employed,454,2,1480,40,4699,10413.28,5447.54,473.33,0.7,10037.39,0.7,0.7,10216.24,5749.79,1\\r\\n899,371,51,Female,,self_employed,1020,1,686,49,29524.36,29525.35,17397.65,64957.59,0.66,71429.23,0.66,42857.8,29524.74,21691.24,0\\r\\n900,611,90,,,self_employed,621,2,8,0,6760.63,6432.7,6422.07,7926.67,795.26,0.49,69.94,0.49,6396.1,6432.7,0\\r\\n901,2502,37,Female,0,self_employed,388,1,130,123,14.71,2085.38,1624.24,3559.63,0.43,0.43,430.29,0.43,243.08,2046.76,1\\r\\n902,400,39,Female,0,self_employed,384,3,384,179,1620.56,1806.11,1780.53,1540.57,0.37,0.37,185.91,0.37,1729.33,1806.11,0\\r\\n903,1924,29,Male,0,self_employed,1598,1,220,60,11449.85,11464.14,11222.35,9946.91,0.63,0.63,0.63,809.19,11462.66,11502.2,0\\r\\n904,4189,57,Male,3,self_employed,1020,2,544,144,3311.51,3301.78,3345.98,3010.6,0.09,0.09,0.09,0.09,3306.43,3300.01,0\\r\\n906,4647,83,Female,0,self_employed,1020,2,501,19,54014.66,50328.21,26879.74,2111.61,3571.99,0.56,540.6,1163.76,53039.12,24337.32,0\\r\\n907,3164,24,Female,0,student,1415,1,548,,13906.17,13906.17,13906.17,13818.06,0.03,0.03,0.03,0.03,13906.17,13906.17,0\\r\\n908,1698,34,Female,0,self_employed,486,2,232,249,3389.13,3674.85,3581.89,3420.55,0.67,0.67,286.39,0.67,3458.1,3674.85,0\\r\\n910,6453,69,Female,1,self_employed,1020,1,442,14,2494.35,3277.83,4784.69,6422.18,622.79,2857.26,1823.96,6177.26,3283.48,6082.68,0\\r\\n911,3400,41,Female,0,salaried,491,2,279,30,2142.27,2142.27,1433.1,6225.58,0.29,1393.86,0.29,0.29,2142.27,1408.33,0\\r\\n912,465,38,Male,,self_employed,146,3,1753,10,2453.71,148.36,1620.85,647.48,3611.93,806.96,1199.44,2171.84,1949.8,1175.07,0\\r\\n913,1558,53,Male,0,salaried,409,3,1985,21,3665.17,846.69,2433.31,1543.47,5419.37,3421.99,2865.17,5202.41,4325.33,1277.97,0\\r\\n914,2300,25,Female,0,student,1096,1,92,216,225.62,223.04,2098.95,8739.12,0.39,0.39,27147.53,7.53,5840.61,226.04,0\\r\\n915,1798,55,Female,0,self_employed,1054,2,2039,19,4036.55,4107.98,4174.51,4316.41,2786.14,0.43,2857.57,0.43,4314.88,4105.2,0\\r\\n916,1665,8,Female,0,student,409,3,1070,59,2691.37,2691.37,2667.56,2455.84,0.7,72.13,0.7,0.7,2691.37,2691.37,0\\r\\n917,1263,81,Female,0,salaried,1020,3,212,14,2854.35,2824.77,2733.59,1514.32,30.01,0.43,0.43,0.43,2840.07,2835.27,0\\r\\n918,1904,46,Female,0,self_employed,1111,3,586,341,2362.36,2361.71,1603.81,329.96,0.27,0.27,0.27,1428.84,2362.67,1931.3,0\\r\\n919,2499,62,Male,0,self_employed,272,3,529,98,3170.19,3170.19,3170.19,2828.3,0.53,0.53,0.53,0.53,3170.19,3170.19,0\\r\\n920,1222,41,Male,,self_employed,646,2,2888,123,1213.73,1570.87,3596.48,3712.47,0.29,0.29,357.43,4914.57,1297.47,3068.11,1\\r\\n921,2207,43,Female,4,self_employed,1096,2,1669,20,1755.35,2145.3,2765.19,6090.86,45.63,16226.63,0.44,16000.44,2005.5,2463.74,0\\r\\n922,352,62,Female,0,self_employed,521,3,4174,62,2526.34,2887.42,2761.88,2827.78,0.46,0.46,286.17,475.74,2563.04,3049.25,0\\r\\n923,5533,60,Female,2,salaried,1111,2,1223,3,6438.05,5314.07,2662.9,1519.84,7087.68,3587.79,347.93,582.82,3179.23,2592.7,0\\r\\n924,3580,41,Male,0,self_employed,617,2,2360,133,1748.95,1763.23,2631.41,3707.38,0.27,0.27,0.27,0.27,1759.79,1772.16,0\\r\\n926,475,75,Female,,self_employed,61,2,1823,75,312.25,312.25,2155.57,238.58,0.04,0.04,0.04,4285.76,312.25,3630.22,1\\r\\n927,655,69,Male,0,self_employed,,1,258,88,2996.59,2996.59,3500.9,15564.57,0.19,0.19,0.19,0.19,2996.59,2950.62,0\\r\\n929,2515,69,Female,0,self_employed,1020,2,2,21,9517.58,8679.89,8707.47,6380.98,843.76,1118.8,0.29,689.99,9320.76,8719.94,0\\r\\n930,1845,53,Female,0,self_employed,,2,194,,5965.58,5972.72,5971.07,5932.97,0.2,0.2,7.34,0.2,5968.53,5972.72,0\\r\\n931,3603,90,,,self_employed,15,2,6,49,851.37,4268.17,2981.34,4205.63,0.01,7142.87,714.3,7142.87,998.34,4302.63,0\\r\\n932,2071,90,,0,self_employed,1525,2,829,101,1682.27,1682.27,1682.27,1262.47,0.57,0.57,0.57,0.57,1682.27,1682.27,0\\r\\n933,6827,70,Male,2,salaried,1096,2,26,0,1187.58,2629.83,3294.51,2029.99,8407.29,0.14,8659,0.14,2687.68,2899.71,0\\r\\n934,4634,53,Male,0,self_employed,38,3,226,69,3460.42,3561.12,3985.14,4670.95,0.07,0.07,0.07,0.07,3533.34,3631.55,0\\r\\n935,2939,60,Male,0,self_employed,1494,1,710,63,816.72,1174.38,12035.65,1824.8,0.2,0.2,397.14,36057.34,801.2,20547.88,1\\r\\n936,2098,17,Female,0,student,1096,2,1343,319,5783.57,5783.57,5783.57,5749.5,0.14,0.14,0.14,0.14,5783.57,5783.57,0\\r\\n937,4269,53,Female,0,self_employed,1020,2,38,234,2705.86,2848.71,2836.92,2770.26,0.46,0.46,143.31,32.6,2710.78,2865.29,0\\r\\n938,2964,34,Female,0,self_employed,1232,2,299,196,1248.49,1154.35,2051.94,3762.81,0.69,0.69,0.69,2572.11,1177.07,1248.89,1\\r\\n939,1553,40,Male,2,self_employed,1400,2,869,76,1960.56,1954.19,1746.21,633.24,0.17,0.17,0.17,0.17,1959.62,1954.19,0\\r\\n940,851,42,Male,0,salaried,1419,3,223,9,848.55,2146.01,1742.67,1632.64,3662.26,6428.95,8501.3,9769.06,1161.05,2106.81,1\\r\\n941,3101,45,Male,0,self_employed,623,3,1021,3,8587.96,62.61,2283.39,5634.1,3126.16,714.73,18176.16,5187.59,2838.58,2419.53,1\\r\\n942,1618,46,Male,3,salaried,996,2,943,17,2729.4,3936.5,3567.7,98.84,3397.14,3132.81,4604.24,1857.3,3697.44,4371,0\\r\\n943,7497,78,Male,0,retired,1540,3,1546,57,1607.8,1607.8,1705.21,1767.09,0.37,100.29,0.37,214.66,1607.8,1721.16,0\\r\\n944,231,47,Female,,self_employed,1382,2,629,6,370.32,8208.36,7306.02,6700.12,20.07,39.59,7857.7,429.13,5232.52,8398.53,1\\r\\n945,961,40,Male,0,salaried,409,2,1566,182,3931.11,4286,4195.14,4251.27,0.26,0.26,357.4,0.26,4017.01,4285.91,0\\r\\n946,4562,52,Male,0,salaried,1020,2,159,0,8608.28,22851.81,6819.79,2964.63,6092.36,22446.16,4655.15,4279.48,13180.06,4784.72,1\\r\\n947,5343,53,Female,0,salaried,318,1,107,91,6747.39,6761.67,6775.18,617.14,0.57,0.57,0.57,0.57,6761.18,6775.04,0\\r\\n948,1279,56,Male,3,salaried,1181,3,235,,6630.98,6630.98,6630.98,8599.21,0.19,0.19,0.19,0.19,6630.98,6630.98,0\\r\\n949,570,78,Female,,retired,965,2,37,60,6437.15,6580.01,6356.53,5795.97,0.29,0.29,143.14,1428.86,6545.53,6580.01,0\\r\\n950,5320,70,Female,1,retired,1096,2,26,32,4393.43,4393.43,4163.68,3738.79,0.33,409.71,0.33,0.33,4393.43,4113.58,0\\r\\n951,7055,60,Female,0,self_employed,15,2,190,144,2337.78,2419.19,2531.57,3057.8,0.34,0.34,85.71,142.13,2399.39,2511.22,0\\r\\n952,4427,38,Male,2,self_employed,800,2,112,,3125.05,3410.76,3412.25,3510.17,0.14,0.14,285.86,0.14,3371.35,3410.76,0\\r\\n953,1585,37,Male,0,self_employed,1096,2,481,60,70.32,294.32,3833.7,12191.19,0.6,0.6,105.31,49.23,127.59,106.94,0\\r\\n954,533,20,Male,,student,409,2,144,0,4186.11,1534.61,1883.6,2014.55,19592.56,0.59,9313.09,357.73,2283.68,1724.8,0\\r\\n955,6194,51,Male,3,salaried,1020,1,227,3,11376.59,2858.51,5296.97,2895.42,15857.51,13214.66,7533.22,15241.01,6407.03,4698.25,0\\r\\n956,1758,41,Female,0,self_employed,990,3,2081,116,2284.75,2341.89,2368.49,3736.01,0.63,0.63,43.49,57.77,2300.02,2361.71,0\\r\\n958,5904,71,Female,0,retired,1096,2,3,300,5464.11,5478.66,5498.91,5782.82,0.06,0.06,0.06,0.06,5466.12,5480.51,0\\r\\n959,3163,35,Female,0,self_employed,575,3,1721,237,101417.1,101412.64,101686.73,102947.69,0.27,0.27,0.27,71.7,101414.41,101418.7,0\\r\\n960,6168,62,Male,0,self_employed,1589,2,33,209,3917.73,3922.64,3959.28,4482.95,0.06,0.06,0.06,71.49,3921.96,3961.81,0\\r\\n961,5691,69,Male,0,retired,1076,2,64,5,921.77,5828.39,1856.83,625.43,747.67,7033.39,5371.64,1143.07,3148.86,1413.37,1\\r\\n962,1887,46,Male,2,salaried,1388,1,81,42,1444.35,995.65,2611.61,2532.56,0.69,592.24,1272.11,14383.49,1324.8,1668.45,0\\r\\n963,4102,44,Male,0,self_employed,1463,3,387,13,843.36,1744.17,1874.37,2882.94,72.09,0.66,1257.8,572.09,1110.34,1919.29,0\\r\\n964,1686,66,Female,4,self_employed,460,3,2301,7,4019.06,2513.77,2680.52,2101.4,1714.76,143.33,209.47,209.47,3108.91,2531.18,0\\r\\n965,6744,43,Male,0,salaried,1150,3,108,347,6611.65,6611.65,6638.38,6612.19,0.26,0.26,0.26,85.97,6611.65,6648.98,0\\r\\n966,5092,70,Male,0,retired,531,2,193,52,2772.92,2656.65,2654.76,6682.99,0.34,1550.17,64.14,1523.91,2789.98,2615.98,0\\r\\n967,1313,35,Male,2,self_employed,491,3,615,3,88.2,76.18,4821.66,880.58,354.51,49869.71,121.06,586.89,89.18,1937.81,1\\r\\n968,5590,28,Male,0,student,1020,2,355,49,20295.54,20004.72,19526.37,2480.11,0.46,482.6,0.46,0.46,20014.24,19556.98,1\\r\\n969,2615,58,Female,1,salaried,1020,1,1451,7,3229.34,3762.67,1924.73,619.86,104.93,3513.53,704.79,2412,3345.95,1902.95,0\\r\\n970,5458,41,Male,0,self_employed,905,2,1341,6,6717.59,6797.09,9775.16,11028.9,14.59,0.3,86.01,0.3,6782.26,6795.78,0\\r\\n971,2826,45,Male,0,salaried,1525,3,358,20,2482.2,2805.51,3189.1,3234.55,1.24,2463.96,892.1,3176.54,2842.25,3286.44,0\\r\\n972,5388,90,Male,0,self_employed,1096,1,92,,1817.36,1817.36,1817.36,1805.85,0.54,0.54,0.54,0.54,1817.36,1817.36,0\\r\\n973,3547,28,Male,0,self_employed,,3,1566,63,5154.19,5154.19,4427.61,6562.23,0.34,0.34,0.34,143.2,5154.19,5241.74,0\\r\\n974,1313,22,Male,0,student,1111,2,88,21,4537.74,1016.5,1931.74,1001.69,3089.74,0.21,0.21,0.21,3762.22,1016.5,0\\r\\n975,2482,59,Female,1,salaried,623,2,521,19,1913.88,1904.45,1684.32,1033.88,64.47,135.9,55.04,85.83,1927.98,1683.63,0\\r\\n976,2745,47,Female,0,self_employed,1020,2,596,62,1762.1,1470.18,3288.89,1749.46,0.59,0.59,7565.82,2826.31,2122.04,2959.59,0\\r\\n977,4388,60,Male,0,self_employed,1040,2,252,12,7539.37,7168.94,6847.69,5030.17,1385.09,1000.37,1014.66,451.39,7698.14,6972.45,0\\r\\n978,1425,45,Male,0,self_employed,1271,2,1697,4,4211.28,2795.07,2954.28,2697.07,1414.4,0.11,0.11,270.54,3064.64,2894.18,0\\r\\n979,6563,84,Male,0,retired,491,3,93,26,1764.81,1286.24,1502.46,587.87,478.61,551.46,0.04,1085.76,1715.3,1667.86,0\\r\\n980,347,90,,,self_employed,834,1,40,11,6558.18,3004.68,3453.97,3022.04,3554.2,0.7,0.7,0.7,4352.56,3004.68,0\\r\\n981,1718,24,Female,0,student,1258,3,152,97,4496.61,4496.61,4496.61,3827.16,0.7,0.7,0.7,0.7,4496.61,4496.61,0\\r\\n982,5074,52,Female,0,self_employed,409,3,1347,336,1495.36,1495.36,1474.52,1423.18,0.31,0.31,0.31,0.31,1495.36,1465.7,1\\r\\n983,4720,39,Male,2,self_employed,995,1,200,11,6053.34,5167.63,4901.16,1579.27,714.59,2857.44,71.73,1429.06,5645.95,5216.27,0\\r\\n984,2540,71,Male,1,retired,801,3,1065,252,3492.62,3492.62,3492.62,3470.49,0.04,0.04,0.04,0.04,3492.62,3492.62,0\\r\\n985,2643,48,Female,0,self_employed,224,1,137,75,95.04,31.42,1455.11,1277.73,0.01,0.01,5847.07,1800.01,2265.11,1366.19,1\\r\\n986,637,43,Male,0,self_employed,656,2,1391,27,1498.04,2562.96,4862.57,8718.94,9000.43,12857.57,9663.77,394.47,4610.98,4684.75,1\\r\\n989,547,44,Male,0,self_employed,1547,3,3644,5,1614.95,3083.83,1853.43,331.7,179.24,5303.53,1919.56,2384,2450.17,1355.32,1\\r\\n990,2198,35,Male,0,self_employed,1232,1,427,3,14788.09,2010.47,5000.16,3815.57,180355.69,4388.41,163336.84,7679.41,10616.81,2351.77,0\\r\\n991,635,8,Male,,student,1593,2,211,,6135.6,6301,6285.79,6261.5,0.67,0.67,166.07,0.67,6255.37,6301,0\\r\\n992,4196,79,Male,0,retired,334,3,260,74,3660.35,3660.35,3622.41,3109.39,0.46,0.46,0.46,0.46,3660.35,3660.35,0\\r\\n993,556,33,Male,0,salaried,318,2,873,27,8024.44,6542.98,6664.39,7236.24,672.1,729.24,1279.71,634.65,6617.62,6656.99,0\\r\\n994,4364,54,Male,2,self_employed,1020,1,12,14,3463.64,2035.07,2281.37,2055.15,1429.16,0.59,0.59,0.59,2773.98,2035.07,0\\r\\n995,1178,63,Male,0,retired,65,3,2262,97,1352.99,2210.13,2032.79,234.28,0.4,0.4,857.54,0.4,1678.11,2210.13,0\\r\\n996,280,46,Male,,salaried,1382,2,629,182,11907.51,11907.51,11907.51,11860.52,0.37,0.37,0.37,0.37,11907.51,11907.51,0\\r\\n997,2291,51,Male,0,self_employed,334,3,166,7,1707.13,492.84,1448.67,699.94,2071.56,642.99,2142.99,1071.56,1295.8,1426.02,1\\r\\n998,4889,27,Male,0,self_employed,1232,1,185,24,7023.4,6947.87,10530.27,11074.35,1500.29,0.29,1428.86,7143.14,8046.9,10994.42,0\\r\\n1000,1889,62,Female,0,self_employed,1258,3,769,14,174.35,190.5,1456.55,872.97,174.1,138.39,8764.81,6538.39,1708.24,716.65,0\\r\\n1001,405,38,Male,,self_employed,1477,2,2932,56,6149.34,7667.49,5053.87,1038.77,0.09,8571.51,1505.47,0.09,7212.36,7046.58,0\\r\\n1002,999,25,Male,,self_employed,1611,3,448,,10125.08,10167.94,10221.28,10634.91,0.64,0.64,43.5,0.64,10148.24,10167.94,0\\r\\n1003,1198,25,Female,0,student,,2,2141,53,6647.14,6647.14,13489.19,28291.6,0.1,17.24,0.1,0.1,6647.14,6644.06,1\\r\\n1004,1123,69,Female,0,retired,146,2,354,363,4766.99,4766.99,4766.99,4726.23,0.23,0.23,0.23,0.23,4766.99,4766.99,0\\r\\n1005,1577,28,Male,0,salaried,146,2,523,3,2571.47,1706.18,1985.94,1462.13,852.87,1553.43,660.53,1590.66,2457.57,1957.65,0\\r\\n1006,1721,45,Female,0,self_employed,905,3,1350,138,1427.14,1427.14,1486.28,1580.35,0.53,0.53,0.53,157.67,1427.14,1447.41,0\\r\\n1007,630,32,Male,0,salaried,886,3,2676,42,2871.15,2961.15,2842.42,8547.71,0.3,700.3,197.69,197.69,2913.16,2595.71,0\\r\\n1008,674,39,Male,0,self_employed,485,3,1518,31,224.19,252.76,1450.78,7150.8,0.7,72.13,0.7,3157.84,233.55,905.94,1\\r\\n1009,2897,44,Male,0,self_employed,61,2,115,9,4108.18,3158.08,3571.09,2966.07,977.77,0.43,27.67,367.43,3693.94,3477.72,0\\r\\n1010,1083,44,Male,0,self_employed,1494,2,533,26,1378.8,1377.89,1707.24,1407.68,971.94,971.94,0.51,8571.94,1412.2,1440.47,0\\r\\n1011,6223,68,Female,1,self_employed,1232,2,7,,12091.22,5939.51,8398.02,14099.55,0.09,0.09,534.49,457.23,6325.37,7485.96,0\\r\\n1012,1601,75,Male,0,retired,1020,3,668,,2685.29,2685.29,2696.81,2739.25,0.43,0.43,0.43,0.43,2685.29,2685.29,0\\r\\n1013,6052,62,Female,0,self_employed,1020,2,240,37,6350.84,6249.64,6173.94,5933.78,0.64,147.29,0.64,69.29,6325.15,6196.77,0\\r\\n1014,3946,33,Male,2,self_employed,,2,160,6,2547.69,2189.79,1980.76,2066.59,643.03,643.03,0.17,0.17,2156.7,1819.17,0\\r\\n1015,2300,56,Female,0,self_employed,409,2,869,18,1138.22,2171.08,2054.76,947.66,381.47,0.04,1378.61,483.9,1267.53,2288.04,1\\r\\n1016,852,56,Male,0,self_employed,334,3,1073,95,4263.8,4278.08,4287.04,4809.89,0.44,0.44,0.44,0.44,4273.16,4286.84,0\\r\\n1017,2595,34,Male,1,self_employed,684,2,936,332,1763.24,1763.24,1763.24,1752.17,0.23,0.23,0.23,0.23,1763.24,1763.24,0\\r\\n1018,1850,44,Female,0,self_employed,774,2,732,144,1551.34,2979.91,2801.49,2516.24,0.69,0.69,1429.26,0.69,2438.04,2981.64,1\\r\\n1019,2830,56,Male,2,self_employed,409,1,158,27,16807.72,16164.86,18073.47,28120,642.97,16857.26,0.11,16428.69,16785.55,15100.07,0\\r\\n1020,2485,25,Male,0,self_employed,996,1,1307,38,686.65,1686.65,1546.33,1763.32,0.56,5333.66,1000.56,5714.84,962.51,1437.96,0\\r\\n1021,2184,53,Male,0,salaried,1020,2,501,12,14243.55,15354.51,13239.21,9912.52,214449.16,202975.19,2323.1,32347.05,29680.36,4345.72,1\\r\\n1022,1107,59,Male,2,self_employed,1131,2,1989,21,0.21,368.99,1834.16,2858.23,2333.59,2478.5,2654.01,5476.64,95.36,1344.15,1\\r\\n1023,529,62,Male,0,self_employed,834,3,460,158,1425.12,1457.26,1451.72,1578.32,0.01,0.01,32.16,0.01,1440.64,1457.26,0\\r\\n1025,4710,54,Male,2,salaried,51,2,131,19,1600.99,3018.02,1928.76,204.86,5.11,7699.41,1842.89,4773.32,2519.46,3214.75,1\\r\\n1026,4786,25,Male,0,student,1020,2,159,101,4260.25,4229.61,4208.29,2312.73,0.47,0.47,0.47,0.47,4238.49,4207.27,0\\r\\n1027,290,49,Male,2,self_employed,1020,2,1579,17,140.84,69.42,1613.33,2163.31,71.86,951.93,0.43,5358.21,106.36,2282.41,1\\r\\n1028,5310,38,Male,0,self_employed,1524,2,146,28,7706.22,2192.49,3730.2,2047.13,0.92,4.65,3045.03,5927.46,5118.73,3105,0\\r\\n1029,1963,31,Male,1,self_employed,1020,3,227,48,7695.08,7730.29,7129.92,6435.41,0.54,1371.97,0.54,0.54,7707.22,7277.13,0\\r\\n1030,2559,73,Male,0,retired,745,3,1093,27,15157.07,11654.82,12916.58,11577.26,4515.87,572.01,857.73,0.59,15710.4,11547.91,0\\r\\n1031,1187,43,Female,0,self_employed,575,2,616,44,6923.92,11619.17,12801.35,12708.79,0.61,732.69,8210.77,4500.38,9899.07,13031.14,1\\r\\n1032,3162,48,Male,3,salaried,146,1,41,126,3008.14,2953.18,3180.23,4581.22,0.27,0.27,56.74,28.09,3636.42,2969.73,0\\r\\n1033,4644,30,Male,0,student,1020,2,541,18,17195.21,16523.78,16407.74,14891.47,671.89,643.31,0.46,0.46,16963.68,16378.62,0\\r\\n1034,618,81,Male,,retired,649,2,1844,324,2889.94,1461.37,2103.43,1752.5,0.23,0.23,714.51,2857.37,1288.95,1830.25,0\\r\\n1035,1598,29,Male,0,self_employed,1020,3,1800,97,1893.08,1893.08,2166.51,1662.57,0.11,0.11,0.11,1142.97,1893.08,2141.93,1\\r\\n1036,2209,53,Male,3,self_employed,334,2,1587,18,6214.94,6498.53,8191.29,9214.27,1157.47,4049.37,1268.47,4246.02,6547.58,6940.34,0\\r\\n1037,5828,70,Male,0,salaried,1096,1,91,49,5324.23,4041.47,4329.66,4419.17,0.17,56.63,339.1,1721.43,3970.96,4262.84,0\\r\\n1038,3423,61,Female,0,salaried,1232,3,359,7,19934.2,4737.24,7271.03,17271.01,17885.28,0.11,3520.24,1449.19,7787.81,5292.64,0\\r\\n1039,3322,32,Male,0,salaried,1020,3,414,108,3191.71,4506.52,4728.04,3735.25,0.34,0.34,1119.67,191.59,3876.97,4667.09,0\\r\\n1040,1167,54,Male,0,self_employed,623,2,1998,91,7102.52,6603.69,6505.28,5088.66,0.34,0.34,133.23,0.34,7052.25,6484.75,0\\r\\n1041,2413,45,Male,3,salaried,1034,1,65,7,13414.04,15090.37,12661.77,13030.4,1.33,3399.44,737.31,692.89,14022.38,12759.5,0\\r\\n1042,1821,43,Female,0,self_employed,531,1,120,58,13029.46,13241.04,13281.66,10849,0.26,85.97,211.83,129.6,13073.18,13294.81,0\\r\\n1044,4430,48,Male,0,salaried,1525,2,256,236,3928.28,4859.79,4820.39,5098.81,0.43,0.43,1214.71,71.86,4652.69,4876.85,1\\r\\n1045,931,31,Male,2,self_employed,1494,2,1701,4,918.9,719.05,14296.23,3788.81,3857.56,55643.27,19372,61731.05,1310.12,36024.76,1\\r\\n1046,202,42,Male,2,self_employed,623,3,218,31,2026.56,2173.2,2670.14,6086.79,0.13,1.79,146.77,641.42,2061.96,2665.07,0\\r\\n1047,3238,22,Female,0,student,1096,1,483,14,3796.8,16323.06,12519.36,13087.49,1003.32,892.99,14577.21,486.37,5185.42,16226.86,0\\r\\n1048,237,38,Male,,self_employed,1150,3,673,185,2164.91,2164.91,2164.91,2158.15,0.64,0.64,0.64,0.64,2164.91,2164.91,0\\r\\n1049,1852,31,Male,0,self_employed,1489,2,1393,,3303.2,3303.2,3302.38,3276.92,0.39,0.39,0.39,0.39,3303.2,3303.2,0\\r\\n1050,4153,63,Female,0,self_employed,1180,2,1330,139,30507.16,30142.88,30255.93,29818.07,0.19,0.19,0.19,0.19,30482.04,30142.88,0\\r\\n1051,3061,40,Female,0,salaried,1020,2,19,153,3193.71,2859.42,2958.08,2931.74,0.04,0.04,0.04,0.04,2952.62,2918.41,0\\r\\n1052,1342,36,Male,0,self_employed,146,2,2815,205,2864.49,2864.49,6893.03,56296.07,0.36,0.36,0.36,0.36,2864.49,2864.49,1\\r\\n1053,237,23,Male,,student,15,1,888,20,8537.42,132.43,3226.05,1778.9,11429,0.43,2857.57,1429,7318.81,639.35,0\\r\\n1054,628,37,Female,,self_employed,1271,3,2805,239,3995.34,3995.34,3995.34,3970.25,0.57,0.57,0.57,0.57,3995.34,3995.34,0\\r\\n1055,925,54,Female,0,self_employed,431,2,2138,4,5667.67,3524.81,3814.17,4398.7,2143.19,0.33,0.33,371.76,3894.27,3572.96,0\\r\\n1056,6551,48,Female,1,self_employed,1525,3,501,83,3124.17,2964.38,3058.63,2347.13,0.29,0.29,38.44,1589.89,3038.86,2958.46,0\\r\\n1057,5451,90,Male,0,company,1096,1,11,,3583.57,3583.57,2838.89,2625.75,0.29,0.29,0.29,0.29,3583.57,3172.04,0\\r\\n1058,2732,30,Male,0,salaried,1534,3,172,27,3115.61,3051.99,3787.3,4411.62,129.2,0.63,56.85,4378.69,3150.38,3062.56,0\\r\\n1059,3232,33,Male,0,self_employed,1096,1,144,26,851.27,1744.94,3543.64,597.56,1429.26,20714.97,5000.69,7555.54,2778.61,2599.18,0\\r\\n1060,1464,37,Male,0,salaried,834,2,1924,26,1001.6,1435.22,1939.93,4043.23,55.5,24.03,1184.23,2166.89,1792.07,2397.04,0\\r\\n1061,7094,20,Male,0,self_employed,1020,1,240,100,2414.34,4068.33,1994.03,714.78,0.27,0.27,83.77,32.49,2565.19,2618.39,0\\r\\n1062,522,46,Female,,self_employed,762,2,3284,24,6415.01,7486.43,6745.11,5686.31,214.7,1418.57,1286.13,286.13,6385.45,7284.32,0\\r\\n1063,2278,74,Female,0,self_employed,1020,1,522,75,4997.78,4997.78,4201.47,366.88,0.27,0.27,0.27,0.27,4997.78,4997.78,1\\r\\n1064,4163,85,Male,1,,299,2,373,86,2447.83,7515.37,8212.52,10654.11,0.16,0.16,5457.09,1069.3,6071.09,8172.59,0\\r\\n1065,2167,50,Male,2,self_employed,485,2,1510,0,47823.75,48426.48,42094.73,17399.93,399.16,440.04,571.76,1700.84,47645.78,48834.16,0\\r\\n1066,1437,34,Male,0,self_employed,1020,2,1201,305,3918.89,3917.06,3914.64,3885.36,0.57,0.57,0.57,0.57,3917.13,3914.74,0\\r\\n1067,2387,19,Male,0,student,1020,2,15,34,9563.89,9621.03,7834.95,7378.43,0.63,3023.74,0.63,0.63,9601.32,7217.59,0\\r\\n1068,813,90,,,self_employed,834,2,1404,3,4501.5,4467.81,5335.9,8027.03,67.42,0.04,0.04,14285.76,4472.46,7232.79,0\\r\\n1069,5879,76,Male,0,retired,834,3,1231,28,901.98,6822.18,2683.56,3133.39,1757.34,11175.51,23.2,7675.51,1165.61,3613.52,1\\r\\n1070,790,39,Male,3,salaried,1094,2,473,19,4690.33,5180.38,5150.76,6385.3,171.96,694.43,619.16,91.1,4861.37,4838.11,0\\r\\n1071,3168,43,Male,2,self_employed,905,1,34,80,56597.37,56592.35,56554.58,55847.64,0.53,0.53,0.53,0.53,56595.21,56592.35,0\\r\\n1072,3363,44,Male,0,salaried,363,2,63,25,1343.78,4409.34,3161.39,4333.58,338.87,338.87,173.76,37.46,3239.84,4368.05,0\\r\\n1074,1310,35,Male,2,self_employed,659,3,2003,32,6473.19,6778.27,2475.42,325.11,0.17,7021.54,305.43,305.43,6545.42,760.9,0\\r\\n1075,1530,32,Female,0,self_employed,1096,1,92,47,1954.17,1954.17,1745.11,1413.15,0.2,500.2,0.2,0.2,1954.17,1826.99,0\\r\\n1076,4589,45,Male,6,salaried,1020,2,582,185,4300.14,1789.2,3885.17,5191.94,0.3,0.3,2480.41,3552.98,6191.4,4029.56,0\\r\\n1078,2453,62,Female,0,self_employed,1020,2,652,0,5095.6,4738.46,4759.43,3946.24,86.36,86.36,0.64,193.5,5009.89,4785.46,0\\r\\n1079,2179,57,Male,0,self_employed,834,2,1242,24,117.77,118.72,1934.16,2400.05,234.09,643.14,178.86,3605.97,163.34,2330.12,1\\r\\n1080,6459,44,Male,0,self_employed,563,3,88,14,3706.76,1965.32,3662.94,2816.45,2477.84,2150.13,736.4,5714.34,3562.94,2327.29,0\\r\\n1081,2499,27,Male,0,self_employed,1096,1,327,3,17940.88,385.54,3236.25,3658.59,17857.7,436.06,12902.36,1694.01,5802.71,1411.81,0\\r\\n1082,1212,62,Male,0,salaried,,3,1783,48,1157.47,1322.71,1579.55,2249.42,0.11,437.26,0.11,857.26,1208.75,1534.24,1\\r\\n1083,2405,90,,0,self_employed,745,2,298,336,1609.89,1609.89,1609.89,1599.7,0.11,0.11,0.11,0.11,1609.89,1609.89,0\\r\\n1084,5527,66,Male,0,retired,1111,3,2649,26,2662.96,2066.88,2389.6,1798.36,780.26,0.01,571.44,428.59,2701.47,2273.07,0\\r\\n1085,2150,76,Female,0,self_employed,1096,3,1376,3,3662.12,6267.96,6170.57,6009.76,566.19,14.89,3172.03,200.6,5833.68,6285.93,0\\r\\n1086,1202,33,Female,0,self_employed,146,3,2710,6,19286.39,0.66,2562.23,1101.39,40714.94,0.66,0.66,0.66,7685.39,0.66,0\\r\\n1087,316,23,Male,,salaried,409,1,337,18,780.28,903.34,1445.51,1137.48,715.87,4671.95,851.99,5046.79,750.29,2003.95,0\\r\\n1088,1036,47,Male,0,self_employed,1594,2,179,5,1287.97,1241.14,1732.02,15289.06,189.84,1524.52,143.01,1494.44,1300.74,1762.73,0\\r\\n1089,383,26,Female,,self_employed,862,2,136,241,3580.39,4059.18,3805.81,4067.92,0.13,0.13,478.91,314.41,3707.95,3788.12,0\\r\\n1090,3118,90,Male,0,self_employed,1096,2,363,244,1431.1,2145.39,1940.13,2073.89,0.13,0.13,714.41,0.13,1529.63,2145.39,0\\r\\n1092,4591,50,Male,2,salaried,1494,2,1008,23,2929.73,2933.69,2953.28,2859.22,144.67,0.11,0.11,0.11,3002.24,2932.83,0\\r\\n1094,1700,46,Male,0,salaried,630,2,2109,,2650.61,2650.61,2656.75,3644.2,0.39,0.39,0.39,0.39,2650.61,2650.61,0\\r\\n1095,2329,36,Male,0,salaried,1020,2,1027,0,6531.96,5015.86,3249.57,4070.81,5050.87,4862.58,2634.77,2232.03,4720.82,1799.52,0\\r\\n1096,2774,38,Male,2,self_employed,1071,3,623,21,3625.21,2341.16,3042.16,4897.49,286.36,0.64,4166.06,404.53,3651.3,2185.78,0\\r\\n1097,1689,27,Male,0,student,169,3,1711,20,2826.3,4897.97,4673.57,7850.72,757.8,572.09,0.66,636.19,2633.73,5269.44,1\\r\\n1098,809,61,Male,0,self_employed,939,2,2224,116,13523.59,13521.03,10339.66,5310.19,0.6,0.6,0.6,0.6,13522,11123.51,0\\r\\n1099,2720,33,Male,0,self_employed,32,2,820,48,8080.33,8099.49,7933.52,8006.63,0.54,429.11,19.7,75.49,8089.2,7984.31,0\\r\\n1100,4772,54,Female,0,self_employed,1096,3,247,216,1727.03,1535.06,1583.67,1095.69,0.54,0.54,37.47,51.91,1536.58,1578.34,0\\r\\n1101,1041,36,Male,0,salaried,834,2,1130,0,2832.94,3282.93,4944.2,3254.22,96.73,7.51,313.5,2710.03,2342.08,3652.83,0\\r\\n1102,958,72,Female,0,self_employed,875,3,742,108,1711.89,1711.89,1711.89,628.95,0.63,0.63,0.63,0.63,1711.89,1711.89,0\\r\\n1103,1397,55,Female,0,self_employed,623,2,1554,336,14.77,14.77,4833.72,14665.57,0.67,0.67,0.67,429.24,14.77,6222.15,1\\r\\n1104,6046,46,Male,0,salaried,1621,2,50,145,4482.39,6268.1,6144.02,7589.3,0.09,0.09,1785.8,714.37,4605.54,6429.39,0\\r\\n1105,1063,13,Female,0,self_employed,382,2,785,7,1047.51,3265.71,2455.42,7065.56,571.84,0.41,0.41,0.41,2787.11,2497.91,0\\r\\n1106,1251,59,Female,0,self_employed,1033,1,344,,7238,7238,7238,8044.84,0.51,0.51,0.51,0.51,7238,7238,0\\r\\n1107,2540,39,Male,0,salaried,1111,2,728,46,3169.74,3774.16,2838.01,2639.36,0.39,1558.49,606.64,0.39,3189.76,3114.8,0\\r\\n1108,572,40,Female,,self_employed,751,3,1089,30,583.34,7726.2,6611.78,6010.81,0.16,114.44,7143.01,0.16,5263.14,7619.28,1\\r\\n1109,2242,33,Female,0,self_employed,,3,818,124,1886.8,1687.14,1672.49,621.69,0.3,0.3,128.14,110.86,1779.27,1708.6,0\\r\\n1110,788,38,Male,1,salaried,1055,2,2081,41,1491.63,1491.63,1487.86,1475.05,0.5,7.64,0.5,0.5,1491.63,1487.48,0\\r\\n1111,1326,41,Male,0,salaried,146,2,286,14,10116.66,10152.5,10161.31,3533.75,14.34,0.49,50.18,29.18,10125.66,10166.06,0\\r\\n1113,2667,42,Female,0,self_employed,834,3,466,228,2165.07,2159.91,2553.73,2780.93,0.07,0.07,0.07,642.93,2162.22,2699.08,0\\r\\n1114,5901,54,Male,0,salaried,334,1,10,6,14684.1,13248.04,7732.03,3673.45,39012.07,0.1,6279.19,7252.5,6625.41,6119.98,0\\r\\n1115,835,27,Male,0,self_employed,751,2,138,24,1595.08,1846.3,2157.75,1988.61,429.27,0.7,958,976.74,1643.57,2341.88,1\\r\\n1116,5691,38,Male,0,salaried,531,2,1401,11,8113.57,4446.1,7346.49,7852.11,10194.46,11059.39,5000.04,10714.33,9991.69,6377.04,0\\r\\n1118,2378,64,Female,0,self_employed,665,3,569,20,8568.27,7839.7,7351.58,5409.59,728.73,0.16,0.16,31.59,8342.16,7866.06,0\\r\\n1119,255,57,Female,,self_employed,623,2,521,20,2414.6,2243.17,2131.43,1609.53,172.01,172.01,0.59,0.59,2361.4,2088.33,1\\r\\n1120,2959,45,Female,0,self_employed,1381,3,430,7,1662.23,1562.23,1674.9,920.13,100.27,100.27,0.27,214.56,1589.82,1662.23,0\\r\\n1121,326,30,Male,,salaried,1565,2,996,28,736.42,2925.77,3281.94,1126.89,11.4,0.23,2200.74,90.13,2463.6,2981.99,1\\r\\n1122,2994,41,Male,2,self_employed,658,2,735,6,512.64,398.89,2606.88,890.42,1200.49,4286.2,1088.74,8293.64,375.33,1829.12,0\\r\\n1123,1556,52,Male,0,self_employed,61,2,476,111,6224.22,6224.22,6239.67,6408.31,0.61,0.61,0.61,45.51,6224.22,6225.67,0\\r\\n1124,4098,63,Female,1,self_employed,1002,2,303,149,7600.35,7740.87,26831.42,5699.06,0.1,0.1,285.81,4285.81,7738.29,8184.57,0\\r\\n1125,3165,40,Female,0,,146,1,1756,,2051.38,1936.05,1895.01,2061.69,0.06,0.06,0.06,0.06,2027.52,1882.25,0\\r\\n1126,6132,42,Male,0,salaried,905,3,34,14,4918.33,340.76,1472.53,2251.11,5242.93,71.5,382.5,24.39,3638.51,320.45,0\\r\\n1127,2344,35,Male,0,self_employed,905,2,1831,67,1857.64,1920.74,2485.76,2760.53,0.24,0.24,0.24,773.26,1912.04,2685.95,0\\r\\n1128,1108,56,Female,0,self_employed,585,2,458,11,3286.25,14252.24,11380.65,13267.17,357.51,357.51,11612.37,286.09,5881.86,14285.02,1\\r\\n1129,394,56,Male,,self_employed,609,2,993,38,16355.6,16355.6,15498.23,12130.74,0.43,1429,0.43,2.76,16355.6,15250.86,0\\r\\n1130,4266,61,Male,0,salaried,1589,3,275,9,2213.16,6481.97,8103.73,19761.38,26.7,0.13,5094.87,4673.44,3713.38,8194.59,1\\r\\n1131,2569,66,Female,0,self_employed,1020,1,16,61,22561.65,22561.65,20718.33,12482.61,0.53,0.53,0.53,0.53,22561.65,22561.65,0\\r\\n1132,1796,24,Male,0,student,1020,2,543,70,397.56,603.63,1794.84,899.06,0.01,0.01,2233.59,1628.59,599.11,1168.18,0\\r\\n1133,5316,80,Male,0,self_employed,1232,2,7,11,3101.09,5266.01,8920.94,9918.05,2430.94,1143.79,1079.89,1776.69,5131.71,10635.61,1\\r\\n1134,1916,73,Male,0,retired,675,2,867,164,11822.57,11836.85,11850.36,12488.84,0.39,0.39,0.39,0.39,11836.36,11850.22,0\\r\\n1135,722,30,Female,,self_employed,1322,2,2066,21,4613.26,3780.59,4674.47,5255.26,142.96,0.1,0.1,2142.96,4388.49,4782.89,0\\r\\n1136,2175,46,Male,0,self_employed,517,2,420,0,4411.8,631.39,4749.76,3726.98,3428.2,4104.27,455.84,7935.36,5407.11,3096.49,0\\r\\n1137,486,32,Male,0,salaried,1096,2,53,24,18879.78,10967.5,10269.94,7282.65,7008.54,7329.54,3740.73,1203.78,16867.01,6442.53,0\\r\\n1138,2963,41,Male,3,salaried,611,3,589,341,2078.28,2091.68,2075.28,2148.98,0.26,0.26,0.26,61.69,2092.91,2117.91,0\\r\\n1139,1262,22,Male,0,student,15,2,971,41,5534.62,5547.83,4828.05,4237.49,0.54,1429.11,13.76,136.97,5546.57,4716.72,0\\r\\n1140,319,57,Female,0,self_employed,1096,3,1001,54,17955.67,17955.67,16465.66,7207.67,0.01,5714.3,0.01,5714.3,17955.67,16849.68,0\\r\\n1141,6157,67,Male,0,retired,1096,3,27,31,3152.28,3123.28,2358.92,1819.5,0.14,1209.51,0.14,0.14,3131.89,2030.95,0\\r\\n1142,4993,55,Male,2,self_employed,666,3,87,215,232.76,1737.01,1839.04,2050.49,0.43,0.43,1480.04,1469.96,490.05,2642.19,1\\r\\n1143,1879,52,Female,0,self_employed,201,2,913,19,6303.96,6218.25,6231.5,6001.03,86.31,0.6,0.6,0.6,6277.36,6218.25,0\\r\\n1144,804,34,Male,1,salaried,1525,2,686,0,20365.88,2583.25,2485.48,1008.18,19885.11,5100.62,3481.53,4283.88,4161.98,2659.88,0\\r\\n1145,1059,47,Female,0,salaried,1020,1,1207,7,1856.99,502.29,2029.66,2543.5,1022,878.46,323.09,3192.74,1718.16,1714.77,0\\r\\n1146,4221,33,Female,0,self_employed,621,2,208,,3465.97,3465.97,3465.97,3444.01,0.16,0.16,0.16,0.16,3465.97,3465.97,0\\r\\n1148,1464,57,Male,0,salaried,894,2,2597,3,4770.78,5486.18,5049.55,4073.06,10.86,3138.07,714.43,1803.14,5380.42,6168.61,0\\r\\n1149,1196,61,Male,0,retired,896,2,1695,,3695.55,3695.55,3695.55,3672.15,0.5,0.5,0.5,0.5,3695.55,3695.55,0\\r\\n1150,1254,66,Female,0,self_employed,11,3,870,75,810.77,867.91,2865.07,289.33,0.27,0.27,0.27,0.27,865.94,923.21,1\\r\\n1151,1946,29,Female,0,salaried,,1,621,41,4177.63,3393.13,2609.08,1835.2,0.39,786.92,1260.51,3039.52,3114.98,2143.51,0\\r\\n1152,949,41,Male,0,self_employed,621,2,14,3,6003.59,6627.39,4542.32,6168.53,3.44,0.14,450.37,1183.86,6355.76,6054.05,0\\r\\n1153,2412,54,Male,0,salaried,905,2,1310,11,164.39,1445.04,1448.33,2789.27,4.24,0.61,1862.53,5.34,1232.06,1444.61,1\\r\\n1154,4009,52,Female,0,self_employed,834,3,14,18,5812.31,5239.91,5260.2,4029.38,302.87,302.87,0.47,0.47,5605.62,5045.51,0\\r\\n1155,5024,53,Male,0,salaried,,2,175,59,1550.69,1600.04,2501.32,2896.68,0.64,964.7,226.34,504.19,1692.71,2173.94,0\\r\\n1156,1195,47,Female,0,self_employed,488,2,1893,115,11064.53,11064.53,11064.53,8997.18,0.66,0.66,0.66,0.66,11064.53,11064.53,0\\r\\n1157,3294,55,Male,0,self_employed,1593,2,211,53,5285.63,5863.5,5061.85,4438.19,0.09,27.63,799.39,187.94,5722.24,5945.65,0\\r\\n1158,606,36,Female,0,self_employed,1096,3,32,6,1584.6,1390.62,1454.05,1610.86,706.2,760.13,912.21,1029.48,1436.7,1497,0\\r\\n1159,5679,36,Male,0,self_employed,146,2,4101,7,1415.11,2430.07,2034.97,3240.94,714.81,1349.75,992.25,1153.55,1386.71,2286.96,0\\r\\n1160,2932,75,Female,0,self_employed,146,1,75,,7155.98,8155.98,6909.58,904,0.41,0.41,1000.41,7143.27,7638.74,12348.36,0\\r\\n1161,762,45,Female,,self_employed,,2,2552,,5539.23,5539.23,5539.23,5506.03,0.21,0.21,0.21,0.21,5539.23,5539.23,0\\r\\n1162,1713,66,Male,0,self_employed,1110,2,1595,4,6526.25,7816.12,9303.58,10732.41,1442.71,643.44,3447.6,4139.64,8343.59,7958.48,0\\r\\n1163,3906,42,Male,0,self_employed,61,2,1313,4,1133.38,1132.07,6010.89,4415.58,28.84,12535.27,0.27,19285.99,1131.36,9224.29,1\\r\\n1164,4388,35,Female,0,self_employed,1150,2,61,39,16697.38,16697.38,8811,2056.74,0.07,14208.15,0.07,0.07,16697.38,7484.32,0\\r\\n1166,1180,4,Male,0,student,1020,1,16,47,2035.48,1921.2,1832.33,1334.22,0.3,157.44,0.3,0.3,2024.65,1851.15,0\\r\\n1167,2660,86,Female,0,retired,1020,2,357,0,19475.26,24220.68,24053.02,23893.18,1000.11,1428.69,0.11,0.11,23245.63,23993.47,0\\r\\n1168,1781,37,Female,2,self_employed,531,2,1559,26,2721.54,2483.57,3287.53,11328.26,264.49,392.36,0.07,0.07,2709.34,2353.81,0\\r\\n1169,1491,48,Female,0,self_employed,,2,1064,75,4218.99,4218.99,4207.47,4116.47,0.41,0.41,0.41,0.41,4218.99,4218.99,0\\r\\n1170,1913,45,Male,0,salaried,146,3,327,105,2646.45,2542.97,2488.29,1681.24,0.51,0.51,3.37,22.37,2547.81,2463.09,0\\r\\n1171,2307,54,Female,0,self_employed,834,2,18,259,1436.22,2831.22,2830.42,3698.05,0.11,0.11,1537.97,428.69,2085.04,2959.33,0\\r\\n1172,2821,59,Female,0,salaried,996,1,343,42,11932.47,12130.76,11999.12,5015.68,0.04,714.33,198.33,212.61,11959.82,11818.56,0\\r\\n1173,1535,25,Male,0,student,981,2,1566,124,4740.2,4497.35,4431.38,4070.36,0.51,0.51,0.51,0.51,4672.72,4497.35,0\\r\\n1174,4018,51,Male,0,self_employed,1233,3,405,28,12562.33,12254.07,11571.04,10961.05,308.56,1541.59,0.3,308.56,12551.7,11140.37,0\\r\\n1175,381,37,Female,,self_employed,491,2,396,280,2400.33,4828.91,4323.16,4828.25,0.04,0.04,3142.9,0.04,3311.66,4828.91,1\\r\\n1176,2313,57,Female,0,self_employed,1096,3,1443,12,855.54,1075.55,2013.61,3346.73,0.69,0.29,1599.66,1327.71,1603.22,1479.39,0\\r\\n1177,2761,41,Female,0,self_employed,1020,1,239,21,1710.45,1353.31,1488.03,999.26,428.83,0.26,0.26,0.26,1607.01,1355.69,0\\r\\n1178,2655,52,Male,3,salaried,1046,3,1454,58,2725.02,4004.23,2226.42,1121.08,0.39,7.53,13928.5,1769.18,4235.69,1666.27,1\\r\\n1179,1347,37,Male,0,salaried,623,3,1625,13,1487.16,1434.45,2294.06,4316.77,193.43,0.57,143.43,0.57,1463.98,1434.45,0\\r\\n1180,2607,50,Female,0,self_employed,575,3,11,1,898.92,4396.59,3208.11,4786.44,77.11,134.07,3558.41,3197.16,3469.7,3044.27,0\\r\\n1181,593,33,Female,,salaried,531,3,1236,53,38.16,291.95,6503.34,6359.19,0.57,572,197.98,26835.56,162.81,6395.36,1\\r\\n1182,576,60,Male,0,self_employed,913,3,2750,40,3399.07,2756.21,4237.55,1569.02,0.13,25.7,857.27,7252.76,3172.46,7961.15,1\\r\\n1183,1151,60,Male,,self_employed,572,3,2412,117,1525.36,2225.36,2099.4,2077.42,0.07,0.07,700.07,857.21,1718.46,2211.53,0\\r\\n1184,2978,34,Female,0,salaried,1096,3,551,0,3480.04,3086.69,3031.67,2058.14,612.93,718.21,248.77,1914.36,3042.88,3451.59,0\\r\\n1185,4762,61,Male,0,company,1525,3,59,13,2183.31,1904.76,2589.38,2238.42,7892.02,643.34,7751.98,837.63,3104.19,2094.35,0\\r\\n1186,2897,41,Female,0,salaried,1020,2,13,19,12481.51,12234.75,12188.15,14238.39,429.19,429.19,0.61,0.61,12377.61,12209.3,0\\r\\n1187,1828,76,Female,0,self_employed,1232,2,185,26,29107.32,1714.47,11165.97,6645.28,821.71,30000.29,3428.86,0.29,30066.68,1714.47,0\\r\\n1188,3891,72,Male,0,retired,1084,3,1575,227,4723.95,1311.96,2070.79,2037.39,0.2,0.2,0.2,0.2,3194.44,1401.82,0\\r\\n1189,1803,89,Male,0,retired,334,1,2841,44,5370.12,13941.55,6681.11,352.78,0.63,13742.22,8572.06,12.83,12463.72,7298.3,0\\r\\n1190,4276,45,Male,0,self_employed,234,3,168,7,10249.18,8106.32,7112.89,3532.4,2143.54,2143.54,0.69,0.69,8697.46,6862.08,1\\r\\n1191,536,90,,,self_employed,1020,2,15,54,236.81,284.09,1537.96,3078.01,0.31,1682,47.6,5011.34,253.11,747.35,0\\r\\n1192,664,69,Female,0,self_employed,146,3,1745,83,47595.24,76166.67,102971.59,43872.63,0.43,0.43,28571.86,64286.14,47595.24,132387.87,0\\r\\n1193,3071,51,Male,0,self_employed,195,3,639,,2458.09,2565.24,2550.13,2311.31,0.37,0.37,0.37,0.37,2492.58,2597.5,0\\r\\n1194,2677,34,Male,1,salaried,1522,2,754,0,1498.05,114.35,2837.36,5318.49,7779.94,0.61,2718.31,2087.76,626.08,303.63,1\\r\\n1195,269,53,Female,0,self_employed,856,2,1516,215,1464.53,1464.53,1454.15,1390.1,0.54,0.54,0.54,0.54,1464.53,1464.53,0\\r\\n1196,1854,53,Male,0,salaried,751,2,1397,25,18896.64,7203.65,15791.81,25473.06,11693.33,0.34,0.34,2714.63,17687.02,8341.9,0\\r\\n1197,2007,7,Male,0,student,409,2,391,210,1635.98,1635.98,1635.98,1628.33,0.09,0.09,0.09,0.09,1635.98,1635.98,0\\r\\n1198,6383,56,Male,0,salaried,485,1,1491,152,6162.94,6162.94,6162.94,6984.27,0.37,0.37,0.37,0.37,6162.94,6162.94,0\\r\\n1199,7049,58,Male,2,self_employed,1020,2,12,39,11133.73,11762.18,7641.08,3646.5,0.41,7143.27,0.41,0.41,11217.6,7086.59,0\\r\\n1200,196,90,,,self_employed,1494,2,67,115,1764.22,1764.22,2000.71,2787.8,0.63,0.63,0.63,357.77,1764.22,2075.28,0\\r\\n1202,5460,77,Male,0,retired,146,3,44,52,7793.33,7793.33,5819.45,1422.07,0.13,5000.13,0.13,571.56,7793.33,6254.16,0\\r\\n1203,1166,6,Male,0,student,848,3,2020,,1999.99,1999.99,4076.9,11185.68,0.41,0.41,0.41,1571.84,1999.99,3207.41,1\\r\\n1204,600,27,Male,,self_employed,1185,3,2196,6,4908.92,4923.21,4602.26,3828.43,64.53,0.24,85.96,14.53,4921.24,4934.73,0\\r\\n1205,1038,52,Male,0,self_employed,1084,2,258,33,7153.03,7153.03,6349.48,5624.43,0.64,1000.64,0.64,0.64,7153.03,6155.34,0\\r\\n1206,513,20,Female,0,student,1020,2,80,19,4173.44,13100.64,7856.58,5722.67,10.23,0.41,2865.39,2857.56,9102.2,8499.94,0\\r\\n1207,1591,32,Male,0,salaried,122,3,866,153,863.93,5292.51,4543.47,4776.77,0.54,0.54,8714.83,143.4,2676.74,5361.63,1\\r\\n1208,6041,52,Male,3,self_employed,334,2,10,7,3479.07,6046.63,6488.1,3711.01,134.87,0.37,38396.05,1455.19,4213.15,6582.71,1\\r\\n1209,951,22,Male,0,student,1494,2,1249,35,1209.16,2240.19,1523.65,1312.96,0.41,1428.99,1461.44,694.27,1732.38,1406.9,0\\r\\n1210,3183,42,Female,0,salaried,623,2,521,29,6259.89,5763.84,5663.44,5191.96,0.43,41.7,148.42,290.74,5712.78,5586.2,0\\r\\n1211,2383,39,Female,0,self_employed,1245,2,871,14,9019.26,8876.4,9038.59,9207.03,1000.46,429.03,0.46,571.89,9132.56,8977.78,0\\r\\n1212,1282,52,Female,0,self_employed,1613,2,2413,0,9946.87,145.38,1564.47,3044.36,9864.73,0.44,63.24,5.1,1872.98,145.49,0\\r\\n1213,1142,52,Female,0,self_employed,1020,3,13,38,2182.06,2182.06,2205.07,2407.97,0.07,13.34,0.07,0.07,2182.06,2173.07,0\\r\\n1214,1400,90,Male,0,self_employed,621,2,1988,47,1514.75,1586.18,7963.57,4127.14,0.61,329.39,0.61,14286.33,1573.87,11191.63,0\\r\\n1215,248,37,Female,,salaried,1084,1,276,24,17.26,156.11,1807.35,164.91,143.13,928.84,17565.95,925.45,5210.59,99.39,1\\r\\n1216,326,33,Male,,salaried,672,3,643,19,860.29,3003.14,5428.27,2708.58,3571.61,0.19,5714.47,5714.47,1722.35,6689.78,1\\r\\n1217,1237,64,Female,0,self_employed,834,3,789,116,2906.37,2906.37,2906.37,2842.83,0.64,0.64,0.64,0.64,2906.37,2906.37,0\\r\\n1218,1028,54,Male,0,self_employed,1020,3,15,0,2989.67,2912.14,2851.74,2817.58,75.8,102.94,0.09,10.11,2914.81,2825.73,0\\r\\n1219,1936,33,Male,0,self_employed,,3,1965,23,3332.19,2903.62,2701.19,1718.65,428.64,392.93,0.07,0.07,3258.3,2673.2,0\\r\\n1220,314,20,Male,0,student,575,2,589,13,1481.42,1583.46,1814.93,2390.26,0.43,0.72,97.67,331.97,1521.66,1734.9,0\\r\\n1221,1634,71,Male,0,retired,834,2,18,8,3578.37,3288.52,3257.58,1689.59,481.37,300.17,0.59,0.59,3408.77,3236.64,0\\r\\n1222,1382,39,Male,0,salaried,670,3,1653,104,4057.28,4071.56,4083.37,4130.57,0.03,0.03,28.6,0.03,4060.23,4071.56,0\\r\\n1223,287,90,,,self_employed,637,2,224,268,89.05,2591.12,2236.16,2561.34,0.26,0.26,2502.33,0.26,1526.23,2591.12,1\\r\\n1224,839,71,Female,0,retired,1530,2,3973,28,2506.39,5092.1,3576.67,939.77,5557.77,9286.34,8143.49,2857.77,3964.52,4170.67,0\\r\\n1225,3344,50,Male,3,self_employed,494,2,604,0,2264.01,4026.77,6631.34,41673.02,12857.81,0.67,1755.22,0.67,2508.96,4030.45,0\\r\\n1226,2551,35,Female,0,self_employed,1525,2,15,18,2147.73,1290.59,1632.19,676.35,1143.54,2714.97,143.54,3604.26,1940.84,1440.7,0\\r\\n1227,734,43,Male,0,self_employed,969,3,2158,91,4132.88,4132.88,4685.88,4873.05,0.1,0.1,0.1,1142.96,4132.88,4649.01,0\\r\\n1228,2328,50,Female,0,self_employed,1096,1,129,3,1313.53,1047.32,1832.93,8514.47,495.01,0.26,349.54,1289.31,1192.05,1735.46,0\\r\\n1229,1400,9,Female,0,student,1111,2,1898,,7944.13,7944.13,7944.13,7893.93,0.2,0.2,0.2,0.2,7944.13,7944.13,0\\r\\n1230,5600,28,Male,0,salaried,834,2,14,9,1440.16,8061.91,4204.1,5920.47,812.19,16993.69,6706.2,16606.39,3739.55,4997.42,0\\r\\n1232,5032,59,Male,0,self_employed,745,2,1093,,3099.14,3011.65,3030.91,3044.81,0.01,0.01,0.01,0.01,3035.79,3021.33,0\\r\\n1233,780,38,Female,2,self_employed,395,3,2212,49,2195.95,2884.28,2529.22,1073.15,0.59,1000.59,1085.8,326.93,2419.63,2787.35,1\\r\\n1234,734,32,Female,0,salaried,1111,3,88,17,8617.43,8225.91,8146.29,8476.35,625.76,341.89,234.24,0.04,8470.29,8038.44,0\\r\\n1235,1465,60,Male,0,salaried,871,2,2316,238,922.41,1636.7,1505.33,1622.73,0.16,0.16,0.16,0.16,1242.61,1636.7,0\\r\\n1236,5045,53,Female,0,self_employed,649,2,54,,3077.67,3077.67,3077.67,3058.18,0.66,0.66,0.66,0.66,3077.67,3077.67,0\\r\\n1237,396,22,Female,0,self_employed,1020,2,1372,3,13774.68,14058.94,14392.19,15426.92,18.94,0.11,303.2,505.26,13987.96,14341.29,0\\r\\n1238,430,57,Male,0,self_employed,1477,2,2418,0,5792.24,7329.39,5855.14,2907.67,1263.06,1670.91,2800.2,0.2,6346.36,6657.59,0\\r\\n1239,2977,46,Male,2,self_employed,1589,2,384,20,10312.9,3165.57,4023.71,4216.25,7500.56,0.54,353.23,258.24,8226.05,3219.68,0\\r\\n1240,2543,42,Female,0,self_employed,1589,2,33,,3755.36,3755.36,3757.51,3736.21,0.49,0.49,0.49,0.49,3755.36,3757.73,0\\r\\n1241,1457,23,Male,0,salaried,630,2,1240,27,16.64,318.03,8169.21,21462.19,208.53,3152.24,1170.6,16887.98,129.33,8606.72,0\\r\\n1243,3646,48,Female,0,salaried,1020,1,84,27,419.7,14450.55,2858.91,1552.53,2291.64,117.54,10033.92,1649.4,5517.88,2711.13,0\\r\\n1244,6725,42,Female,0,salaried,1111,3,1223,111,4469.98,2522,2799.43,2304.51,0.4,0.4,0.4,0.4,3354.27,2522,0\\r\\n1245,1011,60,Male,2,self_employed,478,2,915,20,46778,7779.63,35296.86,1691.51,85714.53,0.24,4328.81,10714.53,36342.87,10855.58,0\\r\\n1246,3142,31,Female,0,student,834,3,277,14,14156.22,13533.73,10425.66,4617.9,642.97,5871.54,20.49,0.11,13834.24,11134.19,1\\r\\n1247,994,3,Female,0,student,1096,1,11,207,6551.03,6551.03,6551.03,6536.16,0.39,0.39,0.39,0.39,6551.03,6551.03,1\\r\\n1248,948,45,Male,0,self_employed,1076,3,2142,,1227.15,4084.29,3289.36,4409.14,0.13,0.13,2857.27,357.27,1227.15,4199.5,1\\r\\n1249,2204,57,Female,0,self_employed,409,1,1392,6,77152.47,77295.33,75239.73,72767.31,1285.74,4857.17,1428.6,714.31,76817.49,75719.29,1\\r\\n1250,2786,68,Male,1,retired,834,2,349,21,5801.73,5607.48,5919.56,6832.72,300.09,1607.23,100.09,0.09,5802.72,5367.85,0\\r\\n1251,4836,34,Female,0,salaried,1096,3,92,,1613.66,1620.71,1914.77,2411.72,0.64,0.64,0.64,0.64,1631.64,1937.99,0\\r\\n1252,3051,49,Male,0,self_employed,1395,3,8,,1352.87,2579.3,2333.11,1523.76,0.41,0.41,1252.56,0.41,1813.73,2579.46,0\\r\\n1254,3220,30,Male,1,salaried,623,3,368,60,2904.44,3405.53,2635.55,1433.22,0.37,0.37,501.46,500.06,3219.86,3722.57,0\\r\\n1255,1467,44,Male,0,self_employed,146,2,1050,42,2806.72,2806.72,2267.55,3606.32,0.43,1214.71,0.43,0.43,2806.72,2189.21,0\\r\\n1256,2976,68,Male,0,retired,1181,2,477,,3107.28,3110.9,3110.88,3090.62,0.21,0.21,0.21,0.21,3110.85,3110.9,0\\r\\n1257,5078,49,Male,3,self_employed,1180,2,116,27,3838.37,3848.85,4013.54,3940.58,675.86,0.63,686.34,0.63,4312,3849.03,0\\r\\n1258,1225,38,Male,0,self_employed,15,3,237,11,5153.42,4099.26,2700.87,3397.2,2911.93,2549.17,1857.77,3772.06,3574.87,2820.58,0\\r\\n1261,2079,49,Female,0,salaried,146,1,1226,255,4924.23,4924.23,4924.23,8795.52,0.13,0.13,0.13,0.13,4924.23,4924.23,0\\r\\n1262,2953,37,Female,0,salaried,146,2,1752,4,3669.02,3574.73,3524.39,3233.88,94.9,94.9,0.61,0.61,3590.99,3541.28,0\\r\\n1263,3166,60,Male,2,salaried,334,3,492,0,2433.56,2881.15,4456.12,12104.21,927.46,1149.06,1000.7,4554.4,2916.26,4735.45,0\\r\\n1264,249,44,Female,,self_employed,646,2,397,49,18502.82,18502.82,13772.3,6774.99,0.36,11714.64,0.36,10.57,18502.82,16015.33,0\\r\\n1265,6011,44,Female,0,self_employed,334,1,17,20,5842.46,4069.27,4700.6,3010.18,1883.43,0.44,64.33,822.06,5175.3,4179.05,0\\r\\n1266,1379,90,Male,0,self_employed,1569,2,1104,,8712.22,8712.22,8712.22,8657.03,0.51,0.51,0.51,0.51,8712.22,8712.22,0\\r\\n1267,795,90,Male,0,,991,3,1912,,88516.64,88516.64,88726.49,101320.62,0.16,0.16,0.16,0.16,88516.64,88516.64,0\\r\\n1268,1231,29,Male,0,self_employed,1020,2,443,13,1242.32,1655.94,3890.87,5067.5,332.41,818.13,746.04,5031.76,1292.36,4601.9,1\\r\\n1269,2061,46,Female,0,self_employed,15,2,1288,13,35824.65,34011.79,34229.05,33705.18,1813.4,88.04,0.54,0.54,34824.46,33938.41,0\\r\\n1270,2343,43,Male,2,self_employed,61,2,856,28,591.56,1513.98,2309.76,2576.82,1428.74,490.17,50.17,295.46,883.82,1432.19,1\\r\\n1271,5663,44,Male,3,self_employed,1020,2,60,138,2282.76,2282.76,2325.77,3589.61,0.14,0.14,0.14,0.14,2282.76,2282.76,0\\r\\n1272,2083,44,Female,0,self_employed,146,3,1752,24,3093.55,3079.34,3050.46,2193.26,157.71,157.71,0.57,0.57,3065.97,3367.14,0\\r\\n1273,1779,24,Female,0,salaried,15,2,1680,39,4728.7,4775.84,4789.99,4528.25,0.26,186.14,83.11,253.69,4751.06,4807.88,0\\r\\n1274,1319,8,Male,0,student,1020,2,501,,3114.46,2971.6,2957.46,2516.04,0.21,0.21,0.21,0.21,3099.68,2957.78,0\\r\\n1275,3211,35,Male,0,self_employed,596,2,659,11,232.66,1732.66,3143.35,5328.44,23071.89,12357.6,24571.89,10929.03,2028.23,1025.29,1\\r\\n1276,1415,41,Female,2,salaried,575,3,572,6,2795.41,2609.86,2689.67,1915.02,71.64,143.07,386.1,364.67,2741,2587.77,0\\r\\n1277,1069,43,Male,0,self_employed,1446,2,726,196,3476.85,3476.85,3476.85,3456.24,0.11,0.11,0.11,0.11,3476.85,3476.85,0\\r\\n1278,2949,42,Male,0,salaried,1494,2,67,3,9633.83,12102.23,9142.29,5934.53,3390.57,39848,8307.3,31768.9,6244.63,17160.66,0\\r\\n1279,5355,71,Male,0,self_employed,1111,2,88,0,19004.3,17921.22,18222.95,13797.88,1174.43,135.71,0.23,0.23,18153.63,18012.74,0\\r\\n1280,233,42,Female,0,salaried,485,2,4004,21,6312.66,6910.11,6676.57,12113.1,643.19,643.19,1154.91,136.07,6745.32,6897.68,0\\r\\n1281,2994,51,Male,0,self_employed,1020,2,159,,1649.85,1654.75,1656.68,1432.81,0.16,0.16,0.16,0.16,1654.08,1657.13,0\\r\\n1282,6075,84,Male,0,retired,146,3,41,28,2738.55,2831.78,2889.58,3113.39,39.79,39.79,0.5,0.5,2797.05,2884.78,0\\r\\n1283,876,41,Female,0,self_employed,,2,2413,,2463.03,2463.03,2622.79,3082.81,0.11,0.11,0.11,0.11,2463.03,2463.03,0\\r\\n1284,5504,42,Male,0,salaried,409,2,92,53,7635.61,7635.61,7189.03,6421.12,0.41,143.27,0.41,161.13,7635.61,7050.36,0\\r\\n1285,6076,60,Male,0,salaried,1020,3,240,11,5116.49,3259.09,4429.86,4245.17,3359.57,0.64,2771.53,2481.58,3794.64,4031.48,0\\r\\n1286,360,36,Female,1,salaried,1565,3,63,7,651.58,160.41,1984.71,2432.15,13971.74,470.97,16352,2149.81,4738.97,237.04,1\\r\\n1287,4332,31,Female,0,self_employed,1232,2,7,53,904.06,904.06,1855.89,3183.37,0.17,0.54,0.17,0.17,904.06,1059.75,1\\r\\n1288,3758,41,Male,0,self_employed,615,2,1062,4,5927.05,3492.1,3451.71,3703.46,2428.71,571.57,0.14,0.14,4647.21,3046.78,0\\r\\n1289,1459,64,Male,0,self_employed,656,3,138,,12517.1,12517.1,12779.43,13007.95,0.5,0.5,0.5,0.5,12517.1,12632.31,0\\r\\n1290,610,64,Female,0,salaried,1020,3,1,12,3373.04,3173.47,3060.11,2726.58,199.96,356.57,0.39,143.24,3262.93,2953.17,0\\r\\n1291,793,47,Female,0,self_employed,1111,2,1898,20,789.14,791.85,4170.63,2757.9,1.2,0.34,3.91,2776.49,789.65,2171.02,1\\r\\n1292,1620,44,Male,0,self_employed,1055,3,1635,0,9603.54,9032.11,8597.21,6745.06,857.69,2000.54,286.26,714.83,8844.92,9018.29,0\\r\\n1293,1552,21,Female,0,salaried,623,1,377,0,7462.93,8200.48,6601.76,3351.78,546.54,560.56,1412.33,57.4,7295.82,7748.74,0\\r\\n1294,297,25,Male,,student,1020,2,1114,21,10984.78,10634.26,12236.72,16222.47,355.31,0.2,0.72,214.49,10900.17,11747.16,0\\r\\n1295,5561,59,Male,0,self_employed,,2,632,64,232.79,9254.16,5908.71,9453.69,0.07,0.07,11868.69,37.56,4757.58,6974.91,1\\r\\n1296,1253,73,Female,0,salaried,1525,3,2865,21,1525.26,1511.36,1533.69,2285.41,142.87,857.16,0.01,900.01,1546.55,1337.52,0\\r\\n1298,1844,41,Female,0,self_employed,146,2,367,25,1991.74,76.74,8329.41,76.25,115357.59,0.44,113279.01,0.44,24834.74,76.74,1\\r\\n1299,2715,45,Female,0,self_employed,834,2,219,46,1972.15,2055.22,1837.44,1483.51,0.27,393.13,83.34,0.27,1972.15,1877.8,0\\r\\n1300,458,21,Female,0,student,456,2,1071,,2773.09,2773.09,2578.2,660.83,0.37,0.37,0.37,7.51,2773.09,2798.77,0\\r\\n1301,234,27,Female,0,self_employed,1337,2,449,32,2419.34,3008.63,2702.06,3553.56,0.64,357.79,589.93,9.56,2744.46,2701.31,0\\r\\n1302,2372,37,Male,0,self_employed,258,2,645,311,2500.25,2482.25,2483.49,2467.37,0.07,0.07,0.07,0.07,2485.97,2482.25,0\\r\\n1303,5527,62,Male,0,,15,2,6,147,1495.95,1804.84,2359.96,3066.43,0.6,0.6,0.6,1429.17,1218.05,2313.5,0\\r\\n1304,993,54,Male,0,salaried,807,3,3000,297,1044.82,1044.82,1451.47,2092.91,0.51,0.51,0.51,653.49,1044.82,1565.32,0\\r\\n1305,1524,49,Female,0,self_employed,588,2,1714,103,2176.35,2176.35,2176.35,1678.18,0.6,0.6,0.6,0.6,2176.35,2176.35,0\\r\\n1306,5499,53,Male,3,salaried,1648,2,61,4,11375.8,10735.12,11468.64,16294.53,1782.17,901.36,1618.73,1569.8,10503.68,11044.74,0\\r\\n1307,1719,35,Female,0,self_employed,61,2,1359,272,2245.66,2245.66,2245.66,2234.25,0.61,0.61,0.61,0.61,2245.66,2245.66,0\\r\\n1308,1508,28,Male,0,self_employed,1181,2,186,0,510.6,1559.45,1799.59,1648.99,907.21,632.99,1665.63,1376.77,1590.34,2052.09,0\\r\\n1309,4616,41,Male,2,self_employed,1020,1,239,20,83256.02,76131.1,44390.53,24914.04,11286.93,288.08,4849.79,3580.87,83640,31057.42,0\\r\\n1310,3435,53,Male,0,salaried,1020,2,667,41,2069.81,2161.15,2536.84,3616,0.47,330.1,131.1,1296.62,2125.41,2395.46,0\\r\\n1311,1736,38,Female,0,self_employed,334,2,1587,4,3807.98,1294.01,4185.04,3616.45,33942.99,29093.24,30671.02,30130.97,4710.01,3573.28,0\\r\\n1312,1451,57,Female,0,self_employed,1020,2,967,20,1262.41,1189.52,1465.01,1094.25,6173.44,0.56,6100.56,0.56,2032.11,1189.52,0\\r\\n1313,1067,20,Female,0,student,1020,2,47,32,1616.35,1616.35,1601.87,710.83,0.43,23.26,0.43,0.43,1616.35,1595.73,0\\r\\n1314,2709,83,Male,0,self_employed,1096,2,144,17,10423,9202.77,10470.17,6700.35,1222.06,614.49,0.2,7.34,10181.82,9173.48,1\\r\\n1315,1878,34,Female,0,self_employed,834,3,1219,129,2680.92,2709.49,2722.69,1481.77,0.44,0.44,0.44,0.44,2694.71,2722.39,0\\r\\n1316,458,31,Male,0,salaried,1020,3,3,23,1721.44,3188.87,2035.39,1341.11,32.19,0.44,4543.35,1638.75,2268.65,2380.74,0\\r\\n1317,2672,46,Male,3,self_employed,363,2,1068,5,2114.06,4025.69,5001.65,2505.25,1949.74,1162.17,4346.14,3871.79,3946.82,5734.14,1\\r\\n1318,779,5,Female,0,student,656,2,2883,,2892.99,2892.99,2892.99,5971.36,0.16,0.16,0.16,0.16,2892.99,2892.99,0\\r\\n1319,1927,63,Female,0,self_employed,1020,3,591,94,7678.25,7678.25,7678.25,5377.68,0.59,0.59,0.59,0.59,7678.25,7678.25,0\\r\\n1320,3968,49,Female,0,self_employed,1219,2,274,3,31630.47,438.7,9265.37,4028.61,31220.51,0.17,0.17,0.17,26244.97,438.7,0\\r\\n1321,2199,48,Female,0,salaried,575,3,1264,301,1457.93,1457.93,1457.93,1448.6,0.4,0.4,0.4,0.4,1457.93,1457.93,0\\r\\n1322,621,64,Male,0,salaried,1362,3,2602,20,3724.71,3579.41,3774.72,6149.68,286.06,0.34,143.2,4.54,3688.8,3576.94,0\\r\\n1323,648,43,Female,3,self_employed,1096,3,1660,168,11364.75,11669.68,11675.6,11442.65,0.07,0.07,0.07,0.07,11617.1,11669.68,0\\r\\n1324,2113,42,Female,0,salaried,1477,1,2903,,28699.09,28713.38,29159.82,30013.24,0.36,0.36,157.5,1134.56,28785.3,29143.83,0\\r\\n1325,2809,48,Male,0,salaried,1150,3,1395,,2112.11,2112.11,2112.11,2098.73,0.57,0.57,0.57,0.57,2112.11,2112.11,0\\r\\n1326,499,49,Female,0,self_employed,1038,3,156,42,120.75,149.32,1639.11,74.11,0.53,5600.53,0.53,12600.53,131.59,4710.97,1\\r\\n1327,1447,31,Female,0,self_employed,1111,2,651,43,1007.31,1007.31,1716.38,1470.46,0.4,23171.82,0.4,23571.83,1007.31,2734.5,0\\r\\n1328,5847,62,Male,0,salaried,836,2,22,335,3071.15,3071.15,3540.36,4500.33,0.51,0.51,0.51,0.51,3071.15,3071.15,0\\r\\n1329,1869,90,,0,self_employed,1004,2,307,10,5423.26,403.33,4741.42,5830.38,5019.97,9285.76,0.04,17685.76,2307.45,4970.15,0\\r\\n1330,4990,50,Female,0,salaried,1096,3,294,31,3806.34,5649.51,3692.05,3769.26,0.49,9590.07,448.83,5230.84,4922.2,4047.44,0\\r\\n1331,5500,57,Female,0,self_employed,836,3,1231,207,4193.96,4208.25,4214.92,4212.29,0.5,0.5,0.5,14.79,4204.31,4217.93,0\\r\\n1333,1947,38,Female,0,self_employed,1020,3,1119,105,1182.47,1423.01,1459.03,1911.28,0.21,0.21,169.33,0.21,1339.81,1482.92,0\\r\\n1334,1439,90,,0,self_employed,531,2,585,,2540.18,2540.18,2540.18,2524.1,0.09,0.09,0.09,0.09,2540.18,2540.18,0\\r\\n1335,3347,79,Male,0,retired,485,3,717,5,633.15,502.52,1579.02,681.52,272.56,714.51,13.17,2243.78,566.08,1414.69,1\\r\\n1336,393,37,Male,,self_employed,268,2,2698,41,6619.19,7485.16,3637.77,897.35,0.13,7142.99,428.7,0.13,7233.32,3337.7,0\\r\\n1337,1522,62,Male,0,retired,1096,1,27,21,5011.19,6423.2,10668.13,13020.87,6217.7,3418.03,7494.28,20182.53,8423.79,10799.88,0\\r\\n1338,4084,34,Male,0,salaried,1020,3,541,11,12561.1,8686.09,10158.73,10260.57,343.34,0.49,799.34,75.17,10076.12,9105.96,0\\r\\n1339,6142,44,Male,1,salaried,15,3,33,13,6980.39,6897.98,6804.82,6413.45,1658.03,3550.11,967.14,1438.84,7153.58,6869,1\\r\\n1340,1745,24,Male,0,self_employed,905,2,1341,13,304.35,5125.37,4632.75,4558.56,14.77,1426.25,4835.79,5.71,4353.82,4944.53,1\\r\\n1341,5546,42,Male,2,salaried,1020,1,240,0,7792.63,20911.46,59473.36,129267.44,8689.89,1428.93,2379.54,1000.36,11684.6,45094.53,1\\r\\n1342,2546,61,Female,0,salaried,834,3,105,341,4054.26,4082.83,4088.82,4146.52,0.06,0.06,0.06,0.06,4061.16,4088.36,0\\r\\n1343,4695,67,Female,1,self_employed,1020,1,16,17,1533.86,2048.14,1884.15,1051.46,450.04,714.33,676.09,735.6,1802.52,2061.02,1\\r\\n1344,404,8,Male,0,student,1525,2,146,27,1794.94,1652.08,1710.19,1561.52,142.93,0.07,0.07,28.64,1790.01,1674.2,0\\r\\n1345,1039,51,Male,0,self_employed,334,3,675,26,1597.12,1497.12,1505.5,1116.69,100.56,0.56,0.56,0.56,1586.78,1497.12,0\\r\\n1346,724,46,Male,0,self_employed,1512,3,961,145,1478.21,1478.21,1478.21,1821.21,0.66,0.66,0.66,0.66,1478.21,1478.21,0\\r\\n1347,4622,54,Male,0,salaried,1020,2,227,0,16039.14,5061.3,8042.57,12960.62,18775.66,5804.89,7326.39,2417.34,9326.48,3825.94,0\\r\\n1348,1616,33,Male,0,salaried,478,3,915,146,1538.41,1867.06,1800.24,1896.29,0.2,0.2,85.91,0.2,1625.14,1867.06,0\\r\\n1349,1395,29,Male,0,salaried,1084,3,829,149,1731.09,1743.72,1798.18,1628.25,0.36,0.36,12.99,229.64,1738.06,1783.49,0\\r\\n1350,1149,44,Male,2,self_employed,1135,3,1533,5,9375.36,6502.53,3535.47,905.64,7143.39,5557.67,5937.51,223.23,4896.18,4210.01,0\\r\\n1352,2768,84,Male,0,retired,1096,2,363,28,838.31,581.17,2049.99,477.29,257.59,384.83,0.44,0.44,838.31,581.17,1\\r\\n1353,1333,28,Female,0,self_employed,1096,2,129,12,97.78,4750.64,1806.21,585.19,6000.57,24286.29,10607.71,21729.14,1678.52,3156.66,0\\r\\n1354,859,64,Female,0,self_employed,557,3,2154,,8998.84,10141.69,11033.66,14385.25,0.3,0.3,0.3,0.3,9905.24,11020.99,0\\r\\n1355,2356,52,Male,0,self_employed,925,2,957,100,3076.84,3541.49,3482.74,5120.23,0.24,0.24,464.89,0.24,3365.24,3541.49,0\\r\\n1356,5178,60,Male,1,salaried,1020,3,84,91,5387.98,5412.52,5411.39,5330.18,0.04,0.04,0.04,0.04,5409.13,5412.52,0\\r\\n1357,271,31,Male,,salaried,1096,3,3703,14,1026.7,407.3,1460.48,1307.21,5179.98,3540.19,4203.82,3460.67,1915.46,1632.19,0\\r\\n1358,781,42,Male,5,self_employed,317,3,2905,3,5523.5,5475.18,5649.15,6712.69,1143.39,0.53,1637.93,833.67,5453.63,5846.71,0\\r\\n1359,2751,44,Female,0,self_employed,1020,1,543,13,2537.86,866.43,3482.02,2704.92,2285.86,16603.98,1143,22057.67,1870.87,3714.07,0\\r\\n1360,2474,44,Male,0,self_employed,1464,2,635,14,5990.94,6422.69,6214.87,4520.79,72.1,0.67,72.1,0.67,6362.3,6422.98,0\\r\\n1361,252,28,Female,0,self_employed,705,3,1725,40,1785.77,2071.49,1633.91,1829.07,0.06,642.91,285.77,0.06,1795.62,1677.48,0\\r\\n1362,1921,54,Male,2,self_employed,745,3,1093,76,3084.6,2249.04,3353.92,5051.49,0.46,0.46,1398.49,2747.49,2694.44,2903.75,0\\r\\n1363,1413,33,Female,0,self_employed,1232,3,273,13,7946.53,6952.84,7525.55,3634.16,2620.61,0.43,1040.8,86.14,8048.79,7030.62,0\\r\\n1364,3391,61,Female,0,self_employed,169,3,389,95,3085.2,4512.68,3610.07,1732.13,0.33,0.33,4286.04,0.33,6520.59,2559.78,0\\r\\n1365,4141,48,Male,3,salaried,146,2,367,0,7152.25,2557.52,4437.13,6628.68,9010.52,747,4947.69,10494.94,5355.21,3315.84,0\\r\\n1366,3575,65,Female,0,self_employed,1096,3,483,40,4350.2,4350.2,4694.12,3777.84,0.49,0.52,0.49,0.49,4350.2,4350.18,0\\r\\n1367,2018,45,Female,0,self_employed,334,2,492,76,3808.42,3902.71,3779.11,2219.86,0.07,0.07,0.07,0.07,4245.27,3865.38,0\\r\\n1369,704,41,Female,2,self_employed,146,2,1754,117,7736.71,7736.71,7736.71,6150.27,0.44,0.44,0.44,0.44,7736.71,7736.71,0\\r\\n1370,1718,28,Male,1,self_employed,1164,3,2051,11,1640.81,1522.42,2617.82,1635.48,207.2,142.91,210.16,560.47,1641.03,1766.91,0\\r\\n1371,1358,77,Male,0,self_employed,923,3,2624,160,1459.01,1459.01,1459.01,1497.85,0.2,0.2,0.2,0.2,1459.01,1459.01,0\\r\\n1372,5176,63,Female,0,self_employed,1020,2,84,,3260.74,3255.85,3256.69,3232.89,0.33,0.33,0.33,0.33,3258.38,3255.85,0\\r\\n1373,3365,49,Female,0,self_employed,949,3,342,42,2910.12,3195.84,1992.81,73.95,0.67,143.53,286.39,2057.81,3087.46,2806.9,0\\r\\n1374,1846,58,Male,0,salaried,969,3,1910,145,4492.18,4506.47,4488.75,3211.11,0.3,0.3,0.3,0.3,4505.98,4519.37,0\\r\\n1375,217,55,Male,0,salaried,221,1,68,146,1428.96,1428.96,1428.96,937.3,0.39,0.39,0.39,0.39,1428.96,1428.96,0\\r\\n1376,3132,32,Male,4,salaried,485,2,683,,240.07,1230.7,1676.05,3108.94,0.51,0.51,1023.64,1123.51,409.58,2264.89,1\\r\\n1377,1514,56,Female,0,self_employed,623,2,2398,284,10898.39,11345.79,11529.66,2296.75,0.23,0.23,0.23,0.23,10960.1,10465.84,0\\r\\n1378,662,48,Female,2,self_employed,1020,1,12,336,2623.73,2638.42,4000.38,12284.94,0.49,0.49,0.49,0.49,2623.89,2514.24,0\\r\\n1379,1921,71,Female,0,self_employed,575,2,1264,87,14734.45,10439.08,11546.06,10473.96,0.5,0.5,30714.79,0.5,12808.61,10439.08,0\\r\\n1380,766,10,Female,0,student,514,2,2497,27,6785.93,119.03,2419.19,118.29,7630.32,0.21,963.42,0.21,7019.52,119.03,1\\r\\n1381,1314,49,Female,0,self_employed,,3,1349,97,13660.46,15383.49,16546.57,7883.34,0.54,0.54,1725.8,2502.37,14993.75,16766.38,0\\r\\n1382,2993,59,Male,4,salaried,1020,3,411,0,5209.62,4116.26,3775.87,3463.84,1321.96,773.34,142.89,407.17,3991.89,3690.78,0\\r\\n1383,1766,13,Male,0,student,1020,1,542,339,4616.88,4545.45,4512.45,4272.54,0.23,0.23,0.23,0.23,4582.4,4513.19,0\\r\\n1384,7306,77,Female,0,self_employed,1020,1,240,62,14834.26,15014.05,13910.17,23436.02,0.34,0.34,180.13,73.78,14890.06,14461.6,0\\r\\n1385,1085,25,Female,0,student,1076,3,2541,3,413.44,1511.09,6118.07,646.51,43215.79,16044.94,15740.79,7242.24,2490.38,8219.95,1\\r\\n1386,1372,31,Female,0,self_employed,11,3,870,111,4928.2,4928.2,5212.42,6299.73,0.24,0.24,0.24,0.24,4928.2,5066.49,0\\r\\n1387,2112,7,Male,0,student,1020,2,1451,60,2589.57,2589.57,2489.57,1874.45,0.47,0.47,0.47,0.47,2589.57,2589.57,0\\r\\n1388,2687,70,Female,0,self_employed,1096,2,134,20,29218.08,29003.8,28369.56,7286.36,214.61,371.11,0.33,0.33,29151.58,28749.98,0\\r\\n1389,350,66,Male,,self_employed,1337,3,2400,339,65987.43,65987.43,65987.43,65568.51,0.31,0.31,0.31,0.31,65987.43,65987.43,0\\r\\n1390,1273,40,Male,0,self_employed,822,2,295,30,17977.23,22432.53,30166.27,12882.95,0.2,28846.63,2555.43,13435.47,20077.07,23225.88,0\\r\\n1391,823,48,Male,0,salaried,879,3,2432,16,44226.19,38969.5,33996.66,2857.2,1594.79,51.59,0.47,0.47,41805.02,38954.66,0\\r\\n1392,4447,50,Male,2,self_employed,834,1,1015,89,1007.05,1007.05,5527.01,9782.34,0.36,0.36,0.36,2.5,1007.05,3253.8,0\\r\\n1394,1646,31,Male,0,self_employed,818,2,283,,2330.23,2473.09,2459.95,2899.1,0.37,0.37,143.23,0.37,2433.68,2473.09,0\\r\\n1396,474,35,Male,0,salaried,146,2,133,27,3346.03,6494.39,6872.67,5837.18,56.45,0.11,0.11,13.66,4631.59,7729.61,0\\r\\n1397,597,29,Male,0,salaried,1181,2,234,18,2143.93,1860.07,1852.37,890.39,284.1,284.1,0.24,171.67,2036.26,1864.78,0\\r\\n1398,1533,47,Male,3,self_employed,1020,1,542,56,449.29,1388.39,2807.21,3384.05,0.47,1429.04,938.76,2198.04,4469.46,1769.14,1\\r\\n1399,3186,60,Female,0,self_employed,409,1,319,0,31664.16,24312.24,33308.52,36549.82,28992.84,2646.7,2878.53,1201.46,26588.62,26840.71,0\\r\\n1400,794,21,Female,0,student,334,1,4,14,416.18,206.42,1660.15,3372.76,3304.6,7871.68,3082.84,8634.34,1063.17,1089.39,0\\r\\n1401,6117,80,Female,0,self_employed,1020,2,1,6,29197.84,30484.86,30105.03,33719.22,271.42,178.53,1428.83,0.26,29488.05,30442.35,0\\r\\n1402,1837,61,Female,0,self_employed,1020,3,1201,12,1401.61,2343.19,2178.03,1930.74,316.9,140.16,1354.9,786.39,1759.01,2284.75,0\\r\\n1403,4781,72,Male,0,self_employed,1232,2,882,40,869.92,3850.45,2400.9,2778.51,0.16,1428.73,839.26,71.79,1712.17,2970.39,0\\r\\n1404,4047,54,Male,0,salaried,334,3,10,19,3003.6,2994.61,2033.75,369.27,214.33,3000.04,0.04,263.54,2960.17,2716.42,0\\r\\n1405,4580,74,Male,0,retired,479,2,234,27,11291.2,10960.91,10770.69,9416.19,257.66,143.37,0.51,0.51,11120.39,10827.7,0\\r\\n1407,4451,67,Male,0,salaried,1046,2,102,14,4702.05,2702.05,3256.92,2339.34,2286.3,0.59,429.16,1072.01,3751.31,3020.02,0\\r\\n1408,2405,90,,,self_employed,1271,3,379,18,5887.6,5673.31,5597.83,4554.06,214.63,214.63,0.34,0.34,5806.32,5590.36,0\\r\\n1409,1760,25,Male,0,student,1020,3,159,39,6083.02,6083.02,5538.45,5079.5,0.04,995.18,0.04,0.04,6083.02,5442.22,0\\r\\n1410,4139,66,Female,0,self_employed,1388,1,50,54,10780.91,10785,7374.81,3089.76,0.2,8571.63,0.2,0.2,10784.86,9126.01,0\\r\\n1411,4928,43,Male,2,self_employed,1020,3,182,5,4342.06,2403.57,3339.94,2820.72,709.91,679.07,71.96,3006.11,3471.47,2826.77,0\\r\\n1412,673,54,Female,0,self_employed,797,3,1631,33,655.51,2624.72,3581.18,1184.45,0.57,4857.71,1955.5,6815.97,1961.63,3594.07,1\\r\\n1413,299,53,Male,0,salaried,1020,3,831,18,1429.17,1562.24,2480.31,1820.94,0.62,2143.46,0.6,2733.23,4663.26,1278.92,0\\r\\n1414,3383,35,Male,9,self_employed,1004,3,307,0,5499.45,7527.46,7528.91,8370.82,1279.11,216.28,2112.21,1134.91,7125.57,7953.44,0\\r\\n1415,1508,31,Female,0,salaried,478,2,1027,330,2918.61,2918.61,2918.61,2900.12,0.64,0.64,0.64,0.64,2918.61,2918.61,0\\r\\n1416,1301,69,Male,0,retired,259,3,2414,234,6145.56,6232.83,6222.45,6284.33,0.44,0.44,0.44,0.44,6199.73,6232.83,0\\r\\n1417,3547,43,Male,0,salaried,146,3,1754,26,2017.23,1506.9,2247.67,4196.9,2510.2,0.29,2430.63,2613.51,2291.97,1757.55,0\\r\\n1418,543,37,Female,0,self_employed,255,2,1961,320,3595.63,3595.63,3962.45,4985.26,0.57,0.57,0.57,0.57,3595.63,3595.63,0\\r\\n1419,5036,53,Male,0,self_employed,1020,1,145,,72.46,2904.18,1500.7,1602.16,0.06,0.06,0.06,0.06,906.88,3011.55,0\\r\\n1420,6440,59,Male,3,self_employed,334,2,1237,40,2135.52,1678.86,2094.9,2249.08,0.34,14.77,170.54,1536.26,2185.43,2255.57,0\\r\\n1422,3109,61,Male,2,self_employed,1096,1,617,12,13556.13,13967.19,14185.44,15854.62,1214.81,900.17,1587.89,899.9,13550.06,14161.14,0\\r\\n1424,6610,69,Male,0,self_employed,834,3,1231,,3655.6,3655.6,3655.6,3632.44,0.11,0.11,0.11,0.11,3655.6,3655.6,0\\r\\n1425,1448,70,Male,0,salaried,1589,2,1241,24,6705.21,4717.23,4808.4,6166.15,1986.37,1986.33,0.49,0.49,6429.78,4460.25,0\\r\\n1426,2475,90,Female,0,self_employed,1096,2,88,287,6021.03,6003.89,6005.24,5722.54,0.1,0.1,0.1,0.1,6011.57,6003.89,0\\r\\n1427,1021,33,Female,0,salaried,575,3,280,18,2035.69,1850.23,1923.63,1764.18,328.4,328.4,228.66,557.09,1956.48,1958.39,0\\r\\n1428,282,75,Female,,self_employed,1598,2,220,72,11911.57,11911.57,9419.47,2970.84,0.2,0.2,0.2,0.2,11911.57,11911.57,0\\r\\n1429,569,68,Male,0,self_employed,1477,1,2418,94,8815.93,10426.77,11811.93,1120.93,0.24,0.24,1968.23,1959.43,9396.87,11312.88,0\\r\\n1430,1393,21,Female,0,student,1065,2,130,133,1871.88,2542.81,2407.87,2525.21,0.21,0.21,671.14,0.21,2137.99,2542.81,0\\r\\n1431,2028,37,Male,0,self_employed,1138,2,1736,40,13346.67,13111.71,12974.23,13831,0.46,19.74,386.17,1929.03,12952.86,12906.15,0\\r\\n1432,4464,60,Male,0,retired,856,2,1499,44,2960.56,2960.56,2253.95,1523.65,0.04,1428.61,0.04,0.04,2960.56,2269.31,0\\r\\n1434,1275,48,Male,0,self_employed,,2,1835,308,5596.4,5610.68,5567.59,8490.93,0.54,0.54,0.54,0.54,5598.37,5556,0\\r\\n1435,4448,46,Male,2,self_employed,621,2,208,46,1130.1,1327.65,1610.55,1431.59,0.51,643.4,611.99,1750.51,1122.91,1732.48,0\\r\\n1436,245,30,Female,,self_employed,623,2,3611,0,254.93,28738.1,8999.63,1068.19,14143.17,29286.85,42063.52,882.99,21896.58,3995.46,1\\r\\n1437,6022,58,Male,2,self_employed,61,3,476,42,5060.16,5269.86,7287.25,10718.72,0.09,13013.17,209.79,13209.79,5089.09,5455.64,1\\r\\n1438,4430,68,Male,0,self_employed,146,2,140,4,2858.98,3793.5,3253.61,3072.29,370.43,795.03,868.44,175.44,3035.79,3563.37,1\\r\\n1439,2564,52,Male,0,self_employed,1449,3,610,33,1351.66,1450.23,1651.7,1392.72,0.51,2752.21,99.09,3479.3,1389.05,2026.85,0\\r\\n1440,4599,46,Female,0,self_employed,575,3,1264,20,0.37,15925.21,3637.81,503,8571.8,0.37,18877.83,245.21,5525.57,3311.31,1\\r\\n1441,3567,57,Male,2,salaried,468,3,424,11,5395.51,4237.82,3292.01,3095.05,8486.27,107074.94,11598.11,109072.51,4538.75,2104.55,0\\r\\n1443,3268,65,Female,0,self_employed,146,1,75,49,1342.77,1342.77,8707.86,13594.72,0.4,106924.63,0.4,105428.97,1342.77,24724.65,1\\r\\n1444,1461,25,Male,0,student,834,2,349,0,6071.91,6050.72,6290.27,3251,43.56,0.7,97.76,61.41,6070.61,6198.07,0\\r\\n1447,6267,40,Male,0,self_employed,1096,2,43,,4021.11,4021.11,4020.16,3994.2,0.3,0.3,0.3,0.3,4021.11,4019.71,0\\r\\n1448,2964,80,Male,0,retired,1562,2,402,11,4032,3998.24,4054.02,4049.05,34.04,0.27,0.27,112.17,4012.51,4041.75,0\\r\\n1449,1359,9,Female,0,student,1494,2,251,206,257.92,3558.14,2621.08,4322.74,0.1,0.1,3300.32,527.25,1159.89,3530.49,0\\r\\n1450,4112,18,Male,0,self_employed,623,2,642,0,2854.69,3154.69,4258.98,5600.45,1541.3,0.49,1571.91,2857.63,3203.95,3534.42,0\\r\\n1451,694,40,Female,0,salaried,1180,2,116,5,1276.7,4122.81,2031.36,1055.03,81.34,1494.53,2175.05,3.49,1703.42,2685.87,0\\r\\n1452,2691,41,Male,0,salaried,904,3,78,,1971.13,1971.13,1973.28,1967.09,0.63,0.63,0.63,0.63,1971.13,1973.5,0\\r\\n1453,1032,29,Male,0,self_employed,,2,605,54,3175.66,4102.18,4185.32,3965.55,0.01,714.3,1032.27,1601.53,3666.88,4522.62,0\\r\\n1455,5192,34,Male,0,self_employed,905,2,1320,18,4169.23,3140.65,3365.28,3109.8,1029.16,0.59,0.59,0.59,3814.55,3140.65,0\\r\\n1456,1173,37,Male,0,salaried,146,3,2377,20,6461.09,9137.69,7821.5,4367.79,362.59,0.04,6218.41,2263.77,6471.18,8550.27,0\\r\\n1457,4331,43,Male,0,self_employed,61,2,476,67,9868.45,9911.3,7600.52,2996.17,0.1,0.1,0.1,0.1,9874.36,9916.83,0\\r\\n1458,1059,71,Female,0,self_employed,1096,2,573,,11205.04,11205.04,11205.04,11134.06,0.39,0.39,0.39,0.39,11205.04,11205.04,0\\r\\n1459,1396,90,,0,self_employed,665,2,177,7,6529.3,25100.73,17070.12,12523.47,28572.11,14286.4,47143.54,0.69,16677.09,23718.24,1\\r\\n1460,3244,68,Female,0,self_employed,15,2,783,7,3056.13,3472.53,3498.24,4024.43,24.27,0.33,583.53,143.19,3291.59,3527.83,0\\r\\n1461,5834,74,Male,0,self_employed,1020,2,60,17,90.43,1519,3098.12,661.07,13572.04,2704.96,3572.04,35834.44,2504.23,5911.34,1\\r\\n1462,4087,55,Male,0,self_employed,1096,1,1343,49,10372.52,10386.8,10516.21,10431.2,0.13,10714.41,0.13,11048.79,10374,10433.71,0\\r\\n1463,2285,64,Female,0,self_employed,1111,3,278,25,1968.76,14074.38,6283.6,5645.62,57.69,7782.76,12663.26,0.54,2043.83,10530.05,1\\r\\n1464,3609,42,Male,0,self_employed,1046,2,2451,61,14589.42,14719.01,14263.36,9557.1,0.14,0.14,0.14,0.14,14692.34,14811.82,0\\r\\n1465,1541,20,Male,0,student,1096,2,924,329,341.45,3198.59,2541.78,3178.53,0.37,0.37,2857.51,0.37,1228.15,3198.59,1\\r\\n1466,1874,54,Male,0,self_employed,1020,1,522,28,9296.12,10293.42,6243.36,3622.06,1429.27,5714.99,2426.57,4570.41,10019.1,5070.05,0\\r\\n1467,3696,69,Male,1,retired,1232,3,149,271,2008.71,2006.62,1993.33,1961.99,0.56,0.56,0.56,0.56,2007.58,1990.03,0\\r\\n1468,4641,36,Female,0,self_employed,146,3,184,47,18807.93,18907.93,15342.67,7584.12,0.14,7744.07,200.14,477.21,18866.55,15982.17,0\\r\\n1469,1004,33,Female,0,self_employed,1252,3,2056,115,897.86,1069.29,2373,1580.34,0.66,0.66,0.66,2143.51,934.81,2766.06,1\\r\\n1470,2867,69,Female,0,retired,649,2,54,77,-5213.02,26616.49,8067.56,657.16,0.43,0.43,3229,0.43,-3374.18,26616.49,0\\r\\n1471,396,41,Male,2,self_employed,462,2,2475,0,389.24,3936.52,4441.83,9665.23,50244.77,2911.91,27318.87,25620.41,1743.33,3796.92,1\\r\\n1472,469,30,Male,0,self_employed,1232,2,1791,0,250.6,11088.22,4620.36,5364.58,3378.07,13950.27,16898.45,6785.57,7199.19,5132.91,1\\r\\n1473,1272,46,Male,3,self_employed,1239,3,2804,12,655.89,127.52,1673.88,1464.37,21557.1,400.47,20971.59,516.74,4550.95,164.77,1\\r\\n1474,2251,58,Male,0,salaried,1111,2,1603,14,8142.95,5999.36,9359.29,16955.51,4077.81,5138,2177.08,7042.97,9124.53,10303.67,0\\r\\n1475,2291,64,Male,0,salaried,630,3,887,48,1701.32,1701.32,1572.29,1406.78,0.14,285.86,0.14,0.14,1701.32,1599.94,0\\r\\n1476,865,36,Female,0,self_employed,282,3,2620,5,2150.54,2093.4,2051.06,1884.84,71.73,71.73,0.3,0.3,2095.87,2051.47,0\\r\\n1477,4252,35,Male,0,self_employed,949,2,342,27,2194.61,2124.91,2146.42,2109.05,67.26,20095.33,0.04,20095.33,2191.44,2124.81,0\\r\\n1478,1766,79,Male,0,retired,1034,2,1272,1,2028.42,2168.42,2188.11,2727.57,146.14,144,286.14,257.57,2050.39,2198.29,0\\r\\n1479,740,55,Female,0,self_employed,234,3,2249,15,7025.12,1470.38,1630.05,199.8,6952.11,1429.26,1397.37,172.11,4304.9,390.2,0\\r\\n1480,2006,31,Male,0,self_employed,1020,3,1120,35,3461.22,4392.15,5503.6,10890.02,0.36,643.21,114.64,1100.36,4300.94,4841.11,0\\r\\n1481,301,34,Male,0,salaried,1174,3,913,284,1543.37,2971.94,2643.54,2957.97,0.01,0.01,1428.59,0.01,1986.72,2971.94,0\\r\\n1482,5857,66,Male,0,salaried,1020,2,52,7,3940.65,3438.94,1797.54,565.2,142.9,2779.51,3085.76,371.47,1421.5,2131.55,0\\r\\n1484,1922,32,Male,0,self_employed,50,2,654,11,2813.02,2628.64,3086.85,3750.53,1.69,1.78,601.77,1179.96,2552.82,3127.7,0\\r\\n1485,793,29,Female,,self_employed,491,2,619,10,4120.53,2834.81,2966.45,2319.68,1286.29,0.57,0.57,0.57,3278.16,2834.81,0\\r\\n1486,6270,79,Male,0,self_employed,1020,1,13,26,19382.89,15082.95,16008.88,12720.99,350.94,1052.67,571.64,0.21,19381.66,14389.59,1\\r\\n1487,3600,62,Male,0,self_employed,1020,2,356,3,39518.75,3943.14,18344.77,7622.66,1428.87,1319.59,1134.59,11928.16,27781.41,14146.8,0\\r\\n1488,2329,33,Female,0,salaried,623,2,621,28,8576.88,7027.81,6273.34,2077.53,1625.37,1111.31,133.44,1742.94,8594.9,6930.1,0\\r\\n1489,1309,76,Female,0,retired,318,3,1354,151,3444.32,6956.69,5256.62,4166.01,0.19,0.19,270.07,3071.61,6662.25,4078.14,0\\r\\n1490,2751,85,Male,0,self_employed,1020,1,12,6,11387.05,8504.13,8736.09,5572.23,3203.9,0.66,0.66,0.66,9200.01,8504.13,0\\r\\n1491,2678,69,Male,0,retired,1364,1,202,5,6305.84,8295.54,8716.41,16636.21,684.37,857.88,2517.73,1263.67,7274.04,8713.33,0\\r\\n1492,1169,43,Male,3,salaried,50,2,2954,0,2459.71,1186.31,1669.03,2341.46,3487.56,0.61,957.46,3.56,1357.62,1649.29,0\\r\\n1494,3294,47,Female,0,self_employed,26,2,221,5,1898.67,1528.13,1469.78,746.91,368.5,535.84,0.26,167.6,1704.13,1415.8,0\\r\\n1495,2709,41,Female,0,self_employed,630,3,3812,20,4314.72,2886.15,3798.27,4290.09,1429.23,0.66,0.66,1429.23,3871.37,3208.73,0\\r\\n1496,3607,61,Female,0,self_employed,122,2,296,173,19832.34,22641.48,22937.16,25473.68,0.51,0.51,2286.23,1280.51,21091.45,22969.02,0\\r\\n1497,3062,34,Male,0,self_employed,1577,2,815,220,2441.11,2441.11,2441.11,1611.05,0.63,0.63,0.63,0.63,2441.11,2441.11,1\\r\\n1498,1519,55,Female,2,salaried,334,2,141,24,7516.45,7554.66,7505.16,7653.97,49.29,353.98,16.07,80.93,7576.98,7490.63,0\\r\\n1499,1591,38,Male,1,self_employed,320,2,1053,32,2320.25,5289.5,2484.84,8653.59,0.56,8629.13,2969.81,4877.71,2425.62,3156.85,0\\r\\n1501,736,47,Female,0,self_employed,61,3,2997,167,4791.94,4849.08,4877.41,4522.39,0.54,0.54,0.54,0.54,4821.5,4876.73,0\\r\\n1502,1338,33,Female,0,salaried,1020,3,239,153,3776.06,4066.19,4416.69,4882.68,0.13,0.13,167.41,340.52,4006.08,4416.16,0\\r\\n1503,1673,42,Female,0,self_employed,15,2,971,7,4896.9,3301.19,3373.43,3069.88,1481.81,0.39,0.39,0.39,3779.66,3227.45,0\\r\\n1504,1356,81,Male,0,retired,1161,3,2349,32,3434.76,3720.47,2954.59,1904.58,0.31,6921.01,571.74,5714.6,3636.73,2701.48,0\\r\\n1505,6236,60,Male,0,self_employed,1277,1,43,14,717.05,2180.09,3027.08,3871.59,1.49,3.16,1058.37,330.66,1260.42,2686.63,0\\r\\n1506,1748,78,Female,0,retired,146,2,140,62,3404.99,3262.14,3180.39,2987.75,0.3,0.3,0.3,100.3,3239.48,3273.66,0\\r\\n1507,3595,78,Male,0,retired,1525,1,276,189,7912.32,7912.32,7913.18,12378.22,0.54,0.54,0.54,1.97,7912.32,7913.47,0\\r\\n1508,317,43,Male,,self_employed,856,3,71,13,3539.83,3482.4,3822.37,2165.06,9208.07,7658.64,9157.79,6143.5,4119.97,3145.58,0\\r\\n1509,194,66,Male,0,retired,1565,3,1506,188,1545.01,1686.07,1643.3,1901.95,0.09,0.09,141.14,0.09,1559.6,1686.07,0\\r\\n1510,4610,90,Female,0,self_employed,1181,1,186,11,13759.44,13817.84,13862.11,12820.79,5.5,0.96,515.81,730.71,13871.39,13976.09,0\\r\\n1511,2245,43,Male,0,salaried,334,2,323,44,24851.53,22947.46,26789.16,1912.68,0.13,7142.99,5357.09,23546.85,21700.42,27491.89,0\\r\\n1514,2923,30,Female,0,self_employed,834,3,106,13,1776.06,1676.06,1969.33,1722.36,100.7,166.33,0.7,597.61,1724.34,1884.72,0\\r\\n1515,2244,74,Male,2,self_employed,15,1,890,0,2967.3,2755.87,1756.18,2071.85,6014.96,20457.81,2567.24,3191.91,1614.7,1500.48,0\\r\\n1516,4211,54,Male,0,self_employed,891,2,360,5,5446.12,3656.41,4697.71,6177.73,3535.1,1737.96,1670.81,2466.3,4761.27,3376.39,0\\r\\n1518,310,41,Female,0,self_employed,1235,3,4141,166,8744.44,8744.44,8744.44,8632.99,0.21,0.21,0.21,0.21,8744.44,8744.44,0\\r\\n1519,1376,4,Male,0,student,409,2,248,160,8017.18,8017.18,8017.18,7900.11,0.41,0.41,0.41,0.41,8017.18,8017.18,0\\r\\n1520,3532,61,Male,2,self_employed,1020,2,1357,14,858.4,2636.24,1717.98,1421.28,815.24,2275.17,1037.67,3324.71,2001.66,2495.99,0\\r\\n1521,2474,44,Female,0,self_employed,334,3,1290,19,2476.06,1222.1,3463.61,10379.71,2143.19,2228.9,889.23,3706.99,2166.27,2381.57,0\\r\\n1522,4156,90,Male,0,retired,1020,2,291,0,9361.83,5898.84,7184.08,28841.76,17049.12,354.22,4140.46,4200.91,4545.7,7222.36,0\\r\\n1523,4675,62,Male,0,salaried,241,3,2486,19,5501.3,4643.37,5207.99,14816.8,428.84,714.56,1016.36,1058.56,4576.57,5180.88,0\\r\\n1524,5901,89,Male,0,retired,649,2,54,26,3859.48,3859.48,3799.73,3339.24,429.19,714.9,286.33,286.33,4019.58,3721.23,0\\r\\n1525,2676,34,Male,0,salaried,409,3,1376,26,3392.39,2935.9,3657.48,12414.35,3857.46,3857.46,3337.14,2041.39,5441.44,3410.5,0\\r\\n1526,2665,37,Male,0,salaried,,3,747,12,1212.05,2140.62,1796.14,5927.11,572,109.14,1429.14,0.57,1707.13,2162.05,0\\r\\n1527,4692,51,Female,0,self_employed,1020,1,80,7,14166.83,8714.83,8701.31,8712.69,2.21,0.57,824.14,91.86,8378.5,8801.01,0\\r\\n1528,3723,90,,0,company,409,2,247,42,7285.42,7285.42,6023.19,4124.11,0.16,2481.59,0.16,0.16,7285.42,6173.71,0\\r\\n1530,1532,50,Female,0,self_employed,1096,3,2005,41,1841.5,1892.5,1771.26,692.95,0.54,857.69,0.54,871.97,1862.52,2025.2,0\\r\\n1531,2030,46,Female,0,salaried,1525,2,1440,24,3207.01,3079.06,3157.8,3730.73,520.79,462.61,189.33,277.77,3270.51,3171.81,0\\r\\n1532,1340,58,Female,0,self_employed,372,2,236,98,3384.34,3384.34,3390.48,721.04,0.5,0.5,0.5,14.79,3384.34,3388.49,0\\r\\n1533,2524,29,Male,0,self_employed,169,1,416,,374.5,5088.79,4653.94,3359.55,0.67,0.67,5000.67,0.67,4310.46,5045.08,0\\r\\n1534,1641,44,Female,0,self_employed,496,2,1895,111,4319.55,4319.55,4314.88,3999.55,0.27,0.27,0.27,0.27,4319.55,4319.55,0\\r\\n1535,2049,33,Male,0,self_employed,762,2,1434,234,1261.32,1314.98,1524.79,710.98,0.43,0.43,54.09,36.03,1303.88,1343.7,0\\r\\n1536,1923,41,Female,0,self_employed,34,1,380,0,2618.72,2273.81,2184.85,1537.34,69.59,467.23,14.86,29.2,2498.21,2184.02,0\\r\\n1537,5353,43,Male,0,salaried,1076,3,64,19,1268.19,2688.93,1551.72,1363.23,9.06,1490.16,1429.8,109.42,1610.59,1606.95,0\\r\\n1538,1431,62,Male,2,self_employed,1494,3,1008,3,3303.23,2212.58,3005.68,4033.1,2960.97,3174.71,1441.75,3895.76,2717.16,3402.58,0\\r\\n1539,1334,67,Female,0,self_employed,1337,2,449,48,5389.01,5389.01,5292.23,5047.74,0.61,214.9,0.61,0.61,5389.01,5312.97,0\\r\\n1540,1552,23,Male,0,salaried,1096,3,1360,0,1874.22,1378.63,1492.26,747.68,871.74,1943.17,90.44,1836.15,1593.27,1430.68,1\\r\\n1541,1630,71,Female,0,retired,1626,3,2195,30,7133.47,7133.47,3868.07,10311.6,0.64,101.3,0.64,0.64,7133.47,2264.03,0\\r\\n1542,3093,58,Female,0,salaried,814,2,827,19,2151.18,2167.53,3257.69,3380.87,727.14,7.77,752.06,1857.77,1920.86,3869.67,0\\r\\n1543,920,27,Female,,self_employed,1110,3,2007,209,715.76,715.76,1701.86,2076.19,0.57,0.57,0.57,1600.57,715.76,1943.64,1\\r\\n1544,4470,48,Male,2,self_employed,531,3,433,81,1917.09,2114.08,2137.12,1876.51,0.37,0.37,197.36,197.36,1944.26,2232.2,0\\r\\n1545,5178,59,Male,0,salaried,1076,3,456,28,3119.9,3055.85,3057.57,2705.14,101.69,0.44,52.09,0.44,3144.25,3030.21,0\\r\\n1546,539,21,Female,,student,1020,1,60,61,5321.3,5321.3,4363.24,2104.08,0.37,0.37,0.37,0.37,5321.3,5321.3,0\\r\\n1547,2201,63,Female,0,self_employed,61,2,1359,3,4313.92,4457.66,12699.72,19043.61,285.84,285.84,286.73,17497.7,4437.78,14009.65,0\\r\\n1549,2628,33,Female,0,salaried,409,2,3,17,8613.28,27201.68,23280.74,9258.58,0.56,428.71,18588.96,26.1,17591.2,27080.88,1\\r\\n1550,870,50,Male,2,self_employed,1589,2,389,117,3919.57,13191.64,11740.56,12500.81,0.03,0.03,8916.84,273.99,7695.7,13244.66,1\\r\\n1551,222,60,Male,,self_employed,69,2,2564,216,2894.75,2894.75,2894.75,2887.97,0.07,0.07,0.07,0.07,2894.75,2894.75,0\\r\\n1552,1828,49,Female,0,self_employed,995,2,200,140,11841.38,11841.38,11841.38,9204.12,0.13,0.13,0.13,0.13,11841.38,11841.38,0\\r\\n1553,830,53,Male,0,self_employed,904,2,1136,200,27860.75,29289.32,29223.64,33078.24,0.44,0.44,1429.01,0.44,29092.28,29289.32,0\\r\\n1554,1633,29,Male,0,self_employed,1589,2,33,80,2030.85,2070.44,1955.09,989.92,0.3,0.3,0.3,2143.16,2056.85,2326.7,0\\r\\n1555,3202,45,Female,0,self_employed,1464,2,635,335,2083.87,2083.87,2083.87,2070.11,0.63,0.63,0.63,0.63,2083.87,2083.87,1\\r\\n1556,4751,60,Male,1,self_employed,1020,2,13,95,1018.32,1757.2,2889.11,1146.75,0.11,0.11,1285.83,2898.81,1582.88,2928.09,0\\r\\n1558,1903,55,Male,0,self_employed,328,2,1968,31,3923.63,4332.2,1502.53,1808.23,0.26,4285.97,408.61,1.69,3997.16,462.52,0\\r\\n1559,2012,37,Female,0,salaried,575,3,1720,60,31220.28,30320.28,29292.31,23916.44,0.67,0.67,0.67,0.67,30723.73,30320.28,0\\r\\n1560,727,90,,,self_employed,1020,2,86,297,3641.92,3641.92,3641.92,3615.46,0.41,0.41,0.41,0.41,3641.92,3641.92,0\\r\\n1561,1097,47,Female,0,self_employed,,3,683,20,3342,3063.43,3126.31,2912.35,507.24,142.96,71.53,0.1,3272.05,3048.23,0\\r\\n1562,5424,57,Male,0,salaried,706,3,426,9,2273.85,4760.05,3681.59,4176.85,2000.24,0.24,2943.1,4.13,984.36,4831.96,1\\r\\n1563,913,38,Male,2,self_employed,623,3,1639,4,623.21,2794.48,2438.79,234.14,2121.89,1614.74,5007.36,2065.53,1579.8,2760.86,1\\r\\n1565,599,41,Male,0,company,623,2,317,89,1766.25,1766.25,2010.2,2350.62,0.56,0.56,0.56,371.99,1766.25,2005.88,0\\r\\n1566,2627,32,Male,0,self_employed,578,2,2721,131,1453.96,1489.6,1489.06,1452.33,0.03,0.03,35.5,7.17,1465.32,1490.75,1\\r\\n1567,1583,35,Female,0,student,1216,2,407,,17929.69,17949.36,13032.19,7284.37,0.11,0.11,19.63,0.11,17943.94,13484.84,0\\r\\n1568,1858,73,Female,0,self_employed,1034,2,65,,19532.48,18961.05,18881.18,16953.23,0.11,0.11,0.11,0.11,19532.48,18739.86,0\\r\\n1569,5805,64,Male,1,self_employed,1020,1,1,0,22784.27,9286.24,15756.44,12107.21,100000.53,71429.1,65031.61,60696.28,13119.56,22882.04,0\\r\\n1570,3386,54,Female,0,self_employed,1271,2,2644,336,2972.33,8048.92,6760.45,7482.51,0.29,0.29,2143.14,0.29,4416.43,8028.65,1\\r\\n1571,2846,36,Male,0,self_employed,1096,3,581,137,3437.35,3101.21,2622.97,2770.22,0.14,0.14,2869.61,6034.16,2953.25,3976.95,0\\r\\n1572,2323,27,Male,0,student,1020,2,16,4,787.88,703.86,1681.37,1871.48,140.75,314.91,126.04,2699.29,768.48,2047.75,1\\r\\n1573,674,46,Male,0,self_employed,1033,3,2726,248,24647.17,24647.17,24954.39,31580.99,0.4,0.4,0.4,0.4,24647.17,24647.17,0\\r\\n1574,863,35,Male,0,salaried,743,3,3621,184,252.8,1681.37,2766.65,9202.04,0.06,0.06,1428.63,0.06,400.58,1822.14,0\\r\\n1575,1718,55,Female,1,self_employed,1224,2,1915,14,9291.9,9195.89,7214.99,4873.67,1571.81,7000.39,143.24,0.39,9977.56,6650.22,0\\r\\n1576,3015,46,Male,0,salaried,1020,2,239,20,192364.72,4132.72,47455.08,32.89,193846.99,4458.28,4832.03,285.22,141176.07,702.42,1\\r\\n1577,355,24,Male,0,self_employed,658,3,735,4,1180.75,1431.04,1618.47,1419.05,445.16,679.14,1375.35,1468.17,1172.68,1931.82,0\\r\\n1578,728,45,Female,0,self_employed,146,3,75,0,145.85,12814.03,8957.16,9687.64,10196.64,429.11,22864.83,30.57,2287.14,12445.34,1\\r\\n1579,1719,38,Male,3,self_employed,243,2,630,25,3756.93,3844.96,3847.54,3639.66,0.17,0.17,19.26,143.03,3765.47,3850.73,0\\r\\n1580,1261,42,Female,0,salaried,569,2,768,40,10948.94,10948.94,10830.66,5899.77,0.39,440.39,0.39,220.39,10948.94,10814.1,0\\r\\n1581,3204,62,Female,0,self_employed,1020,1,143,140,16656.14,15954.72,16185.52,13650.64,0.57,0.57,0.57,0.57,16450.73,15989.65,0\\r\\n1582,1361,31,Female,0,salaried,649,3,1844,17,6054.64,5877.19,6007.45,3743.29,186.41,0.7,8.96,109.8,5970.68,5946.52,0\\r\\n1583,917,38,Male,0,salaried,1232,3,104,0,1708.98,3589.21,3014.15,3330,72.13,772.13,914.99,1286.41,3095.58,3319.99,0\\r\\n1584,398,43,Male,3,self_employed,1232,1,7,9,27.95,455.05,2179.48,9170.94,1.81,13.97,2120.09,2398.36,1320.89,1472.67,1\\r\\n1585,3140,47,Male,0,self_employed,499,2,647,52,17463.56,17460.9,10934.92,158.03,0.51,17157.66,0.51,357.66,17462.73,14910.35,0\\r\\n1586,1015,15,Male,0,student,1020,2,2,63,1582.22,1693.17,1566.54,1259.87,0.41,0.41,111.36,714.7,1612.83,1923.58,0\\r\\n1587,4995,50,Female,0,self_employed,334,2,124,65,2356.9,2356.9,2334.28,2237.9,0.14,0.14,0.14,0.14,2356.9,2356.9,0\\r\\n1588,3912,55,Male,1,salaried,1232,3,7,286,6267.74,3783.08,4632.76,3056.96,0.6,0.6,0.6,0.6,6037.81,3802.79,0\\r\\n1589,195,34,Female,,self_employed,834,3,1219,184,1.54,6458.69,5642.27,6449.15,0.53,0.53,6457.67,0.53,4009.42,6458.69,1\\r\\n1590,765,16,Female,,student,968,3,2123,,374.38,2517.24,2271.07,2501.66,0.26,0.26,2143.11,0.26,1778.33,2517.41,1\\r\\n1592,241,35,Female,,self_employed,1232,3,359,6,2597.8,387.6,1527.79,532.94,4012.73,0.13,5316.93,57.27,1143.78,410.64,0\\r\\n1593,1346,46,Female,1,salaried,834,1,40,14,25611.76,4817.79,11449.18,7803.36,23046.13,2857.4,1952.16,2400.54,17791.24,6749.45,0\\r\\n1594,1696,52,Male,0,self_employed,1258,3,152,30,59969.02,60189.85,63970.79,171533.49,0.61,971.21,329.19,0.61,60119.68,59515.87,0\\r\\n1596,2256,83,Male,0,retired,1096,2,440,28,3812.08,3517.63,3501.9,2377.02,337.58,337.58,0.19,0.19,3826.27,3524.25,0\\r\\n1597,4364,50,Male,0,self_employed,637,3,224,59,3157.81,3440.55,3155.8,2658.28,0.16,771.59,284.73,0.16,3382.62,3415.67,0\\r\\n1598,3088,87,Female,0,self_employed,1020,1,1451,166,8273.59,8273.59,8273.59,8191.01,0.06,0.06,0.06,0.06,8273.59,8273.59,0\\r\\n1599,2611,61,Male,1,self_employed,1096,3,614,0,5783.23,3557.56,5602.65,2472.19,23857.41,20000.27,15916.56,6760.56,5170.12,5798.41,1\\r\\n1600,1969,47,Male,0,salaried,531,3,678,17,9888.13,9873.84,9844.54,9664.75,14.67,0.39,0.39,0.39,9882.71,9873.84,0\\r\\n1601,392,49,Male,,self_employed,146,3,3824,277,2080.68,2094.96,2102.51,3833.18,0.14,0.14,0.14,0.14,2088.56,2102.34,0\\r\\n1602,5945,79,Male,0,self_employed,1096,3,3,,3535.77,3549.48,3548.94,3504.67,0.61,0.61,0.61,0.61,3547.86,3549.48,0\\r\\n1603,6718,45,Male,0,salaried,146,2,1752,361,28985.28,29699.57,29535.36,33055.92,0.14,0.14,0.14,0.14,29206.95,29699.57,0\\r\\n1604,512,42,Female,2,self_employed,409,3,1657,153,1122.22,1136.5,1957.41,3558.75,0.49,0.49,0.49,1214.77,1135.52,1851.16,0\\r\\n1605,1769,47,Female,0,self_employed,1020,2,591,13,8906.07,3211.28,8697.44,1066.93,5285.91,0.2,2446.63,81.11,7519.21,3229.55,0\\r\\n1606,2760,86,Male,0,retired,146,2,75,,6062.14,5605,5514.26,4466.73,0.54,0.54,0.54,0.54,5857.21,5516.52,0\\r\\n1607,1504,38,Male,0,self_employed,52,2,654,56,2017.12,2743.26,1992.14,1332.42,0.31,3571.74,714.6,1294.43,2217.34,2843.98,0\\r\\n1608,4869,39,Female,0,self_employed,1232,2,149,61,2450.13,1035.85,1493.65,1199.62,0.21,0.21,0.21,0.21,2266.88,1049.21,0\\r\\n1609,626,90,,,self_employed,1458,3,1647,,31022.24,32970.7,33261.23,36727.27,0.47,0.47,1948.93,356.87,32102.43,33052.35,0\\r\\n1610,5761,42,Male,0,self_employed,1325,2,161,26,3376.35,2810.51,3003.05,5304.67,200.53,93.39,0.53,579.1,3252.18,2788.16,0\\r\\n1611,2012,30,Female,0,self_employed,61,2,1334,31,2553.13,2553.13,2107.23,1625.45,0.41,703.27,0.41,0.41,2553.13,1918.29,0\\r\\n1612,1640,52,Male,0,self_employed,862,2,1868,10,7715.76,8787.19,8079.86,5140.35,500.29,1357.43,2428.86,857.43,8720.69,8401.48,1\\r\\n1613,1249,34,Female,0,self_employed,1268,3,2059,7,16081,13656.47,13847.4,9408.92,2437.2,0.37,12.67,58.27,14818.13,13709.98,0\\r\\n1614,3673,41,Female,0,self_employed,334,2,1216,23,675.06,3682.38,2051.52,375.77,214.6,1207.74,3221.92,301.9,1297.76,3415.54,0\\r\\n1615,1721,60,Male,0,self_employed,11,2,1934,,8327.24,8327.24,8327.24,8274.49,0.33,0.33,0.33,0.33,8327.24,8327.24,0\\r\\n1616,951,54,Female,0,self_employed,255,3,1961,213,1431.73,4388.96,4330.82,4365.16,0.66,0.66,2957.8,0.66,4214.53,4388.96,1\\r\\n1617,4258,39,Male,0,salaried,1121,3,293,17,1970.1,3266.73,2357.99,795.25,571.73,6143.16,1839.79,380.49,2461.16,2951.48,1\\r\\n1618,1244,27,Male,0,self_employed,1020,1,321,15,6838.62,2435.8,2812.42,1199.52,5948.29,3864.74,1000.01,957.16,4806.72,1708.15,0\\r\\n1619,2841,54,Female,0,self_employed,146,2,76,,9964.35,9964.35,9916.73,9478.53,0.17,0.17,0.17,0.17,9964.35,9964.35,0\\r\\n1620,1197,90,,,self_employed,334,1,1216,47,2237.34,2294.15,1764.29,1619.27,0.27,643.06,8557.09,8066.31,1969.54,1422.64,0\\r\\n1621,3975,30,Male,1,self_employed,1020,2,47,0,2755.48,4084.28,3899.01,10336.89,556.14,1356.29,1209.64,972.74,3383.63,4077.93,0\\r\\n1622,2946,45,Male,0,self_employed,409,2,585,3,4100.09,4070.09,4016.04,4067.28,316.27,0.56,286.27,0.56,4093.93,4070.09,0\\r\\n1623,483,35,Male,0,self_employed,1146,2,2641,,804.99,4502.31,5344.19,7421.78,0.49,0.49,3700.49,2857.63,1804.28,6795.33,0\\r\\n1624,3176,61,Male,0,salaried,834,2,469,89,8005.38,2208.03,3181.35,4723.07,0.24,0.24,85.96,143.1,4565.55,2424.62,0\\r\\n1626,5206,50,Female,1,self_employed,15,2,49,84,2944.82,3506.53,3592.97,3608.15,0.56,0.56,0.56,0.56,3135.08,3665.52,0\\r\\n1627,341,34,Female,,self_employed,630,3,3693,40,523.1,1165.96,1484.15,837.25,0.51,21.94,1071.94,2429.09,818.67,1397.06,0\\r\\n1628,1195,34,Male,1,self_employed,1198,2,2372,139,3517.53,3592.74,3716,6320.15,0.24,0.24,162.93,162.93,3527.9,3615.57,0\\r\\n1629,1316,53,Female,0,salaried,409,2,273,365,5553.34,5703.34,5677.48,6102.21,0.49,0.49,150.49,0.49,5625.75,5703.34,0\\r\\n1630,1520,46,Male,0,self_employed,745,2,2006,201,3630.74,3630.74,3630.74,3608.56,0.21,0.21,0.21,0.21,3630.74,3630.74,0\\r\\n1631,4175,60,Female,0,self_employed,1096,2,336,28,7506.05,7512.42,8548.17,8758.27,1005.5,696.5,1354.73,1178.59,8053.56,8159.74,0\\r\\n1632,1208,66,Male,,retired,1003,2,2831,55,4928.54,5357.11,3267.27,84.7,0.59,5554.2,429.16,290.98,4928.54,4779.37,0\\r\\n1634,4556,56,Male,0,self_employed,665,3,569,,1906.73,1906.73,1906.73,1895.4,0.17,0.17,0.17,0.17,1906.73,1906.73,0\\r\\n1635,802,52,Male,0,self_employed,1088,2,2200,307,6686.08,6686.08,6812.74,7333.01,0.04,0.04,0.04,0.04,6686.08,6686.08,0\\r\\n1637,5340,35,Male,0,self_employed,1232,1,882,7,2381.08,2413.86,2241.39,2035.96,5.94,2.69,2375.56,4617.2,2226.56,3265.79,1\\r\\n1638,1935,47,Female,0,salaried,146,1,1298,19,15813.66,14625.21,8102.15,2364.76,3871.99,15714.84,2599.96,412.95,17460.98,4880.25,0\\r\\n1639,4828,40,Male,1,self_employed,1525,2,80,38,8384.76,10674.28,8158.88,6153.18,0.51,1289.89,1437.54,999.3,10015.95,7883.26,0\\r\\n1640,828,33,Male,0,self_employed,905,3,1380,88,2228.57,2228.57,2217.81,1719.89,0.57,0.57,0.57,0.57,2228.57,2228.57,0\\r\\n1642,5396,59,Male,0,self_employed,1020,1,118,19,23903.18,22201.53,26493.25,34009.85,1586.37,747.87,0.44,0.44,23619.9,23884.21,0\\r\\n1643,538,51,Female,,self_employed,,2,2050,19,1360.95,1182.04,1566.08,661.1,199.26,199.64,15.61,158.5,1305.42,1623.08,0\\r\\n1644,702,15,Female,0,student,334,2,206,124,101.34,3429.91,4471.25,2845.52,0.47,0.47,3286.19,4158.37,1236.32,4637.07,1\\r\\n1645,2505,29,Female,0,student,334,2,1587,0,3879.28,213.49,2430.95,1825.97,10.79,0.07,10774.34,2864.71,2306.5,2042.91,0\\r\\n1646,1497,48,Male,0,salaried,1417,2,839,205,4812.81,4907.56,4920.07,5185.88,0.56,0.56,0.56,0.56,4825.88,4919.79,0\\r\\n1647,2285,59,Male,0,self_employed,1525,3,809,273,4007.64,4650.48,4781.35,6471.3,0.24,0.24,600.24,357.39,4164.28,4788.73,0\\r\\n1648,2645,41,Female,0,self_employed,146,2,76,54,9920.81,9948.89,9860.1,9467.44,0.63,207.77,28.7,38.83,9921.78,9918.66,1\\r\\n1649,4938,90,Male,0,salaried,318,3,1306,70,2510.73,2510.73,2506.4,2564.04,0.06,0.06,0.06,0.06,2510.73,2510.73,0\\r\\n1650,1396,33,Female,0,salaried,664,3,1328,13,11774.68,11892.41,11938.5,11714.9,386.11,386.11,1489.56,1416.99,11901.15,11905.62,0\\r\\n1651,2188,47,Female,0,salaried,409,3,905,35,1032.11,1606.08,1600.66,1691.86,0.41,348.97,573.5,563.62,1190.56,1778.22,0\\r\\n1652,2125,42,Male,2,self_employed,1232,2,1791,10,1506.74,947.85,6681.38,14275.78,1274.17,5019.19,646.63,11354.54,2309.36,5911.8,0\\r\\n1653,4938,41,Male,3,salaried,1348,3,178,0,1162.18,485.58,1522.93,298.02,6058.97,6207.4,3964.09,1041.97,1413,2889.81,1\\r\\n1654,1006,31,Male,0,salaried,623,1,696,111,14575.79,14575.79,14853.06,8301.23,0.01,0.01,0.01,357.16,14575.79,14626.49,0\\r\\n1655,6992,68,Male,2,retired,1040,2,252,234,1986.78,1986.78,1986.78,1974.2,0.69,0.69,0.69,0.69,1986.78,1986.78,0\\r\\n1656,1754,23,Female,0,student,479,2,234,28,4426.36,169.22,1898.91,943.67,3857.61,0.47,0.47,571.9,4399.76,556.31,0\\r\\n1658,859,37,Female,0,self_employed,969,3,1910,167,1069.24,1844.68,2138.7,3208.66,0.23,0.23,0.23,0.23,1388,1854.15,1\\r\\n1659,5529,50,Female,0,self_employed,334,2,10,0,15500.9,10379.13,16018.36,17846.58,1298.6,3559.83,3032.54,1563.31,13704.38,9355.69,0\\r\\n1660,894,55,Male,0,self_employed,,3,439,3,22162.4,37437.86,22883.56,3316.51,24723.56,204786.14,25714.71,235714.71,22836.84,30241.93,1\\r\\n1661,3871,42,Male,0,salaried,1020,2,79,24,1805.76,4624.92,5550.88,3366.41,7165.31,582.23,19514.84,1632.13,5176.55,6225.17,0\\r\\n1662,1791,51,Male,0,self_employed,1635,3,961,,4220.05,4220.05,4220.05,4193.31,0.16,0.16,0.16,0.16,4220.05,4220.05,0\\r\\n1663,1872,67,Male,2,salaried,394,3,762,305,2064.28,2407.14,2426.79,2463.9,0.44,0.44,286.16,0.44,2392.36,2429.72,0\\r\\n1664,1475,39,Male,0,salaried,623,2,1021,114,3302.73,4231.3,4782.03,2643.05,0.13,0.13,928.7,332.99,4024.4,4263.51,0\\r\\n1665,1265,61,Female,0,self_employed,905,2,1582,298,2046.15,5084.73,4147.91,5509.72,0.24,0.24,3038.81,41.81,2169.7,5102.16,1\\r\\n1666,3975,38,Male,1,self_employed,1020,2,19,38,1236.7,1761.7,4659.56,7316.02,0.19,0.94,525.19,551.63,1399.63,1968.31,1\\r\\n1667,403,46,Female,,self_employed,1096,2,89,,5416.37,5429.6,5425.27,5392.95,0.7,0.7,17.33,0.7,5416.6,5429.6,0\\r\\n1668,370,52,Male,0,salaried,834,3,2017,143,7977.84,670.7,1882.36,1731.13,0.37,0.37,699.99,1984.64,2306.98,1546.91,0\\r\\n1669,1900,34,Male,0,self_employed,1525,3,1451,,1867.27,1867.27,1866.9,1844.09,0.44,0.44,0.44,0.44,1867.27,1867.27,0\\r\\n1670,1736,56,Male,0,salaried,15,3,49,20,6923.8,6632.63,7014.04,11967.63,989.67,975.94,698.5,433.04,6992.36,6721.6,0\\r\\n1671,2438,68,Female,0,self_employed,1020,3,669,61,2504.37,3218.66,3352.94,4673.4,0.03,0.03,714.31,714.31,2750.68,3449.07,0\\r\\n1672,1504,51,Female,1,self_employed,1020,1,239,,2079.5,2166.83,2146.69,2235.89,0.24,0.24,87.57,7.74,2089.2,2171.44,0\\r\\n1673,4641,46,Female,0,self_employed,575,3,44,84,2418.95,2418.95,2391.3,1979.28,0.06,0.06,0.06,0.06,2418.95,2418.95,0\\r\\n1674,1778,58,Female,1,self_employed,243,3,122,7,21462.32,23311.45,13265.17,1205.15,6117.79,34596.03,8060.86,11313.8,23714.49,15095.77,0\\r\\n1675,1748,81,Female,0,self_employed,1016,3,431,100,3032.43,3032.43,3032.43,1361.61,0.36,0.36,0.36,0.36,3032.43,3032.43,1\\r\\n1676,1924,32,Female,0,salaried,468,3,175,,1651.4,1651.4,1651.4,1647.72,0.47,0.47,0.47,0.47,1651.4,1651.4,0\\r\\n1677,279,22,Female,,self_employed,575,2,3878,0,3205.22,3194.62,2561.79,843,696.24,4472.94,140.24,2957.67,2731.03,3099.68,0\\r\\n1678,567,32,Female,,self_employed,34,1,380,,892.43,186.18,2312.71,5283.59,0.04,0.04,0.04,714.33,698.09,282.5,0\\r\\n1679,4644,71,Male,0,self_employed,1525,3,194,27,1864.58,1041.64,1823.19,3491.25,6.77,0.01,0.01,0.01,1526.69,1908.83,0\\r\\n1680,2905,41,Male,0,self_employed,409,3,585,6,2657.52,3199.67,1831.77,835.64,529.89,2638.57,2143.46,1714.89,2800.38,1695.8,0\\r\\n1681,2825,50,Male,2,salaried,623,2,2703,38,2258.42,2258.42,2680.1,1993.69,0.27,262.84,0.27,735.27,2258.42,2724.65,0\\r\\n1682,5789,52,Female,0,salaried,1096,2,43,10,8775.27,3983.13,4419.08,4270.25,4792.23,649.37,0.09,0.09,6328.57,3797.76,0\\r\\n1683,184,45,Female,,self_employed,9,3,884,105,1430.44,1644.73,1730.41,1320.27,0.67,0.67,0.67,0.67,1521.58,1727.68,0\\r\\n1684,2405,41,Male,2,self_employed,334,2,10,31,6444.23,7659.55,7277.11,4265.22,0.29,0.69,1150.86,1239.49,7292.52,7903.13,0\\r\\n1685,4955,38,Male,0,salaried,800,2,112,105,5764.46,5591.73,5606.87,4804.68,0.24,0.24,0.24,0.24,5734.68,5565.97,0\\r\\n1686,2217,55,Female,0,self_employed,1232,2,52,69,14879.67,16890.34,15337.5,9915,0.34,0.34,10485.11,12034.61,17376.62,19231,0\\r\\n1687,1195,56,Male,2,self_employed,334,2,141,6,6602.48,10196.06,8797.93,10943.56,2560.6,2143.07,3297.03,545.83,8733.79,9922.88,0\\r\\n1688,1647,43,Female,0,self_employed,1416,2,346,191,4693.66,4693.66,4693.66,4670.17,0.7,0.7,0.7,0.7,4693.66,4693.66,0\\r\\n1689,2061,30,Female,0,self_employed,751,1,1363,342,390.9,9676.61,9142.95,21594.09,0.37,0.37,9286.09,0.37,8075.62,9676.61,1\\r\\n1690,1687,41,Male,0,salaried,146,2,75,209,1613.69,1610.23,1611.38,1598.29,0.59,0.59,0.59,0.59,1613.69,1610.23,0\\r\\n1692,5073,41,Female,0,self_employed,1589,3,147,96,475.07,475.07,2202.61,4936.51,0.23,0.23,0.23,0.23,475.07,323.55,0\\r\\n1693,3579,64,Female,0,self_employed,491,3,396,19,1688,1666.57,1618.77,1711.6,236.41,236.41,214.99,0.7,1629.62,1590.53,1\\r\\n1694,1271,75,Female,0,retired,146,2,2729,59,1685.28,1775.06,1726.41,1587.97,0.63,100.56,90.34,84.52,1700.29,1790.62,0\\r\\n1696,427,20,Male,0,self_employed,762,1,195,5,11470.14,11205.85,11613.89,14685.68,264.67,0.39,0.39,0.39,11351.17,11205.85,0\\r\\n1697,706,48,Female,,self_employed,914,3,1277,17,5335.22,4625.79,4152.09,2431.36,852.31,831.36,142.89,0.03,5017.37,4143.09,0\\r\\n1698,2069,35,Male,0,self_employed,1096,3,1670,10,2542.27,2767.12,2222.68,1356.03,286.37,1272.09,515.66,301.38,2548.6,2339.97,0\\r\\n1699,1544,36,Female,0,self_employed,1020,2,546,75,171.85,3273.92,2473.39,961.09,0.64,0.64,3102.71,0.64,2207.8,3273.92,1\\r\\n1700,3357,32,Male,0,self_employed,154,2,658,121,7207.91,7214.03,7218.87,7660.92,0.43,0.43,6.54,0.43,7210.65,7214.03,0\\r\\n1701,2660,42,Female,0,salaried,146,3,832,98,3524.76,1985.48,1717.79,837.34,0.07,0.07,1000.07,71.5,1390.16,1968.89,0\\r\\n1702,574,34,Male,,self_employed,1232,2,148,76,3327.68,3853.17,3781.27,3871.28,0.46,0.46,525.94,40.16,3583.12,3858.29,0\\r\\n1703,837,62,Female,0,self_employed,142,2,1950,,2761,2761,3019.37,4888.01,0.13,0.13,0.13,285.84,2761,2861.46,0\\r\\n1704,4113,41,Female,2,self_employed,1388,1,377,31,1171.75,1928.89,2332.14,4817.05,0.57,7.71,714.86,714.86,1597.86,2251.93,1\\r\\n1705,226,42,Female,,self_employed,1096,3,338,146,1076.55,1076.55,2591.35,9762.34,0.3,0.3,0.3,3248.3,1076.55,2258.19,0\\r\\n1706,1201,31,Female,0,salaried,1014,2,1090,317,3511.56,3511.56,3511.56,4166.49,0.4,0.4,0.4,0.4,3511.56,3511.56,0\\r\\n1708,2787,70,Female,0,self_employed,409,2,395,32,410.39,424.67,2241.5,1092.84,0.07,6712.21,14.36,10000.07,411.37,3168.54,1\\r\\n1709,561,24,Male,0,self_employed,1489,2,1412,10,6296.52,6020.79,6555.66,6404.05,304.89,247.47,0.61,445.31,6245.33,6679.71,0\\r\\n1710,2795,48,Male,0,self_employed,925,3,957,25,3199.71,3199.97,3167.71,4243.08,456.4,456.4,0.69,0.69,3294.08,3185.35,0\\r\\n1712,521,2,Male,,student,1020,1,501,28,1533.06,1397.34,1439.82,1308.49,136,0.29,0.29,0.29,1533.06,1397.34,0\\r\\n1713,2443,60,Female,0,self_employed,1020,1,7,3,2714.73,3060.27,2662.52,2129.85,461.11,465.14,806.66,183.64,2745.75,2829.3,1\\r\\n1714,4377,51,Male,0,self_employed,1020,2,47,6,7688.96,5999.87,4728.98,6042.02,3714.73,5570.52,0.03,0.03,6417.77,3089.7,0\\r\\n1715,1736,52,Male,0,salaried,531,1,590,55,16644.74,13380.34,12574.08,11842.04,0.14,21.21,1563.48,3211.4,14916.15,12125.37,0\\r\\n1716,6975,56,Male,1,self_employed,1096,1,557,26,56015.4,55029.69,54155.14,51655.57,985.79,0.07,0.07,0.07,55947.42,54357.94,0\\r\\n1719,2435,26,Male,0,student,1525,2,146,104,1902.37,1902.37,1610.45,1020.92,0.66,0.66,0.66,0.66,1902.37,1667.34,0\\r\\n1720,1093,38,Male,2,self_employed,1076,2,3130,9,6836.08,5177.51,3189.19,2664.84,4857.2,6714.34,3212.91,1864.34,5825.49,2777.06,0\\r\\n1721,314,59,Male,0,self_employed,146,3,371,4,7779.95,9151.13,8337.29,7672.35,1.26,0.52,660.99,456.78,8034.17,9408.97,0\\r\\n1722,1275,16,Male,0,student,557,3,2154,,5012.96,5012.96,5012.96,4981.2,0.17,0.17,0.17,0.17,5012.96,5012.96,0\\r\\n1723,786,33,Male,0,salaried,,3,2510,,3663.77,3806.63,4315.58,5586.52,0.13,0.13,142.99,642.99,3782,3968.98,0\\r\\n1725,4171,48,Female,0,self_employed,1020,2,542,4,14718.44,9951.54,9582.33,30347.99,30795.01,260347.06,31428.93,116428.93,15521.78,3588.62,0\\r\\n1726,5325,55,Female,0,self_employed,1020,2,16,54,5540.68,5500.42,6696.84,22910.21,0.19,90.37,0.19,0.19,5534.05,5489.25,0\\r\\n1727,1776,61,Male,0,self_employed,1042,3,1853,21,2423.29,2866.15,2969.55,2681.75,571.49,571.49,1728.64,1285.79,2895.21,3006.71,0\\r\\n1728,2461,43,Male,0,salaried,1232,2,1029,53,7776.89,8018.34,8586.56,10613.54,0.4,4.71,241.86,1410.94,7910.1,8206.85,0\\r\\n1729,1032,66,Female,0,self_employed,310,2,1650,,3577.53,3398.7,3075.18,2695.15,0.23,0.23,1.66,2.14,3547.06,3140.26,0\\r\\n1730,1878,90,Male,0,retired,1020,1,276,81,377.89,377.89,2757.3,1114.76,0.09,0.09,0.09,0.09,377.89,377.89,1\\r\\n1731,1466,59,Female,0,self_employed,1020,2,212,59,13275.11,13346.54,12834.69,5979.32,0.57,1543.17,72,72,13277.57,13348.84,0\\r\\n1732,6086,80,Female,0,self_employed,834,2,8,14,6683.17,6657.93,6646.37,6530.47,31.63,31.67,0.09,0.09,6670.99,6646.52,0\\r\\n1733,700,72,Female,,self_employed,1020,2,114,26,5301.58,5015.87,6462.6,5992.37,286.29,0.57,0.57,2529.14,5281.88,6536.14,0\\r\\n1734,1721,80,Male,0,retired,623,2,2083,94,1699.24,1699.24,1699.24,268.96,0.07,0.07,0.07,0.07,1699.24,1699.24,0\\r\\n1735,341,54,Male,,self_employed,579,3,1468,324,12147.07,12144.09,12141.63,12057.21,0.24,0.24,0.24,0.24,12146.66,12142.2,0\\r\\n1736,2192,65,Female,0,self_employed,762,2,195,35,134.04,134.04,3005.26,8268.35,0.09,2142.94,0.09,5714.37,134.04,2415.14,1\\r\\n1737,828,21,Male,0,student,409,2,193,,5310.03,5310.03,5310.03,5276.39,0.09,0.09,0.09,0.09,5310.03,5310.03,0\\r\\n1738,4426,50,Male,0,self_employed,1084,1,540,0,19082.83,16213.3,18149.22,17262.68,147.23,194.99,4317.25,3982.36,19956.17,16758.15,0\\r\\n1739,1655,44,Female,0,salaried,623,1,317,,14009.63,14009.63,14009.63,13902.27,0.69,0.69,0.69,0.69,14009.63,14009.63,0\\r\\n1740,3994,69,Female,0,self_employed,1096,2,294,32,9497.82,9492.86,9346.93,8102.88,0.36,1385.36,0.36,1686.07,9492.52,9789.9,0\\r\\n1741,1384,33,Male,0,salaried,334,2,141,6,2339.49,2159.51,2282.5,2722.73,114.5,157.36,150.05,293.61,2239.29,2280,0\\r\\n1742,3222,37,Female,0,self_employed,1322,2,176,23,4679.2,4664.31,4643.08,3517.86,57.67,0.53,0.53,0.53,4678.48,4679.46,0\\r\\n1744,831,30,Female,0,salaried,1111,1,88,6,120133.99,118108.59,104541.83,69408.32,5409.39,5199.01,3383.99,1573.27,118682.84,118014.81,0\\r\\n1745,738,3,Male,,student,146,3,1472,0,10772.77,7915.63,6388.45,4975.33,1428.9,4286.04,0.33,853.46,8161.93,6303.15,0\\r\\n1746,5784,62,Female,0,salaried,,1,11,12,7658.04,21129.21,14803.77,4236.24,71429.2,16253.33,154316.74,2786.74,24683.06,15025.73,0\\r\\n1747,1804,50,Male,3,self_employed,1043,2,2037,4,15235.96,18220.96,17904.3,13976.41,1868.59,1785.79,5063.54,1052.17,17848.77,18399.21,1\\r\\n1748,2552,38,Male,0,self_employed,56,2,917,42,2035.08,2035.08,2510.81,2626.34,0.23,385.94,0.23,871.66,2035.08,2423.56,0\\r\\n1750,4116,34,Male,0,self_employed,1020,3,145,0,4843.85,5480.77,5511.1,3892.72,120.81,0.11,745.66,571.54,5158.93,5628.51,0\\r\\n1751,1624,66,Male,0,retired,578,3,2916,6,4617.45,8380,8539.67,3992.26,732,421.79,5001.61,1620.79,6544.54,8847.53,1\\r\\n1752,528,63,Male,,self_employed,1092,3,624,55,3413.84,3413.84,2945.33,1578.93,0.01,1300.01,0.01,0.01,3413.84,3308.31,0\\r\\n1753,366,33,Male,,self_employed,318,1,1306,208,3033.54,3033.54,3141.32,4290.58,0.31,0.31,0.31,0.31,3033.54,3033.54,0\\r\\n1754,557,37,Female,,self_employed,1110,2,3059,3,10028.45,7451.39,7560.02,7456.72,2863.29,0.51,571.94,0.51,7777.29,7451.39,0\\r\\n1755,1039,22,Male,0,student,684,2,325,13,3111.56,3097.27,3106.05,3108.39,14.99,0.7,0.7,0.7,3104.17,3105.27,0\\r\\n1756,2510,39,Female,0,self_employed,1232,2,52,,3044.22,3044.22,3044.22,3024.94,0.41,0.41,0.41,0.41,3044.22,3044.22,0\\r\\n1758,2738,74,Female,0,self_employed,996,2,1209,,4485.38,4485.38,4485.38,4456.97,0.47,0.47,0.47,0.47,4485.38,4485.38,0\\r\\n1759,3159,27,Female,0,student,1271,2,101,,3758.85,4460.2,4282.85,4417.41,0.31,0.31,701.67,0.31,3928.14,4460.2,0\\r\\n1760,1285,41,Male,2,self_employed,146,2,1300,9,1202.64,696.22,1481.73,724.65,500.03,10364.51,15828.6,18191.13,1381.37,2628.24,0\\r\\n1761,709,31,Female,1,salaried,334,3,2050,126,2023.09,2360.97,2522.24,2042.69,0.63,0.63,0.63,10.26,2186.2,2519.45,0\\r\\n1762,1246,77,Male,0,self_employed,609,2,993,7,11878.13,11125.05,9975.17,7282.1,751.29,2857,0.57,0.57,11355.46,10530.45,0\\r\\n1763,891,51,Male,0,salaried,146,2,9,14,30165.08,25346.7,28447.27,42839.88,3572.11,2857.83,729.26,1286.4,23693.92,26486.67,0\\r\\n1765,1390,39,Male,1,salaried,1648,2,673,46,1516.93,1516.77,1824.42,2077.01,0.09,8571.51,2051.54,8848.94,1516.82,2438.04,0\\r\\n1766,6389,66,Female,0,self_employed,1096,2,578,59,3058.48,3058.48,2264.25,882.78,0.63,558.09,0.63,18.91,3058.48,2819.9,0\\r\\n1767,5747,38,Male,0,salaried,1096,1,32,256,17829.78,19836.9,18974.07,20535.52,0.13,0.13,2214.41,0.13,17864.19,19640.98,0\\r\\n1768,1875,39,Female,0,self_employed,,3,676,,3097.8,2954.94,2915.59,2506.08,0.39,0.39,0.39,0.39,3053.46,2908.86,0\\r\\n1769,2116,48,Female,0,salaried,1048,2,1643,4,516.13,1778.09,1747.52,990.02,386.03,0.31,2558.7,2286.03,692.19,2668.73,1\\r\\n1770,1376,47,Male,0,salaried,913,2,762,,8691.92,8691.92,8691.92,8635.47,0.34,0.34,0.34,0.34,8691.92,8691.92,0\\r\\n1771,3164,45,Male,3,self_employed,491,2,615,24,2946.06,2672.75,2673.99,2275.68,500.61,500.61,22.16,300.61,2901.89,2509.67,0\\r\\n1772,1537,37,Male,2,salaried,531,2,363,257,3258.47,3258.47,3268.69,3345.15,0.14,0.14,0.14,17.29,3258.47,3269.53,0\\r\\n1773,3131,54,Male,2,salaried,1020,1,12,84,3522.07,3107.01,2136.23,717.91,0.47,0.47,0.47,29.04,3523.99,1819.47,0\\r\\n1774,3448,41,Male,0,salaried,623,3,621,42,6050.92,6964.58,3929.97,918.15,0.4,6250.4,208.2,428.97,6658.31,4121.03,0\\r\\n1775,1683,61,Female,0,self_employed,409,3,1657,,2037.36,2037.36,2037.36,2024.46,0.67,0.67,0.67,0.67,2037.36,2037.36,0\\r\\n1776,1360,27,Male,0,salaried,,3,2177,,0.35,2.31,1848.39,3994.24,0.24,0.24,1.96,3619.64,1.43,1305.25,1\\r\\n1777,2323,44,Female,0,salaried,,1,159,72,4564.14,4564.14,3928.19,1595.83,0.3,0.3,0.3,0.3,4564.14,4564.14,0\\r\\n1778,2118,17,Male,0,student,1589,2,147,104,3461.61,3461.61,3461.61,3379.82,0.43,0.43,0.43,0.43,3461.61,3461.61,0\\r\\n1779,6022,49,Female,0,salaried,563,3,88,20,560.57,518.71,4659.31,10415.63,7.37,0.27,8571.7,24946.01,2960.52,5568,0\\r\\n1780,1026,6,Male,0,student,1258,3,2110,283,2263.83,2263.83,2263.83,2252.48,0.24,0.24,0.24,0.24,2263.83,2263.83,0\\r\\n1781,2711,34,Female,0,salaried,15,3,783,,1820.69,1820.69,1820.69,1809.16,0.6,0.6,0.6,0.6,1820.69,1820.69,0\\r\\n1782,2229,30,Male,0,student,1002,3,1111,23,404.41,4568.98,5573.99,8477.24,793.09,1907.76,6671.33,10323.19,3020.59,7713.07,1\\r\\n1783,1606,26,Female,0,student,623,3,1627,292,3174.36,3174.36,3174.36,3136.62,0.51,0.51,0.51,0.51,3174.36,3174.36,0\\r\\n1784,891,27,Female,0,self_employed,,3,925,87,3915.99,3987.41,4034.19,1922,0.59,0.59,0.59,0.59,3965.25,4033.5,0\\r\\n1785,629,37,Female,,self_employed,146,3,1373,9,22972.11,20464.97,20707.36,16701.89,2507.8,0.66,0.66,0.66,21622.11,20464.97,0\\r\\n1786,4008,53,Female,0,salaried,1096,2,1361,5,2873.24,2373.24,2530.79,1429.45,514.86,2887.51,0.57,2973.23,2701.32,2577.84,0\\r\\n1787,2062,57,Male,0,salaried,1096,2,139,2,9188.41,12524.79,11681.32,13469.67,1274.6,56.63,5763.55,1345.12,11750.58,12288.39,0\\r\\n1788,625,62,Male,,salaried,1525,3,1265,19,10579.41,8357.16,4367.52,1632.61,2244.06,7572.83,21.81,22.53,10329.55,1991.74,0\\r\\n1789,443,73,Female,,self_employed,721,2,894,72,87.64,87.64,1970.79,347.08,0.66,0.66,0.66,0.66,87.64,87.64,0\\r\\n1790,353,90,,,self_employed,292,2,1652,340,46960.79,54160.17,80025.14,172057.86,0.03,0.03,7199.41,31876.49,49691.59,72712.89,0\\r\\n1791,2344,41,Female,0,self_employed,575,3,1381,30,2224.3,2465.13,2677.33,585.9,0.56,0.91,240.98,355.16,2382.84,2706.68,0\\r\\n1792,410,41,Male,,self_employed,1494,2,1416,74,2379.32,2379.32,2506.37,3038.85,0.56,0.56,0.56,0.56,2379.32,2379.32,0\\r\\n1793,228,28,Female,0,self_employed,409,2,2707,224,1885.6,1885.6,1885.6,1876.62,0.6,0.6,0.6,0.6,1885.6,1885.6,0\\r\\n1794,3337,36,Female,0,self_employed,1087,2,266,,2265.1,2265.1,2265.1,2250.75,0.26,0.26,0.26,0.26,2265.1,2265.1,0\\r\\n1795,1307,26,Female,0,salaried,,3,1932,9,1493.62,1729.33,1723.19,1834.2,57.71,0.57,586.29,0.57,1718.74,1729.33,0\\r\\n1796,5787,46,Male,0,self_employed,834,2,106,,5944.63,5944.63,5944.63,5906.97,0.61,0.61,0.61,0.61,5944.63,5944.63,0\\r\\n1797,284,33,Male,,self_employed,703,3,3035,21,417.52,6680.36,6044.59,1963.97,1922.54,1921.83,8261.59,2053.16,4540.32,7377.41,1\\r\\n1798,3076,39,Female,0,self_employed,1096,1,314,23,4751.16,608.76,2322.55,4323.12,4142.64,4142.64,0.24,5063.31,4036.96,1209.95,0\\r\\n1799,3230,43,Male,0,self_employed,363,1,1971,0,3980.09,7459.17,5142.31,4960.83,10018.03,7786.23,10732.84,6186.36,5748.13,6053.79,0\\r\\n1800,4105,38,Female,0,salaried,1020,2,16,5,3449.18,3597.88,3607.19,3201.48,452.26,0.11,77.8,0.11,3790.82,3597.88,0\\r\\n1801,2630,38,Male,0,self_employed,1020,2,288,1,2558.24,2059.79,2127.85,9530.94,786.54,0.26,289.58,200.66,2233.68,2088.41,0\\r\\n1802,6254,62,Female,1,self_employed,1525,2,38,7,2125.97,2795.83,2317.29,1474.3,172.59,912.71,0.44,215.04,2364.81,2417.22,0\\r\\n1803,2392,33,Female,0,self_employed,334,3,1225,336,6909.33,6909.33,6909.33,6865.56,0.63,0.63,0.63,0.63,6909.33,6909.33,0\\r\\n1804,2481,14,Female,0,student,15,2,69,11,2049.59,1863.87,1766.6,1383.37,186.01,171.73,0.3,0.3,1940.72,1769.86,0\\r\\n1805,761,36,Female,0,salaried,1096,1,248,97,2410.39,3167.53,2924.34,2849.34,0.26,0.26,0.26,0.26,2993.64,3072.14,1\\r\\n1806,1771,29,Female,0,self_employed,15,1,299,12,2824.23,738,1437.87,1987.76,1957.9,0.24,0.24,0.24,1978.63,1014.96,0\\r\\n1807,2466,75,Male,2,retired,333,2,464,25,2180.3,1894.65,2169.74,2108.47,286.36,0.64,0.64,339.93,2150.8,2124.49,0\\r\\n1808,4848,59,Male,0,self_employed,1232,2,148,35,8978.09,1796.4,12960.59,27001.87,0.13,5714.41,0.13,28571.56,7243.95,10680.85,1\\r\\n1809,1267,28,Female,0,student,,3,2342,11,4264.29,4401.03,3235.69,314.58,130.37,1054.29,952.83,340.97,4411.44,3825.42,0\\r\\n1810,936,5,Female,0,student,630,2,1405,,2650.9,2579.47,2593.83,3481.5,0.54,0.54,0.54,0.54,2650.9,2579.47,0\\r\\n1811,1997,50,Male,0,self_employed,1046,2,102,5,17901.34,13837.45,13835.22,16694.28,14265.65,2541.91,8482.01,1403.62,13165.65,14226.97,0\\r\\n1812,4064,40,Male,2,self_employed,878,3,1260,87,1417.83,1470.64,1430.62,443.41,0.36,0.36,0.36,0.36,1417.83,1470.64,0\\r\\n1814,4632,56,Female,0,self_employed,1020,2,357,19,13896.63,11290.12,8921.31,2929.91,114.69,7302.83,19485.66,1431.23,15575.1,5860.06,1\\r\\n1815,1540,50,Male,0,salaried,614,3,1992,255,2085.6,5073.68,2093.6,977.81,0.61,0.61,3687.2,2289.01,2737.64,2685.13,0\\r\\n1816,2722,40,Female,0,salaried,666,1,640,,22065.04,22151.44,22154.29,22235.41,0.61,0.61,87.01,87.01,22068.02,22154.23,0\\r\\n1817,2291,43,Female,0,self_employed,1020,2,3354,9,10642.85,3852.71,4977.9,2713.66,7309.2,0.2,519.06,643.06,6091.58,4122.29,0\\r\\n1818,2104,31,Male,0,self_employed,334,1,1305,7,18203.03,14904.14,14552.51,15542.85,80512.54,40466.03,17143.39,10027.57,9587.59,24097.12,0\\r\\n1819,1769,31,Female,0,self_employed,1294,3,150,107,6955.96,6998.86,6988.99,5698.77,0.49,0.49,14.77,0.49,6972.24,6998.86,0\\r\\n1820,433,44,Female,,self_employed,1301,3,692,39,954.97,954.97,2035.62,435.89,0.03,4928.6,0.03,7142.89,954.97,2535.62,1\\r\\n1821,1670,53,Female,0,self_employed,649,2,54,,15226.44,15309.6,12395.77,1076.61,0.5,0.5,0.5,0.5,15252.77,15329.94,1\\r\\n1824,2131,51,Female,0,self_employed,1494,2,67,320,3156.73,3171.01,3177.61,3198.66,0.7,0.7,0.7,0.7,3163.62,3177.46,0\\r\\n1825,509,44,Male,,self_employed,904,2,723,10,520.19,863.05,1823.36,549.79,6286.13,0.41,6628.99,357.56,3060.1,1093.47,1\\r\\n1826,583,53,Male,0,self_employed,1020,2,1118,52,56638.66,56638.66,33991.09,1129.04,0.44,55427.37,0.44,0.44,56638.66,44122.9,0\\r\\n1827,4804,45,Male,2,self_employed,630,2,36,7,2764.1,2357.79,2491.78,1902.78,865.73,884.44,538.1,1090.37,2803.48,2141.02,0\\r\\n1828,3058,67,Female,0,self_employed,318,1,35,0,1294.27,6431.21,3188.94,1603.21,491.89,3690.6,7571.69,0.26,3373.29,3185.33,1\\r\\n1829,2267,46,Male,0,self_employed,409,3,925,108,3338.78,2945.93,3180.56,3202.74,0.44,0.44,179.01,520.16,3419.42,3060.16,0\\r\\n1830,749,90,,0,self_employed,382,2,785,4,216426.11,130711.83,151073.08,138497.41,85714.74,0.46,0.46,0.46,191795.57,130711.83,0\\r\\n1831,1466,28,Female,0,self_employed,34,2,380,62,393.73,1828.19,1459.71,855.29,0.46,0.46,1429.03,0.46,595.04,1832.18,1\\r\\n1832,1585,45,Male,2,self_employed,1324,3,3298,115,936.96,1906.04,1514.49,1619.41,0.07,0.07,2040.59,254.87,1294.76,1759.19,0\\r\\n1833,1678,49,Female,0,self_employed,1465,2,191,,2077.91,1942.2,1931.98,1567.55,0.01,0.01,0.01,0.01,2077.91,1924.69,0\\r\\n1834,2142,54,Male,1,self_employed,15,1,237,,2016.85,2014.82,1849,1700.93,0.24,0.24,0.24,0.24,2015.17,1945.07,0\\r\\n1835,246,66,Male,0,self_employed,146,2,53,11,7927.89,2499.31,2511.9,931.34,5357.79,1786.36,500.64,3046.36,4627.39,1710.19,0\\r\\n1836,2060,57,Male,2,salaried,1458,3,1647,21,3355.02,3656.35,4064.35,8080.61,143.4,0.54,1688.06,1819.64,2926.54,3120.46,1\\r\\n1837,3103,39,Male,0,salaried,1294,2,2519,73,5564.72,7076.15,6803.97,7360.71,0.26,0.26,366.43,652.14,6102.35,7422.76,0\\r\\n1838,2731,40,Female,0,self_employed,751,2,138,319,1496.07,1496.07,1496.07,1486.67,0.37,0.37,0.37,0.37,1496.07,1496.07,0\\r\\n1839,1554,38,Male,0,self_employed,1084,3,1030,40,3276.34,3277.97,2993.57,2560.03,0.14,528.71,0.14,0.14,3277.3,2954.01,0\\r\\n1840,535,52,Male,,self_employed,34,3,3691,298,594.94,2331.29,1832.3,1565,0.24,0.24,2143.1,0.24,1150.52,2041.2,0\\r\\n1841,2691,14,Male,0,student,1020,2,19,,3104.3,3061.45,3041.65,2895.58,0.14,0.14,0.14,0.14,3083.61,3042.09,0\\r\\n1842,2854,69,Male,0,self_employed,1020,2,145,0,3210.09,1290.95,2406.06,6398.46,3251.76,4643.26,214.43,5483.31,2946.25,1500.27,0\\r\\n1843,2764,32,Male,0,self_employed,1096,2,614,14,645.91,1088.55,2233.51,4000.93,457.79,1379.2,75.33,1159.56,1047.84,1883.33,0\\r\\n1844,658,12,Female,,student,1540,3,1538,8,182.68,4948.55,1958.81,96.53,72.44,3572.09,4838.31,72.09,1781.17,2923.2,1\\r\\n1845,2964,65,Male,0,retired,,3,610,,2162.86,2157.89,2155.78,2131.76,0.51,0.51,0.51,0.51,2161.06,2156.37,0\\r\\n1846,678,72,Female,0,self_employed,491,3,615,25,24298.47,24297.72,24297.95,24143.79,25531.57,0.16,25530.82,0.16,24298.39,24297.72,0\\r\\n1847,3391,58,Male,0,self_employed,300,2,2833,21,5177.12,4814.26,5384.71,5827.7,343.24,0.39,0.39,1286.1,5083.18,5009.82,0\\r\\n1848,481,37,Female,,self_employed,4,3,3297,0,2205.45,3419.74,2741.94,2874.54,143.33,1871.9,2143.33,1229.04,2537.96,2555.22,0\\r\\n1849,4626,43,Male,2,salaried,334,2,76,0,19977.03,10138.76,6076.83,18832.09,7800.04,0.47,1261.02,1368.44,3590.07,8076.22,0\\r\\n1850,2255,35,Female,0,self_employed,1385,3,1847,0,6981.79,5203.57,1553.53,827.19,9885.24,5143.1,10456.67,1143.1,1468.91,1993.84,0\\r\\n1851,4176,54,Female,0,salaried,1020,2,1,19,54073.69,51315.13,89759.24,63244.71,5457.16,4759.51,2555.74,41396.23,54051.49,93376.76,1\\r\\n1852,4217,63,Male,0,self_employed,968,2,268,56,1823.67,1823.67,1597.87,2331.27,0.09,1200.09,0.09,357.23,1823.67,1864.69,0\\r\\n1853,1767,48,Male,2,self_employed,409,3,481,20,956,467.27,1720.6,1066.8,1850.27,1549.11,1361.55,1321.56,1164.67,2227.04,0\\r\\n1854,2957,52,Male,0,self_employed,1348,1,178,12,4294.32,3756.39,3976.22,2932.13,971.91,1242.34,0.49,0.49,4154.96,3455.57,0\\r\\n1855,831,37,Male,,self_employed,447,3,989,26,8152.72,7509.86,5929.49,6365.5,643.13,3700.27,0.27,0.27,8108.38,5870.23,0\\r\\n1856,280,60,Male,0,self_employed,491,2,1733,12,25065.17,1470.67,4653.5,3331.82,24703.95,1833.39,1109.46,2153.64,10884.64,1193.67,0\\r\\n1857,6634,49,Male,3,self_employed,1232,2,540,173,1459.5,1911.66,2332.7,4867,0.21,0.21,2752.86,900.04,1498.31,1303.07,0\\r\\n1858,1785,26,Male,0,self_employed,1076,3,2041,17,699.55,3669.81,2768,3205.17,503.94,0.37,3474.2,6.8,954.23,3673.54,0\\r\\n1859,422,20,Male,,self_employed,61,3,1313,89,3646.44,5075.01,5033.14,5120.39,0.01,0.01,1428.59,0.01,4877.97,5075.01,0\\r\\n1861,1169,25,Male,0,student,337,3,1770,7,11114.96,10881.26,10902.75,10812.72,233.87,0.17,0.17,0.17,10945.73,10881.26,0\\r\\n1862,4260,32,Female,0,self_employed,146,3,1079,4,291.71,3081.78,3497.35,9200.08,714.97,68957.83,3575.68,66494.25,550.75,3096.81,0\\r\\n1863,1207,31,Male,0,salaried,759,3,2237,21,83.58,1712.46,1878.1,1375.64,0.12,0.09,1594.57,2384.61,1402.31,2272.62,1\\r\\n1864,670,44,Female,0,self_employed,1141,3,710,215,2921.79,2921.79,2921.79,2905.38,0.47,0.47,0.47,0.47,2921.79,2921.79,0\\r\\n1865,4527,46,Female,3,salaried,1020,3,79,0,5174.27,7604.44,5999.92,6033.76,3937.4,2972.2,5666.43,3102.39,5659.38,6382.84,0\\r\\n1866,3857,73,Male,2,retired,146,1,41,24,2706.64,2021.18,2604.34,7039.77,260.74,265.96,267.7,2585.48,2469.99,2622.88,0\\r\\n1867,3329,67,Female,0,retired,834,2,516,27,1154.25,1868.43,1625.41,1956.71,0.55,0.44,714.73,0.44,1154.25,1868.43,0\\r\\n1868,4189,47,Male,3,self_employed,1020,3,686,23,1437.12,2259.7,2288.31,4318.67,300.34,314.63,1070.22,350.37,1679.34,2529.29,0\\r\\n1869,4886,65,Female,0,self_employed,724,3,194,194,1689.09,1689.09,1689.09,1676.29,0.14,0.14,0.14,0.14,1689.09,1689.09,0\\r\\n1870,1486,61,Male,1,self_employed,491,2,93,0,2295.73,5250.99,4751.98,5233.88,1014.76,842.04,3080.82,218.49,4488.11,5167.46,0\\r\\n1871,4325,51,Male,0,self_employed,318,3,597,17,6099.63,6239.34,5822.32,4465.51,1371.96,0.53,1539.1,0.53,6020.18,6239.34,0\\r\\n1872,1703,13,Female,0,student,243,3,122,,714.46,2143.04,2021.92,2885.95,0.17,0.17,1428.74,428.74,1404.12,2073.91,1\\r\\n1873,2048,36,Female,0,self_employed,146,2,1472,,4407.09,4407.09,4407.09,4379.18,0.17,0.17,0.17,0.17,4407.09,4407.09,0\\r\\n1874,1347,57,Male,0,salaried,441,2,1976,,1353.86,1353.86,1536.57,1623.01,0.06,0.06,0.06,285.77,1353.86,1620.29,0\\r\\n1875,1714,34,Male,0,self_employed,61,2,2668,,2965.42,2965.42,2965.42,2940.85,0.41,0.41,0.41,0.41,2965.42,2965.42,0\\r\\n1876,6104,60,Male,0,self_employed,15,1,49,53,268.24,269.6,3008.11,3997.15,0.59,3414.19,0.59,0.59,264.87,3142.07,0\\r\\n1877,1103,42,Female,0,salaried,1020,1,159,53,20334.77,20420.5,26629.32,38712.82,0.14,1428.71,87.29,2954.17,20340.98,21428.02,0\\r\\n1878,3019,41,Female,0,self_employed,1096,2,3648,118,3044.89,3044.89,2577.23,2329.39,0.46,0.46,0.46,29.03,3044.89,2463.71,0\\r\\n1879,2781,73,Male,0,self_employed,1096,2,924,6,2469.03,7370.46,3203.04,1754.67,29.26,7953.19,5073.54,3943.64,3394.16,3912.44,0\\r\\n1880,3188,33,Male,0,salaried,1294,2,155,105,7011.74,6691.36,9357.17,13983.94,0.39,0.39,571.81,6428.96,7026.34,7776.65,0\\r\\n1881,3079,64,Female,0,self_employed,1096,2,273,6,1789.57,2005.55,2332.82,7998.5,4857.27,1345.67,6428.7,0.13,4826.57,1407.14,0\\r\\n1882,980,40,Female,0,self_employed,743,2,1520,234,1673.52,1673.52,1637.22,1605.9,0.41,0.41,0.41,0.41,1673.52,1648.09,0\\r\\n1884,2520,69,Female,0,self_employed,630,1,404,,14800.87,14800.87,14806.27,14725.83,0.26,0.26,0.26,0.26,14800.87,14805.66,0\\r\\n1885,5816,90,Male,0,self_employed,1087,2,266,,3799.33,3799.33,3799.33,3775.26,0.1,0.1,0.1,0.1,3799.33,3799.33,0\\r\\n1886,1982,31,Male,0,student,1020,3,118,269,2572.79,2998.87,2963.99,2603.89,0.67,0.67,66.39,79.79,2811.99,2985.64,0\\r\\n1887,2710,75,Female,0,self_employed,623,1,621,187,9118.02,9083.74,9093.98,8844.18,0.7,0.7,0.7,0.7,9114.48,9083.74,0\\r\\n1888,3135,47,Female,0,self_employed,589,2,802,,3946.78,3946.78,3946.78,3924.06,0.2,0.2,0.2,0.2,3946.78,3946.78,0\\r\\n1889,990,21,Female,0,student,146,1,9,117,2699.01,3563.76,3463.4,3835.81,0.26,0.26,798.81,0.26,2721.34,3630.16,0\\r\\n1890,3568,57,Male,0,self_employed,705,2,525,24,9803.6,9085.8,9045.2,7756.19,714.64,714.64,0.36,0.36,9704.96,9062.67,0\\r\\n1891,6192,58,Male,0,self_employed,834,2,8,3,5109.31,3015.86,5520.7,2057.97,3870.22,0.46,1775.46,157.34,2242.92,3112,0\\r\\n1893,2642,74,Male,0,retired,1020,3,15,156,4395.12,4214.89,4168.87,3852.81,0.07,0.07,0.07,0.07,4277.34,4173.41,0\\r\\n1894,4170,54,Male,0,salaried,1020,2,19,5,29093.14,23967.57,26742.31,116928.91,7303.51,4.3,2239.55,1741.62,28658.47,24717.32,0\\r\\n1895,2663,49,Female,0,self_employed,1111,2,44,59,36675.91,36675.91,36227.47,34068.86,0.47,46.06,0.47,0.47,36675.91,36606.78,0\\r\\n1896,3656,57,Male,2,salaried,834,2,469,117,14866.75,12127.86,12642.23,14567.43,0.37,0.37,1014.24,185.67,13327.42,12237.46,0\\r\\n1897,4246,52,Male,0,self_employed,318,2,213,14,29.97,12579.03,15490.4,35643.06,500.27,500.27,754.87,0.27,12426.45,12350.13,1\\r\\n1898,735,61,Male,,retired,664,2,1356,19,1995.46,1797.6,2456.91,2734.87,197.96,228.67,0.1,0.1,1934.05,2276.86,0\\r\\n1899,2497,42,Male,0,salaried,905,2,34,31,1367.8,763.42,1553.64,642.33,0.09,7445.41,857.23,2924.37,429.45,2316.35,1\\r\\n1900,2636,56,Female,0,self_employed,665,1,569,112,11237.9,10616.47,10759.32,9550.31,0.17,0.17,0.17,0.17,11045.04,10616.47,0\\r\\n1901,2575,78,Male,0,retired,996,1,1307,6,1554.1,1215.91,1654.3,1795.37,700.84,521.99,354.08,286.62,1527.05,1073.72,0\\r\\n1902,602,47,Male,2,self_employed,409,3,622,14,818.05,1199.65,1481.66,5735.17,1.24,1.56,317.84,657.73,954.85,1438.62,1\\r\\n1903,513,53,Male,2,salaried,892,3,2890,9,4691.83,6652.33,6468.16,8066.52,72.09,300.66,555.16,529.41,5357.61,6720.01,1\\r\\n1904,1192,10,Male,0,student,409,2,1566,276,5351.27,5494.13,5503.56,5896.94,0.69,0.69,0.69,0.69,5361.13,5503.35,0\\r\\n1905,1025,47,Male,0,salaried,146,3,9,,4901.76,4985.23,5023.21,5240.9,0.47,0.47,0.47,0.47,4938.89,5022.63,0\\r\\n1906,2702,23,Female,0,student,1232,2,486,,3483.88,3483.88,3483.88,3461.81,0.21,0.21,0.21,0.21,3483.88,3483.88,0\\r\\n1907,1083,40,Female,0,self_employed,1033,3,344,158,4599.56,4613.85,4624.71,8669.86,0.56,0.56,0.56,0.56,4610.89,4624.45,1\\r\\n1908,2201,40,Female,0,self_employed,146,2,1753,98,1452.69,1452.69,1452.69,1304.54,0.31,0.31,0.31,0.31,1452.69,1452.69,0\\r\\n1909,1761,35,Female,0,self_employed,834,1,40,3,25272.51,270.88,2292.53,7342.39,15744.5,480.83,571.57,8071.57,5489.42,1102.4,1\\r\\n1910,752,38,Male,,self_employed,649,2,1843,28,13837.52,11723.56,10362.86,3637.9,4000.49,0.49,4286.2,0.49,15029.89,10387.16,0\\r\\n1911,2185,35,Male,0,salaried,146,2,2565,12,5624.36,5341.18,5392.64,4694.02,1.2,1,418.97,361.16,5630.21,5393.86,0\\r\\n1912,2662,51,Male,2,self_employed,1020,2,13,215,6408.44,6572.76,6595.71,6405.38,0.13,0.13,150.17,1011.43,6437.76,6806.47,0\\r\\n1913,2155,45,Female,2,self_employed,1388,3,1555,5,2531.69,1454.1,3013.92,370.19,5289.81,328.89,6918.62,21591.09,2070.47,4966.41,1\\r\\n1914,994,30,Male,1,self_employed,15,1,2480,69,1658.98,83.47,1489.21,1141.23,0.49,0.49,1882.65,905.74,484.16,141.3,1\\r\\n1915,3491,55,Female,0,self_employed,334,2,82,0,3345.49,2951.46,3493.48,7079.07,520.17,2342.54,714.97,3929.26,2703.54,1577.94,0\\r\\n1916,3433,32,Female,0,self_employed,21,2,205,38,2099.97,2114.26,2336.61,12914.77,0.21,83809.05,0.21,83765.98,2107.36,2293.39,0\\r\\n1917,5894,43,Male,0,self_employed,1111,3,503,,1522.27,1516.66,1514.54,1494.02,0.29,0.29,0.29,0.29,1518.81,1511.94,0\\r\\n1918,3146,50,Male,0,self_employed,248,3,792,31,23486.31,15057.32,13552.13,44243.04,0.27,2558.18,0.27,0.27,15347.98,12730.02,0\\r\\n1920,2549,33,Female,0,salaried,1096,1,294,12,1204.95,2033.52,1647.33,7044.91,171.84,428.99,1071.84,0.41,1639.92,1812.32,0\\r\\n1921,3542,40,Female,0,self_employed,1494,1,388,49,5861.5,6432.03,5811.89,12077.18,0.24,85.96,0.24,1006.96,6077.91,7448.4,1\\r\\n1922,2675,42,Male,3,self_employed,1465,2,612,126,14928.96,898.65,3407.9,1756.18,0.5,0.5,0.5,36.21,7735.37,1113.81,0\\r\\n1923,1110,30,Male,2,self_employed,192,3,2926,13,1519.97,2663.69,1772.02,834.52,535.81,2647.46,1679.53,250.96,2542.01,2460.67,0\\r\\n1924,1364,65,Male,0,self_employed,780,3,749,7,4473.35,3326.03,3906.86,1790.58,1862.88,0.47,714.76,738.9,3174.55,3695.34,0\\r\\n1925,206,49,Female,,salaried,146,1,353,33,6642,12379.93,6313.96,1995.23,0.54,4286.26,2881.33,1581.7,11051.74,6113.02,0\\r\\n1926,5059,48,Male,0,salaried,1096,1,26,21,71283.44,66796.03,48699.47,52807.26,4934.79,40649.07,447.5,1422.7,70104.69,49516.95,0\\r\\n1927,3203,32,Male,0,salaried,146,3,361,0,10729.29,11433.58,6942.1,1783.94,1117.1,1117.09,1907.04,909.66,10366.4,8713.06,0\\r\\n1928,2602,35,Male,0,self_employed,11,2,870,0,2699.14,2403.63,1999.51,2134.47,1525.73,757.16,756.38,456.76,1713.76,2159.63,0\\r\\n1929,1755,60,Male,0,salaried,1477,2,1739,14,7947.53,8800.83,5477.25,742.37,4751.86,9456.54,2140.06,1064.99,9282.41,6297.49,0\\r\\n1930,1243,37,Male,0,salaried,965,3,370,123,16233.22,17018.94,7328.69,1092.16,0.24,0.24,785.96,1763.78,16385.93,4634.12,0\\r\\n1931,2426,44,Male,0,salaried,1388,3,531,67,2669.22,2681.07,2536.23,2102.61,0.54,0.54,12.39,0.54,2670.5,2681.07,0\\r\\n1932,2167,67,Female,0,self_employed,146,3,1753,5,5248.57,9120.43,6191.3,3166.79,3.05,6655.23,3357.7,3134.73,6015.82,7410.65,0\\r\\n1933,4034,39,Female,0,self_employed,575,1,572,140,8079.02,312.23,6104.23,10627.76,0.37,0.37,7764.66,37780.64,3336.48,7738.32,0\\r\\n1934,2652,44,Female,1,self_employed,745,2,127,125,7.5,858.93,1542.02,1276.83,0.3,0.3,857.44,1857.44,299.91,1610.08,1\\r\\n1935,1472,63,Female,0,self_employed,1017,3,1319,182,1416.2,2416.2,2287.41,3054.92,0.4,0.4,1000.4,0.4,2002.41,2416.2,0\\r\\n1936,3316,44,Male,0,salaried,623,2,1067,221,2492.6,2492.21,2516.56,2537.65,0.7,0.7,1714.99,605.77,2516.66,2506,0\\r\\n1937,2531,26,Female,0,salaried,334,2,1305,84,3029.34,3029.34,3036,1956.39,0.1,0.1,0.1,15.46,3029.34,3038.25,0\\r\\n1938,5003,49,Female,0,self_employed,1020,1,145,58,3053.88,3492.25,3520.15,880.23,0.56,3.3,441.21,377.51,3144.02,3554.91,0\\r\\n1939,1941,9,Male,0,student,318,3,213,,1860.77,1860.77,1860.77,1848.98,0.07,0.07,0.07,0.07,1860.77,1860.77,0\\r\\n1940,617,19,Female,0,student,623,3,418,347,1720.38,1706.1,1704.21,1651.14,0.09,0.09,0.09,0.09,1718.41,1704.25,0\\r\\n1941,2243,28,Male,0,salaried,1084,2,830,276,3929.51,4030.79,4042.3,4726.62,0.06,0.06,114.2,62.98,3977.56,4050.1,0\\r\\n1942,2394,68,Female,0,self_employed,909,2,1398,26,11726.08,11040.36,11253.17,10982.61,686.39,0.67,0.67,0.67,11678.79,11040.36,0\\r\\n1944,3498,33,Male,0,self_employed,1096,2,11,5,4953.88,5332.26,3699.21,3849.37,5000.14,4285.86,5378.53,2009.83,4670.55,3232.13,0\\r\\n1945,1270,48,Female,0,salaried,318,1,1306,69,13571.63,13585.91,13438.22,12791.69,0.17,0.17,0.17,0.17,13582.46,13596.05,0\\r\\n1946,501,20,Male,0,student,,2,3656,25,6963.66,6749.37,5693.71,3593.7,214.56,2536.06,0.27,0.27,6934.1,5972.85,0\\r\\n1947,3245,40,Male,2,self_employed,834,2,2667,42,59.03,796.49,1847.51,1723.27,0.39,1.29,594.6,2203.24,263.71,1218.23,1\\r\\n1948,254,61,Male,0,self_employed,1020,2,1105,3,5276.7,9312.81,51134.99,38098.22,858432.89,819764.11,862469.01,837476.76,13362.95,21893.22,1\\r\\n1949,2358,64,Female,0,salaried,395,3,454,35,4106.39,4146.47,3886.83,1250.89,0.64,857.79,40.73,1000.64,4110.54,3748.48,0\\r\\n1950,347,26,Female,0,salaried,1529,3,1004,3,4952.25,6847.66,6241.42,5274.02,182.84,381.8,2072.13,0.7,6511.2,6492.72,0\\r\\n1951,553,38,Male,2,self_employed,1181,3,235,88,1022.78,2244.57,6218.83,501.99,0.27,0.27,1228.84,12050.27,1601.23,8258.39,0\\r\\n1952,2698,74,Male,2,self_employed,220,3,1055,63,2303.67,2222.24,2156.54,2400.28,0.59,0.59,0.59,0.59,2243.82,2210.07,0\\r\\n1954,2451,37,Female,0,self_employed,1084,2,830,5,6181.62,6151.84,4944.77,2501.78,3680.04,2949.7,3705.07,1568.74,5855.28,5905.97,0\\r\\n1955,4377,44,Male,0,salaried,968,3,268,30,11274.83,11766.26,10799.93,9446.59,0.04,714.33,714.33,2428.61,11157.19,10115.29,0\\r\\n1956,1412,60,Female,0,self_employed,996,3,1308,25,1529.18,1826.32,1998.06,2485.41,203.26,203.26,571.83,428.97,1831.24,2132.31,0\\r\\n1957,1216,30,Male,0,self_employed,548,3,1905,18,506.75,528.18,2488.04,9966.33,693.24,0.39,714.67,0.39,686.56,528.18,1\\r\\n1958,2053,37,Female,0,self_employed,905,2,1341,168,2710.48,2710.48,2710.48,2049.25,0.06,0.06,0.06,0.06,2710.48,2710.48,0\\r\\n1959,328,36,Male,1,self_employed,61,3,476,5,6722.63,6401.2,5590.18,2493.68,321.8,1428.94,0.37,0.37,6456.62,5756.04,0\\r\\n1960,1052,58,Male,,self_employed,709,2,3311,273,21141.15,21141.15,21141.15,21017.1,0.43,0.43,0.43,0.43,21141.15,21141.15,0\\r\\n1961,1921,67,Male,0,self_employed,61,2,4499,14,36755.53,32769.81,33080.66,31952.4,3985.93,8571.64,0.21,7143.07,34831.39,32447.23,0\\r\\n1962,1964,38,Male,0,self_employed,834,2,382,87,3053.8,3053.8,2980.53,1004.51,0.64,0.64,0.64,0.64,3053.8,3053.8,0\\r\\n1963,328,32,Male,3,self_employed,253,3,1960,3,2825.8,3360.19,2192.99,9504.76,4421.86,5000.43,5240.66,4164.74,2324.58,2403.88,0\\r\\n1964,1161,30,Male,0,self_employed,409,2,339,98,7789.44,8026.33,8073.2,4099.51,0.7,0.7,210.86,105.07,7874.16,8083.37,0\\r\\n1965,799,26,Female,0,self_employed,1057,3,1879,70,2542.83,3971.4,3315.44,3278.03,0.67,0.67,1429.24,0.67,3922.14,3971.4,0\\r\\n1967,3407,42,Male,0,self_employed,1363,3,222,24,2532.92,2783.77,2909.1,1725.69,604.52,604.52,1228.87,0.3,3635.79,2686.32,0\\r\\n1968,2055,35,Female,0,salaried,1547,3,636,292,1711.68,2317.52,2352.97,2675.52,0.61,0.61,0.61,0.61,2021.09,2317.55,0\\r\\n1969,3237,90,,0,self_employed,621,2,8,31,1317.86,1317.86,3207.97,3908.35,0.51,2882.81,0.51,6714.8,1317.86,3277.35,0\\r\\n1970,1519,90,,0,self_employed,1050,2,1064,44,8006.89,2942.56,3240.86,11297.67,0.07,4614.35,571.5,428.64,5578.14,3945.8,0\\r\\n1971,6450,75,Female,,,334,1,4,112,27236.87,10094.01,9860.48,8074.6,0.59,0.59,0.59,0.59,10685.15,10094.21,0\\r\\n1972,2813,61,Male,0,salaried,491,2,615,5,7532.55,7532.3,7452.12,6694.85,33.13,0.56,10.1,409.01,7523.66,7652.96,0\\r\\n1973,2950,72,Female,0,self_employed,21,2,2587,63,2661.5,2658.36,2496.11,2039.18,0.7,0.7,0.7,0.7,2660.64,2658.53,0\\r\\n1974,1420,65,Female,0,retired,834,3,789,38,1335.1,8477.95,2185.01,924.24,0.37,7505.14,7143.23,17.02,2074.01,3568.65,0\\r\\n1975,1400,43,Male,2,salaried,1111,3,2674,19,3296.92,27619.35,31265.81,34074.15,9882.7,2168.42,34056.84,2018.28,28445.29,28383.45,1\\r\\n1976,628,44,Female,,self_employed,721,3,894,13,5399.68,3085.4,2457.93,1481.3,2314.33,1571.47,0.04,0.04,4193.77,1666.04,0\\r\\n1977,908,56,Male,0,self_employed,,1,435,4,428.45,7935,4676.07,17951.22,151339.61,2659.49,156986.17,4365.5,8855.82,3991.62,0\\r\\n1978,1474,56,Female,0,self_employed,980,3,1462,83,3494.37,3490.94,3381.84,2126.31,0.01,0.01,0.01,0.01,3494.02,3489.3,0\\r\\n1980,1846,33,Male,0,self_employed,575,3,622,165,7091.91,7095.85,7230.21,8195.78,0.67,0.67,4.61,105.6,7094.49,7194.01,0\\r\\n1981,1111,53,Male,,self_employed,623,3,642,9,7452.41,7280.98,7305.24,7173.26,171.77,0.34,0.34,17.58,7340.1,7284.21,0\\r\\n1982,2294,43,Female,0,self_employed,146,2,75,33,2576.99,3088.83,3285.48,4468.35,0.63,72.06,489.29,683.72,2814.92,3288.21,1\\r\\n1983,2652,46,Male,1,self_employed,491,3,93,210,1824.17,2229.04,2209.87,4258.5,0.16,0.16,550.07,185.9,1946.85,2250.72,0\\r\\n1984,859,74,Female,0,self_employed,623,2,1998,,1625.55,1625.55,1625.55,1615.49,0.41,0.41,0.41,0.41,1625.55,1625.55,0\\r\\n1985,2599,39,Female,2,salaried,1020,2,114,25,122.79,736.42,1434.42,1975.82,1070.57,0.43,1970.67,0.43,759.13,814.42,0\\r\\n1986,448,33,Male,,self_employed,880,2,3933,0,2884.72,1760.44,1586.7,4036.94,1753,614.43,628.71,100.14,2033.69,1356.29,0\\r\\n1987,2429,25,Female,0,self_employed,,1,40,4,4799.66,4658.14,5003.91,3379.87,649.79,13169.57,781.66,995.96,4656.88,7427.39,0\\r\\n1988,5828,52,Male,0,salaried,1525,2,10,20,2032.2,1607.96,1949.06,1722.48,492.73,277.94,68.49,657.58,1956.1,1888.89,0\\r\\n1989,808,44,Female,0,self_employed,1568,3,2987,75,2139.52,2496.67,2409.53,2196.95,0.04,0.04,357.19,0.04,2373.51,2496.67,0\\r\\n1990,2953,71,Female,0,self_employed,630,2,281,105,162.54,162.54,2678.65,1909.13,0.59,0.59,0.59,4286.3,162.54,3019.68,1\\r\\n1991,5669,52,Female,0,self_employed,575,2,1717,21,15937.64,14680.5,14254.92,10364.22,1257.3,1257.3,0.16,0.16,15634.19,14234.41,0\\r\\n1992,1166,62,Female,0,salaried,1020,2,652,191,1973.94,1971.79,1969.43,1511.96,0.46,0.46,0.46,0.46,1972.16,1971.79,0\\r\\n1993,6244,46,Female,1,self_employed,1020,2,541,91,1166.13,1398.07,1707.9,563.69,0.46,0.46,335.25,43.59,1294.67,1436.12,0\\r\\n1994,643,30,Male,0,salaried,666,3,1987,18,3836.27,3272.43,3202.36,2409.94,571.69,428.83,7.84,0.26,3620.2,3217.13,0\\r\\n1995,495,35,Male,1,salaried,162,2,860,12,6826.76,6157.69,6017.53,4515.4,2808.7,555.5,2043.4,1197.69,6296.48,6483.01,0\\r\\n1997,2910,42,Male,2,salaried,409,1,294,55,2106.44,2501.2,2201.85,3230.4,0.23,714.51,395.16,0.23,2310.38,2389.92,0\\r\\n1998,2330,73,Male,2,retired,623,2,1626,18,4596.92,1739.78,3200.27,3195.38,2857.47,0.33,0.33,1000.33,3611.7,1901.07,0\\r\\n1999,5760,70,Male,1,self_employed,1020,3,567,0,72099.61,3546.6,26453.83,2548.52,1082.36,3961.17,7976.14,3000.7,74900.48,2505.94,0\\r\\n2000,3271,77,Female,0,self_employed,1020,2,182,343,7771.16,7771.16,7771.16,7721.93,0.01,0.01,0.01,0.01,7771.16,7771.16,0\\r\\n2001,2714,47,Male,0,self_employed,38,2,226,24,12605.85,13251.12,14251.23,11483.7,2714.99,214.99,3360.26,421.06,15065.4,13261.98,0\\r\\n2002,3267,68,Female,0,self_employed,1096,1,249,16,10247.93,8719.58,9045.7,8380.19,1601.61,743.17,73.26,788.5,9817.5,8570.2,0\\r\\n2003,2420,44,Female,0,self_employed,1020,2,85,125,10919.23,10647.8,10727.68,11284.95,0.03,0.03,0.03,0.03,10647.8,10424.76,0\\r\\n2004,3576,90,,,self_employed,1589,1,33,3,16071.2,8928.34,2285.02,910.45,15714.49,8752.89,8571.63,1510.03,898.79,3352.77,0\\r\\n2005,2902,34,Male,0,self_employed,236,2,479,25,2118.16,1587.54,2000.14,1295.4,1114.84,0.56,0.56,71.99,2469.84,1720.01,0\\r\\n2006,2684,39,Female,0,self_employed,1076,2,64,,6416,6337.42,6318.83,5630.07,0.04,0.04,0.04,0.04,6451.71,6385.12,0\\r\\n2007,6214,54,Male,4,self_employed,1096,1,503,103,14518.01,16064.86,16316.82,37189.41,0.44,0.44,1248.6,963.63,15071.04,16336.41,1\\r\\n2008,3078,28,Male,0,student,1020,2,163,80,6180.93,6352.36,6394.73,6898.82,0.34,0.34,143.2,71.77,6270.59,6388.77,0\\r\\n2009,2453,64,Male,0,self_employed,395,2,454,,5462.13,5462.13,5462.13,5427.52,0.6,0.6,0.6,0.6,5462.13,5462.13,1\\r\\n2010,4316,55,Male,1,salaried,615,3,282,5,2058.21,1801.06,1823.61,1878.42,285.93,0.21,0.21,0.21,1834.56,1803.83,0\\r\\n2011,4948,56,Male,0,salaried,1020,1,182,4,4191.83,9809.28,3183.85,1015.62,61.63,2.02,6463.91,1156.2,6642.68,1840.71,0\\r\\n2012,929,52,Female,0,self_employed,,2,175,,8806.69,9163.83,9151.73,6031.89,0.14,0.14,357.29,467.07,8991.42,9306.44,0\\r\\n2013,2456,55,Female,0,self_employed,1388,2,2705,,2168.74,2168.74,2168.74,2155,0.3,0.3,0.3,0.3,2168.74,2168.74,0\\r\\n2014,5115,37,Male,0,self_employed,1020,3,13,4,5707.52,209.54,1643.49,2221.4,5731.95,1.78,218.14,67.96,2996.93,547.75,0\\r\\n2015,1997,49,Male,0,self_employed,531,2,2840,3,325.96,772.99,1538.13,2766.51,264.81,12.31,640.41,1113.69,499.13,1563.5,0\\r\\n2016,3756,41,Female,0,self_employed,623,3,621,21,5880.25,5098.17,5559.34,3629.79,257.23,257.23,357.23,208.46,5629.83,5175.29,0\\r\\n2017,2832,61,Male,0,self_employed,578,2,264,280,10120.43,10892.43,11164.27,16466.29,0.6,0.6,1800.8,0.6,10441.72,10959.48,0\\r\\n2018,268,23,Male,0,self_employed,1020,1,60,263,1140.55,2140.55,1674.77,1048.27,0.41,0.41,1000.41,0.41,1381.93,2140.55,1\\r\\n2019,2037,65,Female,0,self_employed,,2,835,100,2156.67,2156.67,2156.67,1473.71,0.39,0.39,0.39,0.39,2156.67,2156.67,0\\r\\n2020,1314,45,Female,0,self_employed,1020,2,997,308,9961.83,9961.83,9961.83,9900.01,0.36,0.36,0.36,0.36,9961.83,9961.83,0\\r\\n2021,696,24,Male,0,self_employed,480,3,230,125,2897.33,2914.74,3025.2,2976.62,0.36,0.36,0.36,286.07,2899.13,3027.02,0\\r\\n2022,266,33,Male,0,self_employed,1575,3,2621,5,15.29,2774.25,2221.27,15.54,122.42,0.64,2875.36,108.62,2240.93,2844.61,1\\r\\n2023,1489,28,Male,0,self_employed,1232,2,1445,9,7311.7,10680.28,8637.99,9174.82,502.78,2.6,4125.84,1142.93,8710.61,10227.19,0\\r\\n2024,4111,71,Female,0,self_employed,1020,2,5,73,4013.04,1967.54,3319.56,2145.62,0.44,0.44,441.6,3157.59,3008.46,2953.13,1\\r\\n2025,1204,21,Male,0,student,409,3,1070,62,2617.73,2924.14,2890.92,2793.79,0.1,0.1,306.51,14.62,2827.06,2925.54,0\\r\\n2026,2767,75,Male,0,self_employed,834,3,1231,,1693.72,1693.72,1694.29,1707.28,0.46,0.46,0.46,0.46,1693.72,1693.72,0\\r\\n2027,1476,54,Female,0,salaried,224,1,137,0,16326.98,9873.66,9960.79,5633.31,14286.16,28571.87,15000.44,28571.87,12971.25,12483.23,0\\r\\n2028,3339,71,Male,0,,,2,1517,45,4569.88,4775.6,3041.65,3102.95,0.44,214.73,214.73,0.44,4628.11,4402.6,0\\r\\n2029,2634,75,Male,0,retired,834,3,1231,278,1874.28,1874.28,1874.28,1860.66,0.1,0.1,0.1,0.1,1874.28,1874.28,0\\r\\n2030,2454,41,Female,0,self_employed,334,3,136,,4556.3,4556.3,4556.3,4534.16,0.17,0.17,0.17,0.17,4556.3,4556.3,0\\r\\n2031,2869,10,Female,0,student,241,1,62,273,2431.11,2431.11,2431.11,2415.71,0.03,0.03,0.03,0.03,2431.11,2431.11,0\\r\\n2032,1865,43,Male,0,salaried,334,3,390,33,4728.49,5814.77,5556.51,5272.49,0.64,430.07,647.33,1552.74,5180.54,5445.75,0\\r\\n2033,960,41,Female,0,self_employed,67,2,705,193,1821,2247.17,2356.73,3201.09,0.33,0.33,143.19,0.33,2030.89,2381.27,0\\r\\n2035,2984,40,Male,0,salaried,557,3,721,160,2207.47,2264.61,2254.38,3464.93,0.09,0.09,57.23,0.09,2240.96,2261.76,0\\r\\n2036,2063,39,Male,0,retired,1540,3,1548,179,2836.87,2834.76,2835.1,2765.11,0.49,0.49,0.49,0.49,2835.78,2834.76,0\\r\\n2037,2610,81,Male,0,retired,638,2,595,,3330.72,3330.72,3330.72,3309.62,0.5,0.5,0.5,0.5,3330.72,3330.72,0\\r\\n2038,1199,71,Female,0,self_employed,575,2,1720,,4095.77,4095.77,4095.77,6807.65,0.03,0.03,0.03,0.03,4095.77,4095.77,0\\r\\n2039,762,46,Female,,self_employed,834,2,174,18,278.29,1007.01,1524.35,8847.86,57.36,771.76,71.8,71.8,906.42,594.59,1\\r\\n2040,5441,49,Male,0,self_employed,15,2,6,54,3054.15,3239.87,3383.57,4080.79,0.63,850.65,0.63,325.63,3124.1,3392.51,0\\r\\n2041,1096,37,Male,3,self_employed,856,2,1498,10,592.79,1139.62,1750.37,1871.7,1028.64,271.5,2166.71,1106,1331.52,1390.72,0\\r\\n2042,7025,61,Male,2,salaried,996,3,1307,10,2173.04,1138.3,1870.14,1931.35,2727.23,840.07,1692.5,1692.5,2154.28,1430.61,0\\r\\n2043,6747,75,Female,0,self_employed,146,2,1206,9,388.12,198.4,1907.93,1010.45,51606.31,416.97,51433.88,4433.07,742.38,2476.61,0\\r\\n2044,2816,35,Female,0,self_employed,1328,3,362,195,279.83,2534.73,3228.59,4068.03,0.57,0.57,6542.19,1.3,3620.13,2369.99,1\\r\\n2045,1739,30,Male,0,salaried,409,2,120,10,147.6,213.54,1821.46,1378.78,29.09,62.66,123.83,3145.41,248.92,977.81,1\\r\\n2046,2513,48,Male,0,salaried,1232,2,437,41,594.69,1915.83,1861.98,6291.27,0.14,7902.43,2857.29,7857.29,776.92,725.35,0\\r\\n2047,3450,90,,0,self_employed,834,2,105,20,209,5882.42,1836.38,1609.9,46,5858.04,5714.89,167.74,1774.08,488.16,0\\r\\n2048,2679,38,Female,0,self_employed,575,3,90,,5943.38,5943.38,5943.38,5905.73,0.5,0.5,0.5,0.5,5943.38,5943.38,0\\r\\n2049,2561,76,Male,0,retired,834,3,789,196,1991.95,2149.09,2188.91,2428.83,0.46,0.46,143.31,34.81,2121.02,2176.61,0\\r\\n2050,1362,68,Male,0,retired,745,3,2080,50,1321.37,1607.08,1514.98,1863.36,0.66,313.84,286.37,0.66,1488.86,1516.16,0\\r\\n2051,611,22,Male,0,self_employed,146,3,1050,0,4628.26,3918.52,4345.6,4129.48,2266.88,804.58,1185.3,1777.3,4279.9,4496.17,0\\r\\n2052,4249,77,Male,0,self_employed,52,2,4467,10,5207,1461.98,3330,1445.28,46036.83,21441.4,74799.44,43214.4,2304.97,1496.54,0\\r\\n2053,1182,71,Male,1,salaried,1096,2,2074,24,5.81,0.43,1497.96,2502.51,19877.06,12100.13,13309.79,9993.4,2057.62,1290.02,0\\r\\n2054,4069,36,Female,0,self_employed,409,2,1558,,3747.95,3747.95,3539.04,3156.4,0.21,0.21,0.21,0.21,3747.95,3692.65,0\\r\\n2055,2079,31,Male,0,self_employed,15,1,461,9,4999.23,4999.23,5828.13,1147.18,11429.21,3660.07,11429.21,11429.21,5787.4,1693.94,0\\r\\n2056,2664,60,Female,0,self_employed,1096,2,481,35,5350.07,5764.64,2602.62,212.57,0.04,5148.62,343.19,0.04,5609.37,1481.05,0\\r\\n2057,1222,48,Male,0,salaried,146,2,1758,0,22838.87,21277.17,20081.77,16238.89,1561.94,1352.37,0.24,0.24,21396.06,20055.89,0\\r\\n2059,2144,49,Male,0,salaried,19,2,1814,,2594.78,2789,2729.55,2800.29,0.49,0.49,266.13,0.49,2610.64,2789,0\\r\\n2060,1466,38,Female,0,self_employed,514,3,1083,53,2070.29,5284.58,4677.4,3046.66,0.06,345.77,3214.34,0.06,4619.55,5206.51,1\\r\\n2061,4697,49,Female,0,self_employed,1020,2,75,,3229.27,6499.1,5844.34,6465.03,0.17,0.17,3270,0.17,4530,6499.1,0\\r\\n2062,560,32,Female,0,self_employed,409,2,1897,6,15666.88,13743.52,13578.46,10355.48,964.96,372.1,5.89,16.1,14905.41,13370.51,0\\r\\n2063,1404,60,Female,0,self_employed,491,2,93,76,1248.17,1248.17,2753.54,862.49,0.54,0.54,0.54,0.54,1248.17,1248.17,1\\r\\n2064,1831,41,Female,0,self_employed,38,3,1881,19,4942.03,4053.44,3567.47,9492.73,1028.76,1028.76,0.19,0.19,4685.08,3583.92,0\\r\\n2065,279,38,Male,0,self_employed,241,3,62,83,1423.98,1438.26,1449.77,1835.12,0.53,0.53,0.53,0.53,1425.95,1440.11,0\\r\\n2066,2942,16,Female,0,self_employed,905,2,1336,,5136.99,5136.99,5136.99,5104.45,0.57,0.57,0.57,0.57,5136.99,5136.99,0\\r\\n2067,535,54,Male,0,self_employed,1544,2,1064,119,2231.37,2368.24,2482.12,2766.05,0.36,0.36,0.36,0.36,2347.69,2478.84,0\\r\\n2068,4800,29,Male,0,student,834,1,18,0,22705.67,22777.84,14881.14,8055.5,1258.94,26778.47,660.9,12029.59,22797.86,9849.02,0\\r\\n2069,408,60,Female,0,self_employed,1076,3,878,26,13023.18,666.49,4496.95,604.77,12369.23,0.27,0.27,0.27,12178.19,666.65,0\\r\\n2070,955,44,Female,0,self_employed,146,3,2255,86,334.04,605.47,1464.35,689.21,0.27,0.27,571.7,3590.99,592.17,1208.39,1\\r\\n2071,397,44,Female,0,self_employed,334,2,166,126,3831.55,3831.55,3837.73,2225.01,0.23,0.23,0.23,11.51,3831.55,3837.74,0\\r\\n2072,2846,84,Male,0,retired,1084,2,106,103,8858.8,9144.51,9151.77,5928.01,0.61,0.61,286.33,143.47,8981.95,9185.99,0\\r\\n2073,4662,61,Female,0,self_employed,1232,2,882,28,3777.15,3750.79,3924.65,3526.74,8.19,8.19,0.51,166.57,3766.51,3876.71,0\\r\\n2074,4430,57,Male,0,salaried,1219,3,274,11,1497.79,2366.05,2431.8,1526.68,0.4,0.24,800.77,456.91,1739.33,2714.56,0\\r\\n2075,2782,61,Male,0,salaried,743,2,1520,41,3805.41,3891.12,3805.12,5325.05,0.67,72.1,0.67,289.73,3861.57,3865.45,0\\r\\n2076,3189,41,Male,0,self_employed,334,1,386,19,30000.63,39801.57,34798.82,25555.96,109440.07,1.17,952.5,1647.71,44513.75,36685.06,1\\r\\n2077,1055,43,Male,,salaried,334,3,1072,31,4118.27,11932.56,12188.67,5612.45,0.46,286.17,7814.74,3571.89,8968.52,12817.35,1\\r\\n2078,2665,36,Female,0,salaried,43,3,717,,3347.63,3369.06,3249.36,7135.61,0.19,0.19,21.61,514.47,3352.81,3197.63,1\\r\\n2079,1735,26,Male,0,self_employed,357,3,504,17,6591.07,6779.26,6704.02,6788.56,1.84,0.3,205.44,76.73,6651.11,6733.31,0\\r\\n2080,1995,46,Female,0,self_employed,452,3,637,48,2148.7,2205.84,1944,1074.35,0.11,533.76,57.26,0.11,2160.52,1999.27,0\\r\\n2081,4539,32,Male,0,salaried,1020,2,84,18,283.39,275.76,5193.85,870.52,5.36,0.01,0.01,10000.01,280.26,5762.01,1\\r\\n2082,2795,30,Female,0,self_employed,235,3,733,14,5389.11,4010.83,3744.43,3287.68,1371.74,1386.03,0.31,0.31,4841.96,3186.4,0\\r\\n2083,640,47,Female,,self_employed,851,3,864,81,2969,2983.29,7138.13,10213.06,0.2,0.2,0.2,0.2,2982.8,2996.3,1\\r\\n2084,1292,48,Male,1,self_employed,1458,3,1647,53,9730.46,11425.02,10573.46,9070.57,0.56,1218.99,1695.11,273.69,10653.85,11190.2,1\\r\\n2086,239,41,Male,0,self_employed,146,2,4178,13,7453.82,5454.15,5545.73,5646.63,0.46,0.79,149.5,99.84,6288.73,5262.27,0\\r\\n2087,425,45,Female,,self_employed,834,2,1924,19,2244.15,1733.45,1689.45,909.33,640.01,585.73,129.31,0.01,2099.97,1522.68,0\\r\\n2088,889,67,Female,0,self_employed,623,2,365,4,10232.43,1373.68,2118.39,2543.22,11875.29,0.89,3143.14,1465.08,2306.5,1835.85,0\\r\\n2089,1848,64,Female,2,self_employed,334,1,390,5,5286.75,5119.7,4903.1,4377.03,143.33,400.47,1271.9,300.47,5255.38,4829.76,0\\r\\n2090,1524,79,Female,0,self_employed,146,2,1757,,2165.1,2093.67,2119.12,2081.96,0.51,0.51,357.66,0.51,2170.03,2093.67,0\\r\\n2091,1550,61,Female,0,self_employed,228,2,1426,6,6673.02,4715.93,5138.52,4798.62,2000.14,0.14,0.14,0.14,5901.15,4735.75,0\\r\\n2092,1713,70,Female,0,self_employed,168,2,432,200,1794.39,1791.94,1791.46,1772.61,0.59,0.59,0.59,0.59,1793.8,1791.85,0\\r\\n2093,2767,37,Male,0,salaried,947,2,4126,3,5134.49,3421.63,3474.2,4010.44,2143.54,1429.26,432.11,606.56,4519.07,3281.56,0\\r\\n2095,1096,48,Male,0,salaried,1248,3,2420,279,1772.93,1801.5,1821.3,1893.98,0.3,0.3,0.3,0.3,1793.62,1820.86,0\\r\\n2096,3217,47,Male,0,salaried,334,2,323,0,3632.28,1907.68,1637.97,404.28,384.58,1353.91,0.37,7.51,3387.56,1193.21,0\\r\\n2097,2664,39,Female,0,self_employed,1020,2,501,136,1922.17,2079.31,2121.44,1646.91,0.69,0.69,29.26,0.69,1973.89,2130.07,0\\r\\n2098,4615,45,Male,0,self_employed,575,3,44,53,8995.93,8995.93,9049.66,8590.93,0.23,278.8,0.23,255.63,8995.93,9158.26,0\\r\\n2099,526,24,Female,,student,334,2,24,96,3524.53,3524.53,3524.53,3278.11,0.29,0.29,0.29,0.29,3524.53,3524.53,0\\r\\n2100,1977,27,Female,0,student,1020,2,686,126,3413.72,3413.72,3398.08,2495.07,0.39,0.39,0.39,0.39,3413.72,3413.72,0\\r\\n2101,931,81,Male,0,retired,1301,2,692,20,476.86,40.31,6633.55,7986.3,433.95,24870.9,0.11,32900.11,340.25,11483.63,1\\r\\n2102,1660,72,Male,0,retired,9,2,884,,8346.92,8346.92,8346.92,8300.77,0.53,0.53,0.53,0.53,8346.92,8346.92,0\\r\\n2103,1434,68,Male,0,retired,,3,266,53,6172.85,2246.81,2223.87,901.75,0.66,2143.51,0.66,0.66,4659.55,1834.37,0\\r\\n2104,206,35,Male,,self_employed,67,3,2280,20,1511.06,2129.63,1863.12,29101.65,1.39,5145.59,618.62,3015.67,1927.87,3516.22,0\\r\\n2105,3786,59,Female,0,self_employed,1525,2,276,41,4576.99,4551.04,13794.28,1621.16,0.67,452.1,0.67,2072.1,4575.02,15361.15,1\\r\\n2107,2323,37,Female,0,self_employed,575,2,1717,233,4663.86,4663.86,4923.2,7221.83,0.2,0.2,0.2,357.34,4663.86,4663.86,0\\r\\n2108,870,23,Female,0,self_employed,61,2,1367,4,203.9,7061.04,5954.1,161.74,3143.29,0.43,10000.43,286.14,5730.99,7088.69,1\\r\\n2109,899,47,Male,0,self_employed,,2,2391,47,8458.76,9214.47,8884.28,7626.47,0.31,463.17,756.03,142.47,8667.23,9120.88,0\\r\\n2110,4072,44,Female,0,salaried,575,2,572,229,4841.31,4841.31,4886.89,4931.64,0.56,0.56,0.56,87.06,4841.31,4891.54,1\\r\\n2111,612,44,Male,1,self_employed,1111,2,585,53,1983.4,1587.57,1551.47,602.75,0.43,2771.61,6943.04,4314.23,1788.1,1076.57,0\\r\\n2112,821,29,Male,0,salaried,1415,3,3301,14,2805.51,2700.53,2382.45,1594.88,700.49,1200.49,786.64,350.29,2613.51,2598.11,0\\r\\n2113,1672,52,Male,2,salaried,630,2,36,53,353.26,353.26,2155.06,6738.42,0.03,205.74,0.03,0.03,353.26,313.44,1\\r\\n2114,6792,69,Female,0,self_employed,834,2,18,14,1800.39,1835.77,1498.73,1182.86,402.73,13.73,3728.99,286.13,1811.74,1423.37,0\\r\\n2115,6841,68,Female,0,self_employed,1020,2,15,166,6235.72,6235.72,6235.72,6058.35,0.6,0.6,0.6,0.6,6235.72,6235.72,0\\r\\n2116,889,69,Male,0,retired,575,2,3878,28,-3786.47,9397.57,4314.75,280.51,939.27,9688.23,14538.27,681.01,7064.58,5621.4,1\\r\\n2117,2829,32,Female,0,student,680,2,565,,1479.45,1479.45,1479.45,1470.08,0.03,0.03,0.03,0.03,1479.45,1479.45,0\\r\\n2118,1012,32,Male,0,salaried,242,3,2586,12,2555.91,2529.19,2777.11,1977.67,29.66,87.34,2.94,552.17,2538.96,2919.88,0\\r\\n2119,1094,33,Male,3,self_employed,,3,3244,0,1308.81,1964.56,1513.13,1004.38,1244.73,1492.23,1887.29,2366.1,1765.78,2252.84,0\\r\\n2120,3790,59,Female,0,self_employed,1020,1,19,0,8206.59,2247.41,3736.76,2963.43,6764.06,478.3,498.53,1080.01,6230.89,1978.02,0\\r\\n2121,379,26,Female,,salaried,1084,3,175,206,3633.39,3633.39,3144.91,966.1,0.1,0.1,0.1,0.1,3633.39,3267.03,0\\r\\n2122,1705,43,Female,0,self_employed,579,3,192,,1464.51,1464.51,1464.51,1461.92,0.14,0.14,0.14,0.14,1464.51,1464.51,1\\r\\n2125,412,8,Male,,student,878,2,1716,17,4029.13,1929.13,2044.4,1226.02,2100.11,642.97,0.11,0.11,3532.08,1338.81,0\\r\\n2126,2547,65,Female,0,self_employed,146,2,184,47,861.56,9979.88,13038.52,8014.28,0.6,9380.41,6761.77,71154.02,4112.33,21525.9,1\\r\\n2127,1279,27,Female,0,student,283,2,2482,62,2104.02,2118.3,3450.76,6741.7,0.69,0.69,0.69,2776.83,2110.42,3555.24,0\\r\\n2128,1888,28,Male,0,salaried,1531,3,776,108,5382.09,5382.09,5382.09,4395.67,0.66,0.66,0.66,0.66,5382.09,5382.09,0\\r\\n2129,2365,40,Male,0,salaried,1092,2,624,13,12992.69,21432.9,19921.52,19178.78,604.36,912.93,9044.57,141.19,18161.52,21111.69,0\\r\\n2130,1267,78,Female,0,self_employed,493,2,1894,52,3030,3044.28,3124.86,3045.84,0.27,66.87,4182,64.56,3222.33,3089.85,0\\r\\n2131,1902,9,Female,0,student,15,3,901,41,992.13,24030.48,13955.9,6134.07,0.67,4766.97,23039.03,0.67,7498.45,19433.63,1\\r\\n2132,2380,58,Female,0,self_employed,623,2,317,3,5272.22,5182.52,4620.02,3275.89,197.72,714.33,44.9,714.33,5179.65,4624.29,0\\r\\n2133,2793,49,Male,0,self_employed,15,3,237,12,8032.46,7685.32,8389.24,7842.53,347.36,347.36,0.21,0.21,7840.94,8739.19,0\\r\\n2134,1379,28,Male,0,student,665,2,177,48,3839.84,2996.98,2196.95,1484.75,0.24,2796.21,0.24,714.53,3656.59,2132.97,0\\r\\n2135,5177,58,Male,0,salaried,1020,3,114,0,6318.31,8662.5,7344.76,6379.87,357.54,0.4,3542.16,910.73,5724.42,8444.79,0\\r\\n2136,2346,66,Female,0,self_employed,834,2,466,63,2230.53,2230.53,1780.06,673.73,0.31,0.31,0.31,0.31,2230.53,2230.53,1\\r\\n2137,1763,25,Male,0,salaried,905,2,34,6,14651.9,11763.51,9778.42,5990.3,2903.14,6429.69,29.04,7401.43,13526.21,9929.47,0\\r\\n2138,2356,48,Female,0,self_employed,649,2,54,100,10299.05,10299.05,10264.81,8208.12,0.13,0.13,0.13,0.13,10299.05,10299.05,0\\r\\n2139,1525,50,Female,0,self_employed,705,3,525,,3795.04,3795.04,3795.04,3771,0.66,0.66,0.66,0.66,3795.04,3795.04,0\\r\\n2141,3165,31,Male,0,self_employed,1020,2,134,90,10694.21,10694.21,9349.63,10594.64,0.33,0.33,0.33,0.33,10694.21,9162.57,0\\r\\n2142,2071,34,Male,0,self_employed,416,2,3239,20,1466.65,88.08,1693.48,3370.49,1428.84,0.27,50.27,3143.13,1110.5,761.12,0\\r\\n2143,2105,61,Female,0,self_employed,1096,2,134,87,8663.92,9754.81,9494.24,9567.68,0.6,0.6,1072.03,0.6,8937.73,9767.81,0\\r\\n2144,232,35,Female,,self_employed,1180,3,1311,131,69291.2,77862.63,75483.69,38428.08,0.04,0.04,8571.47,0.04,70670.51,77862.63,0\\r\\n2145,1195,62,Female,0,self_employed,623,2,317,23,4020.2,2948.77,2024.29,1119.62,1072.13,1964.99,0.7,0.7,3835.47,1174.57,0\\r\\n2146,4619,57,Male,0,salaried,409,2,193,12,6281.7,6145.99,6080.07,5652.15,135.73,135.73,0.01,0.01,6202.15,6093.46,0\\r\\n2147,1295,17,Male,0,student,615,3,980,202,5859.51,5859.51,5859.51,5824.02,0.1,0.1,0.1,0.1,5859.51,5859.51,0\\r\\n2148,2069,24,Female,0,student,334,1,82,5,958.15,1339.62,2023.71,2023.18,110.92,6429.1,486.9,6124.26,1212.66,3556.41,1\\r\\n2149,6557,40,Male,2,salaried,1232,2,7,0,6064.56,13277.73,9531.61,16316.41,2806.59,6449.04,8286,5601.71,6805.2,9587.26,1\\r\\n2150,1846,60,Male,2,salaried,1509,3,1432,38,14685.12,14685.12,6302.48,652.84,0.03,18214.31,0.03,3571.46,14685.12,3579.13,0\\r\\n2151,1369,32,Male,0,self_employed,409,3,586,,2127.61,2127.61,2127.61,2114.13,0.13,0.13,0.13,0.13,2127.61,2127.61,0\\r\\n2152,1105,4,Male,0,student,1232,2,355,,13988.93,13988.93,13463.59,12771.1,0.36,0.36,0.36,0.36,13988.93,13270.04,0\\r\\n2153,1956,39,Male,1,self_employed,334,2,574,75,1554.1,2996.96,8595.25,175.25,0.64,0.64,1429.21,0.64,2492.03,2998.8,1\\r\\n2154,1428,6,Male,0,student,476,3,1740,359,4799.05,4799.05,5280.77,6160.37,0.57,0.57,0.57,700.57,4799.05,4889.37,0\\r\\n2155,782,90,,,self_employed,1096,3,933,144,1786.03,1786.03,1800.92,1751.26,0.21,0.21,0.21,0.21,1786.03,1786.03,0\\r\\n2156,2565,36,Male,0,self_employed,1637,2,965,0,251.93,1667.65,2118.38,466.8,34208.19,4285.74,4123.09,2800.97,4024.08,902.48,0\\r\\n2157,2940,49,Male,0,self_employed,1096,2,1345,95,18877.95,18877.95,18877.95,16761.02,0.61,0.61,0.61,0.61,18877.95,18877.95,0\\r\\n2158,3978,68,Female,0,self_employed,1546,3,58,,3190.53,3190.53,3190.53,3159.52,0.6,0.6,0.6,0.6,3190.53,3190.53,0\\r\\n2159,1278,65,Female,0,self_employed,1461,1,822,,15011.67,15011.67,15011.67,14916.57,0.34,0.34,0.34,0.34,15011.67,15011.67,0\\r\\n2160,964,28,Male,0,self_employed,1020,2,411,23,244.16,1002.73,1934.17,509.9,420.4,728.97,1178.97,3014.69,614.11,1485.22,1\\r\\n2161,1373,55,Male,2,self_employed,630,2,36,318,1451.41,1448.94,1528.1,2087.99,0.41,0.41,0.41,0.41,1450.73,1449.47,0\\r\\n2162,4651,38,Female,0,self_employed,1020,1,227,21,2621.95,2864.81,3096.83,1513.67,471.46,1422.54,714.31,357.17,3058.4,2389.93,0\\r\\n2163,2942,54,Female,0,self_employed,272,3,529,251,3856.79,3402.29,2292.5,251.46,0.09,0.09,0.09,62.51,3590.36,2823.16,1\\r\\n2164,7217,90,Female,0,self_employed,491,2,27,,3293.87,3286.12,3277.63,3209.35,0.56,0.56,0.56,0.56,3288.53,3280.32,0\\r\\n2165,1714,48,Male,0,self_employed,578,2,1474,98,5948.87,5963.15,5963.45,4817.02,0.41,0.41,0.41,0.41,5950.34,5964.53,0\\r\\n2166,2246,28,Male,0,salaried,1232,2,103,0,702.62,2880.62,2424.11,2664.82,1156.63,3036.73,14564.78,8352.9,3340.93,2134.74,0\\r\\n2167,904,37,Female,0,self_employed,519,2,2585,27,510.82,1106.22,1519.58,5058.69,1714.94,146.09,0.66,0.66,2046.3,1120.97,0\\r\\n2168,303,24,Male,,self_employed,759,3,2949,0,9993.31,6714.78,6232.97,1867.62,4461.29,4747.53,1200.47,2436.19,8427.75,6192.95,0\\r\\n2169,3000,58,Male,0,salaried,878,3,302,41,2104.65,4002.46,1924.16,1753.15,0.16,2178.73,2915.74,520.54,2866.19,2056.49,0\\r\\n2170,948,65,Male,0,self_employed,1020,1,540,4,2624.46,2228.66,4873.88,2460.43,34986.41,17389.27,53617.13,17445.81,2736.15,3289.44,0\\r\\n2171,3982,75,Female,0,retired,1020,3,410,23,10193.12,6561.75,5213.2,2732.8,3759.6,3759.61,143.5,0.64,9552.24,3290.18,0\\r\\n2172,919,37,Female,0,self_employed,980,2,655,314,3091.06,3105.35,3114.78,3137.94,0.67,0.67,0.67,0.67,3100.91,3114.56,0\\r\\n2173,1282,69,Male,0,retired,1217,2,1516,,1595.56,1738.42,1738.42,679.8,0.29,0.29,0.29,0.29,1595.56,1738.42,0\\r\\n2174,185,90,Male,,,499,3,647,0,759.25,2731.71,249546.45,4526049.01,35205.37,80899.25,37177.01,209375.89,8932.18,40335.19,1\\r\\n2175,2062,41,Female,0,self_employed,623,2,3817,180,1475.33,1475.33,1475.33,1641.28,0.5,0.5,0.5,0.5,1475.33,1475.33,0\\r\\n2176,882,34,Female,0,self_employed,409,2,438,48,7480.91,7480.91,4602.86,151.12,0.47,12607.51,0.47,5686.19,7480.91,5911.58,1\\r\\n2177,3397,35,Female,0,salaried,1525,2,488,206,3418.09,3418.09,3418.09,3518.82,0.33,0.33,0.33,0.33,3418.09,3418.09,0\\r\\n2178,1857,48,Male,0,self_employed,1525,3,1116,100,2252.05,5297.31,7307.17,6943.43,0.31,0.31,3045.57,2964.77,3977.6,5700.61,1\\r\\n2179,1285,18,Male,0,student,1096,2,1564,365,6837.11,6122.82,6115.41,4760.5,0.01,0.01,0.01,0.01,6492.28,6088.26,0\\r\\n2180,1112,7,Female,0,student,334,3,82,,288.8,12867.37,2432.41,237.29,0.17,0.17,23721.6,4671.6,4505.79,2569.21,1\\r\\n2181,1176,23,Male,,student,334,2,10,0,2244.23,1785.04,1633.29,1166.55,661.77,669.04,159.96,628.93,1731.19,1677.68,0\\r\\n2182,4992,75,Male,0,retired,836,3,501,10,2991.98,2961.8,2836.45,2787.08,32.06,211.03,6.36,100.66,2993.99,2766.84,0\\r\\n2183,1520,20,Male,0,student,146,2,367,61,14.64,2893.21,2664.71,2197.45,0.2,0.2,2857.34,0.2,2789.51,2908.42,1\\r\\n2184,4039,44,Male,1,salaried,1388,2,375,0,2938.02,3654.42,3317.37,4622.02,541.73,541.74,297.21,1321.66,2748.43,2914.04,0\\r\\n2185,1393,30,Male,3,salaried,834,3,219,174,1107.69,1676.53,1669.9,5966.73,0.11,0.11,571.54,0.11,1658.43,1676.53,0\\r\\n2186,3061,34,Female,0,salaried,1096,2,271,240,5788.08,5788.08,5788.08,5750.79,0.54,0.54,0.54,0.54,5788.08,5788.08,0\\r\\n2187,4276,58,Male,0,retired,1096,3,273,7,7700.06,3957.4,5730.05,2170.1,212.1,371.67,43.1,2514.53,7194.31,4164.16,0\\r\\n2188,724,25,Male,0,self_employed,1477,2,415,0,2704.36,1622.32,2020.35,2395.92,2025.39,146.16,433.82,283.26,3134.72,2090.39,0\\r\\n2190,1418,40,Female,0,salaried,1550,3,445,111,6288.67,6301.42,6300.69,1890.47,0.7,0.7,13.44,0.7,6296.33,6301.42,0\\r\\n2191,3908,39,Female,0,salaried,575,3,44,168,1512.98,2833.01,2885.98,3478.82,0.63,0.63,2252.11,65.97,2854.65,2872.55,0\\r\\n2192,1325,32,Male,0,salaried,,2,1638,40,4652.35,4112.35,2260.02,3243.17,0.04,1214.33,171.47,228.61,4683.09,1783.91,0\\r\\n2193,1972,29,Female,0,salaried,409,2,27,38,4220.87,4679.8,4138.42,4952.13,0.41,1928.99,114.7,284.11,4418.65,3429.42,0\\r\\n2195,1189,67,Male,1,self_employed,334,2,492,84,3555.49,3555.49,3599.5,3781.16,0.4,0.4,0.4,0.4,3555.49,3555.49,0\\r\\n2196,1972,34,Female,0,self_employed,146,2,75,74,1434.15,975.28,2538.26,5676.24,0.3,0.3,1163.53,3423.07,1567.92,2918.68,0\\r\\n2197,196,41,Male,0,self_employed,363,2,1588,74,961.47,1031.94,1640.86,283.94,0.47,0.47,42.37,985.43,965.41,1731.02,1\\r\\n2198,446,57,Male,,self_employed,1096,3,249,0,8423.74,4690.7,3556.84,2600.8,5876.31,10271.99,2143.27,571.84,3157.36,2556.01,0\\r\\n2199,338,25,Male,,salaried,1449,3,610,23,2908.51,2527.26,2641.61,2573.11,310.51,0.69,0.69,9.78,2821.9,2529.61,0\\r\\n2200,1221,63,Male,2,self_employed,61,1,263,35,14236.76,942.9,1936.96,19705.26,0.4,571.83,554.83,49054.69,885.12,4585.92,0\\r\\n2201,1920,90,,0,self_employed,745,2,1093,4,18096.24,2582.76,6606.17,3815.58,15571.92,0.51,1.29,714.8,13030.39,3033.91,0\\r\\n2202,2702,66,Female,0,self_employed,1593,2,937,,56.61,2337.98,1879.89,357.66,0.09,0.09,2281.46,0.09,1093.62,2337.98,1\\r\\n2203,2784,76,Male,0,retired,,2,326,7,4497.72,4583.34,4746.64,5727.21,628.9,0.23,714.51,143.09,4633.61,4647.85,0\\r\\n2204,6808,48,Female,2,self_employed,1096,3,27,105,3137.61,5130.06,9831.16,7573.6,0.5,0.5,0.5,0.5,5042,8298.91,1\\r\\n2205,2366,42,Male,0,self_employed,834,2,593,102,5380.76,5378.97,5374.24,2096.75,0.24,0.24,0.24,0.24,5379.71,5371.88,0\\r\\n2206,1838,45,Female,0,self_employed,146,2,261,17,5436.08,3435.11,3957.18,5101.13,3192.99,0.13,477.73,191.09,5068.76,3488.66,0\\r\\n2207,2921,27,Female,0,student,61,1,115,27,11669.6,11055.31,7941.09,5266.42,686.34,5207.06,0.63,0.63,11675.51,6212.43,0\\r\\n2208,1786,66,Male,0,retired,656,2,1391,68,6906.1,6906.1,6906.1,6650.78,0.17,0.17,0.17,0.17,6906.1,6906.1,0\\r\\n2209,1763,51,Male,1,self_employed,962,2,646,116,1794.48,2011.55,2177.99,2284.91,0.69,0.69,0.69,0.69,1822.63,2051.82,0\\r\\n2210,1440,33,Female,0,self_employed,1598,2,2028,28,6542.89,5682.73,6968.24,6488.18,857.21,714.36,0.07,2217.05,6541.02,7213.89,0\\r\\n2211,2349,67,Female,0,self_employed,334,2,674,349,4466.27,4466.27,4466.27,4437.98,0.43,0.43,0.43,0.43,4466.27,4466.27,0\\r\\n2212,2132,35,Male,0,self_employed,1525,3,1020,20,321.03,221.03,2764.04,6989.87,286.29,457.71,186.29,352,372.75,137.95,1\\r\\n2213,1869,36,Male,0,self_employed,905,2,1390,67,29775.47,29775.47,28904.04,17256.49,0.43,0.43,0.43,0.43,29775.47,29775.47,0\\r\\n2214,1605,90,,0,self_employed,654,2,1423,21,20861.67,22290.24,67228.95,2179.62,242857.41,1428.84,244285.99,0.27,155295.16,21046,1\\r\\n2215,1039,26,Male,0,salaried,491,2,615,0,2006.12,2351.49,1514.87,394.71,1090.59,1090.59,1525.31,842.05,1661.36,2024,1\\r\\n2216,574,64,Male,,self_employed,1020,3,567,52,390.6,390.6,3770.02,388.13,0.26,28571.69,0.26,28571.69,390.6,10528.85,1\\r\\n2217,899,49,Female,,self_employed,169,2,2176,188,1586.47,1586.47,1586.47,1575.66,0.66,0.66,0.66,0.66,1586.47,1586.47,0\\r\\n2218,3965,48,Female,0,self_employed,656,2,341,13,10528.7,10657.27,10459.59,11818.62,1371.53,685.81,1428.67,0.1,10119.83,10604.74,0\\r\\n2219,1142,35,Male,0,salaried,1232,3,51,71,1935.22,2054.22,2060.33,590.71,0.7,0.7,119.7,260.04,2007.67,2487.43,0\\r\\n2220,1932,67,Male,0,self_employed,1399,2,1778,26,3400.42,2719.77,2754.96,1755.61,714.86,714.86,34.21,0.57,3360.44,2650.65,0\\r\\n2221,1377,70,Female,0,retired,34,2,380,,12215.27,12215.27,12215.27,12137.88,0.03,0.03,0.03,0.03,12215.27,12215.27,0\\r\\n2222,3521,54,Male,0,salaried,1096,2,294,194,2724.7,2436.56,3257.91,7639.74,0.51,0.51,138.85,0.51,2478.22,2747.91,0\\r\\n2223,2260,90,,0,self_employed,224,1,1687,0,53622.86,69194.28,57750.62,105927.68,634428.7,566428.7,650000.13,557142.99,50278.03,69148.2,0\\r\\n2224,6264,87,Female,1,retired,1232,3,29,17,3751.9,3824.45,3847.31,3846.19,33.6,33.66,173.9,173.9,3805.12,3885.41,0\\r\\n2225,1644,26,Male,0,student,1584,2,1918,0,1041.57,1208.86,2006.92,3522.25,1001.39,0.26,1168.67,714.37,1331.91,1528.26,1\\r\\n2226,2420,50,Female,0,self_employed,623,2,1627,179,465.39,599.94,1773.21,1170.48,0.7,0.7,0.7,0.7,509.41,1468.28,0\\r\\n2227,795,28,Male,,salaried,745,2,586,14,2632.05,2356.41,2588.91,2019.41,347.3,874.46,71.66,311.54,2548.43,2648.7,0\\r\\n2228,3220,76,Male,0,retired,1020,1,582,17,8909.56,9503.72,8630.19,5274,231.77,3571.77,756,4317.29,8845.08,7494.62,0\\r\\n2229,5990,70,Male,0,retired,146,2,41,17,8354.63,4879.78,5157.57,2768.68,507.51,0.37,542.16,0.37,5786.86,4838.8,0\\r\\n2231,3541,39,Male,0,salaried,,2,1239,17,13.09,2025.82,1577.65,926.21,429.13,0.56,2447.46,10969.05,565.35,4165.77,1\\r\\n2232,3148,58,Male,0,self_employed,1020,2,398,83,4393.77,4388.94,4378.92,4217.38,0.01,0.01,0.01,0.01,4392.09,4388.94,0\\r\\n2233,2920,31,Female,0,self_employed,146,2,312,,1454.21,1454.21,1690.86,2627.41,0.66,0.66,0.66,260.19,1454.21,1573.76,0\\r\\n2234,355,73,Female,,self_employed,146,2,2841,90,7190.08,12455.15,12657.28,2570.45,0.59,0.59,429.16,2446.66,11365.11,13217.03,0\\r\\n2235,2446,60,Male,0,salaried,,2,780,350,777.98,777.98,1684.74,2205,0.07,0.07,0.07,1428.64,777.98,2068.31,1\\r\\n2236,1362,44,Male,0,self_employed,128,2,183,19,2006.97,1883.79,2187.85,743.62,1900.26,2128.83,1777.08,1819.16,2559.12,2316.05,0\\r\\n2237,1250,56,Female,0,self_employed,409,2,614,7,17463.18,1252.32,13490.41,24745.4,14624.64,15495.88,301.4,42873.74,15969.55,2924.76,0\\r\\n2238,608,48,Male,,self_employed,1173,3,782,20,63.63,5.1,1589.93,27.98,9216.27,0.56,8711.14,0.56,1080.08,5.1,1\\r\\n2239,2011,53,Female,0,self_employed,146,2,1472,0,10961.48,11487.5,11136.98,13201.78,707.43,707.43,488.08,327.12,10428.87,11262.67,0\\r\\n2241,977,22,Male,0,self_employed,834,3,1404,21,2223.71,2766.81,1526.29,987.72,625.06,2780.9,1164.74,1164.74,2304.48,1111.87,0\\r\\n2242,453,6,Female,,self_employed,1020,3,990,336,1726.3,1726.3,1707.62,1599.53,0.66,0.66,0.66,0.66,1726.3,1716.09,0\\r\\n2244,2373,55,Male,3,self_employed,,3,1594,68,3451.8,3694.66,3473.21,3208.82,0.33,0.33,171.76,0.33,3627.17,3784,0\\r\\n2245,519,48,Female,,self_employed,,3,2655,146,2824.07,2824.07,2824.07,2585.63,0.19,0.19,0.19,0.19,2824.07,2824.07,0\\r\\n2246,2580,33,Male,0,salaried,1232,2,427,11,1693.74,3146.46,3160.05,8708.63,23205.86,1739.87,24654.86,332.67,5381.17,1377.74,0\\r\\n2247,1958,68,Male,0,retired,575,3,616,56,8454.11,9076.04,8492.53,6886.13,0.37,1402.2,622.3,79.11,8734.53,8983.88,0\\r\\n2248,5059,44,Male,0,self_employed,1525,3,1808,5,2913.54,3293.36,3265.75,2635.28,2939.6,426.39,3243.1,229.24,3647.55,3167.88,0\\r\\n2249,2132,31,Female,1,salaried,531,3,590,25,2438.4,5097.95,4833.12,3691.54,228.97,357.54,2857.54,47.79,5104.77,4950.11,0\\r\\n2250,1615,71,Male,0,self_employed,628,3,1999,49,1437.27,1620.1,1544.92,1910.18,0.26,428.83,283.09,300.81,1460.23,1687.58,0\\r\\n2251,3006,28,Female,0,self_employed,15,1,33,182,2371.68,2362.77,3026.8,6295.57,0.46,0.46,0.46,48.43,2365.55,2348.86,0\\r\\n2252,1271,60,Female,0,self_employed,1494,2,1249,25,149.03,2006.17,1506.41,1135.78,1071.9,786.19,2929.04,0.47,1267.26,1879.44,1\\r\\n2253,5479,68,Male,0,self_employed,1020,2,143,12,5692.21,1348.36,4153.5,26113.12,7318.7,2878.81,9092.16,8427.75,3644.46,3521.56,1\\r\\n2254,1280,42,Male,0,self_employed,409,3,2446,0,17628.95,15193.89,12709.38,5303.1,5215.11,6545.1,3426.4,3197.57,14286.76,13731.87,0\\r\\n2255,5154,67,Female,1,self_employed,1084,2,540,0,31602.14,31422.19,31511.91,31529.23,45.49,90.34,93.51,257.16,31543.12,31385.5,0\\r\\n2256,720,51,Male,1,self_employed,1232,2,104,11,26976.93,15576,10862.28,41230.3,11029.46,565.13,51305.5,26728.91,8545.94,9803.15,1\\r\\n2258,4114,31,Female,0,self_employed,1020,2,414,17,478.18,2256.75,2434.77,251.81,2250.27,0.27,1785.99,43.13,1025.23,2286.25,1\\r\\n2259,3175,38,Male,0,salaried,1496,3,519,167,3549.13,3549.13,3549.13,3447.79,0.6,0.6,0.6,0.6,3549.13,3549.13,0\\r\\n2260,1178,39,Male,0,salaried,1551,3,2408,7,4706.57,4585.24,4577.82,5315.24,594.94,214.83,0.54,214.83,4759.83,4611.35,1\\r\\n2261,896,79,Female,0,self_employed,,3,953,24,2322.32,1966.19,2065.74,1558.86,356.14,0.01,0.01,0.01,2283.25,1966.19,0\\r\\n2262,4305,42,Male,0,salaried,,3,227,6,5134.41,5488.22,6413.11,6400.67,190.13,18.49,656.09,1706.41,5335.28,6389.29,0\\r\\n2263,854,76,Female,0,self_employed,,2,668,,11346.63,11060.91,11028.07,10142.5,0.49,0.49,0.49,0.49,11248.11,11060.91,0\\r\\n2265,2823,51,Male,2,salaried,1534,3,63,0,310.28,31693.01,4428.64,268.85,2191.9,23587.31,33710.35,2087.79,280.68,11550.21,1\\r\\n2266,211,77,Female,0,retired,409,3,4362,27,10297.44,8154.59,7842.65,2793.7,2142.97,2142.97,0.11,0.11,10149.66,7808.96,0\\r\\n2267,4466,74,Male,2,retired,1181,3,2637,59,1836.07,3350.62,2693.47,687.24,0.33,7309.73,1500.33,11500.33,3147.96,4499.47,1\\r\\n2268,637,29,Female,,self_employed,1388,1,42,12,2689.2,2546.34,2493.96,2300.32,143.24,143.24,0.39,0.39,2610.38,2468,0\\r\\n2269,471,36,Male,0,salaried,1258,2,152,,8264.44,8264.44,8264.44,8212.2,0.14,0.14,0.14,0.14,8264.44,8264.44,0\\r\\n2270,3681,69,Male,0,self_employed,1096,2,1375,258,4254.77,4254.77,4254.77,4229.67,0.64,0.64,0.64,0.64,4254.77,4254.77,0\\r\\n2271,600,24,Female,,self_employed,146,2,3757,102,6090.6,6090.6,6090.6,2139.93,0.16,0.16,0.16,0.16,6090.6,6090.6,0\\r\\n2273,1188,40,Male,0,salaried,730,3,879,13,1180.06,730.06,2745.8,1950.82,450.53,214.81,0.53,6327.66,947.31,5857.71,0\\r\\n2274,2692,37,Male,0,self_employed,1465,2,191,3,4406.8,9395.65,7223.36,7675.1,3810.96,2167.69,8794.9,434.56,2966.96,9440.14,1\\r\\n2275,2788,31,Male,0,salaried,15,3,1676,13,2027.13,3148.49,1710.76,1157.37,2555.91,8993.64,2833.09,5575.77,2901.82,1525.27,0\\r\\n2276,2861,34,Male,2,self_employed,649,1,54,40,3951.56,3951.56,2433.97,1202.28,0.21,5714.5,0.21,2615.07,3951.56,2496.56,0\\r\\n2277,2709,57,Male,0,salaried,259,3,802,6,1547.7,1537.05,1437.03,1563.09,11.03,164.66,0.37,0.37,1539.25,1429.81,0\\r\\n2278,3399,66,Male,0,self_employed,,3,2864,69,2587.96,2637.68,2651.57,3067.7,0.24,0.24,7.1,0.24,2615.27,2657.03,0\\r\\n2279,2270,24,Male,0,student,587,3,954,158,1722.19,1722.19,1722.19,2118.49,0.66,0.66,0.66,0.66,1722.19,1722.19,0\\r\\n2280,3966,44,Male,0,self_employed,409,3,395,13,843.33,1788.44,1498.61,680.34,1835.04,196.21,2785.79,412.79,1266.85,1926.97,0\\r\\n2281,2220,69,Female,0,self_employed,834,1,14,53,6924.52,7610.4,5529.23,3068.25,0.11,5991.8,686,475.43,7279.29,7172.25,1\\r\\n2282,6228,86,Male,0,retired,1621,2,417,51,6291.07,6078.92,5945.49,5138.1,0.16,330.21,383.77,0.16,6041.9,6077.86,0\\r\\n2283,4893,41,Male,2,salaried,1111,3,651,13,2442.83,2430.69,2390.79,3561.91,2970.7,2776.61,3770.11,3841.92,3086.2,1923.69,0\\r\\n2284,1185,90,,,self_employed,649,1,54,175,1635.67,1635.67,1635.67,14844.68,0.01,0.01,0.01,0.01,1635.67,1635.67,0\\r\\n2285,2391,38,Male,0,self_employed,834,1,8,7,1613.63,981.11,2881.97,859.5,4835.51,3531.01,17398.16,11113.34,1474.26,5651.57,0\\r\\n2286,1346,30,Female,0,salaried,409,2,679,12,21922.25,19511.5,17841.47,10978.17,2322.07,814.44,976.36,1223.33,20026.93,18338.52,0\\r\\n2287,320,34,Female,0,self_employed,1483,3,2613,117,2655.14,2655.14,2655.14,2247.35,0.2,0.2,0.2,0.2,2655.14,2655.14,0\\r\\n2288,2954,48,Male,2,salaried,905,2,259,25,1887.27,1903.39,2105.04,2150.9,1686.3,1543.44,227.96,0.59,2179.86,2081.14,0\\r\\n2289,571,35,Male,3,salaried,848,2,2601,,3464.58,3464.58,3464.58,3444.37,0.03,0.03,0.03,0.03,3464.58,3464.58,0\\r\\n2290,2915,90,,,salaried,834,1,8,44,4500.62,4576.33,4465.1,241.03,0.43,8829.92,76.14,12119.07,4560.67,7847.86,0\\r\\n2291,2131,45,Female,0,self_employed,1020,2,223,80,34238.15,1733.77,9131.55,17612.7,0.64,0.64,5138.05,4355.4,11179.07,6649.24,0\\r\\n2292,1650,31,Female,0,self_employed,491,2,279,,3647.4,3647.4,3726.14,4440.44,0.03,0.03,0.03,0.03,3647.4,3647.4,0\\r\\n2293,1244,32,Male,0,self_employed,1643,2,2113,196,15329.81,3621.66,7349.44,4501.03,0.61,0.61,6786.33,643.47,16247.33,3152.94,0\\r\\n2294,1028,56,Male,0,self_employed,1358,3,3302,109,1780.28,1780.28,1780.28,2765.73,0.2,0.2,0.2,0.2,1780.28,1780.28,0\\r\\n2295,1371,52,Female,0,self_employed,740,3,1902,347,1123.22,1994.65,1759.05,2028.89,0.6,0.6,857.74,0.6,1260.66,2001.1,0\\r\\n2297,518,30,Female,,self_employed,649,2,54,40,2364.93,2699.4,2691.42,2419.9,0.64,73.44,335.11,119.94,2520.14,2713.57,0\\r\\n2298,759,69,Female,,self_employed,664,2,241,17,6798.94,129.68,3151.56,128.86,64778.81,0.49,0.49,0.49,9195.33,129.68,0\\r\\n2299,1033,58,Male,0,self_employed,751,2,2219,81,11119.33,13984.66,14233.1,8836.79,0.34,0.34,2857.49,1428.91,13386.19,14445.49,0\\r\\n2300,4813,90,Male,0,company,531,1,153,77,10735.58,10735.58,10173.48,6763.21,0.43,0.43,0.43,0.43,10735.58,10735.58,0\\r\\n2301,2181,29,Female,3,self_employed,1621,3,1032,9,3797.81,6891.42,7704.52,9338.48,656.15,803.16,4669.43,3228.31,6881.29,7944.96,0\\r\\n2302,4772,61,Male,2,salaried,1096,2,27,3,2592.68,2427.47,2183.38,2734.7,1357.44,1571.73,0.3,0.3,2211.34,2213.18,0\\r\\n2303,1230,58,Male,0,salaried,334,3,674,6,398.51,1273.46,3349.41,1478.02,1361.37,46307.09,6939.07,51257.1,1452.07,7123.5,1\\r\\n2304,3019,48,Female,0,self_employed,1020,2,582,14,9867.61,7744.15,6234.99,3768.9,461.63,1221.06,198.71,13763.72,7218.08,8970.39,0\\r\\n2305,5971,52,Female,0,self_employed,1020,1,625,27,1787.64,1501.92,4091.57,8627.62,571.69,714.54,285.97,6714.54,1777.78,3027.27,0\\r\\n2306,2406,48,Male,0,self_employed,1589,3,416,17,769.62,2137.16,1787.32,4053.48,1157.39,5165.14,7.3,3078.17,998.17,2354.88,0\\r\\n2307,3486,70,Male,0,retired,904,2,78,39,3456.3,3527.73,2943.96,4096.55,0.3,2857.44,0.3,0.3,3525.27,2145.24,0\\r\\n2308,1125,37,Female,2,self_employed,1307,3,475,73,2325.5,2325.5,2182.49,225.85,0.21,0.21,0.21,0.21,2325.5,2325.5,0\\r\\n2310,2515,57,Female,0,self_employed,1020,2,501,0,10275.88,10622.71,10226.13,8246.25,1610.49,645.21,901.99,164.71,10537.18,10409,0\\r\\n2311,1661,79,Male,0,retired,905,2,1336,13,5343.28,5446.57,5334.07,4731.67,44.59,143.49,143.49,0.63,5327.74,5335.97,0\\r\\n2312,2463,19,Male,0,student,1096,2,1558,293,3266.01,3608.86,3491.09,3541.74,0.13,0.13,0.13,0.13,3275.37,3606.1,0\\r\\n2313,2924,40,Male,2,self_employed,1111,2,1374,68,3410.92,3021.17,3066.53,1769.02,0.51,0.51,0.51,0.51,3664.84,3314.34,0\\r\\n2314,4728,42,Male,1,salaried,1644,2,210,73,1928.62,1693.62,1859.47,1325.76,0.46,0.46,73.8,71.89,1695.68,1718.46,0\\r\\n2315,732,43,Male,,salaried,409,2,1566,112,3457.4,3485.97,3457.69,3431.95,0.13,0.13,0.13,0.13,3484.99,3512.7,0\\r\\n2316,3075,12,Female,0,student,146,2,9,119,3957.32,3814.46,3814.46,3367.58,0.47,0.47,0.47,0.47,3957.32,3814.46,0\\r\\n2317,5806,66,Male,2,self_employed,15,1,49,4,681.3,2197.95,3288.56,7606.64,1828.77,357.34,2857.34,1874.49,1793.25,3287.64,0\\r\\n2318,761,24,Male,0,student,1381,2,790,5,3449.8,2535.44,3989.1,8915.87,5657.59,429.01,5010.62,1538.31,4028.72,3255.92,1\\r\\n2320,4837,40,Male,0,salaried,1602,3,72,14,2305.06,1280.34,1939.36,455.04,1006.63,0.34,0.34,0.34,1774.4,2294.17,0\\r\\n2321,2810,14,Female,0,student,334,2,4297,341,1641.45,1641.45,1641.45,1631.05,0.2,0.2,0.2,0.2,1641.45,1641.45,0\\r\\n2322,795,30,Female,0,self_employed,623,2,562,136,5302.03,5327.38,5341.25,7261.97,0.61,0.61,25.97,33.54,5313.13,5342.91,0\\r\\n2323,2975,41,Female,0,salaried,1096,2,3,,8893.73,8602.63,7927.86,7207.32,0.09,0.09,557.23,954.73,7921.51,7883.42,0\\r\\n2324,1872,90,,0,self_employed,394,2,762,0,3261,3251.93,3326.94,2530.81,1523.31,59.26,1504.66,341.51,3256.01,3536.83,0\\r\\n2325,1837,78,Male,0,retired,623,3,1998,4,2289.28,2316.94,2492.67,3042.86,1.01,2.33,27.87,307.64,2309.26,2495.57,0\\r\\n2326,598,48,Female,0,self_employed,649,2,289,4,42.19,67.71,3496.41,281.07,14143.16,15996.06,7097.24,1643.16,601.13,4639.16,1\\r\\n2327,3117,51,Female,0,self_employed,160,3,202,70,326.63,1326.63,2134.63,141.75,0.26,0.26,1000.26,3321.6,1065.55,3661.35,1\\r\\n2329,2531,33,Male,0,self_employed,409,2,922,87,4812.57,5419.79,7690,24669.83,0.6,0.6,144.24,2869.89,5046,6070.04,1\\r\\n2330,2807,57,Male,2,self_employed,1020,2,118,0,31794.44,20520.39,23243.93,27327.73,9978.37,6525.91,66978.3,151507.87,27657.46,20037.28,0\\r\\n2331,1650,57,Male,2,salaried,814,3,827,23,2080.4,1770.53,1797.46,1703.85,572,714.86,225.79,254.36,2071.33,1826.14,0\\r\\n2332,420,38,Male,,self_employed,1598,3,1087,116,10709.57,11423.86,11707.69,10164.7,0.29,0.29,714.57,714.57,11300.7,11684.23,0\\r\\n2333,2855,58,Male,3,salaried,1020,3,13,5,2044.34,358.66,1756.52,1414.47,1894.8,357.54,433.84,621.89,2127.56,1450.13,0\\r\\n2334,4749,90,Male,0,retired,146,2,76,131,2684.71,2705.15,2698.81,2624.89,0.34,0.34,20.79,0.34,2686.12,2705.15,0\\r\\n2335,325,41,Male,1,self_employed,318,2,1417,5,110.66,1715.79,3081.26,0.21,4857.36,6728.79,12876.38,21443.07,1586.39,7657.18,1\\r\\n2336,1502,82,Female,0,self_employed,1096,2,1662,273,1666.1,1668.13,1668.13,1651.89,0.54,0.54,0.54,0.54,1668.14,1668.13,0\\r\\n2337,6327,55,Male,2,self_employed,1096,2,89,5,63777.24,7335.72,14162.57,11901.45,78324.01,63893.83,39409.58,105631.6,20580.88,10825.76,0\\r\\n2338,1894,44,Female,0,self_employed,334,3,24,47,36.9,122.62,1867.03,7032.13,0.49,143.34,14.77,421.91,37.89,196.81,0\\r\\n2339,3976,48,Male,0,salaried,1084,3,12,,8168.77,7597.35,7603.6,6405.19,0.29,0.29,0.29,0.29,8030.84,7551.26,0\\r\\n2340,4247,20,Female,0,student,1020,2,239,,1952.92,1960.07,1959.08,1967.6,0.54,0.54,7.69,0.54,1957.11,1960.07,0\\r\\n2341,1960,33,Female,0,student,1232,3,149,61,617.43,959.93,1767.94,3115.15,0.57,0.57,970.56,787.73,908.61,1345.61,1\\r\\n2342,1846,37,Female,0,self_employed,800,3,803,46,2071.37,2071.37,1683.85,732.44,0.21,550.21,0.21,0.21,2071.37,1839.23,0\\r\\n2343,4858,43,Female,0,self_employed,1096,2,144,,3407.48,3407.48,3407.48,3385.89,0.26,0.26,0.26,0.26,3407.48,3407.48,0\\r\\n2344,1211,71,Male,0,self_employed,146,3,2855,47,4258.95,11541.2,7269.24,4507.07,0.51,14286.23,7143.37,7143.37,4850.08,12324.61,0\\r\\n2345,606,32,Female,0,salaried,649,3,54,26,5078.63,6828.63,6646.03,5204.1,429.13,429.13,2143.41,80.14,6904.98,6716.51,0\\r\\n2346,1120,60,Female,0,self_employed,1020,2,291,27,132.06,21.29,9297.95,22.58,15257.49,729.5,8833.9,2131.34,201.51,92.14,1\\r\\n2347,5564,46,Male,0,self_employed,15,3,69,,1636.38,1636.38,1636.38,1626.02,0.3,0.3,0.3,0.3,1636.38,1636.38,0\\r\\n2348,3903,69,Female,0,self_employed,1096,2,134,4,5368.93,4190.36,4255.85,3188.68,1871.99,0.56,679.13,229.13,4131.84,4327.11,0\\r\\n2349,5900,62,Female,0,salaried,1020,2,12,103,1808.99,2412.39,2820.91,3452.17,0.03,0.03,613.86,0.03,2393.38,2384.63,0\\r\\n2350,1422,30,Female,0,self_employed,15,3,2441,95,2519.47,3221.12,3472.38,1263.32,0.51,0.51,670.51,311.94,3005.87,3480.15,0\\r\\n2354,1207,72,Male,0,retired,1111,2,1898,10,286.07,177.19,1937.4,163.96,10068.71,0.11,9952.97,0.11,5387.33,193.36,1\\r\\n2355,1104,70,Male,0,retired,630,3,1240,23,994.16,11776.37,4221.97,1007.23,4932.63,8090.16,15714.84,0.56,4036.32,5349.24,0\\r\\n2356,3967,35,Female,0,self_employed,1232,3,39,11,11786.79,12241.99,10633.34,6840.47,1.3,0.59,237.71,757.73,12149.48,12825.53,0\\r\\n2357,2040,47,Male,0,salaried,692,3,1820,,1453.93,1453.93,1453.93,1581.98,0.7,0.7,0.7,0.7,1453.93,1453.93,0\\r\\n2358,5162,19,Male,0,self_employed,1046,1,4497,32,3307.89,3322.18,3330.76,3315.33,0.39,14.67,0.39,14.67,3321.19,3334.62,0\\r\\n2359,1889,55,Male,2,self_employed,409,2,1376,18,1040.48,3430.83,33617.81,52604.15,1975.14,1889.86,0.26,0.26,3683.64,45304.97,1\\r\\n2360,2379,26,Male,0,self_employed,1589,2,1241,0,6678.7,1191.78,1550.62,3520.83,12845.95,1442.52,6754.05,381.12,1595.95,837.69,0\\r\\n2361,200,90,,,self_employed,409,3,4411,89,2357.19,2357.19,2336.42,821.12,0.1,0.1,0.1,0.1,2357.19,2357.19,0\\r\\n2362,523,40,Male,2,salaried,,2,2716,17,9985.02,10012.96,10030.81,10087,4.36,0.07,32.3,32.2,9996.28,10025.65,0\\r\\n2364,353,51,Female,0,self_employed,762,1,3242,13,42778.27,778.27,13451.56,33852.5,42000.4,0.4,0.4,0.4,23300.44,778.27,0\\r\\n2365,1886,50,Male,0,self_employed,905,2,1390,259,10675.82,10994.91,10967.5,11181.54,0.61,0.61,319.7,172.04,10795.22,10975.79,0\\r\\n2366,1368,63,Female,0,self_employed,675,2,2244,214,10301.1,10301.1,10301.1,10254.98,0.09,0.09,0.09,0.09,10301.1,10301.1,0\\r\\n2367,651,42,Male,,salaried,592,3,3429,3,10678.12,9487.51,12265.53,14138.04,1186.03,0.31,0.31,4286.03,9653.42,13358.47,0\\r\\n2368,2689,66,Female,0,self_employed,649,2,54,27,809.74,1552.6,1605.35,997.83,686.21,0.5,1429.07,357.64,1469.84,1552.6,0\\r\\n2369,2072,57,Female,0,self_employed,1062,3,1787,12,255.89,213.17,2149.66,1623.08,357.4,0.26,39756.8,0.26,4420.57,259.32,1\\r\\n2370,4555,69,Male,0,self_employed,1366,2,2891,178,27742.98,27742.98,28463.72,31854.27,0.46,0.46,0.46,1117.6,27742.98,28788.05,0\\r\\n2371,1684,18,Male,0,student,596,3,659,163,2547.74,2547.74,2547.74,2606.24,0.41,0.41,0.41,0.41,2547.74,2547.74,0\\r\\n2372,2266,31,Male,0,salaried,575,3,1264,207,2748.12,2748.12,2748.12,2728.63,0.1,0.1,0.1,0.1,2748.12,2748.12,0\\r\\n2373,2797,18,Female,0,student,249,3,939,202,1883.25,1740.39,1688.54,1501.64,0.44,0.44,0.44,0.44,1829.06,1689.7,0\\r\\n2374,3077,64,Female,0,self_employed,15,3,783,18,1850.67,1274.41,1770.91,1891.98,1635.74,2600.03,1724.67,1325.91,1926.14,2064.47,0\\r\\n2375,3154,49,Female,2,self_employed,15,1,6,90,684.05,3598.34,4229.67,24568.35,0.63,0.63,305.06,305.06,1252.44,4155.8,1\\r\\n2376,1124,32,Female,0,self_employed,834,3,2665,9,3363.99,2663.99,2744.45,2651.82,700.11,0.11,0.11,0.11,2905.37,2663.99,0\\r\\n2377,1331,36,Female,2,salaried,102,3,113,9,2731.86,2703.95,2577.52,2698.32,315.02,571.76,470.81,907.75,2662.69,2569.18,0\\r\\n2378,661,31,Female,0,self_employed,15,3,49,4,867.09,867.09,3617.74,433.33,20143.19,84.01,20143.19,0.33,9512.41,791.5,1\\r\\n2380,1433,54,Male,0,salaried,1181,3,235,42,8450.56,8491.99,6781.93,3193.47,0.19,34394.24,27.33,30743.93,8474.45,8019.97,1\\r\\n2381,1155,48,Male,0,self_employed,104,3,2153,107,8602.44,8602.44,10303.08,9695.06,0.57,0.57,0.57,4286.29,8602.44,9478.02,0\\r\\n2382,5661,36,Male,0,self_employed,15,1,6,17,13894.07,11645,10848.33,8307.98,4666.01,4657.81,2560.37,634.9,13225.01,10477.48,0\\r\\n2383,4421,39,Male,0,self_employed,1232,2,104,37,4561.97,6485.94,4034.83,1588.26,0.1,5754.08,1257.24,1735.1,5296.84,4015.66,0\\r\\n2384,1555,37,Male,0,self_employed,649,2,54,12,2669.46,2096.75,1897.42,1914.07,714.94,714.94,125.3,347.53,2350.68,1810.52,0\\r\\n2385,1522,68,Female,0,retired,1164,3,2051,47,934.93,934.93,2393.72,491.4,0.27,302.63,0.27,0.27,934.93,882.41,0\\r\\n2386,4142,70,Female,0,self_employed,1232,3,582,102,4706.46,4856.46,4846.02,1648.81,0.24,0.24,143.1,0.24,4821.73,4856.46,1\\r\\n2387,1127,66,Male,0,retired,1294,3,2834,35,1554.48,1554.48,1510.7,1471.48,0.17,71.6,0.17,0.17,1554.48,1494.57,0\\r\\n2388,453,32,Male,0,self_employed,591,3,2527,7,3506.71,2162.73,1541.68,514.66,2357.49,1207.49,487.89,414.87,2553.46,1887.23,0\\r\\n2389,476,65,Female,,self_employed,,2,411,364,5808.92,5808.92,5811.07,5820.36,0.21,0.21,0.21,0.21,5808.92,5811.29,0\\r\\n2390,1527,38,Female,0,self_employed,368,3,1060,118,7864.37,7878.65,7881.64,7641.12,0.11,0.11,14.4,11.54,7868.8,7886.03,0\\r\\n2391,2721,37,Female,0,self_employed,1096,3,609,76,1432.33,1432.33,1478.1,1783.11,0.41,0.41,0.41,4.7,1432.33,1435.23,0\\r\\n2392,741,51,Male,,self_employed,1570,3,3426,28,10075.97,10290.25,9666.63,6387.32,3571.6,2610.6,3785.89,5539.6,12100.6,11868.31,0\\r\\n2393,1279,27,Male,0,self_employed,747,3,2255,87,4572.79,4572.79,4471.87,1929.18,0.59,0.59,0.59,0.59,4572.79,4572.79,0\\r\\n2394,1120,14,Male,0,student,61,2,1359,89,5831.01,5831.01,5816.81,5144.87,0.43,0.43,0.43,0.43,5831.01,5831.01,0\\r\\n2395,2175,22,Female,0,student,1494,2,955,195,395.47,1824.04,1488.75,1755.92,0.09,0.09,1428.66,0.09,1232.91,1824.04,1\\r\\n2396,4650,52,Male,0,self_employed,1096,1,43,0,3141.54,445.54,1436.66,3206.8,4278.56,3586.05,1511.13,5071.56,1593.37,459.76,0\\r\\n2397,3541,45,Male,2,salaried,531,2,249,14,24750.97,25397.6,22648.08,5680.56,235.84,235.84,0.13,1815.34,24915.83,26377.6,0\\r\\n2398,3344,71,Male,0,salaried,1020,2,398,309,3850.67,3751.95,3879.6,6402.64,0.26,0.26,0.26,0.26,3757.94,3815.37,0\\r\\n2399,4198,41,Male,0,self_employed,1020,2,145,6,3026.74,1335.6,1696.26,2405.38,2481.66,715.03,746.99,315.5,2241.39,1355.66,0\\r\\n2400,3075,48,Female,0,student,,2,352,,1979.86,1979.86,1979.86,1991.4,0.49,0.49,0.49,0.49,1979.86,1979.86,0\\r\\n2402,2280,50,Female,0,self_employed,162,2,860,200,1871.03,1871.03,1877.48,2021.02,0.44,0.44,0.44,0.44,1871.03,1871.03,0\\r\\n2403,2223,31,Female,0,self_employed,1020,2,84,9,14005.42,14268.99,13790.72,11446.85,594.81,1400.53,858.39,69.1,13952.09,13770.1,0\\r\\n2404,5336,53,Female,0,self_employed,1020,2,114,13,1342.55,2183.54,1842.01,1621.03,158.51,1732,752.37,38.09,1761.05,2181.73,0\\r\\n2405,609,42,Male,3,self_employed,221,2,68,105,3986.27,4217.49,4265.92,2515.85,0.53,0.53,231.74,231.74,4042.08,4262.24,0\\r\\n2406,1195,35,Male,0,salaried,396,2,1825,91,3197.54,3249.92,3417.37,3547.15,0.31,0.31,26.36,396.96,3214.42,3357.17,0\\r\\n2407,2214,57,Female,0,self_employed,1110,2,1627,60,5934.3,8843.45,8537.99,6683.02,0.37,0.37,2909.51,0.37,8743.13,8843.45,1\\r\\n2408,2671,32,Male,0,self_employed,623,2,377,24,1091.74,43589.03,6158.99,1838.92,2214.87,33643.44,44714.87,6652.9,5552.46,10761.15,0\\r\\n2409,4861,58,Female,0,salaried,834,1,18,11,2771.07,2103.49,2191.71,2825.81,692.73,0.44,0.44,0.44,2393.37,2103.49,0\\r\\n2410,4959,48,Female,0,salaried,1020,1,15,3,19468.95,5115.28,2081.04,1295.56,26977.96,5260.91,4603.63,618,3296.72,1357.61,0\\r\\n2411,4403,46,Male,0,salaried,1020,2,47,24,15382.7,15496.54,15489.48,15014.83,375.06,374.89,488.9,144.47,15594.28,15534.44,0\\r\\n2412,637,44,Male,,salaried,623,3,1625,269,7232.21,7232.21,7232.21,7187.72,0.09,0.09,0.09,0.09,7232.21,7232.21,0\\r\\n2413,1443,70,Female,0,self_employed,1096,2,1443,124,12.92,155.78,2424.35,5836.58,0.46,0.46,143.31,3629.03,86.81,778.5,1\\r\\n2414,3736,51,Male,0,salaried,1020,1,182,31,15735.49,17172.72,12026.88,5868.62,0.01,10000.01,365.54,142.87,16727.9,7996.19,0\\r\\n2415,4086,50,Male,3,self_employed,578,2,264,269,3736.94,4319.08,4454.85,11064.82,0.29,0.29,439.57,0.29,4139.65,4410.32,0\\r\\n2416,3000,36,Male,0,salaried,1381,3,790,14,2338.6,2243.5,2168.86,2346.03,571.64,714.5,404.54,295.26,2301.82,2251.55,0\\r\\n2417,4923,68,Female,2,self_employed,1096,3,26,56,3689.81,3704.1,3148.9,2712.3,0.54,629.07,14.83,0.54,3702.13,3172.35,0\\r\\n2419,2372,57,Female,0,self_employed,334,3,141,254,2457.54,2853.8,2051.01,1244.08,0.57,0.57,610.73,22.19,2715.08,2856.82,0\\r\\n2420,4401,42,Male,2,self_employed,26,2,221,3,2584.49,3250.53,2615.17,2247.24,359.8,730.81,1042.05,499.13,2800.33,2695.6,0\\r\\n2421,2397,60,Female,2,salaried,334,3,1073,10,4791.95,5124.83,5198.09,4778.45,264.51,0.23,597.39,156.13,5129.67,5167.18,0\\r\\n2422,2853,50,Male,0,salaried,334,1,411,31,2.24,25256.27,2152.42,1019.85,0.13,25363.87,7057.34,4291.27,2593.8,3172.53,0\\r\\n2423,551,67,Female,,retired,1232,2,900,42,3306.34,4020.62,3351.08,6422.8,0.34,2180.17,0.34,0.34,3774.32,3263.02,0\\r\\n2424,3268,70,Female,0,retired,1020,2,322,14,1200.59,821.44,2193.86,6754.03,443.16,0.3,0.3,0.3,1000.58,839.11,0\\r\\n2425,4034,67,Female,0,self_employed,526,2,421,342,1933.21,4086.77,7289.94,1348.62,0.6,0.6,2154.16,7143.46,3786.04,6851.74,0\\r\\n2426,3376,79,Male,0,retired,1096,2,551,9,4226.12,7155.6,2296.8,1836.73,830.5,2582.09,6264.91,4139.64,2081.72,2432.73,0\\r\\n2427,2875,45,Male,2,self_employed,61,1,263,24,2155.04,2066.73,1986.3,1425.05,85.73,285.73,0.01,0.01,2142.95,2038.72,0\\r\\n2428,2648,90,Male,0,self_employed,1557,3,876,26,6868.67,6725.82,6770.15,6681.27,143.31,0.46,0.46,0.46,6858.82,6725.82,0\\r\\n2429,1022,42,Female,0,self_employed,575,2,572,13,466.13,11952.73,9984.36,13677.45,786.5,0.81,12286.07,430.22,5336.95,12154.37,1\\r\\n2430,1397,37,Female,0,self_employed,657,2,2079,9,3701.6,3601.6,4382.16,5174.94,100.07,714.36,0.07,296.64,3636.08,4575.32,0\\r\\n2431,6228,38,Male,0,self_employed,1020,2,423,34,7643.66,7589.94,7815.41,7781.32,0.31,16.96,0.31,354.5,7609.96,7905.61,0\\r\\n2433,439,20,Male,,self_employed,146,2,875,,3163.31,3163.31,3165.42,3146.53,0.37,0.37,0.37,0.37,3163.31,3166.37,0\\r\\n2434,1320,29,Female,0,salaried,409,2,975,241,10784.92,10854.19,10868.23,10930.93,0.46,0.46,69.72,0.46,10816.98,10854.19,0\\r\\n2435,1769,55,Male,0,salaried,318,3,107,227,12096.94,12096.94,12096.94,12024.77,0.39,0.39,0.39,0.39,12096.94,12096.94,0\\r\\n2436,317,53,Male,2,self_employed,0,2,3892,157,2991.96,3023.38,3502.66,5065.09,0.27,0.27,5.99,0.27,3019.84,3022.14,1\\r\\n2437,2863,35,Male,0,salaried,442,2,832,11,2684.06,1075.5,1445,2094.54,2852.47,0.67,1929.24,1214.96,1343.89,1519.33,0\\r\\n2438,919,47,Female,0,self_employed,1172,2,2270,,2008.63,2008.63,2008.63,1995.91,0.36,0.36,0.36,0.36,2008.63,2008.63,0\\r\\n2439,793,50,Female,,self_employed,575,2,3676,139,1128.61,1342.89,1561.89,1287.68,0.7,0.7,72.13,367.41,1867.03,1329.95,0\\r\\n2440,3329,65,Male,0,retired,1020,2,145,0,4863.42,397.11,1453.03,2699.31,4470.71,1550.29,397.05,3223.12,637.68,1176.53,0\\r\\n2441,1709,68,Male,0,retired,575,2,1717,61,13128.72,13146.23,17192.01,10553.94,0.46,0.46,20.2,10117.11,13131.13,15504.2,0\\r\\n2442,2202,51,Male,0,self_employed,1076,3,793,4,13808.86,4455.22,5016.83,4227.95,1242.11,1285.96,2214.53,573.1,6366.31,3497.11,0\\r\\n2443,1584,68,Female,0,self_employed,1525,2,1020,19,2819.91,5707.96,6721.16,10837.31,429.09,762.06,4102.85,3137.94,4355.08,7177.82,0\\r\\n2444,1887,51,Male,1,self_employed,146,3,714,32,1597.02,1765.31,2129.68,3217.41,0.49,2.72,204.03,687.1,1676.19,2076.87,0\\r\\n2445,5899,51,Male,0,self_employed,1020,2,60,0,7443.12,12063.13,12335.5,18720.69,91.54,42.11,4361.84,24.34,8633.75,12495.25,0\\r\\n2446,2113,33,Male,0,self_employed,656,2,340,4,2262.15,1329.09,1562.13,884.64,1214.6,90.24,188.23,92.93,1460.18,1383.26,0\\r\\n2447,2170,33,Male,0,salaried,531,2,2649,0,2904.14,3005.17,2444.4,2331.65,834.73,944.44,0.11,0.11,2470.33,2460.6,0\\r\\n2448,1402,38,Female,0,self_employed,834,2,349,11,2045.1,2040.61,2043.39,2029.15,4.85,0.37,0.37,0.37,2042.47,2042.99,0\\r\\n2450,2786,45,Male,0,self_employed,,2,1479,3,4481.47,2618.65,4954.3,6053.37,27285.81,0.1,25414.39,2857.24,4821.38,4369.8,0\\r\\n2451,506,53,Female,0,self_employed,15,3,2441,118,986.68,1058.11,1474.77,589.97,0.27,0.27,71.7,714.56,1045.79,1609.13,0\\r\\n2452,4232,42,Male,0,self_employed,409,2,287,181,10625.85,10625.85,10566.86,9885.89,0.67,0.67,0.67,0.67,10625.85,10625.85,0\\r\\n2453,1239,48,Female,2,self_employed,491,2,27,28,4172.44,2185.78,2277.4,625.01,2143.4,48.16,156.74,156.74,4193.98,2175.22,0\\r\\n2454,1916,34,Male,0,salaried,1271,3,101,56,1925.61,2131.97,1793.39,244.4,0.4,457.54,0.4,0.4,2032.35,2087.73,0\\r\\n2455,2630,47,Male,0,self_employed,334,3,1290,13,45975.94,46751.08,46619.75,43179.35,122.05,132.78,939.89,248.31,46217.43,46810.46,1\\r\\n2456,2032,36,Female,0,self_employed,574,2,265,12,4134.25,3427.11,3110.08,3988.46,1035.91,764.49,471.63,228.77,3752.97,3094.39,0\\r\\n2457,1927,59,Female,0,self_employed,993,3,1700,,1579.12,1579.12,1579.12,1571.31,0.24,0.24,0.24,0.24,1579.12,1579.12,0\\r\\n2458,2522,34,Male,0,self_employed,1020,2,212,31,12174.22,13036.21,11820.55,10534.96,0.46,2751.84,2209.21,2934.15,11605.36,11206.14,0\\r\\n2459,1655,69,Male,0,self_employed,94,3,1942,23,2761.94,2404.8,2503.32,2617.44,357.81,0.67,0.67,0.67,2700.37,2404.8,0\\r\\n2460,6354,34,Male,0,self_employed,1096,1,1755,5,2248.78,1769.68,2462.55,3075.18,322.6,1.09,3528.99,1950.81,2571.55,2115.02,0\\r\\n2461,3178,38,Male,3,self_employed,334,3,492,0,3276.95,3303.96,4498.14,6179.1,4806.79,3589.3,4291.53,5297.24,3659.81,4748.93,0\\r\\n2462,3378,36,Female,0,self_employed,621,3,208,46,5437.26,4369.76,4620.89,6228.1,0.06,798.04,185.02,0.06,4417.62,4527.58,0\\r\\n2463,4025,90,Male,0,self_employed,1020,3,424,214,5504.25,5504.25,5591.31,5658.57,0.51,0.51,0.51,143.37,5504.25,5568.76,0\\r\\n2464,2034,87,Female,0,self_employed,1096,3,1563,12,10719.08,10798.76,10543.51,7682.36,598.75,286.29,669.14,0.57,10552.8,10771.11,0\\r\\n2465,5213,34,Female,0,self_employed,1020,1,86,95,3078.39,3797.4,3780.84,2735.18,0.19,0.19,0.19,0.19,3751.41,3794.95,0\\r\\n2466,2659,74,Male,0,self_employed,656,2,46,4,2747.85,3102.44,3069.2,5261.84,143.37,143.37,357.66,0.51,2744.68,3068.85,0\\r\\n2467,3476,40,Male,0,self_employed,492,3,1414,20,7118.28,5882.57,6309,6268.77,1235.79,0.07,0.07,0.07,6948.09,5944.04,0\\r\\n2468,2280,53,Male,0,self_employed,1540,1,1259,227,5799.8,5405.09,38617.25,73685.13,0.19,0.19,0.19,68571.61,5807.19,36340.48,1\\r\\n2469,4980,45,Male,3,self_employed,1096,2,678,,13381.77,14053.19,14237.5,8548.22,0.17,0.17,671.6,642.19,13404.92,14612.37,0\\r\\n2470,687,14,Male,,student,1020,2,410,,2351.84,2251.84,2255.61,1343.73,0.46,0.46,0.46,0.46,2355.78,2255.53,0\\r\\n2471,4129,18,Female,0,self_employed,1096,1,26,90,2097.3,2103.09,2124.11,2592.35,0.13,0.13,5.91,38.49,2098.1,2132.78,0\\r\\n2472,3213,65,Male,0,salaried,1540,3,824,34,15348.53,15491.39,12566.87,8627.33,0.39,2918.81,286.1,150.46,15373.16,12478.61,0\\r\\n2473,1557,37,Female,0,salaried,1392,3,2337,86,24252.82,24967.1,24653.02,12410.64,0.46,0.46,0.46,0.46,24597.64,24967.1,1\\r\\n2474,1797,37,Female,0,self_employed,621,3,950,121,11393.73,11615.72,11756.32,8898,0.36,0.36,21.6,110.33,11456.72,11690.28,0\\r\\n2475,4842,70,Male,0,self_employed,905,2,634,164,2512.41,2488.54,2079.26,2027.32,0.09,0.09,0.09,0.09,2498.26,1755.68,0\\r\\n2476,4806,45,Male,2,self_employed,905,3,1388,3,6040.02,5913.59,3199.05,1512.61,205.1,4290.81,28.67,83.1,5884.72,2070.69,0\\r\\n2477,468,35,Female,,self_employed,6,3,2044,53,9748.7,10156.22,7169.92,1576.91,0.64,7143.5,714.93,0.64,10070.32,8835.46,0\\r\\n2478,2623,34,Male,0,self_employed,56,3,917,100,4839.5,4839.5,5271.14,1658.7,0.39,0.39,0.39,286.1,4839.5,4885.58,0\\r\\n2479,2441,24,Female,0,student,334,2,1451,97,3351.41,3335.41,3176.48,718.26,0.56,0.56,346.45,595.18,3084.74,3148.36,0\\r\\n2480,723,20,Male,0,student,745,2,127,33,3237.85,3273.88,3278.67,3283.52,0.5,1.5,36.53,27.2,3248.11,3284.74,0\\r\\n2481,5483,61,Male,3,salaried,966,2,37,17,717.29,6650.97,4903.24,6039.83,2370.41,859.57,11645.25,1061.48,1372.72,6730.8,0\\r\\n2482,1767,30,Male,0,self_employed,61,3,1935,19,7414.16,5285.59,5176.23,693.34,2143.34,964.77,0.49,0.49,7003.33,5292.97,0\\r\\n2483,912,29,Female,0,self_employed,914,2,3734,166,6960.72,6960.72,6960.72,6778.81,0.66,0.66,29.23,0.66,6960.72,6960.72,0\\r\\n2484,1712,80,Male,0,retired,656,2,340,33,5138.53,5138.53,5114.16,4919.74,0.26,40.01,0.26,0.26,5138.53,5105.19,0\\r\\n2485,5547,42,Female,0,self_employed,623,2,21,84,1225.29,1225.29,1779.79,4063.6,0.39,0.39,0.39,0.39,1225.29,1225.29,0\\r\\n2486,4416,77,Male,0,self_employed,617,2,229,6,25457.02,28822.01,27577.22,30861.17,72.46,1243.1,112.95,0.24,27372.45,28188.89,0\\r\\n2487,3246,29,Male,0,student,1020,2,84,259,3478.99,3478.99,3478.99,3457.27,0.43,0.43,0.43,0.43,3478.99,3478.99,0\\r\\n2488,552,48,Male,,self_employed,1096,2,327,72,22417.54,22429.6,21210.36,910.93,0.6,0.6,0.6,5353.26,22418.17,28504.08,0\\r\\n2489,335,51,Female,,salaried,1338,3,3440,83,4610.18,4610.18,4241.52,238.24,0.29,0.29,0.29,0.29,4610.18,4610.18,0\\r\\n2490,4684,63,Male,1,retired,1232,2,2453,59,31.19,665.78,2315.36,210.18,0.1,27.23,9107.24,1714.39,531.11,4641.03,1\\r\\n2491,1885,68,Female,0,self_employed,856,2,1502,7,4552.62,3638.34,1697.86,584.9,2857.6,3462.68,1929.03,0.46,2896.96,2002.33,0\\r\\n2492,6968,84,Female,0,self_employed,318,1,107,21,1190.46,1190.43,1748.72,1165.44,2857.49,0.34,0.34,0.34,2865.31,1190.43,0\\r\\n2493,1932,34,Female,0,student,,2,565,122,5809.18,5809.18,5809.18,2113.44,0.47,0.47,0.47,0.47,5809.18,5809.18,0\\r\\n2494,6258,47,Male,0,salaried,834,2,8,11,5127.71,1506.05,2930.91,1589.64,5953.29,22143.27,1613.26,7685.97,4908.2,2217.72,0\\r\\n2495,2224,38,Male,0,self_employed,61,3,3537,17,3319.08,4379.81,3439.51,24.96,2674.37,0.4,3877.96,771.83,4719.66,4380.36,0\\r\\n2496,2666,62,Male,0,salaried,1020,1,19,14,4343.36,4057.64,3937.93,3158.05,285.9,285.9,0.19,0.19,4205.43,3956.26,0\\r\\n2497,1586,62,Male,0,self_employed,656,3,2187,86,6214.19,6214.19,6137.39,3877.44,0.27,0.27,0.27,0.27,6214.19,6214.19,0\\r\\n2498,1347,57,Male,4,self_employed,1032,3,381,26,6102.33,6099.53,6136.66,5091.23,228.8,228.8,226,226,6141.07,6135.86,0\\r\\n2499,1992,90,,0,self_employed,1020,2,146,357,4221.12,4221.12,4221.12,4213.5,0.2,0.2,0.2,0.2,4221.12,4221.12,0\\r\\n2500,2391,45,Male,0,self_employed,1636,3,375,,1682.4,1682.4,1682.4,1672.22,0.43,0.43,0.43,0.43,1682.4,1682.4,0\\r\\n2501,467,48,Male,0,self_employed,684,2,936,35,4211.63,4447.34,3040.49,5930.24,0.44,3857.59,236.16,1664.73,4236.01,2608.17,0\\r\\n2502,6131,63,Female,0,salaried,1096,2,91,10,428.92,2993.86,3665.39,10967.79,221.2,85688.61,2700.43,107789.29,549.43,9323.95,1\\r\\n2503,1454,39,Female,0,salaried,575,2,572,3,22725.14,19766.69,18212.01,14354.16,3479.4,3627.63,272.94,1121.93,19864.92,17836.46,0\\r\\n2504,4945,60,Male,0,self_employed,15,1,6,0,2830.63,3451.52,3878.67,3756.03,8735.65,3572.01,478.34,3821.56,3709.53,2818.77,0\\r\\n2505,3268,43,Male,0,self_employed,1232,2,427,0,5669.56,1582.32,1722.63,1633.49,4136.46,428.8,32.67,325.6,2054.16,1604.75,0\\r\\n2506,6192,50,Male,1,salaried,1020,2,22,0,16189.61,4160.46,3281.67,1488.76,14299.26,18724.27,0.13,14863.19,3982.9,5736.84,1\\r\\n2508,1102,38,Male,0,self_employed,365,2,849,5,2050.81,1462.86,1620.17,1423.34,606.06,2245.6,28.97,2183.26,1977.86,1454.77,0\\r\\n2509,2258,25,Male,0,student,1020,1,501,54,15075.84,14655.84,14410.28,13887.51,0.36,714.64,0.36,0.36,14771.7,14517.59,0\\r\\n2510,1036,69,Male,0,retired,1593,2,3338,318,6281.46,6281.46,6281.46,6241.98,0.03,0.03,0.03,0.03,6281.46,6281.46,0\\r\\n2511,725,26,Male,0,salaried,409,2,1940,5,11989.2,11711.07,11640.77,13613.09,1429.24,29.24,29.24,127.15,11901.43,11593.18,0\\r\\n2512,1352,58,Male,0,retired,621,2,1921,103,1509.33,1509.33,1509.33,1733.73,0.5,0.5,0.5,0.5,1509.33,1509.33,0\\r\\n2513,4584,48,Male,3,salaried,1525,3,33,17,5967.17,6824.31,6040.02,10402.19,700.89,3145.44,1978.51,3810.83,6138.96,7140.69,0\\r\\n2515,1850,63,Male,1,self_employed,834,2,1929,11,1457.71,967.89,1463.16,3339.7,852.59,2184.55,1653.47,1744.01,1192.6,1144.72,0\\r\\n2516,560,47,Female,0,salaried,578,3,2930,14,4598.05,4505.19,4531.87,3762.2,529.06,0.49,436.2,0.49,4763.56,4505.19,0\\r\\n2517,7321,90,Male,0,self_employed,409,2,1317,54,3832.73,3880.33,3567.14,3249.4,0.01,1428.59,47.61,600.16,3832.73,3678.52,0\\r\\n2518,2286,39,Female,0,self_employed,905,2,606,5,4451.95,669.8,1464.69,939.41,3803.85,859.13,21.7,285.99,3448.01,318.52,0\\r\\n2519,2027,75,Male,0,retired,834,2,1929,63,22160.88,20446.59,17817.5,4856.98,0.14,0.14,1000.14,0.14,20761.86,20446.59,0\\r\\n2520,2995,53,Female,0,salaried,1020,1,501,69,26714.09,18079.97,22951.62,34894.48,0.6,0.6,1072.03,22679.39,24753.14,26328.34,1\\r\\n2521,2245,58,Male,2,salaried,1096,3,482,7,3207.2,4379.75,2002.78,173.09,1.12,5007.47,1136.71,600.67,3769.73,2120.77,0\\r\\n2522,4020,50,Male,0,salaried,1232,2,185,26,7376.02,31219.85,19492.49,246.88,28571.74,19128.89,51222.84,3395.29,20209.46,21728.85,1\\r\\n2523,4517,45,Male,0,self_employed,1020,2,227,21,1062.38,1160.8,1701.54,1361.22,14.97,5976.6,805.09,7021.45,1035.95,2272.71,0\\r\\n2524,1480,34,Male,0,salaried,1563,2,58,27,1776.88,1569.74,2476.71,4037.01,1279.13,0.56,657.7,29.13,1950.53,2638.63,0\\r\\n2525,1247,40,Male,0,self_employed,409,2,327,111,302.26,267.22,3590.56,2478.78,0.04,0.04,0.04,8.9,291.38,2388.75,1\\r\\n2526,2377,62,Male,0,salaried,334,1,1216,0,3926.14,3926.14,2041.21,23181.71,2497.57,2497.57,0.19,0.19,1514.87,2621.3,0\\r\\n2527,6676,51,Male,0,self_employed,834,3,22,0,11848.2,10939.44,11719.19,7665.33,3516.84,2058.95,1929.75,579.97,12430.99,11639.44,0\\r\\n2528,2353,58,Female,0,salaried,1071,2,623,,41375.36,8425.02,14534.88,9811.8,0.03,0.03,0.03,4285.74,20706.61,11158.66,0\\r\\n2529,2959,9,Female,0,student,578,2,758,,2826.96,2812.68,2812.68,2752.59,0.44,0.44,0.44,0.44,2826.96,2812.68,0\\r\\n2530,2274,65,Female,0,self_employed,834,2,789,248,14282.15,32708.93,30350.12,34037.11,0.7,0.7,16284.63,103.37,25214.87,32765.24,1\\r\\n2531,666,35,Male,1,salaried,1315,2,250,3,4629.53,46680.97,15101.27,7411.02,6823.98,33422.48,40286.41,286.41,6925.22,32952.86,0\\r\\n2532,2342,34,Female,0,self_employed,1096,1,89,27,4268.77,4218.97,4596.45,4475.05,286.01,3954.8,234.59,4063.66,4364.18,5037.89,0\\r\\n2533,1633,81,Female,0,self_employed,834,2,14,28,7562.91,8456.69,9705.61,18955.33,626.34,1440.84,1457.53,3084.81,7993.45,9117.58,0\\r\\n2534,2429,71,Male,0,retired,1388,3,4291,6,1465.53,3709.11,1975.54,1716.41,0.75,1.06,2243.09,71.53,2538.86,1686.22,0\\r\\n2535,2700,26,Female,0,student,1096,2,11,3,1991.37,1847.92,1814.61,1065.91,1121.58,1685.04,1000.51,1857.66,2001.28,1840.79,0\\r\\n2536,407,76,Male,,retired,1181,3,2515,215,2585,3299.28,3766.05,4460.89,0.16,0.16,714.44,1143.01,3003.72,3852.28,0\\r\\n2537,2658,39,Male,3,salaried,1020,3,1202,0,11016.19,42976.97,3580.94,2918.04,9629.97,74358.87,40297.41,9052.36,4295.05,5695.05,1\\r\\n2538,217,40,Male,,self_employed,409,3,4107,9,2442.07,2522.28,2699.43,2718.05,285.91,214.49,364.49,550.2,2422.08,2847.54,0\\r\\n2539,298,24,Male,,student,1388,2,1555,55,1436.09,1832.67,2398.73,2645.85,0.46,6000.46,395.26,7308.86,1572.84,2523.59,0\\r\\n2540,2113,36,Female,0,self_employed,1525,2,276,0,1423.89,706.69,2353.65,2286.65,1909.16,27504.7,1263.39,27557.09,912.2,3968.92,0\\r\\n2541,2273,62,Male,0,salaried,666,3,1279,180,4033.94,4209.77,4890.67,5577.56,0.09,0.09,50.09,1354.31,4083.68,4984.31,0\\r\\n2542,3118,52,Female,0,self_employed,235,2,733,45,2809.26,2809.26,2884.26,2779.05,0.34,2.47,0.34,0.34,2809.26,2808.3,0\\r\\n2543,595,57,Male,0,self_employed,1444,3,202,39,3938.18,4295.33,4054.66,3389.14,0.44,314.73,357.59,0.44,4283.01,4082.42,0\\r\\n2544,3010,59,Male,3,salaried,834,3,28,29,647.81,34581.59,10205.41,238.38,0.54,38365.5,33917.18,4826.11,24133.09,5406.35,1\\r\\n2545,4738,40,Male,0,self_employed,656,2,3293,,4533.91,4533.91,4533.91,4505.2,0.31,0.31,0.31,0.31,4533.91,4533.91,0\\r\\n2546,2473,59,Male,2,self_employed,11,1,121,80,11971.17,12300.58,11960.6,15489.95,0.51,0.51,143.37,0.51,12022.03,12320.5,0\\r\\n2547,222,43,Male,,salaried,137,3,4301,11,1090.75,2521.44,3888.06,559.52,709.14,0.14,2143,2857.29,1707.21,3074.43,1\\r\\n2548,4611,53,Male,0,salaried,1019,1,15,3,20390.61,1104.88,17223.85,2627.18,18824.43,512.87,1681.24,42571.46,4111.36,20781.78,0\\r\\n2549,1780,45,Male,2,self_employed,15,1,6,87,1872.84,3380.42,5112.78,11856.71,0.27,0.27,13162.96,320.17,2071.48,3515.74,1\\r\\n2550,1696,34,Male,0,self_employed,962,3,2130,55,5589.53,8446.67,5107.55,3527.09,0.04,5714.33,0.04,109,5786.57,7938.98,0\\r\\n2551,891,61,Female,0,self_employed,834,1,2807,27,13651.15,13525.75,13508.54,15223.27,1716.5,1548.85,1591.1,1429.27,13597.56,13475.81,0\\r\\n2553,291,19,Male,,student,649,2,987,95,3719.5,3719.5,3719.5,2506.62,0.07,0.07,0.07,0.07,3719.5,3719.5,0\\r\\n2554,731,51,Male,,self_employed,,2,1340,,1653.93,1653.93,1899.71,3054.12,0.14,0.14,0.14,0.14,1653.93,1653.93,0\\r\\n2555,2343,25,Male,0,salaried,15,1,6,228,4068.25,8942.94,9367.21,9377.12,0.04,0.04,0.04,142.9,4547.52,12048.2,1\\r\\n2556,5047,44,Male,0,salaried,61,2,1822,32,2671.8,2863.3,2276.23,3044.07,0.6,1514.89,184.86,37.77,2822.55,1834.94,0\\r\\n2558,5467,49,Female,0,self_employed,1096,2,27,277,17203.45,17917.74,17819.21,17810.81,0.56,0.56,714.84,0.56,17622.17,17917.74,0\\r\\n2559,1361,56,Male,1,salaried,318,2,2774,108,2521.62,2521.62,4618.26,7150.79,0.19,0.19,0.19,4411.6,2521.62,4387.22,0\\r\\n2560,4696,45,Male,3,salaried,751,2,138,5,13547.72,2485.2,3333.56,865.92,142.94,985.8,769.41,841.54,7240.97,1705.82,0\\r\\n2561,854,69,Male,0,retired,146,2,2870,41,2885.3,2934.84,2062.62,580.52,0.54,4.11,34.46,381.23,2903.2,1745.55,0\\r\\n2562,4424,33,Female,0,student,15,1,6,18,18389.41,18311.2,18174.54,17036.66,77.13,0.29,0.29,0.29,18362.01,18107.25,0\\r\\n2563,4957,71,Male,0,retired,649,1,987,212,2272.36,1840.91,1985,1862.98,0.27,0.27,1285.99,0.27,2264.88,1838.73,0\\r\\n2564,1026,21,Male,0,student,675,2,867,4,6751.55,10198.52,9052.34,7630.25,8689.37,1936.54,11904.7,1664.5,6420.69,10941.89,0\\r\\n2565,2667,74,Male,0,retired,834,3,40,4,7587.81,1638.11,2618.46,4190.65,5949.84,0.14,0.14,1428.71,2966.26,1822.44,0\\r\\n2566,3155,40,Male,0,salaried,1020,2,276,25,9521.98,9849.78,9965.88,11070.06,68.27,0.6,0.6,29.17,9608.73,9936.55,0\\r\\n2567,674,72,Male,,self_employed,1111,2,728,56,19389.34,19117.91,19192.48,18968.28,0.64,272.07,0.64,73.5,19389.34,19108.1,0\\r\\n2568,3260,74,Male,0,self_employed,179,2,641,13,87360.7,83142.52,85569.8,96530.6,4285.99,0.27,71.7,74.81,85183.22,83208.79,0\\r\\n2569,4038,53,Male,0,self_employed,1020,3,159,,1755.48,1755.48,1755.48,1744.35,0.17,0.17,0.17,0.17,1755.48,1755.48,0\\r\\n2570,3106,36,Male,0,self_employed,409,3,395,48,3008.23,3365.37,3296.93,3420.87,0.06,142.91,357.2,71.49,3254.53,3342.33,0\\r\\n2571,983,26,Female,0,self_employed,1139,3,335,13,2867.18,2328.93,2265.28,1781.47,2274.36,643.24,1700.39,0.39,2805.03,2267.87,0\\r\\n2572,2329,25,Female,0,student,1096,3,89,0,4121.11,3760.21,3411.68,2639.63,899.7,663.54,564.39,865.87,3592.17,3333.32,0\\r\\n2573,2559,36,Male,2,self_employed,1534,2,1596,10,2374.27,2259.6,2805.49,8769.93,11549.44,4149.81,1344.97,12570.43,2130.27,3039.03,0\\r\\n2574,1254,41,Female,0,self_employed,1135,3,1539,,1995.01,2009.3,2187.67,2735.69,0.09,0.09,0.09,300.09,2003.38,2155.38,0\\r\\n2575,188,38,Male,1,self_employed,575,3,3706,157,1088.3,1231.16,4713.39,14093.25,0.21,0.21,143.07,4285.93,1226.23,3350.97,1\\r\\n2576,1643,34,Male,0,salaried,1309,3,635,47,2093.86,2475.28,2457.71,3120.84,0.07,0.89,317.21,14.36,2288.98,2493.73,0\\r\\n2577,3362,52,Male,0,self_employed,1020,1,291,11,6453.81,5306.44,4533.4,637.85,1286.31,0.6,3710.29,35.4,5763.89,3812.7,0\\r\\n2578,964,44,Male,0,salaried,1181,2,477,17,437.88,985.77,5619.34,7543.79,285.96,699.96,1133.84,8672.1,599.07,7237.8,0\\r\\n2579,4445,37,Male,0,self_employed,1348,2,1281,17,22832.49,24403.92,22923.52,7236.95,572.07,572.07,0.64,0.64,24256.14,24205.91,0\\r\\n2580,367,39,Female,,salaried,575,2,1098,329,1631.6,1631.6,1779.07,3047.43,0.6,0.6,0.6,0.6,1631.6,1631.6,0\\r\\n2581,1173,46,Male,0,salaried,757,3,2912,,3763.71,3763.71,3763.71,4386.13,0.6,0.6,0.6,0.6,3763.71,3763.71,0\\r\\n2582,4995,38,Female,0,self_employed,61,2,115,46,5465.47,5522.61,4845.83,4250.57,0.6,1548.83,43.46,200.6,5490.1,4946.62,0\\r\\n2583,959,28,Female,1,salaried,1178,2,2459,301,8887.07,8887.07,8887.07,9140.2,0.64,0.64,0.64,0.64,8887.07,8887.07,0\\r\\n2584,633,54,Female,0,self_employed,1096,2,1562,1,28981.51,146.58,10624.81,2916.78,28864.21,1000.01,29.29,17214.3,2135.2,2642.17,0\\r\\n2585,1168,42,Female,0,self_employed,613,3,1734,77,1886.31,1886.31,1862.34,1703.67,0.36,0.36,0.36,0.36,1886.31,1886.31,0\\r\\n2586,1907,57,Female,3,self_employed,1181,2,235,,4941.59,4941.59,4941.59,4910.28,0.31,0.31,0.31,0.31,4941.59,4941.59,0\\r\\n2587,1861,52,Male,0,self_employed,594,2,672,137,23687.65,23687.65,27067.06,29562.72,0.64,0.64,0.64,0.64,23687.65,23687.65,0\\r\\n2588,2116,31,Female,0,self_employed,623,1,81,3,191.06,8704.64,2268.5,2032.71,172.4,1493.11,8685.97,201.26,963.35,3610.32,1\\r\\n2589,3074,53,Male,3,self_employed,60,2,595,140,132.36,1362.05,1622.34,1658.99,0.07,0.07,1231.93,868.21,218.35,1890.18,1\\r\\n2590,1334,47,Male,0,self_employed,38,3,2546,0,12336.19,1484.19,4184.02,1744.63,428.59,385.73,3242.87,1028.59,9013.04,2269.9,0\\r\\n2591,3097,30,Male,0,self_employed,1020,1,2,20,2648.58,2002.74,6215.06,2887.43,614.56,900.27,0.27,14285.99,2481.56,12769.44,0\\r\\n2592,1514,25,Male,0,salaried,409,2,129,42,963.46,5035.58,1996,109.1,0.59,2572.01,3907.29,3069.61,1718.09,4178.12,1\\r\\n2593,1057,48,Male,0,self_employed,145,3,2338,32,7202.28,9184.32,7914.43,3749.9,0.54,1371.97,2143.4,0.54,7936.5,7969.74,0\\r\\n2594,950,38,Male,0,self_employed,1489,2,1412,,2621.99,2639.8,2639.68,2618.17,0.63,0.63,24.53,0.63,2639.99,2639.8,0\\r\\n2595,4463,33,Female,0,salaried,1020,2,84,4,2543.25,2857.15,3179.21,3523.64,180.36,1316.07,322.83,1955.63,2806.97,3363.98,0\\r\\n2596,1379,76,Female,0,self_employed,409,1,336,27,285560.79,283180.88,287430.99,98006.64,1786.23,1725.27,26.99,7261.23,285443.95,289522.7,1\\r\\n2597,3835,57,Male,0,salaried,1020,3,425,154,772.93,772.93,2207.88,6566.47,0.41,0.41,0.41,2714.7,772.93,2349.6,0\\r\\n2598,808,27,Male,0,self_employed,1044,3,1061,5,1183.18,2221.59,1799.07,1386.06,450.99,28.74,1488.58,0.17,1544.8,2216.99,0\\r\\n2599,594,32,Male,,self_employed,146,3,1048,42,6554.13,6554.13,6114.04,3958.45,0.17,685.89,0.17,0.17,6554.13,6178.1,0\\r\\n2600,2669,88,Female,0,self_employed,1020,2,5,10,1586.82,1574.22,1497.44,1373.46,39.44,0.61,0.61,0.61,1579.45,1574.22,0\\r\\n2601,1893,51,Female,2,salaried,980,3,1462,53,829.26,71.11,3186.28,5811.6,0.07,285.79,241.93,8690.98,784.19,1555.79,1\\r\\n2602,6740,60,Male,0,salaried,1020,2,19,28,34974.54,33794.24,31244.68,30550.38,179.27,201.78,4710.2,4471.98,33116.01,30900.46,0\\r\\n2603,560,14,Female,0,student,1621,3,417,61,4829.9,4829.9,4629.44,4072.79,0.59,0.59,0.59,0.59,4829.9,4829.9,0\\r\\n2604,1619,66,Male,0,self_employed,1459,3,949,,2885.71,2885.71,2885.76,2868.23,0.17,0.17,0.17,0.17,2885.71,2885.71,0\\r\\n2605,2711,46,Male,3,self_employed,9,2,884,63,210.19,995.92,3058.74,8028.16,0.2,0.2,785.93,5075.91,486.07,2657.67,0\\r\\n2606,2666,49,Female,0,self_employed,1096,2,1442,26,15727.31,13224.59,15298.34,3870.58,4289.24,4491.16,10321.35,8964.29,21960.92,16515.62,1\\r\\n2607,759,23,Female,1,student,834,2,174,33,14674.38,14674.38,15768.93,16331.75,0.09,14.37,0.09,37.43,14674.38,16094.66,0\\r\\n2608,2761,25,Male,0,student,1020,3,522,194,1761.84,1727.41,1780.87,1307.79,0.29,0.29,428.86,357.43,1832.17,1793.8,0\\r\\n2609,745,44,Male,0,self_employed,213,3,2895,35,4949.72,5006.86,2616.32,1520.06,0.2,4285.91,0.2,143.06,4967.45,1765.38,0\\r\\n2610,1594,51,Female,0,self_employed,980,2,655,13,26686.7,19005.48,22331.64,17489.98,4285.87,4289.89,790.15,1877.37,25456.86,20331.7,0\\r\\n2611,4795,42,Male,1,self_employed,1096,3,158,33,2222.64,2246.47,2349.12,1428.93,0.11,485.83,0.11,571.54,2223.47,2463.37,0\\r\\n2612,1082,54,Female,0,self_employed,611,2,155,,10329.09,10329.09,10329.09,10263.78,0.46,0.46,0.46,0.46,10329.09,10329.09,0\\r\\n2613,2693,56,Male,2,self_employed,139,2,643,21,7612.79,22655.54,22478.6,18606.69,7472.71,0.57,22515.46,0.57,19474.96,22655.54,1\\r\\n2614,656,62,Male,0,self_employed,1491,2,2571,245,3523.84,4809.56,4422.65,1453.01,0.09,0.09,1285.8,5142.94,3617.44,7920.16,1\\r\\n2615,2232,61,Male,0,salaried,295,2,1255,0,1296.91,500,1507.57,154.55,1857.56,5531.05,1029.41,8341.5,776.24,3051.19,0\\r\\n2616,3503,28,Male,0,salaried,1020,2,12,19,5513.92,6718.64,4920.98,6106.6,2414.34,1206.4,3632.7,45.11,4962.46,6035.72,0\\r\\n2617,1140,90,,,self_employed,989,3,2229,0,385.05,9354.44,6124.37,6657.66,6245.23,80198.46,21257.19,23366.77,1374.94,16640.16,0\\r\\n2618,4251,59,Male,0,salaried,501,2,301,63,2468.47,2982.76,2471.37,2010.33,0.31,0.31,886.03,414.6,2677.83,2477.61,0\\r\\n2619,2010,55,Male,0,salaried,904,3,1112,,1992.06,1992.06,1992.06,1979.45,0.37,0.37,0.37,0.37,1992.06,1992.06,0\\r\\n2620,1284,43,Female,0,self_employed,623,2,368,,226.12,3083.26,2980.21,1814.98,0.7,0.7,2857.84,143.56,1112.82,3175.43,1\\r\\n2621,794,53,Male,0,self_employed,575,1,485,,19359.18,19359.18,19359.18,18929.86,0.53,0.53,0.53,0.53,19359.18,19359.18,0\\r\\n2622,1524,62,Male,0,self_employed,905,2,1336,98,1839.94,1839.94,1839.94,1171.64,0.11,0.11,0.11,0.11,1839.94,1839.94,0\\r\\n2623,3759,79,Male,0,retired,479,3,234,40,7166.44,7166.44,5051.23,3371.63,0.4,3857.54,0.4,0.4,7166.44,4677.96,0\\r\\n2624,747,25,Male,0,self_employed,1096,3,2040,7,9687.55,11461.26,10752.93,11569.14,5914.63,6336.06,8671.99,7224.03,10495.68,9558.35,1\\r\\n2626,797,32,Female,,self_employed,1385,2,1847,,1751.85,5378.19,8480.89,20605.24,0.36,0.36,5228.93,2786.07,2624.13,6587.87,1\\r\\n2627,2111,26,Male,0,student,447,2,989,35,8995.28,8995.28,7181.41,5520.65,0.26,1715.26,0.26,660.3,8995.28,7829.06,1\\r\\n2628,2049,56,Male,0,salaried,1181,2,235,23,5373.74,6759.95,13356.18,1456.6,28571.93,18414.79,29784.54,12270.5,7573.07,27885.87,0\\r\\n2629,977,25,Female,0,salaried,635,3,773,,2124.79,2124.79,2124.79,2121.39,0.16,0.16,0.16,0.16,2124.79,2124.79,0\\r\\n2630,2468,54,Female,0,self_employed,15,2,1086,46,5164.49,5362.65,3448.99,739.84,0.47,3116.64,198.63,143.33,5263.01,4152.64,0\\r\\n2631,2151,46,Male,0,self_employed,146,2,371,90,2356.42,2484.62,2488.98,1580,0.61,0.61,0.61,0.61,2480.19,2492.93,0\\r\\n2632,1134,28,Male,0,student,409,3,3,0,7861.65,7801.01,7743.86,7346.84,1621.59,1.46,2177.34,1046.41,7354.88,7535.95,0\\r\\n2633,5432,42,Male,0,self_employed,905,3,34,310,1479.35,1479.35,1479.35,1468.72,0.5,0.5,0.5,0.5,1479.35,1479.35,0\\r\\n2634,2869,55,Female,0,self_employed,409,3,393,38,35011.77,49986.14,24302.05,9737.05,0.01,49410.5,14974.39,18571.44,36959.26,13760.51,0\\r\\n2635,1853,68,Male,0,retired,623,2,3949,251,2686.73,4244.07,1762.34,129.85,0.4,0.4,447.03,201.39,3448.38,1645.68,0\\r\\n2636,1557,38,Male,0,self_employed,776,2,2344,72,5875.92,7375.92,9175.34,10976.03,0.7,0.7,1500.7,3862.13,6173.95,10273.21,1\\r\\n2638,5507,69,Male,2,self_employed,856,3,71,118,2025.56,2028.01,2067.09,2092.57,0.54,0.54,0.54,0.54,2027.59,2047.09,0\\r\\n2639,1437,32,Male,0,self_employed,1020,2,145,4,3719.91,3862.77,3954.99,4607.73,5696.87,1428.94,5839.73,1428.94,4139.44,3862.77,0\\r\\n2640,664,30,Male,,self_employed,409,3,391,164,5510.12,5507.89,5506.72,5336.16,0.43,0.43,0.43,0.43,5509.58,5506.35,0\\r\\n2641,3117,43,Male,2,self_employed,146,3,509,13,1270.34,1648.72,1533.67,1257.87,214.46,214.46,592.83,0.17,1663.03,1517.38,0\\r\\n2642,433,49,Male,0,self_employed,409,2,314,41,12533.46,29633.23,11338.05,869.79,0.49,28571.91,17100.26,0.49,20838.7,12121.71,0\\r\\n2643,2193,42,Female,0,self_employed,1020,2,80,97,3118.9,3118.9,3137.76,2719.44,0.21,0.21,0.21,0.21,3138.6,3137.33,0\\r\\n2644,647,55,Male,0,self_employed,61,2,1407,280,1164.36,1164.36,1472.19,2875.85,0.66,0.66,0.66,743.51,1164.36,1430.72,0\\r\\n2645,839,55,Female,0,salaried,1111,2,1603,20,2704.47,2922.87,2599.03,2104.22,357.29,1785.86,155.04,50.11,2990.14,2685.94,0\\r\\n2646,4619,40,Female,0,self_employed,61,2,1407,0,7506.07,7620.61,6117.63,4009.79,2357.8,972.8,3393.11,683.71,7488.76,7423.97,0\\r\\n2647,3320,45,Male,0,self_employed,409,3,457,61,6174.44,6307.32,6482.12,6313.3,0.2,0.2,138.7,138.7,6206.15,6629.98,0\\r\\n2648,2347,26,Female,0,salaried,531,2,422,,3153.83,3153.83,3153.83,3133.98,0.57,0.57,0.57,0.57,3153.83,3153.83,0\\r\\n2649,533,61,Male,1,self_employed,239,2,4322,5,24547.77,19076.34,18112.01,8302.74,5471.44,4014.3,0.01,818.11,22210.83,17636.84,0\\r\\n2650,4237,61,Female,0,self_employed,664,1,241,205,23674.31,23960.03,23900.91,23812.38,0.17,0.17,0.17,0.17,23782.69,23960.03,0\\r\\n2651,649,14,Male,,student,834,2,40,25,2612.33,2326.61,2412,2311.88,286.31,0.6,0.6,0.6,2582.77,2326.61,0\\r\\n2652,657,30,Female,,student,1096,3,2055,0,5946.98,5482.24,5432.69,3290.64,1086.5,1721.53,610.48,18.25,5249.31,5758.07,0\\r\\n2653,2055,78,Male,0,retired,905,2,1341,26,1048.06,12111.17,8771.32,10802.88,437.14,394.29,11500.26,214.54,2700.2,12088.33,1\\r\\n2654,1167,30,Female,0,self_employed,1626,2,744,17,124.06,124.09,1598.83,1008.07,33743.26,32714.69,14286.11,5000.4,2451.48,474.87,0\\r\\n2655,2382,27,Female,0,student,409,1,126,47,2119.7,2292.76,2292.88,1965.01,0.04,128.61,165.85,183.87,2210.86,2318.18,0\\r\\n2656,916,35,Male,1,self_employed,63,2,3164,115,2688.05,6360.41,5963.64,8850.5,0.19,0.19,3672.54,101.11,3810.35,6373.43,1\\r\\n2657,3457,48,Male,0,salaried,905,2,1310,103,2097.79,2112.33,2360.15,2933.57,0.41,0.41,21.16,564,2098.76,2306.79,0\\r\\n2658,2196,46,Male,0,self_employed,449,2,1710,13,2042.37,3189.27,2150.63,4801.49,3929.11,4648.61,11200.9,14050.54,2330.59,923.79,0\\r\\n2659,7040,55,Male,2,self_employed,1232,2,7,6,17009.86,19380.27,16551.61,13098.62,1428.97,8993.47,3789.6,10281.64,18142.71,16562.09,0\\r\\n2660,3990,53,Male,3,salaried,146,3,353,80,2724.5,1559.46,2247.82,2439.38,0.07,0.07,142.93,142.93,2378.15,1670.62,0\\r\\n2661,1349,33,Male,3,self_employed,178,2,1888,28,73.57,3649.18,2520.64,4093.15,714.6,2936.81,552.24,2555.64,1945.36,3144.7,0\\r\\n2662,2091,71,Male,0,self_employed,452,2,637,6,83.42,37.71,5749.67,8481.65,2857.27,0.13,6905.43,23200.59,92.6,2409.05,1\\r\\n2663,665,64,Male,0,self_employed,572,3,2478,2,4176.73,4050.16,2676.21,1524.25,276.81,2419.79,0.27,571.7,3933.97,2255.91,0\\r\\n2664,620,62,Female,0,retired,834,2,8,249,1611.45,3040.02,3109.41,3741.14,0.11,0.11,1428.69,714.4,1980.91,3593.02,0\\r\\n2665,2627,66,Male,2,retired,1020,2,79,3,2352.83,2224.26,1746.58,839.06,414.63,400.34,357.49,857.49,2417.85,2319.65,0\\r\\n2666,4781,49,Male,0,self_employed,640,3,210,,21706.25,21706.25,21706.25,21568.74,0.04,0.04,0.04,0.04,21706.25,21706.25,0\\r\\n2667,1897,44,Female,2,self_employed,666,2,87,9,7746.75,7292.77,7170.84,6127.51,685.87,0.16,231.89,231.89,7329.45,7322.67,0\\r\\n2668,3521,46,Male,0,self_employed,531,2,422,68,5405.65,5431.85,5513.39,5480.58,0.34,0.34,26.54,322.28,5426.43,5511.37,0\\r\\n2669,718,10,Male,0,student,905,2,1380,56,3780.79,3780.79,3258.51,2309.42,0.03,1428.6,0.03,0.03,3780.79,3642.54,0\\r\\n2670,1598,55,Male,0,self_employed,977,2,3777,4,1097.1,1226.26,1872.06,1853.8,2590.05,6963.08,2652.77,7636.51,2182.36,1893.26,0\\r\\n2671,1442,39,Female,0,self_employed,623,3,621,74,3122.49,3119.79,2622.85,236.69,0.49,0.49,0.49,0.49,3120.16,3117.52,0\\r\\n2672,4928,47,Male,0,self_employed,904,3,78,88,3565.62,3565.62,3762.77,4380.89,0.29,0.29,0.29,330.35,3565.62,3767.92,0\\r\\n2673,6059,54,Male,2,self_employed,905,1,34,9,22496.96,1264.96,34657,8111.6,699047.06,825969.46,378186.26,508168.04,38594.53,55638.95,1\\r\\n2674,1225,35,Male,0,self_employed,905,2,1831,77,1068.51,1616.81,1664.03,1324.96,0.29,0.29,548.59,555.17,1341.25,1737.44,0\\r\\n2675,1746,27,Male,0,salaried,1477,1,1739,214,25442.55,25442.55,25442.55,25282.17,0.26,0.26,0.26,0.26,25442.55,25442.55,0\\r\\n2676,3155,41,Male,0,self_employed,688,3,763,4,37100.61,3212.88,8690.49,13986.65,33767.1,2857.4,3862.27,8571.69,10119.76,2982.67,1\\r\\n2677,1311,54,Female,0,self_employed,625,3,1699,,1821.39,1392.82,1478.16,1116.28,0.36,0.36,0.36,0.36,1717.95,1392.82,0\\r\\n2678,1864,28,Female,0,salaried,1084,3,280,32,1919.26,3549.29,1438.39,3148.48,0.13,118.37,2817.49,755.6,2086.57,1913.03,0\\r\\n2679,6943,81,Male,0,retired,15,3,1229,81,1715.05,6000.42,4409.44,1971.92,0.17,0.17,4285.89,0.17,2453.79,6000.42,1\\r\\n2680,5285,90,Male,0,retired,1180,2,116,55,143.16,143.16,2535.63,3339.84,0.56,2857.7,0.56,8929.13,143.16,3737.63,1\\r\\n2681,4060,64,Female,0,self_employed,491,3,93,318,1758.32,791.61,2623.87,2565.86,0.39,0.39,0.39,4286.1,1530.05,2400.15,1\\r\\n2682,1405,40,Female,1,salaried,836,2,105,0,2007.28,1766.58,1611.17,1141.38,356.71,356.71,97.19,201.16,1687.14,1568.52,0\\r\\n2683,1735,49,Female,0,salaried,1294,3,150,6,735.63,3392.01,1516.5,7689.82,7740.1,12297.12,8674.38,11714.77,1781.38,2373.05,1\\r\\n2684,2519,54,Male,3,self_employed,1328,2,243,236,2248.79,2018.53,2409.05,1540.31,0.24,0.24,0.24,0.24,2634.63,2372.71,0\\r\\n2685,1308,68,Male,0,retired,1575,1,2621,84,1646.63,1644.13,4025.97,14958.12,0.47,0.47,0.47,1357.61,1645.17,1860.53,1\\r\\n2686,3971,48,Male,2,salaried,666,3,539,11,840.73,1762.96,2678.37,1339.68,1950.03,2847.39,3177.83,4600.94,1493.71,4051.53,0\\r\\n2687,804,71,Male,,self_employed,,2,1422,14,4358.4,2929.83,3176.14,2911.39,1429.06,0.49,0.49,0.49,3668.75,2929.83,0\\r\\n2688,4721,52,Male,2,salaried,1465,1,191,19,3724.96,4061.12,3610.47,2381.93,263.91,7.83,602.68,681.34,3977.59,4382.21,0\\r\\n2689,686,53,Female,0,self_employed,492,2,1414,161,2441.47,2441.47,4465.28,8196.06,0.56,0.56,0.56,2857.7,2441.47,4883.86,0\\r\\n2690,1039,22,Female,0,student,1597,3,737,,8285.44,7042.58,7056.87,6643.2,0.54,0.54,0.54,0.54,7085.44,7042.58,0\\r\\n2691,3996,56,Female,2,salaried,318,3,450,121,2494.07,2465.4,2457.81,2380.29,0.19,0.19,0.19,0.19,2485.17,2458.92,0\\r\\n2692,3005,53,Female,0,salaried,1096,2,581,33,304.01,7446.87,2268.22,79.39,0.54,7356.39,7143.4,0.54,5673.47,1040.17,1\\r\\n2693,2937,33,Female,0,self_employed,1020,1,60,0,2355.82,2625.34,2836.78,2559.5,888.16,630.59,995.65,1688.37,2279.19,3239.93,0\\r\\n2694,1910,28,Male,0,self_employed,762,3,195,48,4974.65,5617.78,4301.11,455.47,0.07,214.36,0.07,0.07,5179.15,5474.86,0\\r\\n2695,1571,50,Male,0,salaried,1020,1,625,0,26995.54,35434.06,34698.09,23335.67,67638.7,9453.79,6957.06,8988.34,24320.45,30696.58,0\\r\\n2696,790,33,Female,0,self_employed,146,2,184,38,3127.33,3127.33,2951.27,2621.91,0.7,315.57,0.7,0.7,3127.33,2914.03,1\\r\\n2697,961,66,Female,0,self_employed,1020,2,60,,2249.52,1969.52,2010.57,2177.92,0.09,0.09,69.49,0.09,2058.06,1969.52,0\\r\\n2698,3071,74,Female,0,retired,1020,3,652,0,83874.91,14501.71,31468.86,16202.57,71429.17,0.4,1428.61,0.04,65235.79,14282.7,0\\r\\n2699,4175,69,Male,2,self_employed,1388,1,4291,21,7014.39,7928.98,6384.99,3715.85,41.26,43.36,955.84,0.16,7447.75,7621.07,1\\r\\n2700,5003,43,Male,0,self_employed,1020,1,19,0,1081.01,3071.34,3889.24,2077.73,9.57,22.91,2146.85,6175.63,2426.77,7460.83,1\\r\\n2701,4760,61,Male,0,self_employed,623,1,218,75,9705.13,9801.75,9809.3,9973.48,0.61,0.61,0.61,0.61,9737.34,9831.53,0\\r\\n2702,4063,49,Male,1,self_employed,180,2,187,11,9064.69,18059.95,7285.09,3394.51,863.86,1194.92,11299.7,754.67,14485.77,4349.11,1\\r\\n2703,4195,39,Female,0,self_employed,649,3,289,,1365.35,2079.64,8387.46,19227.72,0.59,0.59,0.59,17225.53,1463.88,4348.51,1\\r\\n2704,467,72,Male,,retired,1043,2,3382,,2091.17,2091.17,2091.17,1936.68,0.39,0.39,0.39,0.39,2091.17,2091.17,0\\r\\n2705,378,90,,,self_employed,73,2,950,324,4915.53,5629.81,5590.01,5731.66,0.31,0.31,0.31,20.3,5482.03,5638.2,0\\r\\n2706,1273,37,Male,1,self_employed,351,2,2371,129,3210.82,3391.43,3504.1,4433.69,0.03,0.03,166.36,166.36,3326.69,3499.82,0\\r\\n2707,5952,62,Female,0,self_employed,334,1,4,,2123.34,1664.59,10931.03,14770.01,0.11,0.11,0.11,15000.11,1883.25,14245.24,0\\r\\n2708,888,59,Male,0,salaried,468,1,194,113,2139.77,2296.91,4715.83,1844.07,0.57,0.57,157.71,7143.43,2226.47,5338.39,1\\r\\n2709,4623,36,Female,0,salaried,834,1,1015,13,3463.96,3569.05,3947.56,5509.18,35714.81,0.53,667.1,0.53,3138.45,3543.45,0\\r\\n2710,4451,48,Male,0,salaried,146,2,184,5,6152.9,6661.88,6126.75,5111.68,250.54,286.26,5.91,49.17,6171.95,6536.55,0\\r\\n2711,4625,73,Male,0,retired,1525,2,146,7,5391.21,5682.34,5685.84,2455.52,657.5,0.36,692.34,2084.69,6042.93,6563.32,0\\r\\n2712,926,58,Male,,salaried,21,3,205,112,3571.89,10000.46,8374.84,8620.62,0.43,0.43,6429,0.43,5123.61,10000.46,1\\r\\n2713,1169,48,Male,3,self_employed,834,3,174,13,2424.51,24226.61,8043.2,2372.94,286.17,21533.66,22302.56,128.88,9888.08,8632.73,1\\r\\n2714,1280,37,Male,3,self_employed,1111,3,1899,4,1258.88,1259.37,5050.87,20874.44,250.11,0.11,250.6,250.6,1086.54,1291.69,1\\r\\n2715,3152,33,Female,0,salaried,146,2,915,125,6572.72,6567.18,7438.61,7162.01,0.5,0.5,661.93,2444.64,6567.37,7563.59,0\\r\\n2716,5208,90,Female,0,self_employed,334,2,1290,305,4307.43,4307.43,4322.02,4417.44,0.03,0.03,0.03,0.03,4307.43,4307.43,0\\r\\n2717,1661,43,Male,2,self_employed,905,3,1310,0,8458.43,8165.47,8522.42,7113.84,1943.04,0.19,3078.66,764.55,8315.5,8269.83,0\\r\\n2718,1142,39,Female,0,self_employed,575,1,572,26,5481.8,4624.66,5403.93,14005.26,857.26,857.26,0.11,0.11,5393.13,4458.76,0\\r\\n2719,766,26,Male,0,self_employed,848,3,167,58,4029.67,4058.24,3921.51,2107.4,0.6,372.03,0.6,0.6,4043.46,4059.16,0\\r\\n2720,4070,45,Male,2,self_employed,1154,3,1419,19,5902.4,6974.53,6738.5,7583.09,324.67,34.3,1345.01,0.09,6051.61,6973.71,0\\r\\n2721,1559,50,Male,0,self_employed,963,2,1215,5,7401.64,7290.48,7294.6,7098.32,159.26,218.89,47.11,124.84,7385.41,7306.69,0\\r\\n2722,2321,27,Male,0,student,1467,3,191,11,7316.77,8857.95,6120.07,763.97,11.33,584.2,1615.78,215.41,8082.06,8745.22,0\\r\\n2723,4875,53,Male,0,self_employed,221,2,68,209,33691.31,33691.31,33691.31,33489.03,0.01,0.01,0.01,0.01,33691.31,33691.31,0\\r\\n2724,1981,38,Male,0,self_employed,736,2,1526,,523.66,523.66,5287.94,13189.15,0.16,0.16,0.16,7021.16,523.66,2459.55,1\\r\\n2725,6460,48,Male,1,salaried,1020,3,1,0,2742.04,3887.35,2432.92,3675.79,2722.03,2722.03,3895.59,3796.58,1263.08,2764.49,0\\r\\n2726,1341,40,Male,0,salaried,531,2,1266,122,2225.46,2667.8,2698.95,2694.73,0.64,0.64,357.79,0.64,2599.1,2706.28,0\\r\\n2727,313,38,Male,0,self_employed,687,3,3680,21,681.41,1540.1,1444.76,1442.17,34.14,2577.79,9144.82,8707.32,843.61,1700.08,1\\r\\n2728,732,46,Male,,self_employed,905,3,2474,3,5618.68,5567.06,5536.55,5538.39,1480.64,791.93,1429.01,791.87,5475.66,5567,0\\r\\n2729,2348,54,Female,0,self_employed,334,3,1284,10,5062.76,4419.81,4930.18,6168.07,714.84,0.56,74.47,757.57,4643.82,4689.18,0\\r\\n2730,3106,54,Female,0,salaried,1294,2,719,3,26341.1,25848.85,25367.74,23904.58,492.47,513.5,0.23,0.23,25916.75,25385.25,0\\r\\n2731,1920,41,Female,0,self_employed,1173,2,782,54,5632.42,5632.42,5614.17,5301.96,0.46,47.6,0.46,0.46,5632.42,5624.82,0\\r\\n2732,2217,68,Male,0,self_employed,623,2,811,237,18299.49,12699.14,13130.48,10280.11,0.49,0.49,1429.06,0.49,14041.1,12691.77,0\\r\\n2733,1802,26,Male,0,self_employed,1598,2,468,343,2002.22,2002.22,1989.38,1772.9,0.21,0.21,0.21,0.21,2002.22,2002.22,0\\r\\n2734,5008,54,Female,0,self_employed,1438,2,1239,7,4683.37,116483.37,86254.14,77223.19,2857.26,0.11,86457.26,0.11,25795.68,116483.37,1\\r\\n2735,1542,77,Male,0,retired,334,3,206,,3727.58,3725.01,3725.42,3510.25,0.07,0.07,0.07,0.07,3726.25,3725.01,0\\r\\n2736,4584,39,Male,0,self_employed,1020,2,159,21,15734.79,12486.13,13326.21,8507.15,4822,536.29,1573.34,1968.36,14880.53,12785.32,0\\r\\n2737,1606,37,Female,0,self_employed,1232,2,486,11,4478.64,4264.36,4190.07,3774.74,214.37,214.37,0.09,0.09,4345.64,4174.49,0\\r\\n2738,997,66,Male,0,retired,649,3,1329,46,740.89,753.15,1699.24,2632.03,0.2,4525.91,14.49,0.2,751.74,1693.28,0\\r\\n2739,4715,54,Male,3,self_employed,834,2,105,7,550.97,2986.97,6247.88,368.97,140.11,26629.6,3584.3,27579.6,1285.78,15126.86,1\\r\\n2740,2528,27,Male,0,student,1096,2,92,19,6903.9,4403.9,5815.4,2290.91,2857.21,2857.21,0.07,5714.36,6152.67,5364.59,0\\r\\n2742,487,55,Male,0,salaried,15,2,6,99,94.03,3665.46,3624.41,2243.63,0.39,0.39,3571.81,0.39,3542.3,3665.46,1\\r\\n2743,3142,56,Female,0,self_employed,146,1,628,118,1439.69,1439.69,1439.69,1413.33,0.1,0.1,0.1,0.1,1439.69,1439.69,0\\r\\n2744,3398,26,Male,0,salaried,1020,1,239,10,3749.29,3717.26,3721.45,3666.86,32.29,0.26,0.26,0.26,3729.81,3717.26,0\\r\\n2745,1896,28,Male,0,salaried,334,3,1865,38,6307.09,6844.38,7410.92,6613.72,0.14,1.35,1106.21,1653.23,6784.33,7842.4,0\\r\\n2746,4659,48,Female,2,self_employed,491,3,2074,49,2379.26,2379.26,2339.9,2395.07,0.17,214.46,0.17,0.17,2379.26,2310.14,0\\r\\n2747,1205,27,Female,0,self_employed,878,2,3213,252,317.63,317.63,1805.99,5449.2,0.46,0.46,0.46,3571.89,317.63,1031.92,1\\r\\n2748,4184,46,Female,0,self_employed,146,2,16,26,38299.61,45020.71,43929.55,52545.2,78.94,1.8,1354.2,260.44,39224.19,45153.76,0\\r\\n2749,7138,73,Male,0,self_employed,1111,3,60,299,5791.92,5506.2,4239.28,2281.48,0.2,0.2,0.2,0.2,5752.51,4261.96,0\\r\\n2750,4339,64,Female,1,self_employed,575,2,280,0,671.8,237.58,2162.41,7926.01,1293.11,12446.44,714.4,17696.3,253.4,3611.94,0\\r\\n2751,1143,52,Female,0,self_employed,753,3,2403,32,5040.71,5040.71,2421.97,900.73,0.16,4285.87,0.16,128.73,5040.71,1337.03,0\\r\\n2752,3046,56,Female,0,salaried,1181,1,186,24,1518.21,1479.48,1525.68,1710.25,92,1214.56,0.27,0.27,1533.53,1075.88,0\\r\\n2754,1479,27,Male,0,student,1271,2,378,31,9223.24,9223.24,8639.59,14710.91,0.34,37478.57,0.34,42857.49,9223.24,3660.2,1\\r\\n2755,2133,38,Male,2,self_employed,409,3,391,278,8265.94,7623.08,7042.88,5025.41,0.31,0.31,0.31,3008.27,8044.26,7453.34,0\\r\\n2756,2915,31,Female,0,salaried,118,3,325,,1498.45,1498.45,1498.45,1488.97,0.64,0.64,0.64,0.64,1498.45,1498.45,0\\r\\n2757,3142,46,Female,0,self_employed,834,2,469,9,2687.22,2685.66,2730.24,1788.91,657.43,657.43,0.29,0.29,2731.73,2998.16,0\\r\\n2758,754,65,Male,0,retired,893,2,2369,119,5411.47,5425.76,5424.77,5292.19,0.39,0.39,14.67,0.39,5422.8,5425.76,0\\r\\n2759,1554,18,Female,0,student,623,2,521,91,7950.1,4378.67,4542.87,4280.75,0.56,0.56,0.56,0.56,4871.28,4378.67,0\\r\\n2760,1744,61,Female,0,self_employed,1135,2,117,,7050.24,7050.24,7128.89,7295.15,0.59,0.59,0.59,114.87,7050.24,7090.8,0\\r\\n2761,4244,32,Female,0,salaried,21,2,205,61,3593.39,2832.4,2149.05,636.42,0.66,0.66,315.58,325.99,2849.55,2002.96,0\\r\\n2762,5002,37,Male,0,salaried,1020,2,163,14,13221.1,13534.55,12984.21,11479.05,843.81,843.81,1643.26,214.69,13300.35,13450.4,0\\r\\n2763,2639,52,Female,0,salaried,1574,2,570,1,3291.75,2980.16,3034.24,3278.18,312.11,357.04,0.53,1143.39,3001.65,2859.91,0\\r\\n2764,1381,27,Female,0,student,486,2,232,10,2284.04,1930.11,1975.17,1589.24,393.51,0.26,0.26,0.26,2064.36,1930.11,0\\r\\n2765,869,35,Male,0,self_employed,759,3,1982,6,5519.01,3819.88,2205.06,507.66,3428.97,2700.4,1673.26,393.26,4431.32,2058.9,0\\r\\n2766,1557,32,Male,0,salaried,575,3,1002,151,2959.66,3453.83,3544.39,3646.56,0.64,0.64,494.81,572.07,3080.35,3527.56,0\\r\\n2767,1299,34,Male,0,self_employed,1181,2,332,,1993.54,1993.54,1993.54,1959.3,0.24,0.24,0.24,0.24,1993.54,1993.54,0\\r\\n2768,557,59,Male,0,self_employed,1540,3,1532,9,325.97,297.43,1435.59,4921.16,285.74,285.74,0.03,1400.21,191.98,882.02,1\\r\\n2769,4921,68,Female,2,self_employed,180,3,2782,133,3213.47,3606.33,3535.87,2229.8,0.51,0.51,393.37,0.51,3430.22,3595.36,0\\r\\n2770,1045,28,Female,0,salaried,491,3,93,45,3458.64,3901.5,3698.09,3040.12,0.37,0.78,443.23,157.51,3574.9,3861.75,0\\r\\n2772,4591,55,Female,1,self_employed,1271,3,101,9,85.97,4556.44,5810.81,6191.55,873.06,1688.27,5343.53,4400.67,1269.84,7023.64,1\\r\\n2773,1346,36,Male,3,salaried,286,3,770,72,1030.26,2030.93,2466.65,5169.94,0.1,0.1,930.06,1308.63,1325.96,2379.61,1\\r\\n2774,5579,57,Female,0,salaried,1096,1,92,28,4417.15,2917.15,4220.87,6970.86,693.53,693.53,0.67,2143.53,4365.42,4759.54,0\\r\\n2775,2853,67,Male,0,self_employed,478,3,734,24,1642.35,1681.65,1674.23,1706.25,195.21,55.87,227.01,245.09,1684.07,1678.29,1\\r\\n2776,1522,58,Female,0,self_employed,1232,3,1578,55,4432.46,646.75,2129.83,16.37,0.14,3237.17,0.14,4036.9,5631.97,426.25,0\\r\\n2777,1941,55,Male,0,self_employed,575,2,1720,4,1764.04,782.15,6310.66,6513.27,94440.67,49405.41,108519.64,30828.41,7383.81,5013.55,0\\r\\n2778,3579,45,Male,0,self_employed,623,2,512,,5166.66,4879.57,4892.74,2955.46,0.44,0.44,0.44,0.44,4919.08,4879.57,0\\r\\n2779,2350,43,Male,0,self_employed,1256,3,1454,48,3616.77,3940.22,4003.59,4031.33,0.17,14.46,0.17,214.46,3696.82,3999.6,0\\r\\n2780,1669,54,Male,3,self_employed,1020,1,240,0,36269.27,16840.7,15428.76,8330.08,202014.96,13214.96,239729.24,32797.66,28377.65,10026,0\\r\\n2781,2560,35,Male,0,self_employed,,3,1076,97,832.33,1723.99,1698.17,1243.93,0.5,0.5,1043.36,0.5,1576.95,1749.34,0\\r\\n2782,992,43,Male,3,self_employed,1507,3,3010,72,25117.32,24915.15,24938.88,23496.34,0.53,0.53,0.53,0.53,25061.1,24915.15,0\\r\\n2783,753,62,Male,0,retired,407,3,1399,56,2353.43,2546.03,1729.14,1848.98,0.41,857.56,0.41,286.13,2379.99,2027.68,0\\r\\n2784,3199,37,Female,1,self_employed,146,3,514,0,1783.51,1743.65,4619.09,279.78,28.4,0.46,0.46,0.46,1756.63,7736.12,1\\r\\n2785,2431,48,Male,0,salaried,1020,2,212,0,1365.36,1618.54,1516.96,2904.87,443.24,0.39,0.39,0.39,1562.05,1500.73,0\\r\\n2786,987,36,Male,0,salaried,575,2,2686,54,1149.56,469.79,1981.78,1109.74,0.67,14.37,0.67,555.37,973.86,672.09,0\\r\\n2787,2771,63,Male,0,self_employed,288,2,462,,4418.68,4418.68,4978.16,5384.96,0.41,0.41,0.41,1001.03,4418.68,5096.51,1\\r\\n2788,2469,20,Female,0,student,680,3,565,86,3826.42,3826.42,3808.29,3383.42,0.49,0.49,0.49,0.49,3826.42,3826.42,0\\r\\n2789,4311,31,Female,0,self_employed,834,2,23,6,4440.28,2937.88,3230.52,3007.55,1143.37,0.51,0.51,0.51,3779.85,2941.57,0\\r\\n2790,2244,25,Male,0,student,341,3,910,,2883.15,2883.15,2887.61,2860.89,0.29,0.29,0.29,0.29,2883.15,2883.15,0\\r\\n2791,4277,34,Female,1,self_employed,1096,2,1557,5,6046.76,5475.33,5476.13,4591.93,571.83,357.54,0.4,0.4,5869.42,5440.77,0\\r\\n2792,2040,24,Male,0,student,1020,3,1471,0,1993.54,1979.25,1979.42,1966.71,14.33,0.04,0.04,0.04,1979.74,1979.25,0\\r\\n2793,1878,34,Female,0,self_employed,822,2,717,284,4008.1,4008.1,4008.05,3984.36,0.14,0.14,0.14,0.14,4008.1,4008.25,0\\r\\n2794,4291,56,Male,0,salaried,21,2,139,0,3715.32,2451.15,2111.61,7001.6,3304.7,1488.59,1669.9,177.59,2923.55,2087.74,0\\r\\n2795,4472,87,Male,0,retired,1648,3,176,154,3335.32,3335.32,3335.32,4308.78,0.53,0.53,0.53,0.53,3335.32,3335.32,0\\r\\n2796,6541,79,Female,0,self_employed,334,2,20,178,88048.19,88455.33,93356.01,112019.7,0.43,0.43,286.14,1657.57,88436.61,93063.63,0\\r\\n2797,4339,64,Male,0,retired,17,2,181,164,1753.6,1716.67,1593.05,1888.25,0.21,0.21,214.5,243.07,1658.83,1579.24,0\\r\\n2798,1635,46,Male,0,self_employed,575,3,822,269,1627.01,1634.78,2560.97,3300.48,0.21,0.21,0.21,1428.79,1636.5,2924.78,0\\r\\n2799,1425,61,Female,3,self_employed,334,3,687,68,3142.27,3142.27,3108.48,2652.96,0.39,0.39,0.39,0.39,3142.27,3142.27,0\\r\\n2800,4693,90,Male,0,company,409,3,1317,,2302.18,2302.18,2302.18,2287.6,0.14,0.14,0.14,0.14,2302.18,2302.18,0\\r\\n2801,3019,33,Male,0,salaried,146,2,354,5,52128.06,38605.43,37602.08,35498.23,14199.54,12504.16,482.92,727.14,42134.6,32723.5,0\\r\\n2802,2039,34,Male,0,salaried,334,2,323,4,12861.53,1985.6,3379.64,1773.78,185.91,600.2,136.57,150.44,6514.08,1934.24,0\\r\\n2803,201,58,Female,,self_employed,409,3,1670,136,4301.91,4301.91,4301.91,3739.36,0.5,0.5,0.5,0.5,4301.91,4301.91,0\\r\\n2804,1617,35,Female,0,self_employed,146,2,312,7,5714.84,4332.23,5159.97,4010.81,1335.93,0.21,4524.5,1014.5,7058.4,4375.15,0\\r\\n2805,932,29,Female,2,self_employed,1322,2,176,24,4621.05,3273.8,9640.36,1984.35,714.36,0.07,2499.96,13113.83,2192.77,14334.27,1\\r\\n2806,2118,58,Female,0,self_employed,1096,3,679,11,1784.41,1551.75,1717.85,1603.48,743.03,0.17,510.37,152.43,1783.57,1646.95,0\\r\\n2807,838,50,Male,3,salaried,1540,3,347,0,5251.87,3515.17,3569.89,3289.28,1874.56,0.24,137.86,137.86,3496.02,3541.81,0\\r\\n2808,5270,62,Male,0,salaried,1020,3,501,291,1815.12,1728.6,1708.43,1548.37,0.17,0.17,3.03,0.17,1773.81,1699.36,0\\r\\n2809,377,26,Male,,salaried,933,3,2556,21,1623.51,1737.98,1690.4,1637.39,32.16,32.23,143.47,0.61,1636.36,1731.55,0\\r\\n2810,1394,90,,0,self_employed,698,2,231,153,3358.51,3358.51,4925.34,10911.92,0.13,0.13,0.13,0.13,3358.51,3358.51,0\\r\\n2811,1997,86,Male,0,retired,1096,2,1666,20,8204.45,9175.88,9215.39,10606.9,471.93,457.64,1443.36,686.21,8863.07,9183.25,0\\r\\n2812,962,57,Male,0,self_employed,1124,3,3208,33,5501.59,5501.59,4846.54,3331.3,0.36,548.93,0.36,0.36,5501.59,5058.73,0\\r\\n2813,2017,51,Male,0,self_employed,1376,3,2069,171,1570.65,2293.11,1709.08,1234.81,0.6,0.6,0.6,572.03,1774.74,1936.46,0\\r\\n2814,5267,70,Female,0,salaried,1096,1,11,25,7715.6,7587.01,11759.65,20670.17,883.54,812.11,714.03,7808.29,7853.01,11835.96,0\\r\\n2815,824,1,,0,self_employed,834,2,1224,55,4767.74,4832.03,4016.55,4303.31,0.69,2140.04,64.97,0.69,4800.99,4555.98,1\\r\\n2816,5036,41,Male,1,salaried,1232,3,104,104,3136.35,3350.63,3588.09,3117.33,0.14,0.14,214.43,571.57,3222.55,3757.41,0\\r\\n2817,2667,33,Female,0,salaried,799,3,912,90,6348.57,6348.57,6335.22,5075,0.67,0.67,0.67,0.67,6348.57,6348.57,0\\r\\n2818,2685,88,Male,1,retired,799,3,912,84,2661.47,9077.95,14745.78,24091.96,0.37,0.37,6814.66,12257.51,6440.63,17394.69,1\\r\\n2819,1868,34,Male,0,salaried,905,2,1582,115,2776.99,2776.99,3045.81,3397.69,0.06,0.06,0.06,0.06,2776.99,2869.16,0\\r\\n2820,1504,69,Male,0,retired,834,2,219,17,2523,1020.42,3496.88,8510.56,1500.49,7514.63,0.49,7143.34,1746.25,1471,0\\r\\n2821,6951,90,Female,0,self_employed,1232,2,7,,8070.52,8070.52,8133.2,8193.21,0.21,0.21,0.21,343.07,8070.52,8087.11,0\\r\\n2822,609,33,Male,,self_employed,1181,2,186,44,2.94,8574.37,2333.57,1016.16,0.66,8572.09,8572.09,0.66,2663.04,4334.74,1\\r\\n2823,1601,62,Male,0,self_employed,1096,3,2005,136,2947.17,3382.94,3437.09,2614.16,0.19,0.19,435.96,100.19,3019.13,3444.23,0\\r\\n2824,2243,60,Male,0,self_employed,38,3,861,202,4097.74,4097.74,4097.74,4083.75,0.2,0.2,0.2,0.2,4097.74,4097.74,0\\r\\n2825,5917,38,Female,0,self_employed,1020,2,16,180,9504.59,9316.14,9326.94,18345.76,0.04,0.04,81.74,97.1,9646.6,9239.18,0\\r\\n2826,5191,53,Male,0,self_employed,575,3,44,33,1842.85,1983.48,2060.14,2115.39,0.51,86.23,286.23,157.66,1979.71,1998.69,0\\r\\n2827,1100,50,Male,0,salaried,1449,2,610,42,1761.76,1761.76,1757.34,2162.89,0.63,9.2,0.63,0.63,1761.76,1757.06,0\\r\\n2828,2117,64,Male,2,self_employed,905,2,259,26,2754.43,2325.86,1955.66,530.57,571.84,1300.41,286.13,200.41,2818.47,1822.64,0\\r\\n2829,2181,71,Female,0,retired,146,2,1748,23,81007.62,80836.19,80879.54,80201.11,172.13,0.7,0.7,0.7,80966.24,80836.19,0\\r\\n2830,4018,56,Female,0,self_employed,,3,327,20,11491.75,123.7,2905.73,193.44,11468.46,0.4,200.4,143.26,8359.19,162.87,0\\r\\n2831,972,11,Male,0,student,621,3,2378,87,94.56,3165.98,2334.94,384.1,0.44,0.44,3071.87,0.44,941.85,3165.98,1\\r\\n2832,3126,41,Female,0,self_employed,575,3,27,41,7777.58,7780.69,10122.34,4266.47,0.4,3128.97,0.4,7857.54,7779.08,11477.66,1\\r\\n2833,1173,29,Female,0,self_employed,229,2,2297,,1643.41,1643.41,2227.13,3964.23,0.14,0.14,0.14,1428.71,1643.41,1965.99,0\\r\\n2834,2876,74,Male,0,retired,1020,3,322,7,5158.09,6310.09,4970.55,4737.66,3361.68,1688.14,4285.77,0.06,4775.87,5108.07,0\\r\\n2837,2832,43,Male,2,self_employed,,2,2958,104,8689.17,9754.84,6505.16,6453.91,0.39,0.39,1066.06,1443.33,8803.45,6098.71,0\\r\\n2838,726,28,Male,0,self_employed,648,2,2062,80,2991.18,3433.6,3555.27,3366.85,0.69,0.69,286.4,0.69,3251.4,3749.92,0\\r\\n2839,2678,68,Male,0,retired,1020,2,410,27,5371.89,2988.42,3758.87,5220.31,2606.64,0.21,0.21,0.21,5299.77,2988.42,0\\r\\n2840,1913,75,Male,1,salaried,1096,3,588,11,305.21,250.85,3913.98,2946.03,128.91,78.59,61.67,7170.89,260.03,4160.54,1\\r\\n2842,2119,33,Male,0,self_employed,1076,2,793,320,7529.16,7529.16,7529.16,7481.54,0.07,0.07,0.07,0.07,7529.16,7529.16,0\\r\\n2843,2114,62,Female,0,self_employed,411,3,754,91,71.47,771.5,3272.93,322.07,0.04,0.04,1157.21,4989,68.02,3994.05,1\\r\\n2844,4930,55,Female,0,self_employed,1322,3,176,28,2468.69,2397.26,2397.26,6951.55,72.09,72.09,0.66,0.66,2468.69,2397.26,0\\r\\n2845,3363,69,Male,0,self_employed,1096,1,1439,7,9124,1199.84,5651.26,9201.02,8188.67,8737.93,2055.8,11741.36,5177.57,3245.24,0\\r\\n2846,2182,37,Male,0,salaried,1111,2,88,27,1445.55,1428.73,1491.52,1560.4,37.88,0.16,0.16,0.16,1446.46,1558.33,0\\r\\n2847,460,32,Female,0,self_employed,1150,3,673,73,828.31,1485.45,1518.24,1774.43,0.44,0.44,643.3,357.59,859.34,1844.05,0\\r\\n2848,1359,50,Male,0,self_employed,154,3,2796,81,405.3,2348.16,3063.98,1846.64,0.16,0.16,2214.44,3214.44,1311.7,3866.71,1\\r\\n2849,472,33,Female,,self_employed,834,2,593,,2959.83,2959.83,2959.83,2942.98,0.24,0.24,0.24,0.24,2959.83,2959.83,0\\r\\n2850,3236,59,Male,0,self_employed,334,3,82,0,9107.32,7456.95,5306.16,4100.71,4047.97,4103.08,2382.19,1788.18,6331.35,4326.15,1\\r\\n2851,2579,73,Male,0,retired,834,3,789,98,2080.8,1859.38,1844.39,1573.58,0.26,0.26,78.83,71.69,2049.77,1876.43,0\\r\\n2852,2443,36,Female,0,self_employed,623,3,1031,361,8895.9,8481.62,7986.27,9341.5,0.44,0.44,143.3,214.73,8911.67,8118.71,0\\r\\n2853,2790,71,Male,1,salaried,980,2,655,28,3505.14,3972.87,2608.55,868.56,8.8,2876.98,333.67,37.76,3703.82,2491.1,0\\r\\n2854,2729,80,Male,0,retired,834,3,530,203,8172.79,8172.79,8172.79,8124.22,0.49,0.49,0.49,0.49,8172.79,8172.79,1\\r\\n2855,3070,47,Male,0,salaried,,3,755,303,1302.01,1435.95,1509.62,1986.86,0.44,0.44,134.39,286.16,1343.58,1463.6,0\\r\\n2856,5161,62,Male,0,self_employed,61,1,115,160,23613.06,23613.06,23613.06,22837.15,0.36,0.36,0.36,0.36,23613.06,23613.06,0\\r\\n2857,2958,55,Male,0,self_employed,1020,1,60,185,2140.78,2547.31,2173.35,3899.13,0.66,0.66,367549.22,403332.38,2487.28,2132.24,0\\r\\n2858,1277,37,Female,0,self_employed,272,3,2532,89,3869.57,3861.57,3847.56,1558.22,0.13,0.13,0.13,0.13,3865.81,3861.57,0\\r\\n2859,1558,61,Male,0,salaried,187,2,755,42,1064.22,2164.22,2925.87,2699.48,0.27,15714.56,1100.27,17143.13,1512.49,3961.45,0\\r\\n2860,844,43,Female,0,self_employed,15,1,461,26,4000.3,1832.59,2359.14,2200.02,2167.89,862.89,0.17,0.17,3911.05,1721.05,0\\r\\n2861,5360,15,Male,0,self_employed,630,2,36,,1659.42,1659.42,1659.42,1648.91,0.14,0.14,0.14,0.14,1659.42,1659.42,0\\r\\n2863,450,57,Male,0,self_employed,1020,3,1357,59,2673.06,4308.06,3661.4,222.77,0.07,5460.07,1635.07,3285.79,3056.75,6145.75,1\\r\\n2864,2929,52,Male,1,self_employed,1096,2,391,20,5300.15,4130.31,3433.87,1993.39,30.53,180.44,0.54,0.54,4657.24,3569.27,0\\r\\n2865,644,37,Male,2,self_employed,834,2,2058,191,3601.46,3601.46,3601.46,3577.47,0.33,0.33,0.33,0.33,3601.46,3601.46,0\\r\\n2866,2991,90,,0,self_employed,1020,2,79,308,2100.95,2349.41,2204.33,1212.01,0.2,0.2,0.2,1428.77,2219.18,2492.26,0\\r\\n2867,1175,62,Male,0,self_employed,905,3,1238,,2204.58,2204.58,2204.58,2190.62,0.46,0.46,0.46,0.46,2204.58,2204.58,0\\r\\n2869,2656,28,Female,0,student,1540,2,1541,335,2170.42,2170.42,2170.42,2156.68,0.57,0.57,0.57,0.57,2170.42,2170.42,0\\r\\n2870,2742,75,Female,0,retired,1111,3,11,49,90730.66,90899.56,91254.9,55719.49,0.6,1429.17,286.31,429.17,90841.16,90770.52,0\\r\\n2871,1084,9,Male,0,student,345,3,2221,135,2364.99,2364.99,2364.99,2027.58,0.2,0.2,0.2,0.2,2364.99,2364.99,0\\r\\n2872,5625,69,Female,0,self_employed,904,2,78,147,3419.82,3419.82,3419.82,3396.76,0.24,0.24,0.24,0.24,3419.82,3419.82,0\\r\\n2873,4710,52,Male,3,self_employed,15,2,69,35,4878.63,24895.25,8075.89,3357.44,0.1,56608.99,19835.73,29234.2,9744.31,11606.39,1\\r\\n2874,1051,56,Male,0,self_employed,617,3,1362,182,1434.91,1624.12,1972.37,1855.17,0.17,0.17,0.17,0.17,1441.43,1662.36,1\\r\\n2875,1138,33,Female,0,salaried,759,3,2530,13,477.92,1672.45,1662.61,453.69,1428.96,0.39,3908.88,10643.24,1363.74,2377.69,0\\r\\n2876,346,35,Male,0,self_employed,1547,3,3644,0,90.02,8150.18,6796.18,3817.31,9704.66,2358.94,17714.66,0.37,7724.24,7083.62,1\\r\\n2877,2291,35,Male,0,self_employed,241,2,62,14,15541.28,11762.48,8752.93,20510.34,4286.24,11429.1,0.53,507.44,13891.83,7867.14,0\\r\\n2878,1736,67,Female,0,self_employed,834,2,1923,,3549,3549,3549,3525.38,0.04,0.04,0.04,0.04,3549,3549,0\\r\\n2879,1885,17,Male,0,student,1020,2,5,,824.04,2323.08,1915.26,2308.36,0.39,0.39,1499.43,0.39,1099.63,2323.08,1\\r\\n2880,3910,58,Male,0,self_employed,334,2,124,13,7202.21,4590.02,6717.04,6961.65,1670.19,0.43,1490.79,2792,8103.97,6544.97,0\\r\\n2881,1155,36,Male,0,self_employed,800,3,112,192,50853.74,50855.38,50855.15,50597.87,0.29,0.29,0.29,0.29,50854.7,50855.38,0\\r\\n2882,1932,36,Male,0,self_employed,834,2,277,3,2734.25,2378.55,2477.78,2121.12,434.47,0.2,78.77,85.91,2536.62,2423.71,0\\r\\n2883,908,80,Female,0,retired,15,3,1676,18,1673.36,1387.64,1450.04,1377.43,286.3,0.59,0.59,0.59,1574.84,1387.64,0\\r\\n2884,1126,29,Female,0,salaried,409,3,1561,77,2821.73,1838.39,1709.5,961.11,0.17,0.17,300.03,185.89,2296.53,1673.4,0\\r\\n2885,3460,66,Male,0,retired,1084,2,258,21,8858.49,8850.36,9183.11,23967.85,542.39,156.67,749.92,368.78,8988.88,9023.79,0\\r\\n2886,5106,52,Female,0,self_employed,146,1,1226,0,4553.42,2235.93,5338.56,13255.72,1330.59,4646.82,53041.6,4747.09,4458.61,1093.98,0\\r\\n2887,5966,61,Female,1,self_employed,15,2,49,9,1606.71,1570.13,1633.44,1847.85,38.97,470,2.4,881.14,1592.95,1436.67,0\\r\\n2888,4322,49,Male,0,salaried,1020,2,322,0,2667.01,2467.46,3350.53,3777.76,1151.07,1010.99,402.09,2168.26,2701.94,2682.89,0\\r\\n2889,920,32,Female,0,self_employed,334,3,124,4,1154.94,3320.79,1967.69,1200.41,47.96,2207.89,2242.38,607.29,1454.54,3085.83,0\\r\\n2890,794,51,Male,0,self_employed,243,3,1080,6,2929.72,1358.29,2524.47,1723.46,2285.89,0.17,714.46,1857.31,2609.52,1977.91,1\\r\\n2891,2302,55,Male,1,self_employed,409,1,158,13,20849.32,22382.33,21912.79,27447.48,338.64,1155.36,439.27,576.5,21504,22188.1,0\\r\\n2892,2188,24,Female,0,student,1020,1,541,24,2073.1,2802.49,2177.12,2236.32,72.01,129.16,0.59,0.59,2307.89,2289.2,0\\r\\n2893,2086,31,Female,0,self_employed,334,2,1225,,1689.86,1712.7,1621.73,1432.74,0.67,0.67,23.51,22.84,1707.19,1725.57,0\\r\\n2894,6260,41,Male,0,salaried,1020,2,19,17,2621.15,6092.37,5042.31,6227.35,4231.31,6880.53,5749.91,4136.94,4398.85,6130.62,0\\r\\n2895,802,34,Female,0,self_employed,1405,3,48,175,3213.18,2951.55,2641.57,258.88,0.66,0.66,2053.54,458.18,3570.88,2564.91,0\\r\\n2896,1247,42,Female,0,self_employed,834,3,28,68,3019.47,3028.82,3094.55,3094.39,0.46,0.46,9.8,149.25,3019.47,3071.41,0\\r\\n2897,3208,66,Male,1,self_employed,513,1,216,0,2477.18,1.82,1766.86,3792.09,17218.6,2716.99,1354.27,11087.44,2633.18,1266.33,0\\r\\n2898,2344,51,Female,0,self_employed,623,2,642,,14438.32,14438.32,14438.32,14872.08,0.31,0.31,0.31,0.31,14438.32,14438.32,0\\r\\n2899,353,26,Female,,self_employed,834,3,593,3,5775.4,7204.79,6631.51,92.44,21.7,618.84,1471.7,157.41,7154.67,6914.23,0\\r\\n2900,1215,28,Male,0,self_employed,783,3,2599,0,6209.91,12636.18,4701.93,5005.38,13881.39,14783,19147.83,5433.54,3420.53,6316.37,0\\r\\n2901,1693,41,Male,0,salaried,1020,1,540,35,14270.27,20703.25,24175.47,35101.89,0.41,22.49,4343.24,1209.29,17597.83,23596.22,1\\r\\n2902,2205,68,Female,0,self_employed,11,2,121,61,4372.23,4159.83,3484.92,1452.79,0.16,0.16,0.16,0.16,4262.85,4152.46,0\\r\\n2903,3164,42,Female,0,salaried,1020,2,258,12,2436.42,2420.7,2345.54,1938.71,15.84,100.27,0.13,0.13,2427.21,2359.82,0\\r\\n2904,1041,62,Male,0,self_employed,1257,2,1384,49,1128.31,1128.31,1572.89,1972.14,0.01,5357.43,0.01,6214.3,1128.31,1605.18,0\\r\\n2905,2166,32,Male,0,salaried,146,3,1046,0,5506.52,6151.56,5016.43,4737.05,958.64,1567.93,957.91,1008.56,5100.66,5119.51,0\\r\\n2906,1615,43,Male,0,self_employed,104,3,2244,188,2086.99,2086.99,2086.99,2102.98,0.56,0.56,0.56,0.56,2086.99,2086.99,0\\r\\n2907,2499,64,Female,0,self_employed,496,2,1895,76,275.24,275.24,1474.15,270,0.07,0.07,0.07,0.07,275.24,275.24,1\\r\\n2908,1190,83,Female,0,self_employed,409,3,2024,,16260.1,16260.1,16269.13,15947.57,0.17,0.17,0.17,21.6,16260.1,16265.16,0\\r\\n2910,1868,68,Female,0,retired,1096,2,26,4,7254.35,6811.49,7910.02,6307.02,243.33,0.47,0.47,2857.61,7078.98,8500.89,0\\r\\n2911,930,62,Male,0,self_employed,146,2,140,177,10290.08,7182.14,8086.37,14617.15,0.3,0.3,277.15,238.87,8371.46,7331.71,0\\r\\n2912,4617,46,Male,2,self_employed,146,1,1045,5,3299.24,1733.36,2422.86,2264.64,447.86,0.01,422.47,989.33,3057.61,2317.01,0\\r\\n2913,1466,39,Male,2,self_employed,919,2,748,73,2383.93,2383.67,2334.92,859.45,0.59,0.59,706.4,706.4,459.07,2347.31,1\\r\\n2915,856,47,Male,0,salaried,1096,3,578,237,5633.76,4990.91,4962.18,2669.32,0.64,0.64,0.64,0.64,5633.76,4990.91,0\\r\\n2916,1494,42,Female,0,self_employed,621,2,1921,13,20558.22,19843.94,19607.81,18528.75,714.47,343.04,0.19,0.19,20164.13,19644.86,0\\r\\n2917,2292,48,Male,0,self_employed,1205,3,926,74,1355.83,7084.4,5970.17,5120.37,0.14,0.14,5728.71,375.14,2305.58,7144.22,1\\r\\n2919,4798,40,Female,0,self_employed,409,3,158,40,5002.54,5002.54,3335.65,2310.96,0.49,3048.6,0.49,11.9,5002.54,3038.59,0\\r\\n2920,1349,58,Female,0,self_employed,977,2,811,145,10272.09,10272.09,10616.81,7009.63,0.2,0.2,0.2,782.13,10272.09,10524.33,1\\r\\n2921,3004,66,Female,0,retired,334,2,141,18,4540.76,4483.96,4414.7,3102.14,643.43,0.57,586.63,1560.09,4425.56,5178.28,0\\r\\n2922,4947,47,Male,0,self_employed,800,2,112,329,12150.98,12150.98,12151.67,12080.86,0.64,0.64,0.64,0.64,12150.98,12150.98,0\\r\\n2923,4048,54,Male,2,self_employed,578,2,399,11,11725.9,11860.4,13016.78,2259.09,5.67,0.33,143.43,744.06,11816.52,12473.45,1\\r\\n2924,5050,39,Male,0,self_employed,491,2,93,49,5984.44,5984.44,6512.43,508.42,0.6,5464.89,0.6,0.6,5984.44,6580.44,0\\r\\n2925,6869,70,Male,2,retired,409,3,158,28,2284.18,2076.82,1833.73,1915.54,11.97,599.11,429.46,0.01,1775.13,1871.52,0\\r\\n2926,2112,38,Female,0,self_employed,630,2,1771,33,4502.42,4552.42,3737.95,3901.79,0.23,1428.8,50.23,77.26,4524.84,3347.94,0\\r\\n2927,5464,53,Male,2,self_employed,1613,2,109,89,4349.56,4344.75,4158.28,1900.28,0.7,0.7,0.7,0.7,4347.03,4376,0\\r\\n2928,1853,67,Male,0,self_employed,1388,1,42,24,99.57,65.14,1466.97,569.68,107.29,7934.4,0.14,7860.3,94.82,578.88,0\\r\\n2929,2467,71,Male,0,self_employed,15,2,1086,25,6150.77,4035.9,3874.1,6389.91,2378.81,3365.77,263.94,142.86,6031.83,3477.73,0\\r\\n2930,769,3,Female,0,student,1096,1,27,163,1696.54,1625.11,1639.89,1554.8,0.06,0.06,0.06,0.06,1669.45,1625.11,0\\r\\n2931,644,39,Male,0,self_employed,247,3,792,27,1453.03,1937.49,2057.9,2396.9,707.16,0.01,1249.3,167.94,2037.02,1989.79,0\\r\\n2932,3442,44,Male,0,self_employed,146,2,243,70,15273.05,10776.6,8969.55,8799.56,0.07,0.07,0.07,0.07,13088.48,5495.93,1\\r\\n2933,2214,41,Male,0,salaried,146,2,53,3,3484.32,3713.36,2899.26,745.89,127.26,19.04,505.89,600.01,3582.53,3938.22,0\\r\\n2934,3070,31,Female,0,salaried,1020,3,182,3,3245.9,2139.65,2064.77,1227.6,652.76,784.39,420.8,784.03,2800.46,1665.66,0\\r\\n2935,2267,18,Female,0,student,1597,3,170,27,1966.23,1027.65,1483.95,2711.1,1428.76,0.19,490.17,0.19,2171.84,1027.65,0\\r\\n2936,3169,49,Male,0,salaried,578,2,2045,,1732.34,1732.34,1732.34,2422.04,0.01,0.01,0.01,0.01,1732.34,1732.34,0\\r\\n2937,984,31,Male,0,self_employed,531,2,590,145,687.88,1670.88,2116.77,2989.54,0.21,0.21,1890.36,1381.29,1317.65,2180.65,1\\r\\n2938,2565,20,Male,0,student,318,1,35,,1649.93,1649.93,1649.93,1639.47,0.03,0.03,0.03,0.03,1649.93,1649.93,0\\r\\n2939,285,90,,,self_employed,1020,1,60,6,347.8,148.23,1596.73,10170.39,714.79,0.5,515.21,59.29,207.27,182.36,1\\r\\n2940,7452,62,Male,2,self_employed,1084,3,540,70,4324.02,6028.18,5350.52,3212.08,0.61,0.61,171.83,3432.84,4313.69,6424.21,0\\r\\n2941,2510,30,Male,0,student,1643,2,210,182,1240.59,1454.87,1762.92,3036.12,0.21,0.21,0.21,32.16,1447.48,1660.48,0\\r\\n2942,582,46,Male,,self_employed,3,3,2172,21,1820.8,2592.23,3592.09,4492.11,714.93,0.64,714.93,2214.93,2828.68,3611.12,0\\r\\n2943,5409,39,Male,2,self_employed,1096,2,271,11,8289.58,3828.44,5803.86,7901.87,5714.74,0.46,1253.6,533.94,5784.48,4226.06,0\\r\\n2944,2665,15,Male,0,student,1589,2,33,76,1531.25,2409.82,2160.34,1699.5,0.51,0.51,879.09,0.51,1834.2,2409.82,0\\r\\n2945,1646,36,Male,0,self_employed,,2,1963,228,6077.77,6203.45,6123.08,4697.96,0.49,0.49,786.2,0.49,6238.03,6229.26,1\\r\\n2946,583,50,Female,0,self_employed,146,2,140,25,22537.21,23493,23331.55,17860.89,2421.33,0.66,1479.41,1991.3,23889.96,24917.99,0\\r\\n2947,1279,68,Female,0,self_employed,1086,3,2605,,2213.01,2213.01,2213.01,2198.99,0.04,0.04,0.04,0.04,2213.01,2213.01,0\\r\\n2948,961,39,Female,1,self_employed,234,3,168,56,2259.08,2259.08,1977.06,1479.05,0.51,771.94,0.51,0.51,2259.08,2184.43,0\\r\\n2949,3544,82,Male,0,retired,146,1,133,4,15041.15,18869.54,12474.88,5608.55,1719.36,224.41,7295.29,7147.43,18270.86,7493.35,0\\r\\n2951,3545,49,Male,0,salaried,409,2,585,0,11238.03,7504.66,6497.28,5273.38,4318.1,1351.2,1101.25,1190.17,7346.17,6434.08,0\\r\\n2952,5971,58,Male,0,salaried,243,3,6,25,12833.47,12582.57,12672.09,12410.49,3.25,6.23,0.26,0.26,12643.96,12610.45,0\\r\\n2953,2348,25,Male,0,student,409,2,1345,11,4101.51,4350.03,4346.27,2934.43,786.64,787.27,1034.74,673.21,4381,4439.32,0\\r\\n2954,2132,6,Male,0,student,1020,2,16,20,2336.49,2279.35,2277.76,2171.95,29.13,0.56,0.56,0.56,2319.75,2271.06,0\\r\\n2955,3055,36,Female,0,self_employed,1154,2,171,20,1927.86,1878.6,1858.46,1547.27,520.87,520.87,900.18,720.01,2062.34,1752.07,0\\r\\n2956,491,60,Male,0,self_employed,743,3,1521,17,2118.49,832.78,3283.64,7158.51,1286.29,0.57,0.57,6429.14,1830.32,832.78,0\\r\\n2957,302,62,Female,,self_employed,409,3,330,126,2156.86,2156.86,2156.86,2081.4,0.49,0.49,0.49,0.49,2156.86,2156.86,0\\r\\n2958,2744,32,Female,0,self_employed,1020,2,414,6,1957.58,1961.87,1852.73,1443.17,0.36,160.2,4.49,130.27,1960.38,1945.24,1\\r\\n2959,4528,38,Female,0,self_employed,1020,3,239,0,2050.64,1784.41,1992.21,1552.15,642.94,0.09,42.94,188.27,2043.35,1960.09,0\\r\\n2961,944,52,Male,0,salaried,575,1,2645,322,55899.16,59633.26,58973.79,65475.71,0.64,0.64,3591.89,0.64,56315.01,59674.74,0\\r\\n2962,4563,90,Male,0,self_employed,1020,2,60,60,4830.52,902.89,10447.34,3993.4,0.03,0.03,50.03,23741.17,4584.52,10648.85,0\\r\\n2963,2278,34,Male,0,salaried,1232,2,900,,9538.67,9538.67,9538.67,9792.89,0.51,0.51,0.51,0.51,9538.67,9538.67,0\\r\\n2964,2208,12,Female,0,student,834,3,334,,4939.36,6409.86,6330.98,4231.96,0.49,0.49,0.49,571.91,7048.81,6248.57,0\\r\\n2965,4233,58,Male,0,salaried,409,2,886,175,13483.01,13273.73,12829.43,10783.23,0.29,0.29,151.57,187,13248.59,12743.86,1\\r\\n2966,2854,18,Female,0,student,1096,1,292,7,8224.83,4474.83,5478.12,4106.25,3750.4,186.11,0.4,0.4,7849.21,4366.99,0\\r\\n2967,5135,46,Female,0,self_employed,575,2,583,,5308.24,5308.24,5267.78,4651.43,0.57,0.57,0.57,0.57,5308.24,5308.24,0\\r\\n2968,2628,25,Male,0,salaried,409,1,339,42,4880.33,5033.32,4639.6,4609.7,0.19,734.54,71.61,71.61,4999.2,4672.76,0\\r\\n2970,1541,42,Male,0,self_employed,1096,1,440,21,12104.34,10406.48,10328.33,6992.77,1726.77,1726.77,28.91,0.34,11632.02,10016.64,0\\r\\n2971,3035,43,Female,0,salaried,1020,3,541,9,3640.97,3652.43,3938.57,4569.39,143.09,458.14,0.23,827.6,3632.21,3905.94,1\\r\\n2972,3456,40,Female,0,self_employed,334,1,493,55,23947.72,23983.04,23971.93,23473.37,0.04,55.4,35.37,25.84,23958.68,23991.71,0\\r\\n2973,538,66,Female,0,self_employed,409,3,922,58,177.8,1272.81,1472.57,2153.65,0.54,76.91,666.82,880.01,546.32,1651.26,1\\r\\n2974,215,20,Male,,student,905,3,1319,31,11345.06,11345.06,6309.32,7.4,0.66,4667.61,0.66,2.46,11345.06,7146.46,1\\r\\n2975,686,42,Male,0,self_employed,745,3,127,27,1862.43,1726.71,1768.83,1715.99,136.41,0.7,0.7,0.7,1853.07,1726.71,0\\r\\n2976,2040,46,Male,4,salaried,334,2,492,1,6962.28,6173.64,3333.04,3785.52,23216,3.21,25142.81,4067.97,2212.07,3760.36,0\\r\\n2978,875,3,Male,0,student,1540,2,1552,,6450.98,6450.98,6450.98,6410.12,0.1,0.1,0.1,0.1,6450.98,6450.98,0\\r\\n2979,3801,50,Male,3,salaried,1020,1,582,319,6584.33,5294.54,4446.01,4272.52,0.49,0.49,106.76,1553.57,5250.47,4151.73,0\\r\\n2980,4447,55,Male,0,self_employed,146,3,509,52,5677.36,4113.88,3836.69,3813.47,0.69,1760.45,1280.91,2700.69,4833.81,3320.83,0\\r\\n2981,3428,68,Female,0,self_employed,146,2,354,35,1910.37,2067.51,1913.81,1111.33,0.67,3049.91,572.1,3521.63,2025.15,2411.12,0\\r\\n2982,1503,36,Male,0,self_employed,287,3,2673,121,439.76,439.76,2222.11,3670.84,0.36,0.36,0.36,0.36,439.76,439.76,1\\r\\n2983,2952,24,Male,0,student,834,3,14,3,186.26,1704.58,1864.66,3525.46,1787.6,1286.01,3405.78,380.79,529.21,646.28,1\\r\\n2984,370,36,Female,0,self_employed,1474,2,1012,214,5301.78,5301.78,5301.78,5261.64,0.7,0.7,0.7,0.7,5301.78,5301.78,0\\r\\n2985,490,65,Male,0,self_employed,545,2,784,23,3509.84,3390.7,3306.09,2027.26,119.36,241.5,0.21,0.21,3481.08,3315.42,1\\r\\n2986,1554,51,Male,0,salaried,907,3,2258,48,1287.99,1479.84,2068.05,830.17,0.17,222.09,6.23,2100.67,1399.51,1741.81,0\\r\\n2987,280,60,Male,,self_employed,409,2,1566,45,4935.25,4930.8,3293.95,3054.12,0.1,4391.84,0.1,0.1,4932.94,2945.23,0\\r\\n2988,2230,41,Male,0,self_employed,905,3,34,98,1314.38,2642.95,2393.03,1470.74,0.41,0.41,1614.7,0.41,1893.2,2642.95,0\\r\\n2989,3988,51,Male,0,salaried,1020,1,455,9,1972.32,1400.32,1453.99,2867.97,572.67,0.84,0.67,2.1,1558.43,1401.18,0\\r\\n2990,2155,90,,0,self_employed,1029,2,1719,54,2315.76,2315.76,1509.58,231.65,0.5,2083.12,0.5,0.5,2315.76,1979.85,1\\r\\n2991,2938,43,Female,0,salaried,1096,2,273,18,3583.45,4412.58,5035.38,3670.67,7700.1,832.97,8485.38,517.8,5979.99,4492.54,0\\r\\n2992,1104,38,Male,2,self_employed,61,2,2880,3,3711.37,7997.5,3823.81,245.73,1572.52,7145.66,5745.91,58.84,6315.33,4112.13,1\\r\\n2993,4347,49,Male,0,salaried,905,1,259,5,5454.34,2921.09,3345.7,6710.3,3342.19,0.67,454.3,390.67,4116.92,3214.38,0\\r\\n2995,2741,88,Female,0,self_employed,146,2,53,,2255.11,2255.11,2255.11,2240.83,0.1,0.1,0.1,0.1,2255.11,2255.11,0\\r\\n2996,1082,39,Female,0,self_employed,278,2,749,215,1384.31,1384.31,1569.9,2866.23,0.49,0.49,0.49,229.06,1384.31,1466.06,0\\r\\n2997,1649,46,Male,0,self_employed,1096,3,467,53,1345.56,1113.52,1473.8,2759.4,0.63,593.49,115.13,121.86,1456.11,1079.49,0\\r\\n2998,5509,53,Male,3,self_employed,1589,2,33,9,8515.81,8372.96,8476.32,7471.82,143.24,0.39,0.39,700.39,8422.22,8440.7,0\\r\\n2999,3006,86,Male,0,retired,1020,2,84,20,17572.96,17111.59,17932.94,10598.01,13.77,4.56,0.21,0.21,17852.5,19064.18,0\\r\\n3000,4944,31,Male,0,self_employed,1096,1,27,152,1980.71,1980.71,2142,1935.79,0.46,0.46,0.46,0.46,1980.71,1980.71,0\\r\\n3001,5067,40,Female,2,salaried,575,2,616,14,687.32,5001.61,2023.39,2020.63,5357.66,10000.51,457.66,5943.37,1214.42,2883.64,1\\r\\n3002,4584,49,Female,0,self_employed,1525,2,38,40,4183.89,4638.56,5519.4,5044.83,0.17,477.31,378.74,3029.41,4272.52,5995.99,0\\r\\n3003,4407,81,Male,0,self_employed,1020,3,13,38,558.11,5145.38,8670.77,9660.06,0.61,809.65,0.61,14286.33,1950.8,5133.58,1\\r\\n3004,426,67,Female,,self_employed,334,2,4,313,4957.16,4957.16,4403.86,3278.25,0.26,0.26,0.26,0.26,4957.16,4719.37,0\\r\\n3005,774,64,Female,0,retired,1020,3,686,,5555.05,5555.05,5575.79,5590.84,0.13,0.13,0.13,0.13,5555.05,5555.05,0\\r\\n3006,4643,39,Male,0,salaried,1589,3,33,13,4330.48,4141.08,2536.97,2278.66,357.31,0.17,873.21,326.31,4108.09,2365.89,0\\r\\n3007,1984,85,Male,0,retired,1084,3,1102,,2512.03,2512.03,2516.49,2514.56,0.63,0.63,0.63,0.63,2512.03,2518.39,0\\r\\n3009,696,25,Male,,self_employed,361,3,1842,328,3526.05,3526.05,3526.05,3503.85,0.36,0.36,0.36,0.36,3526.05,3526.05,0\\r\\n3010,891,71,Female,0,self_employed,15,2,6,186,3351.64,3460.41,4561.61,6578.98,0.57,0.57,113.41,2941.99,3350.23,3941,0\\r\\n3011,4426,67,Male,0,salaried,914,3,123,33,5359.32,7747.22,4697.68,2043,0.2,3886.24,2158.67,77,6522.62,4240.9,0\\r\\n3012,3545,46,Female,0,self_employed,623,3,744,7,9625.3,696.72,5034.07,3285.17,5000.63,0.63,0.63,11486.34,5573.57,1239.58,0\\r\\n3013,465,34,Female,,self_employed,34,3,3764,56,2190.46,2333.31,2269.59,2190.07,0.3,143.16,286.01,0.3,2298.83,2319.49,0\\r\\n3014,6265,52,Female,0,self_employed,491,3,93,61,2318.84,2347.93,2354.55,2393.42,0.33,0.33,0.33,0.33,2328.83,2353.46,0\\r\\n3015,3105,83,Male,0,retired,834,3,174,112,1711.63,1711.63,1709.7,1656.31,0.29,0.29,0.29,0.29,1711.63,1709.92,0\\r\\n3016,1082,30,Female,0,self_employed,694,2,986,,3997.18,3996.76,3996.26,3965.98,0.46,0.46,0.46,0.46,3996.77,3996.05,0\\r\\n3017,2692,42,Male,0,self_employed,1014,3,1090,11,2212.9,1702.98,1801.6,1838.4,600.11,700.11,0.11,640.06,1671.03,1965.34,0\\r\\n3018,5813,41,Male,0,salaried,575,3,32,14,11434.22,11380.02,11822.15,7103.92,129.06,0.49,71.91,2654.34,11385.34,13339.39,0\\r\\n3019,1595,33,Male,2,self_employed,96,3,1945,95,55.24,603.85,3327.36,5866.35,0.59,0.59,549.2,4572.01,424.14,3401.09,1\\r\\n3020,1712,5,Female,0,student,531,3,1460,112,3835.68,3835.68,3835.68,3611.02,0.66,0.66,0.66,0.66,3835.68,3835.68,1\\r\\n3021,993,36,Female,0,salaried,1076,3,2802,131,1283.12,1473.87,1443.81,1488.05,0.07,0.07,178.61,0.07,1386.16,1473.87,0\\r\\n3022,482,51,Male,0,self_employed,751,3,2784,73,28751.56,33037.27,31796.3,6347.42,0.37,0.37,4286.09,0.37,32298.35,33037.27,0\\r\\n3023,3041,71,Male,0,retired,413,1,759,9,7449.59,8100.57,8275.74,9882.91,275.99,0.69,929.26,572.11,7630.18,8276.39,0\\r\\n3025,3108,75,Male,0,retired,834,3,478,23,7209.44,7232.74,7246.28,7274.01,6.19,79.79,0.33,0.33,7215.43,7205.91,0\\r\\n3026,460,48,Male,0,self_employed,623,1,968,25,515.39,864.26,1468.13,2290.58,336.37,336.37,1045.09,1045.09,682.94,2018.71,0\\r\\n3027,1488,37,Female,0,salaried,241,2,62,26,1667.49,1825.66,1799.51,2137.38,71.05,0.7,171.26,0.7,1675.32,1833.03,0\\r\\n3028,2673,53,Male,3,self_employed,1226,3,1013,56,4325.52,4750.72,3382.7,1313.29,0.64,3787.19,361.04,336.76,4397.54,4327.95,0\\r\\n3029,999,55,Male,2,self_employed,623,2,3974,25,272212.18,42636.45,105131.46,13011.21,84858.91,519,39143.13,3655.82,281009.81,22793.6,0\\r\\n3031,1284,43,Male,0,salaried,575,2,1719,10,2235.08,3492.22,3128.16,2292.24,314.37,3953.59,1142.94,1275.96,2399.61,4163.3,0\\r\\n3032,936,53,Male,3,salaried,,3,4224,135,3079.21,6674.76,5796.12,4143.33,0.37,0.37,3448.04,46.74,3792.55,6705.81,0\\r\\n3033,2990,23,Male,0,student,281,3,139,250,1808.28,1717.81,1807.78,1293.92,0.43,0.43,550.51,347.67,1928.1,1781.13,0\\r\\n3034,2730,76,Female,0,self_employed,221,2,68,,2159.78,5874.06,4797.83,904.6,0.56,0.56,3714.84,0.56,3007.07,5874.06,1\\r\\n3035,1665,28,Male,0,salaried,491,3,1345,95,4216.77,3634.58,3724.65,4715.28,0.01,0.01,857.82,1020.51,3842.96,3850.18,0\\r\\n3036,1166,53,Male,0,self_employed,452,2,637,3,6331.6,6331.6,4920.74,1070.44,171428.71,5847.29,0.14,392.34,12242.93,1642.63,0\\r\\n3037,464,28,Male,0,self_employed,146,3,2778,33,6769.75,7185.02,7137.16,1250.17,0.7,207.84,572.13,79.56,6799.97,7278.72,0\\r\\n3038,5460,57,Female,0,self_employed,1525,2,51,108,7538.55,9183.7,9127.34,10496.3,0.63,0.63,1645.63,0.63,8598.61,9183.75,0\\r\\n3039,2197,56,Female,2,self_employed,759,3,1630,20,4725.87,4603.5,4586.6,4128.2,1143.34,1143.34,0.49,0.49,4674.51,4629.18,0\\r\\n3040,4623,31,Female,0,self_employed,409,1,217,23,8438.78,155.18,2440.31,154.17,8283.73,0.13,0.13,0.13,7010.57,155.18,0\\r\\n3041,2884,53,Male,0,self_employed,1356,3,801,41,229.56,9676.38,2800.15,101.22,0.17,243.03,9787.17,7214.46,3826.54,4503.26,1\\r\\n3042,2331,90,,0,self_employed,428,2,1467,27,46960.85,120533.61,109602.38,52083.42,1839.13,0.57,75411.89,3205.59,91560.12,122991.15,0\\r\\n3043,2638,57,Male,0,self_employed,904,1,596,27,1335.95,1476.92,6870.34,6447.18,67.9,0.88,154.43,281.01,1450.17,1665,1\\r\\n3044,655,56,Male,,salaried,237,2,3055,0,6044.69,5764.37,4508.8,2213.43,1492.29,1765.86,1214.89,840.18,5305.41,4393.63,0\\r\\n3045,2187,39,Female,0,self_employed,169,3,1702,40,2030.82,2030.82,3719.79,1997.53,0.5,8578.96,0.5,14599.07,2030.82,7713.57,0\\r\\n3046,985,37,Female,0,self_employed,1020,1,424,139,3649.66,3649.66,3649.66,5907.68,0.57,0.57,0.57,0.57,3649.66,3649.66,0\\r\\n3047,5402,47,Male,2,self_employed,334,3,1489,4,2272.66,2856.96,3407.9,4134.94,1428.7,0.13,1748,2308.29,2535.94,4020.39,0\\r\\n3049,2782,37,Female,0,salaried,1020,3,322,17,2413.12,2463.62,2480.54,2953.6,10.88,17.24,832.81,358.74,2320.74,2575.32,0\\r\\n3050,3364,66,Male,0,self_employed,1046,2,502,264,1676.66,1676.66,1676.66,1664.88,0.17,0.17,0.17,0.17,1676.66,1676.66,0\\r\\n3051,1645,23,Male,0,student,834,1,18,6,1258.91,3016.78,2602.17,2521.79,12857.44,1823.16,14714.59,270.34,4053.1,2136.63,0\\r\\n3052,712,70,Male,,retired,1020,3,538,100,1462.43,1462.43,1551.52,1296.45,0.69,0.69,0.69,0.69,1462.43,1462.43,0\\r\\n3053,2839,33,Female,0,salaried,1020,3,810,80,661.79,911.6,1439.09,4586.21,0.21,0.21,292.88,1210.86,784.66,1350.39,0\\r\\n3054,3462,46,Female,0,salaried,1096,1,292,53,4614.25,4731.39,4902.26,3953.48,0.49,16239.17,117.63,17479.85,4678.39,5026.08,0\\r\\n3055,1199,72,Male,0,retired,,2,410,17,9143.44,9509.08,5284.91,818.39,1436.56,7950.86,714.59,0.3,9327.61,5346.11,0\\r\\n3056,843,25,Female,0,salaried,1419,3,2260,6,553.31,1666.12,2823.61,2799.06,115.29,138.63,4310.71,875.43,4390.52,2041.59,1\\r\\n3057,916,13,Male,0,student,146,2,714,341,11424.71,11424.71,11424.71,11353.14,0.2,0.2,0.2,0.2,11424.71,11424.71,0\\r\\n3058,2970,40,Male,0,self_employed,1494,2,1207,4,10430.4,3856.69,4277.62,4926.96,3864.13,5290.61,1857.4,20714.54,5008.21,4510.45,0\\r\\n3059,1594,45,Female,0,self_employed,745,3,127,26,398.89,268.54,1644.14,1810.72,4285.96,2285.96,3643.1,5256.8,526.78,955.58,0\\r\\n3060,2021,90,Male,0,self_employed,1416,2,346,60,143197.66,146054.8,137097.1,98859.52,0.47,0.47,2857.61,0.47,144872.53,146054.8,0\\r\\n3061,2975,48,Female,0,self_employed,1258,3,769,,4792.38,4792.38,4792.38,3299.75,0.63,0.63,0.63,0.63,4792.38,4792.38,0\\r\\n3063,2886,67,Female,0,self_employed,1020,1,522,18,353.64,925.07,2015.35,2145.42,5571.53,428.67,6142.96,142.96,2117.18,948.11,0\\r\\n3064,591,45,Male,1,self_employed,372,3,2456,87,2660.53,2717.67,2719.14,2187.82,0.36,0.36,0.36,0.36,2686.14,2741.63,0\\r\\n3066,3086,31,Female,0,student,409,2,59,199,3477.42,3486.16,3504.15,3584.7,0.03,0.03,8.77,0.03,3480.73,3486.16,0\\r\\n3067,1408,53,Male,2,self_employed,409,2,553,208,1862.61,1862.61,1862.61,1853.49,0.31,0.31,0.31,0.31,1862.61,1862.61,0\\r\\n3068,1454,42,Female,0,self_employed,1291,2,2506,90,1333.43,2074.85,2168.8,2050.92,0.31,0.31,0.31,28.89,1984.12,2175.15,0\\r\\n3069,1113,44,Male,1,self_employed,630,3,1240,12,6451.04,7251.04,7834.58,9152.77,442.99,214.41,1242.99,1450.79,7191.93,7797.89,0\\r\\n3070,3077,49,Female,2,salaried,575,1,622,25,2164.55,3795.11,3412.96,6243.66,276.86,276.86,2357.17,94.68,2582.35,3816.54,0\\r\\n3071,3540,61,Male,0,self_employed,409,2,217,140,4601.57,4737.29,5222.5,5546.14,0.21,0.21,7.36,686.66,4666.84,5152.3,0\\r\\n3072,4344,85,Male,0,retired,980,2,395,46,4468.45,4468.45,4450.04,4301.91,0.53,6.31,0.53,0.53,4468.45,4466.26,0\\r\\n3073,1997,42,Male,1,salaried,1111,2,467,6,6453.09,6877.34,5762.29,5028.14,2.58,5.42,3983.16,12103.66,6039.74,6250.14,1\\r\\n3074,1010,34,Male,0,salaried,363,2,269,9,2337.1,2012.71,1776.75,1547.24,900.74,517.43,357.27,82.99,2054.81,1712.4,0\\r\\n3075,6169,70,Male,0,retired,318,2,1306,0,4429.39,4505.13,4483.85,3991.4,389.49,293.25,478.56,357.27,4432.8,4730.4,0\\r\\n3076,1432,65,Female,0,self_employed,834,3,712,131,3086.52,3086.52,3086.52,2134.38,0.41,0.41,0.41,0.41,3086.52,3086.52,0\\r\\n3078,1508,69,Male,0,retired,15,2,6,83,5148.14,5148.14,5081.87,7896.5,0.6,0.6,0.6,0.6,5148.14,5122.51,0\\r\\n3079,1857,37,Male,0,self_employed,1308,2,430,48,5327.13,5506.63,6262.46,8356.35,0.13,246.56,179.63,1043,5479.11,5875.43,0\\r\\n3080,4521,57,Female,0,self_employed,1020,1,15,7,5963.79,7343.03,4944.31,1770.68,128.48,2857.54,0.4,743.11,6156.15,5647.32,0\\r\\n3081,4365,73,Male,0,self_employed,575,3,287,7,1058.76,1694.08,1591.27,1970.34,29.49,0.13,878.7,0.13,1369.07,1664.59,0\\r\\n3082,2436,68,Female,0,self_employed,1096,1,467,4,90093.25,4226.82,7516.91,3319.07,86938.14,2453.6,218214.57,15798.37,17889.26,3034.5,0\\r\\n3083,2219,90,,0,self_employed,578,2,399,,3439.25,3439.25,3531.41,4507.48,0.66,0.66,0.66,0.66,3439.25,3439.25,0\\r\\n3084,1502,14,Female,0,student,1525,2,814,,863.16,2434.59,2306.94,1739.42,0.07,0.07,0.07,0.07,2212.92,2425.38,0\\r\\n3085,3465,38,Female,0,self_employed,224,1,137,10,4334.58,2041.52,4173.82,1404.47,3542.9,0.04,1313.96,2857.19,3791.05,4438.32,1\\r\\n3086,865,52,Male,0,self_employed,1020,2,1120,85,725.06,725.06,8980.98,1297.39,0.6,0.6,0.6,0.6,725.06,725.06,1\\r\\n3087,394,30,Male,,self_employed,1232,2,149,46,12.48,12.48,1450.58,5622.55,0.7,943.56,0.7,1214.99,12.48,731.12,0\\r\\n3088,1721,50,Male,1,self_employed,1127,3,2048,9,4637.58,1055.44,1804.19,3649.39,3814.37,857.23,217.94,1360.8,3148.79,935.39,0\\r\\n3089,201,41,Female,1,self_employed,531,3,4411,28,13010.67,6653.53,6768.98,1307.08,6957.46,5428.89,600.31,6226.03,13093.43,1559.52,0\\r\\n3090,371,38,Female,,self_employed,828,2,1545,362,4408.01,4436.58,4573.74,4704.35,0.53,0.53,0.53,429.1,4411.95,4623.68,0\\r\\n3091,2810,71,Female,0,self_employed,1096,3,273,0,2847.65,2718.15,1939.97,1194.01,130.03,1772.13,0.53,94.03,2722.62,2057.14,0\\r\\n3092,3818,31,Male,0,self_employed,409,3,553,249,3776.78,3757.69,3759.47,3683.86,0.41,0.41,0.41,0.41,3761.32,3757.69,0\\r\\n3093,604,52,Female,,self_employed,649,3,1843,17,427.49,1856.06,2777.85,5191.46,2857.29,0.14,4285.86,1607.29,969.36,2195.92,1\\r\\n3094,1709,40,Male,0,salaried,146,2,1993,263,2938.89,2953.17,2936.23,3932.57,0.7,0.7,325.24,49.84,2927.35,2948.89,0\\r\\n3095,1707,33,Male,2,self_employed,334,2,441,6,4348.62,1015.98,1957.81,5579.09,1643.5,72.01,203.83,508.26,2713.11,1689.87,0\\r\\n3096,4393,65,Male,0,retired,1096,2,336,3,5784.84,522.14,3239.07,6766.28,1428.74,16335.8,2857.31,19203.13,4020,4578.32,0\\r\\n3097,3055,30,Female,0,self_employed,15,2,306,47,2723.09,9445.23,7554.56,3853.51,0.21,3571.64,7285.93,221.64,9099.37,8105.37,1\\r\\n3098,5145,51,Male,3,self_employed,334,2,136,10,14689.69,14299.02,10584.36,6163.56,614.64,5244.01,847.36,1357.5,14302.58,10993.43,0\\r\\n3100,2609,77,Male,0,retired,834,3,460,24,736.36,1624.46,1491.41,1842.58,40.76,0.29,857.43,428.86,824.38,1624.46,0\\r\\n3101,4613,52,Male,0,salaried,1020,2,13,97,6861.46,128.18,3171.14,1847.67,0.7,0.7,28943.37,6143.49,5347.12,1419.32,0\\r\\n3102,1404,59,Male,0,self_employed,318,1,107,19,2800.32,1376.66,1961.54,2373.03,2857.67,1447.26,0.53,0.53,2506.62,1835.15,0\\r\\n3103,6198,58,Female,1,self_employed,1020,3,33,5,47174.45,45760.16,46797.35,47118.55,1414.96,0.67,0.67,2829.24,46052.77,46398.87,0\\r\\n3104,2826,36,Male,0,self_employed,15,2,6,68,13226.4,13250.64,13588.31,7754.18,0.19,0.19,0.19,357.33,13228.71,12970.95,0\\r\\n3105,376,20,Male,,self_employed,176,3,800,242,2277.71,1918.17,1984.21,2007.79,0.34,0.34,0.34,0.34,2054.55,1934.76,0\\r\\n3106,2664,51,Male,0,self_employed,146,2,2829,4,16044.36,11599.31,6640.71,3684.28,6518.37,4340.77,14023.71,17172.23,12961.53,4394.74,0\\r\\n3107,2710,51,Male,2,self_employed,1589,1,275,76,1982.82,1982.82,1942.45,1705.94,0.13,0.13,0.13,0.13,1982.82,1982.82,0\\r\\n3108,2755,44,Female,0,self_employed,1020,2,118,11,46.93,7704.74,1566.85,863.11,7658.36,7658.36,7658.36,7662.05,1540.73,794.45,1\\r\\n3109,1134,40,Male,0,self_employed,1020,2,1027,25,8500.72,7799.9,8582.01,6009.94,714.8,847.09,13.98,563.49,8437.67,8197.18,0\\r\\n3111,4413,54,Female,0,self_employed,1215,2,169,102,20963.25,20963.25,17786.92,2817.41,0.04,0.04,0.04,451.19,20963.25,21410.19,0\\r\\n3112,3314,64,Male,0,self_employed,1096,1,934,27,9494.94,8723.51,8971.79,8327.46,772.09,0.66,0.66,0.66,9468.34,8723.51,0\\r\\n3113,1845,55,Male,0,self_employed,1020,2,546,25,15125.53,1481.45,5401.62,2371.36,14286.29,15714.86,320.57,14286.29,15137.84,986.41,0\\r\\n3114,2734,26,Male,0,student,1338,2,326,,7086.18,7086.18,7086.18,7041.29,0.46,0.46,0.46,0.46,7086.18,7086.18,0\\r\\n3115,5901,90,Female,0,self_employed,1020,1,1357,9,6935.96,6357.39,5580.88,2778.54,578.66,578.66,0.09,0.09,6556.9,6002.78,0\\r\\n3116,463,35,Male,0,self_employed,1352,3,2608,14,1001.13,1420.23,1566.67,1056.86,2857.59,214.73,419.5,318.84,1204.37,1538.27,0\\r\\n3117,1745,53,Male,0,self_employed,1020,1,501,5,1497.9,5590.33,7884.6,9598.81,12462.85,0.09,14080.79,1973.87,3345.98,6867.14,0\\r\\n3118,4232,66,Female,0,self_employed,1020,1,60,7,2810.31,3436.02,4078.93,4284.36,407.93,513.41,1467.34,4814.15,3207.53,4127.19,0\\r\\n3119,457,37,Male,0,self_employed,1477,1,2932,17,22238.87,2417.85,10077.68,19871.78,35572,0.57,16573.43,1214.86,15366.56,2910.94,0\\r\\n3120,645,30,Male,0,self_employed,575,2,1098,151,5636.33,5668.36,5743.58,5631.21,0.5,0.5,0.5,102.86,5646.27,5756.12,0\\r\\n3121,3177,74,Female,0,self_employed,1020,1,625,14,38290.32,38211.46,25713.64,20450.32,58.23,19332.56,0.11,0.11,38253.29,20083.57,0\\r\\n3122,2467,59,Male,0,salaried,1421,2,1647,,1816.04,1816.04,1819.41,3931.62,0.56,0.56,0.56,0.56,1816.04,1816.35,0\\r\\n3123,553,28,Male,0,self_employed,409,2,1003,94,6633.06,6633.06,7430.69,4439.81,0.43,0.43,0.43,1429,6633.06,7416.47,0\\r\\n3124,1850,31,Male,0,salaried,334,3,795,0,4373.18,993.73,2206.35,990.86,4852.41,1853.47,1401.25,7888.53,1444.03,1590.42,0\\r\\n3125,2112,57,Female,0,self_employed,485,3,1510,283,3015.99,3030.28,3038.77,3059.21,0.6,0.6,0.6,0.6,3024.86,3038.57,0\\r\\n3126,1427,60,Male,0,salaried,1150,2,2446,58,1501.84,1524.53,1445.27,1192.09,0.13,209.06,22.81,0.13,1515.92,1504.31,0\\r\\n3127,1596,66,Female,0,self_employed,834,1,18,129,1486.51,1486.51,1486.51,1969.66,0.09,0.09,0.09,0.09,1486.51,1486.51,0\\r\\n3128,2683,26,Female,0,student,665,1,177,,2408.81,2408.81,2408.81,2393.55,0.26,0.26,0.26,0.26,2408.81,2408.81,0\\r\\n3130,1888,53,Female,0,salaried,1525,3,1808,81,515.31,8744.35,8809.4,5822.77,0.19,0.19,571.61,1857.33,6642.26,9942.51,0\\r\\n3131,661,53,Female,,self_employed,334,2,1052,93,2097.19,3737.47,3474.13,3009.41,0.5,0.5,1786.21,0.5,2854.2,3828.72,1\\r\\n3132,4640,48,Male,2,salaried,1348,3,178,98,22.63,6436.38,6601.22,6769.07,0.06,0.06,9048.32,1606.98,4425.36,7394.1,1\\r\\n3133,6522,46,Female,3,self_employed,1084,1,489,74,1060.4,1101.46,3255.16,1788.18,0.27,0.27,41.33,0.27,1064.87,3405.61,1\\r\\n3134,1700,59,Male,0,salaried,270,3,1209,83,9932.33,10619.47,11197.43,13153.29,0.27,0.27,571.7,1171.7,10335.38,11286.7,0\\r\\n3135,2284,43,Female,0,salaried,1096,1,43,,1945.41,1945.41,1713.96,1762.9,0.46,0.46,0.46,0.46,1881.25,1555.3,0\\r\\n3136,3268,90,,,self_employed,665,1,177,,11513.24,11513.24,11513.24,11351.22,0.6,0.6,0.6,0.6,11513.24,11513.24,0\\r\\n3137,3199,48,Female,0,self_employed,1551,1,445,352,2306.14,2303.43,2303.1,2284.78,0.27,0.27,0.27,0.27,2304.74,2303.43,0\\r\\n3138,2327,90,,0,self_employed,820,3,1837,6,3143.23,3145.9,3136.04,2748.39,195.86,0.51,0.51,8.51,3006.35,3149.26,0\\r\\n3139,2194,34,Female,0,salaried,162,3,4463,143,8118.04,8132.32,8144.58,7838.97,0.17,0.17,0.17,0.17,8130.85,8144.3,0\\r\\n3140,1238,64,Male,0,retired,834,3,1925,86,146.84,146.84,4258.38,203.13,0.63,0.63,0.63,6429.2,146.84,6391.08,1\\r\\n3141,1916,18,Female,0,student,949,2,342,0,4098.26,3812.54,3815.82,3789.14,285.96,0.24,0.24,0.24,3822.39,3812.54,0\\r\\n3142,571,31,Female,,self_employed,15,3,300,73,2572.35,4232.74,4058.42,4450.87,0.29,0.29,571.71,8571.71,3505.29,4252.56,0\\r\\n3143,2661,70,Male,0,self_employed,799,3,912,72,1840.25,1843.82,1713.47,1110.17,0.43,0.43,357.57,0.43,1863.28,1687.05,0\\r\\n3144,4757,47,Male,2,self_employed,1494,2,1702,0,1548.57,1476.92,1967.82,4084.3,1977.54,1500.64,1283.62,1748.93,758.94,788.98,1\\r\\n3145,6295,54,Male,0,salaried,1020,2,1,181,3578.8,5355.03,8155.46,4427.4,0.44,0.44,1457.7,9753.87,4809.64,9300,1\\r\\n3146,1789,71,Male,0,retired,1636,3,2096,42,4592.61,4592.61,2760.92,2538.47,0.06,3638.23,0.06,0.06,4592.61,2597.48,0\\r\\n3147,5787,68,Female,0,salaried,1020,1,240,27,6940.66,11050.33,10723.03,10712.4,70.72,0.13,0.13,0.13,10062.74,11047.88,0\\r\\n3148,723,34,Male,0,self_employed,1319,2,2701,27,228.18,326.21,1981.95,1509.87,642.93,357.21,740.96,3471.5,519,1076.54,0\\r\\n3149,4872,52,Male,2,self_employed,388,2,170,121,2593.83,2593.83,3975.45,4371.99,0.5,0.5,0.5,7571.02,2593.83,5049.73,0\\r\\n3150,1316,47,Male,0,salaried,1232,3,52,,6598.24,6598.24,6598.24,6570.79,0.2,0.2,0.2,0.2,6598.24,6598.24,0\\r\\n3151,704,61,Female,0,self_employed,1020,2,1114,23,4385.32,4417.79,3996.54,3648.03,207.64,861.87,409.37,297.62,4262.12,3971.68,0\\r\\n3152,1403,35,Female,0,self_employed,146,1,1472,280,30881.43,30018.57,29836.69,26975.53,0.33,0.33,0.33,0.33,30716.8,29807.7,0\\r\\n3153,3892,73,Male,0,retired,1232,3,1796,0,1040.6,1263.86,1716.71,2296.49,297.54,290.97,435.34,952.24,1019.36,1628.82,0\\r\\n3154,1457,41,Male,0,salaried,531,2,1266,,5771.98,5771.98,5771.98,5735.54,0.04,0.04,0.04,0.04,5771.98,5771.98,0\\r\\n3155,2597,38,Female,0,self_employed,962,2,646,,2234.78,2234.78,2234.78,2219.38,0.04,0.04,0.04,0.04,2234.78,2234.78,0\\r\\n3156,4420,52,Male,3,self_employed,15,2,48,0,576.87,4290.35,4426.36,3642.8,1362.4,4109.86,1193.14,150.64,4156.81,5745.48,0\\r\\n3157,2354,38,Male,2,self_employed,409,2,339,6,1412.77,1974.24,2155.03,994.1,3014.93,4179.21,4032.11,12114.8,2071.39,3659.63,1\\r\\n3158,2266,48,Female,0,self_employed,1535,2,876,7,1883.21,1881.79,1881.92,1869.87,1.79,0.36,0.36,0.36,1882.18,1881.79,0\\r\\n3160,2266,72,Male,0,self_employed,905,2,1320,,5618.8,5616.28,5613.9,5566.22,0.46,0.46,0.46,0.46,5616.89,5613.78,0\\r\\n3161,488,32,Male,0,self_employed,1322,1,176,13,2214.57,3076.71,3625.86,5327.23,780.9,0.19,1671.61,3614.47,2085.43,3658.74,0\\r\\n3162,223,49,Female,0,self_employed,1084,3,4435,4,2222.18,9992.29,5840.26,98.34,5626.05,13000.24,14522.08,5440.6,6566.53,10866.85,1\\r\\n3163,3968,32,Male,0,self_employed,1096,1,467,26,1383.33,884.09,5793.9,3486.1,2588.76,10144.66,7217.66,13539.21,6413.82,8018.52,1\\r\\n3164,2397,60,Male,2,self_employed,1348,2,1281,6,784.11,900.1,1693.64,1982.84,1642.96,1429.53,615.83,909.03,1507.99,1106.73,0\\r\\n3165,1058,56,Male,2,self_employed,15,2,237,42,2350.22,2350.22,2320.41,1020.92,0.24,56.81,0.24,0.24,2350.22,2317.37,0\\r\\n3166,970,57,Female,,self_employed,995,3,200,81,5157.54,13125.83,11235.4,13149.68,0.59,0.59,8014.59,0.59,7379.43,13141.95,1\\r\\n3167,983,63,Male,1,retired,485,2,1403,26,5897.9,6654.92,6710.94,10137.11,65.43,1.47,1315.97,721.55,6194.22,6977.47,0\\r\\n3168,3614,32,Male,0,salaried,146,2,509,47,3808.66,4111.76,2580.38,1820.79,0.41,2589.78,295.27,865.74,3892.94,2901.86,1\\r\\n3169,3082,72,Male,0,self_employed,1088,2,161,23,9202.3,9173.73,9181.61,9144.39,28.83,0.26,0.26,0.26,9197.37,9173.73,0\\r\\n3170,7294,48,Female,0,self_employed,318,2,1307,11,1192.39,1008.76,2322.62,3154.07,387.68,0.19,204.04,3571.61,1100.85,1700,0\\r\\n3171,4035,50,Female,0,self_employed,1020,1,321,87,1605.48,1594.77,1743.66,2077.26,0.36,0.36,0.36,377.67,1603.64,1712.94,0\\r\\n3172,2402,44,Female,2,salaried,1135,2,1533,139,187.69,187.69,2768.34,4932.4,0.7,0.7,0.7,0.7,187.69,187.69,0\\r\\n3173,2181,32,Male,0,self_employed,1401,3,1829,252,2953.53,2868.67,2831.24,1889.75,0.3,0.3,714.59,643.16,2833.06,3073.08,0\\r\\n3174,1093,56,Male,0,self_employed,409,3,2024,201,8850.9,7370.18,8719.01,15023.26,0.24,0.24,19.53,0.24,8451.07,7126.93,0\\r\\n3175,2665,70,Male,0,self_employed,1020,1,145,5,6588.85,7062.81,7074.95,7480.41,625.74,638.69,857.84,857.84,6548.52,6910.4,0\\r\\n3176,806,32,Male,,self_employed,61,2,3279,74,7799.13,7796.58,6979.06,2834.39,0.54,0.54,0.54,71.97,7797.28,7860.01,0\\r\\n3177,2840,48,Male,2,salaried,665,2,177,28,3218.45,2985.48,3146.04,3453.76,318.54,0.69,228.43,190.39,3207.44,3040.63,0\\r\\n3178,6520,67,Female,0,self_employed,,2,93,129,1949.39,1949.39,1949.39,1566.63,0.16,0.16,0.16,0.16,1949.39,1949.39,0\\r\\n3179,4508,46,Male,0,salaried,1181,2,235,24,2923.35,1491.39,1902.09,5880.27,1428.59,0.01,0.01,0.01,2725.49,1491.39,0\\r\\n3180,1463,28,Male,0,salaried,1096,3,2034,76,997.17,997.17,1857.74,3455.28,0.01,0.01,0.01,963.73,997.17,1659.52,1\\r\\n3181,1492,23,Female,0,student,1020,1,1357,178,3817.56,13837.78,13579.83,17911.96,0.04,0.04,10019.46,4382.75,7267.42,15248.35,1\\r\\n3182,2473,46,Female,0,self_employed,834,1,14,23,1534.84,1471.96,1586.32,977.07,500.64,500.64,437.77,143.5,1868.91,1518.05,0\\r\\n3183,3112,13,Female,0,student,1020,1,182,68,60.28,2417.43,1617.74,200.4,0.61,0.61,2357.76,0.61,1360.78,2417.43,0\\r\\n3184,1173,39,Male,0,self_employed,,3,2019,12,1202.31,7118.02,3610.78,1849.91,429.17,1305.96,7143.46,143.46,4748.86,4311.35,0\\r\\n3185,3181,48,Female,0,self_employed,1020,1,667,119,4960.71,6130.77,6245.65,4789.6,0.66,0.66,1314.43,790.77,5522.28,6400.59,0\\r\\n3186,2385,57,Male,0,self_employed,621,3,1921,,5504.74,5504.74,5545.94,5539.45,0.43,0.43,0.43,143.29,5504.74,5561.49,0\\r\\n3187,2082,26,Male,0,student,918,3,1655,172,1527.64,1527.64,1527.64,1584.96,0.66,0.66,0.66,0.66,1527.64,1527.64,0\\r\\n3188,199,37,Male,2,salaried,146,1,75,90,5873.2,4567.86,1455.82,1652.99,0.34,0.34,1173.78,2350.38,2477.33,1019.08,0\\r\\n3189,1715,46,Male,0,self_employed,1384,3,1683,18,3526.92,3517.66,3416.84,2456.57,204.35,0.66,0.66,0.66,3478.67,3517.66,0\\r\\n3190,2676,69,Female,0,self_employed,409,1,1427,58,109.81,114.24,4005.48,224.6,0.19,3634.54,4.61,18493.11,111.35,1320.23,1\\r\\n3192,3147,53,Female,0,salaried,1020,2,12,260,36112.93,36112.93,36229.54,37033.82,0.11,0.11,0.11,201.61,36112.93,36119.43,0\\r\\n3193,1157,83,Female,0,retired,1096,1,329,0,27240.72,27125.98,22749.96,10108.03,406.07,6257.15,0.09,0.09,27145.76,25527.62,0\\r\\n3194,324,30,Male,,salaried,,3,1543,233,1696.31,1710.6,1722.36,1867.8,0.5,0.5,0.5,8.44,1701.24,1717.08,0\\r\\n3195,1347,30,Female,0,self_employed,1633,3,2095,109,1418.7,1418.7,3795.05,3087.54,0.1,0.1,0.1,4857.24,1418.7,3976.31,1\\r\\n3196,514,36,Male,,salaried,146,2,1039,11,3938.67,3717.54,3896.64,3911.61,261.18,0.16,0.16,0.16,3803.44,3882.04,0\\r\\n3197,203,49,Male,,self_employed,439,3,2303,210,15836.44,17979.3,17404.72,17940.79,0.03,0.03,2142.89,0.03,16255.16,17979.46,0\\r\\n3198,2391,39,Male,1,self_employed,243,2,1080,,2339.58,2570.08,2602.66,3293.12,0.44,0.44,230.94,230.94,2371.38,2599.83,0\\r\\n3199,3981,72,Male,0,salaried,1523,2,465,10,2002.66,1901.77,1923.97,2022.17,112.79,0.69,0.69,0.69,1962.62,1901.77,0\\r\\n3200,1355,37,Male,0,salaried,409,3,193,12,1438.41,2224.13,5499.74,4982.49,2071.61,0.19,1428.76,7143.04,2561.56,6694.17,1\\r\\n3202,1098,43,Male,0,self_employed,807,3,3000,35,1783.07,1808.73,1690.38,1609.41,0.51,286.53,0.51,0.7,1793.1,1716.58,0\\r\\n3203,600,52,Male,0,salaried,427,3,2646,6,3090.73,3467.35,3417.14,759.79,286.34,0.63,662.96,336.96,3174.61,3705.61,0\\r\\n3204,993,35,Male,2,self_employed,1106,2,3003,26,9021.73,8735.93,8649.17,7603.36,150.06,150.06,246.4,303.54,8879.23,8662.41,0\\r\\n3205,1886,24,Male,0,student,1232,2,359,264,4016.38,4016.38,3137.57,1140.96,0.36,0.36,0.36,3087.2,4016.38,2821.28,0\\r\\n3206,3205,50,Female,0,self_employed,604,3,527,161,27.95,7170.81,5200.37,7037.95,0.46,0.46,7143.31,0.46,1259.48,7170.81,1\\r\\n3207,6255,50,Male,3,salaried,630,1,21,21,90224.05,88618.1,81108.03,68730.62,16.21,0.2,1714.49,1749.94,87739.26,86796.79,0\\r\\n3208,4724,55,Male,2,salaried,1525,2,194,270,12608.74,18426.2,13619.9,19468.37,0.67,0.67,14943.54,286.39,8952.22,16074.28,0\\r\\n3209,1280,26,Female,0,salaried,575,3,1203,0,287.55,3162.06,2837.18,2167.87,12859.14,0.57,16028.58,3.43,2824.01,2971.44,0\\r\\n3210,3007,74,Male,0,retired,,2,270,,3040.98,3040.98,3034.37,2951.03,0.69,0.69,0.69,0.69,3040.98,3040.98,0\\r\\n3211,1894,18,Female,0,student,334,2,500,,4481.56,4410.13,4388.92,4149.79,0.19,0.19,0.19,0.19,4459.4,4389.4,0\\r\\n3212,4553,62,Female,0,retired,1020,2,13,28,1301.75,1514.32,1756.6,776.14,501.27,0.57,714.86,857.71,1456.65,1597.27,0\\r\\n3213,854,63,Female,0,self_employed,146,1,1226,94,34522.77,34297.77,34265.15,12711.18,0.31,0.31,0.31,0.31,34468.46,34254.22,0\\r\\n3214,504,62,Male,0,self_employed,575,2,44,11,33354.94,29801.37,33041.78,23853.07,2747.49,4890.34,2265.34,3603.03,33282.01,30054.83,0\\r\\n3215,1923,7,Male,0,student,1140,3,663,185,3049.27,3049.27,3049.27,3037.48,0.26,0.26,0.26,0.26,3049.27,3049.27,0\\r\\n3216,5896,72,Female,0,retired,318,2,34,,23460.55,23460.55,23460.55,23310.71,0.46,0.46,0.46,0.46,23460.55,23460.55,0\\r\\n3217,782,43,Male,,self_employed,1461,1,3600,49,5063.44,5775.53,7042,6545.25,0.21,24214.5,0.21,18872.9,5726.8,9078.77,1\\r\\n3218,1893,43,Male,0,self_employed,409,3,1672,114,3137.08,4279.94,4240.53,2239.99,0.37,0.37,0.37,0.37,4161.72,4279.94,0\\r\\n3219,861,13,Male,0,student,1096,1,273,103,76.74,205.32,1546.59,1563.17,0.64,0.64,1357.79,1620.54,898.91,1189.85,1\\r\\n3222,4013,42,Male,0,salaried,1096,2,27,172,4261.08,4121.8,3485.71,6913.69,0.04,0.04,4786.84,1768.24,3435.27,3563.55,0\\r\\n3223,2978,52,Male,0,salaried,1096,2,292,,3102.54,3102.54,3102.54,3083.07,0.21,0.21,0.21,0.21,3102.54,3102.54,0\\r\\n3224,947,38,Male,0,salaried,514,3,190,19,835.47,4764.04,3484.97,4686.31,714.39,0.1,4642.96,0.1,1894.58,4764.04,0\\r\\n3225,2942,40,Female,0,salaried,1020,2,1799,13,4013.68,1309.28,3224.56,3561.34,2265.56,0.44,0.44,0.44,2527.29,3045.67,0\\r\\n3226,641,44,Female,,self_employed,166,2,706,13,3921.1,987.7,1577.91,727.92,186.9,186.9,0.5,143.36,2880.04,938.98,0\\r\\n3227,614,24,Female,0,student,248,2,792,245,1559.74,1559.74,1559.74,1549.91,0.07,0.07,0.07,0.07,1559.74,1559.74,0\\r\\n3228,1090,67,Male,0,retired,409,2,1401,,2358.38,2358.38,2358.38,2259.11,0.54,0.54,0.54,0.54,2358.38,2358.38,0\\r\\n3229,4281,67,Male,1,salaried,1388,1,126,313,8311.18,8456.61,8354.57,8002.59,0.26,0.26,0.26,0.26,8356.32,8374.77,0\\r\\n3230,1323,42,Female,0,self_employed,834,3,466,,1414.76,1429.04,1699.58,1519.92,0.47,0.47,0.47,665.69,1419.19,2253.79,0\\r\\n3231,2151,68,Male,0,retired,485,3,1519,86,708.67,1665.81,3259.57,649.39,0.7,0.7,929.27,2714.99,976.16,2909.18,1\\r\\n3232,3583,50,Male,1,self_employed,409,3,2092,49,80.49,1496.99,1556.22,9091.6,0.5,6286.21,1293.61,11511.28,627.77,877.76,0\\r\\n3233,2277,30,Female,0,salaried,1020,2,13,290,2377.16,2522.61,2715.82,3719.56,0.14,0.14,0.14,257.93,2387.19,2760.58,1\\r\\n3234,1235,39,Male,0,self_employed,1046,3,2451,14,2550.67,2664.25,2979.42,4750.92,71.5,154.36,142.21,0.07,2657.5,2589.22,0\\r\\n3235,3518,90,Male,0,self_employed,1258,2,152,,3023.5,3026.35,3028.99,3019.93,0.06,0.06,0.06,0.06,3026.25,3028.93,0\\r\\n3236,1277,37,Male,0,self_employed,61,2,1580,290,2783.15,2783.15,2783.15,2767.19,0.19,0.19,0.19,0.19,2783.15,2783.15,0\\r\\n3237,2434,34,Male,0,salaried,743,3,1522,188,8598.47,9094.83,9266.7,9744.93,0.19,0.19,743.04,1428.76,8683.68,9493.44,0\\r\\n3238,4177,65,Female,0,self_employed,1020,1,544,11,3439.81,5059.08,3496,80.75,988.61,7926.14,9410.36,2957.29,5855.08,4541.63,0\\r\\n3239,4251,71,Male,0,retired,836,3,23,173,2945.25,2883.99,2902.88,4715.66,0.33,0.33,0.33,0.33,2945.25,2883.99,0\\r\\n3240,245,33,Female,,self_employed,384,2,2341,24,2588.91,4946.06,3762.07,3334.29,3500.66,857.8,2929.23,0.66,2712.07,4503.66,1\\r\\n3241,2947,55,Male,0,self_employed,774,3,732,26,4247.37,4247.37,4247.37,4009.23,571.56,285.84,0.13,0.13,4247.37,4247.37,0\\r\\n3242,3182,45,Male,2,self_employed,15,2,299,33,1765.4,4960.08,10837.14,3364.58,0.49,7587.66,2159.11,2516.47,3071.22,9430.55,1\\r\\n3243,647,66,Female,0,self_employed,,3,2526,102,2902.87,2902.87,2902.8,2155.57,0.47,0.47,0.47,0.47,2902.87,2902.87,0\\r\\n3244,642,57,Male,0,salaried,146,2,1298,18,4916.16,4764.73,4424.48,2987.32,568.66,568.51,0.09,0.09,4844.34,4526.36,0\\r\\n3245,5465,49,Male,0,self_employed,1076,3,1201,303,1611.47,1873.16,2161.54,2631.16,0.36,0.36,574.43,677.93,1719.89,2187.68,0\\r\\n3246,2785,35,Female,0,student,1525,3,276,74,6148.06,6147.61,8472.17,2028.37,0.56,0.56,0.56,0.56,6147.84,9051.06,0\\r\\n3247,901,33,Female,,self_employed,383,2,1319,,13030.13,13030.13,13030.13,12947.7,0.36,0.36,0.36,0.36,13030.13,13030.13,0\\r\\n3248,4092,90,,0,self_employed,1020,2,79,27,3512.03,3438.53,3510.03,2837.39,1187.03,68245.05,857.54,47064.54,3625.63,3887.39,0\\r\\n3249,3000,44,Female,0,self_employed,1589,3,429,112,1638.12,1638.12,1704.8,1846.66,0.24,0.24,0.24,0.24,1638.12,1638.12,0\\r\\n3250,4675,45,Female,0,salaried,1020,3,582,,1855.74,1748.6,1775.74,1522.91,0.66,0.66,0.66,0.66,1855.74,1748.6,0\\r\\n3251,2728,36,Male,2,self_employed,,3,473,14,1386.63,1090.59,1795.04,419.5,1429.13,74.18,3005.03,4859.03,1842.48,1375.02,1\\r\\n3252,2964,28,Female,0,student,146,2,41,5,4778.04,4389.47,4412.37,4365.44,428.69,0.11,40.11,0.11,4451.69,4391.85,0\\r\\n3254,388,79,Male,,retired,745,2,1475,306,7302.62,7302.62,7302.62,7263.01,0.24,0.24,0.24,0.24,7302.62,7302.62,0\\r\\n3255,2258,42,Female,0,salaried,409,1,3,6,12002.63,1352.85,2399.1,3522.77,10661.96,2686.17,12.18,544.1,5221.12,1241.53,0\\r\\n3256,748,27,Male,0,self_employed,1020,3,291,7,4917.99,540.66,1933.16,2120.23,6298.59,743.01,1735.87,3935.63,1774.26,1953.48,0\\r\\n3257,2241,55,Male,0,self_employed,1135,3,1527,14,11962.56,11621.65,11526.9,10323.64,450.11,514.4,0.11,0.11,11835.6,11540.21,1\\r\\n3258,2455,37,Female,0,self_employed,637,1,224,,2108.83,2108.83,2108.83,2095.48,0.24,0.24,0.24,0.24,2108.83,2108.83,0\\r\\n3259,1555,38,Male,0,self_employed,575,2,44,153,3527.91,3527.91,3617.05,3494.08,0.19,0.19,0.19,527.36,3527.91,3791.04,0\\r\\n3260,4234,63,Male,0,self_employed,409,2,331,91,3104.72,3104.72,3103.01,3418.45,0.1,0.1,0.1,0.1,3104.72,3104.63,0\\r\\n3261,1497,65,Female,4,self_employed,1232,3,1797,27,3005.29,2976.57,3002.92,2421.76,32.13,32.2,3.41,74.84,3004.3,3031.41,0\\r\\n3262,2765,39,Female,0,salaried,1617,2,2990,,5069.06,5069.06,5069.06,5037.07,0.26,0.26,0.26,0.26,5069.06,5069.06,1\\r\\n3263,1591,39,Male,1,salaried,1636,2,375,6,4314.96,1518.71,2561.32,897.62,4285.91,0.2,1489.67,942.96,2820.89,2250.25,0\\r\\n3265,1367,56,Male,0,self_employed,905,2,855,126,6259.62,6259.62,6259.62,6158.59,0.09,0.09,0.09,0.09,6259.62,6259.62,0\\r\\n3266,1176,32,Male,0,salaried,531,3,1672,3,6233.66,5216.63,5238.43,5759.13,61.09,18.3,410.08,708.82,6027.5,4972.6,0\\r\\n3267,2027,24,Male,0,student,1020,2,145,31,7971.36,13036.79,11535.68,10099.92,0.03,714.31,5065.46,0.03,10607.2,12368.58,0\\r\\n3268,5225,46,Female,1,salaried,1096,2,27,159,10618.5,9237.59,7800.95,7887.07,0.2,0.2,993.53,933.72,8785.38,8100.63,0\\r\\n3269,513,54,Female,,salaried,146,2,3757,,4214.47,4214.47,4375.76,4908.63,0.13,0.13,0.13,0.13,4214.47,4214.47,0\\r\\n3270,1020,39,Male,0,self_employed,665,2,1251,3,405.63,1083.56,3701.54,7921.92,7.2,0.06,722.91,4539.13,631.27,4611.38,1\\r\\n3271,2670,59,Male,0,self_employed,1635,3,961,84,2335.6,2469.79,3159.13,1763.89,0.3,0.3,134.49,1011,2386.5,3269.66,0\\r\\n3272,1834,35,Female,0,salaried,146,2,354,7,7360.98,3172.8,5785.07,7921.71,21.8,0.37,1371.68,490.15,3566.33,2195.62,0\\r\\n3274,4851,65,Male,2,salaried,848,1,167,10,3269.97,2989.62,3658.59,2398.98,1382.61,96.9,766.55,668.56,3958.25,3438.87,0\\r\\n3275,1143,57,Female,0,self_employed,1020,3,163,0,2016.38,1325.07,1861.93,2259.02,710.56,692.99,1733.53,290.93,3159.06,1120.35,0\\r\\n3276,2683,61,Male,0,self_employed,675,2,867,,1541.14,1541.14,1907.21,2185,0.31,0.31,0.31,1143.17,1541.14,1939.09,0\\r\\n3277,1764,26,Male,0,student,904,2,1907,20,1382.23,1548.92,2174.92,5158.58,143.54,1.71,472.51,1262.33,1477.14,1994.96,0\\r\\n3278,1537,39,Male,0,salaried,1589,2,62,20,2857.79,2773.53,2545.3,2279.57,2027.39,1491.67,1523.52,781.53,2853.14,2576.18,0\\r\\n3279,463,53,Male,0,self_employed,1020,3,288,88,1398.13,1399.76,1957.29,1382.58,0.3,0.3,0.3,8.87,1399.54,1405.01,0\\r\\n3280,1678,62,Female,0,self_employed,623,2,2083,333,21371.31,21371.31,21367.92,21238.13,0.5,0.5,0.5,0.5,21371.31,21366.48,0\\r\\n3281,4854,37,Male,0,salaried,623,3,42,32,2613.04,3127.84,2575.56,716.68,0.69,912.39,4887.63,882.42,3184.04,2977.61,0\\r\\n3282,2790,40,Female,0,self_employed,1243,2,316,,6137,6137,6137,6097.47,0.64,0.64,0.64,0.64,6137,6137,0\\r\\n3283,1531,45,Male,2,self_employed,1493,3,2147,0,3064.59,3650.39,3001.68,1751.82,2089.19,2353.29,0.61,4450.51,3402.58,2138.25,0\\r\\n3284,694,26,Female,,self_employed,15,2,461,24,16030.73,1530.73,5968.34,1061.29,14500.27,214.56,0.27,0.27,15008.56,1496.17,0\\r\\n3286,4675,62,Female,0,self_employed,1020,3,47,0,2786.16,2786.16,2701.23,2171.83,11428.87,28.54,0.3,428.89,2786.16,2812.14,0\\r\\n3287,2141,73,Male,0,self_employed,51,2,131,,6133.74,6131.31,6129.91,6225.67,0.01,0.01,0.01,0.01,6131.98,6128.28,0\\r\\n3288,4603,43,Female,0,self_employed,1525,2,145,229,1750.34,1750.34,1750.34,4045.68,0.3,0.3,0.3,0.3,1750.34,1750.34,0\\r\\n3289,1348,48,Female,0,self_employed,745,2,127,,1409.93,1431.36,1858.98,2123.6,0.61,0.61,386.33,593.47,1637.03,1690.81,1\\r\\n3290,767,71,Male,,retired,409,2,1663,6,9355,5078.58,6275.23,8180.47,7843.34,1829.06,3566.91,3842.73,4848.13,5953.62,0\\r\\n3291,195,63,Male,2,self_employed,737,3,3019,88,1995.04,1723.71,3187.87,4961.97,0.54,0.54,493.5,1922.07,2046.04,2462.66,1\\r\\n3292,3065,54,Female,0,self_employed,514,3,190,,2707.72,2682.53,2688.35,2647.76,0.24,0.24,0.24,0.24,2700,2682.53,0\\r\\n3293,5460,36,Male,0,self_employed,1232,1,103,32,66179.9,67311.83,66971.46,65166.77,0.19,192.39,1132.11,192.39,66596.96,67314.2,0\\r\\n3294,398,28,Female,0,self_employed,146,2,53,15,149.29,1395.57,1724.14,1482.54,3519.97,497.53,4051.97,0.39,2039.26,1347.46,0\\r\\n3295,1593,45,Male,0,salaried,,3,1477,0,163.71,5520.85,7264.19,11690.84,7143.11,0.26,12500.26,500.26,2978.98,5566.93,1\\r\\n3296,1717,32,Male,0,self_employed,623,3,2296,6,1581.05,729.8,2324.92,2533.75,17.22,714.73,2026.82,1781.96,1507.41,3296.63,0\\r\\n3297,832,33,Male,0,salaried,334,2,676,336,9303.4,9303.4,9141.61,8372.91,0.13,0.13,0.13,1002.99,9303.4,9021.34,0\\r\\n3298,2145,59,Male,0,salaried,1393,3,1777,236,54490.08,54490.08,54500.46,54428.96,0.26,0.26,0.26,0.26,54490.08,54490.22,0\\r\\n3299,812,41,Female,0,self_employed,382,3,785,20,2800.38,2228.95,1656.65,819.95,572.13,429.27,0.7,0.7,2642.75,1732.19,0\\r\\n3300,206,69,Male,,salaried,334,2,1866,135,8525.71,8525.71,7122.94,2887.83,0.24,0.24,0.24,0.24,8525.71,7128.52,0\\r\\n3301,460,53,Male,,self_employed,1096,3,3687,73,11949.06,11949.06,10071.16,1819.49,0.33,0.33,0.33,4286.04,11949.06,11098.37,1\\r\\n3302,3099,38,Female,0,self_employed,1032,3,381,19,9183.14,9115.77,7865.9,4791.26,67.91,7857.69,0.54,26286.26,9162.23,7456.78,1\\r\\n3303,1400,47,Female,2,self_employed,994,3,1460,237,3346.76,3492.4,4755.43,6786.83,0.61,0.61,189.11,3046.26,3350.88,4436.72,0\\r\\n3304,2547,65,Male,0,self_employed,649,2,289,3,2937.21,2845.9,2658.76,1201.63,89.7,93.27,0.41,0.41,2871.57,2806.96,0\\r\\n3305,5997,49,Male,0,self_employed,1020,1,16,,104980.82,104995.1,105572.71,119713.72,0.57,0.57,0.57,0.57,104988.7,105120.45,0\\r\\n3306,6504,51,Female,0,self_employed,1096,3,1345,7,4583.59,3946.97,3919.76,2271.92,775.99,413.19,139.36,294.29,4304.63,3808.36,1\\r\\n3308,496,29,Female,,student,610,3,1991,31,1488.08,1664.86,1491.94,1393.63,0.64,429.21,206,228.49,1582.02,1447.95,0\\r\\n3309,2254,51,Female,0,self_employed,1084,1,830,4,1883.06,1721.72,1814.34,1248.63,1397.26,1002.16,381.22,1503.29,1950.21,1805.84,0\\r\\n3310,1672,90,Male,0,self_employed,259,2,2113,73,69451.28,74541.22,68462.66,151956.11,0.6,0.6,1818.24,614.66,70361.86,75139.89,0\\r\\n3311,4610,55,Female,0,self_employed,514,2,6,3,2845.93,2381.74,2413.04,9208.81,480.62,648.29,0.14,0.14,2571.1,2232.95,0\\r\\n3312,1018,45,Male,,self_employed,363,2,269,53,7750.42,7750.42,7466.24,6967.14,0.17,714.46,0.17,0.17,7750.42,7612.17,0\\r\\n3313,4301,36,Female,0,self_employed,1111,3,296,,2271.73,1857.44,1537.14,1392.28,0.11,0.11,285.83,933.69,1987,1172.17,0\\r\\n3314,3752,37,Male,0,salaried,1525,2,489,0,4648.98,4863.08,5753.67,5821.74,543.39,15302.96,976.87,21766.35,3159.05,7877.45,0\\r\\n3315,1123,74,Male,0,retired,1020,3,143,0,3055.51,3218.3,3307.1,4782.99,739.2,739.2,1118.89,1428.89,2754.92,3339.73,1\\r\\n3316,432,42,Female,0,self_employed,834,2,14,20,1190.24,872.79,3436.71,1243.28,1929.11,0.54,153.76,0.54,1343.1,924.62,0\\r\\n3317,3448,77,Male,0,retired,1020,3,419,14,907.15,2989.59,4996.91,2430.33,395.56,586.75,1429.21,7006.64,1675.04,5074.42,0\\r\\n3318,2946,27,Male,0,self_employed,1494,1,251,32,1110.11,4478.64,2795.84,3018.67,0.61,857.76,512,163.06,2211.49,3852.93,0\\r\\n3319,974,56,Male,0,self_employed,334,2,1237,,14672.74,387.03,1700.66,5131.37,0.44,0.44,0.44,0.44,4327.92,387.03,0\\r\\n3320,2042,38,Female,0,salaried,,2,2479,0,18403.64,1686.99,5805.25,6232.75,23595.93,10649.6,1450.54,10172.62,7872.59,2878.28,0\\r\\n3321,1227,30,Female,0,self_employed,334,2,4,,2570.17,2404.62,2360.39,2599.3,0.69,0.69,35.13,20.44,2508.33,2351.37,0\\r\\n3322,987,63,Female,0,self_employed,1020,2,47,28,1988.33,1418.09,1602.8,2206.23,598.26,598.26,0.16,28.99,1991.21,1555.38,0\\r\\n3323,5449,64,Male,0,self_employed,1020,2,114,55,6668.32,6739,6558.36,1929.13,0.3,400.3,71.73,0.3,6675.32,6674.49,0\\r\\n3324,1970,37,Female,1,salaried,1020,2,376,76,0.98,171.03,1531.63,654.35,0.53,0.53,746.41,717.39,28.5,24.84,1\\r\\n3325,716,28,Male,0,salaried,1020,2,1333,4,3411.57,3155.29,3172.15,3402.89,286.13,0.41,8.81,0.24,3177.89,3155.99,0\\r\\n3326,2654,62,Female,1,self_employed,885,3,871,259,3026.3,3383.44,3758.2,4728.16,0.21,0.21,357.36,0.21,3309.55,3383.44,1\\r\\n3327,4046,54,Male,0,salaried,800,1,342,49,1167.36,2729.63,1582.55,176.65,0.47,3571.9,1203.74,689.46,2350.43,2052.48,1\\r\\n3328,984,43,Male,2,self_employed,1487,2,944,4,1992.5,2063.88,1980,2174.95,671.86,786.14,373.64,373.64,1929.72,1983.85,0\\r\\n3329,1772,43,Female,3,salaried,334,3,444,0,3327.1,2614.01,3213.26,2129.69,1442.89,1458.53,949.24,1038.4,2094.28,3623.49,0\\r\\n3330,697,28,Male,0,self_employed,243,1,122,,3011.88,3010.17,2784.85,3224.67,0.17,0.17,0.17,0.17,3010.52,3010.17,0\\r\\n3331,5760,62,Male,0,self_employed,1020,2,86,,3139.09,1460.36,1705.24,2139.59,0.31,0.31,0.31,0.31,2201.92,1460.36,0\\r\\n3333,1567,42,Female,0,self_employed,683,3,2170,98,13408.96,13408.96,13416.49,12885.9,0.09,0.09,0.09,0.09,13408.96,13413.11,0\\r\\n3334,2190,57,Male,0,salaried,975,3,1854,28,3010.06,2581.49,3482.1,3650.73,428.6,571.46,0.03,0.03,3010.06,3702.35,0\\r\\n3335,2392,40,Female,0,self_employed,1597,3,170,,3231.07,4059.64,4726.98,5803.76,0.37,0.37,514.66,1230.41,3573.43,4859.76,0\\r\\n3336,4427,40,Female,2,self_employed,318,2,107,7,1195.56,1543.55,1625.95,1506.7,9.7,0.54,286.26,286.26,1220.95,1792.42,0\\r\\n3337,1493,35,Female,0,self_employed,630,2,404,,3332.45,3329.97,3329.19,3301.87,0.01,0.01,0.01,0.01,3330.57,3329.97,0\\r\\n3338,812,90,Male,0,self_employed,575,3,1203,48,6896.52,6957.59,4470.56,451.56,0.34,8571.77,61.41,2857.49,6917.58,5206.44,0\\r\\n3339,894,75,Male,0,retired,834,2,28,40,470.96,3328.1,1706.04,329.06,0.06,142.93,2857.2,285.77,766.52,3415.65,1\\r\\n3340,1299,45,Male,2,self_employed,623,1,1998,9,3992.59,5831.09,9366.51,18646.38,2744.17,2325.13,2978.46,12763.37,3334.64,8419.98,1\\r\\n3341,4631,21,Female,0,student,514,1,190,13,6753.1,6507.44,6567.97,6529.73,286,0.3,0.29,0.29,6632.73,6514.34,0\\r\\n3342,4134,47,Male,0,self_employed,1084,2,501,264,369.19,5795.38,3659.63,1494.94,0.64,0.64,5429.21,0.64,5609.34,3859.89,1\\r\\n3343,2157,40,Male,0,self_employed,1055,2,1635,,3770.76,3770.76,3770.76,3725.62,0.5,0.5,0.5,0.5,3770.76,3770.76,0\\r\\n3344,4595,61,Male,0,self_employed,1577,2,1805,8,3165.07,1759.55,2465.46,3316.18,156.31,0.13,0.13,714.41,2872.12,2075.39,0\\r\\n3345,6285,29,Male,0,student,1096,2,1349,,2219.13,2219.13,2219.13,2205.39,0.19,0.19,0.19,0.19,2219.13,2219.13,0\\r\\n3346,1596,67,Female,0,retired,1046,2,502,227,24720.94,24720.94,24720.94,24651.37,0.2,0.2,0.2,0.2,24720.94,24720.94,1\\r\\n3347,2239,63,Male,0,salaried,1326,2,657,258,5532.52,6032.52,5906.87,6673.13,0.17,0.17,500.17,0.17,5618.72,6032.52,0\\r\\n3348,2447,65,Female,0,self_employed,15,2,6,144,2494.78,550.68,2138.95,566.04,0.34,0.34,0.34,2500.34,2009.22,1921.65,0\\r\\n3349,2732,90,Male,0,self_employed,578,2,399,25,3902.31,1045.16,1899.02,972.13,2857.83,0.69,0.69,0.69,3606.74,1045.16,0\\r\\n3350,958,35,Male,0,salaried,15,2,958,7,1873.94,1873.94,1636.77,467.41,21428.91,0.34,21428.91,900.34,1873.94,2222.33,1\\r\\n3351,2755,57,Female,0,self_employed,1096,2,440,7,101.53,2505.39,9187.34,12024.14,10357.36,19357.36,12761.21,46728.79,339.04,4215.07,1\\r\\n3352,666,30,Male,3,salaried,,2,632,226,8108.34,8108.34,8108.34,8084.19,0.2,0.2,0.2,0.2,8108.34,8108.34,1\\r\\n3353,1112,29,Female,0,self_employed,409,2,272,55,160.51,2303.37,1822.02,549.39,0.29,1428.86,2143.14,361.71,1933.91,2128.3,0\\r\\n3354,3182,32,Female,0,salaried,1232,2,486,7,7954.07,5096.92,5326.81,5270.96,2857.63,0.49,0.49,0.49,5786.58,5096.92,0\\r\\n3355,1204,41,Male,3,self_employed,413,3,2281,3,2604.64,1110.6,1433.53,3635.68,1928.77,714.49,434.73,2857.07,1135.91,1363.56,0\\r\\n3356,2655,83,Male,0,retired,409,1,482,161,5778.47,83635.62,23561.83,1053.03,0.19,0.19,0.19,0.19,30187.34,38780.48,1\\r\\n3358,2848,53,Female,0,self_employed,146,1,75,146,2497.06,2497.06,2793.73,5274.48,0.03,0.03,0.03,771.46,2497.06,2614.11,0\\r\\n3359,5211,74,Male,0,self_employed,1096,2,134,101,3763.63,3763.63,4682.16,3468.52,0.13,0.13,0.13,0.13,3763.63,3763.63,0\\r\\n3360,2803,42,Male,1,self_employed,1525,2,38,33,11455.89,11027.32,12273.92,10896.39,0.01,714.3,0.01,1762.87,11308.11,11398.01,0\\r\\n3361,5898,76,Male,0,self_employed,1020,1,1,0,20460.81,21794.15,21382.48,19811.53,1938.56,1196.39,3241.29,1153.7,21067.15,21936.09,0\\r\\n3363,3906,34,Male,1,salaried,1589,3,147,5,1198.86,1787.66,1754.73,4360.92,1003.37,0.51,1806.46,391.06,1320.83,1843.28,0\\r\\n3364,3232,41,Female,0,self_employed,665,1,177,11,2353.27,3265.36,9164.77,19060.54,7928.7,4991.26,14772.8,16796.2,10758.05,9109.71,0\\r\\n3365,1222,29,Female,0,self_employed,904,3,273,17,6156.37,5799.23,5536.08,4528.52,714.61,714.61,357.47,286.04,5848.49,5472.04,0\\r\\n3366,2772,31,Male,1,salaried,308,3,161,0,1107.56,1824.11,2043.19,3057.17,2741.98,742.32,3052.66,1776.68,2024.44,1803.85,0\\r\\n3367,2725,35,Male,0,self_employed,1020,2,67,24,7863.44,7770.3,6140.07,4377.24,357.29,2923.2,0.14,0.14,7922.28,7977.02,0\\r\\n3368,1143,23,Male,0,student,1140,2,663,332,4665.93,4723.07,4786.42,5148.86,0.47,0.47,71.9,257.61,4690.07,4783.9,0\\r\\n3369,1713,43,Female,0,self_employed,630,3,36,,761.51,2861.51,2641.9,1927.85,0.39,0.39,2100.39,0.39,2214.22,2861.51,1\\r\\n3370,4784,45,Female,0,self_employed,1083,2,1221,3,10816.68,61668.94,11971.56,3884.29,6950.64,66116.07,50689.27,4076.03,24072.82,9481.67,0\\r\\n3371,2467,57,Female,0,self_employed,409,3,1349,13,1429.2,1732.2,1683.2,1451.89,972.06,1093.49,311.86,19.06,1814.32,1632.76,0\\r\\n3372,1469,31,Male,0,salaried,,3,2085,31,719.69,4391.63,3699.82,5611.23,0.33,1066,7437.46,2784.57,1742.17,4422.38,1\\r\\n3373,965,43,Male,0,self_employed,1096,2,1660,32,8850.21,8850.21,8829.53,9205.17,0.49,571.91,0.49,329.43,8850.21,8743.61,0\\r\\n3374,1168,48,Female,0,self_employed,1061,2,1016,51,1186.35,8125.43,3186.26,3.07,0.11,8138.9,7432.04,13.6,3526.27,6032.38,1\\r\\n3375,296,49,Male,0,self_employed,15,3,6,159,2286.92,2772.63,2836.73,3008.13,0.39,0.39,486.1,192.23,2655.39,2800.01,1\\r\\n3376,2308,36,Female,0,self_employed,235,3,733,7,5638.82,3881.84,4722.3,5383.18,1828.74,0.17,71.6,1263.39,4829.54,4256.61,0\\r\\n3377,4891,68,Male,2,salaried,1178,2,526,23,1945.25,1894.57,1654.82,518,107.44,86.01,154.3,154.3,1956.29,1911.44,0\\r\\n3378,2719,34,Female,1,salaried,1232,2,837,28,4155.56,3784.91,4005.53,3520.51,630.89,665.46,388.95,664.69,4297.02,3956.35,0\\r\\n3379,2923,43,Male,2,self_employed,1206,2,793,14,2029.46,4052.79,5022.86,2996.83,1424.02,1029.88,3034.13,2752.9,3838.3,4402.38,1\\r\\n3380,2664,26,Male,0,student,102,2,113,58,20869.95,21088.65,15172.5,12614.52,0.17,15714.46,0.17,0.17,20900.11,19567.91,0\\r\\n3381,2669,75,Male,0,retired,,2,998,13,3408.8,3255.95,3186.71,3775.86,153.41,143.43,0.57,0.57,3329.74,3177.61,0\\r\\n3382,3994,61,Female,0,self_employed,243,1,1080,245,4302.34,4588.06,4702.26,5835.54,0.06,0.06,271.49,271.49,4357.51,4692.2,0\\r\\n3383,2559,40,Male,0,salaried,67,2,993,84,7443,7443,7440.23,4684.84,0.43,0.43,0.43,0.43,7443,7443,0\\r\\n3384,1442,49,Female,0,self_employed,656,3,1391,5,5896.69,5182.4,5245.75,4392.42,714.51,214.51,0.23,0.23,5699.64,5078.72,0\\r\\n3385,6218,80,Male,0,retired,1020,2,240,243,1486.45,1486.45,1485.96,1788.22,0.4,0.4,0.4,0.4,1486.45,1486.45,0\\r\\n3386,797,61,Female,,self_employed,1464,2,2819,91,2828.11,2885.25,2902.23,796.06,0.61,0.61,0.61,0.61,2845.85,2901.84,0\\r\\n3387,2034,36,Female,0,self_employed,241,3,1676,,4008.02,4008.02,4008.01,1726.86,0.36,0.36,0.36,0.36,4008.02,4008.02,0\\r\\n3388,2927,76,Male,0,retired,1020,3,666,3,23832.34,13219.17,7565.91,353.78,12667.99,14296.99,1983.35,2450.3,17520.64,3448.45,0\\r\\n3389,655,37,Male,0,self_employed,1096,2,92,7,6473.48,6838.77,5708.08,11446.79,494.59,50281.99,974.16,96338.09,6911.61,6086.61,0\\r\\n3390,2041,44,Male,0,self_employed,1020,2,1437,164,400.35,261.62,2341.59,5066.21,0.51,0.51,420.75,866.03,284.21,2543.74,0\\r\\n3391,2789,35,Female,0,self_employed,531,2,563,164,6857.62,6568.82,6679.57,5850.53,0.47,0.47,0.47,289.27,6608.66,6756.75,0\\r\\n3392,3897,53,Male,0,salaried,1020,1,79,12,148.62,9642.12,4377.33,2860.63,386.13,1260.31,9747.56,536.74,2859.98,9185.59,1\\r\\n3393,2193,52,Female,0,self_employed,1499,2,1056,98,1665.97,1665.97,1665.97,1555.2,0.03,0.03,0.03,0.03,1665.97,1665.97,0\\r\\n3395,2063,80,Male,0,,749,3,1061,249,1938.44,1952.73,2733.98,3408.43,0.3,0.3,0.3,1428.87,1952.23,2841.21,0\\r\\n3396,4794,69,Male,0,salaried,146,1,157,24,2006.26,2051.33,2194.02,2208.99,14.3,438.14,852.87,432.46,2216.21,2252.26,0\\r\\n3398,531,49,Male,0,self_employed,956,2,3699,9,2884,2884,2962.82,2010.8,785.8,0.09,785.8,163.79,2834.74,2936.8,0\\r\\n3399,588,58,Female,0,self_employed,409,3,587,48,1520.83,1520.83,1512.51,1492.93,0.26,28.83,0.26,14.54,1520.83,1513.57,0\\r\\n3400,1312,44,Male,0,self_employed,800,2,3014,19,2009.74,7673.7,11073.51,11314.31,7142.93,0.07,12623.96,7857.21,4780.44,12041.52,1\\r\\n3401,1348,48,Female,0,self_employed,623,1,2826,4,15960.14,1993.77,5383.58,707.03,15714.83,18067.34,1690.55,37556.92,9238.06,1535.48,1\\r\\n3402,2394,64,Male,0,self_employed,52,2,654,12,12276.57,10891.86,9161.72,5489.77,990.84,5276.56,0.2,0.2,11610.47,10619.23,0\\r\\n3403,2236,45,Male,0,self_employed,1607,3,2325,3,2860.75,1937.73,1434.5,1100.16,1088.81,227.26,71.97,111.86,1837.87,1308.41,0\\r\\n3404,3162,60,Male,0,self_employed,409,2,1561,,1869.91,1869.91,1869.91,1859.21,0.6,0.6,0.6,0.6,1869.91,1869.91,0\\r\\n3405,1623,44,Male,0,salaried,334,3,466,72,1538.56,3473.15,1831.35,1273.81,0.67,0.67,2035.19,1504.42,2329.05,2069.92,0\\r\\n3406,253,59,Male,1,salaried,1096,1,44,7,6975.72,9714.7,6877.46,143.86,0.82,0.82,2367.24,3265.47,8709.74,11392.48,0\\r\\n3407,2492,74,Male,0,retired,1020,1,15,1,1822.75,1274.57,1900.54,969.51,977.37,111.74,0.63,0.63,1204.52,1875.39,0\\r\\n3408,535,71,Female,0,self_employed,1247,2,945,175,4288.61,4431.47,4473,5664.84,0.2,0.2,143.06,143.06,4362.51,4482.16,0\\r\\n3409,639,47,Male,2,self_employed,169,2,33,3,6270.95,3937.59,3341.53,3464.68,8121.71,2143.14,18419.86,27140.71,4404.8,3918.26,0\\r\\n3410,2985,46,Female,0,self_employed,409,3,422,20,837.3,1929.33,2919.36,6121.25,843.49,844.32,1210.91,1998.12,1470.46,2958.43,0\\r\\n3411,3339,30,Male,0,student,146,2,148,,742.07,1926.04,2345.93,4474.13,0.27,0.27,1018.51,894.88,1326.01,2420.79,1\\r\\n3412,3582,46,Male,3,self_employed,1348,1,1281,0,498.12,1143.2,2553.37,5661.11,21347.38,9661.3,26930.57,62009.43,2265.8,1624.83,0\\r\\n3413,657,41,Male,,self_employed,1163,2,3015,48,5735.95,7164.52,5090.95,163.44,0.61,3572.04,1429.19,0.61,6671.91,5897.24,0\\r\\n3414,1635,44,Female,0,self_employed,1613,2,568,319,2382.91,4040.06,3487.68,3929.19,0.46,0.46,1657.6,0.46,2382.91,4040.06,0\\r\\n3415,4248,44,Male,0,salaried,1084,3,258,35,1717.91,2034.44,1835.18,503.66,0.27,610.32,310.97,344.05,1836.17,2055.95,0\\r\\n3416,994,66,Female,0,self_employed,1096,2,1408,20,3978.33,3335.47,3490.64,4833.16,642.87,0.01,0.01,0.01,3800.99,3335.47,0\\r\\n3417,418,38,Male,2,self_employed,186,3,1784,28,2537.89,2250.69,3158,4578.22,2857.54,0.4,3791.77,777.49,3133.25,2350.96,0\\r\\n3418,3144,90,,0,self_employed,,2,538,60,2073.94,2073.94,1969.86,1949.53,0.49,0.49,0.49,0.49,2073.94,2073.94,1\\r\\n3419,3345,69,Male,0,self_employed,691,2,680,18,3878.59,3724.59,3752.59,3710.54,154.07,15.47,0.07,0.07,3825.49,3723.1,0\\r\\n3420,1393,27,Male,0,salaried,1114,3,2676,14,892.39,798.17,2868.72,3789.95,401.33,343.33,164.26,4971.13,882.59,2544.8,0\\r\\n3421,2327,55,Male,0,self_employed,575,2,1717,21,12334.71,10418.55,12500.18,8389.24,214.74,229.01,2467.79,3569.16,12905.77,10886.01,0\\r\\n3422,5196,80,Male,0,retired,1096,2,4364,14,2056.81,1628.23,2249.03,3235.47,500.5,0.5,0.5,0.5,1827.74,1639.97,0\\r\\n3423,1894,8,Male,0,student,834,1,40,,2628.85,2628.85,2628.85,2612.19,0.21,0.21,0.21,0.21,2628.85,2628.85,0\\r\\n3424,556,20,Male,0,student,1020,3,114,0,2477.42,2398.42,2540.95,2360.68,85.9,85.9,0.19,714.47,2464.93,2489.66,0\\r\\n3425,1578,35,Male,0,self_employed,762,3,3284,3,3614.61,4783.84,3820.08,1600.43,12314.7,3847.09,16455.94,8848.4,2830.23,7069.51,1\\r\\n3426,2379,16,Female,0,student,649,2,54,,4856.96,4856.96,4856.96,4826.2,0.64,0.64,0.64,0.64,4856.96,4856.96,0\\r\\n3427,2554,34,Female,0,salaried,409,3,2035,182,14134.23,14134.23,14134.23,13937.04,0.49,0.49,0.49,0.49,14134.23,14134.23,0\\r\\n3428,675,53,Female,,salaried,860,3,671,138,4186.74,4186.74,4186.74,4111.2,0.09,0.09,0.09,0.09,4186.74,4186.74,0\\r\\n3429,726,31,Male,0,self_employed,1525,2,1808,25,1863.48,1735.3,3652.43,24042.64,7143.3,2500.44,7015.13,1782.28,5160.24,1851.4,1\\r\\n3430,2292,45,Male,0,salaried,623,2,1626,62,1979.56,3988.7,4526.08,2001.83,0.1,0.1,428.67,840.7,2299.76,5722.06,0\\r\\n3431,1197,41,Female,0,self_employed,1271,2,2149,116,1541.14,2341.14,1705.67,586.39,0.04,0.04,800.04,2142.9,1734.25,2387.23,0\\r\\n3432,1137,79,Female,0,self_employed,834,2,22,267,1797.19,1797.19,2258.02,3726.26,0.4,0.4,0.4,857.54,1797.19,2322.54,0\\r\\n3433,1006,43,Male,0,self_employed,623,2,1021,9,3636.29,2184.57,2473.44,11285.24,2147.04,0.48,247.44,571.27,2581.41,2435.92,0\\r\\n3434,1155,35,Male,0,self_employed,575,2,616,10,1630.15,689.58,1617.95,1807.49,13144.37,1931.09,14981.05,2927.6,2743.99,1047.17,0\\r\\n3435,660,28,Female,,self_employed,334,2,1237,,9883.69,9455.11,9251.24,7386.97,0.07,0.07,0.07,0.07,9617.68,9289.22,0\\r\\n3436,1950,41,Male,4,self_employed,1528,3,1449,33,1737.16,1865.81,1575.38,3039.63,0.03,0.31,0.03,15.76,1754.9,1889.01,0\\r\\n3437,3400,47,Male,0,self_employed,11,1,121,50,8799.49,81837.09,47951.68,4212.37,0.67,73284.74,72674.63,1524.11,69073.8,67812.42,1\\r\\n3438,356,32,Female,0,self_employed,834,3,515,100,2604.28,2818.57,2766.85,1810.12,0.41,0.41,214.7,0.41,2663.4,2818.57,0\\r\\n3439,425,13,Female,,student,1570,3,3426,38,5664.47,5735.9,5487.5,2925.86,0.27,143.13,0.27,0.27,5721.12,5692.12,0\\r\\n3440,2741,67,Male,0,salaried,1020,3,1333,36,2388.33,2388.33,2002.88,3037.44,0.64,3754.86,0.64,2857.79,2388.33,2110.77,0\\r\\n3441,6223,59,Female,0,self_employed,834,3,1130,30,2501.42,4774.82,1747.37,923.04,0.36,5072.6,1439.63,0.36,4075.17,661.95,0\\r\\n3442,3366,55,Male,3,self_employed,706,2,426,101,14934.74,34421.23,50861.14,44288.87,0.63,0.63,0.63,0.63,32780.11,52852.52,1\\r\\n3443,2995,57,Male,1,salaried,388,2,130,0,23461.74,13608.37,7621.2,2165.47,7143.41,14323.11,4985.78,3666.78,10985.34,8295.75,0\\r\\n3444,191,51,Male,,self_employed,241,3,2780,194,17937.77,17937.77,17937.77,17911.92,0.4,0.4,0.4,0.4,17937.77,17937.77,0\\r\\n3445,4711,57,Female,0,self_employed,1084,2,540,0,7353.9,7293.72,5301.06,2327.97,480.12,6617.01,333.05,8580.24,7138.78,6849.23,0\\r\\n3447,2660,58,Female,0,self_employed,1020,2,1105,14,19364.62,1477.64,4123.99,6312.85,18136.24,394.81,249.26,0.53,10079.45,1572.34,0\\r\\n3448,5997,53,Male,3,self_employed,977,2,45,,955.66,2781.25,2819.32,2404.44,0.1,0.1,1376.64,0.1,2537.2,2891.19,0\\r\\n3449,496,50,Female,0,self_employed,19,3,1814,17,6022.51,5451.09,5585.31,5852,571.5,0.07,0.07,0.07,5805.77,5451.09,0\\r\\n3450,554,52,Female,,self_employed,1044,3,3775,124,8214.33,8214.33,8214.33,5957.36,0.44,0.44,0.44,0.44,8214.33,8214.33,0\\r\\n3451,4970,90,Male,0,self_employed,834,3,8,6,15524.2,586.25,2535.57,743.22,31864.21,3102.31,17143.4,2857.69,6729.59,548.93,0\\r\\n3452,2534,45,Female,0,self_employed,698,2,231,6,4366.01,4378.04,5554.23,4767.19,2.35,72.3,0.1,2571.53,4366.27,5402.83,0\\r\\n3453,4384,35,Female,0,self_employed,834,2,18,5,4825.86,3117.84,2993.43,1098.72,251.79,1151.41,0.2,1003.86,3889.33,2837.96,0\\r\\n3454,4991,42,Female,0,self_employed,649,2,1329,3,3813.41,2969.8,3137.47,3479.28,1196.91,628.71,0.69,70.59,3305.32,3041.47,0\\r\\n3455,1473,45,Male,0,self_employed,968,3,2123,30,3196.12,3098.59,2587.92,614.74,0.64,529.21,0.64,0.64,3118.77,2529.57,0\\r\\n3456,3215,52,Male,0,self_employed,1076,2,793,,1476.64,1476.64,1493.54,2064.37,0.57,0.57,0.57,0.57,1476.64,1476.64,0\\r\\n3457,1656,43,Female,0,self_employed,579,2,192,74,31090.44,44815.58,45124.4,21099.7,0.01,0.01,13725.16,11428.59,41113.51,47396.38,0\\r\\n3458,5317,60,Female,0,self_employed,11,2,121,98,2159.13,2159.13,2159.13,1114.51,0.5,0.5,0.5,0.5,2159.13,2159.13,1\\r\\n3459,2673,55,Male,0,self_employed,1020,3,80,152,2274.91,3024.82,3162.56,2678.5,0.21,0.21,425.06,432.9,2478.09,3311.13,0\\r\\n3460,6142,44,Female,0,self_employed,1096,3,92,,1489.25,1489.25,1489.25,1479.52,0.41,0.41,0.41,0.41,1489.25,1489.25,0\\r\\n3461,2100,37,Female,0,self_employed,623,3,42,105,1112.63,1256.69,3293.42,7152.53,0.4,0.4,1.04,5714.69,1187.17,1510.14,1\\r\\n3463,2336,33,Female,0,self_employed,146,3,364,99,1367.24,1548.95,2036.73,1399.79,0.49,0.49,0.49,32.99,2154.28,2129.83,0\\r\\n3464,185,41,Male,2,self_employed,834,2,516,41,95.33,7266.76,1941.54,553.47,0.1,1642.96,7142.96,0.1,1335.73,4366.71,1\\r\\n3465,4807,34,Male,0,self_employed,1643,2,210,301,3329.66,3329.66,3329.66,3309.97,0.37,0.37,0.37,0.37,3329.66,3329.66,0\\r\\n3466,4408,39,Male,0,self_employed,1494,2,209,167,12271.76,12273.4,12341.98,12333.54,0.09,0.09,0.09,142.94,12271.76,12337.92,0\\r\\n3467,1504,85,Male,2,self_employed,1096,2,1401,10,25825.55,22063.71,25551.33,26844.18,38404.32,43733.07,23332.14,27058.46,29686.62,23553.93,0\\r\\n3468,1205,22,Female,0,student,409,2,1386,5,58110.21,1214.01,4092.55,2161.33,57857.36,257.36,729.43,714.5,10856.62,946.72,0\\r\\n3470,3221,21,Male,0,student,1096,1,551,0,2214.09,7631.23,7409.89,3997.95,3253.2,964.63,7717.49,333.78,7412.61,7792.54,0\\r\\n3471,1533,35,Female,0,self_employed,1020,3,47,69,77.01,3155.68,1850.24,82.84,0.4,0.4,3079.07,794.59,958.54,3286.83,1\\r\\n3472,1923,58,Female,0,self_employed,341,3,910,172,1702.44,1702.44,1726.73,1843.29,0.27,0.27,0.27,0.27,1702.44,1724.57,0\\r\\n3473,2468,68,Male,0,retired,1020,2,3354,214,9318.94,9318.94,9318.94,9273.71,0.26,0.26,0.26,0.26,9318.94,9318.94,0\\r\\n3474,6921,71,Male,1,self_employed,1232,2,149,0,1150.15,2193.7,1617.54,1311.74,165.47,531.13,1225.01,295.04,1351.49,1846.93,0\\r\\n3475,1594,40,Female,0,self_employed,1232,2,3,296,4970.17,4970.17,4970.17,4969.65,0.11,0.11,0.11,0.11,4970.17,4970.17,0\\r\\n3476,3325,60,Male,0,self_employed,1020,2,455,27,3394.95,3066.38,3157.38,2507.69,328.6,0.03,0.03,0.03,3372.29,3066.38,0\\r\\n3477,1760,56,Female,0,self_employed,1096,2,2035,38,12122.18,12150.76,11798.85,11532.31,0.11,642.97,0.11,0.11,12130.07,11722.65,0\\r\\n3478,2775,37,Male,0,self_employed,60,2,595,52,6562.39,6560.22,5406.42,3686.65,0.49,2857.63,0.49,0.49,6560.82,5960.06,0\\r\\n3479,925,41,Female,0,self_employed,162,3,860,33,1273.45,65081.51,9067.12,762.97,0.6,38792.67,1057.41,5993.56,6512.78,19798.8,1\\r\\n3480,2132,57,Male,3,salaried,409,2,1672,14,43936.38,36793.52,33718.83,21517.61,7142.89,2857.17,0.03,0.03,40241.8,34305.04,0\\r\\n3481,4972,41,Male,1,self_employed,1096,3,144,33,10672.46,6557.98,6720.7,2929.89,0.46,686.17,171.7,162.67,8538.38,6003.8,0\\r\\n3482,1405,79,Male,0,retired,11,2,2286,40,4154.96,3561.03,3400.56,3325.62,0.43,286.14,0.43,0.43,3588.41,3374.53,0\\r\\n3483,754,52,Female,0,salaried,623,2,512,35,2860.25,3396.13,1961.69,4001.42,0.03,2885.74,246.78,203.26,3031.79,1228.84,0\\r\\n3484,1814,23,Male,0,student,1096,3,1360,31,1630.71,1987.85,2931.73,4845.72,0.44,71.87,357.59,1786.16,1913.96,2798.91,1\\r\\n3485,840,43,Male,0,self_employed,856,2,1517,200,3993.06,4007.35,4038.7,4645.79,0.19,0.19,0.19,0.19,3995.03,4043.86,0\\r\\n3486,801,26,Male,0,salaried,575,1,90,9,7195.16,6403.41,6282.37,6364.1,940.9,1883.71,143.23,1143.23,7129.21,6302.35,0\\r\\n3487,1448,62,Female,0,self_employed,834,1,469,0,6169.85,7677.09,8390.34,10237.39,377.47,0.06,1797.2,1700.06,7303.94,8282.16,0\\r\\n3488,1570,80,Male,0,retired,726,2,320,4,4606.26,4463.4,4531.76,4547.83,714.67,571.81,571.81,1357.53,4463.4,4504.88,0\\r\\n3489,3846,40,Female,0,self_employed,1020,3,159,17,9385.4,8799.69,8590.12,5598.33,586.11,600.4,0.4,0.4,9163.24,8586.79,0\\r\\n3490,5787,54,Female,2,self_employed,834,1,40,137,28428.67,28994.78,30482.64,36893.59,0.14,0.14,280.54,203.71,28650.06,29153.88,0\\r\\n3491,822,39,Male,2,self_employed,1271,3,378,27,1839.65,1907.78,1949.81,1958.73,535.81,535.81,603.94,532.51,2003.88,1941.7,0\\r\\n3493,1538,48,Female,0,self_employed,1096,2,457,201,14344.13,1486.99,3671.01,482.33,0.07,0.07,0.07,305.8,7693.88,1526.43,0\\r\\n3494,1589,53,Female,0,self_employed,905,2,259,40,8213.59,8226.09,7300.94,6916.73,0.41,843.27,12.91,68.14,8215.75,8193.85,0\\r\\n3495,1255,48,Female,0,self_employed,,2,21,,2254.25,2254.25,2254.25,2239.97,0.54,0.54,0.54,0.54,2254.25,2254.25,0\\r\\n3496,5232,90,Male,0,self_employed,1096,2,1261,56,3380.62,3380.62,3047.9,3238.69,0.6,2129.17,0.6,0.6,3380.62,3128.54,0\\r\\n3497,2178,75,Male,2,salaried,822,2,1286,7,6084.08,5633.54,6409.35,6587.41,774.7,0.98,245.39,245.39,6058.3,5754.47,0\\r\\n3498,4515,79,Male,0,self_employed,51,2,131,19,19231.11,19073.97,19110.09,12575.47,157.74,0.6,0.6,0.6,19182.34,19073.97,1\\r\\n3499,1459,59,Male,2,salaried,786,2,1819,229,4511.41,4769.71,5623.13,3080.05,0.13,0.13,248.61,248.61,4573.42,4817.8,0\\r\\n3500,1519,34,Female,0,self_employed,834,2,14,14,33281.64,26987.62,28630.2,31117.29,7100.49,100.49,520.75,291.18,31539.85,27109.09,0\\r\\n3501,1403,47,Male,0,self_employed,1096,2,26,75,2331.55,2329.32,2397.61,2560.81,0.46,0.46,0.46,37.84,2330.4,2327.92,0\\r\\n3503,1707,32,Male,0,self_employed,1020,2,1574,5,3825.72,3127.9,4790.08,8658.18,6310.79,1.71,4467.44,3023.67,3938.64,4797.91,0\\r\\n3504,564,29,Male,0,salaried,220,3,1055,14,5118.25,1894.47,2038.02,1613.44,571.93,357.64,991.01,383.27,2680.21,1823.1,0\\r\\n3505,520,50,Male,,self_employed,1110,2,3118,119,729.77,2429.77,3072.38,10198.71,0.43,0.43,1900.43,1846.14,981,2836.22,1\\r\\n3506,4620,67,Male,2,self_employed,1570,1,119,19,30349.71,27360.47,27923.45,13020.87,15397.43,15754.57,9908.23,13558.41,33101.04,25939.16,0\\r\\n3507,2069,42,Male,1,self_employed,1020,1,1,19,3162.56,6271.74,3926.95,2707.04,36.79,0.04,2833.76,612.47,4463.95,4471.92,0\\r\\n3508,1550,43,Male,0,salaried,363,2,1298,0,4206.4,4118.09,3157.09,2530.69,1715.93,1714.79,2157.42,2572.63,3298.69,3271.64,0\\r\\n3509,1823,31,Female,0,self_employed,904,2,596,25,1815.67,1441.56,1490.4,1571.28,714.91,0.63,326.51,326.51,1774.42,1218.63,0\\r\\n3510,3137,51,Female,0,self_employed,1181,2,477,,1594.15,1594.15,1594.15,1584.05,0.04,0.04,0.04,0.04,1594.15,1594.15,0\\r\\n3511,3168,50,Female,0,self_employed,1020,2,668,336,3337.88,3570.88,3601.64,4268.19,0.03,0.03,233.03,233.03,3370.02,3600.94,0\\r\\n3512,1342,42,Female,0,self_employed,1232,2,148,5,11037.15,10401.93,10107.36,8158.59,876.08,849.29,244.6,320.3,10648.4,9878.92,0\\r\\n3513,3055,24,Male,0,student,409,3,711,5,1101.13,3572.56,2915.23,316.1,714.46,0.17,0.17,4.46,3085.86,3576.43,1\\r\\n3514,2946,90,Male,0,retired,1096,1,3,0,9164.2,7093.07,9221.89,11084.27,4306.73,38.13,3096.63,4545.47,8516.85,9200.97,0\\r\\n3515,2733,28,Female,0,salaried,146,1,133,12,2285.89,1617.73,1486.17,1158.97,36.47,0.53,220.79,2203.06,1479.98,1004.51,0\\r\\n3516,698,32,Male,5,salaried,409,2,120,25,4315.49,3738.62,4005.06,4088.51,714.91,0.63,145.19,229.2,4306.55,3847.78,0\\r\\n3517,3137,52,Male,0,self_employed,624,2,736,0,4353.76,5272.46,4087.21,7194.12,298.74,732.78,16.39,39.63,4561.61,5319.19,0\\r\\n3518,2054,65,Male,0,self_employed,1020,3,1119,10,2230.25,2208.25,1639.61,1645.22,24.99,32.84,0.54,808.2,2224.79,1772.08,0\\r\\n3519,4374,64,Female,0,self_employed,468,1,175,12,1755.01,1261.34,1669.63,498.62,35.23,35.26,26.03,67.07,1444.74,1279.68,1\\r\\n3520,2851,77,Male,0,retired,189,2,253,264,15239.81,15239.81,15239.81,15362.81,0.04,0.04,0.04,0.04,15239.81,15239.81,0\\r\\n3521,186,39,Female,,self_employed,1494,3,1701,125,2105.63,2148.49,2196.82,996.65,0.27,0.27,28.84,143.13,2123.37,2211.62,1\\r\\n3522,4023,36,Male,0,salaried,334,3,4,40,10274.2,10274.53,10194.05,3894.04,0.09,111.97,0.09,0.09,10273.58,10212.94,0\\r\\n3523,2202,38,Female,0,self_employed,146,3,1757,14,1815.12,1636.55,1559.81,1066.78,179.11,0.54,0.54,0.54,1728.91,1590.46,0\\r\\n3524,2775,31,Male,0,self_employed,1096,2,393,4,1284.54,7409.89,1912.52,1393.79,20088.1,14937.9,43245.46,16190.59,1338.48,2113.43,0\\r\\n3525,1581,24,Female,0,student,146,2,875,118,3367.22,3367.22,3339.02,3258,0.43,0.43,0.43,0.43,3367.22,3355.47,0\\r\\n3526,505,37,Female,,self_employed,221,2,68,55,3133.9,3133.9,3066.7,2936.64,0.34,178.91,0.34,0.34,3133.9,3110.86,0\\r\\n3527,2846,44,Male,0,salaried,834,2,516,85,1799.06,2219.19,2780.1,1945.39,0.21,0.21,349.7,1067.49,2121.79,3045.61,0\\r\\n3528,2718,78,Female,1,self_employed,834,3,718,236,6582.34,6582.34,6582.34,5541.75,0.49,0.49,0.49,0.49,6582.34,6582.34,0\\r\\n3529,4613,43,Male,0,self_employed,724,2,194,46,7222.5,7222.5,6920.34,7075.31,0.04,428.61,0.04,0.04,7222.5,7042.77,0\\r\\n3530,4225,61,Male,0,salaried,1020,2,182,59,16635.33,16741.71,18608.47,16932.11,0.17,214.24,0.17,0.17,16664.67,16768.21,0\\r\\n3531,6215,67,Male,3,retired,1020,1,1471,9,9622.16,11460.15,8497.32,6739.57,1245.94,4710.3,3964.63,1098.11,11202.41,7925.46,0\\r\\n3532,5098,48,Female,0,self_employed,800,2,112,3,8709.04,1709.04,2009.95,2198.03,7143.04,5000.19,285.9,1714.47,2551.4,2305.3,0\\r\\n3533,935,37,Male,0,self_employed,1643,2,2918,31,40.19,2925.91,1973.25,1482.76,0.57,714.86,2886.29,429.14,757.43,2294.57,0\\r\\n3534,817,37,Male,0,self_employed,623,3,1042,279,2010.72,2027.87,2039.56,2225.21,0.53,0.53,0.53,0.53,2025.5,2039.8,0\\r\\n3535,2121,33,Male,0,salaried,1096,2,1661,35,2838.26,7865.76,5305.65,7026.38,0.03,10000.03,5727.09,7270.28,3831.28,6066.72,1\\r\\n3536,4543,36,Male,0,self_employed,1258,3,152,,1867.38,1867.38,1867.38,1855.55,0.64,0.64,0.64,0.64,1867.38,1867.38,0\\r\\n3538,1441,33,Male,1,salaried,202,2,1276,,3907.48,3907.48,3907.48,3882.85,0.57,0.57,0.57,0.57,3907.48,3907.48,0\\r\\n3539,2153,45,Male,0,salaried,1258,3,1280,46,12053.39,12120.48,11430.08,7678.41,0.39,627.5,0.39,0.39,12087.88,11999.98,0\\r\\n3540,2581,29,Female,0,student,,2,160,31,1433.74,2018.05,2171.57,2669.35,0.14,0.62,598.74,621.37,1505.57,2369.87,0\\r\\n3542,2138,48,Female,0,self_employed,1042,3,1853,19,1361.06,3179.24,2373.99,1094.42,714.67,0.39,987.66,1714.67,2505.45,3417.48,0\\r\\n3544,5981,42,Male,0,self_employed,409,2,26,,92691.9,92691.9,92691.9,93590.8,0.54,0.54,0.54,0.54,92691.9,92691.9,0\\r\\n3545,1768,45,Male,0,self_employed,334,2,1863,0,10901.8,4026.6,1842.62,1674.74,2857.63,0.49,0.49,2345.2,3707.55,724.56,0\\r\\n3546,4448,76,Male,0,retired,,2,420,254,5834.11,7976.96,9675.12,7514.46,0.39,0.39,2857.53,14606.1,7114.9,15360.99,1\\r\\n3547,1371,69,Male,0,retired,491,2,2535,39,2847.32,2847.32,2710.17,2578.29,0.7,286.96,0.7,37.59,2847.32,2685.24,0\\r\\n3548,2182,66,Female,0,self_employed,575,2,44,15,4884.55,4751.49,4480.71,3821.86,133.71,499.9,0.66,0.66,4824.9,4364.98,0\\r\\n3549,2635,38,Male,2,salaried,234,2,1098,13,8431.16,7058.09,5110.16,11014.98,13.66,4.36,1516.4,1287.25,5990.78,5288.06,0\\r\\n3550,3990,76,Female,0,retired,1589,2,384,,1502.37,1502.37,1502.37,1492.86,0.53,0.53,0.53,0.53,1502.37,1502.37,0\\r\\n3551,634,38,Male,,salaried,1525,3,1116,0,3234.7,2902.96,1524.08,4304.69,2306.76,2094.17,960.14,886.94,2312.87,1381.33,0\\r\\n3552,519,21,Male,,student,15,2,1229,88,13604.5,13604.5,13247.36,757.44,0.5,0.5,0.5,0.5,13604.5,13604.5,0\\r\\n3553,1461,60,Male,2,salaried,623,3,2390,3,2648.97,738.37,1483.45,3120.2,2186.01,857.44,1059.16,426.01,996.67,1150.83,1\\r\\n3554,3211,60,Male,0,self_employed,363,3,31,91,836.64,836.64,2205.18,4822.2,0.3,0.3,0.3,0.3,836.64,836.64,1\\r\\n3555,1915,9,Female,0,student,1096,3,934,61,2086.73,4014.35,4057.58,8044.41,0.54,0.54,1713.8,2088.86,2955.29,3311.89,1\\r\\n3556,3299,51,Female,0,self_employed,1096,3,1360,28,2021.66,1252.59,1469.49,1735.82,1143.36,714.79,13180.09,16758.94,1209.66,1237.77,0\\r\\n3557,3440,41,Male,0,salaried,575,3,44,124,36133.52,33254.27,34702.78,30684.41,0.09,0.09,937.99,100.01,36811.07,33610.8,0\\r\\n3558,1181,32,Male,3,self_employed,1173,3,782,26,13727.59,13200.46,13014.2,10890.82,2250.51,2250.51,1218.74,1190.17,13906.98,13320.64,0\\r\\n3559,2633,37,Male,0,salaried,905,3,1341,,4433.06,4690.2,5491.41,8123.57,0.37,0.37,257.51,1800.37,4453.75,5744.58,0\\r\\n3560,2767,51,Male,0,self_employed,1020,1,79,3,21643.92,112891.35,64877.41,16355.92,429.23,71082.8,90963.51,346.69,86879.03,65240.83,1\\r\\n3561,2814,66,Male,0,salaried,1178,2,526,258,5984.73,5941.88,7668.02,10170.27,0.14,0.14,143,91.76,6013.3,6383.57,0\\r\\n3562,1525,13,Female,0,student,575,2,280,,1429.21,1429.21,1429.21,1134.55,0.64,0.64,0.64,0.64,1429.21,1429.21,0\\r\\n3563,2624,69,Male,0,retired,1577,2,815,24,6509.38,1844.08,16643.33,36039.57,7768.88,0.03,3103.59,39860.74,7043.1,6987.4,1\\r\\n3564,2081,85,Male,0,salaried,146,1,523,4,2818.8,2920.28,2073.79,1706.25,1172.06,3571.54,1142.97,685.83,2353.16,2329.98,0\\r\\n3565,946,32,Female,2,self_employed,15,3,958,166,9047.04,9205.1,8968.54,10798.43,0.44,0.44,158.51,20.61,9073.62,7075.52,0\\r\\n3566,1142,31,Female,0,self_employed,334,1,1939,53,1691.32,2158.28,1660.49,744.15,0.54,1329.11,292.22,123.91,2001.66,2108.79,0\\r\\n3567,1211,63,Male,0,self_employed,904,3,1907,49,2081.6,4062.61,6602.56,1316.3,0.64,879.14,1143.5,10236.36,3268.26,9505.58,1\\r\\n3568,4269,30,Male,1,self_employed,15,1,300,14,24448.99,44898.17,15812.25,6146.95,15557.76,86732.73,33868.27,36750.61,21973.8,13035.01,0\\r\\n3569,1744,63,Male,0,self_employed,1144,3,2194,25,5635.44,7160.81,7967.66,4588.35,871.83,0.4,2143.26,1428.97,6605.92,7581.15,1\\r\\n3570,2709,51,Female,0,self_employed,623,2,42,0,67950.02,279.6,3115.58,588.91,52571.6,757.31,614.46,678.31,8419.14,238.79,0\\r\\n3571,1699,26,Female,0,salaried,1020,3,1120,318,2964.73,4336.16,2035.7,1443.59,0.63,0.63,1657.77,800.63,3432.71,1783.51,0\\r\\n3572,1913,38,Male,0,self_employed,623,3,811,219,9748.79,9748.79,9752.9,9739.52,0.64,0.64,0.64,0.64,9748.79,9748.79,1\\r\\n3573,2117,48,Male,0,salaried,1096,3,440,17,1539.96,1867.46,1791.41,1856.57,291.51,0.09,619.01,0.09,1639.31,1867.46,0\\r\\n3574,2394,43,Female,0,self_employed,1020,1,79,14,3896.3,3926.4,3750,10308.9,4.93,619.74,49.07,0.07,3930.96,3716.52,0\\r\\n3575,1730,51,Female,0,self_employed,15,1,306,33,4974.48,5547.35,2269.32,984.38,0.64,5714.93,1282.63,1615.42,4670.23,1318.35,0\\r\\n3576,1031,35,Female,0,self_employed,1096,3,1671,39,2400.35,2311.38,1615.61,1210.74,0.14,107.29,960.89,454.46,1775.95,1592.75,0\\r\\n3577,6173,62,Male,0,self_employed,41,1,59,30,6340.04,6549.42,7690.59,10365.16,0.67,72.1,283.71,1945.61,6563.42,7693.01,0\\r\\n3578,1567,71,Female,0,self_employed,1096,2,11,0,2951.19,2951.19,3412.02,6611.64,5142.91,0.06,0.06,0.06,2951.19,2951.19,0\\r\\n3579,1036,37,Female,0,self_employed,1232,2,103,11,506.7,2577.48,2061.13,456.57,2949.96,2856.93,4634.36,388.49,3097.37,2181.44,1\\r\\n3580,5023,40,Male,0,salaried,575,1,90,2,4772.46,3090.2,3036.34,2504.16,13004.31,6587.08,9266.71,4788.29,3111.82,2884.16,0\\r\\n3581,397,8,Male,,student,630,3,404,,1505.97,1505.97,1505.97,1492.13,0.37,0.37,0.37,0.37,1505.97,1505.97,1\\r\\n3582,387,20,Male,,student,1540,3,1549,43,2675.93,2818.78,2762.55,2770.71,0.33,143.47,143.19,143.19,2784.3,2749.51,0\\r\\n3583,2250,45,Male,0,self_employed,223,2,1346,0,3670.03,3719.45,3290.51,587.96,2.66,23.37,49.79,0.37,3716.88,3718.7,0\\r\\n3584,3962,50,Male,2,salaried,1096,2,248,48,1839.75,1859.79,4115.87,26783.54,0.44,13466.07,21.7,14545.2,1850.09,6960.38,1\\r\\n3585,1251,51,Male,0,salaried,1467,3,2939,174,2458.51,2472.79,2477.98,2402.27,0.3,0.3,0.3,0.3,2463.93,2477.86,0\\r\\n3586,2454,49,Female,0,self_employed,334,1,1216,5,7095.58,1460.76,5680.75,6712.78,6429.84,0.01,1009.3,6219.57,2886.51,3714.76,0\\r\\n3587,4316,41,Male,0,self_employed,1096,3,292,24,2184.21,1984.21,3603.31,7844.26,200.63,200.63,0.63,212.2,2149.73,2013.75,0\\r\\n3588,2365,70,Female,0,self_employed,1096,1,1345,12,3047.47,2498.9,2776.5,2545.09,549.27,553.56,0.7,1082.08,2744.81,2682.09,0\\r\\n3589,1356,59,Male,1,self_employed,1647,2,1400,,1882.18,2222.25,2245.93,3237.89,0.67,0.67,126.46,126.46,1906.92,2245.39,0\\r\\n3590,883,30,Male,0,self_employed,834,2,712,195,866.53,5152.24,6568.63,10273.58,0.04,0.04,2857.19,2000.04,3871.45,5825.05,1\\r\\n3591,2333,32,Male,2,self_employed,1020,2,145,3,8965.77,933.61,1443.86,2472.57,8032.2,121.47,0.04,0.04,2621.03,914.03,0\\r\\n3592,2307,69,Female,0,self_employed,162,3,860,,1678.87,1750.3,1732.24,1768.71,0.19,0.19,71.61,0.19,1696.11,1750.3,0\\r\\n3593,3975,46,Female,0,self_employed,485,3,1296,214,1854.47,2070.67,1519.49,1294.41,0.33,0.33,0.33,0.33,1888.72,1844.97,0\\r\\n3594,1043,62,Male,0,self_employed,965,2,1221,60,4654.98,5105.94,3855.28,1602.58,0.21,0.21,295.52,0.21,4901.39,5109.75,0\\r\\n3595,6457,37,Female,0,self_employed,1096,2,27,,14916.33,14487.76,14271.33,12926.56,0.43,0.43,0.43,0.43,14709.44,14252.74,0\\r\\n3596,546,90,,,self_employed,905,2,1341,103,2012.5,2012.5,2072.17,2476.56,0.04,0.04,0.04,0.04,2012.5,2012.5,0\\r\\n3598,5021,77,Female,1,self_employed,1020,1,1,14,5391,8088.78,7529.26,7505.15,1523.2,2857.79,5000.64,2976.54,5885.43,8187.28,0\\r\\n3599,899,29,Female,0,salaried,,2,503,9,471.73,471.73,1943.79,6004.52,25714.37,0.09,25714.37,0.09,4708.18,471.73,1\\r\\n3600,615,46,Female,,self_employed,409,3,1067,35,12566.96,12566.96,12094.61,10223.7,0.16,643.01,0.16,0.16,12566.96,12069.27,1\\r\\n3601,758,18,Female,,student,834,3,2754,,2973.59,2973.59,3027.05,3942.63,0.49,0.49,0.49,0.49,2973.59,2909.08,0\\r\\n3602,3084,53,Female,0,self_employed,146,3,261,84,930.05,375.66,1941.18,1988.05,0.14,0.14,571.57,8508.71,1319.69,1300.82,0\\r\\n3603,1044,58,Male,0,self_employed,416,2,3239,20,17328.57,13042.85,14088.77,13354.15,4286.23,0.51,0.51,0.51,16146.3,13049.25,0\\r\\n3604,6173,78,Male,0,self_employed,834,2,22,95,1668.89,1705.32,1622.04,2305.7,0.34,0.34,71.77,286.06,1687,1521.18,0\\r\\n3605,4619,63,Female,2,self_employed,1096,1,129,14,492.02,571.49,2198.62,556.49,96.79,2988.11,0.36,10000.36,492.96,1683.33,0\\r\\n3606,446,61,Male,,self_employed,409,1,1660,6,231.1,2045.38,7433.06,2262.92,428.7,0.13,2242.99,6029.57,1614.84,7325.18,1\\r\\n3607,4146,41,Male,0,self_employed,146,2,184,14,37672.19,20322.59,17532.27,15114.46,15468.18,29070.47,581.3,15018.1,32069.21,16098.53,0\\r\\n3608,5130,82,Male,0,retired,1020,3,357,194,1406.12,1882.44,2220.86,3307.02,0.64,0.64,366.61,766.34,1743.72,2193.08,0\\r\\n3609,566,12,Male,,student,1380,3,2052,62,2382.22,2382.22,1936.75,957,0.4,0.4,0.4,0.4,2382.22,2382.22,0\\r\\n3610,1441,57,Male,0,self_employed,717,2,3933,118,2288.37,3788.37,3490.9,4028.65,0.6,0.6,1429.17,0.6,2800.69,3802.5,0\\r\\n3611,312,61,Female,0,salaried,1096,1,587,9,2655.06,869,23460.44,36290.33,14549,14286,4402.41,49982.69,6817.19,27169.87,1\\r\\n3612,2203,40,Male,0,self_employed,15,3,1676,62,3422.34,4229.48,4184.57,4329.25,0.26,0.26,807.4,23.28,3918.84,4231,1\\r\\n3613,646,35,Male,1,self_employed,988,2,2124,23,8812.88,8282.29,7062.66,2296.36,1.32,0.46,1122.16,655.99,7997.2,6516.47,0\\r\\n3614,2494,84,Female,0,self_employed,334,2,124,1,3583.66,2947.9,31272.65,44858.9,706.77,57300.06,0.37,100000.37,2998.01,45225.83,1\\r\\n3615,910,46,Female,0,salaried,1415,3,601,75,5164.74,4093.31,4041.8,2703.85,0.59,0.59,0.59,0.59,4684.45,4019.58,0\\r\\n3616,4660,46,Male,0,salaried,735,2,634,5,6586.22,7461.29,6679.62,5379.63,155.14,1689.14,243.51,1100.25,6853.33,6813.65,0\\r\\n3617,1260,23,Male,0,student,15,2,1678,,4960.36,4960.36,4963.12,4971.07,0.59,0.59,0.59,0.59,4960.36,4960.36,0\\r\\n3618,1804,65,Female,0,self_employed,1111,3,88,40,20970.41,21125.16,21029.34,21211.1,0.7,286.41,55.44,0.7,21062.52,21104.95,0\\r\\n3620,498,58,Female,,self_employed,563,2,2845,115,826.87,1541.16,2196.84,5106.26,0.2,0.2,714.49,1414.49,1516.53,2225.49,1\\r\\n3621,3234,27,Female,0,student,822,1,41,12,6269.4,6557.9,6020.55,4451.77,371.89,1352.74,496.1,425.74,6329.61,6073.4,0\\r\\n3622,4193,60,Male,0,self_employed,649,1,554,13,9298.55,7526.92,8532.74,4250.27,17000.14,7857.29,14963.07,8385.8,9112.27,7971.31,0\\r\\n3623,2347,40,Female,0,self_employed,61,3,641,,2631.13,2631.13,2631.13,2614.47,0.43,0.43,0.43,0.43,2631.13,2631.13,0\\r\\n3624,1479,51,Male,2,salaried,531,3,2722,17,2679.78,3146.58,2989.82,2462.32,392.97,392.97,145.49,185.13,3186.47,3021.37,0\\r\\n3625,801,22,Male,0,self_employed,905,1,2235,3,4975.82,4547.24,4228.24,3240.86,429.24,643.53,0.67,0.67,4606.36,4464.29,0\\r\\n3626,1545,43,Male,0,self_employed,1154,3,2129,17,2982.55,4502.33,3290.48,5123.74,214.47,3214.47,1571.61,2143.04,3817.44,4127.83,0\\r\\n3627,3344,39,Male,1,salaried,146,3,357,0,3546.64,1638.58,2253.53,4412.83,2990.3,2503.76,2177.27,2871.19,1380.7,1911.77,0\\r\\n3628,2643,67,Female,0,self_employed,1096,3,558,58,3456.87,3456.87,3456.87,1841.65,0.36,1108.93,0.36,1108.93,3456.87,3456.87,0\\r\\n3629,2104,62,Male,3,self_employed,1111,2,1897,29,2000.13,1063.78,3301.42,1485.45,979.26,0.69,42.91,4323.13,2027.79,2460.49,0\\r\\n3630,899,43,Female,0,self_employed,1294,2,2728,32,10027.19,10596.34,11867.2,13040.84,0.37,67.87,571.8,2694.04,10173.87,12346.95,0\\r\\n3631,4109,43,Male,0,salaried,1525,2,376,0,15902.37,3957.79,10594.91,15982.52,58198.31,5980.76,42703.77,4874.26,14824.45,6328.74,0\\r\\n3632,625,25,Female,,student,372,3,1557,221,11454.77,11638.53,11851.74,13943.56,0.47,0.47,184.23,335.48,11567.35,11856.99,0\\r\\n3633,3184,34,Female,0,salaried,1096,2,440,,10277.16,10281.27,10278.01,10206.02,0.09,0.09,0.09,0.09,10281.01,10277.11,0\\r\\n3634,2486,59,Female,0,self_employed,388,2,130,324,5963.74,5963.74,5963.74,5996.9,0.67,0.67,0.67,0.67,5963.74,5963.74,0\\r\\n3635,2622,49,Male,1,salaried,1111,1,88,0,6237.67,5124.97,2187.19,3113.6,6218.06,6112.94,1317.37,5096.56,1735.05,2683.55,0\\r\\n3636,1234,28,Male,0,salaried,,2,2601,0,3286.93,2593.93,2838.85,3655.6,579.03,0.3,414.59,343.16,2830.54,2813.98,0\\r\\n3637,2303,75,Male,0,retired,334,3,795,,3547.92,3547.92,3547.92,3525.45,0.54,0.54,0.54,0.54,3547.92,3547.92,0\\r\\n3638,1311,48,Male,2,self_employed,834,3,2667,45,55.85,169.67,2788.93,944.63,0.47,1614.76,0.47,6114.76,90.27,5640.57,1\\r\\n3639,2082,30,Female,0,student,1190,2,436,11,13977.26,15561.01,15665.7,14545.44,2857.79,0.64,4382.86,349.32,14569.84,15898.07,1\\r\\n3640,558,22,Female,0,student,649,2,289,20,737.83,4509.57,3894.85,4040.48,4800.3,0.61,8572.04,0.61,2665.01,4509.72,1\\r\\n3641,2257,72,Female,0,retired,905,2,1582,3,623.15,2022.54,1769.2,656.95,53.76,13546.25,1428.99,2857.56,1337,2734.98,0\\r\\n3642,1536,55,Male,0,self_employed,318,3,450,0,7188.79,5688.79,5262.9,4450.76,1357.79,0.64,429.21,143.5,6077.46,5048.24,0\\r\\n3643,3132,54,Male,0,self_employed,99,1,370,89,1200.13,1787.17,1438.43,2177.09,0.54,0.54,2517.44,2891.81,1764.26,1509.58,0\\r\\n3644,1929,46,Female,0,salaried,395,3,454,86,4559.26,4665.45,4681.55,4831.02,0.67,0.67,106.86,106.86,4584.89,4686,0\\r\\n3645,2235,90,Male,0,retired,363,3,3643,28,854.89,603.6,1754.68,1255.5,4537.14,0.14,9451.65,0.14,4056.86,603.6,0\\r\\n3646,2103,56,Female,0,self_employed,1020,2,1316,31,2437.48,9528.76,3201.81,1169.93,0.19,8252.76,7143.04,0.19,5850,2524.25,0\\r\\n3647,266,62,Male,,self_employed,762,3,1434,53,-1718.82,6495.22,16349.56,-2569.36,0.54,63881.49,8309.83,57357.69,-598.69,47138.43,1\\r\\n3649,635,79,Male,,self_employed,1643,1,3456,283,13724.51,26582.38,23661.63,34846.43,0.04,0.04,0.04,0.04,15054.76,26582.38,0\\r\\n3650,1091,27,Female,,self_employed,363,3,1250,13,3760.08,1119.81,2709.99,3376.78,3485.57,1569.9,1414.91,4323.11,3198.68,2878.51,0\\r\\n3651,1992,66,Female,0,retired,834,2,18,13,3754.87,3675.8,3871.6,4626.69,972.67,333.59,592.94,58.39,3874.8,3752.65,0\\r\\n3652,2925,58,Female,0,self_employed,334,3,141,117,4585.3,2556.73,2704.46,4209.29,0.03,0.03,0.03,264.14,3605.99,2272.43,0\\r\\n3653,2730,34,Female,1,self_employed,409,2,395,100,11409.99,12408.78,13052.02,11594.37,0.66,0.66,684.83,1045.33,11749.35,12871.95,0\\r\\n3654,1046,73,Female,0,self_employed,1020,3,423,123,179.9,495.02,1590.92,4407.8,0.19,0.19,0.19,2143.04,219.54,1830.96,1\\r\\n3655,2957,71,Female,0,self_employed,15,3,69,183,8715.72,8001.44,8104.06,7621.69,0.47,0.47,714.76,0.47,8444.79,7965.95,1\\r\\n3656,2470,78,Female,0,self_employed,,3,705,,3495.45,3781.16,3334.53,1558.41,0.39,0.39,1428.96,0.39,3869.83,3781.16,0\\r\\n3657,641,42,Female,0,self_employed,656,2,1391,27,1318.34,3858.31,4546.73,7449.04,9020.36,0.36,11428.93,1000.36,4075.08,3858.81,0\\r\\n3658,1358,57,Female,0,self_employed,800,3,2765,86,4250.84,4250.84,4158.68,2091.36,0.5,0.5,0.5,0.5,4250.84,4250.84,0\\r\\n3659,3570,69,Male,2,self_employed,649,1,289,5,5699.65,7082.43,3161.97,621.62,1039.71,7896.86,2836.06,1286.14,5918.05,1995.88,0\\r\\n3660,1055,46,Male,0,self_employed,514,2,3066,3,312.85,1647.92,14386.11,98344.68,522.19,11000.11,2857.26,6.89,571.27,2676.18,1\\r\\n3661,1876,35,Male,0,self_employed,751,2,138,13,1884.5,1884.5,1884.5,1868.04,14.59,0.3,14.59,0.3,1884.5,1884.5,0\\r\\n3662,423,28,Male,0,self_employed,1014,3,1090,84,7286.95,7288.59,6901.9,73.84,0.67,0.67,0.67,0.67,7287.51,7288.59,0\\r\\n3663,1605,29,Male,0,salaried,1096,2,249,49,1703.62,1732.14,1740.84,1341.21,0.49,136.91,29,7.97,1727.22,1691.75,0\\r\\n3664,1900,44,Male,3,self_employed,611,2,1433,262,353.31,386.43,1735,1802.49,0.47,0.47,13501.04,12215.33,1551.47,1393.73,1\\r\\n3665,1885,90,,0,self_employed,637,2,224,306,1730.63,1730.63,1730.63,1691.93,0.57,0.57,0.57,0.57,1730.63,1730.63,0\\r\\n3666,1809,32,Female,0,self_employed,1010,3,1650,33,156.72,1160.99,1608.21,3005.3,0.06,1.61,1790.49,315.49,675.41,1443.59,1\\r\\n3667,1264,27,Female,0,self_employed,536,3,1482,13,1157.57,1871.85,1758.82,517.52,571.7,0.27,1857.41,0.27,1512.25,1871.85,0\\r\\n3668,765,81,Male,,retired,1096,2,249,18,8808.64,8824.83,8109.11,4887.72,269.84,536.39,286.03,214.6,8883.22,8624.91,0\\r\\n3669,5302,76,Male,0,retired,1096,2,1345,9,845.02,395.37,1663.86,1259.26,250.2,0.96,4.2,39.85,543.49,1882.46,0\\r\\n3671,1518,28,Female,0,self_employed,834,2,219,12,2724.17,9520.21,4889.54,4014.64,2132.61,8072.97,8928.66,0.09,3629.24,7284.21,0\\r\\n3672,1362,48,Female,0,salaried,634,3,1643,105,2759.09,3205.4,3479.64,5372.6,0.09,0.09,67.76,0.09,3142.62,3476.26,0\\r\\n3673,3025,48,Male,2,salaried,1449,2,680,49,1739.41,578.16,2637.45,2489.85,0.6,357.74,1685.3,1351.31,2239.53,1124.5,0\\r\\n3674,1113,37,Male,0,self_employed,1181,3,235,317,940.96,1526.67,1985,3753.16,0.13,0.13,800.13,1114.41,1188.74,1939.12,1\\r\\n3675,1913,30,Male,0,self_employed,1053,2,2038,,9359,9359,9359,9299.83,0.6,0.6,0.6,0.6,9359,9359,0\\r\\n3676,4480,39,Female,0,self_employed,318,3,450,0,3774.42,2296.89,2438.41,2425.99,938.6,0.41,0.41,0.41,2645.41,2313.48,0\\r\\n3677,3947,48,Male,3,self_employed,409,3,457,25,3814.25,146.7,1758.77,1230.61,5857.43,243.14,988.96,2575.07,3893.59,283.53,0\\r\\n3678,1243,46,Female,0,self_employed,334,2,141,95,2242.39,2981.14,4764.28,4237.78,0.56,0.56,0.56,4286.27,2911.18,5318.12,0\\r\\n3679,2073,29,Male,1,self_employed,1178,2,526,47,6298.48,6449.48,6509.52,1232.67,0.14,50.14,103.51,0.14,6360.69,6459.89,0\\r\\n3680,1094,73,Female,0,self_employed,1020,3,1019,3,11472.41,4271.4,4988.51,4115.4,7223.52,0.13,12.94,123.47,6209.96,4324.56,0\\r\\n3681,463,60,Male,0,salaried,1020,3,321,0,3601.99,3673.42,3696.79,5577.19,7857.71,0.57,0.57,0.57,3624.16,3696.53,0\\r\\n3682,5900,61,Male,3,self_employed,834,2,8,,1690.84,1690.84,1690.84,1680.14,0.16,0.16,0.16,0.16,1690.84,1690.84,0\\r\\n3684,2017,25,Male,0,student,834,1,8,75,2018.6,2022.89,2005.49,843.72,0.44,0.44,4.73,0.44,2022,2022.89,0\\r\\n3685,2062,13,Male,0,student,1111,2,88,179,5713.39,5784.82,6129.66,5719.24,0.3,0.3,2286.01,3214.59,4868.56,6264.08,1\\r\\n3686,2148,46,Male,0,self_employed,1399,2,1778,6,7675.64,7689.51,7692.47,4808.95,14.31,0.03,0.03,147.67,7664.11,7690.47,1\\r\\n3687,436,32,Female,0,self_employed,1556,3,881,50,3882.94,3882.94,3830.16,4099.59,0.4,90.97,0.4,0.4,3882.94,3840.52,0\\r\\n3688,4896,62,Female,2,salaried,1020,1,541,3,30372.99,80147.08,116115.26,110620.64,58.42,0.24,17329.76,44984.51,46280.44,121313.07,0\\r\\n3689,2746,59,Female,0,self_employed,1020,2,114,68,1000.16,638.74,2757.84,6547.02,0.6,0.6,0.6,8109.97,914.05,2648.05,1\\r\\n3690,1768,90,,0,self_employed,1020,2,227,151,2499.67,3574.43,2927.42,4418.56,0.5,0.5,0.5,0.5,3018.18,3129.79,0\\r\\n3691,4662,54,Female,0,self_employed,1232,2,7,19,1428.55,980.76,3212.1,8689.32,3592.43,475.27,35377.21,19266.11,1670.42,2390.32,0\\r\\n3692,1021,37,Male,0,self_employed,874,2,1446,199,5014.51,4927.15,4951.97,5774.78,0.39,0.39,0.39,0.39,4975.35,4933.14,0\\r\\n3693,2665,90,Male,,self_employed,1020,2,84,14,32908.3,17863.44,72374.05,48859.71,444316.81,221760.1,429271.95,352566.2,78689.15,65385.07,0\\r\\n3694,2781,62,Female,0,self_employed,1020,1,212,,23963.37,20360.65,20384.72,8246.58,0.7,0.7,143.56,0.7,20439.79,20362.78,0\\r\\n3695,2914,39,Male,0,salaried,1598,2,468,91,1454.28,1454.28,1436.35,605.67,0.47,0.47,0.47,0.47,1454.28,1453.43,0\\r\\n3696,1097,44,Male,1,self_employed,409,3,89,47,6310.23,7312.02,7661.86,9937.71,0.06,857.94,915.98,963.31,7125.34,7536.92,0\\r\\n3697,5358,43,Male,3,self_employed,221,3,68,11,3839.32,4795.44,4637.87,4217.09,66.22,91.94,1040.44,487.99,4300.19,4821.12,0\\r\\n3698,751,66,Male,0,self_employed,834,3,2754,7,8057.51,7382.55,11569.53,8976.37,1850.33,2009.46,1118.14,29266.92,6887.1,21651.97,0\\r\\n3699,5227,49,Female,0,self_employed,1096,3,1261,147,467.45,467.45,3309.64,7665.31,0.27,0.27,0.27,0.27,467.45,1850.33,0\\r\\n3700,1254,34,Male,1,self_employed,1232,2,148,,5583.3,5583.3,5583.3,5547.93,0.13,0.13,0.13,0.13,5583.3,5583.3,0\\r\\n3701,1952,30,Male,2,salaried,146,3,1754,40,3161.11,1751.86,2369.45,1398.09,0.66,1000.66,610.22,7430.22,1432.02,2544.97,0\\r\\n3702,1216,30,Male,1,self_employed,656,2,2884,6,14480.87,13818.26,13263.48,11841.32,2143.17,1643.17,853.22,1008.91,13878.08,13408.4,0\\r\\n3703,5518,90,Male,0,self_employed,409,2,3,,3188.85,3190.49,3190.41,3170.28,0.37,0.37,0.37,0.37,3190.26,3190.49,0\\r\\n3704,922,39,Female,0,student,1522,2,754,222,2552.24,2552.24,2725.83,4232.13,0.3,0.3,0.3,0.3,2552.24,2552.24,0\\r\\n3705,1668,87,Male,0,retired,721,2,894,11,3098.95,4308.6,4798.27,5947.69,2929.06,0.49,0.49,2429.06,3359.83,5688.25,0\\r\\n3706,4552,57,Male,0,self_employed,1140,3,663,0,895.85,3208.08,1629.06,393.23,9071.91,23006.2,6571.74,3442.8,1867.56,2752.03,0\\r\\n3707,3470,39,Female,0,self_employed,409,2,558,3,4245.85,1371.24,1523.38,1909.06,2931.79,0.03,0.03,179.17,1455.58,1436.71,0\\r\\n3709,948,46,Male,0,salaried,575,2,1358,210,3537.87,3537.87,3539.62,3538.16,0.21,0.21,0.21,0.21,3537.87,3537.87,0\\r\\n3710,261,90,,,self_employed,623,1,3937,240,166.06,166.06,2944.86,4326.18,0.19,0.19,0.19,7143.04,166.06,2424.12,1\\r\\n3711,1065,47,Male,0,self_employed,6,3,1621,279,3788.59,3788.59,3786.5,3761.13,0.44,0.44,0.44,0.44,3788.59,3786.37,0\\r\\n3712,4377,80,Male,0,self_employed,1589,1,33,119,6595.85,6624.42,6698.33,7263.29,0.64,0.64,0.64,0.64,6623.44,6649.02,0\\r\\n3713,3238,49,Male,0,self_employed,996,1,1835,195,30803.51,30803.51,30803.51,32934.77,0.39,0.39,0.39,0.39,30803.51,30803.51,0\\r\\n3714,1169,78,Male,0,retired,1232,3,185,,2220.22,2225.3,2227.62,2220.25,0.14,0.14,0.14,0.14,2222.15,2225.3,0\\r\\n3715,1213,51,Male,0,self_employed,409,2,1386,122,6025.83,6017.27,6014.49,6239.48,0.16,0.16,0.16,0.16,6024.95,6012.3,0\\r\\n3717,1154,35,Male,0,self_employed,409,2,395,48,3531.68,3531.68,3366.55,2918.37,0.59,357.73,0.59,0.59,3531.68,3393.43,0\\r\\n3718,5073,42,Female,1,self_employed,1096,2,89,0,481.91,1182.5,2094.65,1901.39,3490.86,20448,2648.59,14654.84,636.07,3842.55,0\\r\\n3719,6381,64,Female,0,self_employed,334,2,10,0,5450.75,5650.67,4376.98,3158.23,51.2,2926.74,607.56,5.76,5454.2,5246.54,1\\r\\n3722,570,44,Female,0,self_employed,1181,3,2851,5,3994.64,4013.79,4218.02,3616.77,518.46,565.11,672.33,581.64,4221.64,4194.04,0\\r\\n3723,821,32,Male,0,self_employed,982,2,2292,0,6588.04,5316.61,2401.79,1541.09,5414.63,0.34,4143.2,745.06,2918.09,2620.91,0\\r\\n3724,3168,64,Male,0,salaried,409,2,481,4,5058.51,5248.42,5492.92,8661.64,528.97,28.97,532.7,420.21,5258.28,5586.4,0\\r\\n3727,3915,54,Female,0,self_employed,1076,2,456,89,6643.45,7780.52,7652.96,8125.43,0.43,0.43,0.43,0.43,7134.01,7835.3,0\\r\\n3728,3497,28,Female,0,salaried,1020,2,13,13,4237.54,4823.8,5468.03,4133.89,3519.27,3106.91,3120.79,1457.74,5249.92,5363.24,0\\r\\n3729,1189,36,Male,0,salaried,1024,3,2684,14,2228.13,2062.18,2206.23,2141.82,184.89,169.5,4.64,335.12,2140.67,2119.17,0\\r\\n3730,2786,47,Male,1,self_employed,834,1,40,24,1967.55,1366.46,3284.93,2268.79,848.69,3975.68,37.77,5937.29,2001.93,3365.63,0\\r\\n3731,238,51,Male,,self_employed,834,2,1242,174,24461.89,24459.42,24473.48,24441.05,0.16,0.16,0.16,0.16,24459.5,24456.58,1\\r\\n3732,725,60,Female,0,self_employed,243,2,630,217,5101.76,5333.95,5449.57,5967.27,0.23,0.23,232.41,290.07,5199.69,5525.22,0\\r\\n3733,2488,53,Female,2,self_employed,1020,2,967,14,5829.97,5751.4,3880.33,5072.25,79,79,0.43,914.71,5789.33,3799.62,0\\r\\n3734,499,31,Female,,self_employed,15,3,2481,,1485.84,1485.84,1485.84,1476.43,0.67,0.67,0.67,0.67,1485.84,1485.84,0\\r\\n3735,1442,22,Male,0,salaried,146,2,509,6,6821.76,4117.67,4224.23,2758.16,2914.79,2571.93,0.5,0.5,5994.64,4280.56,0\\r\\n3736,2922,30,Female,2,self_employed,146,2,140,205,3424.31,3424.31,3424.31,3400.64,0.39,0.39,0.39,0.39,3424.31,3424.31,0\\r\\n3737,6414,79,Male,3,retired,834,1,14,47,2268.6,2268.6,2176.9,1876.9,0.13,201.99,0.13,0.13,2268.6,2195.36,0\\r\\n3738,2078,72,Female,0,self_employed,1181,3,235,59,3948.65,3948.65,6068.46,11109.99,0.19,5000.19,0.19,2857.33,3948.65,4156.02,0\\r\\n3739,3231,59,Female,0,self_employed,15,2,783,0,2088.48,1293.34,2054.88,1558.32,6362.34,1475.31,4320.99,824.27,2269.94,2017.63,0\\r\\n3740,1715,49,Male,0,self_employed,1494,2,67,84,16307.4,16307.4,19964.26,27116.22,0.11,0.11,0.11,5534.69,16307.4,20679.79,0\\r\\n3742,206,29,Male,2,self_employed,15,3,1567,31,3873.37,4084.52,3826.27,3700.47,0.17,914.46,721.39,550.65,4026.89,3639.77,0\\r\\n3743,4532,41,Male,4,salaried,531,3,217,0,5195.13,5447.13,2855.62,3612.42,600.2,684.22,274.36,151.25,5216.71,1392.4,0\\r\\n3744,2515,64,Male,0,self_employed,,2,381,10,8702.12,3594.97,3848.02,3280.66,2250.66,0.66,0.66,0.66,4546.94,3508.53,0\\r\\n3745,1394,32,Female,0,student,611,3,2762,343,1784.43,1784.43,1784.57,1773.41,0.49,0.49,0.49,0.49,1784.43,1784.6,0\\r\\n3746,473,90,,,self_employed,834,1,950,112,25213.65,29500.18,36483.57,39365.38,0.64,0.64,0.64,0.64,27775.62,35030.81,0\\r\\n3747,232,43,Female,0,self_employed,810,3,1905,69,4058.62,6058.62,5928.04,2652.43,0.59,0.59,2000.59,3079.16,5033.99,7658.85,0\\r\\n3748,4580,30,Female,0,student,1096,2,129,47,1699.89,2524.92,2388.33,1516.83,0.16,643.01,0.16,0.16,2286.55,2395.89,0\\r\\n3749,889,47,Male,0,self_employed,1633,3,2095,9,3136.24,4215.32,3819.73,1249.91,357.66,1786.23,1429.09,1429.09,3794.32,3851.31,1\\r\\n3750,1967,43,Male,0,self_employed,698,2,231,151,8562.9,8562.9,8562.9,8411.11,0.46,0.46,0.46,0.46,8562.9,8562.9,0\\r\\n3752,1103,25,Male,2,self_employed,1494,2,251,11,12376.11,9696.11,10095.54,9376.93,2680.07,285.79,0.07,321.5,10898.48,9739.2,0\\r\\n3753,1235,51,Female,0,self_employed,409,2,925,0,1883.23,4712.02,6025.24,6861.65,1681.77,0.73,4721.42,4578.91,2337.46,6748.39,0\\r\\n3754,478,40,Male,0,self_employed,666,3,2752,19,2574.76,1667.47,1979.16,1230.89,1585.63,3452.32,963.89,3222.03,2480.86,1721.19,0\\r\\n3755,1963,30,Female,0,self_employed,1494,2,251,3,10341.74,17127.46,16410.44,13060.34,2857.29,11071.57,9643,9190.83,15538.79,19564.25,1\\r\\n3756,2120,49,Male,2,self_employed,146,3,157,30,11366.46,9694.61,10500.04,10979.48,0.7,41.84,7243.86,14129.57,9089.33,9604.46,0\\r\\n3757,1785,35,Male,1,self_employed,860,3,1598,7,659.67,1738.44,1879.35,3547.45,17214.63,12600.36,7578.76,8771.61,2503.67,1418.91,1\\r\\n3758,5169,67,Female,0,self_employed,1271,2,101,,3916.15,3916.15,3916.15,3891.34,0.49,0.49,0.49,0.49,3916.15,3916.15,0\\r\\n3759,3315,55,Male,0,self_employed,575,2,589,,5069.65,5075.58,5081,5075.13,0.03,0.03,3.1,5.9,5072.47,5079.43,0\\r\\n3760,959,66,Male,0,self_employed,578,3,758,7,18703.89,24859.98,23531.76,29405.85,1035.73,714.3,6428.59,0.01,20505.85,24605.59,0\\r\\n3761,581,16,Female,0,student,1232,3,1791,,4222.98,4094.41,4035.01,3629.07,0.61,0.61,0.61,0.61,4160.91,4036.34,0\\r\\n3762,1843,41,Female,0,self_employed,834,1,174,18,4553.33,3613.86,4866.36,2385.86,1234.81,1373.89,0.03,2857.17,4270.1,4845.8,0\\r\\n3763,2297,66,Male,0,self_employed,646,2,397,118,6358.04,6358.04,6358.04,6404.26,0.31,0.31,0.31,0.31,6358.04,6358.04,0\\r\\n3764,569,53,Male,,salaried,834,2,2492,5,303.54,223.78,2202.1,213.93,140081.17,0.6,64286.31,0.6,6158.51,223.78,1\\r\\n3765,892,25,Male,0,salaried,1238,3,2507,26,2784.92,2342.06,2515.86,3168.98,443.27,0.41,0.41,143.27,2755.36,2369.71,0\\r\\n3766,360,51,Female,0,self_employed,484,2,1641,4,1696.68,166.68,2142.91,1658.89,14398.44,143.1,12868.44,14428.62,2203.87,108.99,1\\r\\n3767,447,41,Female,0,self_employed,1033,3,3716,167,3507.64,3513.94,3884.39,4034.38,0.49,0.49,0.49,571.91,3512.43,3907.49,0\\r\\n3768,1240,36,Male,2,self_employed,1271,2,661,33,3058.74,4127.07,2053.24,2591.85,0.37,5017,1071.8,3348.94,3504.23,1088.15,0\\r\\n3769,479,34,Male,0,salaried,334,3,444,133,11550.3,11547.57,11561.87,11452.2,0.4,0.4,69.1,26.17,11578.5,11561.77,0\\r\\n3770,1924,37,Female,0,self_employed,1494,2,533,189,2985.71,2985.71,2985.71,2976.37,0.61,0.61,0.61,0.61,2985.71,2985.71,0\\r\\n3771,3019,45,Male,0,salaried,,2,589,,7044.1,7044.1,7044.1,6999.48,0.13,0.13,0.13,0.13,7044.1,7044.1,0\\r\\n3772,3735,40,Female,1,salaried,1096,3,1565,28,8258.73,16153.05,12818.37,13200.19,903.24,1548.28,8789.27,222.7,10079,15469.13,0\\r\\n3773,2901,29,Male,0,self_employed,,2,650,3,4365.18,2374.04,3456.35,5379.06,787.69,649.47,2529.4,1741.93,3985.82,2416.89,0\\r\\n3774,1574,49,Female,0,salaried,61,2,1407,,1927.87,1927.87,1927.87,1915.66,0.13,0.13,0.13,0.13,1927.87,1927.87,0\\r\\n3775,2537,30,Female,0,self_employed,1224,2,806,,3863.05,3991.62,4504.71,6445.05,0.03,0.03,200.03,1842.89,3893.1,4469.5,0\\r\\n3776,958,69,Male,,retired,1191,3,1674,217,1673.01,1673.01,1741.79,1941.22,0.44,0.44,0.44,114.73,1673.01,1769.78,0\\r\\n3777,1673,66,Female,0,self_employed,915,2,1014,83,2780.86,2780.86,2931.39,7236.31,0.4,0.4,0.4,0.4,2780.86,2780.86,0\\r\\n3779,3027,48,Male,2,self_employed,531,1,120,54,13366.8,13282.69,8661.09,4113.98,0.63,209.79,5714.91,0.63,9970.64,10431.14,1\\r\\n3780,1533,68,Male,2,self_employed,334,2,4221,13,2330.64,3066.64,3227.2,1448.91,71.6,5254.17,2776.37,3559.1,3020.65,4687.55,1\\r\\n3781,1018,80,Male,0,retired,834,3,2675,14,2133,1899.75,2534.63,3184.14,503.15,0.4,13.67,1428.97,2020.75,2231.76,0\\r\\n3782,965,55,Male,2,salaried,1589,3,3184,0,16095.9,15649.03,12239.86,4412.36,642.86,318.37,178.19,178.19,15518.77,15396.42,0\\r\\n3784,3282,27,Female,0,self_employed,1084,2,540,0,1181.08,1097.77,3252.54,7308.83,83.63,24.87,0.33,0.33,1100.65,2303.44,0\\r\\n3785,2358,67,Male,0,retired,834,2,1219,5,10034.33,9785.08,9371.92,8183.9,282.14,43856.43,0.66,42980.66,9836.93,9300.35,0\\r\\n3786,2645,76,Male,1,salaried,1020,2,86,6,4162.92,4051.5,4054.34,3862.31,15.01,14.74,143.31,14.74,4118.02,4052.23,0\\r\\n3787,720,13,Male,,student,1020,2,667,178,3607.47,3607.47,3607.6,3489.16,0.51,0.51,0.51,0.51,3607.47,3607.63,0\\r\\n3788,1205,53,Male,0,self_employed,1066,3,2132,4,7929.59,7748.81,10225.95,15534.24,428.99,1495.47,0.41,0.41,7858.65,8365,0\\r\\n3789,2936,38,Male,0,salaried,435,2,605,69,5217.95,4825.84,4573.44,4185.82,0.1,0.1,614.39,1257.24,4663.64,4394.1,0\\r\\n3790,1516,55,Male,2,salaried,,3,2412,12,1107.52,3124.78,3304.67,859.44,8471.6,700.17,10139.14,30.17,4259.28,3092.33,1\\r\\n3791,2482,71,Male,0,salaried,1111,3,2830,131,8719.39,918.07,2298.02,1834.05,0.1,0.1,85.81,497.39,4081.71,1130.76,0\\r\\n3792,783,28,Male,0,salaried,1181,2,1649,12,1632.77,1996.63,2278.28,5117.89,14.47,1357.8,245.71,287.12,1851.23,1953,0\\r\\n3793,1090,44,Female,0,self_employed,1589,1,33,0,13576.45,18146.35,29843.54,57882.77,2488.14,15226.15,36752.09,21724.34,22907.69,22293.22,0\\r\\n3794,4647,90,Male,0,retired,1020,3,1799,105,1215.73,1505.73,1431.87,1255.33,0.57,0.57,286.29,0.57,1324.1,1512.1,0\\r\\n3795,1201,37,Male,0,self_employed,593,1,1476,160,160.03,1802.89,1649.76,3532.82,0.16,0.16,1643.01,0.16,1349.69,1801.74,1\\r\\n3796,2384,46,Male,0,self_employed,575,2,3994,17,1346.09,2487.43,4704.67,5491.72,5417.06,12091.9,0.53,7423.26,4333.29,4533.81,0\\r\\n3797,4489,53,Male,0,self_employed,834,2,106,21,22302.22,19987.93,19335.33,17067.59,2143.1,2857.39,0.24,0.24,21767.24,18231.25,0\\r\\n3798,2194,51,Female,0,self_employed,1020,2,85,,4607.41,4608.22,4608.19,4579.03,0.57,0.57,0.57,0.57,4608.11,4608.22,0\\r\\n3799,289,38,Female,2,self_employed,334,2,17,270,1465.11,1465.11,1465.11,1457.99,0.16,0.16,0.16,0.16,1465.11,1465.11,0\\r\\n3800,2726,43,Male,0,self_employed,624,2,736,35,4345.45,4342.31,1880.44,36.27,0.37,10314.66,0.37,6013.53,4345.45,1256.81,1\\r\\n3801,4014,59,Male,2,self_employed,1570,3,779,300,7644.55,7644.55,7644.55,7596.94,0.43,0.43,0.43,0.43,7644.55,7644.55,0\\r\\n3802,2056,70,Male,0,self_employed,694,3,986,129,2460.19,2460.19,2903.18,4447.51,0.13,0.13,0.13,214.41,2460.19,2847.33,0\\r\\n3803,4209,34,Male,1,self_employed,834,2,40,0,1721.08,1862.05,1508.6,1189.37,7165.37,0.66,191.94,231.11,1707.88,2009.43,0\\r\\n3804,1492,82,Male,0,retired,1020,2,322,280,1810.81,1825.38,1934.43,2093.57,0.06,0.06,14.63,178.2,1821.86,1970.09,0\\r\\n3805,1082,37,Female,2,self_employed,15,3,306,35,1072.33,1730.5,2095.88,5388.53,0.2,265.91,658.37,911.17,1383.69,2051.09,1\\r\\n3806,1162,38,Female,0,salaried,623,2,545,130,14857.44,97.88,3062.74,3330,0.47,0.47,19.48,0.47,6871.7,925.14,0\\r\\n3807,549,52,Female,,self_employed,531,1,153,102,13105.28,13105.28,13105.32,7111.7,0.5,0.5,0.5,0.5,13105.28,13105.28,0\\r\\n3808,3142,10,Male,0,student,1020,2,60,182,3902.69,3902.69,3914.52,4433.84,0.23,0.23,0.23,0.23,3902.69,3902.69,0\\r\\n3810,2040,10,Female,0,student,1232,2,104,,1500.52,1500.52,1498.37,1428.32,0.03,0.03,0.03,0.03,1500.52,1500.52,0\\r\\n3811,1775,71,Male,0,retired,146,3,1993,191,6433.26,6433.26,6433.26,6416.66,0.36,0.36,0.36,0.36,6433.26,6433.26,0\\r\\n3812,1487,49,Male,2,self_employed,1020,2,145,31,1568.43,1568.43,1568.06,1547.14,0.64,1429.21,0.64,1429.21,1568.43,1568.43,0\\r\\n3813,1180,53,Male,2,salaried,1258,3,3657,7,88534.19,88498.64,144429.7,150759.99,3193.16,44286.11,3443.31,148457.6,88590.36,152045.19,0\\r\\n3814,3308,49,Female,0,self_employed,1525,3,276,88,2139.27,2139.27,2176.97,3097.41,0.47,0.47,0.47,0.47,2139.27,2139.27,0\\r\\n3815,4199,43,Female,0,self_employed,1243,2,316,12,17579.3,15743.76,15896.51,13434.02,1748.14,0.09,0.09,0.09,16539.43,15755.28,0\\r\\n3816,1585,64,Female,0,self_employed,1540,2,1233,,16740.29,16740.29,16740.29,16634.51,0.5,0.5,0.5,0.5,16740.29,16740.29,0\\r\\n3817,2056,49,Male,0,salaried,960,2,308,,1673.11,1673.11,1673.11,2054.06,0.59,0.59,0.59,0.59,1673.11,1673.11,0\\r\\n3818,3140,61,Male,2,self_employed,425,3,788,24,1691.17,1695.07,1702.49,1726.99,32.39,0.24,36.28,23.92,1690.6,1698.12,0\\r\\n3819,2087,57,Male,2,self_employed,1096,2,581,11,5142.37,3225.06,3642.84,6532.5,1918,0.69,0.69,5429.26,4219.07,4275.75,0\\r\\n3820,1916,7,Male,0,student,1332,3,1282,14,9058.66,8701.52,8634.06,8079.64,357.31,0.17,0.17,0.17,8886.25,8701.52,0\\r\\n3821,4161,48,Male,0,salaried,146,1,3782,13,1429.07,0.5,7637.4,10318.04,5924.72,10.39,26.11,10.39,1688.51,6804.8,1\\r\\n3822,1497,12,Male,0,student,146,3,354,,2863.58,2863.58,3063.28,4450.77,0.5,0.5,0.5,0.5,2863.58,2863.58,0\\r\\n3823,3047,74,Female,0,retired,1525,3,408,15,2424.1,1656.68,1780.9,1692.2,676.09,0.63,0.63,0.63,2121.3,1656.68,0\\r\\n3824,5298,63,Male,0,self_employed,409,3,120,,6636.77,6636.77,6636.77,6591.64,0.56,0.56,0.56,0.56,6636.77,6636.77,0\\r\\n3825,4484,64,Female,2,self_employed,1096,1,134,40,10344.46,15058.75,7419.84,2131.31,0.16,14285.87,5000.16,1785.87,11206.53,8779.95,0\\r\\n3826,2279,37,Male,0,salaried,1020,3,376,0,6509.62,4362.49,3141.43,1113.39,2171.59,2172.51,24.46,1628.74,4426.93,2765.35,0\\r\\n3827,791,78,Male,0,retired,1525,3,1578,0,8466.06,5594.63,3457.22,678.59,28586.24,5541.96,0.53,0.53,5693.65,4016.52,0\\r\\n3828,3110,39,Female,0,salaried,1232,2,485,6,9489.15,8395.78,9066.1,8414.74,5.37,0.39,378.34,802.35,9067.63,8835.49,0\\r\\n3829,3204,50,Male,2,self_employed,32,2,820,11,1535.5,3542.57,2401.88,2236.39,278.39,2857.24,2285.46,573.27,2724.72,3178.68,0\\r\\n3831,1988,65,Male,1,retired,334,3,141,12,14364.12,400.39,2895.73,1271.88,14357.66,193.37,427.09,1168.37,6037.2,1112.03,0\\r\\n3832,996,50,Male,,self_employed,574,3,265,214,1618.68,1608.83,1610.9,1592.51,0.23,0.23,0.23,0.23,1617.26,1608.83,0\\r\\n3833,4018,45,Female,0,self_employed,656,3,1362,294,1797.24,1797.24,1797.24,1787.81,0.69,0.69,0.69,0.69,1797.24,1797.24,0\\r\\n3834,346,35,Female,,self_employed,146,2,1206,217,12329.9,12833.47,12969.42,13159.09,0.31,0.31,714.6,286.03,12820.29,12924.25,0\\r\\n3835,5362,71,Male,0,salaried,1613,3,109,236,1984,1984,1981.73,1968.99,0.49,0.49,0.49,0.49,1984,1981.06,0\\r\\n3836,1354,38,Male,1,salaried,241,3,62,215,3543.87,3565.4,3615.78,3745.98,0.57,0.57,22.1,140.67,3546.84,3590.57,0\\r\\n3838,4605,76,Female,0,self_employed,1096,2,328,0,2040.84,2040.84,2040.84,2027.92,571.74,571.74,571.74,571.74,2040.84,2040.84,0\\r\\n3839,2202,50,Female,0,self_employed,1271,2,378,0,5608.29,5559.95,6358.94,4185.77,2333.69,206.02,2129.16,1743.44,5654.3,6149.05,1\\r\\n3840,5184,52,Male,1,salaried,1085,2,135,41,349.68,405.72,1940.17,6552.02,0.04,285.76,21.47,3857.19,382.02,548.58,0\\r\\n3841,1633,43,Male,0,self_employed,1096,2,1317,217,12410.04,12418.6,12541.43,13519.28,0.5,0.5,9.06,0.5,12410.63,12444.2,0\\r\\n3843,4583,90,Male,0,retired,1096,1,14,,1765.11,1765.11,1765.11,1753.93,0.54,0.54,0.54,0.54,1765.11,1765.11,0\\r\\n3844,676,34,Male,0,self_employed,372,2,2873,12,8169.94,161.18,2455.12,7045.22,9499.97,0.44,8848.14,0.44,3004.94,805.92,0\\r\\n3845,5467,53,Female,0,self_employed,834,1,14,216,3625.97,4339.23,4239.55,4316.06,0.51,0.51,0.51,0.51,4044.09,4339.23,0\\r\\n3846,1050,45,Male,2,salaried,334,3,1752,3,7322.2,3976.26,4193,3319.55,6602.43,2872.79,2095.27,2776.52,3099.14,4008.39,0\\r\\n3847,4940,54,Male,0,salaried,1020,2,159,5,1813.05,4019.75,3986.81,4098.86,429.17,1175.6,0.6,392.09,3302.25,4291.86,0\\r\\n3849,3314,44,Female,3,salaried,1615,3,1075,329,2747.92,2747.92,2747.92,2730.52,0.11,0.11,0.11,0.11,2747.92,2747.92,0\\r\\n3851,660,30,Male,,salaried,334,2,1297,5,9357.58,9862.29,9631.42,10084.36,100.26,385.97,615.59,173.54,9408.64,9669.06,1\\r\\n3852,2695,27,Female,0,student,822,3,1512,152,2951.14,2953.95,2778.28,1842.53,0.03,0.03,2.84,2.84,2951.14,2954.86,0\\r\\n3853,1104,40,Female,0,self_employed,649,2,1377,7,14058.11,12963.82,13228.82,11420.96,823.31,0.46,0.46,542.17,13593.48,13008.83,0\\r\\n3854,373,30,Female,,self_employed,1613,3,2388,143,1323.98,1734.65,1706.85,2178.47,0.6,0.6,696.99,0.6,1511.75,1734.65,0\\r\\n3855,3533,69,Female,0,retired,146,1,1268,14,4773.21,692.21,4276.23,1447.37,226286.21,0.5,2157.46,1144.27,11176.46,871.78,0\\r\\n3856,4184,35,Male,2,salaried,1020,3,182,3,2844.73,4306.89,4124.54,2173.91,1168,883.24,2588.37,4089.74,2145.44,4787.86,1\\r\\n3858,570,40,Female,0,self_employed,409,1,331,252,17004.55,17004.55,17004.55,16939.49,0.67,0.67,0.67,0.67,17004.55,17004.55,0\\r\\n3859,1787,54,Female,0,self_employed,1020,3,15,24,489.43,606.38,2005.2,245.97,572,0.57,614.39,4562.33,595.14,2318.88,1\\r\\n3860,868,71,Female,0,self_employed,1584,2,1918,9,4048.74,2596.17,4504.36,4395.76,4862.93,2901.54,3396.07,3721.79,4788,3192.14,0\\r\\n3861,4448,90,Male,0,self_employed,61,1,115,28,4700.24,4263.58,4228.72,2769.1,343.11,360.94,0.26,0.26,4672.57,4176.2,0\\r\\n3862,685,26,Female,,self_employed,1020,2,2860,158,345.22,4584.64,4152.23,4145.22,0.01,0.01,4285.73,1000.01,1670.48,5150.03,1\\r\\n3863,474,26,Female,,self_employed,,2,1398,184,5755.53,5755.53,5755.53,5730.75,0.67,0.67,0.67,0.67,5755.53,5755.53,0\\r\\n3864,2788,42,Male,0,salaried,630,2,36,,1604.42,1604.42,1604.42,1594.25,0.21,0.21,0.21,0.21,1604.42,1604.42,0\\r\\n3865,2917,43,Male,0,salaried,1020,2,667,0,1889.06,2539.02,2766.83,1838.54,3622.26,5186.41,6381.58,3218.74,484.76,3115.56,0\\r\\n3866,348,45,Female,,self_employed,146,2,77,0,406.84,82.55,1955.58,3856.44,1209.83,1209.83,0.61,2500.61,647.43,1024.53,0\\r\\n3867,2441,35,Male,0,salaried,334,1,1305,91,14056.54,15995.8,15864.31,10073.76,0.31,0.31,0.31,0.31,15730.41,15958.02,0\\r\\n3868,1629,32,Male,0,salaried,1111,2,728,0,15092.7,5334.12,5500.66,3769.78,1121.21,3532.79,1206.56,1117.09,10562.05,4092.14,0\\r\\n3869,3320,41,Male,0,salaried,905,2,259,40,1852.75,1885.75,1898.57,1928.2,0.17,0.24,18.89,14.3,1868.38,1898.41,0\\r\\n3870,319,44,Female,0,self_employed,956,2,3699,9,404.71,1833.29,1734.76,1826.06,1428.83,0.26,2857.4,0.26,1537.72,1833.29,0\\r\\n3871,2118,55,Male,0,self_employed,176,3,800,74,4469.59,4469.59,3864,943.58,0.51,0.51,0.51,0.51,4469.59,4469.59,0\\r\\n3872,1678,63,Female,0,self_employed,179,2,641,24,3370.08,3998.71,3904.81,4275.59,158.7,159.11,771.53,185.81,3634.2,4018.58,0\\r\\n3873,3447,35,Female,0,self_employed,118,2,325,23,11161.19,11131.71,11139.84,11039.26,29.64,0.16,0.16,0.16,11156.11,11131.71,0\\r\\n3874,4249,34,Female,0,self_employed,1020,3,15,84,1565.44,1551.16,1533.41,1341.79,0.39,0.39,0.39,0.39,1563.96,1533.64,0\\r\\n3875,4790,38,Male,0,self_employed,51,3,131,95,1631.75,1842.71,1464.81,1509.84,0.56,0.56,332.86,0.56,1733.63,1521.83,0\\r\\n3876,1755,27,Female,0,student,15,2,49,,1499.69,1499.69,1499.69,1485.69,0.5,0.5,0.5,0.5,1499.69,1499.69,0\\r\\n3877,223,60,Female,,self_employed,334,3,2387,10,1637.6,2423.48,10580.12,21688.18,285.87,285.87,0.16,14285.87,2004.17,7523.35,0\\r\\n3878,560,49,Male,0,self_employed,1020,3,1333,0,258.6,3838.99,2566.9,877.26,5814.44,1128.73,1951.33,143.01,1861.9,3202.59,1\\r\\n3879,785,23,Male,0,student,118,2,325,63,22898.32,25079.47,25550.84,32114.42,0.49,0.49,2412.39,1987.47,24065.36,25623.27,1\\r\\n3880,2188,36,Female,0,self_employed,146,1,76,,1559.03,1559.03,1546.74,1472.97,0.36,0.36,0.36,0.36,1559.03,1559.03,0\\r\\n3882,2045,48,Female,0,self_employed,409,2,609,28,459.43,11562.45,8691.2,9522.84,1754.77,1754.77,12857.8,1429.23,902.78,12668.44,1\\r\\n3883,5590,70,Female,0,retired,15,2,383,39,5965.04,107.9,2910.19,4155.35,0.7,22000.7,1286.41,25400.7,3728.58,3425.87,0\\r\\n3884,5568,66,Male,0,self_employed,1020,1,79,14,25469.17,25965.98,24594.86,19865.87,714.33,714.33,1170.24,0.04,25552.34,25638.79,0\\r\\n3885,1922,41,Male,2,salaried,6,3,1621,28,7913.67,7993.66,7459.75,1145.33,1.4,229.84,81.39,226.14,7969.47,8131.57,0\\r\\n3886,1189,72,Male,0,retired,980,2,285,,2437.79,2529.99,2536.12,2256.62,0.31,0.31,92.51,0.31,2442.4,2529.99,0\\r\\n3887,4020,36,Male,0,self_employed,1150,2,108,195,3943.34,3943.34,3943.34,3919.27,0.6,0.6,0.6,0.6,3943.34,3943.34,0\\r\\n3888,1501,57,Male,0,self_employed,1232,2,633,19,33318.77,30476.32,21988.47,15819.05,2857.51,107.94,14.66,0.37,32444.25,30369.51,0\\r\\n3889,2862,35,Female,0,self_employed,1020,2,591,77,2563.5,2358.51,2555.31,2648.08,0.2,0.2,113.5,814.27,2501.97,2547.83,0\\r\\n3890,853,33,Female,,self_employed,905,2,1388,,4865.83,4865.83,4865.99,4837.3,0.63,0.63,0.63,0.63,4865.83,4865.83,1\\r\\n3891,4235,44,Male,0,self_employed,1111,1,249,35,13246.44,15103.07,10244.44,6929.07,0.26,14372.53,1770.71,2335.99,14728.32,10475.37,0\\r\\n3892,2050,30,Male,0,self_employed,1494,2,1026,7,44.72,44.72,3453.34,158.87,185.87,17143.01,185.87,35787.3,44.72,5321.68,1\\r\\n3893,2364,60,Male,0,salaried,1020,2,85,4,4787.34,3300.94,5064.9,12834.91,32.43,77.23,1812.03,16635.01,4496.7,5325.02,0\\r\\n3894,1143,54,Male,0,self_employed,,2,3209,18,3185.66,1754.64,2066.06,1738.47,1428.7,0.13,0.13,0.13,2692.29,1754.55,0\\r\\n3895,610,36,Female,0,self_employed,442,3,1006,30,4335.8,4335.8,1570.82,49.77,0.1,4285.81,0.1,0.1,4335.8,326.58,0\\r\\n3896,1991,42,Male,3,self_employed,1096,2,1562,30,3239.46,3624.84,3855.39,4903.19,0.54,1.26,600.2,839.9,3344.28,3754.62,0\\r\\n3897,4688,68,Male,0,retired,996,1,35,0,3643.31,4427.12,2564.25,1077.74,984.87,1038.17,1732.27,998.39,3365.29,2580.29,0\\r\\n3898,1619,54,Female,0,self_employed,630,1,404,5,38400.95,2967.7,5242.8,2349.07,36956.19,4794.36,1165.79,23319.77,10110.85,3643.63,0\\r\\n3899,4683,62,Female,0,self_employed,1096,1,32,55,2046.94,2046.94,1929.86,1840.03,0.43,181.89,0.43,18.57,2046.94,2007.21,0\\r\\n3900,3069,72,Male,0,retired,1096,2,328,95,293.58,293.58,1828.12,8198.84,0.41,0.41,0.41,0.41,293.58,294.16,1\\r\\n3901,2183,27,Female,0,salaried,334,2,141,20,7731.22,8321.1,7579.88,5171.95,13.37,1166.23,163.37,377.09,8348.52,7951.31,0\\r\\n3902,4546,46,Male,0,self_employed,1020,2,114,322,2168.37,2168.37,2352.44,9691.35,0.09,0.09,0.09,0.09,2168.37,2168.37,0\\r\\n3903,5245,72,Male,0,retired,1096,2,129,25,2833,5066.38,4996.85,5211.91,1052.79,0.46,3286.17,143.31,4581.28,5200.02,1\\r\\n3904,2923,58,Male,0,self_employed,,2,180,7,896.82,2182.54,2329.75,1686.17,857.23,714.37,2142.94,1142.94,2345.1,2233.23,0\\r\\n3905,2348,50,Male,1,self_employed,1232,2,52,5,3611.2,3742.54,3681.62,5004.69,98.81,1204.03,1165.54,1505.98,4061.02,3813.18,0\\r\\n3906,1218,36,Male,0,self_employed,1436,3,1125,116,241.76,329.76,1926.78,2560.68,0.57,0.57,1717.14,1714.86,787.94,1657.31,0\\r\\n3907,1344,30,Male,0,salaried,759,3,2530,293,5899.21,9538.77,10856.35,3822.3,0.51,0.51,3697.21,2908.37,5958.7,12001.89,1\\r\\n3908,921,24,Female,0,salaried,844,3,918,0,2108.19,10124.65,6381.62,4752.48,7775.33,3411.53,16129.65,515.76,6316.1,6937.66,1\\r\\n3909,1310,44,Male,0,salaried,745,2,298,336,3827.2,3827.2,3827.2,3803.33,0.44,0.44,0.44,0.44,3827.2,3827.2,0\\r\\n3910,1753,33,Male,1,self_employed,60,3,595,11,352.57,4172.72,3793.35,3165.25,1521.11,1637.59,486.29,1109.67,3445.02,3611.7,1\\r\\n3911,674,34,Male,0,salaried,1020,2,16,,55166.48,54365.93,48367.53,39628.47,0.53,0.53,3774.36,957.67,53360.58,49711.18,0\\r\\n3912,1191,29,Male,0,salaried,530,2,2291,60,5546.82,5615.51,5502.98,5108.85,0.4,0.4,71.83,336.11,5550.9,5217.2,0\\r\\n3913,2204,42,Male,0,self_employed,1023,3,2131,23,338.35,331.8,1563.46,275.91,21428.9,0.33,21428.9,0.33,4029.32,331.8,0\\r\\n3915,5625,72,Male,0,retired,44,2,503,4,3077.54,3290.11,3467.47,3376.13,38.96,894.06,250.36,1191.51,3115.61,3715.86,0\\r\\n3916,697,71,Male,4,self_employed,928,2,2983,86,3869.34,3869.34,3867.77,4397.84,0.26,0.26,0.26,0.26,3869.34,3868.19,0\\r\\n3917,1504,57,Male,0,self_employed,1315,2,583,0,590.16,838.97,1484.83,740.13,57143,0.14,57350.14,1699.91,1609.74,1813.28,0\\r\\n3918,682,13,Male,,student,15,2,890,,50000.54,37857.69,42023.43,29635.65,0.54,0.54,2857.69,714.83,50493.15,37949.85,0\\r\\n3919,1053,44,Male,0,self_employed,718,3,188,97,4748.65,5462.94,6491.84,14800.64,0.27,0.27,714.56,2962.84,5315.15,5910.33,0\\r\\n3920,2207,34,Male,0,self_employed,649,3,348,13,1822.86,1801.43,1781.79,1882.25,714.36,714.36,692.93,692.93,1802.41,1861.34,0\\r\\n3921,2221,54,Female,0,self_employed,1525,3,194,,1791.45,1791.45,1791.45,1773.57,0.2,0.2,0.2,0.2,1791.45,1791.45,0\\r\\n3922,2300,67,Male,0,retired,318,3,1314,11,2058.41,1904.24,2397.18,2148.46,72.04,1.1,508.76,956.75,2186.81,2387.85,0\\r\\n3925,3532,50,Male,2,salaried,234,2,168,31,1090.16,11956.07,1974.6,523.71,0.04,13101.13,11770.68,1747.78,3091.85,2605.35,1\\r\\n3926,228,41,Female,0,self_employed,1232,3,1796,20,1899.32,1802.83,1545.68,863.74,136.07,614.39,39.59,14.96,1882.45,1541.08,0\\r\\n3927,775,52,Female,2,retired,1096,2,92,12,9844.12,6472.21,7047.06,1689.61,2.82,0.2,1120.96,5426.31,9474.67,6622.35,0\\r\\n3928,881,45,Male,0,self_employed,675,3,867,132,2711.33,2711.33,2730.16,2666.96,0.16,0.16,0.16,0.16,2711.33,2711.33,0\\r\\n3929,1514,74,Male,0,self_employed,1613,2,568,24,4312.65,6420.08,5666.79,1833.05,241.07,219.21,0.64,0.64,4285.66,5962.02,0\\r\\n3930,1528,44,Male,0,self_employed,1314,3,1059,97,4896.54,4896.54,4896.54,4865.52,0.21,0.21,0.21,0.21,4896.54,4896.54,0\\r\\n3931,1278,90,,0,self_employed,409,1,158,9,1032.4,1030.78,2709.15,5211.47,1.87,0.24,0.24,357.39,1031.34,1353.36,1\\r\\n3932,1273,28,Male,0,self_employed,995,2,1318,,6037.24,6037.24,6037.24,5997.53,0.5,0.5,0.5,0.5,6037.24,6037.24,1\\r\\n3933,2083,44,Female,0,self_employed,1232,2,39,3,6422.7,9215.65,8837.61,3690.04,3291.89,10029.73,6028.26,12859.38,6285.56,10087.38,0\\r\\n3934,5298,48,Male,2,self_employed,1020,1,80,0,48292.39,53953.89,58218.52,85556.83,7372.7,16350.87,8290.77,12104.1,52410.56,58304.37,0\\r\\n3935,525,44,Male,,self_employed,146,1,41,116,5684.28,5684.28,5793.96,15576.22,0.06,0.06,0.06,0.06,5684.28,5686.66,0\\r\\n3936,2992,32,Female,0,salaried,221,3,68,39,11747.55,11747.55,9680.87,6393.13,0.23,2857.37,0.23,0.23,11747.55,9904.23,0\\r\\n3937,5950,70,Male,0,self_employed,1084,1,540,24,31372.96,51424.48,26456.26,8456.82,1029.23,41823,21929.23,575.91,30861.88,38243.89,0\\r\\n3938,3527,33,Female,0,salaried,334,1,17,3,5117.72,5744.07,6392.01,11787.07,517.21,1010.35,1641.5,2990.3,5460.55,6317.15,0\\r\\n3939,2403,72,Male,2,self_employed,1494,2,388,24,46953.3,24958.42,31607.95,26893.71,23286.37,0.66,23706.74,688.01,43732.38,25423.25,0\\r\\n3940,1571,62,Female,0,retired,1525,3,376,3,6230.76,1345.41,2821.89,1478.74,7771.11,0.06,2857.2,54.08,5632.41,1400.56,0\\r\\n3941,2657,41,Male,0,self_employed,,2,432,34,9196.48,10339.34,10055.65,10285.89,0.19,703.86,1143.04,700.19,9472.34,10358.96,0\\r\\n3942,3215,61,Male,0,self_employed,1301,2,692,285,4450.38,4450.38,4450.38,4421.84,0.31,0.31,0.31,0.31,4450.38,4450.38,0\\r\\n3943,2442,41,Female,0,self_employed,334,2,1216,,271,6342.43,1560.8,757.73,0.49,0.49,13929.06,1616.31,2310.41,1497.85,1\\r\\n3944,2359,79,Female,0,retired,1150,2,1395,9,1298.67,1163.69,1772.02,2173.32,166.76,166.93,0.14,1440.17,1207.35,1686.86,0\\r\\n3945,4311,51,Male,4,self_employed,1085,1,135,10,1381.73,2810.31,2529.04,3235.6,4285.94,0.23,5714.51,0.23,3302.92,2810.31,0\\r\\n3946,1710,42,Male,0,self_employed,334,3,2077,5,658.1,156.05,2612.18,345.08,15899.6,23862.04,13197.81,14830.97,4881.75,2665.48,0\\r\\n3947,500,48,Male,4,self_employed,1002,2,2112,19,42358.45,30481.31,16918.9,8457.6,12857.37,30000.23,719.31,339.94,38309.68,11400.72,0\\r\\n3948,317,30,Female,1,self_employed,1096,3,129,3,5668.22,504.72,1870.53,1170.53,10857.71,657.71,13609.71,4751,1473.12,1219.91,0\\r\\n3949,4431,90,Female,0,self_employed,1111,3,1223,,2110.88,2110.88,2110.88,2097.51,0.5,0.5,0.5,0.5,2110.88,2110.88,1\\r\\n3951,2721,90,,,self_employed,575,2,572,205,11366.35,11380.63,11384.87,11477.45,0.46,0.46,0.46,0.46,11370.78,11384.78,0\\r\\n3952,1151,37,Male,0,salaried,1294,3,87,,1938.36,1969.34,1965.2,3579.35,0.14,0.14,38.26,0.14,1956.93,1969.34,0\\r\\n3953,4380,72,Male,0,retired,,3,15,12,2773.94,2852.15,2671.91,2109.48,610.6,30.1,0.46,0.46,2476.61,2872.49,0\\r\\n3954,4416,61,Female,0,self_employed,575,2,280,3,27695.34,25660.34,24716.97,20517.21,2217.26,4572.88,2028.03,2749.1,25469.66,25701.82,0\\r\\n3955,262,44,Female,2,self_employed,,2,209,119,150.29,862.82,2377.82,1067.66,0.27,0.27,714.56,7857.41,753.43,2637.01,1\\r\\n3956,482,25,Male,0,salaried,1020,3,1799,26,3493.14,3072.82,3312.57,2926.24,564,2857.19,106.95,1166.61,3517.48,3301.1,0\\r\\n3957,285,54,Male,2,salaried,905,2,1421,13,31833.45,332504.88,319030.57,11525.29,17143.47,287032.23,317814.9,296429.19,315194.04,363272.49,1\\r\\n3958,4521,56,Female,0,self_employed,1111,3,27,73,1514.85,1514.85,1560.47,1644.8,0.56,0.56,0.56,29.11,1514.85,1520.38,0\\r\\n3959,375,69,Male,3,retired,485,3,4004,6,1658.43,1587,1591.29,1283.37,250.99,185.72,0.01,0.01,1669.34,1584.71,0\\r\\n3960,2039,34,Female,0,self_employed,762,2,195,30,20239.38,15945.95,15515.63,6588.47,0.14,4285.86,0.14,0.14,20235.65,15945.95,0\\r\\n3961,1693,31,Female,0,self_employed,1173,3,1244,,5103.11,4976.18,5005.34,4879.83,0.49,0.49,0.49,0.49,5097.78,4971.57,0\\r\\n3962,4785,70,Male,0,self_employed,1643,2,210,74,4125.44,4268.3,3164.69,1451.35,0.7,0.7,143.56,224.57,4130.37,3167.41,0\\r\\n3963,2428,30,Male,0,self_employed,1648,3,154,48,2414.62,2414.62,2327.53,1930.84,0.1,2177.91,0.1,1714.39,2414.62,2616.88,0\\r\\n3964,2566,54,Male,0,self_employed,1020,2,546,11,396.63,21190.33,3034.47,296.15,2373.12,11642.94,22497.23,553.66,1317.17,6038.26,1\\r\\n3965,748,27,Female,,student,1020,2,501,12,12843.22,4086.08,5439.15,7412.08,8757.76,0.61,0.61,0.61,8011.69,4088.14,0\\r\\n3966,1125,23,Male,0,student,1256,2,1454,123,1686.61,2052.49,2171.2,3787.7,0.39,0.39,509.13,614.15,1785.12,2201.39,1\\r\\n3967,3128,41,Male,0,self_employed,796,3,964,100,1848.86,1770,1677.78,1467.43,0.3,0.3,0.3,0.3,1809.52,1652.01,0\\r\\n3968,2257,19,Male,0,student,1271,3,101,0,5267.69,3180.74,3418.5,1669.83,2029.04,29.04,0.47,0.47,4298.53,3177.07,0\\r\\n3969,275,38,Male,0,salaried,1416,3,524,224,4403.86,4303.86,3856.67,3100.8,0.29,0.29,200.29,271.71,4116.66,4131.51,0\\r\\n3970,1956,50,Male,0,self_employed,235,2,1804,72,132.31,608.64,1464.25,1445.02,0.6,0.6,472.03,1915.54,298.11,1424.73,1\\r\\n3971,6650,90,Male,0,self_employed,1096,3,1343,,2294.35,2294.35,2294.35,2279.82,0.56,0.56,0.56,0.56,2294.35,2294.35,0\\r\\n3972,1406,45,Female,1,self_employed,409,1,339,3,1763.67,1641.16,1594.22,355.44,190.38,0.14,0.14,21.86,1661.07,1650.26,0\\r\\n3973,698,54,Male,2,self_employed,1363,1,222,26,4425.64,5476.28,5352.09,7032.18,268.03,339.5,714.46,71.6,5092.72,5466.57,0\\r\\n3974,1263,39,Male,0,self_employed,1140,3,663,11,471.17,8824.4,3910.18,3981.72,2143.51,6636.37,8857.8,2429.23,1957.06,5286.18,0\\r\\n3975,987,35,Male,0,self_employed,1022,3,577,,7995.26,8352.4,8325.79,11494.52,0.4,0.4,357.54,0.4,8179.99,8352.56,0\\r\\n3976,377,45,Male,,salaried,38,3,1464,194,1534.74,1549.02,1560.81,1591.53,0.39,0.39,0.39,0.39,1547.05,1560.54,0\\r\\n3977,2915,33,Female,0,salaried,1020,2,652,14,1543.35,937,1695.99,1920.22,121.89,0.46,482.6,1986.63,1713.26,1495.97,0\\r\\n3978,968,26,Male,,self_employed,464,2,3241,117,2520.16,6877.6,6133.64,2568.51,0.11,0.11,4400.11,0.11,4616,6888.48,1\\r\\n3979,3218,47,Male,0,salaried,334,1,390,19,2940.4,7394.15,6046.29,34321.36,72.88,2700.15,4529.2,29.19,6486.29,6898.17,0\\r\\n3980,1935,73,Male,0,retired,531,2,563,266,1523.75,1380.89,1438.57,1200.25,0.24,0.24,0.24,71.67,1521.29,1385.5,0\\r\\n3981,3139,69,Female,0,self_employed,38,1,226,2,2280.37,2547.77,2001.75,1645.3,91.31,1636.36,494.5,196.24,2425.23,2312.65,0\\r\\n3982,1227,45,Female,0,self_employed,951,2,2713,35,4181.55,4195.83,3145.04,2413.56,0.33,1428.9,0.33,0.33,4190.91,3098.6,0\\r\\n3983,2334,57,Male,2,salaried,931,2,791,224,1356.24,1784.81,2280.21,5575.2,0.19,0.19,857.33,1857.33,1442.44,2203.24,0\\r\\n3985,308,90,,,self_employed,1020,3,47,,5441.1,8551.18,6095.28,5353.17,0.43,0.43,2357.57,286.14,7215.14,6047.11,1\\r\\n3986,569,86,Male,,self_employed,904,3,412,17,2872.9,3951.57,3203.57,2799.57,729.07,729.07,2241.67,670.24,3512.21,3429.82,0\\r\\n3987,1690,65,Male,0,retired,996,3,1308,32,6697.88,6705.02,5433.87,1854.02,0.14,10686.01,7.29,7828.71,6702.56,5414.56,0\\r\\n3988,293,43,Male,52,self_employed,531,2,1561,5,2484.4,2270.12,1923.59,299.47,286.36,572.07,72.07,47.97,2297.21,2187.11,0\\r\\n3989,513,29,Female,0,salaried,491,3,619,,3528.83,3551.43,3554.15,3549.76,0.67,0.67,0.67,0.67,3531.95,3564.79,0\\r\\n3990,1945,90,,,self_employed,1589,2,33,33,2872.82,17158.53,9580.88,1690.12,0.67,9179.24,14286.39,0.67,10261.98,12182.73,0\\r\\n3991,1900,28,Female,0,salaried,623,3,1629,105,3495,3186.43,3132.35,1192.02,0.41,0.41,0.41,0.41,3420.52,3140.35,0\\r\\n3992,4237,50,Male,0,self_employed,1356,2,801,25,12076.19,4874.72,6472.06,4583.94,1429.16,0.59,1186.3,500.59,7100.19,5096.47,0\\r\\n3993,4662,27,Female,0,self_employed,623,2,642,5,11327.62,4491.9,4884.76,4466.42,6835.73,0.01,0.01,0.01,5670.48,4491.9,0\\r\\n3994,3097,53,Male,0,salaried,334,2,24,41,1459.24,1396.4,1879.56,2058.06,0.23,12400.61,200.23,13137.13,1598.76,1843.36,0\\r\\n3995,4541,62,Male,1,salaried,834,3,515,20,3096.45,4934.01,2658.86,1858.36,781.73,12026.39,2561.85,8313.2,3466.49,3532,0\\r\\n3996,1865,50,Female,0,self_employed,,3,1685,193,1515.07,1557.93,1537.9,1212.23,0.67,0.67,0.67,0.67,1544.63,1585.58,1\\r\\n3997,1967,63,Female,0,salaried,1301,3,692,37,3083.67,1218.75,1645.32,2991.32,0.13,782.99,142.99,857.27,2624.49,1184.84,0\\r\\n3998,4625,71,Male,0,self_employed,1020,2,212,40,1560.82,1560.82,3798.68,15839.45,0.59,378.59,0.59,0.59,1560.82,1316.95,0\\r\\n3999,2402,37,Male,0,self_employed,995,2,1318,3,10277.87,9592.15,9623.68,9608.05,686.03,0.31,0.31,0.31,9686.73,9592.15,0\\r\\n4000,4134,78,Female,0,self_employed,491,3,396,23,13192.61,13167.63,13439.5,10796.98,65.13,422.4,1716.66,3133.71,13874.54,12954.32,0\\r\\n4001,2087,25,Female,0,student,1020,3,544,24,3112.2,2148.75,2251.12,4260.04,724.6,724.43,0.41,0.41,2962.59,1891.84,0\\r\\n4002,258,41,Female,,salaried,146,1,4117,15,1809.87,1548.36,1437.07,625.36,291.14,291.6,29.64,29.69,1692.64,1438.53,0\\r\\n4004,4211,74,Male,0,retired,575,2,503,4,10330.37,10120.65,8384.48,103189.2,1691.51,8527.39,1469.86,2650.66,10068.75,6972.76,0\\r\\n4005,513,30,Male,0,self_employed,1363,3,2529,105,4833.47,4788.3,3705.84,2529.05,0.4,0.4,628.97,222.74,4710.52,3664.3,0\\r\\n4006,4911,50,Female,0,self_employed,409,3,1347,80,1521.43,1889.86,1593.18,3588.93,0.26,0.26,59,1537.26,1344.34,2377.02,0\\r\\n4007,486,42,Female,,self_employed,1111,3,2830,18,567.87,951.89,1993.07,487.17,9337.55,0.14,10143,0.14,4632.56,808.11,0\\r\\n4008,2001,60,Female,0,self_employed,1096,2,327,24,2544.3,2636.07,2174.64,1205.35,7142.96,1285.81,7234.73,974.86,2556.96,2595.46,0\\r\\n4009,2200,57,Female,0,self_employed,656,2,1827,208,6535.6,6535.6,6535.6,6498.34,0.5,0.5,0.5,0.5,6535.6,6535.6,0\\r\\n4010,633,41,Female,,self_employed,668,3,2867,161,6093.08,8664.51,8576.63,9004.36,0.41,0.41,2571.84,0.41,8309.83,8664.51,0\\r\\n4011,187,19,Male,,salaried,806,3,2013,14,1430.48,1930.53,1903.2,3007.4,87.71,0.61,702.04,147.76,1755.18,1930,0\\r\\n4012,313,61,Male,3,self_employed,743,3,1520,53,6576.94,6574.61,4885.8,1757.18,0.4,4286.11,0.4,0.4,6575.74,5742.96,0\\r\\n4013,641,37,Female,0,self_employed,621,2,1015,193,13640.89,13640.89,13640.89,12582.45,0.5,0.5,0.5,0.5,13640.89,13640.89,0\\r\\n4014,5287,50,Male,0,self_employed,623,2,642,21,1933.74,1538.24,1897,2510.28,400.47,0.47,7.68,562.56,1842.65,1852.86,0\\r\\n4015,1094,41,Female,0,self_employed,146,1,545,73,19370.88,20277.3,17712.41,12715.75,0.4,0.4,1432.73,9.4,20690.49,16609.91,0\\r\\n4016,1446,31,Female,0,salaried,1020,3,538,97,16396.99,16089.53,16456.37,17359.64,0.06,0.06,380.59,2814.7,16386.49,15992.89,0\\r\\n4018,1380,90,,0,self_employed,491,3,1466,84,331.87,296.44,4411.32,3514.32,0.1,0.1,0.1,0.1,315.89,4230.71,0\\r\\n4019,4127,62,Male,1,salaried,1589,2,389,193,907.62,1550.47,1579.27,3936.31,0.47,0.47,643.33,643.33,907.62,1612.68,1\\r\\n4020,1411,36,Male,0,salaried,499,2,1348,7,36843.16,113.99,5713.49,326.27,3171.46,0.03,2138.97,285.74,16644.8,238.57,0\\r\\n4021,3169,64,Male,1,salaried,394,2,132,112,3790.62,3819.19,3836.15,2554.14,0.66,0.66,0.66,0.66,3807.86,3835.32,0\\r\\n4022,1827,19,Female,0,self_employed,1232,2,104,209,1824.04,1824.04,1845.61,1377.61,0.46,0.46,0.46,0.46,1824.04,1824.04,1\\r\\n4023,4901,69,Male,2,self_employed,1534,2,63,38,4264.02,3956.87,4054.48,3850.75,0.1,14.39,285.81,0.1,4456.13,3962.4,0\\r\\n4024,1948,43,Male,2,salaried,15,3,1680,26,2014.93,1721.29,1759.53,2331.73,571.69,572.6,285.97,408.8,2119.2,1725.52,0\\r\\n4025,1669,24,Female,0,salaried,834,2,1231,97,2155.62,2327.05,2390.12,1001.25,0.31,0.31,193.17,6.73,2179.27,2332.23,0\\r\\n4026,2069,90,,0,self_employed,1096,1,26,,3031.92,3031.92,3031.92,3012.72,0.21,0.21,0.21,0.21,3031.92,3031.92,0\\r\\n4027,1790,33,Male,0,salaried,1232,3,7,0,16900.61,17083.1,18796.71,19174.04,1366.97,1511.26,1022.27,5508.41,16436.09,19239.37,0\\r\\n4028,4681,81,Female,0,self_employed,1020,1,541,46,24109.32,24961.6,24060.18,45808.17,0.23,169.04,857.37,3346.46,24120.46,26356.98,0\\r\\n4029,2570,53,Male,2,self_employed,531,3,422,14,1768.48,1928.72,1559.47,1275.83,714.59,714.59,795.19,543.46,1650.47,1680.95,0\\r\\n4030,4340,76,Male,0,retired,15,2,6,52,5096.46,6278.01,4339.13,2380.2,0.67,8299.37,1182.23,0.67,5547.67,5341.06,0\\r\\n4031,2683,59,Male,0,self_employed,283,2,859,17,6577.21,6848,6887.86,9084.78,0.26,14285.84,258.92,14473.56,6673.03,6948.46,0\\r\\n4032,3005,50,Female,0,salaried,1020,2,835,11,4448.35,4563.87,4828.12,4976.82,894.66,218.91,1251.09,1770.35,4144.81,5451.19,0\\r\\n4033,774,90,,,self_employed,794,2,1690,40,100374.91,100576.71,101514.83,97977.76,0.69,499.97,202.49,2447.4,100376.43,101618.52,0\\r\\n4034,4057,51,Male,2,self_employed,834,3,23,35,5076.79,8562.37,6406.56,2059.3,0.37,10472.66,1565.87,431.77,7695.61,9614.48,1\\r\\n4035,2421,51,Male,0,salaried,1111,3,4263,97,3186.97,3258.4,3241.19,1843.7,0.13,0.13,71.56,0.13,3206.67,3258.4,0\\r\\n4036,2862,70,Male,0,self_employed,1189,2,436,90,16023.61,16080.85,16064.84,8515.4,0.2,0.2,52.54,0.2,16029.64,16080.52,0\\r\\n4037,5064,64,Male,0,retired,1327,2,161,11,2968.82,2914.62,2876.95,2655.7,68.93,106.99,14.73,0.44,2967.91,2874.98,0\\r\\n4038,2081,90,Male,0,self_employed,1042,3,1853,21,5849.38,5782.52,5767.89,5546.25,67.28,65.59,0.41,0.41,5833.24,5767.8,0\\r\\n4039,4087,32,Male,1,salaried,491,2,1568,5,26056.49,26552.2,22544.93,284.08,370.76,22143.04,810.66,22707.74,26035.61,26600.68,0\\r\\n4040,227,54,Female,,self_employed,905,2,1341,42,6883.57,7305.43,11960.05,990.21,0.13,171.56,421.99,14285.84,7087.23,9976.4,0\\r\\n4041,2453,37,Male,1,salaried,834,3,106,23,3252.29,3642.16,4165.13,6734.29,72.06,257.77,3176.34,1941.66,3522.4,4012.3,0\\r\\n4042,3325,42,Male,0,self_employed,745,2,298,89,9733.95,9733.95,10012.64,8373.97,0.63,0.63,0.63,419.2,9733.95,9895.98,0\\r\\n4043,2376,32,Female,0,self_employed,1154,3,1419,27,569.94,1476.63,1667.09,858.04,571.53,599.12,7192.5,30.7,2505.94,1290.72,1\\r\\n4044,453,63,Male,,retired,491,3,279,38,0.4,0.4,4100.69,33.56,0.4,45497.57,0.4,52911.43,0.4,12287.41,0\\r\\n4045,3554,48,Male,0,self_employed,,2,459,,1855.51,1855.51,1855.51,1844.73,0.01,0.01,0.01,0.01,1855.51,1855.51,0\\r\\n4046,5051,60,Female,0,self_employed,15,2,3779,6,1133,10674.73,10156.1,8034.58,4286.06,7143.2,14286.06,0.34,10197.04,10457.41,0\\r\\n4048,4109,69,Female,0,self_employed,189,2,253,223,7184.82,7184.82,12342.28,1483.54,0.37,0.37,0.37,43862.51,7184.82,27367.07,0\\r\\n4049,366,31,Male,,self_employed,414,3,2599,124,1442.49,1442.49,1443.87,1518.46,0.31,0.31,0.31,1.74,1442.49,1443.82,0\\r\\n4050,689,42,Male,,self_employed,282,3,2620,,1980.87,1980.87,1980.87,1968.08,0.36,0.36,0.36,0.36,1980.87,1980.87,0\\r\\n4051,896,38,Male,0,salaried,146,1,354,3,7396.44,4151.67,5907.31,12257.44,17236.61,5132.04,1308.67,988.11,10697.96,4809.78,1\\r\\n4053,1571,39,Male,2,self_employed,1551,3,445,5,1.97,15.63,1452.12,4852.66,868.77,1071.63,883.23,2897.18,218.81,929.44,1\\r\\n4054,4132,71,Female,0,self_employed,1525,2,276,28,2821.93,2536.24,3003.27,11076.82,357.73,0.59,305.2,299.79,2869.24,2528.09,0\\r\\n4055,6086,55,Male,2,salaried,575,1,32,4,30336.37,30279,28772.56,57363.91,8963.86,8923.43,6136.68,9444.05,25310.45,29383.49,1\\r\\n4056,303,65,Male,,salaried,1328,3,362,205,607.24,551.53,2467.14,3634.98,0.03,0.03,1782.89,5405.74,1078.52,2259.32,1\\r\\n4057,6240,60,Male,0,self_employed,965,2,316,0,1302.78,1207.66,1430.76,1893.99,2910.79,45.98,2321.96,1500.53,1365.36,1349.53,0\\r\\n4059,237,38,Male,1,salaried,678,3,2610,6,2430.26,1636.17,2099.37,2684.75,1328.91,1000.34,1049.11,1428.91,2193.99,2106.34,0\\r\\n4060,1625,90,,0,self_employed,1570,2,2242,0,4876.2,2112.62,3208.48,4781.99,2994.54,157.23,230.96,1201.51,3708.85,2812.32,0\\r\\n4061,2914,35,Male,0,self_employed,235,2,733,7,2407.12,2285.48,2416.88,2528.32,142.96,714.39,0.1,2142.96,2319.77,2270.89,0\\r\\n4062,2691,24,Female,0,student,1020,1,19,24,6203.15,5916.34,5864.36,4825.83,285.81,328.67,0.1,0.1,6167.12,5850.86,0\\r\\n4063,1705,27,Male,0,salaried,,2,1892,45,9649.36,9649.36,9059.49,8826.39,0.3,1136.01,0.3,0.3,9649.36,9343.14,0\\r\\n4064,5329,33,Male,1,salaried,146,1,8,9,2378.9,256.07,2094.02,1852.25,4540.64,0.7,1434.35,75.07,1699.18,2105.54,0\\r\\n4065,4559,31,Female,1,self_employed,1085,3,135,304,1699.79,1698.58,1696.76,1684.23,0.24,0.24,0.24,0.24,1699.1,1695.74,0\\r\\n4067,1355,41,Male,2,self_employed,1541,3,453,44,3896.74,16890.31,10176.09,3043.9,0.54,11000.54,223.77,223.77,13249.53,11797.11,1\\r\\n4068,1627,60,Female,0,self_employed,696,3,753,13,2432.38,2146.66,2410.77,2772.39,285.81,328.67,0.1,452.12,2284.59,2333.16,0\\r\\n4069,901,58,Male,0,self_employed,1096,1,92,145,5721.85,5925.98,5882.61,17192.33,0.54,0.54,0.54,0.54,5827.44,5924.78,0\\r\\n4070,1718,35,Male,0,self_employed,485,2,1514,7,4996.74,5311.46,5144.77,5666.42,142.9,413.23,0.04,0.04,4972.18,5110.61,0\\r\\n4071,4746,44,Male,0,self_employed,318,1,107,3,7943.19,3361.15,3513.26,6644.61,17263.82,794.06,4050.22,2643.56,2088.75,3642.18,0\\r\\n4072,2421,40,Male,0,salaried,1020,2,1555,23,20322.61,20322.61,20329.91,20212.41,7.43,0.29,7.43,5.07,20328.03,20322.77,0\\r\\n4073,451,29,Female,0,self_employed,1215,2,37,299,1765.24,1765.24,1903.49,2181.82,0.53,0.53,0.53,0.53,1765.24,1765.24,0\\r\\n4074,2461,35,Female,0,self_employed,1598,3,1465,,1829.4,1829.4,1829.4,1630.87,0.66,0.66,0.66,0.66,1829.4,1829.4,0\\r\\n4075,5030,60,Male,2,self_employed,409,2,3,28,16083.69,15042.98,15338.09,14586.94,1041.1,696.1,0.39,444.76,16079.33,15098.77,0\\r\\n4076,486,32,Male,3,salaried,180,2,187,55,3194.91,4704.05,4404.69,4506.99,0.37,286.09,1942.51,212.24,3998.71,4708.19,0\\r\\n4077,2071,48,Male,0,self_employed,1271,2,1253,6,21968.42,21794.26,20918.38,16245.42,630.96,1250.47,456.8,563.97,21624.96,21169.61,0\\r\\n4078,1321,22,Male,0,student,146,2,1753,,4256.24,4756.24,5255.23,6156.2,0.33,0.33,857.47,1658.61,4426.19,5376.59,0\\r\\n4079,3981,47,Male,0,self_employed,1020,1,79,340,3457.71,2022.26,2575.72,2446.28,0.33,0.33,271.76,136.36,3467.8,2103.43,1\\r\\n4080,4317,36,Female,0,self_employed,1084,3,1030,164,1688.44,1706.13,1605.04,1063.45,0.23,0.23,0.23,0.23,1737.62,1695.99,0\\r\\n4081,2428,53,Male,1,self_employed,409,3,1657,20,8979.89,7392.56,7285.74,7675.12,3356.19,3356.19,8917.21,1892.17,9259.84,7231.3,0\\r\\n4082,4575,54,Male,0,self_employed,180,3,187,48,3012.39,3012.39,2929.95,2738.11,0.13,182.67,0.13,0.13,3012.39,2947.62,0\\r\\n4083,5213,74,Male,0,self_employed,575,2,129,0,5929.65,6217.68,8761.38,5543.39,293.08,7.03,12679.97,28730.3,6224.14,7164.46,1\\r\\n4084,1378,37,Male,0,self_employed,1020,3,227,70,1429.14,1429.14,1475.28,0.73,0.57,0.57,0.57,0.57,1429.14,1429.14,0\\r\\n4086,5766,64,Female,0,self_employed,1096,2,92,49,2640.55,2640.55,2227.66,615.49,0.46,407.6,0.46,407.6,2640.55,2457.62,0\\r\\n4087,6110,74,Female,0,self_employed,1589,2,416,48,3227.15,3700.89,3003.7,3325.02,0.23,1923.61,500.23,573.71,3240.53,3289.95,0\\r\\n4088,601,19,Male,0,student,611,2,155,70,4897.52,4897.52,4596.75,4241.16,0.04,0.04,0.04,0.04,4897.52,4520.63,0\\r\\n4089,3387,46,Male,2,salaried,1636,2,375,15,2804.03,2984.14,2933.32,4504.67,18.39,0.31,1536.31,271.85,2972.99,2935.07,0\\r\\n4090,2314,50,Female,0,self_employed,834,3,1015,,1578.82,1578.82,1578.82,1568.82,0.49,0.49,0.49,0.49,1578.82,1578.82,0\\r\\n4091,6408,73,Male,0,self_employed,1020,3,19,38,4273.52,4580.66,4417.5,3450.91,0.54,493.4,279.11,429.11,4508,4445.87,0\\r\\n4092,4993,51,Female,0,salaried,1020,2,541,0,15839.8,16045.92,15480.64,14871.47,707.31,22.21,1916.69,3168.29,14503.96,14998.34,0\\r\\n4093,5425,64,Female,0,self_employed,15,1,48,3,10785.8,8994.1,8524.77,7683.42,2217.04,322,434.61,227.71,9304.37,9025.5,0\\r\\n4094,5171,48,Male,0,self_employed,1032,2,3,3,5210.01,656.87,3781.22,10143.75,1148.12,716.23,286.23,286.23,1943.81,1131.15,0\\r\\n4096,990,30,Female,0,self_employed,1232,2,437,12,1993.67,1082.52,1798.38,2977.03,1242.89,0.03,317.45,402.89,1450.27,1259.48,0\\r\\n4097,1169,55,Female,0,self_employed,1020,3,1108,121,5181.55,10670.59,10594.41,10795.74,0.3,0.3,5489.34,0.3,10409.78,10670.59,1\\r\\n4098,2978,63,Female,0,self_employed,1583,2,782,3,4776.04,199.9,1676.08,197.94,10546.8,0.54,5970.66,0.54,3193.29,199.9,1\\r\\n4099,1634,37,Male,0,self_employed,334,3,260,5,11169.78,4026.92,6847.33,15577.03,7143.54,0.69,0.69,0.69,5504.75,4026.92,0\\r\\n4100,3554,78,Female,2,self_employed,1096,2,11,195,60399.72,60399.72,60399.72,60195.79,0.41,0.41,0.41,0.41,60399.72,60399.72,0\\r\\n4102,1788,60,Male,0,self_employed,1004,1,307,19,7678.03,5535.17,5105.71,1835.74,2143.04,2143.04,0.19,0.19,7013.01,5120.43,0\\r\\n4103,1578,55,Female,0,self_employed,1096,3,2074,,2140.56,2140.56,2140.56,2127.91,0.36,0.36,0.36,0.36,2140.56,2140.56,0\\r\\n4104,688,62,Male,0,salaried,409,2,3,,2624.37,2767.23,2869.2,4270.58,0.43,0.43,143.29,0.43,2737.67,2767.23,0\\r\\n4105,2243,62,Male,2,self_employed,334,2,2590,23,9196.29,8718.86,5848.16,9347.71,7142.96,0.1,7175.94,150.1,9574.65,5858.23,0\\r\\n4106,1143,35,Male,1,salaried,611,3,155,9,2812.44,2793.66,3171.93,1644.03,1487.71,744.86,1786.29,1214.86,3015.35,3413.98,0\\r\\n4107,2368,33,Male,0,self_employed,1096,2,553,14,3042.18,3685.04,3391.05,3324.97,471.76,357.47,1114.61,0.33,3321.49,3523.75,0\\r\\n4108,4273,30,Male,0,salaried,698,2,231,89,19062.94,19062.94,21039.46,989.52,0.34,0.34,0.34,214.49,19062.94,19145.83,1\\r\\n4109,579,26,Female,,self_employed,409,2,925,114,5753.88,5753.88,5753.88,4884.87,0.66,0.66,0.66,0.66,5753.88,5753.88,0\\r\\n4110,2077,35,Male,0,self_employed,751,2,138,20,19679.96,18394.24,18708.85,16963.13,1286.11,0.4,0.4,0.4,19347.44,18391.34,0\\r\\n4111,1283,66,Female,0,self_employed,621,2,950,255,4604.22,4718.5,4772.82,5262.88,0.19,0.19,114.47,100.19,4694.37,4805.6,0\\r\\n4112,6228,74,Male,0,retired,1020,3,60,184,1881.61,1866.02,2110.24,2252.5,0.27,0.27,0.27,489.44,1884.54,2099.17,0\\r\\n4113,4507,59,Male,0,salaried,617,2,1410,12,4754.34,5119.01,5251.77,4675.56,0.97,0.3,79.93,12.83,4919.56,5256.91,0\\r\\n4114,2477,36,Male,2,salaried,1525,2,277,222,4336.23,2253.44,2959.2,4581.72,0.7,0.7,322.7,820.29,3411.74,2772.16,0\\r\\n4115,1995,31,Male,0,salaried,491,2,279,268,6313.49,5956.35,5335.47,3073.18,0.63,0.63,0.63,0.63,6264.23,5956.35,0\\r\\n4116,5175,57,Male,0,self_employed,61,2,115,181,5822.08,5893.51,5988.45,6200.71,0.69,0.69,0.69,0.69,5844.24,5914.24,0\\r\\n4117,2204,47,Male,0,salaried,146,2,1046,14,8326.28,8456.49,7636.51,5788.79,1343.3,771.87,1343.3,0.44,8367.42,8000.26,0\\r\\n4118,2420,52,Male,0,self_employed,587,2,954,3,5399.8,5542.66,4372.86,4926.52,1143.09,1328.8,1285.94,0.23,4961.38,4814.09,1\\r\\n4119,1048,49,Female,0,salaried,628,2,1999,326,3986.1,3994.81,4061.36,13526.35,0.3,0.3,0.3,0.3,3988.5,4021.52,0\\r\\n4120,1166,84,Female,0,self_employed,1150,2,108,13,10761.5,9693.5,9694.01,9072.51,892.49,0.2,0.2,0.2,10148.49,9529.12,0\\r\\n4121,1706,26,Male,0,self_employed,1096,2,457,14,5424.34,5288.62,5502.71,5283.39,142.99,142.99,0.13,428.7,5357.59,5631.94,0\\r\\n4122,441,90,Male,,self_employed,17,1,104,19,5584.99,5573.56,5574.61,4779.11,2.9,0.04,0.04,0.04,5576.71,5573.56,0\\r\\n4123,531,25,Male,,salaried,968,3,268,11,943.54,4192.88,2161.9,2466.45,229.17,0.2,8342.89,13.84,2248.86,3925.47,1\\r\\n4124,897,35,Male,0,salaried,1111,2,88,9,5281.27,4985.76,4347.2,4230.19,2860.52,3428.27,1560.74,2495.88,3710.55,4759.83,1\\r\\n4125,1111,48,Male,0,self_employed,1232,2,148,137,451.44,71878.78,10305.75,807.11,0.31,0.31,0.31,0.31,20156.05,9966.97,1\\r\\n4126,2258,44,Male,1,self_employed,1096,2,1069,17,7567.46,7210.32,7284.21,7159.51,357.5,0.36,0.36,0.36,7431.99,7210.32,0\\r\\n4127,4979,90,Male,0,self_employed,1096,2,27,13,4882.16,4682.16,4509.22,3265.47,200.31,310.31,0.31,21.03,4778.71,4565.2,0\\r\\n4128,717,48,Male,0,self_employed,751,3,2784,83,37158.78,44341.63,43286.82,50889.46,0.66,0.66,7294.94,0.66,40299.47,44341.63,0\\r\\n4129,4626,43,Female,1,self_employed,334,2,493,21,5008.47,4865.61,4836.14,3847.31,143.44,1572.01,0.59,1564.3,4973.99,5281.48,0\\r\\n4130,740,48,Male,,self_employed,224,3,1715,17,7500.44,7338.01,7352.59,6885.18,229.01,0.44,66.59,0.44,7477.6,7338.01,0\\r\\n4131,2074,55,Female,2,self_employed,15,2,888,17,160.45,2277.11,1839.18,2073.1,214.77,0.49,2331.43,0.49,963.32,2277.11,0\\r\\n4132,6860,59,Female,0,self_employed,318,2,266,,4545.34,4545.34,4557.62,4658.5,0.56,0.56,0.56,0.56,4545.34,4545.34,0\\r\\n4133,2628,62,Female,0,self_employed,1020,3,1333,11,8738.96,9096.35,9168.84,1136.84,814.74,0.7,1172.13,286.41,8987.14,9124,1\\r\\n4134,4653,44,Male,2,salaried,1020,2,163,26,3691.19,4495.73,4567.33,4301.33,614.67,0.39,1421.81,0.39,4526.54,4498.11,0\\r\\n4135,2313,25,Male,0,student,1232,1,7,229,2214.85,2214.85,2217.31,2197.13,0.51,0.51,0.51,0.51,2214.85,2215.69,0\\r\\n4136,1686,76,Male,0,self_employed,1096,2,11,0,37007.36,7608.8,9716.19,22138.89,28904.99,0.2,33.54,0.2,8754.77,6456.67,0\\r\\n4137,6172,57,Female,0,self_employed,1020,1,19,0,8415.57,11055.08,10329.44,10609.87,151.44,0.21,3788.16,137,9824.19,10935.87,0\\r\\n4138,2774,48,Male,0,self_employed,590,3,375,,1782.38,1782.38,1782.38,1770.47,0.47,0.47,0.47,0.47,1782.38,1782.38,0\\r\\n4139,4345,56,Male,1,self_employed,1232,2,103,21,14904.93,6994.57,10116,4410.22,17143.51,9400.66,9235.44,11967.16,15449.04,8061.82,1\\r\\n4140,1425,40,Female,0,self_employed,1232,3,411,25,2784.99,3170.19,3750.87,1902.46,286.4,0.69,15921.94,1925.94,3875.95,3653.69,1\\r\\n4141,960,46,Male,,self_employed,649,3,1437,,1838.05,1838.05,1838.05,1965.66,0.11,0.11,0.11,0.11,1838.05,1838.05,0\\r\\n4142,1984,35,Male,0,salaried,1096,2,329,28,5256.14,5164.27,5365.15,6164.58,0.46,32.86,59.21,518.25,5186.38,5350.87,0\\r\\n4143,5429,57,Male,2,self_employed,15,1,6,12,8304.84,6980.82,7912.83,6264.29,38.94,11818.23,794.66,10751.66,7652.13,8092.81,0\\r\\n4144,5052,69,Male,0,self_employed,1258,2,152,17,1787.31,1701.59,1445.6,1469.77,86.21,0.5,0.5,0.5,1754.8,1407.59,0\\r\\n4145,237,21,Female,0,student,834,2,1404,10,5763.37,2706.31,2948.26,1318.52,3057.3,426.66,0.23,0.23,3902.01,2637.53,0\\r\\n4146,2192,90,Male,0,self_employed,15,2,6,117,443.54,445.13,2148.52,2399.45,0.41,0.41,0.41,2857.56,444.73,2841.45,1\\r\\n4147,5248,43,Male,0,salaried,1096,1,32,6,5648.3,4499.97,4967.76,3655.75,83.97,0.4,0.4,5.26,5877.33,4795.19,0\\r\\n4148,1690,35,Male,0,salaried,843,2,1096,0,4235.13,3366.51,2834.71,2445.19,992.31,1497.93,240.35,1522.98,3325.81,2771.39,0\\r\\n4149,1247,68,Female,0,self_employed,1589,2,33,122,6953.99,6952.27,7122.25,4260.49,0.24,0.24,0.24,428.81,6952.98,6984.53,0\\r\\n4150,404,53,Female,,self_employed,623,2,1628,,4472.28,4472.28,4472.28,4470.06,0.13,0.13,0.13,0.13,4472.28,4472.28,0\\r\\n4151,4780,74,Male,3,self_employed,146,3,1758,76,1135.27,3030.47,1706.15,1820.55,0.3,0.3,1743.24,441.12,1533.61,2795.69,0\\r\\n4152,1726,30,Female,0,self_employed,243,2,1252,147,4066.82,4066.82,4154.99,4052.82,0.09,0.09,0.09,285.8,4066.82,4188.47,0\\r\\n4153,6318,70,Male,0,retired,,2,18,,6012.95,6012.95,6152.02,7534.87,0.37,0.37,0.37,0.37,6012.95,6015.32,0\\r\\n4154,530,90,Male,,self_employed,1178,2,526,39,3301.97,3796.84,2290.22,2048.29,0.31,2857.46,145.91,433.01,3411.32,2052.04,0\\r\\n4155,2822,29,Male,0,self_employed,905,3,259,6,3086.76,3390.53,3718.2,3614.1,916.75,0.54,1772.02,571.97,3616.51,3736.43,0\\r\\n4156,541,68,Male,,retired,51,2,2562,54,7435.26,7435.26,7394.85,5973.04,0.33,1428.9,0.33,1714.61,7435.26,7430.65,0\\r\\n4158,812,66,Female,0,self_employed,1020,1,79,26,2746.19,2056.23,4372.79,3907.72,14830.97,215.7,14597.43,680.6,8646.82,2339.24,1\\r\\n4159,1048,90,,0,self_employed,834,1,219,139,1403.29,1403.29,1506.61,1653.91,0.03,0.03,0.03,0.03,1403.29,1403.29,1\\r\\n4160,3288,90,Male,0,self_employed,574,2,265,6,7090.3,6818.87,6838.74,5810.54,286.33,0.61,14.9,0.61,6878.48,6818.87,0\\r\\n4161,306,32,Male,,salaried,,3,1296,307,3244.74,3244.74,3141.36,1770.1,0.24,0.24,0.24,63.1,3244.74,3245.76,0\\r\\n4162,317,74,Male,,self_employed,194,2,3952,20,9836.02,14899.37,11976.68,7016.87,2143.85,2714.34,7207.2,0.06,10254.24,13424.72,0\\r\\n4163,3219,81,Male,0,self_employed,1020,1,567,9,562.42,332.76,8276.09,10650.57,351398.49,7102.57,1168.83,5599.34,24910.25,866.73,0\\r\\n4164,2866,70,Female,0,self_employed,1181,2,2532,133,2586.61,2586.61,2579.7,2606.34,0.34,0.34,0.34,0.34,2586.61,2586.61,0\\r\\n4165,1528,27,Female,0,salaried,1096,3,1358,33,5197.73,4838.51,4776.69,3869.76,0.47,19.91,1184.97,3460.38,4138.57,5429.56,0\\r\\n4166,2767,90,,0,self_employed,624,2,736,237,7913.96,56.82,5205.97,1166.28,0.33,0.33,82143.19,154086.04,3899.19,6354.06,0\\r\\n4167,2236,49,Female,0,salaried,834,2,693,0,7401.48,6974.97,7467.2,8057.09,1908.2,7982.17,770.19,9308.77,6364.85,7924.17,0\\r\\n4168,4734,40,Male,0,self_employed,15,3,69,95,1762.15,1787.72,1893.05,1889.35,0.59,0.59,0.59,78.64,1761.01,1805.72,0\\r\\n4169,5100,42,Male,0,self_employed,1096,3,158,10,7994.18,6848.19,6968.95,4091.33,1429.03,0.46,528.76,195.33,7273.33,6856.35,0\\r\\n4170,2444,41,Male,0,salaried,1388,2,696,12,5310.04,5786.16,5682.05,5504.83,2.54,0.1,571.53,0.1,5564.85,5783.17,0\\r\\n4171,4023,46,Male,2,self_employed,575,1,572,4,13059.61,1224.55,2232.97,1861.59,21992.25,43.11,0.04,574.5,3544.88,1236.3,0\\r\\n4172,447,59,Male,,self_employed,334,2,4,363,1338.04,1423.76,1471.67,1577.48,0.2,0.2,85.91,57.34,1408.98,1477.21,1\\r\\n4173,417,22,Male,,student,575,2,2995,,872.3,872.3,2946.03,7964.38,0.04,0.04,0.04,0.04,872.3,872.3,1\\r\\n4174,2289,62,Male,0,self_employed,834,3,428,5,5867.01,4647.48,3579.13,4209.18,354.6,6651.44,2057.77,4143.49,3901.17,4585.37,0\\r\\n4175,2433,38,Male,0,self_employed,845,2,897,,2299.2,2299.2,2299.2,2284.64,0.37,0.37,0.37,0.37,2299.2,2299.2,0\\r\\n4176,984,37,Female,0,self_employed,115,2,379,103,1736.55,1737.98,1737.93,1718.56,0.49,0.49,1.91,0.49,1737.83,1737.98,0\\r\\n4177,4066,34,Female,0,salaried,1020,3,414,173,2672.08,2672.08,2940.9,3345.68,0.47,0.47,0.47,0.47,2672.08,2764.24,0\\r\\n4178,576,21,Male,,student,875,2,742,,1990.68,1990.68,1990.68,2597.32,0.14,0.14,0.14,0.14,1990.68,1990.68,0\\r\\n4179,4300,90,Male,0,self_employed,492,3,1414,,13970.78,13977.93,15152.06,16018.66,0.34,0.34,7.49,2143.2,13974.97,15360.41,0\\r\\n4180,2924,73,Male,0,retired,834,2,712,,3021.39,3049.96,3073.51,3140.75,0.7,0.7,0.7,0.7,3045.03,3072.08,0\\r\\n4181,805,27,Male,0,self_employed,1446,3,3410,67,7921.83,5595.07,5850.31,5531.46,0.56,0.56,0.56,0.56,6397.03,5595.07,0\\r\\n4182,1464,49,Male,2,self_employed,231,2,2440,11,2339.62,2307.24,2858.77,3079.89,1771.7,1688.99,1739,2418.6,2468.18,2986.59,1\\r\\n4183,262,68,Male,0,retired,409,3,1067,245,1960.19,1596.11,1699.74,2145.25,0.7,0.7,0.7,0.7,1906.99,1596.11,0\\r\\n4184,4965,41,Female,0,salaried,1096,2,92,61,832.01,2682.48,1810.87,1213.68,0.4,0.4,116.99,1095.02,1221.03,2757.01,0\\r\\n4186,5016,59,Male,0,self_employed,1621,2,50,250,14301.67,12658.82,12401.4,7423.78,0.59,0.59,0.59,0.59,14131.72,11613.65,0\\r\\n4187,2198,44,Female,0,self_employed,891,2,360,23,5766.76,4572.25,4917,4708.56,1194.9,0.39,0.39,0.39,5478.43,4572.25,0\\r\\n4188,739,53,Male,0,self_employed,61,2,2317,102,14412.88,14427.16,14435.18,8318.87,0.53,0.53,0.53,0.53,14421.25,14435,0\\r\\n4189,1648,62,Male,2,self_employed,334,2,141,14,10713.28,16427.56,13938.69,7195.46,1428.66,2857.23,7142.94,1793.3,12240.37,15718.33,0\\r\\n4190,2355,17,Male,0,salaried,409,2,1220,55,1665.5,1638.96,2152.19,2397.6,0.3,15.66,688.04,777.01,1404.62,2142.21,0\\r\\n4191,4939,39,Female,0,salaried,745,3,2006,95,3024.6,3236.5,3231,3384.89,0.63,0.63,212.53,11.53,3113.48,3243.64,0\\r\\n4192,3275,23,Male,0,student,1525,3,488,,2909.91,2909.91,2946.98,2957.36,0.07,0.07,0.07,66.36,2909.91,2954.82,0\\r\\n4193,1803,69,Female,0,self_employed,1020,2,541,0,8436.29,6670.67,6631.85,6438.14,1644.4,0.06,1428.63,0.06,6554.22,6670.67,0\\r\\n4194,767,37,Male,,salaried,879,2,2285,355,4478.87,4478.87,4088.36,3153.75,0.24,0.24,0.24,0.24,4478.87,4681.63,0\\r\\n4195,2140,38,Female,0,self_employed,745,2,1904,13,1107.8,4257.8,3899.03,3728.33,493.43,493.43,3572,210.57,3572.08,4268.26,0\\r\\n4196,2606,90,,,self_employed,1020,2,1204,,17362.17,32848.53,20516.78,6465.12,0.59,0.59,0.59,0.59,22311.78,22856.51,0\\r\\n4197,3315,38,Female,0,self_employed,179,2,641,48,2630.09,2630.09,2584.65,2517.7,0.41,2.52,0.41,0.41,2630.09,2610.76,0\\r\\n4198,1584,34,Female,0,salaried,1020,3,145,33,2456.92,2514.06,2073.38,976.34,0.51,616.46,29.09,7.31,2488.45,2206.25,0\\r\\n4199,3040,68,Female,0,retired,1096,2,587,26,2804.96,6139.99,5471.44,5287.26,371.49,371.49,3692.23,0.06,4544.85,6099.9,0\\r\\n4200,1218,64,Male,0,retired,325,2,1967,,4527.84,4527.84,4527.84,4498.63,0.46,0.46,0.46,0.46,4527.84,4527.84,0\\r\\n4202,2461,73,Female,0,retired,1096,3,1317,109,1608.86,1608.86,1608.86,1263.51,0.17,0.17,0.17,0.17,1608.86,1608.86,0\\r\\n4203,257,78,Female,,self_employed,1034,2,3733,200,10319.18,10319.18,10365.26,11457.59,0.31,0.31,0.31,0.31,10319.18,10319.18,0\\r\\n4204,184,28,Male,,salaried,1096,3,1385,174,1504.67,1504.67,1504.67,1410.5,0.59,0.59,0.59,0.59,1504.67,1504.67,0\\r\\n4205,186,47,Male,,salaried,15,1,300,179,6424.89,6384.14,6600.85,25349.01,0.26,0.26,0.26,0.26,6411.68,6379.81,0\\r\\n4206,2224,34,Male,0,salaried,592,3,1731,46,4212.58,5212.58,3962.13,131.11,0.7,2857.84,1286.41,357.84,5020.46,4393.22,0\\r\\n4207,3693,53,Female,0,self_employed,1020,3,398,40,2254.96,2256.6,2217,1574.62,0.54,21.97,0.54,0.54,2256.37,2243.46,0\\r\\n4208,1136,54,Female,0,self_employed,1096,1,483,0,4243.86,8380.98,4848.3,2327.92,30.87,39334.74,8257.74,31309.74,4616.7,8083.18,0\\r\\n4209,3330,49,Female,0,self_employed,1076,2,64,67,2974.46,3687.07,3243.21,832.01,0.39,0.39,247.67,371.74,3246.95,4018.33,0\\r\\n4210,823,87,Male,0,retired,604,3,2483,74,3332.83,3332.83,3294.73,1494.73,0.4,0.4,0.4,857.54,3332.83,3613.94,0\\r\\n4211,2996,33,Female,0,self_employed,1388,1,377,207,1243.5,1236.36,2392.5,2754.55,0.64,0.64,107.79,1822.2,1287.84,2946.04,0\\r\\n4212,242,61,Male,3,self_employed,59,2,257,112,691.49,1762.92,1663.44,11848.72,0.64,0.64,1072.07,0.64,1467.35,1762.92,1\\r\\n4213,1830,51,Female,0,self_employed,213,2,765,,6589.18,6612.41,7486.65,8087.59,0.39,0.39,0.39,0.39,6608.41,7810.57,0\\r\\n4216,4536,37,Female,0,self_employed,146,2,261,,6912.13,6912.13,6912.13,6867.66,0.27,0.27,7.41,0.27,6912.13,6912.13,0\\r\\n4217,1608,73,Male,0,retired,921,3,1729,51,1386.78,1386.78,8197.97,10086.8,0.14,15516.3,0.14,24285.86,1386.78,13050.81,1\\r\\n4218,3605,42,Female,0,salaried,1020,1,212,76,7962.68,8822.8,13487.1,1973.17,0.36,0.36,714.64,211.37,8152.74,9085.95,1\\r\\n4219,935,28,Female,0,salaried,146,2,75,46,3102.71,3433.34,2070.76,950.42,0.3,5.29,330.93,1241,3297.09,2109.78,0\\r\\n4220,1310,38,Female,0,self_employed,1084,2,830,179,6857.52,4428.95,5493.87,5318.89,0.31,0.31,3286.03,500.31,7355.06,4541.86,0\\r\\n4221,6102,90,Male,0,self_employed,905,2,1310,,7381.4,7381.4,7381.4,7334.64,0.19,0.19,0.19,0.19,7381.4,7381.4,0\\r\\n4222,3049,47,Male,0,self_employed,,3,1900,4,11378.07,10191.76,6930.74,10486.65,4400.99,7513.87,4436.1,386.1,11718.19,6420.05,0\\r\\n4223,1929,32,Male,0,self_employed,1271,3,661,23,3226.68,3898.34,3875.47,4772.17,1.21,1.78,670.92,192.59,3505.39,3941.29,0\\r\\n4225,2720,29,Male,0,salaried,931,2,1233,357,2885.16,4285.98,4943.26,8286.63,0.03,0.03,2422.84,1107.62,3788.86,4891,0\\r\\n4226,240,37,Male,0,self_employed,1110,3,2293,14,1079.92,937.15,1561.95,2029.7,857.2,0.06,0.06,0.06,1060.27,1259.77,1\\r\\n4227,2181,56,Female,0,self_employed,1111,2,1898,6,6795.23,6080.94,6474.07,6986.32,714.86,0.57,0.57,789.76,6253.36,6288.11,0\\r\\n4228,3350,70,Male,0,retired,1382,3,629,74,6049.16,6049.16,5360.98,2034.15,0.23,0.23,0.23,0.23,6049.16,6049.16,0\\r\\n4229,2625,27,Female,0,student,1096,3,503,6,7935.39,4585.68,7276.84,8412.36,3514.66,471.8,164.94,3277.61,7421.15,6888.42,0\\r\\n4230,1466,43,Male,0,salaried,1020,1,12,3,2821.23,1467.2,9392.44,7654.05,47114.31,191548.99,25023.59,82760.43,4261.31,17007.99,1\\r\\n4231,2559,48,Male,0,self_employed,1487,3,944,196,4907.49,5154.63,5140.43,5140.19,0.56,0.56,247.7,0.56,5112.02,5154.63,0\\r\\n4232,5389,90,Male,0,self_employed,409,2,120,17,5620.59,4806.46,5196.81,5553.7,601.53,601.53,0.46,1480.81,5319.23,4676.12,0\\r\\n4233,4557,54,Male,0,salaried,1525,2,84,,3897.37,3897.37,3897.37,3876.49,0.6,0.6,0.6,0.6,3897.37,3897.37,0\\r\\n4234,3444,59,Female,0,salaried,395,2,454,94,3239.8,3239.8,15846.94,28975.45,0.66,0.66,0.66,28572.09,3239.8,12456.39,1\\r\\n4235,2472,59,Female,0,self_employed,146,2,509,115,2461.63,2033.06,2561.95,992.1,0.01,0.01,0.01,1029.01,2387.74,2719.92,0\\r\\n4236,1431,90,,0,self_employed,575,2,168,,1082.79,1798.36,1757.23,1787.95,0.33,0.33,715.9,0.33,1674.98,1798.36,0\\r\\n4237,4669,67,Female,0,self_employed,834,2,219,28,1488.3,2140.22,1748.99,3656.3,74.31,1360.03,731.92,1264.64,1537.58,2026.64,0\\r\\n4238,1033,33,Female,0,student,1644,2,210,17,5577.67,4434.82,4677.84,4407.62,1143.07,0.21,0.21,0.21,5163.88,4434.82,0\\r\\n4240,457,29,Female,,self_employed,38,3,226,74,7144.69,7158.97,5857.06,62.31,0.09,0.09,0.09,0.09,7148.63,7162.66,0\\r\\n4241,3174,68,Female,0,self_employed,1494,2,251,115,4928.84,4928.84,4875.95,6746.74,0.36,0.36,0.36,0.36,4928.84,4859.61,0\\r\\n4242,2448,39,Male,0,self_employed,909,2,1398,,6761.82,7278.59,7372.81,7864.48,0.17,0.17,516.94,371.6,6976.47,7414.99,0\\r\\n4243,349,40,Female,,salaried,1525,3,665,171,1706.49,1706.49,1706.49,1497.61,0.27,0.27,0.27,0.27,1706.49,1706.49,0\\r\\n4244,2680,27,Male,0,self_employed,1181,2,235,7,13093.86,317.59,2204.29,9611.62,3571.86,0.43,6457.57,301.47,5518.69,323.14,0\\r\\n4245,3174,37,Male,2,salaried,357,2,504,0,2692.58,2969.66,3190.42,4134.94,325.66,497.53,545.81,741.72,2863.59,3094.49,0\\r\\n4246,2424,71,Male,0,retired,834,2,1088,19,2868.23,3225.82,3335.02,4488.24,57.61,71.9,415.2,72.46,3092.04,3263.75,0\\r\\n4247,303,46,Male,0,self_employed,649,1,289,,2170.13,2170.13,2170.13,2161.5,0.5,0.5,0.5,0.5,2170.13,2170.13,0\\r\\n4248,2146,82,Female,0,retired,1034,2,1272,43,2468.61,2754.32,2354.68,1951.84,0.11,647.94,285.83,0.11,2537.58,2419.96,0\\r\\n4249,4372,58,Male,2,self_employed,905,2,1388,54,928.22,1076.8,2091.92,1913.27,0.41,1143.27,0.41,3657.56,1067.14,989.6,0\\r\\n4250,1235,32,Female,0,self_employed,593,2,1348,68,3593.62,3593.62,3590.3,5117.96,0.4,0.4,0.4,0.4,3593.62,3593.62,0\\r\\n4251,992,41,Male,0,self_employed,1181,3,2851,172,1590.06,1582.07,1580.13,1636.35,0.16,0.16,0.16,0.16,1586.77,1579.54,0\\r\\n4252,2803,36,Male,0,salaried,688,2,763,3,9399.9,9016.04,9036.4,8960.78,384.21,0.36,0.36,0.36,9077.11,9016.04,0\\r\\n4253,1325,90,,0,self_employed,15,2,300,119,3399.68,3399.68,3399.68,4338.91,0.44,0.44,0.44,0.44,3399.68,3399.68,0\\r\\n4254,5585,24,Female,0,self_employed,1096,3,679,188,896.04,896.06,1622.52,3316.59,0.49,0.49,0.49,0.49,896.06,896.06,0\\r\\n4255,2049,68,Female,0,self_employed,1020,2,443,,10194.08,10191.8,10192.19,10116.31,0.03,0.03,0.03,0.03,10192.98,10191.8,0\\r\\n4256,270,22,Female,,self_employed,1388,1,696,227,1545.74,2902.89,2746.89,4069.14,0.14,0.14,1357.29,0.14,2434.91,2902.89,0\\r\\n4257,1263,32,Male,0,salaried,1537,2,2711,26,9004.9,9662.59,11174.01,9646.95,92.09,3709.29,542.77,228.97,9189.04,12443.02,0\\r\\n4258,499,41,Female,0,self_employed,,3,2968,9,2148.65,496.18,2151.71,1781.78,2600.56,1414.84,257.7,3748.26,1658.08,2091.28,0\\r\\n4259,6277,81,Male,0,salaried,1111,1,88,9,1959.52,2089.79,4767,7552.92,925.62,50.85,1045.79,5485.5,1977.69,5074.3,0\\r\\n4260,5456,62,Female,0,self_employed,15,1,48,23,1815.39,2086.82,1968.35,2547.07,321.84,721.84,537.99,714.7,1965.33,1968.38,0\\r\\n4261,1946,38,Female,0,self_employed,391,3,980,184,6107.4,6104.81,6353.01,6663.98,0.11,0.11,0.11,412.77,6107.13,6354.66,0\\r\\n4262,5687,84,Male,0,self_employed,1020,1,2,,2036.82,2036.82,2036.82,2025.09,0.31,0.31,0.31,0.31,2036.82,2036.82,0\\r\\n4263,3047,90,,0,self_employed,1494,1,67,,1683.54,1683.54,1683.54,1672.87,0.6,0.6,0.6,0.6,1683.54,1683.54,1\\r\\n4264,2056,34,Female,0,self_employed,1096,3,1985,139,3749.9,3749.9,3749.9,3736.86,0.36,0.36,0.36,0.36,3749.9,3749.9,0\\r\\n4265,2977,45,Male,0,self_employed,1020,3,322,91,9600.69,9886.4,9260.82,5133.16,0.23,0.23,285.94,0.23,9630.25,9774.63,0\\r\\n4266,1878,47,Female,0,self_employed,15,3,956,27,323.25,83.25,1493.65,878.52,668.66,1342.94,428.66,0.09,617.04,1551.67,0\\r\\n4267,6521,54,Male,2,self_employed,334,2,24,45,1228.61,979.32,1772.26,2462.28,0.67,900.67,429.24,1929.24,1322.59,2036.37,0\\r\\n4269,2484,51,Female,0,self_employed,15,2,1288,131,4808.7,6314.41,5959.19,17882.38,0.67,0.67,1796.39,0.67,5074.07,6314.41,0\\r\\n4270,1921,47,Female,0,self_employed,409,3,1347,7,3366.02,2565.88,2888.21,12924.18,2857.23,1428.66,3485.66,2076.01,2731.17,2451.74,0\\r\\n4271,2304,49,Male,5,self_employed,1469,3,859,,2237.1,2237.1,2820.82,5213.68,0.1,0.1,0.1,1428.67,2237.1,2559.68,0\\r\\n4272,2076,44,Male,0,salaried,409,2,392,161,4134.05,4205.48,4283.45,4429.85,0.03,0.03,71.46,31.46,4195.62,4230.73,0\\r\\n4273,1397,89,Male,0,retired,363,2,269,33,74.6,8646.03,5486.9,6419.56,0.7,783.57,8572.13,43.56,961.3,7990.81,1\\r\\n4274,4045,42,Female,0,self_employed,409,2,337,18,2594.63,1163.29,1439.38,3043.07,2857.66,0.51,86.23,0.51,2139.49,1163.29,0\\r\\n4275,4156,72,Female,0,self_employed,1020,2,356,0,1497.67,1476.15,2026,4776.18,9.22,15.57,0.2,0.2,1478.62,1481.17,0\\r\\n4276,1386,79,Male,0,retired,1232,3,539,6,1896.58,2388.47,2405.4,2373.29,720.73,6.46,1428.96,143.24,2358.2,2483.88,0\\r\\n4277,3259,31,Male,0,salaried,409,3,598,80,2638.08,2731.4,2711.46,3498.19,0.1,0.1,93.41,46.67,2650.95,2734.4,0\\r\\n4278,5332,52,Male,2,self_employed,221,1,68,20,10773.71,12049.71,32816.19,46617.13,543.16,543.16,1428.87,29024.8,11952.84,30252.2,1\\r\\n4279,807,40,Female,0,self_employed,11,2,1461,20,3609.19,2966.33,3121.5,2482.7,642.89,0.03,0.03,0.03,3431.85,2966.33,0\\r\\n4280,1466,48,Female,0,self_employed,996,2,2460,41,942.63,3892.63,3523.71,2786,0.09,196.9,2857.23,0.09,2862.58,3845.87,1\\r\\n4281,6114,51,Male,0,salaried,1020,2,13,,1875.08,4579.95,4347.07,7139.93,0.1,0.1,142.96,0.1,3168.3,4697.31,1\\r\\n4282,3569,52,Male,0,self_employed,698,2,231,126,6939.62,6939.62,6939.62,6894.87,0.1,0.1,0.1,0.1,6939.62,6939.62,0\\r\\n4283,1487,42,Male,0,self_employed,1020,3,212,266,3643.08,3643.08,3643.08,3621.57,0.2,0.2,0.2,0.2,3643.08,3643.08,0\\r\\n4284,1466,55,Male,0,self_employed,623,3,1627,41,3202.73,7193.82,7064.95,1702.59,0.3,6367.67,12954.43,5123.61,7748.17,5611.53,1\\r\\n4285,1286,56,Female,0,self_employed,1096,3,294,90,26807.36,26807.36,26807.36,3380.69,0.47,0.47,0.47,0.47,26807.36,26807.36,1\\r\\n4286,656,33,Male,,salaried,531,1,153,97,4549.06,7429.76,6905.79,7876.1,0.29,0.29,2880.99,279.66,5439.49,7523.1,0\\r\\n4287,2098,29,Male,0,student,1525,2,146,31,3489.13,10631.99,4254.11,2889.76,0.19,7723.99,7143.04,0.19,6198.49,3655.65,0\\r\\n4288,1192,68,Male,0,retired,656,2,340,38,2556.71,2842.42,2691.4,2682.26,0.04,170.29,285.76,0.04,2674.94,2727.1,0\\r\\n4289,361,56,Female,,self_employed,11,1,121,42,2768.69,3254.41,6090.77,11527.19,0.03,2794.31,714.31,714.31,3058.35,1674.82,0\\r\\n4290,1908,53,Male,0,self_employed,905,2,34,,3255.62,3251.93,3249.7,3218.93,0.56,0.56,0.56,0.56,3255.24,3249.9,0\\r\\n4291,815,35,Female,0,self_employed,649,3,3874,49,2641.22,4187.36,3977.88,5321.81,0.17,2000.17,1428.74,0.17,3461.22,3618.05,0\\r\\n4292,1418,54,Female,1,self_employed,1020,2,79,11,7638.83,5995.97,4862.64,11839.95,1643.44,1643.44,0.59,0.59,6675.77,4724.08,0\\r\\n4293,4743,58,Female,0,self_employed,409,2,1261,74,4516.31,4516.31,4752.78,3634.18,0.16,0.16,0.16,0.16,4516.31,4516.31,0\\r\\n4294,1017,23,Male,0,self_employed,596,2,659,0,2186.26,1102.15,2032.44,1209.79,1317.22,58.76,233.11,6813.95,1462.84,3099.37,0\\r\\n4295,1439,40,Female,0,salaried,1111,2,728,40,2174.85,2246.28,2117.95,2916.78,0.21,9.19,71.64,0.21,2177.31,2085.94,0\\r\\n4296,1934,77,Male,0,retired,1096,3,557,24,3400.15,3797.03,3822.59,3565.72,61.22,7630.74,458.1,7368.64,3503.5,4095.62,0\\r\\n4298,3107,45,Female,0,salaried,491,2,707,11,5821.95,4899.61,4618.72,2248.45,1031.69,144.11,24.37,367.03,5476.13,5146.92,0\\r\\n4299,2683,53,Male,2,self_employed,382,2,785,33,1361.36,1073.04,1432.49,4121.46,0.43,2668.71,0.43,1971.86,1274.56,1097.03,0\\r\\n4300,2129,42,Male,1,self_employed,409,2,1070,7,7850.27,3051.01,3814.1,3033.29,4799.34,4620.51,0.09,5714.37,5045.49,4154.63,0\\r\\n4301,2909,48,Male,2,self_employed,623,2,21,1,4819.78,6620.29,5497.67,6939.32,0.49,0.49,358.14,1107.39,2958.81,6680.89,1\\r\\n4302,446,40,Female,0,self_employed,372,2,3723,70,3794.88,3794.88,3466.36,2221.96,0.44,0.44,0.44,0.44,3798.68,3803.13,0\\r\\n4303,1953,17,Male,0,student,1111,1,2649,45,3831.93,3831.93,3693.68,3355.88,0.63,286.34,0.63,0.63,3831.93,3702.89,0\\r\\n4304,2230,7,Female,0,student,1020,2,501,101,2944.23,10087.09,8445.05,8732.69,0.03,0.03,0.03,0.03,5160.98,10087.09,1\\r\\n4305,5430,43,Male,0,self_employed,1020,2,19,95,1204.22,2231.57,2604.64,890.38,0.29,0.29,3631.38,1417.59,1180.3,2529.71,0\\r\\n4306,2162,90,,0,self_employed,834,2,8,46,18734.16,18748.45,17251.88,15579.38,0.4,3088.55,14.69,0.4,18741.55,17353.8,0\\r\\n4307,4503,47,Male,0,salaried,1232,3,3981,192,5696.48,5710.82,7838.37,10723.28,0.59,0.59,0.64,3572.01,5704.91,7078.24,0\\r\\n4308,1172,90,Male,0,retired,409,1,1374,,1729.85,1729.85,1729.85,1852.56,0.64,0.64,0.64,0.64,1729.85,1729.85,0\\r\\n4310,1538,28,Female,0,student,1436,3,1125,42,2218.07,2218.07,1952.64,1694.1,0.03,514.31,0.03,0.03,2218.07,1936.05,0\\r\\n4311,1461,49,Female,0,self_employed,996,3,3,2,1813.04,1638.85,1453.51,2525.44,317,1121.11,3.96,718.24,1633.39,1312.92,0\\r\\n4312,2285,29,Female,0,salaried,146,2,1300,92,554.63,1994.69,1598.22,924.55,0.64,0.64,1440.7,0.64,805.29,1994.69,1\\r\\n4313,318,53,Female,,self_employed,409,2,481,35,1882.41,1880.19,1540.7,1282.77,0.4,571.83,0.4,0.4,1880.8,1435.93,0\\r\\n4314,558,42,Female,,self_employed,367,2,1068,237,16769.45,16429.14,16429.14,15261.08,0.4,0.4,0.4,0.4,16769.45,16429.14,0\\r\\n4315,5025,55,Male,2,salaried,1525,2,175,28,1661.11,1278.39,1662.37,2557.04,714.64,0.36,329.36,230.35,1712.76,1507.64,0\\r\\n4316,4030,51,Male,0,salaried,1096,1,27,17,22221.38,33062.77,26178.13,29759.62,5798.67,5798.67,10800.34,1159.3,25304.75,25690.9,0\\r\\n4318,5452,57,Female,0,retired,724,2,15,163,9449.81,10734.1,11199.29,12440.77,0.07,0.07,1285.79,928.64,9692.91,11427.64,0\\r\\n4319,1551,12,Male,0,student,318,2,213,13,2246.57,1383.39,1544.96,1328.99,934.73,0.11,0.11,0.11,1782.86,1401.82,0\\r\\n4320,1711,71,Male,0,self_employed,1096,1,11,9,9844.65,417.72,2109.47,9104.07,11902.6,18214.74,0.46,17909.31,4969.05,1245.45,0\\r\\n4321,2463,32,Male,0,self_employed,241,2,1673,15,4748.41,4701.92,3262.71,3948.28,2907.63,5804.8,1601.88,2981.95,4604.33,3490.62,1\\r\\n4322,457,25,Male,,self_employed,83,2,1826,81,47.75,5393.88,2682.67,2154.22,0.03,0.03,5557.17,3571.46,334.19,1976.32,0\\r\\n4323,305,40,Male,,salaried,409,3,558,18,2874.39,2921.25,2858.15,1192.85,135.8,0.09,182.66,0.09,2923.64,2921.25,0\\r\\n4324,1260,70,Male,0,self_employed,623,2,700,47,8645.32,8645.32,8697.15,7625.57,0.5,1071.93,0.5,1071.93,8645.32,8818.13,0\\r\\n4325,416,52,Female,0,self_employed,956,3,1571,52,43016.9,280903.78,215307.04,194131.3,0.57,8.89,237787.82,18595.82,65268.75,287630.23,1\\r\\n4326,2867,17,Male,0,student,499,2,1423,,1754.83,1754.83,1754.83,1744.18,0.46,0.46,0.46,0.46,1754.83,1754.83,0\\r\\n4327,2047,60,Male,0,self_employed,396,2,1825,149,2928.72,5777.01,5350.71,4719.47,0.53,0.53,2857.67,0.53,4500.76,5777.01,0\\r\\n4328,1460,56,Male,0,salaried,243,2,122,152,1737.41,5308.84,3015.02,6141.06,0.46,0.46,3571.89,3571.89,1860.57,2589.95,1\\r\\n4329,528,61,Male,2,salaried,753,3,2403,112,3388.94,1045.19,2348.97,2001.89,0.1,0.1,446.8,8018.23,3400.5,1614.64,0\\r\\n4330,501,57,Female,,self_employed,1020,1,80,100,4474.7,4474.7,5327.99,1577.69,0.63,0.63,0.63,1422.41,4474.7,4676.65,0\\r\\n4331,4674,39,Female,0,salaried,1232,3,29,152,2183.78,2040.92,2038.67,1630.2,0.6,0.6,0.6,0.6,2183.78,2037.9,0\\r\\n4333,4361,61,Male,0,self_employed,427,2,244,18,4717.99,2352.82,3330.18,3756.55,2365.24,0.07,0.07,0.07,3902.41,2352.82,0\\r\\n4334,408,52,Female,,self_employed,1006,2,798,,1462.57,1562.57,1548.78,1872.15,0.27,0.27,100.27,0.27,1521.19,1562.57,1\\r\\n4335,2648,28,Female,0,student,575,1,440,247,3543.37,3543.37,3543.37,3523.53,0.56,0.56,0.56,0.56,3543.37,3543.37,0\\r\\n4336,4514,77,Male,0,self_employed,1232,2,52,28,4876.71,1790.96,3736.76,3351.62,5714.56,458.3,2428.84,935.17,6184.86,2175.43,0\\r\\n4337,4218,57,Female,0,self_employed,1020,2,47,75,1979.15,1979.15,1947.53,1769.12,0.66,0.66,0.66,0.66,1979.15,1979.15,0\\r\\n4338,3181,51,Male,0,self_employed,1461,2,822,104,2069.38,2067.19,2067.26,3251.07,0.7,0.7,0.7,0.7,2068.85,2067.19,0\\r\\n4339,939,22,Male,0,student,623,2,1628,80,61076.8,63933.94,55538.55,2433.72,0.03,0.03,2857.17,0.03,61076.8,63933.94,0\\r\\n4340,2603,43,Female,0,salaried,904,2,2279,35,127.23,5555.8,4523.66,5146.38,0.5,378.27,5429.07,0.5,2935.11,5457.85,1\\r\\n4342,2093,72,Female,0,self_employed,1589,3,33,215,3316.85,3316.85,4193.96,6446.48,0.33,0.33,0.33,571.76,3316.85,3372.15,0\\r\\n4343,361,29,Female,0,self_employed,1636,2,2096,229,5052.48,5014.56,5029.27,6704.54,0.01,0.01,2147.81,0.01,4607.07,5014.56,0\\r\\n4345,398,2,Male,0,student,1020,3,60,13,2641.23,1612.66,2135.88,1508.2,1600.51,1871.94,0.51,0.51,2134.83,1674.94,0\\r\\n4346,2954,41,Female,0,self_employed,526,2,421,,1437.41,1437.41,1437.41,1428.29,0.26,0.26,0.26,0.26,1437.41,1437.41,0\\r\\n4347,1065,68,Female,0,self_employed,1020,2,322,46,31446.48,31446.48,30770.6,29857.45,0.53,1429.1,0.53,0.53,31446.48,30847.4,0\\r\\n4348,3377,38,Female,0,self_employed,1020,1,85,,25240.03,25240.03,25240.03,25080.14,0.01,0.01,0.01,0.01,25240.03,25240.03,0\\r\\n4349,830,35,Female,0,self_employed,1589,2,429,87,4566.18,4637.61,4595.58,2009.28,0.56,0.56,71.99,0.56,4605.59,4690.61,1\\r\\n4350,2952,57,Male,2,self_employed,1020,2,143,161,1687.27,1687.27,1687.27,2027.6,0.39,0.39,0.39,0.39,1687.27,1687.27,0\\r\\n4352,2644,34,Male,0,salaried,705,3,525,48,2317.78,2653.79,2395.56,2588.32,0.3,395.87,617.11,23.93,2357.93,2528.65,0\\r\\n4353,1626,31,Male,0,salaried,1232,2,149,86,3225.72,4284.45,3286.87,5175.68,0.46,0.46,127.55,800.06,3497.73,3715.6,0\\r\\n4354,2680,32,Male,0,salaried,762,3,1434,5,3316.26,3597.89,3728.5,3923.79,43.54,0.69,500.69,329.26,3377.63,3844.83,0\\r\\n4355,1024,31,Male,0,salaried,,2,1259,,6399.17,6484.88,6457.29,6505.58,0.47,0.47,86.19,0.47,6402.12,6484.88,0\\r\\n4356,2863,38,Female,0,salaried,1613,3,568,90,153.62,153.62,1629.53,1681.82,0.53,0.53,0.53,2500.53,153.62,1340.25,1\\r\\n4357,4426,90,Female,,self_employed,409,1,158,,3793.49,3793.81,3793.79,3716.71,0.34,0.34,0.34,0.34,3793.73,3793.81,0\\r\\n4358,1174,28,Male,0,self_employed,531,3,1668,9,4705.78,1664.4,3628.03,4084.65,1430.05,0.64,1072.03,215.99,4155.45,1755.9,0\\r\\n4359,2868,27,Male,0,self_employed,1415,3,548,86,3058.77,3058.77,3044.79,2574.8,0.04,0.04,0.04,0.04,3058.77,3057.84,0\\r\\n4360,3764,40,Female,0,self_employed,1096,3,319,100,1739.99,3970.49,3928.41,3026.65,0.16,0.16,3571.59,1536.51,2511.2,4704.83,0\\r\\n4361,651,49,Female,0,salaried,496,2,1895,6,741.89,2135.5,2021.89,1606.38,49.83,49.87,1429.16,214.87,1595.66,2213.43,0\\r\\n4362,1559,54,Female,0,salaried,834,2,1469,37,9505.77,9505.77,9184.29,8947.57,0.66,564.76,0.66,0.66,9505.77,9105.44,0\\r\\n4363,2246,47,Female,0,salaried,1020,3,376,167,2341.94,2233.93,2223.37,1917.99,0.43,0.43,0.43,0.43,2202.26,2233.93,0\\r\\n4364,2655,34,Male,0,salaried,485,2,1543,26,2375.95,2301.43,2436.44,2414.46,214.69,214.69,213.36,358.14,2397.01,2461.79,0\\r\\n4365,948,26,Female,0,student,1436,3,1125,0,2528.88,2528.88,2459.92,2516.34,286.16,0.44,286.16,0.44,2321.99,2528.88,0\\r\\n4366,490,24,Male,,student,575,3,3526,199,888.18,1202.47,1492.98,3448.2,0.57,0.57,286.29,924.43,936.46,1393.12,0\\r\\n4367,2328,42,Female,0,self_employed,1611,3,448,52,2969.42,2969.42,3503.58,3753.47,0.61,610.61,0.61,1429.19,2969.42,3753.33,0\\r\\n4368,3029,53,Female,2,self_employed,334,2,24,13,100649.14,100664.31,102408.85,20052.79,89.9,375.61,232.54,2482.54,100643.7,101524.82,0\\r\\n4369,2672,26,Male,0,student,531,3,4392,0,4619.71,6580.01,5207.92,3589.9,760.56,760.57,2720.86,0.49,4636.29,5893.48,0\\r\\n4370,1200,38,Male,0,self_employed,665,3,2374,13,7654.7,3303.63,5199.45,2378.22,17.03,0.69,5119.87,5959.26,8196.41,3449.14,0\\r\\n4371,2053,34,Male,0,salaried,833,3,737,59,15038.56,14499.67,14345,19599.43,0.46,31.09,690.48,2002.24,14276.75,14535.91,0\\r\\n4372,230,25,Male,0,self_employed,409,3,558,28,4815.46,4756.94,4333.76,3067.61,191.84,1000.06,133.33,133.33,4827.23,4548.33,0\\r\\n4373,2785,33,Male,0,salaried,1522,2,754,295,10184.39,10290.54,10311.38,10406.19,0.41,0.41,0.41,0.41,10286.88,10325.72,0\\r\\n4374,2620,26,Female,0,salaried,1020,1,240,,2720.19,3440.43,3290.19,3443.11,0.1,0.1,0.1,0.1,2993.38,3438.38,0\\r\\n4375,230,38,Male,0,salaried,575,3,3214,18,3633.18,4691.2,4261.04,1574.82,821.57,114.96,2104.43,831.06,3673.12,4923.75,0\\r\\n4376,3953,39,Male,2,self_employed,221,3,68,27,1132.87,2340.95,2173.17,2558.35,357.49,357.49,1537,348.61,1665.33,2450.37,1\\r\\n4377,2135,39,Female,0,self_employed,980,2,655,3,5919.06,3771.7,3868.87,3739.15,2142.91,0.06,0.06,0.06,4070.21,3770.59,0\\r\\n4378,2328,19,Male,0,student,1387,3,1256,,2097.79,2097.79,2097.79,2085.47,0.24,0.24,0.24,0.24,2097.79,2097.79,0\\r\\n4379,501,48,Male,2,self_employed,29,2,1487,44,371.93,9831.46,9763.02,15823.57,0.04,2857.19,159.57,3016.71,9359.94,9805.03,1\\r\\n4380,672,54,Male,0,self_employed,1096,2,271,14,1428.93,116.91,3474.54,1498.41,11596.5,0.36,37143.21,14286.07,7610.25,709.43,1\\r\\n4382,626,36,Male,,self_employed,180,2,3245,26,27602.95,20460.09,22676.84,20359.34,7143.16,0.3,0.3,0.3,27110.33,20460.09,0\\r\\n4383,1375,67,Female,0,self_employed,623,3,642,,5763.58,1477.87,2069.42,1471.06,0.67,0.67,0.67,0.67,3251.27,1478.32,0\\r\\n4384,4416,42,Female,0,self_employed,968,2,268,95,1588.28,1592.54,1591.46,675.76,0.36,0.36,0.36,0.36,1589.31,1592.54,0\\r\\n4385,828,75,Male,0,self_employed,916,3,3126,0,64753.52,64257.26,63671.81,59485.26,1546.67,1548.51,895.81,936.65,64128.1,63658.18,0\\r\\n4386,1596,60,Male,2,self_employed,834,2,1924,53,1077.3,1105.87,4402.82,4184.49,0.57,21173.01,0.57,26423.5,1081.24,5687.44,0\\r\\n4388,1694,47,Female,0,self_employed,15,2,1680,0,1359.21,1121.62,8068.33,4857.01,14513.45,3815.11,7143.26,22857.54,3643.66,8346.26,1\\r\\n4389,381,37,Male,0,salaried,409,1,144,168,3323.91,3496.06,3465.44,3605.51,0.7,0.7,286.41,0.7,3367.36,3499.84,0\\r\\n4390,2498,34,Female,3,salaried,491,2,271,9,9320.61,9423.47,8610.94,6751.93,285.76,0.04,385.76,365.49,9399.23,8687.35,0\\r\\n4391,2560,32,Male,0,self_employed,1096,2,457,7,2161.81,1561.81,3648.52,9045.56,743.51,464.94,286.37,5026.09,1934.22,1598.93,1\\r\\n4392,2265,41,Female,0,salaried,575,3,1717,76,3533.62,3595.05,3535.09,1863.33,0.19,0.19,61.61,0.19,3544.21,3595.05,0\\r\\n4393,1355,62,Female,0,self_employed,649,3,54,20,1298.12,39117.57,14266.68,6655.22,463.46,0.6,41143.46,7143.46,25655.18,15054.98,1\\r\\n4394,2968,65,Female,0,self_employed,1020,2,47,24,1130.39,3328.09,2846.61,3306.65,1428.93,0.36,3626.63,0.36,1883.64,3328.09,0\\r\\n4395,1864,40,Female,0,self_employed,621,3,219,178,2287.13,2293.27,2231.62,1632.53,0.37,0.37,6.51,0.37,2287.98,2293.27,0\\r\\n4396,2425,63,Female,0,self_employed,409,1,923,19,1428.8,1428.8,1576.58,1132.59,2571.66,0.23,0.23,0.23,1872.15,1428.8,0\\r\\n4397,4099,51,Male,0,self_employed,1020,1,227,81,11160.82,8051.09,8119.45,8530.99,0.29,0.29,0.29,357.43,10320,7485.3,0\\r\\n4398,5178,70,Male,0,retired,1096,3,43,20,9249.56,2737.87,3965.3,2831.95,7144.99,0.6,619.01,86.31,7653.54,2125.89,0\\r\\n4400,765,61,Male,2,self_employed,1096,2,1386,20,1364.31,1972.92,1997.15,3016.6,2143.06,285.91,2751.67,0.2,2112.81,1917.62,0\\r\\n4401,377,32,Female,,self_employed,1088,2,3135,,11672.42,11672.42,11650.74,11423.49,0.07,0.07,0.07,0.07,11672.42,11672.42,0\\r\\n4402,1638,39,Female,0,self_employed,1020,3,542,12,17284.93,3891.74,5330.96,4612.41,13392,0.63,0.63,0.63,9895.71,3891.74,0\\r\\n4403,1631,30,Female,0,self_employed,1096,1,1672,181,22908.4,779.83,1870.76,6041.78,0.36,0.36,0.36,1428.93,1906.18,2508.39,0\\r\\n4404,1440,63,Male,0,self_employed,1257,2,1384,,2256.94,2256.94,2256.94,2241.39,0.64,0.64,0.64,0.64,2256.94,2256.94,0\\r\\n4405,2676,55,Female,0,self_employed,1181,3,186,110,1518.03,1518.03,1883.73,1556.69,0.66,0.66,0.66,8028.31,1518.03,3393.08,0\\r\\n4408,389,71,Female,,self_employed,1111,2,1292,3,647.25,901.03,1481.79,1321.12,245.26,0.39,474.54,257.46,846.03,971.02,0\\r\\n4409,3113,63,Male,1,salaried,409,1,482,5,134205.84,217.99,19634.33,2545.11,23470.82,0.07,0.07,0.07,56483.73,217.99,0\\r\\n4410,1847,51,Female,0,self_employed,334,3,2082,331,1622.55,1508.26,1497.89,1234.73,0.44,0.44,0.44,36.16,1583.14,1502.59,0\\r\\n4412,3589,32,Male,0,student,1294,3,150,236,226.32,1654.89,1457.84,1640.13,0.34,0.34,0.34,0.34,1063.75,1654.89,0\\r\\n4413,1678,79,Female,0,self_employed,1096,1,586,17,8020.35,7620.35,7645.76,6126.95,2143,0.14,2143,0.14,8186.85,7570.21,0\\r\\n4414,5198,42,Male,2,self_employed,656,2,46,0,5756.42,5950.42,5926.45,4658.63,1286.4,0.69,180.4,358.81,5775.71,6259.11,0\\r\\n4415,1130,29,Male,0,salaried,623,3,1996,3,355.4,1231.97,1563.41,1325.15,972.21,1058.83,2025.87,2982.38,1123.71,1649.25,0\\r\\n4416,1857,75,Female,0,retired,834,3,1929,44,5108.88,5143.16,4991.08,4679.3,0.11,324.04,34.4,0.11,5119.52,5002.1,0\\r\\n4417,306,25,Male,0,self_employed,891,3,360,231,1814.84,2185.72,1570.13,1152.45,0.09,0.09,1551.51,2440.09,2018.72,1681.39,0\\r\\n4418,1869,48,Female,1,self_employed,1084,1,489,181,14176.8,2297.99,3002.05,2433.95,0.24,0.24,121.43,169.3,4012.31,2417.79,0\\r\\n4419,1697,27,Female,0,salaried,664,2,1954,17,4795.05,4755.17,4780.55,6226.7,40.53,0.64,0.64,40.53,4779.92,4756.45,0\\r\\n4420,3002,34,Female,0,self_employed,61,2,115,,469.28,1893.31,1713.42,3121.49,0.59,0.59,0.59,0.59,1353.63,1893.31,1\\r\\n4421,2010,29,Male,1,self_employed,1525,2,662,243,5629.49,5629.49,5629.49,5786.13,0.01,0.01,0.01,0.01,5629.49,5629.49,0\\r\\n4422,4480,82,Male,0,retired,1020,2,114,12,11000.96,10731.64,12333.04,8037.26,244.21,0.57,0.57,2672,10876.5,12811.61,0\\r\\n4423,2726,68,Male,0,retired,1111,3,590,96,761.92,1018.92,2359.08,1107.78,0.57,0.57,471.86,161.43,879.15,938.91,1\\r\\n4424,4261,49,Male,0,self_employed,557,3,284,,5157.47,6251.97,11258.65,20780.05,0.6,0.6,0.6,214.89,5689.54,6745.94,1\\r\\n4425,2789,48,Male,0,self_employed,1467,2,3880,24,1968,2111.21,1946.96,2137.31,143.44,1429.44,289.04,1020.03,2157.04,1986.41,0\\r\\n4426,760,42,Female,,self_employed,954,3,2031,32,18958.52,18956.45,17028.41,12647.96,0.6,2857.74,0.6,0.6,18957.52,16336.77,0\\r\\n4427,968,34,Male,0,self_employed,848,3,2001,0,2261.45,5304.28,6154.29,4879.38,1286.63,8441.34,4329.46,7667.95,4611.86,7107.74,0\\r\\n4428,6547,68,Male,2,salaried,1096,2,92,276,2682.48,2682.48,2704.8,3391.58,0.61,0.61,0.61,67.6,2682.48,2682.48,0\\r\\n4429,2853,61,Male,0,self_employed,1020,3,544,3,2602.47,2569.1,1949.07,768.67,171.64,0.21,458.38,1009.3,2638.8,2227.94,1\\r\\n4430,1291,73,Male,0,retired,1020,2,79,60,2878.12,3267.69,3601.7,3782.56,0.19,0.19,392.04,923.76,3029.17,3778.44,0\\r\\n4431,1481,5,Female,0,student,496,3,2661,3,2177.94,1877.94,1869.76,1807.95,286.33,0.61,0.61,0.61,1904.54,1856.45,0\\r\\n4432,1652,54,Female,0,self_employed,1076,3,64,237,1463.74,1464.55,1464.41,1457.54,0.41,0.41,0.41,0.41,1464.13,1464.55,1\\r\\n4433,1456,32,Male,0,self_employed,1232,2,359,12,2047.8,1956.04,2014.94,3614.14,3.1,0.24,347.66,129.72,2026.95,1975.08,1\\r\\n4434,1585,35,Male,1,self_employed,1096,1,484,11,6212.68,16613.94,7715.17,7366.07,1832.74,9501.66,6132.55,2613.05,9479.62,10072.16,0\\r\\n4435,2210,44,Male,0,salaried,491,3,396,362,1844.29,1844.29,1846.6,2101.93,0.51,0.51,0.51,0.51,1844.29,1844.29,0\\r\\n4436,2497,72,Male,0,salaried,965,3,37,,1356.93,1356.93,1521.77,1690.69,0.3,0.3,0.3,0.3,1356.93,1569.99,0\\r\\n4437,2709,56,Female,0,salaried,146,3,371,35,10195.23,10212.17,9795.24,6803.54,0.24,286.81,0.24,17.1,10198.01,10029.26,0\\r\\n4438,798,65,Female,0,self_employed,241,3,62,1,10577.83,10236.96,8310.63,3778.2,98.56,5858.84,43.4,0.54,10363.42,9776.92,1\\r\\n4439,2149,50,Female,0,self_employed,1096,3,1127,49,2141.98,2427.69,2255.78,1589.97,0.59,429.16,572.01,286.3,2398.14,2436.91,0\\r\\n4440,5336,37,Female,0,salaried,1589,3,384,,11333.33,10908.44,10695.05,8383.09,0.67,0.67,143.53,1628.26,11417.39,10659.6,0\\r\\n4441,607,47,Male,0,self_employed,601,2,2998,11,8375.93,8116.64,7913.16,69318.99,464.79,451.36,205.5,243.83,8197.8,7876.67,0\\r\\n4442,5866,90,Female,0,self_employed,1020,2,541,39,1496.85,2669.1,1674.16,3125.74,0.6,16817.15,1172.03,15582.65,1581.89,1851.72,1\\r\\n4443,1107,48,Female,0,salaried,459,3,2304,13,16795.86,15107.73,15431.79,14751.78,1816.76,0.06,100.06,100.06,15882.21,15183.54,0\\r\\n4444,3619,63,Male,2,salaried,698,2,231,3,2546.43,2624.02,4303.04,3102.21,3035.92,12819.62,3075.85,12749.76,2659.68,7235.92,0\\r\\n4445,1678,41,Female,0,self_employed,1020,1,182,14,2134.92,1849.21,1752.76,5402.86,285.83,358.09,0.11,0.11,1987.14,1779.92,0\\r\\n4446,856,46,Male,0,self_employed,196,3,1107,89,1933.71,1976.57,2059.74,2110.71,0.47,0.47,0.47,0.47,1953.91,2002.21,0\\r\\n4447,2638,46,Female,0,self_employed,,3,1922,89,2448.26,2448.26,2429,1246.34,0.56,0.56,0.56,0.56,2448.26,2448.26,0\\r\\n4448,2573,51,Male,0,self_employed,146,1,76,19,12090.38,88480.07,37506.26,10734.02,12528.69,84976.19,87651.59,0.11,59225.07,39770.06,0\\r\\n4449,1777,90,Male,0,self_employed,1180,3,600,31,2895.52,2895.52,2487.86,1581.73,0.66,710.37,0.66,0.66,2895.52,2392.07,0\\r\\n4450,374,30,Male,,salaried,146,2,514,0,8594.78,15806.28,10816.6,10607.83,8714.81,2268.77,15934.4,1699.07,2746.21,14879.02,0\\r\\n4451,3128,66,Male,0,retired,623,3,365,24,5273.06,26225.63,18772.92,17740.75,8285.87,5143.01,25097.73,490.06,7737.64,24192.03,1\\r\\n4452,731,29,Female,0,self_employed,1589,2,416,11,7496.88,7630.02,7345.1,7127.61,0.42,2368.29,171.64,1489.73,7557.9,7668.77,0\\r\\n4453,1606,35,Female,1,self_employed,1216,2,1278,,1613.23,3686.57,2481.25,2921.92,0.17,0.17,2301.86,299.37,1883.88,2668.73,1\\r\\n4454,2501,43,Male,0,salaried,15,2,2441,3,2094.86,958.87,1480.48,1411.6,22.81,0.1,0.1,0.1,1600.38,1482.19,0\\r\\n4455,1169,29,Male,0,salaried,17,2,1783,87,19591.02,19616.73,19608.18,19558.09,0.04,0.04,25.76,0.04,19603.88,19616.73,0\\r\\n4456,4436,75,Male,0,retired,409,1,1442,7,8401.77,7886.44,8458.24,11089.49,1080.64,1300.9,500.48,43.37,7906.43,7117.27,0\\r\\n4457,3691,42,Male,3,self_employed,1219,3,274,45,2085.01,2441.6,2586.54,2655.89,0.03,322.78,293.23,578.94,2210.43,2495.87,0\\r\\n4458,2062,63,Male,0,self_employed,1096,3,1557,91,2353.59,2353.59,2347.36,2032.18,0.51,0.51,0.51,0.51,2353.59,2353.59,0\\r\\n4460,664,44,Female,,self_employed,409,3,1673,48,4409.18,5718.34,5973.66,6126.96,0.06,642.91,2166.36,820.07,5599.34,5773.51,1\\r\\n4461,1525,67,Male,2,salaried,1020,1,2,174,2076.01,2181.91,2188.64,2279.24,0.14,0.14,106.04,44.2,2099,2191.86,0\\r\\n4462,704,31,Female,0,salaried,1020,3,1019,5,8789.54,227.37,1806.92,629.54,8618.29,0.4,13.26,237.77,3919.74,429.75,0\\r\\n4463,7088,90,Female,0,self_employed,1020,2,240,0,4181.05,3872.12,3841.67,3410.03,583.39,397.74,193.63,144.33,4028.39,3732.93,0\\r\\n4464,1074,42,Female,0,self_employed,860,2,671,,1490.51,1490.51,1487.93,1471.49,0.09,0.09,0.09,0.09,1490.51,1487.36,0\\r\\n4465,227,60,Male,0,salaried,334,2,386,,15092.88,17264.11,11840.92,6522.4,0.54,0.54,4203.76,687.63,15571.63,10736.92,0\\r\\n4466,3502,23,Female,0,student,762,2,195,7,5552.92,5258.71,4875.53,4151.76,3.84,15.41,414.79,717.91,5025.94,4879.35,0\\r\\n4467,2033,42,Male,0,self_employed,1525,3,1077,41,6546.62,6600.82,6474.4,13019.23,0.13,571.56,94.3,94.41,6508.95,5665.52,0\\r\\n4468,1229,79,Male,0,retired,452,2,2672,14,4202.43,4073.85,4087.63,3558.54,128.71,0.14,0.14,0.14,4153.66,4073.85,0\\r\\n4469,2187,43,Female,0,salaried,102,3,113,21,3327.21,1470.07,1954.81,1798.04,2142.9,0.04,0.04,0.04,2867.61,1475.6,0\\r\\n4471,1441,40,Male,0,self_employed,409,2,2076,13,4190.9,1765.9,5932.66,10697.69,9125.5,0.5,6700.5,4000.5,4008.14,4475.57,0\\r\\n4472,5031,45,Male,3,self_employed,1096,3,132,47,24066.04,11780.61,15830.77,5543.15,0.46,1986.17,0.46,1716.6,24066.04,12368.34,0\\r\\n4473,6142,40,Male,1,salaried,1096,1,27,23,6025.97,3782.18,5025.26,4482.1,1379.17,1428.97,635.39,1329.67,5760.81,4542.77,0\\r\\n4474,4199,62,Male,2,self_employed,1096,2,91,27,75.58,171.26,6907.3,5649.92,357.26,0.11,1785.07,19083.61,406.92,3511.32,1\\r\\n4475,6612,55,Male,0,self_employed,1111,3,88,0,2677.16,2820.32,2480.23,1306.16,2809.66,2786.81,2247.77,3228.57,1790.89,2739.81,0\\r\\n4476,4976,37,Male,0,self_employed,1020,1,84,26,195.66,232.42,11058.8,14012.13,15268.19,7177.98,65056.16,21507.19,22342.85,3099.46,0\\r\\n4477,570,38,Male,0,self_employed,307,1,2875,363,28482.19,18482.19,15245.26,8428.46,0.01,0.01,0.01,0.01,27964.95,9288.65,0\\r\\n4478,3115,49,Female,0,self_employed,409,3,1350,14,2584.2,2343.04,2442.61,2669.76,286.21,0.5,45.06,116.54,2466.24,2395.44,0\\r\\n4479,3381,90,Female,0,self_employed,962,2,646,24,2225.38,2182.97,3088.39,3289.06,42.8,59.67,0.39,1428.96,2219.53,3500.25,0\\r\\n4480,4270,52,Male,2,salaried,1020,1,321,24,2950.64,3525.56,3440.78,4883.54,1040.59,3540.59,1615.51,3803.03,3349,3041.76,0\\r\\n4481,3171,28,Female,0,self_employed,1020,2,5,57,3037.08,3091.86,2639.65,3951.57,0.26,227.81,0.26,0.26,3063.52,3078.65,0\\r\\n4482,6881,66,Female,0,self_employed,996,2,56,,5338.09,5338.09,5338.09,5304.65,0.24,0.24,0.24,0.24,5338.09,5338.09,0\\r\\n4483,1583,36,Female,0,self_employed,1467,3,191,40,9.82,9.82,2525.87,715.12,0.13,877.59,0.13,8668.14,9.82,1768.42,1\\r\\n4484,1545,30,Female,0,salaried,1096,3,1236,,4108.67,3704.82,3209.07,1875.97,0.19,0.19,400.19,728.76,3691.16,3213.02,0\\r\\n4485,4776,43,Male,0,salaried,1096,3,484,122,2362.42,2264.93,2254.73,2127.28,0.59,0.59,1086.3,157.73,2487.51,2203.67,0\\r\\n4486,841,59,Female,0,salaried,1111,3,930,7,984.51,3809.72,1445.43,2612.91,1429.21,6429.21,11.43,7.79,1305.94,1181.51,0\\r\\n4487,735,45,Female,0,self_employed,1096,2,924,62,8573.14,8573.14,8551.64,7944.56,0.19,0.19,0.19,0.19,8573.14,8573.14,0\\r\\n4488,4965,73,Male,0,self_employed,1020,3,591,1,6796.44,5766.8,7537.48,8618.58,207.36,71.39,834.74,4403.2,6790.3,6182.92,0\\r\\n4489,252,69,Female,,self_employed,1096,3,1343,254,1652.5,1639.45,1639.34,1336.08,0.21,0.21,0.21,0.21,1642.43,1639.36,0\\r\\n4490,3379,54,Female,0,self_employed,1271,2,101,61,5495.63,2614.58,3135.54,548.53,0.51,0.51,9286.23,0.51,5428.24,2554.85,0\\r\\n4491,2632,40,Male,0,self_employed,598,2,943,30,18142.98,18142.98,17700.58,16319.45,0.06,685.77,0.06,0.06,18142.98,17501.5,0\\r\\n4492,1515,90,Male,0,self_employed,1014,2,1090,,88617.05,88617.05,88617.05,88049.5,0.49,0.49,0.49,0.49,88617.05,88617.05,0\\r\\n4493,3054,54,Male,0,salaried,1232,2,825,7,3673.89,1581.13,2308,3115.76,2681.23,0.51,588.47,980.51,2973.77,2041.96,0\\r\\n4494,2111,41,Female,1,salaried,623,3,1626,11,1166.3,1448.54,1509.57,1856.85,239.27,0.69,474.96,150.45,1561.62,1438.05,0\\r\\n4495,1221,31,Female,2,self_employed,11,2,121,62,3188.27,3188.27,3201.27,1036.39,0.19,0.19,0.19,0.19,3188.27,3188.27,0\\r\\n4496,2960,39,Female,0,self_employed,146,2,75,,6732.83,6974.1,4747.61,3241.64,0.54,0.54,241.81,612.78,6785.88,4707.11,0\\r\\n4497,1423,69,Female,0,self_employed,15,1,6,220,10189.21,9961.9,9961.72,9235.32,0.06,0.06,0.06,0.06,10189.21,9961.9,0\\r\\n4498,2977,19,Female,0,student,875,2,742,159,1906.53,1906.53,1906.53,1608.48,0.16,0.16,0.16,0.16,1906.53,1906.53,0\\r\\n4499,3304,32,Male,0,student,1258,2,152,294,5373.03,5373.03,5373.03,5339.39,0.17,0.17,0.17,0.17,5373.03,5373.03,0\\r\\n4500,3222,40,Male,2,salaried,1315,2,250,18,7857.23,8155.73,8037.16,7376.29,286.48,0.54,0.54,8.4,7960.12,8159.86,0\\r\\n4503,293,36,Male,0,salaried,334,2,795,7,9526.57,8978.14,7454.71,4627,9.07,7.43,1218.9,1065.38,8188.5,7456.86,0\\r\\n4504,2088,70,Male,0,retired,146,2,1756,,4656.01,5310.1,5610.13,6497.53,0.41,0.41,616.26,663.97,5156.93,5625.61,0\\r\\n4505,2240,43,Male,2,salaried,146,2,1039,17,3630.67,4545.95,2444.05,3188.97,19.98,0.27,285.99,1071.7,1243.34,3599.39,0\\r\\n4506,4658,41,Female,0,salaried,1020,2,227,350,2860.76,2860.76,2860.76,2842.64,0.37,0.37,0.37,0.37,2860.76,2860.76,0\\r\\n4507,419,70,Female,,self_employed,654,2,1423,,1711.54,1711.54,1899.71,2055.58,0.09,0.09,0.09,357.23,1711.54,1918.92,0\\r\\n4508,3633,42,Male,0,salaried,1322,3,176,53,3761.57,22375.86,20633.07,12116.9,0.29,4000.29,18286,0.29,21525.61,21573.27,1\\r\\n4509,3128,49,Male,0,self_employed,1553,2,791,62,2730.99,2807.13,2630.41,1506.37,0.24,0.24,49.53,33.43,2752.85,2844.26,0\\r\\n4511,1126,39,Female,,self_employed,334,3,1858,10,3563.41,2320.55,2510.49,2671.01,1357.4,0.26,0.26,0.26,2709.71,2353.73,0\\r\\n4512,3236,53,Female,0,salaried,1302,2,139,19,4047.1,5062.12,3885.73,3526.7,74.49,0.21,1747.69,76.32,3914.14,4381.31,0\\r\\n4513,4420,43,Female,0,self_employed,146,2,3781,167,18249.7,11468.09,21002.64,24463,0.41,0.41,0.41,0.41,17004.76,25232.97,1\\r\\n4514,2439,31,Male,0,salaried,834,2,277,0,70226.99,71416.37,69469.9,64715.28,2363.74,2444.91,3602.84,997.8,70956,69770.46,0\\r\\n4515,5156,53,Male,0,self_employed,1096,2,11,9,3583.1,1384.55,8424.6,5574.35,62893.49,106679.2,54008.2,102518.64,14409.75,8693.13,0\\r\\n4516,5770,47,Female,0,salaried,1020,2,13,283,2905.53,2485.53,2492.35,2375.71,0.64,0.64,0.64,0.64,2601.4,2446.77,0\\r\\n4517,251,61,Male,0,self_employed,690,2,3249,23,10849.74,849.74,4357.67,2855.53,10000.03,0.03,0.03,0.03,9125.6,849.74,0\\r\\n4518,6128,80,Female,0,retired,1271,2,379,3,4953.11,7561.74,5998.67,5143.61,29.11,3604.69,4029.11,2143.4,7957.49,5569.03,0\\r\\n4519,2257,39,Female,0,self_employed,694,2,142,,1879.57,1895.1,1897.61,1929.28,0.64,0.64,0.64,0.64,1880.1,1901.61,0\\r\\n4520,558,64,Male,0,retired,844,3,3655,35,4482.68,6140.4,6250.85,9358.31,0.31,2935.27,2629.46,3681.74,4963.04,6741.95,0\\r\\n4521,2460,71,Male,0,retired,213,2,765,,6434.56,6434.56,6434.56,6381.18,0.1,0.1,0.1,0.1,6434.56,6434.56,0\\r\\n4522,1268,40,Male,0,self_employed,75,3,764,12,2544.78,2177.93,2047.33,1456.33,427.43,0.57,60.57,436.97,2351.02,2355,1\\r\\n4523,3038,44,Female,1,self_employed,65,2,183,44,3161.42,5104.04,2513.36,2291.75,0.23,3600.23,1845.06,523.9,3941.15,2344.21,0\\r\\n4524,6074,39,Male,1,self_employed,1020,2,15,0,2448.45,9717.42,10747.43,17705.04,4085.76,26.63,7325.03,1371.06,7576.84,10203.93,0\\r\\n4525,6542,47,Female,1,self_employed,363,2,31,90,6549.45,5849.45,6932.02,7403.97,0.54,0.54,0.54,3571.97,5953.39,6174.33,0\\r\\n4526,917,42,Male,2,self_employed,1096,2,934,3,499.46,4152.59,2491.79,4143.65,604.77,540.49,900.49,571.91,1288.56,4250.84,0\\r\\n4527,5173,48,Male,0,self_employed,221,2,68,185,4840,4928.51,4916.3,5509.72,0.61,0.61,89.13,0.61,4891.89,4928.51,1\\r\\n4528,4848,43,Female,0,self_employed,1020,2,159,179,2336.33,2335.39,2415.72,3337.31,0.36,0.36,0.36,0.36,2335.71,2495.22,0\\r\\n4529,625,59,Female,,self_employed,834,1,8,,15003.23,15003.23,15003.23,14908.18,0.29,0.29,0.29,0.29,15003.23,15003.23,0\\r\\n4530,2263,30,Female,0,self_employed,1271,2,379,185,573.75,573.75,5028.43,7671.71,0.6,0.6,0.6,7143.46,573.75,6794.95,1\\r\\n4531,4541,66,Female,0,retired,1020,2,13,105,891.13,2409.76,2187.8,2371.13,0.59,0.59,0.59,0.59,1728.94,2413.91,1\\r\\n4532,1770,44,Male,0,salaried,1525,3,1645,61,1312.6,1749.09,1721.54,3782.31,0.64,0.64,0.64,0.64,1720.77,2086.45,0\\r\\n4533,3299,44,Male,0,self_employed,15,3,461,9,4445.86,4836.29,5278.05,5882.88,786.14,357.57,1251.23,1229.5,4610.16,5063.05,0\\r\\n4534,2188,56,Female,0,self_employed,409,3,1309,28,941.19,11.6,11045.49,16323.8,321.49,357.2,0.06,7142.91,679.95,7964.72,1\\r\\n4535,2071,72,Male,0,retired,245,2,204,140,7988.84,7988.84,9524.93,11956.04,0.11,0.11,0.11,2857.26,7988.84,9739.99,0\\r\\n4536,1578,50,Female,0,self_employed,531,2,590,289,7679.31,7677.59,6090.97,5426.73,0.51,0.51,0.51,0.51,7678.42,7677.59,0\\r\\n4537,985,90,,,self_employed,334,2,1364,,9054.83,10654.83,10019.87,6957.51,0.37,0.37,2143.23,0.37,9257.78,10654.83,0\\r\\n4538,2511,90,,0,self_employed,630,2,36,20,7823.67,4707.65,7376.87,3474.5,51105,5133.87,35131.84,679.44,13328.79,4053.98,0\\r\\n4539,5632,45,Female,0,self_employed,169,1,1241,154,18727.46,18727.46,18710.87,18532.38,0.21,0.21,0.21,0.21,18727.46,18724.7,0\\r\\n4540,947,70,Female,0,self_employed,1046,2,102,0,2086.04,1907.2,1622.96,1643.35,3428.89,571.74,3821.47,1073.1,1744.36,1553.97,0\\r\\n4541,792,37,Male,,salaried,668,3,2867,201,2864.89,2997.59,3248.12,3492.57,0.44,0.44,133.14,133.14,2896.92,3334.33,0\\r\\n4542,1746,9,Female,0,student,1020,2,1085,,4379.39,2936.53,2268.11,56.95,0.69,0.69,0.69,0.69,2990.72,2927.78,0\\r\\n4543,1311,37,Male,0,self_employed,1586,2,2511,265,14496.97,11182.69,11319.24,9295.1,0.21,0.21,143.07,0.21,12903.87,11182.69,1\\r\\n4544,4658,63,Female,0,retired,1593,2,211,14,3438.17,3292.54,3633.05,4563.85,161.87,0.06,0.06,714.34,3367.87,3430.79,0\\r\\n4545,947,29,Female,0,self_employed,146,2,76,,284.81,3887.67,3051.59,5703.27,0.16,0.16,3588.73,46.8,1293.58,3917.42,1\\r\\n4546,1986,41,Female,0,salaried,334,2,687,349,1336.3,1414.07,1451.66,1655.26,0.46,0.46,142.51,80.44,1370.18,1456.18,0\\r\\n4547,5376,55,Female,0,self_employed,575,2,44,84,1666.38,1666.38,1896.21,2098.33,0.56,0.56,0.56,357.7,1666.38,2000.48,0\\r\\n4548,1993,28,Female,0,salaried,960,2,308,85,2925.55,4009.84,3935.43,2715.64,0.66,0.66,1264.94,1662.09,3299.59,4324.11,0\\r\\n4549,5037,49,Female,0,self_employed,1096,2,32,12,510.39,935.29,1581.54,1116.5,12143.5,44299.93,3584.11,428.77,1327.98,2565.25,0\\r\\n4550,360,27,Female,,self_employed,1443,2,2792,13,575.65,7147.08,4430.62,5566.39,264.34,3071.49,6978.63,285.77,1342.4,6149.39,1\\r\\n4551,5203,65,Male,0,salaried,834,2,40,6,2104.22,1154.98,5330.19,5833.35,22571.69,786.41,21564.26,8572.13,2967.01,4365.12,0\\r\\n4552,640,63,Female,0,self_employed,487,2,868,,58401.28,53925.69,50568.59,37613.42,0.54,0.54,0.54,0.54,56703.64,51326.97,1\\r\\n4553,1455,44,Female,0,self_employed,,2,192,13,540.27,790.57,10658.34,14853.89,810.8,739.37,1635.19,18614.37,430.58,13784.72,1\\r\\n4554,4085,45,Male,2,self_employed,269,2,374,13,3535.21,1303.2,1968.46,872.56,1428.7,0.13,1200.4,168.56,2731.66,1368.2,0\\r\\n4555,220,56,Female,,self_employed,1020,2,1357,31,0.64,143.5,41345.96,42951.39,0.64,63222.34,0.64,125000.64,0.64,70332.66,1\\r\\n4556,1406,69,Male,0,retired,1540,2,57,116,1052.9,4243.69,5767.47,3735.22,0.16,0.16,3178.73,6100.16,1186.37,9295.76,1\\r\\n4557,2670,41,Female,0,self_employed,1537,2,1302,52,1355.39,2047.84,1761.18,1103.55,0.54,786.26,1031.77,0.54,1706.52,1871.44,1\\r\\n4558,4007,61,Female,0,self_employed,1589,3,389,20,1567.38,1684.75,1922.13,2263.79,1452.24,23.73,4428.9,0.33,1968.7,1981.35,0\\r\\n4559,255,53,Female,0,self_employed,61,2,3283,10,312.29,8625.02,9890.71,15347.91,4158.97,0.27,12471.7,5071.7,2371.42,12498.29,1\\r\\n4560,1364,23,Male,0,self_employed,623,2,21,48,10071.83,32674.3,16282.76,6304.69,0.63,24287.66,22603.1,1199.03,14114.17,24640.21,0\\r\\n4561,1350,22,Male,0,self_employed,409,2,886,11,4469.55,195.17,1551.02,1146.03,4434.2,0.39,159.47,0.39,4262.74,195.17,0\\r\\n4562,3125,60,Male,0,self_employed,604,3,761,24,4803.61,933.21,6372.68,3050.47,15299.18,0.21,11428.79,8571.64,9097.35,4609.66,0\\r\\n4563,680,46,Male,,self_employed,1322,2,176,14,5407.5,4693.22,5475.35,7092.81,714.81,1429.1,0.53,286.24,5062.67,4886.76,0\\r\\n4564,1022,63,Female,0,self_employed,1096,1,2024,20,7498.13,7476.7,7707.98,7540.26,307.33,0.19,285.9,500.19,7659.71,7774.86,0\\r\\n4565,1638,40,Male,0,salaried,34,3,380,0,4291.22,4115.3,3266.45,2425.06,1591.41,1445.53,1186.7,893.84,3480.61,3335.25,0\\r\\n4566,843,63,Male,0,retired,1111,2,1592,56,1104.66,1390.38,2323.2,1375.93,0.41,150.3,0.41,1788.23,1104.66,2897.59,1\\r\\n4567,2358,37,Male,0,self_employed,751,3,2784,47,5833.7,5833.7,4264.79,1501.07,0.41,2857.56,0.41,0.41,5833.7,4964.27,0\\r\\n4568,683,56,Male,,salaried,630,3,2140,,2828.69,2828.69,2828.69,2810.05,0.57,0.57,0.57,0.57,2828.69,2828.69,0\\r\\n4569,593,41,Male,0,self_employed,1076,2,878,126,410.71,911.01,1623.66,4827.42,0.19,0.19,271.76,1350.19,686.14,1538.55,0\\r\\n4570,6186,68,Male,0,salaried,1020,1,5,0,6706.49,5175.93,7096.06,7249.11,12063.12,27857.44,12674.37,29815.21,5274.04,9504.1,0\\r\\n4571,1752,58,Male,0,self_employed,146,3,891,39,441.81,16256.15,8811.97,8095.66,0.09,90550.47,36029.83,93004.04,4059.87,15703.6,1\\r\\n4572,186,30,Female,0,self_employed,1232,2,7,167,1800.25,1800.25,1800.25,1742.5,0.7,0.7,0.7,0.7,1800.25,1800.25,0\\r\\n4573,4064,30,Female,0,student,1111,3,1898,24,4545.94,4236.91,4197.41,3059.44,907.97,975.57,119.7,2532.68,4584.81,3285.98,0\\r\\n4574,2145,31,Male,3,self_employed,241,2,62,6,16103.78,4557.78,5562.8,3377.18,25978.99,10715.02,18708.74,18479.19,10004.49,5141.86,0\\r\\n4575,414,32,Male,1,self_employed,1232,2,7,9,442.79,5657.66,3493.06,3801.32,572.25,21429.19,5836.91,15772.14,2371.06,8107.52,1\\r\\n4576,1091,49,Female,0,self_employed,104,2,1884,,5786.23,5786.23,5786.23,5749.67,0.04,0.04,0.04,0.04,5786.23,5786.23,0\\r\\n4577,2881,37,Female,0,self_employed,1096,1,587,338,1398.24,1453.65,1503.66,1658.66,0.69,0.69,0.69,0.69,1451.74,1501.92,0\\r\\n4578,637,29,Female,0,self_employed,834,3,1927,158,1518.09,1518.91,1518.97,1500.89,0.34,0.34,0.34,0.34,1518.69,1519.07,0\\r\\n4579,2454,54,Male,0,self_employed,61,3,1359,23,15307.26,14950.12,15156.06,11854.31,500.3,0.3,0.3,0.3,15324.5,15048.58,0\\r\\n4580,773,66,Male,,self_employed,61,2,2880,,5197.24,6625.81,6412.34,6580.89,0.11,0.11,1428.69,0.11,5985.41,6625.81,0\\r\\n4581,347,2,Male,,student,834,1,40,103,1601.69,1601.69,1601.69,965.37,0.61,0.61,0.61,0.61,1601.69,1601.69,0\\r\\n4582,1691,68,Male,0,retired,675,3,867,283,15556.32,15556.32,15556.32,15480.91,0.69,0.69,0.69,0.69,15556.32,15556.32,0\\r\\n4583,978,43,Female,,self_employed,241,3,2780,,2314.45,2314.45,2143.69,1861.42,0.37,0.37,0.37,0.37,2314.45,2243.3,0\\r\\n4584,3043,30,Male,0,self_employed,875,3,742,51,2621.81,13938.38,2898.67,10767.1,0.24,714.53,4112.9,1385.96,5611.36,2087.33,1\\r\\n4585,6391,64,Male,0,self_employed,575,2,2686,210,2455.15,2455.15,2455.15,2439.66,0.67,0.67,0.67,0.67,2455.15,2455.15,0\\r\\n4587,2663,41,Female,0,self_employed,1020,2,543,342,3749.37,3749.37,3841.54,5697.08,0.41,0.41,0.41,0.41,3749.37,3749.37,0\\r\\n4588,3362,44,Male,3,salaried,17,3,181,13,4091.75,434.14,1975.68,841.4,7143.13,0.27,2861.7,0.27,5236.61,401.56,0\\r\\n4589,2382,31,Male,0,salaried,1020,2,297,44,5527.39,5527.39,5520.13,4451.96,0.17,15.47,0.17,0.17,5527.39,5519.99,0\\r\\n4590,1227,34,Male,1,self_employed,334,2,82,91,13861.14,14694.35,14963.28,18671.11,0.11,0.11,833.32,861.33,14063.09,14916.87,0\\r\\n4591,1029,39,Female,0,self_employed,1436,3,2661,3,4655.53,4010.82,2970.82,568.68,651.01,2025.3,6.3,14.59,4468.02,2871.07,0\\r\\n4592,602,30,Female,0,self_employed,334,3,1870,37,2889.21,2684.34,1552.24,2169.61,0.27,5.34,2695.4,555.1,1587.15,1596.83,0\\r\\n4593,2648,66,Male,0,self_employed,1437,2,1063,3,8374.31,7560.72,8161.37,7636.13,173.37,52.87,0.63,1675.6,7996.42,8034.65,0\\r\\n4594,5280,42,Female,0,self_employed,409,2,88,33,1521.81,3604.16,2367.21,1504.04,0.36,50.36,2182.7,723.05,2192.61,2940.22,0\\r\\n4595,2354,30,Female,0,self_employed,146,2,184,186,2103.41,2384.21,1911.65,1613.56,0.09,0.09,766.6,344.51,2325.95,1863.4,0\\r\\n4596,4972,66,Female,0,self_employed,1020,2,13,,10882.53,10780.91,10780.91,10410.18,0.13,0.13,0.13,0.13,10882.53,10780.91,0\\r\\n4597,4015,60,Male,2,self_employed,318,2,450,4,3013.46,6962.17,3701.53,954.39,779.53,7208.39,4534.42,7036.72,5130.45,3704.65,0\\r\\n4598,961,38,Male,2,self_employed,1271,2,307,49,6207.16,6207.16,6320.96,8859.36,0.61,7143.47,0.61,7223.47,6207.16,6468.55,1\\r\\n4599,751,60,Male,0,salaried,818,2,1920,,6550.53,6751.82,6367.43,5746.72,0.37,0.37,201.66,201.66,6578.29,6777.79,0\\r\\n4600,231,61,Male,,self_employed,66,3,3298,18,25897.5,13068.93,15833.74,7282.98,13143.14,143.14,300.29,0.29,21561.05,13068.93,0\\r\\n4601,2390,51,Female,0,self_employed,834,3,466,,2809.41,2809.41,2809.41,2791.61,0.23,0.23,0.23,0.23,2809.41,2809.41,0\\r\\n4602,1995,33,Male,0,salaried,21,2,572,202,3387.49,4514.85,4855.5,7268.8,0.5,0.5,1099.29,842.01,4009.85,4601.3,1\\r\\n4603,2028,50,Male,0,self_employed,1096,2,587,7,82740.98,29720.23,38021.13,19315.41,53020.79,216.19,0.04,0.04,64382.01,29661.15,0\\r\\n4604,3381,43,Male,0,self_employed,491,2,89,143,7271.47,7271.47,7359.03,7162.47,0.44,0.44,0.44,0.44,7271.47,7271.47,0\\r\\n4605,2986,65,Female,0,self_employed,382,2,785,265,2763.86,2746.43,2750.68,2713.04,0.64,0.64,0.64,0.64,2759.18,2746.43,0\\r\\n4606,1492,57,Female,0,self_employed,1232,3,104,7,3315.9,1795.78,2211.22,1480.06,5678.93,0.36,4286.07,57.36,3049.41,1797.62,0\\r\\n4607,1466,61,Male,0,salaried,531,2,764,,3336.95,3336.95,3333.94,3302.7,0.04,0.04,0.04,0.04,3336.95,3335.4,0\\r\\n4608,2239,90,,0,self_employed,409,3,391,3,8403.2,394.65,1480.58,1475.21,8287.53,10361.81,0.39,10234.07,1938.92,1681.95,0\\r\\n4609,4219,40,Female,0,self_employed,1020,2,239,147,5869.48,5599.08,5094.08,5132.16,0.31,0.31,389.49,162.46,5551.19,5069.64,0\\r\\n4610,3396,55,Female,0,self_employed,1096,2,144,20,527.59,4412.88,3777.58,2422.79,354.27,1597.13,4286.41,643.56,3361.49,4673.13,1\\r\\n4611,2373,63,Male,0,self_employed,394,2,762,13,98.67,13176.64,11071.78,13494.65,1714.86,214.86,3357.71,0.57,4902.91,15349.68,1\\r\\n4612,2274,37,Male,0,self_employed,995,2,1318,312,40863.19,41778.72,37700.05,29826.66,0.14,0.14,915.67,0.14,41021.04,41150.15,0\\r\\n4613,1816,46,Female,0,self_employed,575,2,3634,21,364.4,502.92,1842.9,428.18,31401.41,0.7,31539.94,0.7,4522.85,502.92,1\\r\\n4614,6369,49,Female,0,self_employed,1020,2,19,114,4452.87,8782.06,7706.87,5600.62,0.17,0.17,4329.36,369.37,5060.39,8937.86,0\\r\\n4615,2687,53,Female,0,self_employed,334,2,492,145,1166.76,4765.72,2161.68,1874.74,0.54,0.54,894.88,4515.06,1904.03,2074.62,0\\r\\n4616,1314,39,Female,0,self_employed,409,2,711,297,9327.49,9327.49,9327.49,9488.66,0.2,0.2,0.2,0.2,9327.49,9327.49,0\\r\\n4617,5639,70,Male,1,salaried,491,3,93,4,844.09,5644.25,5929.83,4030.99,228.31,5660.22,5795.17,12156.77,3639.06,6255.82,0\\r\\n4619,757,15,Female,,student,1494,2,1026,172,2016.51,2016.51,2016.51,1938.3,0.46,0.46,0.46,0.46,2016.51,2016.51,0\\r\\n4620,1872,80,Female,1,self_employed,1111,2,1292,0,2528.13,1703.48,1600.68,1074.03,1638.57,984.98,1071.77,266.69,2041.23,1645.41,0\\r\\n4621,2600,57,Female,0,self_employed,,2,1114,174,32926.92,10488.29,15313.81,9762.69,0.19,0.19,0.19,0.19,24964.84,10488.29,0\\r\\n4622,2606,52,Male,2,self_employed,1235,3,1117,80,3542.74,3226.49,3355.57,5408.46,0.14,0.14,159.6,43.35,3519.82,3233.6,0\\r\\n4623,3207,46,Male,0,self_employed,,2,820,14,17889.73,7113.63,5511.67,20727,357.59,17359.87,14891.37,12938.5,6149.63,9563.49,0\\r\\n4624,4973,44,Female,0,self_employed,1258,2,152,9,33971.14,14989.82,10716.71,1514.69,15346.16,14631.87,3395.87,0.44,29137.96,1985.3,0\\r\\n4625,1578,51,Male,2,self_employed,1589,3,429,,1857.26,2428.68,2961.36,4310.31,0.07,0.07,571.5,857.21,2389.28,2943.89,0\\r\\n4626,1335,41,Male,0,self_employed,1149,2,373,31,7224.61,8253.3,8474.22,2233.19,0.26,1.19,1799.74,927.23,7707.92,8814.41,0\\r\\n4627,1343,33,Female,0,salaried,1323,2,2245,291,31684.88,32044.88,34806.43,41767.86,0.4,0.4,360.4,5714.69,31841.04,34809.86,0\\r\\n4628,364,68,Male,1,retired,1262,2,4124,122,2420.86,3210.72,3354.76,4032.04,0.07,0.07,357.21,566.37,2654.73,3448.2,0\\r\\n4629,1781,44,Female,2,self_employed,1597,2,170,,3579.26,3579.26,3579.26,3556.58,0.24,0.24,0.24,0.24,3579.26,3579.26,0\\r\\n4630,414,53,Female,,self_employed,1020,3,967,55,1428.59,715.73,2651.14,479.81,0.01,714.3,0.01,1428.59,5717.45,807.39,1\\r\\n4631,4232,38,Female,0,self_employed,232,2,350,61,6910.31,6246.31,6982.06,7466.57,0.27,0.27,0.27,0.27,6269.21,6900.23,0\\r\\n4632,3308,54,Male,0,self_employed,409,2,4456,3,3418.84,2711.54,2814.44,3789,2720.33,1488.9,7143.19,11571.76,2406.22,2809.14,0\\r\\n4633,773,63,Female,2,self_employed,905,2,1320,18,2531.69,2388.83,2741.87,2373.7,7143.24,0.39,7000.39,0.39,3447.94,2388.83,0\\r\\n4634,581,34,Female,,self_employed,146,2,53,4,6620.88,745.2,3847.92,2844.05,5000.33,0.33,2801.82,2174.6,4964.39,2195.42,0\\r\\n4635,1144,38,Male,0,self_employed,409,2,11,11,513.95,4610.66,3625.8,3139.38,1240.64,1181.86,5337.36,423.21,3492.81,4054.82,1\\r\\n4636,6229,54,Male,3,salaried,1020,1,541,4,12948.28,11952.38,36681.91,27738.73,5865.69,257005.79,4773.26,385277.75,9466.11,70185.41,1\\r\\n4637,2234,9,Male,0,student,1020,2,114,,6863.43,6863.43,7613.24,8164.86,0.4,0.4,0.4,0.4,6863.43,7745.56,0\\r\\n4638,2414,66,Male,0,self_employed,1546,2,58,7,2534.02,3101.72,3450.69,3931.63,43.21,0.36,610.91,559.43,2952.88,3591.06,0\\r\\n4639,1127,72,Male,0,retired,834,3,18,49,1250.49,1250.49,3235.26,1843.08,0.47,2857.61,0.47,6433.31,1250.49,3625.41,1\\r\\n4640,3239,47,Female,0,self_employed,146,2,361,7,743.34,2463.02,1978.34,3365.48,29.64,5714.83,1961.27,3923.53,2039.69,1839.62,0\\r\\n4641,4176,19,Female,0,self_employed,,1,15,9,1972.37,3386.66,2314.11,2242.33,8643.4,1777.23,10114.83,0.54,3109.32,2284.19,0\\r\\n4642,1187,90,,,self_employed,15,2,1285,28,416.25,1955.81,2517.21,1358.06,4285.73,288.53,10000.01,0.01,3920.46,1803.58,0\\r\\n4643,822,43,Male,0,self_employed,759,2,518,31,3898.66,4351.85,2432.4,3555.86,0.44,7964.73,5960.79,5669.5,4248.79,1140.46,0\\r\\n4644,1083,34,Male,0,self_employed,1494,3,251,325,6716.04,5287.47,5626.33,4308.16,0.56,0.56,0.56,164.84,5952.49,5400.75,0\\r\\n4645,566,31,Male,0,salaried,,3,2870,52,971.79,1892.54,2111.95,583.09,0.59,143.44,1446.54,606.53,1410.61,2186.08,1\\r\\n4646,660,72,Female,0,self_employed,1232,3,2844,7,5768.66,9645.1,3466.33,1475.71,8879.93,8160.65,12756.37,0.66,2314.66,6599.21,1\\r\\n4647,3161,42,Male,0,self_employed,834,2,789,0,3775.88,6999.51,4477.4,2864.69,1129.16,72.37,32411.39,5119.77,6621.73,4353.38,0\\r\\n4648,1329,26,Female,0,self_employed,1494,2,1703,,3724.33,4910.05,14378.32,9088.94,0.23,0.23,43900.23,39857.37,12142.07,13730.32,0\\r\\n4649,2926,27,Male,0,salaried,1032,2,381,0,6333.23,5669.58,6150.45,6145.82,1114.36,521.81,643.56,793.58,5817.3,6097.84,0\\r\\n4650,4616,62,Female,0,self_employed,1232,1,153,7,8400.22,8345.93,9157.37,10734.32,54.94,0.66,0.66,0.66,8360.91,8345.93,0\\r\\n4651,2953,34,Female,0,self_employed,427,2,244,342,7640.06,7640.06,7693.44,7968.9,0.23,0.23,0.23,0.23,7640.06,7640.06,0\\r\\n4652,2359,55,Male,0,salaried,531,3,3,115,4128.2,4128.2,4162.76,4456.93,0.56,0.56,0.56,0.56,4128.2,4128.2,0\\r\\n4653,5003,44,Female,2,self_employed,61,2,3142,,5626.32,5626.32,5630.65,5516.29,0.13,0.13,0.13,0.13,5626.32,5631.28,0\\r\\n4654,418,44,Male,,self_employed,1322,3,176,41,2243.26,15104.33,4194.05,198.7,0.34,35427.31,12861.41,21133.99,4514.34,7804.53,1\\r\\n4655,2540,15,Male,0,student,762,1,195,23,4274.84,4060.55,4468.82,4766.99,214.51,214.51,0.23,0.23,4237.89,4012.16,0\\r\\n4656,3256,34,Male,2,salaried,,3,168,13,2533.38,2665.19,2430.03,1934.83,236.16,236.16,370.14,0.44,2498.57,2570.81,0\\r\\n4657,1028,22,Male,0,self_employed,1020,1,592,103,3198.11,5285.9,5400.11,15067.15,0.47,0.47,5649.61,2848.63,5296.52,4964.73,1\\r\\n4658,1177,37,Male,2,self_employed,623,2,1639,58,7155.6,10069.56,11491.25,13995.34,0.67,357.81,2877.67,3402.4,8652.75,11384.64,0\\r\\n4659,3136,51,Male,2,self_employed,578,2,758,6,7515.52,4211.21,3859.29,2673.14,4738.64,1285.79,1408.64,0.07,5465.01,3147.21,0\\r\\n4660,543,41,Female,,salaried,1322,2,176,0,7555.41,7555.41,6738.53,5702.03,357.77,1786.34,0.63,0.63,7555.41,6896.39,0\\r\\n4661,5393,55,Male,2,self_employed,1096,2,1360,21,1491.06,1133.92,8794.13,10602.32,428.96,428.96,0.39,12857.53,1441.8,12555.21,1\\r\\n4662,5528,70,Female,0,self_employed,1076,3,64,0,6794.88,505.58,2589.74,3113.59,6567.05,136.95,157.37,689.79,4828.13,891.11,0\\r\\n4663,2250,48,Male,0,self_employed,1540,2,57,2,2693.94,3452.96,3474.62,5307.81,575.99,94.73,0.33,0.33,2943.48,3492.24,0\\r\\n4664,3131,53,Female,2,self_employed,1577,3,1805,3,146.41,35.92,3386.07,118.17,20868.86,0.06,29022.65,20726.64,6354,3711.54,1\\r\\n4665,2812,49,Male,0,salaried,1096,3,249,127,2284.42,2284.42,2284.42,2186.23,0.47,0.47,0.47,0.47,2284.42,2284.42,0\\r\\n4666,4099,64,Female,0,self_employed,1020,2,1,,2997.9,2997.9,2997.9,2978.91,0.53,0.53,0.53,0.53,2997.9,2997.9,0\\r\\n4667,4053,34,Female,0,self_employed,694,2,224,44,680.12,680.12,4070.19,630.19,0.06,40187.25,0.06,46808.2,680.12,11327.3,1\\r\\n4668,1168,85,Female,0,self_employed,621,1,277,45,726.01,1011.72,91305.89,48685.45,0.03,142857.58,285.74,335714.31,992.02,83039.33,1\\r\\n4669,899,29,Female,0,self_employed,649,3,1585,11,557.96,623.33,2501.77,455.69,11935.1,326.61,12000.47,0.47,1027.22,2835.98,1\\r\\n4670,1019,36,Male,0,self_employed,334,3,4,3,2855.38,2018.15,2328.81,2492.16,1051.77,520.16,1154.96,1169.66,2727.13,1887.94,0\\r\\n4671,641,57,Female,,self_employed,630,2,36,6,850.82,7475.63,4270.34,6302.23,25349.67,23100.39,32000.39,16714.67,3121.02,8279.55,1\\r\\n4672,1523,43,Male,0,self_employed,1181,2,235,28,94391.37,93866.97,37450.65,946.16,1143.24,82466.16,604.56,193.24,94765.14,16754.42,0\\r\\n4673,333,2,Male,,student,1589,2,33,319,1996.84,1996.84,1996.84,1984.52,0.01,0.01,0.01,0.01,1996.84,1996.84,0\\r\\n4674,2605,28,Male,0,student,278,3,749,,2396.67,2396.67,2396.67,2381.49,0.17,0.17,0.17,0.17,2396.67,2396.67,1\\r\\n4675,1297,50,Female,1,self_employed,904,3,1267,55,1882.17,1897.11,1901.17,1821.85,0.29,264.57,0.94,264.57,1886.69,1901.26,0\\r\\n4676,1260,30,Male,0,self_employed,1366,2,1330,,3380.06,3380.06,3380.06,3358.64,0.51,0.51,0.51,0.51,3380.06,3380.06,0\\r\\n4677,635,20,Female,0,student,1020,3,13,7,1490.96,1788.75,1734.84,11763.56,714.7,0.41,998.7,0.41,1626.98,1788.75,1\\r\\n4678,2474,48,Female,0,self_employed,656,3,1383,41,299.61,925.88,1597.43,1176.68,0.34,43.2,1863.2,2459.37,1290.7,1875.23,0\\r\\n4679,1383,52,Male,0,self_employed,1477,2,2559,28,5010.04,4581.47,2828.78,664.06,428.7,3285.84,0.13,0.13,5010.04,2581.47,0\\r\\n4680,639,25,Female,0,student,630,2,36,3,2598.08,2523.81,1782.61,1471.93,2450.61,2891.69,4072.04,0.61,3335.14,880.63,0\\r\\n4681,2278,31,Male,0,self_employed,869,2,1856,10,7438.72,6301.36,6369.32,4820,1106.01,392.94,0.09,0.09,7100.14,6212.65,0\\r\\n4682,2659,68,Male,0,salaried,485,2,510,187,1204.86,1204.86,2835.01,4532.15,0.01,0.01,0.01,3155.6,1204.86,2939.71,0\\r\\n4683,4408,76,Male,0,self_employed,1096,3,27,0,2449.75,2113.29,2552.82,3461.57,82.71,1440.98,244.17,890.64,2425.25,2569.14,0\\r\\n4684,1855,83,Female,0,retired,1020,3,1207,2,27341.63,96855.78,56569.11,11970.02,15265.94,114508.1,85857.24,99832.39,34785.38,107973.24,1\\r\\n4685,793,47,Male,0,salaried,834,2,8,44,5247.83,5253.06,5244.62,4240.41,0.1,152.19,0.1,0.1,5247.83,5228.53,0\\r\\n4686,356,54,Male,,self_employed,1232,3,3482,42,1319.33,1319.33,1935.92,3335.9,0.23,928.8,0.23,2485.94,1319.33,1611.96,1\\r\\n4687,234,38,Male,,salaried,575,2,90,,1795.12,1798.84,1798.46,1940.05,0.51,0.51,0.51,0.51,1797.69,1798.84,1\\r\\n4688,199,38,Female,,self_employed,409,3,1386,23,1873.59,1659.3,1570.95,542.96,214.91,143.49,0.63,0.63,1836.64,1659.3,0\\r\\n4689,1933,74,Male,0,retired,1271,1,379,108,1331.7,959.31,1817.89,3791.57,0.4,0.4,0.4,0.4,871.29,1704.75,0\\r\\n4690,402,34,Female,,self_employed,1546,3,2616,40,5004.56,5218.85,2976.86,1002.76,0.3,4286.01,214.59,286.01,5144.96,2709.63,0\\r\\n4691,6693,90,Female,0,self_employed,1096,3,92,10,2360.78,2339.35,2342.06,2316.02,21.56,0.13,0.13,0.13,2347.48,2339.35,0\\r\\n4692,228,90,,,self_employed,834,3,349,205,4307.07,4307.07,4307.07,5073.93,0.17,0.17,0.17,0.17,4307.07,4307.07,0\\r\\n4693,2042,44,Female,0,self_employed,1236,3,1651,,1846.19,1846.19,1846.19,1834.5,0.09,0.09,0.09,0.09,1846.19,1846.19,0\\r\\n4694,3327,31,Male,0,self_employed,1294,1,708,32,9651.51,11582.4,10971.67,3259.57,0.49,18324.54,2292.24,6425.55,10414.88,13411.35,1\\r\\n4695,2322,57,Female,0,self_employed,185,2,1054,114,1561.31,1472.97,1761.29,1002.43,0.64,0.64,0.64,453.27,1513.56,1475.47,0\\r\\n4696,2824,70,Male,0,salaried,334,1,687,19,23444.6,23166.3,22623.29,22148.83,1085.79,942.01,1581.91,0.1,23527.41,22844.03,0\\r\\n4697,2324,34,Female,0,self_employed,1096,1,43,164,1797.15,2023.43,2003.13,2132.13,0.26,0.26,212.26,0.26,1945.34,2025.28,0\\r\\n4698,2708,61,Female,0,self_employed,1637,2,965,24,14632.56,13796.84,13935.5,13854.55,771.89,714.74,0.46,714.74,14508.67,13590.16,0\\r\\n4699,2817,49,Male,0,self_employed,356,3,786,0,1833.94,5365.43,2651.94,7207.45,3866.01,11321.29,7240.96,5622.9,3635.64,2875.49,0\\r\\n4700,6632,52,Female,0,self_employed,834,3,28,59,1452.74,1703.78,1455.7,1022.75,0.27,675.41,485.99,0.27,1634.67,1703.78,0\\r\\n4701,1776,37,Male,3,salaried,1034,2,1208,14,1829.23,3273.97,4291.29,6246.96,1145.81,10.76,1842.23,4482.47,2832.57,4235.98,1\\r\\n4702,3136,46,Female,0,self_employed,1076,2,64,35,8631.93,8631.93,5960.54,3570.68,0.49,4388.18,0.49,0.49,8631.93,5120.74,0\\r\\n4703,1136,63,Male,0,retired,363,2,729,18,757.5,7611,3249.35,3313.68,279.26,13364.43,7487.83,5769.26,1870.74,7168.5,1\\r\\n4704,252,23,Female,0,student,15,2,971,143,317.5,317.5,2068.65,2794.88,0.01,0.01,0.01,2857.16,317.5,2713.81,0\\r\\n4705,1929,58,Male,2,self_employed,11,2,121,3,461.71,91.65,5396.28,16878.74,82086.51,112005.1,27360.01,97001.44,1537.12,2486.71,1\\r\\n4706,2635,78,Male,0,retired,1096,3,92,55,6587.64,3865.65,4732.27,3588.9,0.03,714.31,1420.9,923.1,6181.31,4003.19,1\\r\\n4707,643,52,Male,1,self_employed,409,3,1439,,2060.17,2060.17,2060.17,1485.58,0.49,0.49,0.49,0.49,2060.17,2060.17,0\\r\\n4708,794,26,Female,,self_employed,745,2,127,139,10941.81,10854.33,10812.14,9804.02,0.24,0.24,0.24,0.24,10878.46,10864.01,0\\r\\n4709,3397,29,Male,0,salaried,834,2,8,10,785.88,886.6,1529.19,1141.46,907.96,0.1,1428.67,0.1,1297.56,856.05,0\\r\\n4710,2284,40,Female,0,self_employed,834,3,693,119,2129.59,2129.59,2129.59,1033.85,0.39,0.39,0.39,0.39,2129.59,2129.59,1\\r\\n4711,1158,41,Male,0,self_employed,751,2,1089,,6947.54,6947.54,6947.54,6903.58,0.27,0.27,0.27,0.27,6947.54,6947.54,0\\r\\n4712,2657,64,Male,0,self_employed,146,1,1208,21,274.61,4880.14,3026.63,3997.04,1964.33,1964.33,6714.96,0.67,2291.37,4399.45,1\\r\\n4714,1375,54,Male,1,salaried,1096,2,2024,17,3504.87,2890.58,2540.28,1041.99,614.87,614.87,0.59,0.59,3187.13,2533.9,0\\r\\n4715,1953,28,Female,0,self_employed,698,2,231,12,3410.65,3412.94,1895.78,5461.27,2857.61,8571.9,2859.9,2143.33,2525.06,1892.2,0\\r\\n4717,2077,58,Female,0,self_employed,1232,3,1796,19,3585.1,3563.3,3981.41,5159.32,18.81,18.81,0.24,0.24,3579.34,3556.11,0\\r\\n4718,3106,42,Male,0,salaried,649,3,54,38,3028.94,3414.24,2943.24,4280.58,0.47,9.33,663.23,1092.17,3206.56,2862.74,0\\r\\n4719,3320,46,Male,0,self_employed,479,3,234,9,2569.95,2668.52,3110.36,4524.89,77.74,0.6,77.74,584.74,2636.01,3229.49,0\\r\\n4720,3100,67,Male,0,retired,38,2,226,24,2925.96,68.81,2594.59,249.83,34286.14,0.43,31429,143.29,7457.97,165.59,1\\r\\n4721,1405,7,Female,0,student,1020,1,490,,2206.38,2206.38,2206.38,2192.41,0.26,0.26,0.26,0.26,2206.38,2206.38,0\\r\\n4722,1464,83,Male,0,retired,834,2,478,7,1057.01,999.87,1490.06,1374.49,128.74,57.31,0.17,0.17,981.64,996.35,0\\r\\n4723,1011,60,Male,0,self_employed,,3,358,53,4484.58,4484.58,3589.66,1831.53,0.64,5850.64,0.64,0.64,4484.58,4642.75,0\\r\\n4724,2855,61,Male,1,salaried,905,3,34,31,9151.57,9148.09,8246.49,4602.8,0.64,1429.21,0.77,40.64,9151.09,7823.31,0\\r\\n4725,1456,26,Female,0,self_employed,743,3,270,11,12332.93,1109.78,5248.3,1478.83,24405.74,24405.9,310.2,24500.59,6671.69,3485.09,1\\r\\n4726,2320,56,Female,0,salaried,146,3,446,13,1741.28,1202.39,8725.52,8257.37,2126.14,126.14,120.72,17227.75,1979.82,12259.48,1\\r\\n4727,1428,38,Male,0,self_employed,1096,2,1352,13,3414.67,2771.81,2962.94,3924.48,728.91,212.16,86.06,443.53,3052.6,2837.09,0\\r\\n4728,1358,40,Male,2,self_employed,15,2,69,27,2086.55,1915.12,3513.18,1400.94,171.87,1623.3,0.44,15728.87,2074.73,3429.03,1\\r\\n4729,2976,66,Male,1,self_employed,1232,2,427,28,955.46,478.84,1522.88,765.04,319.18,400.31,223.16,7220.73,799.45,397.33,1\\r\\n4730,2240,39,Female,0,salaried,146,1,514,5,3920.62,3989.75,4256.99,3648.09,56.07,34.8,1181.28,774.03,4155.93,4289.2,0\\r\\n4731,3174,45,Male,0,salaried,146,2,41,39,5384.15,7516,3307.22,2578.03,0.3,3745.51,1190.96,494.47,6115.81,2425.33,0\\r\\n4732,805,25,Female,0,self_employed,698,2,231,285,2053.81,2053.81,2056.11,2249.72,0.33,0.33,0.33,0.33,2053.81,2053.81,0\\r\\n4733,1083,22,Female,0,self_employed,856,3,1498,4,1598.25,3436.13,1440.41,1068.17,29.53,8574.56,1866.6,14585.86,2294.76,1143.57,0\\r\\n4734,3094,52,Female,0,self_employed,1292,3,2464,30,4355.5,4355.5,12254.36,19480.1,0.49,714.77,0.49,14726.86,4355.5,13245.04,1\\r\\n4735,1280,41,Male,1,self_employed,834,2,349,35,3233.09,3290.25,5497.32,4426.71,0.51,1143.37,0.51,4688.69,3269.55,6402.38,1\\r\\n4737,3357,73,Female,0,self_employed,1052,2,1370,28,6859.66,6216.81,6538.62,5160.06,642.87,0.01,0.01,0.01,6859.66,6216.81,0\\r\\n4738,6209,74,Male,2,salaried,1438,3,151,2,2999.1,3020.9,2992.62,3702.64,24.01,24.03,0.61,0.61,2988.1,2998.55,0\\r\\n4739,1341,27,Female,0,self_employed,409,3,438,86,29443.13,29393.61,29385.04,25192.95,0.07,0.07,315.23,0.07,29500.66,29393.61,0\\r\\n4740,792,75,Female,0,self_employed,1648,2,108,24,3238.89,2779.81,2744.26,941.89,459.34,0.26,0.26,0.26,3191.4,2779.81,0\\r\\n4741,6666,45,Male,0,salaried,1096,3,572,,1565.74,1565.74,1565.74,1555.82,0.43,0.43,0.43,0.43,1565.74,1565.74,0\\r\\n4742,1381,51,Male,0,self_employed,1111,2,558,3,1213.31,1374.28,1878.34,500.16,18589.49,7686.5,5780.33,5788.59,1449.25,2344.31,0\\r\\n4743,589,47,Female,,self_employed,1525,1,1105,20,1203.85,8310.14,2396.07,205.34,11900.34,6241.2,21428.91,5714.63,4013.28,1338.97,0\\r\\n4744,1145,27,Male,0,salaried,494,2,3209,,13940.64,13940.64,13940.64,13852.45,0.47,0.47,0.47,0.47,13940.64,13940.64,0\\r\\n4745,3370,38,Female,0,self_employed,1020,1,60,41,253.86,18923.01,4569.24,675.51,0.07,18571.5,97.79,328.37,4814.12,8213.73,1\\r\\n4746,927,61,Male,,self_employed,146,3,1037,,1709.15,1709.15,1709.15,1698.33,0.61,0.61,0.61,0.61,1709.15,1709.15,0\\r\\n4747,1011,28,Male,2,salaried,94,2,1942,3,8763.75,5145.35,5086.43,7966.89,2928.99,21.84,153.27,1568.34,5121.12,4991.1,0\\r\\n4748,3129,47,Male,1,salaried,575,1,319,5,1347.3,101822.83,51698.22,2143.5,98995.56,34207.66,232206.19,2901.16,127354.07,25092.53,1\\r\\n4749,706,32,Male,4,self_employed,202,2,2295,163,5398.24,5398.24,5398.24,5376.23,0.6,0.6,0.6,0.61,5398.24,5398.24,0\\r\\n4750,5094,46,Male,2,self_employed,318,2,35,76,10136.5,10843.43,9511.48,4951.14,0.69,0.69,605.47,0.69,10163.83,10849.49,0\\r\\n4751,579,35,Male,0,self_employed,1085,2,3360,111,480.6,2194.89,2048.08,3105.08,0.1,0.1,1714.39,347.24,815.58,2449.4,0\\r\\n4752,2461,53,Male,0,salaried,1020,2,1108,6,161.15,1500.51,1788.23,1089.27,17295.31,2295.54,17366.67,152.01,2467.91,850.49,0\\r\\n4753,2792,9,Male,0,student,905,3,34,,1580.64,1580.64,1580.64,1570.63,0.54,0.54,0.54,0.54,1580.64,1580.64,0\\r\\n4754,1075,47,Male,2,self_employed,334,1,206,35,18248.48,19321.93,19335.3,19567.87,0.19,575.76,1430.77,1391.76,18994.24,19542.7,0\\r\\n4755,593,25,Male,0,salaried,1348,3,2329,231,710.97,3147.19,1710.29,1202.37,0.67,0.67,2551.9,1167.81,2120.19,1614.94,0\\r\\n4756,3392,40,Male,5,salaried,1232,2,185,247,3941.3,3313.49,3642.16,1499.13,0.06,0.06,19.1,1361.39,4110.4,3660.98,0\\r\\n4757,2182,53,Male,0,salaried,1096,3,89,192,2780.05,3791.38,4177.97,9556.47,0.17,0.17,1039.44,799.17,2988.04,4272.95,0\\r\\n4758,1089,43,Male,,self_employed,668,3,2867,7,4368.9,3958.9,4047.61,2915.86,424.59,212.44,0.3,428.87,4092.96,4092.49,0\\r\\n4759,1418,40,Female,0,self_employed,334,2,2064,,4836.88,4855.23,4914,5765.09,0.33,0.33,0.33,0.33,4840.05,4856.97,0\\r\\n4761,4401,63,Male,0,self_employed,1020,3,414,3,4428.66,4177.61,4448.38,3069.05,18.01,0.53,18.39,553.66,4375.82,4492.25,1\\r\\n4762,2074,13,Female,0,student,363,2,269,,4080.88,4080.88,4188.4,4959.8,0.33,0.33,0.33,0.33,4080.88,4080.88,0\\r\\n4763,2082,64,Male,3,self_employed,1494,2,67,5,2820.46,3096.79,1727.55,1046.43,994.53,2875.01,3028.09,483.16,2638.11,1709.87,0\\r\\n4764,921,39,Male,,self_employed,1271,3,101,10,5734.57,4512.43,4402.45,4524.69,1202.94,642.94,0.09,0.09,5260.85,4076.94,0\\r\\n4765,1436,74,Male,0,retired,334,2,10,,1019.7,2216.26,1949.33,1790.11,0.11,0.11,1402.96,0.11,1573.83,2216.26,0\\r\\n4766,4589,87,Female,0,self_employed,1096,3,26,71,4824.06,4816.64,4656.21,4021.89,0.23,0.23,0.23,0.23,4816.89,4816.64,0\\r\\n4767,895,49,Male,0,self_employed,578,2,2282,21,51955.96,52978.1,53329.01,84662.31,7957.17,22129.03,8979.31,22128.29,52132.73,52978,0\\r\\n4768,2137,42,Male,0,salaried,1020,2,990,0,187.98,555.32,12012.37,952.7,1448.65,948.44,1683.14,1261.66,401.89,599.24,1\\r\\n4769,1530,41,Female,0,self_employed,751,3,1363,28,4326.94,263.49,1473.17,111.52,4063.93,0.47,0.47,0.47,4326.94,91.22,1\\r\\n4770,1850,35,Female,0,self_employed,1226,3,1013,31,5385.59,5677.66,3836.07,1105.84,0.13,3000.13,292.2,0.13,5463.41,3071.08,0\\r\\n4771,3428,70,Female,0,salaried,834,2,4408,26,650.7,18829.79,13476.93,11285.94,200.61,0.61,18386.33,1763.39,2966.87,19125.98,1\\r\\n4772,1725,45,Male,0,salaried,1088,3,2200,0,4270.09,3946.94,1456.29,1719.14,2857.44,0.3,0.3,0.3,1526.3,1481.11,0\\r\\n4773,752,47,Female,0,self_employed,318,1,107,53,2924.14,4138.43,4381.36,4928.63,0.5,686.21,1071.93,0.5,2924.14,4005.75,0\\r\\n4774,2978,52,Male,2,self_employed,1417,2,839,0,3804.73,3376.16,3381.08,3320.28,428.93,0.36,0.36,0.36,3390.93,3376.16,0\\r\\n4775,4938,33,Male,0,salaried,61,3,115,26,1083.42,1876.35,1444.26,2754.58,686.43,3185.2,1393.64,2142.93,1579.04,1896.34,0\\r\\n4776,1888,31,Female,0,self_employed,491,2,619,84,3070.33,1650.94,1873.49,1455.03,0.16,0.16,251.65,884.01,2228.82,1537.25,0\\r\\n4777,2410,39,Male,0,salaried,1232,2,29,18,8926.5,9191.41,7149.94,3768.17,4286.23,8571.94,0.51,0.51,8860.93,7203.13,0\\r\\n4778,773,64,Male,0,retired,578,2,631,,3451.14,3451.14,3484.94,3575.14,0.06,0.06,0.06,0.06,3451.14,3451.14,0\\r\\n4779,1265,40,Female,0,self_employed,15,3,49,308,5440.83,6699.98,4117.76,5862.2,0.7,0.7,0.7,0.7,3125.66,5524.72,0\\r\\n4780,999,52,Male,0,self_employed,575,1,44,28,3823.42,322.2,2074.77,2020.99,3571.47,0.04,70.25,518.74,3871.84,610.9,0\\r\\n4781,6746,65,Male,2,self_employed,1020,1,19,0,51078.73,290528.03,90560.74,23130.74,50000.4,294732.54,232143.26,1428.97,120395.66,134424.72,0\\r\\n4782,2616,56,Female,0,self_employed,146,1,1,53,5911.77,2779.63,4200.51,12249.4,0.37,128.94,0.37,3214.66,3518.3,3263.59,0\\r\\n4783,1797,37,Male,0,self_employed,902,2,474,23,6240.91,5731.96,5922.42,5393.02,571.94,0.51,48.7,68.89,6187.2,5747.59,0\\r\\n4784,1076,52,Male,0,self_employed,372,3,2570,61,2155.49,2155.49,2121.3,2032.57,0.43,0.43,0.43,0.43,2155.49,2155.49,0\\r\\n4785,2796,49,Male,0,self_employed,1477,2,850,24,3362.91,1977.19,3611.82,1081.87,1407.51,0.37,14.66,2857.51,3274.24,2542.11,0\\r\\n4787,876,58,Female,0,self_employed,146,2,832,10,681.8,2023.26,2809.97,1538.48,2716.49,9330.67,7918.23,6730.39,1563.85,1084.8,0\\r\\n4788,1475,40,Female,0,self_employed,1020,2,1216,17,580.26,148.5,1470.7,713.04,143.07,843.07,128.21,1500.21,1589.62,724.54,1\\r\\n4789,568,34,Male,0,self_employed,1517,2,2909,62,7638.6,9710.03,7639.25,1665.21,0.29,0.29,2071.71,571.71,9269.14,10244.59,1\\r\\n4790,2708,42,Male,2,self_employed,623,2,1043,14,11770.67,11911.13,13717.13,10839.67,39643.39,0.53,39783.84,140.99,17272.55,11938.31,0\\r\\n4791,1841,54,Female,0,self_employed,146,2,9,52,9754.54,9788.37,7409.11,4249.04,0.14,5685.86,0.14,88.91,9774.37,8007.81,0\\r\\n4792,5021,56,Male,1,salaried,1525,3,173,0,3436.15,2619.13,2511.7,4733.46,1123.33,642.11,562.44,724.19,2553.02,2667.5,0\\r\\n4793,6330,83,Male,0,retired,1096,1,134,5,5082.23,1913.69,2532.23,2184.79,326.35,50004.23,27157.2,48369.58,3423.21,1950.12,0\\r\\n4794,302,33,Female,0,self_employed,50,2,3457,24,575.83,621.26,2575.68,12964.82,14.56,0.27,45.7,31.41,577.8,621.26,1\\r\\n4795,2765,65,Male,0,salaried,1096,1,32,80,2434.11,2434.11,7042.4,3444.73,0.66,0.66,0.66,0.66,2434.11,2434.11,1\\r\\n4796,1742,54,Male,0,self_employed,395,1,454,14,19383.34,18683.34,18804.03,18569.75,700.46,0.46,0.46,0.46,19045.4,18683.34,0\\r\\n4797,533,77,Male,0,retired,59,3,2731,159,1716.27,1716.27,1716.27,2705.75,0.3,0.3,0.3,0.3,1716.27,1716.27,1\\r\\n4798,2347,44,Female,0,self_employed,146,2,75,5,5065.73,2217.15,2414.22,4291.67,2857.2,0.06,8.61,0.06,2702.38,2217.15,0\\r\\n4799,2314,58,Female,0,self_employed,146,3,1039,125,1451.83,1362,1538.17,1327.83,0.07,0.07,373.1,285.79,1612.49,1444.99,0\\r\\n4800,491,58,Male,0,self_employed,1477,3,2518,131,17735.72,18083.14,18598.76,12722.58,0.27,0.27,528.84,928.84,17853.41,18451.81,0\\r\\n4801,2276,57,Male,3,self_employed,869,3,1856,14,13557.22,1306.81,4915.54,502.68,22429.06,4319.11,11465.91,3895.41,7911.96,1222.29,0\\r\\n4802,1264,33,Female,0,self_employed,1322,2,176,116,985.69,1719.88,1796.12,4340.14,0.19,0.19,0.19,0.19,1298.84,1974.69,0\\r\\n4803,1388,64,Male,4,salaried,1232,2,2844,277,2886.89,2886.89,2887.09,2962.86,0.04,0.04,0.04,0.04,2886.89,2886.89,0\\r\\n4804,1059,46,Male,0,self_employed,623,3,1629,6,1014.2,1001.25,1819.36,816.65,86.51,86.29,72.74,9.01,1041.06,986.02,1\\r\\n4805,899,44,Female,0,self_employed,623,2,2023,7,9424.24,7567.1,7345.6,7657.49,1857.43,500.29,0.29,0.29,8212.42,7131.62,0\\r\\n4806,1364,67,Male,0,retired,1582,2,857,,2393.98,2393.98,2393.98,2494.38,0.51,0.51,0.51,0.51,2393.98,2393.98,0\\r\\n4807,545,49,Male,,salaried,800,2,112,,7752.73,7752.73,7829.53,7952.68,0.57,0.57,0.57,143.43,7752.73,7840.29,0\\r\\n4809,906,90,Male,0,self_employed,186,2,1784,,49264.17,49264.17,49264.17,48952.09,0.67,0.67,0.67,0.67,49264.17,49264.17,0\\r\\n4810,3957,27,Male,0,student,1232,1,52,28,20924.07,19806.41,19815.24,15527.19,1143.36,0.5,25.68,0.5,20902.02,19806.41,0\\r\\n4811,2334,32,Female,0,salaried,67,2,705,0,1372.63,1054.07,2399.86,154.44,30.66,173.53,46.39,3698.34,1350.08,4343.66,0\\r\\n4812,4830,47,Male,0,self_employed,334,3,141,21,1730.75,1977.33,1483.45,1334.98,19.31,1457.96,317.1,128.77,2008.95,1816.26,0\\r\\n4813,2460,34,Female,0,self_employed,409,1,3,59,5668.51,5668.51,5779.88,6717.88,0.53,357.67,0.53,0.53,5668.51,5668.51,0\\r\\n4814,2454,74,Female,0,self_employed,1621,2,417,23,1720.01,1918.32,1890.97,2032.34,97.24,32.53,285.84,0.13,1882.28,1904.73,0\\r\\n4815,2746,38,Male,0,salaried,334,3,329,314,2522.14,2697.06,2642.13,3171.94,0.7,0.7,4.2,0.7,2524.67,2697.06,0\\r\\n4816,2206,31,Male,0,salaried,1322,2,176,7,13010.83,12553.6,11852.78,10366.92,695.99,1391.77,238.03,217.36,12756.35,11954.86,0\\r\\n4817,2297,33,Female,0,salaried,1525,2,240,3,4208.6,4192.98,3672.53,10865.78,1971.3,2238.35,236.39,236.39,3137.05,2573.86,0\\r\\n4818,4615,13,Female,0,self_employed,965,1,37,91,3954,3954,3954,3921.94,0.66,0.66,0.66,0.66,3954,3954,0\\r\\n4819,2966,90,Male,0,self_employed,1525,1,146,14,5692.27,4335.03,4614.51,2036.12,814.54,0.26,0.26,0.26,5130.16,4335.03,0\\r\\n4820,2811,50,Female,2,self_employed,1149,2,373,18,1029.94,506.36,6567.35,1107.81,29200.96,0.16,28785.87,0.16,18581.91,523.56,1\\r\\n4821,2134,55,Female,0,self_employed,1096,2,273,326,1639.94,1639.94,1645.02,1919.59,0.27,0.27,0.27,0.27,1639.94,1639.94,0\\r\\n4822,1499,65,Female,0,retired,15,3,2441,5,4847.9,5119.64,2325.31,619.45,1887.7,4387.01,2143.23,0.37,4913.29,1318.73,0\\r\\n4823,2171,58,Female,0,self_employed,740,3,1902,91,9158.08,9158.08,9158.08,1848.19,0.21,0.21,0.21,0.21,9158.08,9158.08,0\\r\\n4824,2040,45,Male,3,salaried,822,2,717,13,25955.08,30349.32,24075.85,13464.25,80.56,17989.17,2863.61,8948.96,28945.02,21540.19,0\\r\\n4825,1502,86,Female,0,retired,146,1,2729,4,5143.52,382.85,1485.72,1171.36,15166.33,5103.86,10447.93,7679.01,1075.83,2140.52,0\\r\\n4826,2827,61,Female,0,self_employed,32,2,820,126,1774.72,2324.72,2128.02,2706.66,0.24,0.24,600.24,0.24,1864.87,2321.62,0\\r\\n4827,1412,25,Female,0,student,1020,1,1471,9,7010.63,6724.91,6627.72,3547.73,286.33,143.47,0.61,0.61,6882.55,6669.61,1\\r\\n4828,3012,58,Female,0,self_employed,895,3,1709,27,2191.97,2146.87,2164.25,2030.41,85.87,0.16,0.16,0.16,2204.85,2162.77,0\\r\\n4829,3258,40,Male,2,self_employed,735,3,804,14,6015.64,5633.69,5314.79,4423.52,1984.6,4481.89,1571.86,2357.57,5799.38,6270.19,0\\r\\n4830,986,38,Female,0,self_employed,1494,2,67,9,272.48,272.48,1562.89,292.6,4286.07,0.36,4286.07,1023.21,1011.4,346.4,0\\r\\n4831,392,28,Female,0,self_employed,575,2,2830,307,4085.89,4085.89,4892.34,8870.42,0.33,0.33,0.33,2143.19,4085.89,4362.39,0\\r\\n4832,6620,75,Male,0,self_employed,1096,1,1092,6,3988.39,2858.94,2877.81,6252.99,1489.66,673.03,358.57,52.14,3635.3,2357.85,0\\r\\n4833,5603,54,Female,0,self_employed,1076,2,64,19,4901.92,7103.34,4770.77,1838.5,1429.07,100.5,3686.06,36.4,5382.15,7008.12,0\\r\\n4834,1332,52,Female,2,self_employed,61,1,115,342,377.28,8520.14,7222.93,8491.83,0.47,0.47,8143.33,0.47,4628.52,8520.14,1\\r\\n4835,3677,63,Female,0,self_employed,1322,2,176,179,5433.03,4968.83,4514.73,2950.67,0.31,0.31,0.31,3571.74,4888.7,4674.15,0\\r\\n4836,1504,59,Male,0,self_employed,334,1,82,35,21994.22,22437.07,53759.99,87299.12,0.5,3.68,0.5,57773.47,22135.6,56242.76,1\\r\\n4837,6061,49,Female,0,self_employed,1020,1,60,0,3875.35,24636.58,22900.82,10857.36,8377.64,35714.79,7280.94,16401.4,16755.6,26659.1,0\\r\\n4838,990,38,Female,0,self_employed,1375,3,2659,105,4083.94,4083.94,4083.94,3473.26,0.27,0.27,0.27,0.27,4083.94,4083.94,0\\r\\n4839,318,38,Male,,self_employed,705,2,1725,319,1107.66,1107.66,5345.75,13741.28,0.19,0.19,0.19,12714.47,1107.66,1107.66,0\\r\\n4840,1938,62,Female,0,self_employed,334,1,111,133,8513.07,8377.36,8792.55,8047.71,0.04,0.04,0.04,1142.9,8480.31,8793.49,1\\r\\n4841,1106,38,Male,0,self_employed,705,3,1467,3,1663.5,1071.61,1572.75,264.32,1430.53,0.53,366.24,245.39,1280.41,1218.4,1\\r\\n4842,1674,45,Male,0,self_employed,1406,3,1913,44,1414.42,2842.99,3568.38,5599.97,0.31,3.89,1428.89,2143.17,1414.42,4200.71,0\\r\\n4843,1041,25,Female,0,self_employed,1589,3,231,53,1404.66,2261.8,2517.99,3217.98,0.19,3428.76,857.33,3617.33,1488.4,3423.32,1\\r\\n4844,6702,51,Male,0,self_employed,834,2,22,33,3114.5,4810.24,4520.66,4098.8,0.4,738.11,1725.62,466.76,4454.61,4736.34,0\\r\\n4845,2122,26,Male,0,salaried,206,2,482,208,2441.73,5949.09,7505.75,17418.56,0.36,0.36,17,252.31,3867.51,7406.37,1\\r\\n4846,4739,38,Male,0,self_employed,904,1,78,4,6491.04,5468.74,3694.97,3073.06,8348.27,8594.66,9128.43,5607.16,4876.19,2828.68,0\\r\\n4847,1888,55,Male,2,self_employed,1096,1,337,6,7420.25,3711.38,4968.62,11258.55,5109.63,257.41,143.13,117.15,4663.26,3972.8,0\\r\\n4848,2116,67,Female,0,retired,1564,2,401,89,3509.57,3509.57,3509.22,3454.49,0.5,0.5,0.5,0.5,3509.57,3509.57,0\\r\\n4849,1703,81,Male,0,retired,146,2,353,0,3611.28,3988.81,3516.29,3210.39,1309.17,671.7,1688.94,194.63,3462.72,3874.56,0\\r\\n4850,1151,4,Female,0,student,491,1,44,160,1555.94,1555.94,1555.94,1590.55,0.5,0.5,0.5,0.5,1555.94,1555.94,0\\r\\n4851,404,18,Female,0,student,834,1,1219,290,2525.89,2568.74,2599.22,2711.75,0.46,0.46,0.46,0.46,2557.41,2597.78,0\\r\\n4852,780,25,Male,0,self_employed,1020,3,1105,76,169.17,169.17,6571.47,21610.19,0.49,0.49,0.49,0.49,169.17,169.17,1\\r\\n4853,1079,62,Male,0,salaried,1348,3,1590,85,6641.72,6656.01,6499.68,3555.92,0.06,0.06,0.06,0.06,6653.55,6667.51,0\\r\\n4854,1247,77,Male,0,retired,409,3,1565,9,2898.64,1496.72,1819.35,1565.46,1443.69,0.04,41.78,22.54,2416.49,1508.65,0\\r\\n4855,2365,81,Female,0,self_employed,834,2,1219,196,1451.11,1665.4,1644.74,1684.43,0.03,0.03,214.31,28.6,1561.95,1678.3,0\\r\\n4856,3078,42,Male,1,self_employed,379,2,173,4,869.76,943.25,1838.96,7740.4,1001.81,6.21,1072.02,3113.62,506.6,1425.01,1\\r\\n4857,639,43,Female,0,self_employed,104,2,1884,35,987.63,8601.91,2851.64,6.75,0.19,8596.43,8043.04,1.61,6599.94,1947.86,1\\r\\n4858,220,71,Male,0,retired,261,2,2221,17,504.36,7447.21,6008.62,836.08,60071.49,5928.63,67014.34,0.06,14216.67,2578.55,1\\r\\n4859,3366,36,Male,0,self_employed,1020,3,159,18,2534.23,2724.84,2088.73,1754.41,0.75,1476.17,215.73,736.33,2602.51,2294.56,0\\r\\n4861,1872,78,Male,0,retired,834,2,460,10,86.85,3158.28,2875.24,2329,71.73,0.3,3143.16,0.3,2318.38,3158.28,1\\r\\n4862,2625,90,Male,0,self_employed,415,2,284,20,10452.89,1310.03,3516.93,1301.74,9143.26,0.4,0.4,0.4,7930.72,1310.03,0\\r\\n4863,585,90,,,self_employed,20,3,1814,,136689.8,145086.01,144603.47,144166.89,0.54,0.54,8396.76,0.54,143638.39,145086.01,0\\r\\n4864,913,66,Female,0,self_employed,623,3,1626,0,1159.68,2673.96,2259.33,1369.23,286.19,786.31,1714.76,0.47,1782.34,2740.32,1\\r\\n4865,3138,79,Male,0,retired,,2,358,,5113.66,4916.05,4953.52,4687.23,0.21,0.21,0.21,857.36,4922.86,4977.19,0\\r\\n4866,4361,42,Male,3,self_employed,272,3,267,,2266.56,2266.56,2266.56,2252.21,0.57,0.57,0.57,0.57,2266.56,2266.56,0\\r\\n4867,2743,31,Male,2,self_employed,1525,2,662,189,1318.55,3084.8,2958.53,3597.03,0.4,0.4,1698.6,68.39,2330.7,3205.48,1\\r\\n4868,990,45,Male,0,self_employed,623,3,317,14,2029.87,3766.39,2297.96,2771.9,2846.96,5714.36,4936.66,4525.87,2504.02,2686.72,0\\r\\n4869,4451,54,Male,0,salaried,698,2,231,124,1096.11,2894.07,2897.54,4107.95,0.11,0.11,2214.4,428.69,2315.04,3143.43,0\\r\\n4870,2686,40,Female,0,salaried,146,2,76,,20321,19126.29,18484.37,17282.55,0.34,0.34,590.34,428.91,19009.89,18369.99,0\\r\\n4871,2650,40,Female,0,salaried,1525,2,276,7,7879.9,7029.25,7557.07,7102.12,809.82,120.14,387.23,1289.89,8003.43,7487.03,0\\r\\n4872,3193,57,Male,0,salaried,1020,2,406,287,3415.55,3415.55,3415.55,4428.38,0.37,0.37,0.37,0.37,3415.55,3415.55,0\\r\\n4873,2426,48,Male,3,salaried,1069,2,1034,136,1431.39,1431.39,1431.39,17765.84,0.2,0.2,0.2,0.2,1431.39,1431.39,0\\r\\n4874,2031,28,Male,0,salaried,15,3,971,14,3803.6,7274.34,4805.01,11128.45,5219.04,0.01,7879.63,342.09,4839.42,5579.16,0\\r\\n4875,2560,35,Female,0,salaried,834,1,1015,137,837.54,21669.9,16118.31,13190.89,0.31,0.31,22857.46,437,6354.78,21853.02,1\\r\\n4876,6650,52,Male,0,salaried,563,2,1292,355,17289.39,17495.13,17429.18,15685.5,0.46,0.46,1463.31,4027.81,17108.92,17588.94,0\\r\\n4877,1781,74,Female,0,self_employed,1020,1,240,1,2712.59,18236.05,9239.87,10227.77,532.21,30234.26,15441.66,24203.67,4259.3,7357.67,1\\r\\n4878,4963,39,Male,0,self_employed,59,2,257,27,4418.93,7632.65,7197.04,8538.56,2857.7,0.56,6429.13,625.94,5317.17,7901.73,0\\r\\n4879,1192,39,Male,0,self_employed,291,2,2383,32,4722.7,9244.13,2281.22,156.91,0.5,9143.36,4636.21,0.5,5450.83,1286.06,0\\r\\n4880,1804,58,Female,0,salaried,328,2,1968,182,5602.32,5602.32,5602.32,5580.72,0.04,0.04,0.04,0.04,5602.32,5602.32,0\\r\\n4881,1026,36,Male,0,salaried,1184,3,1824,,3324.23,3324.23,3324.23,3303.17,0.13,0.13,0.13,0.13,3324.23,3324.23,0\\r\\n4882,1688,38,Male,3,self_employed,164,2,1817,73,7487.65,6358.72,6202.68,3781.67,0.33,0.33,9.5,0.33,7147.64,5946.46,0\\r\\n4883,2420,77,Male,0,retired,1247,2,945,259,2532.79,2532.79,2532.31,2513.1,0.37,0.37,0.37,0.37,2532.79,2532.79,0\\r\\n4884,2782,41,Male,2,self_employed,1322,2,176,13,4737.56,8036.89,3885.93,2502.27,492.91,1214.34,4285.77,3357.2,6216.37,2739.87,0\\r\\n4885,1244,22,Female,0,salaried,1020,1,85,95,437.44,438.3,2066.92,809.93,0.53,0.53,1.39,1.24,437.89,2466.62,1\\r\\n4886,2377,49,Female,0,self_employed,694,3,1420,9,4898.75,2681.02,3087.82,4305.7,3000.43,143.29,557.57,488.64,3075.12,2919.7,0\\r\\n4887,5137,86,Male,0,retired,1540,3,57,26,1969.47,2330.73,2198.82,2433.98,67.94,39.49,429.2,0.63,2011.46,2293.13,0\\r\\n4888,2203,23,Male,0,student,1020,1,1800,5,6295.26,4366.87,4340.33,3816.77,1934.12,0.59,5.73,5.7,4763.37,4368.36,0\\r\\n4890,2192,38,Female,0,self_employed,980,2,285,60,4169.67,4812.53,4495.51,4077.33,0.7,0.7,643.56,0.7,4480.02,4807.99,0\\r\\n4891,297,36,Female,0,self_employed,751,3,2889,277,6481.6,6481.6,6481.6,7782.1,0.57,0.57,0.57,0.57,6481.6,6481.6,0\\r\\n4893,4224,37,Male,1,self_employed,583,3,345,88,5435.61,5805.01,6389.97,239.93,0.69,0.69,368.46,1368.46,5560.62,6884.8,1\\r\\n4896,2870,79,Male,0,retired,1502,1,818,39,8581.17,9285.4,6225.66,2696.04,0.09,8978.3,669.96,3075.64,8867.89,5304.63,0\\r\\n4897,5162,44,Female,0,self_employed,623,2,642,23,20528.33,34436.53,27855.33,20964.47,886.34,32857.77,14286.34,14286.34,31383.75,27576.05,0\\r\\n4898,4391,50,Female,0,self_employed,1096,1,32,6,20.75,187.52,2364.37,194.02,44208.21,16380.35,45730.5,30179.64,19.01,6548.54,1\\r\\n4899,2492,50,Male,0,salaried,1232,1,437,145,6703.1,14299.47,13700.13,21596.48,0.13,0.13,7596.5,288.34,10704.11,14550.5,1\\r\\n4900,2503,59,Female,0,self_employed,834,3,8,21,3568.53,1682.82,1869.12,1819.37,1530.5,689.08,661.5,245.43,3401.64,1371.47,0\\r\\n4901,6219,43,Male,0,self_employed,,2,42,86,8834.63,2674.31,5672.05,2476.85,0.13,0.13,1007.73,1428.7,6115.07,4536.59,0\\r\\n4902,4805,37,Male,2,self_employed,1621,2,50,0,4735.11,8122.04,3493.74,2173,5658.53,7157.2,761.09,724.59,2420.09,6395.41,0\\r\\n4903,2249,52,Male,0,self_employed,1020,3,1473,48,5211.35,5207.96,3528.4,1436.1,0.14,413.49,0.14,0.14,5209.6,3474.52,0\\r\\n4904,507,45,Male,0,salaried,664,3,2801,27,2035.34,2992.52,2988.18,2967.3,243.56,129.27,763.56,160.7,2808.85,3087.75,0\\r\\n4905,2089,42,Female,0,self_employed,575,3,1721,115,5404.48,5131.52,4908.2,4054.91,0.07,0.07,0.07,0.07,5371.79,4829.84,0\\r\\n4906,4720,54,Female,0,self_employed,1111,2,1351,,66528.68,66528.68,66528.68,67587.85,0.47,0.47,0.47,0.47,66528.68,66528.68,0\\r\\n4907,5458,60,Male,2,self_employed,1195,2,55,39,8786.37,9095.11,9086.27,10146.39,0.03,0.06,312.47,27.95,8840.17,9111.34,0\\r\\n4908,1294,37,Female,0,self_employed,409,2,886,27,7103.36,7442.14,7714.48,2934.37,643.07,1343.07,500.21,0.21,7492.92,7977.61,0\\r\\n4909,463,36,Male,2,self_employed,334,2,1072,10,454.18,2454.59,1866.52,524.51,2023.71,5228.8,23.71,1214.51,2316.52,1591.19,1\\r\\n4910,578,29,Male,0,self_employed,236,3,479,121,3007.29,3007.29,3007.29,1769.86,0.07,0.07,0.07,0.07,3007.29,3007.29,0\\r\\n4911,6789,69,Female,0,retired,61,2,476,180,5698.08,5698.08,5698.08,5704.13,0.57,0.57,0.57,0.57,5698.08,5698.08,0\\r\\n4912,2139,10,Male,0,student,1020,2,835,,1943.32,1943.32,1943.32,1931.01,0.63,0.63,0.63,0.63,1943.32,1943.32,0\\r\\n4913,5409,90,Male,0,self_employed,834,1,8,0,2809.62,154.28,3114.37,8858.01,2328.02,0.2,0.2,0.2,391.87,136.73,1\\r\\n4914,243,44,Male,0,self_employed,956,2,94,196,1906.95,1906.95,2567.99,2905.45,0.11,0.11,0.11,0.11,1906.95,2882.26,0\\r\\n4915,3293,69,Female,0,self_employed,15,1,300,18,9199.03,270398.89,31137.7,2432.55,10000.49,275212.09,177871.91,5781.04,75090.55,17781.95,1\\r\\n4916,4987,37,Male,0,self_employed,1020,1,240,0,13845.47,3871.1,22359.33,40813.8,11402.96,6402.94,10000.01,2612.88,9068.91,17780.91,0\\r\\n4917,5066,54,Male,0,self_employed,752,2,165,61,12738.65,12750.76,17109.43,23189.08,0.59,0.59,0.59,4237.01,12753.01,15081.06,1\\r\\n4918,2313,70,Female,0,self_employed,623,2,1554,14,56780.76,56419.33,56232.55,54607.35,100.6,215.6,0.6,0.6,56625.98,56268.48,0\\r\\n4919,7179,62,Female,0,self_employed,575,3,3,,4080.3,6525.84,6340.09,6421.27,0.41,0.41,399.41,567.56,5684.26,6592.88,0\\r\\n4921,1678,49,Male,2,self_employed,15,2,1678,53,458.98,2487.77,2078.76,1485.36,0.2,314.49,2028.99,957.56,1019.6,2524.2,0\\r\\n4922,2323,42,Female,0,self_employed,1020,3,686,346,1877.57,1877.57,1877.57,1865.81,0.17,0.17,0.17,0.17,1877.57,1877.57,0\\r\\n4923,2090,47,Female,0,self_employed,1076,3,456,53,2897.41,2911.7,2318.06,1942.93,0.7,3143.56,0.7,974,2901.85,3003.41,0\\r\\n4924,790,58,Male,0,self_employed,1020,2,490,27,2126.79,5562.27,2946.09,3018.96,157.83,157.83,4473.76,533.21,1909.45,3999.36,0\\r\\n4925,2259,33,Female,0,salaried,334,2,323,0,2198.65,2387.45,1918.94,916.83,146.1,752.89,0.37,0.37,2328.06,1957.03,1\\r\\n4926,2109,27,Female,0,student,740,3,1902,114,4786.39,4783.79,4779.43,4162.76,0.64,0.64,0.64,0.64,4784.51,4778.17,0\\r\\n4928,662,46,Female,,salaried,1181,3,2643,,3860.28,3931.71,4267.21,7359.46,0.07,0.07,0.07,285.79,3889.84,4226.64,0\\r\\n4929,2462,25,Female,0,student,146,2,20,115,2031.24,2045.23,2245.27,2314.03,0.59,0.59,171.71,469.8,2072.61,2221.48,0\\r\\n4930,1238,52,Female,0,salaried,1586,3,2511,0,5327.96,2613.67,2610.39,2600.99,2857.17,0.03,142.89,0.03,2603.82,2613.67,0\\r\\n4931,4736,36,Male,0,salaried,491,2,93,9,16690.13,15155.6,15144.68,12429.85,970.46,2872.6,24.58,1360.58,16053.91,14502.03,0\\r\\n4932,354,49,Male,,self_employed,575,2,3770,336,11199.39,11821.14,11841.42,12517.66,0.16,0.16,1029.91,285.87,11544.18,11821.14,0\\r\\n4933,4482,66,Male,0,salaried,1020,2,79,237,6400.25,6918.82,6990.26,7471.82,0.6,0.6,519.17,130.6,6778.72,6962.83,0\\r\\n4934,5759,84,Female,0,self_employed,1096,3,26,91,17850.97,16942.39,16812.69,15058.62,0.53,0.53,0.53,0.53,17725.65,16766.53,0\\r\\n4935,1144,25,Female,0,self_employed,743,2,270,49,15105.51,18676.93,15273.5,7751.7,0.33,146.21,3571.76,0.33,18184.32,18608.38,0\\r\\n4936,1997,38,Female,0,self_employed,1232,2,184,,3005.2,3005.2,3005.2,2986.17,0.34,0.34,0.34,0.34,3005.2,3005.2,0\\r\\n4937,4044,41,Female,0,salaried,1096,2,134,199,2849.86,2375.7,3672.13,5993.56,0.31,0.31,0.31,0.31,2653.88,2144.59,0\\r\\n4938,2278,49,Male,0,self_employed,1096,3,617,4,4495.09,5034.47,5048.97,5702.82,914.76,858.51,1453.44,1169.16,4741.71,5127.46,0\\r\\n4939,5166,47,Male,0,salaried,575,3,44,14,2869.46,1737.72,2885.03,2707.06,1323.17,1554.14,136.51,3186.34,2405.01,2846.59,0\\r\\n4940,912,90,Male,0,self_employed,617,2,1410,172,3900.22,3900.22,4470.29,8847.49,0.6,0.6,0.6,1366.31,3900.22,4125.57,0\\r\\n4942,1565,61,Female,0,retired,1020,3,443,88,1929.05,1929.05,1934.9,2032.37,0.64,0.64,0.64,0.64,1929.05,1929.05,0\\r\\n4943,2763,45,Female,0,self_employed,1020,1,79,5,1325.04,2735.08,2226.94,4865.56,2973.52,8861.34,4597.84,8019.94,1512.6,1989.76,0\\r\\n4946,735,24,Male,0,salaried,834,2,789,215,4975.37,4975.37,4975.37,4944.03,0.34,0.34,0.34,0.34,4975.37,4975.37,0\\r\\n4948,1748,57,Male,2,salaried,,3,1595,12,3323.93,409.65,2123.45,7476.35,4286.3,0.59,1457.73,2443.44,2076.64,1227.16,0\\r\\n4949,4035,39,Male,0,self_employed,745,2,127,4,5232.18,5794.95,6169.08,5461.85,828.8,357.37,1385.94,714.51,5144.25,6400.57,0\\r\\n4951,6901,66,Male,2,retired,905,2,1336,5,2965.3,2036.91,2116.82,833.65,10.04,1085.44,907.01,311.72,3586.9,1948.51,0\\r\\n4952,400,31,Female,0,student,1020,2,84,336,4721.3,4721.3,4721.3,4691.4,0.39,0.39,0.39,0.39,4721.3,4721.3,0\\r\\n4953,3052,43,Female,0,self_employed,1096,3,144,136,722.46,2887.67,2120.44,3917.8,0.39,0.39,2878.96,319.6,1049.94,2837.72,0\\r\\n4954,1379,48,Male,2,self_employed,564,2,664,7,4389.01,4916.85,6567.1,9700.11,100.4,100.4,699.67,3000.99,4588.82,7336.45,0\\r\\n4955,2985,27,Male,0,self_employed,1322,1,176,30,417.58,376.56,1880.87,1529.6,0.44,4624.92,2360.76,1805.95,1211.56,1498.35,0\\r\\n4956,753,26,Male,0,salaried,969,2,2158,6,3206.98,2021.27,2221.46,2574.3,1214.47,0.19,28.76,0.19,2601.56,2021.27,0\\r\\n4957,3049,38,Female,0,student,1020,1,321,,32239.03,32239.03,32239.03,32034.79,0.69,0.69,0.69,0.69,32239.03,32239.03,0\\r\\n4958,566,34,Female,,self_employed,15,3,1086,125,1852.04,1852.04,1852.04,876.05,0.04,0.04,0.04,0.04,1852.04,1852.04,0\\r\\n4959,248,40,Female,,self_employed,1020,3,546,250,5231.55,1423.45,1859.29,782.5,0.59,0.59,0.59,0.59,4094.06,788.94,0\\r\\n4960,2974,68,Female,0,self_employed,1154,2,1419,29,3864.05,6731.01,3120.14,2747.13,0.09,4373.49,2857.23,214.37,3964.94,2823.57,0\\r\\n4961,970,31,Male,0,salaried,1096,2,1408,89,1878.52,1594.24,2497.52,2186.48,0.26,0.26,3.11,2143.11,1849.26,2423.73,0\\r\\n4962,1018,20,Male,0,student,1020,1,239,,3049.19,3049.19,3049.19,3030.33,0.11,0.11,0.11,0.11,3049.19,3049.19,0\\r\\n4963,2011,64,Female,0,self_employed,1232,2,359,,7623.25,7623.25,7623.25,8537.82,0.56,0.56,0.56,0.56,7623.25,7623.25,0\\r\\n4964,1977,35,Male,0,salaried,1030,2,1296,45,42447.5,42461.78,31834.26,22196.18,0.07,21499.49,0.07,0.07,42454.39,32065.29,0\\r\\n4965,2834,41,Male,0,salaried,1648,2,154,70,15723.86,15797.48,15700.71,14454.29,0.43,0.43,0.43,75,15741.63,15879.08,0\\r\\n4966,1927,39,Male,0,self_employed,328,3,1968,111,2246.17,2321.68,2244.41,698.08,0.36,0.36,1682.02,1461.43,2650.21,2442.75,0\\r\\n4967,2131,33,Female,0,salaried,1111,3,930,7,1718.31,777.65,2576.72,2564.29,3804.53,11858.7,2863.86,11454.99,972.57,1189.59,0\\r\\n4968,4393,64,Female,0,self_employed,1020,2,567,214,4881.32,4879.5,5066.5,6543.64,0.11,0.11,0.11,357.26,4880.25,5085.61,0\\r\\n4969,760,35,Female,,self_employed,1111,2,2830,75,3988.07,4430.94,4097.05,2870.85,0.63,0.63,643.5,0.63,4095.95,4446.03,0\\r\\n4970,3213,73,Male,0,self_employed,1020,1,322,3,1394.83,2107.49,2510.65,2778.3,1428.61,0.04,2142.9,0.04,1836.85,2102.98,0\\r\\n4971,919,29,Male,0,salaried,1020,3,1425,35,4973.07,5611.54,4805.28,2641.82,0.63,1.04,1215.16,360.29,4915.11,5583.87,0\\r\\n4972,2045,49,Female,0,self_employed,1232,1,39,95,35607.31,14178.74,21217.25,29690.21,0.24,0.24,0.24,0.24,18612.24,14178.74,0\\r\\n4973,2652,47,Male,0,self_employed,956,3,1269,59,1495.86,1510.14,1433.61,1231.49,0.03,71.46,0.03,31.46,1495.86,1523.32,0\\r\\n4974,724,47,Female,,self_employed,1517,2,3222,116,9870.89,9884.69,11864.55,15137.09,0.01,0.01,4.66,1451.07,9880.37,10687.53,1\\r\\n4975,2377,47,Female,0,salaried,1477,1,415,161,9243.82,9258.1,9262.34,14412.36,0.33,0.33,0.33,0.33,9248.25,9262.25,0\\r\\n4976,1125,40,Female,0,self_employed,1084,1,1102,292,2173.98,2245.41,2261.91,2462.04,0.29,0.29,0.29,0.29,2191.22,2261.54,0\\r\\n4977,3119,43,Male,1,salaried,1084,2,1028,58,4672.83,5241.69,3787.69,1391.5,0.21,4643.07,468.27,1896.84,4828.04,5152.42,0\\r\\n4978,4455,17,Female,0,self_employed,1084,1,540,98,3500.9,3629.47,3695.27,3827.24,0.33,0.33,0.33,0.33,3571.1,3693.76,0\\r\\n4979,1441,63,Female,0,retired,995,3,200,262,345.78,343.5,1726.63,1763.26,0.04,0.04,0.04,0.04,344.68,343.5,1\\r\\n4980,1432,69,Male,1,self_employed,623,1,4277,24,3968.64,3860.6,3657.83,2472.86,538.6,538.6,0.2,0.2,3950.01,3675.39,0\\r\\n4981,2288,55,Male,1,self_employed,996,3,1308,19,3599.62,2369.79,3025.55,333.52,435.81,1000.1,635.3,2700.44,3344.03,3572.74,0\\r\\n4982,1746,37,Male,2,self_employed,,2,338,35,899.47,1410.2,1754.92,3883.69,0.34,1143.2,511.07,2955.06,987.42,928.94,1\\r\\n4983,1180,37,Male,1,salaried,69,2,2755,11,997.87,2996.93,1937.21,1180.69,2686.37,2502.09,5209.41,924.06,1619.36,2488.69,1\\r\\n4984,4645,45,Male,2,salaried,17,2,181,17,1295.01,908.57,1860.55,3821.38,928.91,928.91,0.34,807.76,998.88,1337.57,0\\r\\n4985,1284,44,Male,0,self_employed,11,1,121,49,19453.71,19669.82,18529.74,10102.91,0.04,2857.19,73.3,2737.73,19632.5,23811.57,0\\r\\n4986,2618,54,Male,1,self_employed,1020,1,543,0,8297.95,1211.24,6156.92,4064.46,8516.74,570.17,3552.06,15368.29,3457.58,3584.22,0\\r\\n4987,6387,68,Female,1,self_employed,1020,2,13,0,18439.12,11663.77,15783.58,9149.42,6796.68,3.49,294.77,0.34,16486.15,11615.7,0\\r\\n4988,3209,41,Male,5,salaried,15,3,2481,73,1121.2,2658.03,2501.34,1349.89,0.03,0.03,3077.63,370.69,2043.11,2980.15,0\\r\\n4989,1472,21,Female,0,student,334,1,4,53,1838.17,1838.17,2270.99,2212.89,0.11,1814.4,0.11,0.11,1838.17,2205.03,0\\r\\n4990,1153,9,Male,0,student,575,3,280,,1707.95,1707.95,1470.33,1037.39,0.37,0.37,0.37,28.94,1707.95,1681.84,1\\r\\n4991,1791,70,Female,0,self_employed,575,3,1381,97,2545.2,2545.2,2558.11,12175.62,0.37,0.37,0.37,27.87,2545.2,2551.14,0\\r\\n4992,5120,72,Male,1,self_employed,1150,2,108,28,5415.06,5136.9,4719.24,5483.91,1519.44,1485.54,2262.34,2421.97,5645.96,4590.86,0\\r\\n4993,5683,72,Female,0,retired,241,2,62,43,4829.8,5044.09,5749.42,4635.96,0.09,61.24,214.37,1000.09,4962.81,5219.9,0\\r\\n4994,2513,36,Male,0,salaried,1020,2,163,76,3784.71,4499,3747.66,8303.85,0.46,0.46,714.74,256.11,3809.34,4614.46,1\\r\\n4995,4153,83,Male,0,self_employed,563,2,88,,10324.72,10324.72,10324.72,10259.32,0.5,0.5,0.5,0.5,10324.72,10324.72,0\\r\\n4996,1845,66,Male,0,retired,1297,2,2073,7,8754.77,8407.37,9185.66,5011.21,314.76,5.25,438.18,3688.59,8938.09,9876.91,0\\r\\n4997,832,27,Male,0,salaried,1096,3,411,3,6342.3,5911.51,5644.15,3960.64,514.54,681.69,83.42,428.83,5911.98,5504.69,0\\r\\n4998,1532,24,Male,0,student,740,3,1902,335,60912.25,60912.25,60878.43,60275.8,0.34,0.34,0.34,0.34,60912.25,60912.25,0\\r\\n4999,335,90,,,self_employed,1271,3,2012,306,1486.45,1486.45,1486.45,1477.19,0.5,0.5,0.5,0.5,1486.45,1486.45,0\\r\\n5000,3113,49,Male,0,salaried,834,2,277,33,5209.35,7954.28,4465.32,2523.45,0.2,20124.3,733.94,20547.1,6331.49,5434.58,0\\r\\n5001,2855,36,Male,2,salaried,1597,2,737,39,2585.14,3123.53,2696.24,2763.65,0.46,786.17,857.6,714.74,2618.49,2583.53,0\\r\\n5002,892,90,Male,0,self_employed,1071,2,623,55,27179.82,27179.82,27036.16,26442.21,0.47,371.59,0.47,0.47,27179.82,27119.96,0\\r\\n5003,535,25,Female,,student,1525,1,146,153,7154.35,8225.78,8409.81,6304.1,0.54,0.54,1071.97,683.07,8041.05,8422.91,0\\r\\n5004,2309,52,Female,0,salaried,15,3,1337,44,1464.15,1464.15,2065.92,2842.04,0.7,107.84,0.7,1143.56,1464.15,2278.67,0\\r\\n5005,2343,69,Male,0,retired,1232,3,882,28,1928.39,1678.67,1979.56,1912.69,428.94,428.94,179.23,564.94,1950.87,1857.07,0\\r\\n5006,2929,45,Female,0,self_employed,318,1,1202,,31888.34,31888.34,31888.34,31686.33,0.04,0.04,0.04,0.04,31888.34,31888.34,0\\r\\n5007,6674,44,Male,0,self_employed,409,2,43,94,62301.12,58275.54,59791.91,39758.71,0.66,0.66,89.36,1298.94,61407.02,58346.22,0\\r\\n5008,4716,51,Male,1,self_employed,1465,2,191,0,174.08,1139.01,1438.77,2744.12,77.76,0.64,2807.76,2915.69,708.22,1440.97,0\\r\\n5009,1229,41,Male,3,self_employed,409,2,43,7,8217.56,1198.67,5780.12,4238.91,8793.99,0.03,1320.4,4166.49,7278.14,1723.24,0\\r\\n5010,2079,49,Male,0,salaried,1096,2,26,76,3826.67,3826.67,3807.47,3449.15,0.37,0.37,0.37,0.37,3826.67,3826.67,0\\r\\n5011,2592,57,Male,0,salaried,1084,2,685,54,2188.02,2545.16,2944.76,3780.94,0.11,700.11,357.26,1750.11,2458.95,2572.81,0\\r\\n5012,537,42,Male,0,salaried,630,3,404,94,333.96,3185.45,3280.58,590.22,0.23,0.23,2913.28,421.66,2759.92,3507.19,1\\r\\n5013,2547,34,Male,2,self_employed,965,3,370,27,112.5,351.46,2932.64,3157.91,714.63,14500.34,1473.73,98.49,365.88,5596.28,1\\r\\n5014,1292,63,Male,0,self_employed,1410,3,2060,186,1812.64,2526.92,3535.24,6135.71,0.11,0.11,714.4,2000.11,1985.05,3665.17,0\\r\\n5015,347,26,Male,0,student,409,3,3979,5,20930.45,20714.62,21598.92,21280.85,292.84,114.56,370.26,0.27,20874.24,20671.35,0\\r\\n5016,2665,41,Female,0,salaried,1020,2,19,32,3188.91,4043.66,1991.17,447.37,0.2,3000.2,305.91,153.06,3704.85,1236.4,0\\r\\n5017,1694,45,Male,0,self_employed,630,3,1771,0,2680.46,2999.74,2301.58,1407.42,5000.09,1428.66,0.09,135.86,2875.85,2231.03,0\\r\\n5018,1735,42,Male,0,self_employed,904,2,78,240,3709.59,3452.45,3556.09,3558.78,0.66,0.66,0.66,129.23,3514.52,3572.73,0\\r\\n5019,2906,39,Male,2,self_employed,904,3,3950,320,9329.28,6465.53,12034.69,9247.23,0.7,0.7,0.7,8572.13,8243.57,13930.96,0\\r\\n5020,1955,9,Female,0,student,334,2,323,,2869.18,2869.18,2289.13,433.71,0.17,0.17,0.17,0.17,2869.18,2869.18,1\\r\\n5021,2985,49,Male,0,salaried,834,2,277,14,75570.18,69434.03,80585.52,68945.14,286.14,152.86,11066.51,20114.17,79682.21,81081.66,0\\r\\n5022,6533,53,Male,0,salaried,1020,2,79,28,8370.62,8439.8,8238.82,5148.64,3170.37,2445.87,4063.21,2782.64,9590.32,8217.42,0\\r\\n5023,4941,67,Male,0,self_employed,1020,2,145,327,211.95,90.97,1774.13,2228.04,0.29,0.29,18.8,42.04,1332.64,1835.56,0\\r\\n5024,1260,59,Female,0,retired,834,2,2675,,2852.25,1374.54,2348.06,4132.34,0.27,0.27,0.27,0.27,2468.16,1902.97,0\\r\\n5025,2704,26,Female,0,student,1534,1,172,26,1459.07,662.17,14110.81,28915.18,27675.58,0.36,95575.64,0.36,21514.99,625.31,1\\r\\n5026,3945,52,Female,0,salaried,1111,3,88,0,1948.44,2583.91,2487.72,4357.65,1340.98,2960.6,2017.78,2893.16,2616.25,2076.74,0\\r\\n5027,1520,34,Male,0,salaried,1525,2,175,69,5475.83,1734.3,4535.31,11757.17,0.44,0.44,1101.52,1784.19,4810.87,2487.99,0\\r\\n5028,905,28,Female,0,student,1232,2,7,,3070.22,3070.22,3070.22,3050.77,0.4,0.4,0.4,0.4,3070.22,3070.22,0\\r\\n5030,1951,41,Male,0,salaried,1096,1,480,12,25797.23,14271.65,18767.21,15712.49,14304.54,0.13,2623.25,9484.69,17765.9,16985.66,0\\r\\n5031,2499,68,Male,0,self_employed,1020,1,406,7,25169.54,13135.18,24274.47,22196.44,14285.99,0.27,2251.63,5275.3,16273.78,17732.1,1\\r\\n5032,998,53,Male,0,retired,324,2,3070,160,12486.18,12486.18,13331.03,12805.44,0.5,0.5,0.5,1429.07,12486.18,13592.17,0\\r\\n5033,4154,51,Male,3,self_employed,491,2,279,4,1937.06,4909.18,1998.88,1263.59,37485.37,41814.53,4000.24,21562.74,2692.61,2751.53,0\\r\\n5034,3583,49,Male,0,salaried,1096,1,26,58,11941.52,12124.1,12186.29,12214.17,0.5,260.5,0.5,217.73,11966.7,12304.69,0\\r\\n5035,2333,39,Female,0,self_employed,243,3,1080,0,4353.12,4438.06,3495.91,63.32,200.4,10156.36,171.06,8846.34,4349.66,3741.38,0\\r\\n5036,2825,49,Female,0,self_employed,1525,2,665,6,2579.98,1968.65,1801.9,1459.33,800.33,428.9,189,189,2083.68,1793.96,0\\r\\n5037,6496,70,Female,0,self_employed,1096,3,91,14,3571.5,2252.75,2469.62,2302.47,1350.49,0.49,0.49,0.49,2881.69,2252.75,0\\r\\n5038,2553,90,,0,self_employed,1096,2,481,,1778,1778,1772.47,1740.99,0.56,0.56,0.56,0.56,1778,1778,0\\r\\n5039,2582,39,Female,2,salaried,334,2,847,27,6626.76,4276.88,5209.88,8753.66,2571.64,244.2,1007.54,1475.4,4938.31,3742.46,0\\r\\n5040,2097,41,Female,0,self_employed,1096,2,578,6,3318.03,3032.32,3095.88,-643.84,500.1,500.1,714.39,91.96,3192.42,3067.22,0\\r\\n5041,2579,29,Female,0,student,15,2,1086,356,1534.26,1534.26,1534.26,1524.54,0.06,0.06,0.06,0.06,1534.26,1534.26,1\\r\\n5042,3099,33,Male,0,self_employed,1181,2,477,19,3959.39,3813.14,3425.7,2410.88,143.29,443.29,0.43,0.43,3914.23,3670.15,0\\r\\n5043,1918,24,Female,0,student,,2,377,,1872.87,1872.87,2324.94,3076.73,0.57,0.57,0.57,1096.54,1872.87,2021.06,0\\r\\n5044,2674,46,Female,2,self_employed,623,3,562,101,2014.16,1978.44,2860.83,554.07,0.13,0.13,0.13,154.89,1985.88,2876.25,0\\r\\n5045,1829,44,Male,0,salaried,904,3,2640,168,5413.06,5413.06,5413.06,4779.14,0.23,0.23,0.23,0.23,5413.06,5413.06,0\\r\\n5046,765,51,Female,0,self_employed,621,3,1921,23,1824.94,1587.24,1627.96,1350.34,238.04,74.11,0.34,0.34,1806.59,1575.34,0\\r\\n5047,1067,34,Male,0,salaried,485,2,823,13,10391.93,9635.9,9741.01,9786.54,725.91,0.49,1086.71,0.49,10673.31,9796.97,0\\r\\n5048,340,40,Female,,self_employed,1096,3,2035,315,1750.39,1750.39,1734.36,1674.26,0.59,0.59,0.59,0.59,1750.39,1750.39,0\\r\\n5049,1197,47,Male,0,salaried,623,2,621,175,1999.88,1528.22,1632.36,1328.87,0.33,0.33,197.5,249.72,1598.48,1527.05,0\\r\\n5050,2944,67,Male,0,salaried,1232,2,185,6,4989.36,510.69,2142.91,4236.33,15661.73,10726.02,10452.04,12077.76,2127.71,2128.1,0\\r\\n5052,1520,39,Male,0,salaried,1540,3,824,116,2734.45,3061.45,2571.41,2351.38,0.4,0.4,1143.26,0.4,2779.55,2842.48,0\\r\\n5053,2069,68,Male,0,self_employed,334,3,1862,3,2586.6,1215.07,2458.67,2119.15,5096.34,0.31,3724.81,2286.03,2155.48,2692.77,0\\r\\n5054,450,36,Female,0,self_employed,575,3,2645,282,18755.74,18755.74,18755.74,5712.42,0.39,0.39,0.39,0.39,18755.74,18755.74,0\\r\\n5055,6240,23,Male,0,student,834,1,8,13,2714.05,2133.81,2780.86,2512.11,464.53,0.4,1830.12,740.7,2735.02,2076.19,0\\r\\n5057,1727,34,Male,0,self_employed,377,2,1968,0,7013.13,7155.99,6145.47,2148.37,1285.93,0.21,1428.79,143.07,6559.93,7167.51,0\\r\\n5058,2106,43,Male,0,salaried,334,2,1072,17,2539.63,4555.94,3286.68,836.98,9.91,0.04,4745.92,2067.01,1758.98,3452.92,1\\r\\n5059,1843,39,Male,1,salaried,1494,3,1703,158,2036.62,1892,1891.12,1779.75,0.59,0.59,0.59,0.59,1897.23,1889.24,0\\r\\n5060,971,47,Female,,self_employed,897,3,2627,18,215.74,62.49,1639.52,4865.45,214.91,0.63,87.38,2918.52,172.77,1528.3,1\\r\\n5061,3259,37,Male,0,self_employed,745,1,127,,4160.88,4446.59,4552.36,5558.99,0.44,0.44,286.16,196.16,4318.51,4513.93,0\\r\\n5062,469,26,Female,,self_employed,1020,2,626,25,4160.12,4032.98,4011.24,2927.7,286.39,0.67,159.24,445.61,4174.31,4298.75,0\\r\\n5064,2848,48,Female,0,salaried,575,2,90,,1603.86,1603.86,1455.94,115.82,0.59,0.59,0.59,0.59,1603.86,1603.86,0\\r\\n5066,2175,45,Male,0,self_employed,1096,2,1667,11,7390.44,7039.02,7255.79,7065.11,351.74,821.74,0.31,1857.46,7184.43,6882.33,0\\r\\n5067,1477,37,Female,1,self_employed,630,3,2487,118,4096.95,3939.8,4430.16,5253.15,0.44,0.44,0.44,0.44,4069.85,3935.19,0\\r\\n5068,1925,35,Female,0,self_employed,15,1,306,13,28.06,3519.46,2083.16,1264.35,799.29,3093.38,4286.13,363.27,2122.24,3117.23,1\\r\\n5069,3982,90,Female,0,self_employed,1020,2,227,89,2012.08,4680.23,3780.76,522.12,0.63,0.63,2668.77,0.63,3668.17,4676.12,0\\r\\n5071,1925,49,Male,2,self_employed,334,1,1225,0,84193.28,29970.52,37860.64,16965.84,63875.36,8120.17,10088.31,0.03,61748.63,27609.05,0\\r\\n5072,742,31,Male,0,self_employed,61,1,3142,48,18763.19,20763.19,19327.04,18071.01,0.13,6114.41,2714.41,7528.7,19600.63,19855.36,0\\r\\n5073,5397,70,Female,2,self_employed,660,3,1239,,4932.71,4932.71,4932.71,4742.24,0.17,0.17,0.17,0.17,4932.71,4932.71,0\\r\\n5074,2313,38,Female,0,self_employed,1494,2,1008,35,1167.26,1263.82,6813.25,6340.8,0.16,28872.64,0.16,34285.87,1169.08,12479.58,1\\r\\n5075,479,68,Male,,self_employed,575,1,3813,13,37194.98,928.69,11448.8,1617.74,37123.96,857.67,857.67,0.53,33442.93,375.7,1\\r\\n5076,649,67,Male,,self_employed,751,2,2784,49,11902.7,11902.7,6715.73,5011.33,0.1,11765.67,0.1,0.1,11902.7,8107.35,0\\r\\n5077,4151,52,Male,0,salaried,1463,3,387,62,3825.06,3845.25,3883.31,3945.57,0.2,0.2,20.39,75.88,3841.39,3884.25,0\\r\\n5078,677,47,Male,0,self_employed,,3,2001,,1433.66,1433.66,1433.66,1424.54,0.13,0.13,0.13,0.13,1433.66,1433.66,0\\r\\n5079,984,62,Male,0,salaried,526,2,421,,2199.13,2227.7,2253.87,2332.72,0.39,0.39,0.39,18.24,2217.85,2252.13,0\\r\\n5080,4833,36,Male,0,self_employed,1020,1,15,173,3961.22,3833.4,4817.71,3197.38,0.03,0.03,0.03,2363.24,3857.97,4871.84,0\\r\\n5081,3093,36,Female,1,self_employed,759,2,518,39,3086.11,3207.12,3080.38,2861.56,0.23,107.97,156.7,156.7,3110.43,3131.09,0\\r\\n5082,2876,8,Female,0,student,1096,1,43,76,2133.68,2133.68,2070.54,2081.01,0.57,0.57,0.57,0.57,2133.68,2133.68,0\\r\\n5083,2058,42,Female,0,self_employed,1096,3,578,,2519.74,2938.51,2916.83,3351.01,0.37,0.37,419.14,0.37,2851.87,2933.69,0\\r\\n5084,894,70,Female,0,self_employed,1589,3,1711,86,1564.83,1564.83,1568.28,1448.36,0.5,0.5,0.5,0.5,1564.83,1564.83,0\\r\\n5085,1620,55,Male,0,salaried,493,3,1894,,3386.62,2715.19,2916.32,2945.47,0.24,0.24,0.24,128.81,3131.94,2773.25,0\\r\\n5086,2650,46,Male,1,salaried,491,2,93,0,7507.23,7046.87,11549.19,22603.34,3332.01,10.34,2193.13,9781.33,6823.33,11467.9,1\\r\\n5087,4225,62,Male,0,self_employed,232,2,350,223,4525.82,4807.11,4675.54,1992.2,0.49,0.49,255.31,0.49,4566.36,4813.78,0\\r\\n5088,1274,27,Female,0,student,904,2,78,185,1631.34,1631.34,1631.34,1621.01,0.17,0.17,0.17,0.17,1631.34,1631.34,0\\r\\n5089,1678,66,Male,2,self_employed,334,2,2077,24,24018.98,23617.2,23529.3,14412.91,402.29,402.29,0.5,0.5,23949.71,23539.43,0\\r\\n5090,4547,59,Male,0,self_employed,1020,2,19,,5066.07,5066.07,5411.69,5743.73,0.09,0.09,0.09,714.37,5066.07,5388.65,0\\r\\n5091,863,51,Male,0,self_employed,675,3,2244,0,17518.65,10371.59,10402.04,8943.68,7143.29,1429,0.43,0.43,12543.28,10094.27,0\\r\\n5092,308,29,Female,,salaried,491,3,2535,20,2099.19,1857.1,1912.75,1491.55,242.77,0.69,0.69,0.69,2024.06,1857.1,0\\r\\n5093,360,38,Female,0,salaried,241,3,3694,56,1415.68,1415.68,1447.88,2176.77,0.67,1.24,0.67,0.67,1415.68,1415.62,0\\r\\n5094,2306,90,,0,self_employed,649,1,289,60,2873.67,2861.92,4012.89,2092.51,0.66,0.66,0.66,0.66,2867.59,2861.92,0\\r\\n5095,3440,46,Male,0,salaried,1548,2,214,188,719.36,716.82,1685.09,4982.46,0.37,0.37,0.37,0.37,718.66,716.87,1\\r\\n5096,2662,32,Female,0,self_employed,418,2,1307,14,2737.61,3178.2,2760.25,1185.69,1463.46,0.6,3332.62,1375.64,2559.44,3894.95,1\\r\\n5097,5269,60,Male,0,salaried,15,2,69,342,1340.07,1389.94,1467.89,1658.46,0.26,0.26,0.26,0.26,1410.29,1460.32,0\\r\\n5098,1572,49,Male,0,self_employed,1597,3,170,,2541.05,2541.05,2541.05,2524.9,0.03,0.03,0.03,0.03,2541.05,2541.05,0\\r\\n5099,5313,15,Female,0,student,1020,1,84,7,14007.58,13874.07,13229.73,36183.47,517.05,230.56,0.03,0.03,13886.27,13896.94,0\\r\\n5100,4216,37,Male,0,self_employed,1096,3,331,13,2017.63,2109.91,2122.31,737.81,28.8,0.23,71.09,143.09,2054.94,2132.95,1\\r\\n5101,4969,79,Male,0,retired,1111,1,26,28,814.8,806.73,2952.37,22645.28,8.77,77008.77,429.27,78750.47,1036.47,4905.67,0\\r\\n5102,2610,46,Female,0,salaried,491,2,93,69,4558.94,1903.43,2098.35,1386.83,0.36,0.36,214.64,649.04,2863.18,1989.84,0\\r\\n5103,538,26,Female,0,self_employed,531,2,153,20,12190.89,3690.89,3715.15,193.91,5000.54,2571.97,0.54,0.54,8104.69,2736.98,0\\r\\n5104,1920,45,Male,2,self_employed,575,3,1098,9,2152,1813.01,1674.67,608.88,550.23,319.87,459.19,350.83,2073.04,1776.71,0\\r\\n5105,6599,67,Male,0,self_employed,996,2,213,115,5684.24,5684.77,5746.89,7494.4,0.66,0.66,0.66,74.23,5684.75,5742.1,0\\r\\n5106,1073,30,Female,0,self_employed,969,2,1910,,5511.58,5511.58,5579.17,5681.66,0.69,0.69,0.69,286.4,5511.58,5571.49,0\\r\\n5107,944,46,Male,2,salaried,707,1,295,0,22868.66,24727.72,26761.68,25148.26,5429.19,214.67,6050.34,1999.67,23979.12,27175.04,0\\r\\n5108,2227,43,Female,0,self_employed,1525,3,146,267,3336.42,3293.23,3483.77,5022.57,0.26,0.26,12.43,260.16,3323.28,3293.44,0\\r\\n5109,2022,48,Male,0,self_employed,1589,2,275,12,3846.66,972.37,1773.76,2071.74,2857.21,0.07,0.07,300.07,2269.12,1262.69,0\\r\\n5110,184,60,Male,0,salaried,146,3,2858,9,5227.22,834.59,2360.93,1821.18,11965.64,0.26,7858.73,571.69,4307.62,1111.09,0\\r\\n5112,377,56,Male,,self_employed,1542,2,1953,105,9369.89,10941.32,11510.41,10782.73,0.4,0.4,3143.26,3114.69,10167.92,11409.36,1\\r\\n5113,5039,67,Male,0,self_employed,409,1,158,56,3976.47,3997.47,2557.61,152.51,0.19,4214.47,21.19,281.79,3977.92,3623.92,1\\r\\n5114,1897,27,Female,0,salaried,409,1,1374,109,2718.79,3117.81,3283.41,884.24,0.61,0.61,399.63,400.63,2818.81,3265.22,0\\r\\n5115,3384,73,Male,0,salaried,1020,1,2,38,4335.91,3923,3600.75,3156.52,0.49,4681.83,49.51,4531.03,4320.29,3761.24,0\\r\\n5116,791,66,Female,0,retired,724,3,1804,,3588.9,3588.9,3588.9,6277.85,0.63,0.63,0.63,0.63,3588.9,3588.9,0\\r\\n5117,2733,48,Female,0,self_employed,1020,1,1,52,24679.39,131822.25,123704.68,128326.97,0.66,72930.39,107143.51,0.66,98571.01,115431.25,1\\r\\n5118,1045,59,Female,1,retired,1096,1,480,6,2086.86,1500.08,1653.55,5052.74,1449.51,2664.1,714.83,3500.54,1465.59,1187.14,0\\r\\n5119,2370,55,Female,0,self_employed,146,1,2047,35,3592.34,3517.85,3343.33,2738.74,0.14,299.2,19.47,55.56,3495.87,3429.94,0\\r\\n5120,5274,59,Male,1,self_employed,1020,2,79,32,11909.63,11966.48,9231.3,7854.82,0.56,4428.87,0.56,0.56,11952.76,8143.63,0\\r\\n5121,3286,17,Female,0,student,334,2,1863,112,3637.82,3637.82,3637.82,3549.61,0.64,0.64,0.64,0.64,3637.82,3637.82,0\\r\\n5122,4162,54,Male,3,self_employed,762,1,195,14,613.51,39782.82,5583.48,658.83,2971.71,78428.86,2151.51,3627.43,6376.8,6709.34,1\\r\\n5123,1557,37,Male,0,self_employed,372,2,1821,20,6714.17,6385.6,6495.91,6050.81,357.34,0.2,0.2,0.2,6636.34,6404.95,0\\r\\n5124,4424,43,Male,1,self_employed,1020,1,80,123,985.88,2267.42,2471.9,2746.91,0.5,0.5,2250.5,455.99,2857.67,2338.26,0\\r\\n5125,5474,58,Female,0,salaried,1020,2,114,331,15041.33,15164.58,15124.75,15065.5,0.6,0.6,126.71,0.6,15045.08,15164.58,0\\r\\n5126,939,74,Female,0,retired,1020,2,1265,45,3044.16,3048.16,2841.85,2286.25,0.41,249.85,4.41,5.2,3044.71,2937.12,0\\r\\n5127,1411,22,Female,0,student,241,1,62,151,2979.21,2979.21,2979.21,4765.22,0.56,0.56,0.56,0.56,2979.21,2979.21,0\\r\\n5128,6220,53,Male,0,self_employed,1096,2,91,,1570.79,1566.5,1567.68,1560.74,0.26,0.26,0.26,0.26,1567.98,1566.5,0\\r\\n5129,1726,32,Female,0,salaried,1366,2,262,53,6762.49,13762.49,6429.04,115.92,0.47,16284.49,7000.47,2786.19,7082.69,12083.1,0\\r\\n5130,608,27,Male,,student,572,3,1624,26,2384.48,2944.2,2596.56,799.97,643.03,4328.91,2215.93,5315.42,2907.02,3684.42,0\\r\\n5131,1437,40,Female,0,self_employed,15,3,2863,202,3322.09,3302.81,2290.4,7759.73,0.7,0.7,0.7,864.99,3306.8,1921.4,0\\r\\n5132,3951,46,Female,0,self_employed,1020,3,19,5,141.58,1439.94,1517,16349.38,83938.13,0.01,123753.31,0.01,1838.8,1390.39,0\\r\\n5133,2989,60,Male,0,salaried,146,3,286,,4104.9,4104.9,4104.9,4078.9,0.29,0.29,0.29,0.29,4104.9,4104.9,0\\r\\n5134,2123,54,Female,0,salaried,996,2,1209,98,1624.62,1624.62,1667.63,2244.61,0.69,0.69,0.69,72.11,1624.62,1633.84,0\\r\\n5135,2645,44,Male,0,self_employed,1020,3,1333,60,1159.41,1587.98,1546.81,1546.44,0.47,0.47,857.61,143.33,1381.08,1627.15,0\\r\\n5136,950,29,Male,0,salaried,334,2,1073,40,21348.82,21626.88,20456.02,16442.12,0.43,2686.14,119.04,765.44,21437.09,20440.85,0\\r\\n5137,6472,90,Male,0,self_employed,1232,2,104,0,4250.15,4151.72,4160.74,3993.16,140.1,0.39,0.39,0.39,4178.76,4151.72,0\\r\\n5138,626,59,Female,,self_employed,321,2,311,,570.2,13427.34,10332.81,13356.41,0.4,0.4,12857.54,14.69,4117,13439.79,0\\r\\n5139,214,18,Male,0,student,1140,2,663,20,1966.7,1723.84,1671.15,953.36,286.14,214.71,43.29,0.43,1914.98,1689.28,0\\r\\n5140,275,44,Male,4,self_employed,623,3,2604,4,1806.24,2171.22,2164.5,2870.39,429.03,7.46,768.69,100.46,1615.32,2185.18,0\\r\\n5141,1029,26,Male,1,salaried,617,2,3227,35,4063.55,4513.66,4669.78,4184.45,0.56,2714.84,793.99,3043.33,4440.98,4757.21,1\\r\\n5142,894,38,Male,,salaried,,2,2965,17,7152.31,757.01,2254.63,1778.54,14286.41,0.7,119.27,72.56,5055.76,809.83,0\\r\\n5143,945,73,Female,0,self_employed,409,3,551,0,529.79,1384.07,2142.82,2185.47,1429.24,0.67,854.96,7591.3,874.81,3372.46,0\\r\\n5144,1684,57,Male,0,salaried,575,2,572,14,1121.66,13855.96,9828.42,7977.21,698.23,748.23,14747.64,1153.8,5864.27,12732.49,1\\r\\n5145,696,30,Female,0,salaried,,3,1203,225,2119.13,2111.43,2126.21,2293.91,0.47,0.47,0.47,0.47,2111.69,2111.43,0\\r\\n5146,1732,54,Female,0,self_employed,646,2,397,,6453.95,6453.95,6791.9,7832.59,0.09,0.09,0.09,0.09,6453.95,6453.95,0\\r\\n5148,1263,31,Male,0,self_employed,,3,2647,13,10240.32,8411.74,7867.69,4530.81,1857.69,2307.69,0.54,286.26,9283.67,7793.85,0\\r\\n5149,5015,45,Male,0,self_employed,1096,1,4396,0,20169.55,8892.56,20085.55,10719.12,48880.56,6066.89,48869.41,75259.86,5949,5174.39,0\\r\\n5150,587,6,Female,,student,531,2,2076,243,2879.53,2879.53,3192.66,3549.42,0.67,0.67,0.67,494.24,2879.53,3325.34,0\\r\\n5151,5200,62,Male,0,self_employed,1020,2,118,59,2558.29,2900.91,2921.4,2233.61,0.37,261.61,349.32,206.8,2831.63,3085.82,0\\r\\n5152,2085,48,Female,0,salaried,1020,1,1799,196,1163.62,6399.38,2157.88,1140.77,0.03,0.03,6485.74,0.03,2474.25,3282.35,0\\r\\n5153,1275,62,Male,0,self_employed,59,2,257,7,8998.58,10441.44,4228.74,1065.31,7143.07,14285.93,8585.93,3909.67,8078.39,4542.63,0\\r\\n5154,3050,54,Female,0,self_employed,1020,1,145,104,1213.42,1282.6,1552.46,2314.36,0.04,0.04,69.22,0.04,1251.93,1268.85,0\\r\\n5155,3231,18,Male,0,student,905,2,34,216,1342.56,1413.99,1456.47,1665.08,0.33,0.33,0.33,0.33,1386.9,1455.47,0\\r\\n5156,2973,72,Male,0,self_employed,579,2,192,,2148.2,1716.16,1754.78,1784.02,0.06,0.06,0.06,0.06,1844.06,1716.16,1\\r\\n5157,2986,39,Female,0,salaried,1096,1,273,282,3635.34,3635.34,3637.49,3618.66,0.64,0.64,0.64,0.64,3635.34,3637.71,0\\r\\n5158,212,29,Male,0,self_employed,409,3,2072,4,147.41,77.84,1466.57,711.37,6284.67,7143.24,6643.67,7700.39,575.75,1733.64,1\\r\\n5159,3787,42,Female,0,salaried,1020,2,442,75,4047.29,3505.13,2854.34,1645.84,0.23,0.23,662.83,577.89,3129.09,2648.55,0\\r\\n5162,1767,79,Male,0,retired,779,2,741,32,0.37,17248.28,2046.01,1361.91,0.36,25885.45,4286.07,7.76,887.07,3880.38,1\\r\\n5163,2194,44,Male,0,self_employed,489,2,862,292,1355.5,2069.79,1987.69,2058.15,0.53,0.53,0.53,0.53,1823.48,2069.79,0\\r\\n5164,2437,50,Male,0,self_employed,759,3,2323,86,1661.16,4280.6,4462.86,2074.82,0.01,0.01,1354.3,571.44,3598.08,4485.99,1\\r\\n5165,2824,62,Male,2,salaried,1347,3,821,40,1626.4,1669.18,1529.53,1317.21,0.23,285.94,176.37,33.51,1649.36,1574.86,0\\r\\n5166,3520,31,Female,0,salaried,1232,3,146,40,4269.48,3670.59,2915.32,1424.66,0.69,18.4,3714.97,1052.87,3440.05,3113.5,0\\r\\n5167,4325,39,Female,0,self_employed,1232,2,276,,7153.65,7153.65,7196.85,7326.17,0.56,0.56,0.56,77.88,7153.65,7179.25,0\\r\\n5168,5340,66,Female,0,self_employed,221,1,68,21,2798.82,2441.68,2066.55,1235.32,357.47,857.47,0.33,0.33,2712.61,1902.5,0\\r\\n5169,2665,45,Male,3,self_employed,701,2,704,95,1319.04,1823.21,2157.39,2415.15,0.2,0.2,504.37,504.37,1371.2,1872,0\\r\\n5170,2198,45,Male,0,salaried,1494,2,67,11,3319.42,3995.24,3933.61,8476.17,1479.52,749.57,1621.07,14350.1,3698.65,6384.38,0\\r\\n5171,275,63,Male,0,self_employed,1020,1,80,4,123290.37,83640.13,29943.85,7914.22,114285.74,70000.03,68722.67,0.03,46136,25333.34,0\\r\\n5172,708,35,Male,1,salaried,623,2,545,4,22048.26,11919.8,10446.63,5251.79,17514.7,11410.13,7143.39,1245.16,12941.69,10844.24,0\\r\\n5173,1536,34,Female,0,self_employed,1096,3,1375,28,2274.12,2343.92,2354.47,2649.62,86.31,79.17,156.11,156.11,2295.57,2346.25,0\\r\\n5174,3067,77,Female,0,self_employed,,2,649,108,4561.29,4561.29,4561.97,4508.03,0.26,0.26,0.26,0.26,4561.29,4561.29,0\\r\\n5175,1230,40,Male,0,salaried,409,3,1663,208,4364.09,3802.79,3118.51,1477.48,0.49,0.49,571.91,429.06,3595.54,3121.62,0\\r\\n5176,3323,78,Male,0,salaried,1271,2,101,4,32342.21,42719.76,34713.04,13454.41,2818.92,5332,3571.63,285.91,32081.96,39995.07,0\\r\\n5177,2187,40,Male,3,salaried,1020,3,1,46,1043.27,6757.56,5577.39,6183.92,0.29,250.29,5714.57,0.29,3998.94,6652.72,1\\r\\n5178,1609,43,Female,1,self_employed,409,3,339,167,4906.82,4906.82,4906.82,4615.25,0.54,0.54,0.54,0.54,4906.82,4906.82,0\\r\\n5179,1602,66,Male,1,retired,1084,2,1029,,4839,4839,4839,4808.34,0.7,0.7,0.7,0.7,4839,4839,0\\r\\n5180,4323,80,Male,0,retired,1589,2,275,31,5044.62,5044.62,5030.51,5194.8,0.7,14.99,0.7,0.7,5044.62,5031.72,0\\r\\n5181,4997,43,Female,0,self_employed,531,2,120,,3051.37,3051.37,3201.91,4514.12,0.46,0.46,0.46,0.46,3051.37,3051.37,1\\r\\n5182,787,44,Female,,self_employed,583,3,345,283,2413.49,2413.49,2413.49,2393.85,0.09,0.09,0.09,0.09,2413.49,2413.49,0\\r\\n5183,1706,37,Male,0,salaried,1096,2,1317,11,250.25,2708.39,2028.88,289.53,201108.41,26124.7,126512.54,25243.03,1576.78,2125.8,1\\r\\n5184,1935,33,Female,0,self_employed,611,3,1433,14,7124.85,6709.46,5891.63,3673.28,2250.5,2250.5,925.07,286.21,6503.31,5977.03,0\\r\\n5185,1695,79,Male,0,self_employed,1494,2,1701,28,671.88,547.12,2472.99,786.58,125.31,12857.7,0.56,19900.56,667.58,2295.05,1\\r\\n5186,1336,76,Male,0,self_employed,656,2,2102,0,76003.64,60293.98,60008.44,59912.02,54192.88,0.61,38468.8,0.61,59437.35,60293.98,0\\r\\n5187,381,20,Male,0,student,1020,3,546,9,2382.49,1480.66,1453.73,712.62,943.27,252.94,41.44,11.86,1831.09,1390.62,0\\r\\n5188,4563,69,Male,2,salaried,1540,1,670,,175919.31,196569.4,208722.36,245579.42,0.26,0.26,12195.97,75714.54,172385.97,226030.56,0\\r\\n5189,2958,54,Male,2,self_employed,1232,2,633,240,2953.77,2953.77,2955.92,2802.68,0.3,0.3,0.3,0.3,2953.77,2956.14,0\\r\\n5190,866,53,Male,4,self_employed,,3,2068,5,4369.94,2541.37,2789.89,3019.59,2142.91,0.06,285.77,2007.2,2986.69,2945.52,0\\r\\n5191,428,59,Male,0,salaried,575,1,176,,2544.06,54009.54,19475.75,2167.49,0.13,0.13,51428.7,0.13,7011.92,49331.01,1\\r\\n5192,1801,55,Female,0,self_employed,409,2,1338,56,2956.09,3346.31,2800.58,2519.06,0.13,238.06,0.13,0.13,2991.72,3348.17,0\\r\\n5193,3489,35,Male,0,salaried,1477,2,415,,6448.91,6470.34,6476.68,6464.83,0.19,0.19,28.76,14.47,6461.48,6474.49,0\\r\\n5194,3009,75,Male,0,self_employed,834,1,22,3,1851.24,1253.21,2005.46,2473.68,621.73,693.27,0.47,200.47,1614.19,1841.87,0\\r\\n5195,814,40,Female,0,self_employed,15,2,300,18,7091.15,11340.32,9600.44,219.45,28571.87,700.44,30892.47,12450.77,17173.52,9664.43,0\\r\\n5196,4160,90,Male,0,self_employed,1020,1,1,20,5111.14,5000.18,2121.77,-4933.16,28571.94,15603.67,21429.09,10754.99,5101.17,2907.78,0\\r\\n5197,4052,64,Male,0,retired,1020,3,443,3,1558.75,3459.23,2431.61,6707.75,2027.49,3631.77,3786.41,2286.41,1456.51,2199.23,0\\r\\n5199,3359,64,Male,1,self_employed,1040,2,252,7,5344.65,5267.27,4830.13,4828.94,4286.34,0.63,4286.34,0.63,4723.86,5052.27,0\\r\\n5200,6571,32,Female,0,self_employed,1084,2,540,324,2593.01,2878.73,3158.72,2850.42,0.11,0.11,285.83,1285.83,2612.72,3998.54,0\\r\\n5201,2440,52,Male,2,self_employed,1258,1,152,25,4496.67,4434.01,17222.7,43274.04,17127.13,30537.41,15060,29499.17,8718.06,9102.95,0\\r\\n5204,5437,58,Female,0,self_employed,1180,1,116,33,25391.49,25804.31,25571.92,26542.49,0.27,391.7,401.19,0.27,25664.88,25478.48,1\\r\\n5205,2685,39,Female,0,self_employed,834,2,1303,68,34665.57,35370.98,34804.22,21858.34,0.17,0.17,705.59,1362.71,34714.22,36421.63,0\\r\\n5207,4778,40,Male,0,self_employed,1438,2,151,35,3938.53,3974.6,3826.79,3280.73,0.54,143.4,43.4,92.33,3971.41,3862.71,0\\r\\n5209,1027,37,Male,0,salaried,488,3,1893,87,9062.2,9105.06,9094.29,8190.65,0.46,0.46,29.03,0.46,9089.79,9117.04,0\\r\\n5210,2177,39,Female,0,self_employed,334,2,4,207,4240.1,2811.53,3217.7,4077.57,0.61,0.61,0.61,0.61,3698.23,2811.53,0\\r\\n5211,262,39,Male,0,salaried,409,2,485,4,2241.49,217.27,1609.43,547.08,5494.8,3676.31,3196.05,3215.34,1636.24,1289.01,0\\r\\n5212,1394,44,Male,1,self_employed,1096,3,327,72,10626,10686.14,10634.89,13174.38,0.4,0.4,62.76,14.69,10649.12,10689.67,0\\r\\n5213,1543,76,Male,0,retired,1020,2,419,14,218.67,2432.95,3679.52,960.04,13357.33,500.19,15571.61,0.19,6898.47,2271.66,1\\r\\n5214,2875,53,Male,0,salaried,1464,3,635,129,17997.33,17847.13,18528.36,14945,0.07,0.07,62.93,151.5,17916.81,18205.07,0\\r\\n5215,1786,64,Male,0,retired,485,2,1510,44,2651.36,1645.66,1836.16,1730.99,0.19,228.6,0.19,14.41,2371.31,1610.96,0\\r\\n5216,1946,37,Male,3,salaried,856,3,1503,10,3937.17,887.45,1687.5,1586.42,1532.99,0.69,3936.69,1536.69,2165.54,1567.28,0\\r\\n5217,4270,42,Male,3,self_employed,409,2,293,4,7238.9,7278.38,6508.51,5490.87,214.59,900.3,211.2,457.84,7060.09,6663.49,0\\r\\n5218,5297,65,Male,0,self_employed,221,3,68,75,3577.46,3531.71,3609.47,1946.91,0.03,0.03,0.03,0.03,3539.6,3674.79,0\\r\\n5219,1646,35,Male,2,salaried,1154,3,1325,12,4250.9,3636.33,3359.93,2023.2,693.19,1470.9,78.61,1250.04,4032.36,2916.8,0\\r\\n5220,1376,39,Male,0,salaried,1020,2,424,13,871.01,846.44,1518.81,1123.68,3074.6,2166.08,2792.03,1931.76,1757.75,1504.26,0\\r\\n5221,6863,53,Female,0,self_employed,1096,3,26,0,170.87,2050.91,1924.9,2646.61,350.3,0.34,2235.36,66.11,1571.05,2086.98,0\\r\\n5222,1387,9,Male,0,student,146,3,2011,59,2260.14,2260.14,2079.19,1706.41,0.24,543.1,0.24,0.24,2260.14,2260.14,0\\r\\n5223,2429,61,Female,0,self_employed,334,2,1305,,4448.12,4448.12,4450.28,4424.58,0.01,0.01,0.01,0.01,4448.12,4450.5,0\\r\\n5224,2182,15,Female,0,student,1020,2,406,40,305.26,962.41,1672.09,1095.3,0.03,4857.17,571.46,3571.46,441.22,1790.98,0\\r\\n5225,2201,45,Male,0,salaried,1084,2,1293,3,9610.97,7656.39,6996.35,6662.46,2264.06,2374.5,988.61,2905.41,7850,5829.39,0\\r\\n5226,1059,83,Male,,self_employed,145,2,2596,88,7359.63,7359.63,7340.43,6430.38,0.06,0.06,0.06,0.06,7359.63,7359.63,1\\r\\n5227,815,44,Female,0,self_employed,,2,2159,,5039.53,5039.53,4417.08,4042.64,0.19,0.19,0.19,1214.47,5039.53,4344.78,0\\r\\n5228,582,34,Male,0,salaried,1020,2,542,9,2117.17,1974.31,2857.55,4267.02,143.24,0.39,0.39,1438.74,2070.37,2518.18,1\\r\\n5229,520,36,Male,0,self_employed,531,3,934,0,432.56,239.7,1712.78,465.72,200.04,3950.46,7.19,7142.9,253.25,2221.44,0\\r\\n5230,6795,73,Male,0,self_employed,1020,2,16,0,3989.32,4247.13,4142.24,3191.55,32.37,897.79,286.09,879.82,4006.59,4566.7,0\\r\\n5231,1040,63,Male,0,retired,623,3,1031,1,4226.34,5305.28,5991.36,15878.85,3597.63,2877.24,4938.31,4655.13,3765.94,5726.84,1\\r\\n5232,4261,36,Female,0,self_employed,694,3,142,294,152.89,552.93,3862.63,5475.27,0.14,0.14,328.71,4303,314.48,4909.8,1\\r\\n5233,329,41,Female,2,self_employed,1494,2,67,24,3122.61,3165.26,1663.03,2279.89,572.06,3849.93,614.7,1323.8,3152.61,1167.06,0\\r\\n5234,218,26,Male,,self_employed,619,3,1761,42,183.7,2783.7,2398.06,4447.98,0.3,357.44,3743.16,457.63,1490.1,2820.2,1\\r\\n5235,1262,38,Female,0,self_employed,904,3,1943,171,6640.58,6669.15,6687.25,6509.76,0.63,0.63,0.63,29.2,6668.16,6695.88,0\\r\\n5236,4623,32,Female,0,self_employed,15,2,1086,15,1528.52,437.72,1508.25,2906.01,27.51,0.23,571.66,30084.33,1340.31,1673.02,0\\r\\n5237,592,50,Male,0,self_employed,664,1,2902,58,3172.42,3172.42,2539.83,4711.17,0.19,1928.76,0.19,0.19,3172.42,2985.79,0\\r\\n5238,4148,81,Male,1,retired,1096,1,92,3,19875.55,3952.31,22418.58,4682.24,27543.81,9415.91,11620.57,8416.67,7133.25,8668.35,1\\r\\n5239,3421,67,Male,0,retired,,3,1566,53,1875.69,1873.47,8294.49,12145.18,0.01,1532.87,0.01,12498.73,1874.46,10776.15,1\\r\\n5240,496,49,Female,0,self_employed,513,2,2312,28,1807.44,1682.13,1995.41,2837.52,357.24,357.24,0.1,0.1,1879.39,1756.91,0\\r\\n5241,5071,31,Female,0,salaried,146,2,737,21,3460.48,3031.91,3132.6,2930.88,429.23,0.66,0.66,0.66,3357.03,3031.91,0\\r\\n5242,2461,69,Male,0,salaried,531,3,590,18,5828.37,4518.37,4463.86,3236.79,1410.59,1407.49,100.59,572.01,5523.1,4190.61,0\\r\\n5243,5176,39,Male,0,self_employed,834,2,14,0,1625.97,2142.21,1626.82,1329.68,143.83,587.49,643.17,0.31,1758.57,1684.56,0\\r\\n5244,3164,31,Female,0,self_employed,334,2,390,,1498,1498,1501.72,1513.86,0.46,0.46,0.46,29.03,1498,1501.43,0\\r\\n5245,1958,54,Male,0,salaried,834,3,593,219,3158.14,3158.14,3189.01,3294.47,0.6,0.6,0.6,0.6,3158.14,3183.02,0\\r\\n5246,2895,71,Female,0,self_employed,334,1,847,115,2985.29,2985.29,2979.97,2854.94,0.19,0.19,0.19,0.19,2985.29,2985.29,0\\r\\n5247,684,23,Male,0,student,409,2,120,263,1653.4,1653.4,1494.47,172.58,0.29,0.29,0.29,0.29,1653.4,1653.58,0\\r\\n5248,1522,50,Male,0,self_employed,1020,3,1230,17,16498.23,9892.38,9665.79,4212.71,6643.21,3314.64,37.37,0.36,15324.11,7095.15,0\\r\\n5249,2441,47,Female,0,self_employed,1020,1,542,12,37821.54,35787.14,35060.01,52652.59,23007.15,0.31,10.03,213.03,29702.41,35869.03,0\\r\\n5250,1180,47,Male,2,self_employed,1388,1,696,20,8938.41,7675.37,6646.66,6348.99,3890.17,4683.57,2627.13,2545.34,8373.75,6506.19,0\\r\\n5251,3279,42,Female,0,self_employed,1084,2,685,247,4795.94,4795.94,4795.94,4765.99,0.17,0.17,0.17,0.17,4795.94,4795.94,0\\r\\n5252,3068,90,Male,0,self_employed,617,2,229,300,3257.66,3429.09,3547.74,3961.44,0.24,0.24,0.24,0.24,3423.18,3578.54,0\\r\\n5253,324,3,Female,,student,334,3,17,322,94.96,4476.29,2779.88,1136.95,0.57,0.57,5824.76,143.43,2585.23,3381.36,0\\r\\n5254,594,35,Female,,self_employed,1379,2,343,23,1978.83,2244.15,2226.85,2199.87,3.29,14.9,462.21,28.71,2177.27,2263.11,0\\r\\n5255,230,58,Male,0,self_employed,15,3,3904,4,0.39,0.53,1696.93,1513.69,27268.96,257.53,17996.29,1680.93,3689.58,100.15,0\\r\\n5256,2351,55,Male,2,salaried,623,2,1626,17,8322.01,8120.32,10026.86,13640.88,550.41,48.14,348.73,2442.34,8171.73,9421.23,0\\r\\n5257,296,54,Male,0,self_employed,745,2,1093,244,403.79,403.79,4031.56,863.43,0.29,0.29,0.29,13469,403.79,4745.49,1\\r\\n5258,1503,53,Female,0,self_employed,146,2,1993,0,1074.64,3771.7,2720.61,2516.18,347.6,27.21,2897.73,0.07,1040.02,3683.45,1\\r\\n5259,1711,41,Female,0,self_employed,1046,3,502,40,2621.23,2921.39,1542.47,731.54,0.3,21.73,271.89,148.16,2768.11,1073.93,0\\r\\n5260,2683,66,Male,2,self_employed,943,2,743,38,215.13,21643.7,12015.44,50.72,0.47,468.65,0.47,0.47,9082.13,21450.06,1\\r\\n5261,2973,29,Male,0,self_employed,1096,2,7,114,1956,4765.13,3524.34,4088.31,0.44,0.44,3238.15,4036.17,2077.88,3079.49,1\\r\\n5262,200,53,Female,,salaried,630,2,36,67,2666.11,2786.39,2458.34,765.03,0.51,0.51,208.3,0.51,2839.58,2790.53,0\\r\\n5263,623,49,Male,,salaried,1478,3,1254,9,2551.51,1602.08,1864.22,1865.29,1510.22,1415.63,509.37,656.94,2493.24,1623.96,0\\r\\n5264,244,30,Male,0,self_employed,675,2,867,13,5335.34,6421.33,3543.15,788.55,243.51,7857.8,1381.19,2105.84,5409.36,4940.37,0\\r\\n5265,1214,58,Male,0,salaried,1525,3,814,24,2150.54,2229.6,2265.13,3383.31,242.99,0.13,322.05,44.54,2172.06,2263.98,0\\r\\n5268,2047,39,Male,0,self_employed,315,2,1891,94,5086.2,5086.2,5086.2,4849.44,0.41,0.41,0.41,0.41,5086.2,5086.2,0\\r\\n5269,5385,62,Female,0,self_employed,1020,1,60,9,2048.19,1662.79,2646.58,5093.38,7853.87,1382.97,7521.54,2505.97,1583.48,2357.03,0\\r\\n5271,656,66,Male,0,self_employed,800,2,3306,17,10740.74,740.74,2809.71,720.39,10000.51,0.51,0.51,0.51,6947.64,740.74,0\\r\\n5272,863,39,Female,0,self_employed,334,3,3742,244,3116.11,3116.11,3116.11,3149.41,0.57,0.57,0.57,0.57,3116.11,3116.11,0\\r\\n5273,540,64,Female,0,self_employed,146,3,1036,2,1135.42,1839.64,1546.18,1080.86,11.27,130.4,714.37,0.09,1471.22,1799.54,0\\r\\n5274,1722,90,,0,self_employed,1589,2,33,,2506.19,2011.76,2036.42,2270.46,0.3,0.3,0.3,0.3,2085.73,2011.76,0\\r\\n5275,2368,11,Female,0,student,409,3,1365,,1572.24,1572.24,1572.24,1562.29,0.36,0.36,0.36,0.36,1572.24,1572.24,0\\r\\n5276,2670,61,Female,0,retired,1020,3,990,15,2790.09,2796.06,2983.17,2494.9,31.67,728.77,37.64,739.76,2805.11,2953.34,0\\r\\n5277,5231,39,Female,0,salaried,1020,2,114,191,4328.23,3156.8,4105.61,5360.94,0.43,0.43,21429,1357.57,4388.33,3156.8,0\\r\\n5278,2212,57,Male,0,self_employed,1154,2,1325,147,5166.46,5166.46,5166.46,3611.6,0.1,0.1,0.1,0.1,5166.46,5166.46,1\\r\\n5279,2303,27,Female,0,student,491,2,1568,67,2986.59,2915.16,1761.05,660.03,0.67,0.67,0.67,0.67,2927.47,1366.77,0\\r\\n5280,5870,77,Male,0,retired,1096,3,327,58,2091.55,2153.67,1893.92,746.8,0.17,328.57,62.3,23.03,2127.6,2150.15,0\\r\\n5281,4675,56,Female,0,self_employed,1096,2,78,201,1517.03,1517.03,1517.03,1385.44,0.2,0.2,0.2,0.2,1517.03,1517.03,0\\r\\n5282,458,30,Male,5,self_employed,1494,3,209,52,2513.11,3973.16,3665.75,198.08,0.47,43.33,1429.04,0.47,3599.02,3964.95,1\\r\\n5283,1198,33,Male,3,self_employed,931,2,1594,9,3828.66,4986.1,6388.29,4784.55,2.71,187.52,1354.41,6825.5,4397.9,7717.78,0\\r\\n5284,945,34,Male,0,salaried,623,3,2604,26,7593.4,929.26,3376.83,534.18,8571.77,474.63,6902.11,1897.75,7228.37,416.63,1\\r\\n5286,4949,49,Male,2,self_employed,1494,2,67,5,8087.53,8156.87,5248.82,3445.41,2857.54,0.4,0.4,0.4,5722.68,5046.27,0\\r\\n5287,4682,34,Male,4,self_employed,224,2,137,4,1851.89,313.21,1539.8,1698.48,3520.07,377.21,864.57,1537.43,869.02,2203.45,0\\r\\n5288,524,20,Male,,student,409,2,331,18,6215.69,846.66,2341.91,131.58,45448.46,14286.31,0.6,23572.03,5793.24,846.66,0\\r\\n5289,5347,57,Female,0,self_employed,146,3,1272,,2305.63,3416.78,4594.5,4309.11,0.2,0.2,750.57,30.63,3038.32,3488.43,0\\r\\n5290,2415,49,Male,0,self_employed,318,3,873,63,2352.47,2352.47,2338.98,2266.34,0.53,0.53,0.53,0.53,2352.47,2352.47,0\\r\\n5291,526,56,Female,0,self_employed,1020,2,240,51,501.74,397.81,3759.33,1982.48,0.63,1825.71,0.63,18186.34,402.57,5594.94,0\\r\\n5293,709,25,Female,0,self_employed,1508,2,451,143,1493.94,1493.94,1461.73,1323.05,0.06,0.06,0.06,0.06,1493.94,1465.35,0\\r\\n5294,2449,73,Female,0,self_employed,213,3,765,,2943.77,4115.2,3680.45,1765.76,0.04,0.04,1171.47,0.04,3835.39,4115.2,1\\r\\n5295,4645,90,Male,0,self_employed,1096,1,89,76,5776.36,3930.09,4946.75,6257.26,0.1,0.1,0.1,214.39,5701.99,3319.57,0\\r\\n5296,478,29,Male,1,self_employed,1110,2,3447,4,1041.7,14.66,2285.01,374.52,2171.94,7986.23,1555.8,10706.31,849.56,4034.16,0\\r\\n5297,3877,49,Male,2,salaried,146,1,353,83,273.48,3339.54,2761.35,8237.19,0.44,0.44,1071.87,2134.61,1474.29,2246.83,0\\r\\n5298,1496,77,Female,0,self_employed,1096,2,1127,49,2010.53,2114.48,2070.19,4036.87,0.36,571.79,0.36,349.29,2075.65,2108.2,0\\r\\n5299,2635,30,Male,0,salaried,371,2,316,18,1300.99,6442.66,3934.68,1728.95,330.3,6286.34,1199.6,182.77,5619.64,4430.43,0\\r\\n5300,2753,42,Male,0,salaried,334,3,1225,0,6296.76,5640.91,5201.4,4563.51,1080.34,1014.13,209.93,174.08,5491.77,5240.67,0\\r\\n5301,1516,54,Male,0,self_employed,1096,3,2055,26,23604.86,24604.86,23663.65,16106.4,214.64,3071.79,1428.93,0.36,24410.28,23160.16,0\\r\\n5302,5395,63,Male,0,salaried,318,2,154,33,61925.39,19097.64,42936.01,20465.7,0.17,30000.17,0.17,47290.63,54538.2,37797.68,1\\r\\n5303,2685,70,Male,1,self_employed,1096,2,557,6,10354.06,3739.16,5951,6506.75,14816.59,427.31,11254.69,3721.92,6611.16,4014.56,0\\r\\n5304,965,73,Male,0,retired,,2,1035,182,3965.76,3469.03,3475.22,3977.68,0.24,0.24,285.96,1000.24,3532.4,3566.67,0\\r\\n5305,1486,27,Male,0,self_employed,409,3,1478,152,1965.32,1965.32,1965.32,1463.98,0.47,0.47,0.47,0.47,1965.32,1965.32,0\\r\\n5306,221,40,Female,,self_employed,334,3,500,,1428.73,1428.73,1428.73,1936.87,0.16,0.16,0.16,0.16,1428.73,1428.73,0\\r\\n5307,2669,40,Female,0,salaried,575,3,1069,4,4017.31,1347.75,1530.76,1329.78,2734.19,0.24,64.63,84.61,1770.27,1373.75,0\\r\\n5308,3206,70,Male,0,retired,1096,3,396,8,3202.01,3208.17,3390.38,3272.11,20.36,20.37,28.74,38.01,3214.06,3209.22,0\\r\\n5309,4149,12,Male,0,self_employed,1096,1,248,27,3932.28,3246.56,3467.25,12382.85,686.17,0.46,0.46,0.46,3908.63,3246.56,0\\r\\n5310,2663,42,Female,0,self_employed,828,3,1542,4,1807.23,4732.01,3968.97,407.15,644.44,428.74,3509.6,4285.36,2482.18,6230.46,1\\r\\n5312,1397,41,Male,0,self_employed,860,3,1598,0,2739.05,5537.32,11158.41,18287.02,4643.29,357.57,18172.51,10776.44,5347.38,13382.34,1\\r\\n5314,5425,39,Male,2,salaried,1494,2,67,22,6658.55,6919.66,7039.78,5096.47,847.08,933.56,1066.64,480.99,7139.03,7165.88,0\\r\\n5315,2490,47,Female,3,salaried,51,2,131,26,1347.65,1684.72,1710.07,4085.19,4.59,3559.59,791.86,7824.45,1054.72,1833.66,1\\r\\n5316,724,53,Male,,self_employed,1400,2,3589,45,1553.55,2839.26,1551.06,516.02,0.69,2978.44,1286.4,229.26,2573.25,1856.22,0\\r\\n5317,4423,47,Male,0,salaried,691,3,1722,14,1465.35,4351.23,2875.93,4256,64.34,59.77,3571.49,0.06,2664.08,3644.1,0\\r\\n5318,2642,50,Female,0,self_employed,1020,2,212,329,3075.18,3075.18,3075.18,3082.33,0.56,0.56,0.56,0.56,3075.18,3075.18,1\\r\\n5319,1925,61,Female,0,self_employed,133,2,366,3,7112.88,7112.88,7112.88,7228.02,714.87,0.59,714.87,0.59,7112.88,7112.88,0\\r\\n5320,4175,42,Female,0,salaried,834,1,516,0,3308.13,1996.9,2118.18,2654.14,1797.84,2131.04,221.36,2142.67,1924.6,1674.14,0\\r\\n5321,1315,59,Female,0,self_employed,834,2,1929,6,3738.13,3713.81,2952.57,3336.96,307.67,3879.17,285.93,1271.64,3697.87,4120.81,0\\r\\n5322,969,48,Male,0,self_employed,61,3,3140,14,3699.68,6271.11,7122.19,11389.78,1286.21,0.5,2571.93,0.5,5362.24,7370.98,1\\r\\n5323,910,41,Male,2,self_employed,1096,2,588,7,19660.99,7136.98,24211.81,30243.5,42857.57,0.43,30290.85,14321.86,17198.2,19629.04,0\\r\\n5324,1957,82,Male,0,retired,41,2,1213,19,7405,3853.96,3965.85,10128.32,1954.84,0.41,0.41,0.41,6455.78,3544.94,0\\r\\n5326,1430,30,Male,0,self_employed,1096,3,1669,3,6784.58,927.44,1429.49,716.34,7143.56,0.7,1286.41,0.7,1735.32,927.44,0\\r\\n5327,1435,57,Male,2,self_employed,905,2,606,77,2560.7,2560.7,2261.17,2874.89,0.39,0.39,0.39,0.39,2560.7,2560.7,0\\r\\n5328,6092,62,Male,1,salaried,146,1,41,14,5318.71,5332.22,5275.06,2115.95,143.17,0.31,7714.6,0.31,5726.97,5332.22,1\\r\\n5329,1353,62,Female,0,self_employed,409,2,2035,12,2957.76,2257.76,2342.72,1545.45,714.93,0.64,0.64,14.93,2565.64,2259.6,0\\r\\n5330,3590,37,Female,0,self_employed,162,2,601,23,1954.24,1654.24,2529.09,2331.62,300.46,257.6,0.46,0.46,1902.51,2886.5,0\\r\\n5331,500,50,Female,,self_employed,1271,3,101,33,400.86,400.86,1902.43,187.32,0.07,7531.36,0.07,10418,400.86,3968.12,1\\r\\n5332,4388,79,Male,0,retired,1040,2,252,102,616.64,620.72,2556.02,4221.28,0.3,0.3,0.3,4286.01,620.16,2141.46,1\\r\\n5333,444,29,Male,0,salaried,1094,2,2513,0,4133.19,849.73,1685,1856.73,5121.35,1163.96,2857.77,1663.82,1601.14,2544.96,0\\r\\n5334,1608,29,Male,0,salaried,447,2,989,86,3504.03,3504.03,3479.45,2913.51,0.17,0.17,0.17,0.17,3504.03,3504.03,0\\r\\n5335,2142,30,Female,0,self_employed,,2,274,224,1854.18,1854.18,1854.18,1855.22,0.24,0.24,0.24,0.24,1854.18,1854.18,0\\r\\n5336,963,21,Male,0,student,369,2,704,11,5402.37,5619.88,5778.43,5542.55,1.47,16.36,218.98,472.78,5486.6,5751.45,0\\r\\n5337,1883,46,Male,0,self_employed,491,3,396,24,10504.19,10216.28,10197.36,12525.2,286.1,357.53,0.39,135.81,10462.66,10135,0\\r\\n5338,2259,63,Female,0,self_employed,1034,3,1272,15,4986.18,4578.28,2931.45,404.2,453.56,0.33,0.33,0.33,4830.9,2962.9,0\\r\\n5339,311,46,Male,0,self_employed,1232,1,1210,52,283002.83,283002.83,167426.79,144.88,0.33,282857.47,0.33,0.33,283002.83,219131.86,0\\r\\n5340,4063,47,Male,0,salaried,1613,1,109,0,2983.39,4356.5,4561.62,8587.28,1441.44,1428.83,3968.6,2591.24,5182.04,4595.01,1\\r\\n5341,3133,58,Male,1,salaried,409,3,393,,1895.98,1895.98,1895.98,1884.93,0.34,0.34,0.34,0.34,1895.98,1895.98,0\\r\\n5342,1418,90,,0,self_employed,1020,2,84,,8716.53,8787.96,8787.93,8853.6,0.66,0.66,72.09,0.66,8751.01,8787.96,0\\r\\n5343,2504,52,Female,0,self_employed,409,2,314,23,4185.21,4150.56,3870.22,3301.56,20.59,514.73,0.44,0.44,4172.79,3835.35,0\\r\\n5344,2305,65,Male,0,salaried,1020,1,1,12,6949.63,2337.5,3210.21,2430.16,4749.24,0.2,0.2,428.77,4868.07,2353.63,0\\r\\n5345,6219,68,Male,0,retired,15,2,6,1,5697.31,5352.2,5405.22,4707.86,6048.4,0.14,5714.43,0.14,5609.73,5291.39,0\\r\\n5346,2021,69,Female,0,self_employed,146,3,354,4,5008.87,3680.3,5381.84,4367.29,4697.56,0.44,4640.41,3914.73,4104.14,5839.4,0\\r\\n5347,1778,29,Male,0,salaried,409,2,1349,35,3589.55,3760,2930.22,451.64,0.26,1000.26,170.7,7.4,3618.94,3029.35,0\\r\\n5348,1323,52,Male,0,self_employed,146,2,2779,5,3913.34,1852.74,1818.72,5747.18,2857.63,900.49,0.49,2129.06,2419.74,1385.46,0\\r\\n5349,1847,58,Male,0,self_employed,1589,2,33,2,1421.72,1683.73,1746.36,1534.37,146.57,356.06,177.29,1404.53,1580,2101.62,1\\r\\n5350,1539,23,Female,0,student,485,1,1222,165,1771.47,1771.47,1771.47,1748.98,0.53,0.53,0.53,0.53,1771.47,1771.47,0\\r\\n5351,4262,49,Male,0,self_employed,1096,3,158,91,2291.93,2306.52,4248.74,7165.3,0.61,0.61,0.61,5000.61,2298.97,3119.56,0\\r\\n5353,1503,49,Male,0,self_employed,15,3,1681,153,4957.85,4957.85,4957.85,4403.52,0.1,0.1,0.1,0.1,4957.85,4957.85,0\\r\\n5355,899,45,Female,0,self_employed,1540,1,57,,4254.57,4254.57,4254.57,4227.62,0.69,0.69,0.69,0.69,4254.57,4254.57,0\\r\\n5356,5946,74,Female,0,retired,146,3,53,25,5609.08,7607.18,6982.8,7050.39,365.97,2151.69,4500.66,77.44,6194.99,7624.69,0\\r\\n5357,3449,39,Female,0,salaried,694,2,142,33,2982.19,2888.03,2891.35,2935.31,0.06,14.27,0.06,0.06,2904.2,2878.02,0\\r\\n5358,586,28,Male,0,self_employed,50,1,4148,11,1868.81,2090.7,1840.99,1996.5,0.56,857.5,146.8,711.09,1922.41,1883.18,1\\r\\n5359,3384,54,Female,0,self_employed,656,2,340,231,1733.21,1733.21,1853.14,1936.98,0.26,0.26,0.26,214.54,1733.21,1878.44,0\\r\\n5360,1143,49,Male,5,self_employed,,3,2908,307,2802.05,2844.91,2850.57,2959.72,0.49,0.49,0.49,0.49,2807.96,2850.44,0\\r\\n5361,5597,62,Male,0,salaried,334,1,24,,2277.86,2277.86,2316.43,27106.08,0.19,0.19,0.19,0.19,2277.86,2277.86,0\\r\\n5362,1020,3,Female,0,student,1096,1,319,,1398.86,1398.86,1516.52,1536.32,0.17,0.17,0.17,0.17,1517.09,1509.46,0\\r\\n5363,4690,58,Female,0,self_employed,146,2,53,24,16262.39,818.13,5811.28,1801.22,15444.27,0.01,0.01,992.87,14132.15,1490.71,0\\r\\n5364,1082,32,Female,0,salaried,1020,2,582,25,15051.3,13284.5,8529.94,1304.12,799.74,13305.94,345.63,687.69,13925.55,11197.89,1\\r\\n5365,2690,20,Female,0,student,1020,1,19,,5411.35,5409.65,5412.35,4665.74,0.26,0.26,0.26,0.26,5414.14,5417.84,0\\r\\n5366,1994,30,Female,0,salaried,1301,3,692,,2162.42,2219.56,2207.74,2205.96,0.1,0.1,57.24,0.1,2184.09,2219.56,0\\r\\n5367,1526,38,Female,0,salaried,621,3,208,47,499.9,708.23,3357.7,775.3,0.01,2180.29,6.91,7320.23,685.94,3184.21,1\\r\\n5368,3745,41,Male,0,salaried,295,3,1255,,4829.43,4972.69,4947.99,4942.05,0.63,0.63,143.49,0.63,4898.59,4972.69,0\\r\\n5369,6209,61,Male,0,self_employed,834,2,22,60,4418.34,4432.63,4404.32,4302.94,0.16,0.16,0.16,0.16,4432.13,4446.45,0\\r\\n5370,1718,34,Female,0,self_employed,15,1,890,10,3269.09,16898.87,14115.94,10046.43,142.44,29677.49,0.3,47453.99,13046.85,16188.29,1\\r\\n5371,1179,42,Male,0,salaried,363,2,31,14,3699.06,26747.09,7792.02,10765.98,1419.26,2517.03,23698.86,1160.97,6053.73,11864.73,0\\r\\n5372,665,61,Male,0,salaried,578,2,1474,,1832.63,1832.63,1832.63,1821.02,0.17,0.17,0.17,0.17,1832.63,1832.63,0\\r\\n5374,284,60,Male,0,self_employed,834,2,516,10,2924.66,1888,1778.2,1670.68,1696,528.86,659.34,1107.87,2230.62,1564.32,0\\r\\n5375,2149,38,Male,4,self_employed,623,2,81,0,9505.23,7954.28,7399.16,5226.39,11044.4,4006.66,9143.62,574.64,7814.41,7371.21,0\\r\\n5376,403,65,Male,0,salaried,575,3,589,262,31787.25,29792.65,27141.14,17197.71,0.51,0.51,1541.18,1039.43,29432.53,27015.1,0\\r\\n5377,1481,34,Female,0,self_employed,834,2,1242,343,2308.37,2308.37,2308.37,2293.75,0.64,0.64,0.64,0.64,2308.37,2308.37,0\\r\\n5378,1997,66,Female,0,retired,,2,276,108,1440.7,1668.93,1769.4,1312.11,0.56,0.56,438.48,419.22,1722.9,1788.65,0\\r\\n5379,1753,46,Male,0,salaried,1096,2,139,,5616.24,5673.39,5224.98,5116.04,0.4,0.4,0.4,465.83,5633.98,5256.97,0\\r\\n5381,590,90,,,self_employed,1076,2,1788,0,18760.59,21445.24,19041.42,16183.87,8930.63,12749.41,2808.41,4564.21,17071.74,20764.08,0\\r\\n5382,1737,32,Female,0,self_employed,146,3,540,93,10984.18,8123.64,8809.85,6838.87,0.33,0.33,0.33,0.33,10723.73,7925.49,1\\r\\n5383,4618,50,Male,2,self_employed,1020,3,239,349,3689.36,3779.97,1788.83,961.54,0.09,0.09,90.7,176.41,3701.86,991.14,0\\r\\n5384,1128,58,Female,0,self_employed,1494,2,4196,13,5004.3,5000.17,5075.66,5932.06,571.53,0.1,571.53,17.39,5200.28,5012.5,0\\r\\n5386,6494,66,Male,0,self_employed,834,2,4014,4,716.77,732.28,3914.64,5636.46,529.4,244.64,544.14,5149.27,913.23,4859.29,1\\r\\n5387,4009,37,Male,1,self_employed,241,2,2780,56,1129.12,3070.35,3259.15,3680.17,0.63,885.84,879.43,1256.6,2518.05,3409.94,0\\r\\n5388,1394,27,Male,0,salaried,146,2,1036,0,17003.08,17968.84,14702.1,22612.27,6474.47,6476.74,2583.09,1487.71,13502.73,12690.08,0\\r\\n5389,627,51,Male,0,salaried,843,3,2913,124,1661.69,1675.97,1659.01,1573.71,0.19,0.19,0.19,0.19,1674.99,1688.41,0\\r\\n5390,4965,43,Male,0,salaried,623,3,2377,0,7159.07,108232.61,61278.1,27468.46,15749.07,28572.04,123944.96,143.47,45620.32,74756.41,1\\r\\n5391,422,38,Male,0,self_employed,1020,3,490,58,21163.54,21163.54,15043.53,3272.87,0.14,17764.99,0.14,0.14,21163.54,20590.48,0\\r\\n5393,318,28,Female,,self_employed,1096,2,338,325,11573.73,11573.73,11573.73,11503.95,0.03,0.03,0.03,0.03,11573.73,11573.73,0\\r\\n5394,956,66,Female,0,self_employed,409,3,1955,184,1586.31,1586.31,1586.31,4885.68,0.56,0.56,0.56,0.56,1586.31,1586.31,0\\r\\n5395,289,45,Female,,self_employed,1356,3,112,75,3687.4,4701.69,5110.46,6398.45,0.51,0.51,1814.8,1857.66,4102.67,5217.81,0\\r\\n5396,4401,55,Male,2,self_employed,1096,1,26,9,2074.1,11888.03,8790.58,7507.6,1500.81,43143.65,27189.74,45578.28,10330.79,8394.41,0\\r\\n5397,490,22,Male,,student,1598,2,220,12,2987.2,2846.6,2770.63,2207.89,140.7,211.44,0.1,0.1,2959.31,2764.1,0\\r\\n5398,1028,90,Male,0,self_employed,1538,3,2336,9,7249.47,12146.04,11738,6487.76,10462.24,0.36,15358.81,900.37,7147.81,12987.99,0\\r\\n5399,1553,40,Male,0,self_employed,1589,1,1712,13,13842.75,78677.7,60052.2,22762.74,75714.36,66585.64,48128.96,1451.2,69564.64,64932.47,1\\r\\n5400,1749,23,Male,0,student,1348,2,1281,40,1287.76,1347.89,5403.72,9882.1,0.5,2857.64,60.63,336.86,1302.86,4708.67,1\\r\\n5401,5344,77,Male,0,retired,409,2,120,0,4010.28,2535.32,5038.56,13931.99,1604.44,1186.9,0.04,0.04,3036.17,1814.92,0\\r\\n5402,5022,46,Male,0,self_employed,1327,2,161,19,30439.35,27553.64,28126.17,24540.78,2886.23,0.51,0.51,0.51,29547.73,27553.64,1\\r\\n5403,1388,81,Male,0,retired,822,3,1512,30,7418.57,13654.89,15808.83,20011.6,0.1,300.1,6032.85,4308.13,12386.77,17284.14,1\\r\\n5404,1891,30,Male,0,salaried,1096,2,43,4,2693.11,2719.9,3134.48,4615.04,771.51,0.09,1051.16,1100.49,1997.25,2588.36,1\\r\\n5405,4024,37,Female,0,self_employed,834,1,277,47,1666.31,1291.57,2435.1,4002.33,0.19,168.76,0.19,3285.9,1433.8,3159.49,0\\r\\n5406,1137,45,Male,0,self_employed,146,2,514,25,10255.61,9783.33,9494.83,8936.76,428.64,0.07,257.11,262.78,10177.51,9537.7,0\\r\\n5407,3642,59,Male,0,self_employed,1020,3,357,18,3274.65,2038.28,2919.59,3007.01,907.56,2963.02,799.61,3791.44,3626.04,2588.8,0\\r\\n5408,1828,39,Male,0,self_employed,,3,1033,,1581.59,1581.59,1581.59,1608.79,0.14,0.14,0.14,0.14,1581.59,1581.59,0\\r\\n5409,1475,30,Male,0,self_employed,1038,3,1330,67,3492.41,3713.84,3416.68,0.51,0.43,0.43,386.14,2286.14,3636.75,4305.55,0\\r\\n5410,1440,37,Male,3,self_employed,837,3,2377,28,452.64,2264,1905.24,4580.7,0.44,2815.54,2292.79,2086.77,793.18,790.19,1\\r\\n5411,1432,5,Male,0,student,956,2,1571,35,4828.89,4828.89,2206.82,375.78,0.01,4433.7,0.01,0.01,4828.89,1396.36,0\\r\\n5412,2063,54,Female,0,self_employed,452,3,637,,1890.83,1890.83,1870.8,1191.72,0.3,0.3,0.3,0.3,1890.83,1891.76,0\\r\\n5413,585,36,Male,0,self_employed,454,2,1480,25,1525.11,1529.91,2083.46,2180,140043.4,0.6,154333.92,0.6,3190.55,1529.91,0\\r\\n5414,961,46,Male,0,self_employed,717,3,2250,200,1967.8,2158.59,2115.34,2182.1,0.29,0.29,68.01,7.63,2009.6,2164.99,0\\r\\n5415,3146,40,Female,0,salaried,575,1,2549,160,20146.21,22068.28,25627.94,36787.65,0.33,0.33,428.9,0.33,21787.09,22786.99,0\\r\\n5416,5600,45,Male,2,self_employed,15,2,69,7,1697.15,285.41,6549.11,1682.42,661.2,1357.09,60601.47,23599.71,5738.77,5534.1,0\\r\\n5417,1439,40,Male,0,salaried,575,3,260,21,69.83,5880.43,3590.51,2105.9,157.19,1642.9,8284.33,4815.65,3658.64,5058.6,0\\r\\n5418,958,63,Male,0,salaried,1548,2,214,152,12453.02,14024.45,13833.13,13385.06,0.67,0.67,0.67,0.67,13199.33,14079.75,0\\r\\n5419,1783,25,Female,0,self_employed,621,3,1242,116,1445.59,1445.59,1445.59,1381.65,0.04,0.04,0.04,0.04,1445.59,1445.59,0\\r\\n5420,2728,50,Male,0,self_employed,146,2,1047,33,19453.87,19438.63,19397.63,19323.27,0.06,4.12,39.23,102.89,19453.71,19354.75,0\\r\\n5421,195,63,Male,0,self_employed,578,3,2032,25,1429.17,1429.17,1499.79,1274.09,514.89,514.89,0.6,0.6,1498.63,1525.95,0\\r\\n5422,2760,70,Male,0,retired,146,2,1569,10,6368.53,6294.11,6249.84,5605.56,83.19,282.84,0.5,0.5,6322.34,6109.93,0\\r\\n5423,4794,61,Female,0,self_employed,1020,2,582,12,3867.89,3843.26,3884.24,3784.68,786.11,786.11,761.49,173.97,3996.97,3585.93,0\\r\\n5424,1949,44,Male,0,salaried,586,3,1064,194,1876.59,1876.59,1876.59,1868.23,0.67,0.67,0.67,0.67,1876.59,1876.59,0\\r\\n5425,3306,42,Male,0,self_employed,621,2,1355,,6743.92,6743.92,6800.91,6800.51,0.09,0.09,0.09,100.09,6743.92,6814.89,0\\r\\n5426,1016,32,Male,0,self_employed,623,2,1042,6,13533.59,617.42,3440.68,3332.41,18557.84,27143.56,1069.43,3640.7,6140.22,3939.08,0\\r\\n5427,1985,33,Female,0,salaried,1424,3,2348,88,110.43,1853.28,1443.45,471.01,0.4,0.4,1771.83,0.4,677.91,1853.28,0\\r\\n5428,6795,43,Male,2,salaried,1020,1,1,5,16855.9,13152.6,32646.63,20339.97,157142.97,87045.34,76263.74,51193.2,25578.87,26014.95,0\\r\\n5429,2404,51,Male,2,self_employed,1020,2,12,13,1108.2,856.06,1496.2,6774.07,752.61,143.33,357.61,143.33,1130.49,971.26,0\\r\\n5430,5191,44,Male,2,self_employed,623,2,126,23,3774.18,2709.9,3142.36,1843.53,1929.11,1929.11,857.69,1800.54,3713.34,3258.32,0\\r\\n5431,312,34,Female,,self_employed,1145,2,459,235,13106.17,13120.46,13126.59,13098.44,0.31,0.31,0.31,0.31,13112.58,13126.45,1\\r\\n5432,1153,29,Male,0,salaried,369,3,704,11,4880.29,4661.9,4424.66,2572.53,5378.84,946.66,3143.88,0.23,4687.89,4581.38,0\\r\\n5433,3305,64,Male,0,self_employed,698,2,231,87,1310.78,1736.14,1615.23,2563.16,0.17,0.17,428.74,0.17,1427.62,1735.09,0\\r\\n5435,512,57,Male,,salaried,1534,2,996,41,532.41,532.41,3392.76,222.65,0.33,13853.3,0.33,20661.04,532.41,4550.3,1\\r\\n5436,574,39,Male,1,self_employed,146,2,286,6,1201.11,2409.64,3943.42,865.79,1250.7,2310.6,931.4,3181.94,846.08,1242.44,1\\r\\n5437,3999,39,Male,0,self_employed,649,2,289,11,3928.77,5717.34,3831.91,6211.31,3571.54,5714.4,5788.69,3785.83,3759.21,3127.48,0\\r\\n5438,2163,38,Female,0,self_employed,1020,2,836,283,6142.42,3999.56,4165.09,4135.08,0.49,0.49,0.49,0.49,5625.18,3806.01,0\\r\\n5439,888,22,Male,0,self_employed,,1,59,38,1113.7,2993.99,1528.54,1618.23,0.39,2857.53,28.96,243.24,2133.04,1019.76,1\\r\\n5440,788,27,Female,,self_employed,1110,2,3447,55,8803.37,11303.37,11498.93,9863.43,0.46,1429.03,2500.46,2000.46,9825.54,12796.46,1\\r\\n5441,5879,59,Female,0,self_employed,1020,2,47,42,3944.02,5069.4,3253.97,2522.67,0.27,4722.63,1407.41,500.27,4442.95,2798.5,1\\r\\n5442,3105,27,Male,1,self_employed,380,2,173,11,3330.12,4368.57,4537.71,18697.01,1087.77,456.17,2125.81,1150.75,3295.31,4600.79,0\\r\\n5443,3339,34,Male,0,salaried,1315,2,514,194,1672.32,1670.09,1672.53,1659.87,0.3,0.3,0.3,0.3,1670.95,1672.47,0\\r\\n5444,2675,69,Male,0,retired,1020,3,990,27,2102.61,2102.61,1750.87,1425.93,28.96,357.53,28.96,357.53,2102.61,1895.49,0\\r\\n5445,3114,52,Male,0,salaried,146,1,1268,0,3227.48,6231.45,5705.95,13874.94,42.95,0.19,2981.87,29.65,3779.74,6256.77,0\\r\\n5447,469,60,Male,0,self_employed,430,2,1090,9,4916.88,2588.8,4433.6,8112.35,9055.8,5599.09,10750.21,7543.07,3382.48,2308.14,0\\r\\n5448,1180,72,Female,,self_employed,334,3,2387,237,1794.11,2079.83,1987.87,2067.47,0.7,0.7,286.41,0.7,1803.97,2079.83,0\\r\\n5449,3469,63,Male,2,self_employed,1509,3,1432,,2563.32,2653.54,2647.77,3184.82,0.09,0.09,90.31,0.09,2636.23,2653.54,0\\r\\n5450,807,67,Female,0,self_employed,1096,2,1662,30,2479.97,2394.25,2392.41,2254.43,0.47,171.9,0.47,0.47,2479.97,2391.49,0\\r\\n5451,1104,48,Male,0,self_employed,504,2,2171,10,9060.39,7903.24,6042.37,583.81,100.39,4314.67,0.39,1634.4,8160.39,7776.01,0\\r\\n5453,600,55,Female,0,salaried,1232,2,39,174,7939.54,8196.69,8188.59,8625.29,0.64,0.64,257.79,36.8,8125.75,8207.18,0\\r\\n5454,2673,53,Female,1,self_employed,623,3,189,21,1596.61,1552.03,1634.13,1837.9,193.9,0.03,149.31,149.31,1607.09,1580.92,0\\r\\n5455,3012,33,Female,0,self_employed,953,3,62,44,7060.93,7146.65,6064.94,1767.95,0.31,2714.6,0.31,714.6,7142.22,6199.21,0\\r\\n5456,1554,38,Male,0,salaried,1525,2,13,3,6813.32,6027.6,4645.11,2866.76,1286.17,3571.89,500.46,29.03,5884.75,5189.82,0\\r\\n5457,435,63,Male,2,self_employed,514,1,190,28,27696.97,7204.15,19848.03,48.14,207143.51,7629.23,150928.56,426.13,58827.41,715.62,1\\r\\n5458,1127,38,Female,0,salaried,334,2,1587,35,4416.26,4416.26,3901.66,3550.05,0.53,429.1,0.53,0.53,4416.26,3729.62,0\\r\\n5459,2853,72,Male,0,retired,1111,3,651,53,4021.22,4021.22,4957.4,61634.75,0.66,9102.58,0.66,8572.09,4021.22,5060.25,0\\r\\n5460,2023,36,Male,0,self_employed,1487,3,807,,4977.89,4992.17,4992.17,5002.98,0.66,0.66,0.66,0.66,4977.89,4992.17,0\\r\\n5461,2565,29,Female,0,student,1096,2,1127,12,12052.75,6495.6,7465.8,5315.44,5714.39,0.1,157.24,285.81,8795.11,6762.88,0\\r\\n5462,5339,51,Male,0,self_employed,575,3,44,25,13007.58,7423.01,8019.82,3603.9,2142.97,384.97,170.69,0.11,12084.91,6579.6,0\\r\\n5463,1510,33,Female,0,self_employed,1438,1,151,42,18571.49,18860.78,18356.95,12976.18,0.01,1428.59,575.01,507.22,18820.01,18278.09,0\\r\\n5464,3726,41,Female,0,self_employed,1020,2,60,3,4236.25,2965.95,4865.61,4252.65,5394.4,405.86,2894.71,3494.61,4031.47,4663.54,1\\r\\n5465,1102,77,Male,0,retired,745,2,2080,,1791.21,2362.64,2185.3,2344.33,0.13,0.13,571.56,0.13,1830.62,2362.64,0\\r\\n5466,1342,43,Female,0,self_employed,649,2,644,340,2274.12,2274.12,2360.14,2733.9,0.3,0.3,0.3,0.3,2274.12,2274.12,0\\r\\n5467,6472,46,Male,1,salaried,409,2,3,83,7846.09,9331.8,8900.89,8481.2,0.1,0.1,0.1,0.1,8204.71,9328.74,0\\r\\n5468,1095,40,Female,0,self_employed,1084,3,829,19,3472.59,2847.11,2913.94,1961.36,257.17,200.03,205.11,500.09,3237.93,2927.49,0\\r\\n5469,1718,77,Female,0,self_employed,834,3,22,,1704.12,1704.12,1702.08,1686.95,0.23,0.23,0.23,0.23,1704.12,1701.8,0\\r\\n5470,2197,29,Female,0,self_employed,1020,1,86,25,1503.71,626.85,1790.9,1992.78,997.7,997.7,120.84,2271.27,1498.42,1908.97,0\\r\\n5471,937,36,Male,0,salaried,690,2,1312,175,4193.77,4193.77,4193.77,4145.03,0.47,0.47,0.47,0.47,4193.77,4193.77,0\\r\\n5472,6012,49,Female,1,self_employed,1096,1,336,10,2727.8,2938.66,2653.05,2817.85,1775.2,783.29,1857.49,0.34,3177.77,2447.89,0\\r\\n5473,627,21,Male,0,student,656,2,46,51,10590.4,10779.31,7107.7,2475.89,0.36,8887.44,0.36,0.36,10646.08,8542.93,0\\r\\n5474,3252,51,Male,2,self_employed,980,2,285,84,5702.31,3841.37,2542.13,1970.28,0.59,0.59,1152.5,637.47,3562.13,2619.11,0\\r\\n5475,1319,64,Male,0,retired,834,2,352,,5181.27,5181.27,5181.27,5295.42,0.41,0.41,0.41,0.41,5181.27,5181.27,0\\r\\n5476,1190,56,Female,0,self_employed,904,2,78,18,30301.47,29237.59,29314.25,27379.26,6079.19,0.61,1786.33,286.33,28799.87,29417.02,0\\r\\n5477,2378,44,Female,0,self_employed,575,2,1394,,4620.52,4743.01,4609.9,3587.24,0.54,0.54,56.25,355.44,4688.4,4892.02,0\\r\\n5478,559,43,Male,0,salaried,1400,2,869,24,6458.01,5815.15,5999.88,6045.42,643.37,0.51,0.51,0.51,6369.34,5815.15,0\\r\\n5479,5927,44,Male,2,salaried,409,3,1360,0,4254.25,5335.4,4191.85,8506.57,3585.33,3995.64,1013.5,2149.91,4529.39,3835.15,0\\r\\n5480,2964,79,Male,0,salaried,491,1,93,19,1692.4,5001.67,3134.51,1496.46,929.11,929.11,819.1,0.54,3143.65,4231.61,1\\r\\n5481,1766,74,Female,0,self_employed,834,3,515,61,1269.42,1269.42,1465.65,2698.47,0.44,0.44,0.44,0.44,1269.42,1269.42,0\\r\\n5482,4676,41,Male,0,self_employed,1232,3,29,3,1128.84,2615.91,2347.74,1608.36,4063.9,1535.74,2378.3,2579.93,1405.63,2316.17,0\\r\\n5483,2019,67,Female,0,retired,1020,2,668,31,24976.65,21864.87,20525.96,10717.08,0.11,125.4,7971.54,3685.83,24784.96,22107.12,0\\r\\n5484,3800,39,Male,0,self_employed,1096,3,43,28,702.18,9447.28,2286.74,1809.7,1071.81,9143.24,9778.3,991.03,1142.13,4270.35,1\\r\\n5485,2384,29,Female,0,self_employed,232,2,350,34,1602.05,1317.19,1551.21,1542.81,0.59,3.1,71.68,676.3,1560.02,1514.31,0\\r\\n5486,489,37,Female,,self_employed,146,3,361,,7765.32,308.51,2551.28,307.37,0.19,0.19,19.17,0.19,7035.59,308.91,0\\r\\n5488,4295,49,Male,0,salaried,1020,1,1201,4,3756.61,5484.81,5972,2673.32,2575.86,5533.26,4304.06,2997.13,5366.85,5743.1,0\\r\\n5489,1456,90,,0,self_employed,1020,3,84,,9370.83,9370.83,9370.83,8854.62,0.43,0.43,0.43,0.43,9370.83,9370.83,0\\r\\n5490,2219,40,Male,0,salaried,964,2,1857,174,9364.39,9364.39,9364.39,9167.58,0.56,0.56,0.56,0.56,9364.39,9364.39,0\\r\\n5491,6859,77,Male,0,salaried,1111,2,4715,6,1613.59,1613.59,3995.61,3468.17,15223.98,25836.33,0.39,80.06,4763.3,5609.94,1\\r\\n5492,4916,23,Female,0,student,1181,2,186,298,4461.55,4525.83,4523.49,4555.95,0.49,0.49,129.06,0.49,4515.73,4525.83,0\\r\\n5493,1298,65,Male,1,retired,1084,2,149,3,5430.48,7459.05,6584.98,5224.62,643.54,0.69,2886.4,0.69,5071.86,7452.14,0\\r\\n5494,696,30,Female,,salaried,,3,818,146,4150.36,4150.36,4150.36,4042.99,0.37,0.37,0.37,0.37,4150.36,4150.36,0\\r\\n5495,535,29,Male,0,salaried,1096,3,557,105,3810.6,3472.08,3216.74,3861.32,0.24,0.24,290.29,523.45,3977.85,3023.95,0\\r\\n5496,318,40,Male,0,self_employed,1589,2,2137,173,716.1,2673.24,2427.22,4112.12,0.3,0.3,2671.73,0.3,1776.19,2673.24,1\\r\\n5497,2920,38,Female,0,self_employed,721,2,894,76,9413.26,15861.72,15477.2,20384.15,0.29,0.29,6448.74,0.29,13517.16,15032.22,0\\r\\n5498,5305,80,Female,0,retired,1096,1,91,27,224.29,3657.15,2395.17,14627.86,878.74,700.17,4311.6,228.5,803.9,3141.89,1\\r\\n5499,2455,49,Male,0,self_employed,336,3,1493,0,2840.91,2843.57,2968.69,2272.49,928.84,0.27,1210.07,593.13,2447.86,3068.23,0\\r\\n5500,1354,61,Male,0,salaried,334,1,1364,20,13793.03,670.68,8501.72,2628.33,11512.79,0.9,524.49,14613.95,9948.88,12041.14,1\\r\\n5501,2060,45,Female,0,self_employed,1096,3,1092,0,738.43,2141.02,1701.61,957.3,357.59,357.59,1148.33,0.44,1185.69,1852,0\\r\\n5502,2733,57,Female,0,self_employed,491,3,1466,73,271.62,13128.77,9975.74,655.07,0.37,0.37,0.37,0.37,10468.67,13128.77,1\\r\\n5503,1865,26,Female,0,self_employed,1076,2,64,19,8262.04,9879.59,9298.63,10473.52,36.3,0.66,996.7,203.69,8971.47,9012.53,0\\r\\n5504,559,32,Male,0,salaried,,2,866,21,2796.41,2407.05,2286.88,1458.69,389.84,335.21,0.47,0.47,2702.43,2299.07,0\\r\\n5505,2983,46,Male,1,self_employed,409,3,272,20,734.67,3381.76,3502.9,4563.07,212.33,212.33,2857.33,671.61,2543.25,3575.39,1\\r\\n5506,686,58,Male,0,self_employed,728,2,3353,13,3383.91,21240.11,17954.8,17745.09,1.21,3.92,17857.41,0.27,7693.77,21238.46,1\\r\\n5507,2111,69,Male,0,retired,146,1,286,3,1199.34,2694.13,2711.99,2197.73,216.94,115.64,4016.83,3366.66,1888.45,2230.15,0\\r\\n5508,2604,41,Female,0,salaried,409,1,922,4,1413.48,3234.53,4694.68,1555.98,4224.94,16738.43,266.54,15286.31,8927.09,3638.58,1\\r\\n5509,2972,58,Male,2,self_employed,409,2,481,54,2532.87,3133.44,2553.07,2167.59,0.17,2143.03,0.17,191.31,2532.87,2923.04,0\\r\\n5510,1480,59,Female,0,self_employed,1589,2,416,108,3739.12,3739.12,3701.22,3011.62,0.47,0.47,0.47,0.47,3739.12,3739.27,0\\r\\n5512,2726,49,Male,0,self_employed,575,2,44,24,1893.77,979.35,2064.85,2347.75,2250.37,1728.94,1412.78,3163.87,2023.42,1492.29,0\\r\\n5513,1740,57,Female,0,self_employed,905,2,855,,3263.94,3263.94,3263.94,3243.27,0.5,0.5,0.5,0.5,3263.94,3263.94,0\\r\\n5514,1692,55,Female,2,self_employed,623,2,317,35,3639.46,2636.35,4634.55,6417.09,0.1,500.1,9785.81,2642.96,5975.88,5632.15,0\\r\\n5515,3193,52,Male,2,self_employed,409,3,709,61,693.05,1693.05,1847.03,1551.73,0.53,0.53,1000.53,1286.24,934.43,2895.82,1\\r\\n5516,951,40,Male,0,self_employed,834,2,516,19,5878.88,5736.01,5751.66,6628.82,71.49,0.06,0.06,0.06,5856.71,5736.01,0\\r\\n5517,4839,90,Male,0,self_employed,409,1,193,24,20321.77,15880.85,31162.47,24327.54,2907.21,11629.36,466.76,2218.36,19745.1,11869.92,1\\r\\n5518,492,34,Male,1,salaried,1565,2,683,100,837.93,1792.64,1593.96,1044.03,0.27,0.27,223.84,214.56,1502.8,1983.17,1\\r\\n5519,3808,69,Male,0,retired,1388,1,377,3,536.26,1242.88,1483.76,2067.75,92.25,2071.97,502.54,1681.1,1077.85,1625.61,0\\r\\n5520,1599,28,Male,0,salaried,531,3,153,28,4237.18,4893.23,4045.73,1040.19,0.61,0.2,642.57,334.88,4595.24,4837.18,1\\r\\n5521,3167,65,Female,0,self_employed,968,2,268,61,4697.52,4697.52,3798.91,3844.45,0.2,0.2,0.2,0.2,4697.52,4697.52,0\\r\\n5522,2950,41,Male,1,self_employed,575,2,1720,41,5407.86,5840.89,4075.65,3237.45,0.1,3941.5,433.13,433.13,5467.59,4370.98,0\\r\\n5523,3186,41,Female,0,salaried,1096,2,144,109,4109.56,4195.27,4188.38,4046.67,0.5,0.5,86.21,0.5,4174.58,4195.27,0\\r\\n5524,2365,56,Male,0,salaried,1134,2,351,28,3824.38,3815.81,3892.73,3535.81,37.19,0.04,585.76,285.76,3846.55,3915.81,0\\r\\n5525,4291,74,Female,0,self_employed,834,2,105,70,1313.39,2851.44,2346.76,1682.97,0.29,0.29,1400.29,0.29,2465.69,2897.52,0\\r\\n5526,4812,53,Female,0,salaried,318,1,1314,0,5334.49,4728.29,4739.68,3807.52,1057.43,233.56,500.41,428.99,5252.6,4654.54,0\\r\\n5527,1331,29,Male,0,self_employed,409,3,314,18,8568.55,7959.53,8735.99,8539.67,1015.83,1212.03,786.84,1599.59,8748.82,8137.93,0\\r\\n5528,4697,31,Female,0,self_employed,146,2,75,0,3050.23,3754.06,8753.57,16067.43,1504.3,4544.3,6214.53,14285.96,5531.83,6549.71,0\\r\\n5529,1151,40,Male,0,salaried,1232,2,539,,1210,1238.57,1438.96,1944.55,0.06,0.06,0.06,285.77,1213.94,1472.67,0\\r\\n5530,472,62,Female,0,self_employed,1084,2,258,58,5945.5,5946.55,7323.27,3312.1,0.43,5479.23,1.49,6010.34,5945.68,6056.68,0\\r\\n5531,4933,51,Male,0,salaried,575,2,3906,336,6042.84,5184.21,4172.39,4270.46,0.61,0.61,834.92,1352.59,4616.53,4087.94,0\\r\\n5532,3205,33,Male,1,self_employed,1158,2,256,126,979.1,3058.96,3013.3,2824.59,0.6,0.6,2000.6,714.89,1928.98,3221.75,0\\r\\n5533,814,33,Female,0,self_employed,575,2,1098,3,3645.46,3198.65,2957.24,2978.96,643.14,661.71,0.29,0.29,3306.66,2753.81,1\\r\\n5534,1965,65,Male,0,self_employed,1237,3,1651,,2011.32,2011.32,2011.32,2000.47,0.34,0.34,0.34,0.34,2011.32,2011.32,0\\r\\n5535,4356,41,Male,0,self_employed,271,2,160,,10114.51,10114.51,10114.51,10048.9,0.53,0.53,0.53,0.53,10114.51,10114.51,0\\r\\n5536,432,54,Male,0,self_employed,639,3,210,53,666.8,666.8,1560.93,2450.01,0.47,20012.77,0.47,0.47,666.8,1632.56,0\\r\\n5537,609,31,Female,0,self_employed,187,2,755,,1742.58,3941.86,3749.18,3987.67,0.7,0.7,2199.99,0.7,3325.56,3941.86,1\\r\\n5538,3085,68,Female,0,self_employed,822,2,401,17,5191.42,5079.7,5007.21,4565.45,40.66,1932.39,143.21,1714.64,5247.09,4935.88,0\\r\\n5539,5270,47,Male,0,salaried,1020,2,19,53,2420.43,17402.96,12309.86,2842.93,0.54,17.69,417.47,192.72,14527.15,16655.25,1\\r\\n5540,2954,35,Male,0,self_employed,617,2,1362,76,2355.58,2355.58,2227.11,1588.95,0.3,0.3,0.3,0.3,2355.58,2355.58,0\\r\\n5541,3336,54,Male,1,self_employed,653,2,706,14,578.48,2665.01,2407.42,3590.85,428.76,0.19,2428.76,143.04,647.9,2738.74,1\\r\\n5542,4451,67,Male,0,salaried,1020,1,19,0,20869.11,18970.75,48977.43,52500.67,13077.03,13082.89,11170.29,13445.51,14766.57,12659.89,1\\r\\n5543,312,30,Female,,self_employed,409,3,617,6,1527.95,83.5,2701.79,3693.14,1273.99,1472.03,7.74,0.6,627.85,2302.49,0\\r\\n5544,1742,30,Male,2,self_employed,1315,2,250,,3346.76,3346.76,3346.76,3325.56,0.33,0.33,0.33,0.33,3346.76,3346.76,0\\r\\n5545,1013,43,Male,0,self_employed,1304,3,913,44,5381.08,5666.79,4693.54,2365.99,0.06,1142.91,285.77,0.06,5410.64,5113.8,0\\r\\n5546,1742,64,Female,0,self_employed,996,2,1209,53,216.08,216.08,8573.85,27518,0.43,71.86,0.43,0.43,216.08,202.25,1\\r\\n5547,2753,29,Male,0,salaried,575,1,622,181,15819.93,13433.49,12440.83,11027.09,0.61,0.61,2657.03,455.63,13032.35,12544.22,0\\r\\n5548,2181,20,Male,0,student,78,2,255,84,6339.58,6377.08,6197.73,3515.48,0.3,0.3,52.08,16.01,6365.43,6387.95,0\\r\\n5549,6390,75,Male,0,self_employed,1020,1,29,47,1718.55,1562.12,1702.66,1559.16,0.09,333.04,0.09,142.94,1575.51,1668.54,0\\r\\n5550,265,2,Female,,student,621,3,2378,70,1863.9,2492.47,2112.68,949.45,0.7,0.7,643.56,0.7,2324.98,2488.32,0\\r\\n5551,986,22,Female,0,student,1096,2,139,18,7427.3,7205.87,5568.36,2927.96,221.93,4507.64,0.5,0.5,7350.94,3387.44,0\\r\\n5552,1394,31,Male,0,salaried,1020,3,625,11,5432,4869.06,5040.91,3661.66,636.23,118.8,0.23,296.33,5060.81,5090.7,0\\r\\n5553,1367,55,Male,0,self_employed,1274,2,162,33,433.71,1499.22,2863.91,8547.11,0.57,714.86,1050.57,3857.71,918.77,2875.8,1\\r\\n5554,643,33,Male,,self_employed,167,2,1840,132,3727.6,3725.26,3725.3,3467.12,0.43,0.43,0.43,0.43,3726.71,3725.26,0\\r\\n5555,3201,33,Female,0,salaried,623,3,521,151,2601.83,2843.63,2873.41,3154.48,0.21,0.21,242.01,78.71,2786.11,2912,0\\r\\n5556,1612,70,Female,2,self_employed,1613,2,1456,362,8126.63,8602.56,8569.86,8567.86,0.39,0.39,0.39,0.39,8504.09,8602.57,0\\r\\n5557,6542,89,Male,0,retired,1020,2,15,0,3551.02,3529.67,3501.42,3396.97,21.53,57.83,0.19,0.19,3530.41,3503.59,0\\r\\n5558,2161,41,Female,0,self_employed,1020,3,582,6,3524.43,3832.46,2814.73,1994.18,783.44,529.24,412.83,851.1,3135.77,3172.7,0\\r\\n5560,1109,41,Male,0,self_employed,409,2,272,236,1047.63,1230.49,1513.44,2401.52,0.3,0.3,183.16,0.3,1060.24,1230.49,1\\r\\n5561,2649,40,Male,0,self_employed,1096,1,484,0,6500.16,9351.9,9812.32,13361.35,8206.19,3585.61,8198.69,10494.67,5067.51,11644.53,0\\r\\n5562,5801,54,Male,2,salaried,1534,3,63,0,1416.87,1738.43,1826.51,1752.97,800.69,0.75,214.97,86.4,1831.77,1951.78,0\\r\\n5563,1960,33,Male,0,salaried,1020,1,16,0,3234.61,3339.69,3164.9,3411.67,1283.33,0.47,940.23,108.48,2919.91,3428.84,0\\r\\n5564,4193,39,Male,0,salaried,1020,2,288,24,1349.4,916.94,4525.66,5214.76,357.21,452.48,330.47,7842.93,1025.77,3472.67,1\\r\\n5565,1960,90,Male,0,self_employed,1020,1,1316,180,1282.78,1639.92,1775.85,3307.21,0.13,0.13,357.27,0.13,1566.03,1639.92,0\\r\\n5566,2124,90,,0,self_employed,1020,1,16,6,613.34,2328.15,1759.91,1950.44,409.6,0.66,2083.51,0.66,621.42,2328.15,1\\r\\n5567,2697,59,Male,2,self_employed,513,2,216,24,912.19,720.79,1547.42,4519.51,4285.94,0.23,4085.65,151.37,3084.88,847.47,0\\r\\n5568,3086,39,Male,0,salaried,180,3,187,58,9581.48,9155.58,8651.63,8690.04,0.69,6.19,1056.68,1800.07,8936.27,8503.39,0\\r\\n5569,1665,54,Female,0,salaried,318,2,1354,12,3834.44,2995.75,3256.27,3620.04,906.94,725.34,143.29,114.71,3335.89,3044.93,0\\r\\n5572,4102,33,Male,0,salaried,,2,578,102,3673.34,3677.75,3477.44,3388.56,0.49,0.49,6.04,47.7,3675.09,3509.69,0\\r\\n5573,2755,27,Male,0,student,1420,1,907,,15019.24,15019.24,15019.24,14924.1,0.64,0.64,0.64,0.64,15019.24,15019.24,0\\r\\n5574,1894,49,Female,0,self_employed,1096,3,129,14,2559.85,3057.32,3220.08,3475.4,572.29,156.76,1247.84,1047.14,2666.5,3481.51,0\\r\\n5575,2581,36,Female,0,self_employed,759,2,518,100,3873.11,6426.32,7305.58,1898.98,0.49,0.49,2910.84,1486.2,6226.39,6854.62,1\\r\\n5576,3271,62,Male,0,retired,1096,3,1662,26,920.88,304.17,2805.81,4931.45,786.3,0.59,169.59,6012.44,875.71,419.43,1\\r\\n5577,2778,39,Female,0,self_employed,970,2,2157,48,5732.32,6589.46,6069.64,6399.7,0.51,2400.51,0.51,1429.09,5732.32,6536,0\\r\\n5578,1461,42,Female,0,self_employed,623,1,1629,7,5989.12,6253.89,3761,8810.13,1.22,7143.26,679.46,402.33,6250.08,3925.78,0\\r\\n5579,1134,63,Female,0,self_employed,,1,166,48,3292.17,6030.58,13628.9,52210.67,0.46,9643.31,5024.59,9286.17,4690.55,8772.52,0\\r\\n5580,454,58,Female,,self_employed,1295,2,2448,194,5140.18,6065.68,5126.63,2953.08,0.7,0.7,0.7,0.7,5619.43,6205.28,0\\r\\n5581,3975,45,Female,0,self_employed,1111,2,2649,278,3049.52,3049.52,3203.97,3536.63,0.11,0.11,0.11,346.04,3049.52,3166.93,0\\r\\n5582,598,51,Male,0,salaried,1180,3,116,324,2204.02,2204.02,2155.17,1144.4,0.34,0.34,0.34,0.34,2204.02,2204.02,0\\r\\n5583,1433,58,Male,0,salaried,409,2,1672,31,11540.36,11540.36,10111.25,9602.7,0.49,838.89,0.49,0.49,11540.36,10783.1,0\\r\\n5584,1377,73,Male,0,salaried,1020,3,79,14,2333.46,5052.5,4477.18,2089.56,4872.86,5472,7388.38,8609.24,4612.73,5950.81,1\\r\\n5585,4109,51,Male,6,self_employed,1181,2,235,212,16449.21,16563.49,16377.44,14632.56,0.11,0.11,0.11,0.11,16453.15,16567.18,0\\r\\n5586,3309,76,Male,0,retired,1020,1,424,13,131369.34,129767.38,128290.19,168371.37,1780.2,2821.1,0.24,0.24,130540.74,128296.31,1\\r\\n5587,5073,35,Male,1,self_employed,334,2,124,10,2600.63,17090.34,12001.57,5891.88,2308.33,17759.51,16339.67,3128.09,10231.36,15271.49,1\\r\\n5588,3685,53,Female,0,self_employed,146,1,9,300,5867.98,5867.98,5914.8,5769.63,0.43,0.43,0.43,86.14,5867.98,5922.26,0\\r\\n5589,728,60,Female,0,self_employed,15,2,3020,0,1992.67,1992.67,1909.74,1194.85,8571.46,11428.6,8571.46,11560.74,1992.67,2103.5,0\\r\\n5590,1132,29,Male,0,salaried,904,2,1943,6,4734.68,4468.31,4394.21,4378.79,10.99,15.41,335.61,507.13,4404.43,4483.39,0\\r\\n5591,360,63,Female,0,self_employed,1020,3,370,341,2155.13,3020.85,2763.72,1567.57,0.63,0.63,1337.77,0.63,2781.73,2975.22,0\\r\\n5592,2589,59,Female,0,self_employed,623,2,42,,3853.34,3853.34,3853.34,3826.4,0.39,0.39,0.39,0.39,3853.34,3853.34,0\\r\\n5593,363,37,Male,0,self_employed,1088,2,3265,94,3189.9,3618.47,3756.3,3653.09,0.3,0.3,428.87,286.01,3455.91,3885.75,0\\r\\n5594,2580,47,Male,0,salaried,486,2,445,350,17452,17452,17452,17341.44,0.24,0.24,0.24,0.24,17452,17452,0\\r\\n5596,705,74,Male,0,retired,413,2,759,95,3097.98,2345.29,1672.12,6054.79,0.06,0.06,0.06,0.06,2452.84,1669.89,0\\r\\n5597,1361,43,Male,0,self_employed,649,2,1844,,258.56,2974.48,2412.64,2955.64,0.26,0.26,2714.54,0.26,1288.96,2974.48,1\\r\\n5598,1578,55,Male,0,self_employed,762,3,1434,97,5750.86,6322.29,7599.2,2151.82,0.43,0.43,0.43,157.57,6263.17,6322.29,0\\r\\n5599,2685,44,Female,0,self_employed,680,2,565,,1722.31,1722.31,1722.31,1711.4,0.34,0.34,0.34,0.34,1722.31,1722.31,1\\r\\n5600,470,48,Male,,self_employed,1020,3,13,26,1866.95,1466.95,1542.16,1546.7,714.54,0.26,743.11,0.26,1692.57,1466.95,0\\r\\n5601,1868,62,Male,0,self_employed,491,2,1733,12,2518.05,1405.25,2022.3,2801.03,24294.99,2257.59,22869.78,1070.41,3144.26,1591.23,0\\r\\n5602,2895,18,Female,0,student,656,2,340,44,5213.98,5071.12,4918.05,5043.2,0.69,243.05,0.69,0.69,5051.42,4910.07,0\\r\\n5603,6716,72,Male,0,retired,318,2,1306,61,8158.37,8014.54,8037.86,7622.99,0.3,0.3,0.3,0.3,8113.74,8014.54,0\\r\\n5604,1444,29,Female,0,self_employed,1299,2,2327,168,6773.84,7559.55,7387.96,7477.16,0.34,0.34,786.06,0.34,7044.78,7559.55,0\\r\\n5605,4308,48,Female,0,self_employed,1181,2,186,77,1149.29,1225.39,1554.29,2870.81,0.44,0.44,76.54,318.77,1179.59,1462.39,1\\r\\n5606,4387,35,Female,0,self_employed,15,3,6,4,3366.23,2428.06,2024.9,1133.36,1144.77,429.13,214.84,0.56,2789.7,2137.74,0\\r\\n5607,998,42,Female,0,self_employed,1096,1,2071,11,949.53,914.27,1878.46,920.26,205.71,722,286.03,11414.73,977.74,2826.05,1\\r\\n5608,196,39,Male,0,self_employed,61,3,1822,101,1434.14,1434.14,1447.97,661.67,0.4,0.4,0.4,0.4,1434.14,1434.14,0\\r\\n5609,6668,86,Male,0,retired,1096,3,26,0,3586.24,3279.03,2714.87,2853.29,257.46,2828.89,322.6,1618.69,3578.44,2788.47,0\\r\\n5610,1272,46,Male,0,salaried,1621,1,50,6,43245.37,20456.47,21880.93,11255.07,6014.41,25697.94,0.6,2660.6,36282.02,12775.51,0\\r\\n5611,1990,58,Male,0,salaried,377,2,927,242,2871.26,2871.26,2908.13,2909.44,0.37,0.37,0.37,57.51,2871.26,2924.72,0\\r\\n5613,1777,41,Female,0,self_employed,1096,3,1669,20,3730.36,3372.33,3403.34,2896.33,1123.3,718.54,0.69,0.69,3765.74,3224.61,0\\r\\n5614,1827,61,Female,0,self_employed,1577,2,815,,494.56,3264.16,2944.41,3513.99,0.59,0.59,2772.01,0.59,2309.26,3262.8,0\\r\\n5615,2936,43,Male,0,self_employed,1593,3,211,48,1811.63,1897.72,1676.81,551.2,0.64,714.93,0.64,29.21,1876.94,1651.18,0\\r\\n5616,3183,32,Male,0,student,1020,3,522,26,1864.3,1994.94,1920.54,2119.73,18.6,37.46,227.81,381.13,1897.21,2087.25,0\\r\\n5617,501,31,Female,,self_employed,221,3,68,18,2638.16,1796.05,1888.38,1395.31,1371.44,0.01,0.01,0.01,2397.41,1796.05,0\\r\\n5618,4048,59,Male,1,self_employed,1046,2,102,119,4251.02,7270.39,9110.57,41159.16,0.31,0.31,3911.24,3826.39,5737.02,8553.11,1\\r\\n5619,4325,30,Female,0,salaried,1084,3,540,28,10785.53,7984.43,8732.51,7261.08,1006.69,1901.26,438.31,574.4,10425.25,8237.58,0\\r\\n5620,1896,70,Male,0,self_employed,1199,3,1389,,1162.97,1162.97,1854.21,2575.06,0.03,0.03,0.03,1428.6,1162.97,1808.13,1\\r\\n5621,1917,43,Female,0,salaried,1096,3,134,256,5336.34,6109.24,6239.59,9170.99,0.16,0.16,630.13,354.53,5702.67,6308.55,0\\r\\n5622,4781,43,Male,0,salaried,1020,3,13,17,1686.25,893.22,1823.99,2264.08,2507.99,1429.24,0.67,2500.67,2734.95,1503.82,0\\r\\n5623,1434,17,Male,0,student,1096,2,1557,356,2884.86,2842.01,2847.92,5724.6,0.2,0.2,0.2,0.2,2859.74,2842.01,0\\r\\n5624,596,48,Female,,self_employed,623,3,81,28,1826.58,1333.03,15567.41,35571.88,423.07,452.37,114.74,2325.97,1780.58,2145.93,1\\r\\n5625,2329,28,Male,2,self_employed,61,3,476,30,15514.86,24.65,7449.51,150.23,0.49,1.18,12396.79,14432.41,15255.76,5658.38,0\\r\\n5626,1494,42,Female,0,salaried,146,2,312,39,3656.69,3740.1,3579.45,3202.53,0.21,354.31,12.2,25.86,3678.45,3560.5,0\\r\\n5627,4172,39,Male,0,self_employed,623,2,318,13,5124.78,5124.75,5124.75,5092.28,0.43,0.4,0.4,0.4,5124.76,5124.75,0\\r\\n5628,2925,36,Male,1,salaried,409,2,4737,7,9787.6,21449.22,5674.7,7015.49,4909.24,40697.29,17534.69,21604.66,10467.92,6292.71,0\\r\\n5629,1735,60,Female,0,self_employed,1232,2,1792,,2456.13,2456.13,2456.13,2440.57,0.04,0.04,0.04,0.04,2456.13,2456.13,0\\r\\n5630,4527,39,Male,0,self_employed,1348,2,178,53,4084.39,4082.86,5475.09,3602.19,0.06,5428.63,0.06,8492.24,4083.6,6576.31,0\\r\\n5631,1934,77,Male,0,retired,1020,2,1436,,1677.77,1677.77,1677.77,1667.14,0.14,0.14,0.14,0.14,1677.77,1677.77,0\\r\\n5632,287,23,Male,0,self_employed,1154,3,4160,59,136.44,6565.01,1824.76,54.33,0.59,140.59,6429.16,0.59,358.12,5071.52,1\\r\\n5633,2555,41,Male,0,salaried,1574,2,570,3,6707.06,6280.99,6161.7,5389.8,605.16,785.44,150.51,606.47,6596.68,6125.85,0\\r\\n5634,2526,69,Female,0,self_employed,146,1,286,6,365377.35,8610.43,850880.11,301532.95,472971.53,1559.23,19868.89,1990.55,96952.77,976937.69,1\\r\\n5635,2329,27,Female,0,student,1477,1,415,0,8101.97,7516.25,7812.9,3769.22,1285.73,0.01,1057.16,500.01,7688.67,7683.53,0\\r\\n5637,5540,47,Female,0,self_employed,649,2,54,0,1767.76,1381.48,2244.56,2661.11,512.56,787.2,0.34,0.34,1531.91,890.26,0\\r\\n5638,1712,90,Male,0,self_employed,1023,2,2131,286,145625.08,145625.08,145625.08,59272.62,0.5,0.5,0.5,0.5,145625.08,145625.08,0\\r\\n5639,1675,40,Male,2,self_employed,621,3,664,72,707.55,3301.09,2143.62,824.44,0.66,0.66,2594.2,94.2,1323.9,3313.16,1\\r\\n5641,1775,33,Male,1,self_employed,665,2,569,0,420.73,16135.02,12730.91,1867.18,7143.04,0.19,15714.47,43.93,5839.45,16174.53,1\\r\\n5643,1121,44,Male,0,salaried,623,3,2398,11,1215.08,11464.17,4927.87,1024.82,3471.81,12377.17,14357.53,1697.47,4537.36,9887.71,1\\r\\n5644,664,65,Male,,self_employed,656,2,3272,41,493.97,2936.83,1991.35,3471.57,0.4,628.97,2428.97,0.4,579.19,2573.23,1\\r\\n5645,2798,34,Male,0,self_employed,489,3,862,18,1616.31,906.31,1796.46,11023.61,812.39,2279.6,102.39,3664.97,1336.41,1774.15,0\\r\\n5646,4325,75,Male,0,retired,1020,3,277,17,3382.31,3742.51,3638.09,9142.01,943.37,3976.47,3054.06,3321.95,4286.18,3591.4,0\\r\\n5647,1724,63,Male,0,salaried,531,3,590,40,2049.93,2697.18,2846.36,1569.52,0.53,1434.31,290.63,2535.24,2508.85,2682.65,0\\r\\n5648,1762,87,Male,0,retired,751,3,2219,42,1667.5,1661.2,1544.91,2377.65,0.51,214.8,0.51,0.51,1666.09,1543.59,1\\r\\n5649,3139,41,Male,0,salaried,409,3,272,68,8131.76,1229.05,3356.86,7008.45,0.66,0.66,240.8,891.81,6163.04,1818.28,0\\r\\n5650,1985,37,Male,2,self_employed,617,2,229,4,949.45,1752.36,2172.27,3752.9,163.37,1304.54,1497.43,2229.57,1173.8,2632.4,0\\r\\n5651,1172,50,Male,0,self_employed,61,3,2759,97,771.67,1485.96,1505.29,942.97,0.61,0.61,0.61,286.33,1313.54,1541.26,1\\r\\n5652,5645,88,Male,0,retired,1020,1,85,95,1770.73,1770.73,1770.73,1703.58,0.7,0.7,0.7,0.7,1770.73,1770.73,0\\r\\n5653,1339,33,Male,0,self_employed,1494,2,1684,35,2137.17,2390.4,2149.6,1261.04,0.2,4763.06,155.6,16.56,2268.56,2605.64,0\\r\\n5654,2019,57,Male,0,salaried,550,2,1901,17,725.02,719.16,2446.08,2179.85,6.15,559.27,0.3,4857.44,722.8,2611.95,0\\r\\n5655,389,67,Male,,self_employed,146,2,1754,,14342.82,13475.79,12113.49,14407.34,0.36,0.36,0.36,0.36,11870.74,12115.66,0\\r\\n5656,4226,50,Male,0,salaried,980,2,192,125,3317.88,3317.88,3317.88,1822.69,0.69,0.69,0.69,0.69,3317.88,3317.88,0\\r\\n5657,2442,87,Male,0,self_employed,1020,2,13,6,4046.55,10094.52,7041.55,3761.88,1147.89,3544.79,38.71,474.4,6980.47,8172.43,0\\r\\n5658,279,65,Male,,retired,532,2,4265,56,3399.27,3580.32,4204.37,5889.13,0.4,2857.54,324.3,4500.4,3461.7,3260.04,0\\r\\n5659,2222,17,Female,0,student,649,2,1585,,2162.85,2162.85,2162.85,2149.15,0.43,0.43,0.43,0.43,2162.85,2162.85,0\\r\\n5660,1764,47,Male,2,self_employed,11,3,1461,38,1955.13,2469.51,2198.99,1903.58,0.04,571.47,422.9,208.61,2052.19,2132.83,0\\r\\n5661,3946,74,Male,2,self_employed,1020,1,16,56,1048.21,1219.46,1766.86,1060.44,0.29,143.14,171.53,1086.93,1084.21,1702.49,0\\r\\n5662,5451,42,Male,0,salaried,1135,1,117,35,4999.68,5013.97,5824.13,5190.85,0.43,1518.31,0.43,1168.89,5004.12,5669.62,0\\r\\n5663,5022,73,Male,0,retired,,3,23,255,1658.85,1658.85,1662.06,1726.18,0.63,0.63,0.63,0.63,1658.85,1658.85,0\\r\\n5664,2138,58,Male,0,self_employed,145,2,1366,67,13098.59,13127.16,12778.57,12212.64,0.07,0.07,0.07,0.07,13103.52,13131.77,0\\r\\n5666,4643,63,Female,0,salaried,1320,3,331,0,4671.02,4728.74,4600.22,4398.68,331.33,228.04,414.59,271.87,4533.61,4604.73,0\\r\\n5667,2399,38,Female,0,self_employed,334,2,1880,8,2174.03,9083.04,2386.34,1517.05,177.76,7367.4,7589.63,22.88,3270.44,2625.5,0\\r\\n5668,6606,56,Male,3,self_employed,334,2,10,42,1883.56,1642.5,1720.96,1098.97,0.21,143.07,7.73,324.89,1680.79,1720.64,0\\r\\n5669,280,63,Male,0,retired,834,2,4408,55,2448.82,2448.82,2395.06,3796.42,0.23,143.09,0.23,0.23,2448.82,2430.39,0\\r\\n5670,2181,57,Female,0,self_employed,1294,2,1470,26,3884.64,3784.64,3653.93,2796.38,143.03,500.17,0.17,0.17,3895.48,3746.4,0\\r\\n5671,6180,70,Male,0,self_employed,15,2,6,6,2813.7,3104.67,1899.05,1137.3,31.18,3530.39,328.96,871.81,3033.89,2122.59,0\\r\\n5672,2565,51,Male,0,salaried,,2,623,,1471.28,1971.28,1940.66,1518.03,0.17,0.17,143.03,0.17,1833.35,1971.28,0\\r\\n5673,703,50,Male,0,salaried,409,3,120,32,1455.4,1863.92,1773.22,2030.63,0.64,314.93,409.17,121.03,1637.24,1624.82,0\\r\\n5674,225,48,Male,0,,1323,2,2245,40,7198.5,27663.03,13789.38,4921.26,0.36,20000.36,12464.4,4482.61,11567.87,19341.36,0\\r\\n5675,2266,32,Male,0,self_employed,1096,3,931,30,981.67,1289.26,1544.1,974.67,0.69,357.83,286.4,1714.97,1113.62,1517.98,0\\r\\n5676,819,33,Male,0,salaried,1154,2,3238,10,5878.51,5949.93,5696.11,4283.92,286.19,357.61,0.47,0.47,6075.55,5737.95,0\\r\\n5677,1685,31,Female,0,self_employed,1232,3,2054,,957.95,2576.94,2208.98,1299.59,0.46,0.46,2555.16,53.76,1388.66,2608.04,0\\r\\n5678,3110,46,Male,2,salaried,1096,2,3717,33,1724.85,3173.46,1450.93,1575.05,0.69,6026.69,311.54,3159.21,2490.17,1547.01,0\\r\\n5679,2634,60,Male,2,salaried,1084,2,1029,47,532.11,715.74,1863.45,1452,0.07,4342.88,183.7,4957.99,671.42,894.66,1\\r\\n5680,803,36,Male,1,self_employed,318,2,1402,90,1576.23,1576.23,1612.86,1368.34,0.66,0.66,0.66,0.66,1576.23,1576.23,0\\r\\n5681,5581,60,Male,0,retired,1439,2,74,25,5068.22,4664.02,4702.08,7073.82,286.2,0.49,0.49,86.2,4987.95,4747.91,0\\r\\n5682,2254,30,Female,0,salaried,575,2,1264,0,2007.54,1786.91,1506.7,3561.41,1139.81,1218.93,645.41,2240.06,950.18,1393.57,0\\r\\n5683,2851,65,Female,0,self_employed,1096,2,1673,7,92236.39,91880.47,52809.51,12809.22,356.41,86465.04,0.49,0.49,91978.65,44485.17,1\\r\\n5684,2098,13,Female,0,student,,3,202,105,1780.18,1723.04,1719.93,1421.82,0.09,0.09,0.09,0.09,1778.21,1723.04,0\\r\\n5686,675,43,Male,0,self_employed,409,3,438,7,1294.58,2539.56,2068.41,1902.67,714.34,1417.63,1768.29,1280.03,1877.02,2501.35,0\\r\\n5687,537,23,Male,,student,575,2,589,,1968.78,1968.78,2632.37,5398.85,0.29,0.29,0.29,1143.14,1968.78,2291.36,0\\r\\n5688,533,40,Male,0,salaried,843,3,2913,11,5438.88,7944.44,4690.34,2288.84,571.46,0.03,3560.17,923.89,6998.26,5184.34,0\\r\\n5689,3904,47,Male,2,salaried,474,2,141,1,4884.22,6553.46,7660.27,15551.32,4592.29,645.73,3031.59,1620.5,3064.96,7402.24,0\\r\\n5690,2089,46,Male,1,salaried,1020,2,1,30,938.03,5238.54,2963.49,3391.84,0.59,4002.89,588.75,1943.35,1847.06,2722.8,0\\r\\n5692,2455,42,Male,0,self_employed,334,2,493,47,5155.93,5153.36,2867.4,289.82,0.61,4827.64,0.61,0.61,5154.69,3128.51,0\\r\\n5693,4532,51,Male,0,self_employed,1096,3,155,16,4985.42,4957.87,5009.89,5086.26,28.06,0.5,0.5,99.07,4974.02,4999.2,0\\r\\n5694,292,73,Female,,self_employed,1020,2,227,7,16553.79,5839.5,14250.5,15751.07,10714.44,23327.09,0.16,37220.66,8425.71,16759.26,1\\r\\n5695,492,43,Male,3,self_employed,743,3,270,5,32441.77,191.84,4285.57,4229.28,40000.01,28434.91,9085.19,28786.03,6367.32,2587.32,0\\r\\n5696,3342,54,Female,0,self_employed,1020,2,47,336,5834.52,5834.52,5834.52,5694.04,0.31,0.31,0.31,0.31,5834.52,5834.52,0\\r\\n5697,2846,79,Female,0,self_employed,1096,2,225,7,6791.45,5703.88,6094.45,6545.79,189.18,644.53,13.24,744.53,6662.16,5588.48,0\\r\\n5698,2914,71,Male,2,retired,334,2,674,324,1491.66,1675.94,1641.69,1405.91,0.41,0.41,256.13,191.63,1641.56,1753.22,0\\r\\n5699,977,31,Male,0,salaried,623,3,1625,90,1490.63,1547.57,1872.88,2960,0.36,0.36,8.93,20.1,1537.95,1489.61,0\\r\\n5700,3222,60,Male,0,salaried,241,3,62,42,7360.2,8892.18,8421.22,7805.85,0.37,643.23,2675.21,0.37,8470.08,8539.65,0\\r\\n5701,2295,34,Male,0,self_employed,834,2,1231,13,550.2,685.83,1656.73,374.32,4284.01,2069.73,33048.21,5229.91,2077.86,1574.66,1\\r\\n5702,2483,47,Male,2,self_employed,409,2,287,49,21521.39,693.03,8761.53,1024.55,0.29,857.43,6537.57,359.06,24719.01,679.29,0\\r\\n5703,2894,31,Female,0,salaried,574,3,265,,1646.31,1646.31,1646.31,1635.88,0.26,0.26,0.26,0.26,1646.31,1646.31,0\\r\\n5704,1618,41,Male,0,self_employed,179,2,641,100,5031.77,5031.77,5135.45,5249.53,0.66,0.66,0.66,0.66,5031.77,5031.77,0\\r\\n5705,4028,47,Male,2,self_employed,1181,3,235,138,1506.94,1701.96,1834.63,3057.11,0.31,0.31,0.31,0.31,1560.11,1752.95,0\\r\\n5706,2831,34,Male,2,self_employed,1140,3,663,7,1926.04,2021.67,1813.07,1861.87,359.14,731.07,744.49,738.63,1761.9,1776.59,0\\r\\n5707,929,49,Female,0,self_employed,1589,2,33,18,1905.5,1562.36,2382.34,2693.85,250.36,250.36,0.36,2000.36,1812.87,2090.01,0\\r\\n5708,550,29,Male,0,self_employed,1187,2,797,12,6703.81,7146.5,6112.76,8540.41,5964.5,12600.24,6350.24,6085.44,7851.51,6220.17,0\\r\\n5709,2953,36,Male,2,self_employed,409,3,585,212,2226.06,4652.11,4461.37,5971.1,0.2,0.2,2431.89,194.15,3391,4678.15,1\\r\\n5711,2998,73,Male,0,retired,1020,2,398,0,14183.41,14500.19,7912.6,4005.76,31.4,10043.66,153.73,0.53,14311.92,5158.12,0\\r\\n5712,1488,37,Male,0,salaried,409,3,481,52,1971.94,1971.94,1934.97,1853.14,0.41,214.99,0.41,100.41,1971.94,1975.6,0\\r\\n5713,671,42,Female,0,self_employed,1020,3,159,26,5512.41,6036.1,6144.3,2715.8,71.87,71.87,352.62,148.04,5743.93,6164.24,0\\r\\n5714,1204,57,Female,3,self_employed,334,3,82,0,1980.26,1737.83,1580.3,566.68,911.83,483.26,1138.69,141.83,1786,1590.18,0\\r\\n5715,4230,44,Female,1,salaried,409,2,557,41,3082,3567.42,4122.2,1210.8,0.64,64.93,723.5,764.12,3382.63,4296.58,0\\r\\n5716,2669,23,Female,0,salaried,1232,3,139,0,646.79,638.75,1824.4,500.52,318.39,315.57,143.11,400.85,399.27,385.62,1\\r\\n5718,670,27,Female,,self_employed,960,2,308,271,11756.35,11770.63,11783.83,11772.39,0.26,0.26,0.26,0.26,11770.14,11783.53,0\\r\\n5719,1664,38,Male,0,salaried,334,3,42,,2332.1,2332.1,2334.26,2322.83,0.44,0.44,0.44,0.44,2332.1,2334.48,0\\r\\n5720,1096,27,Male,0,self_employed,664,2,2758,199,1300.75,1286.46,2367.89,2090.76,0.17,0.17,0.17,0.17,1294.34,2555.64,0\\r\\n5721,4281,40,Female,0,self_employed,1020,2,288,,14482.93,14482.93,14482.93,14391.17,0.51,0.51,0.51,0.51,14482.93,14482.93,0\\r\\n5722,2984,59,Female,0,self_employed,1096,2,292,265,4865.01,3520.59,3986.93,3769.36,0.54,0.54,0.54,0.54,4797.18,3540.62,0\\r\\n5723,7021,64,Male,1,salaried,1232,2,52,28,22486.48,26309.83,25994.26,30747.72,16.6,95,3086.36,4004.74,22798.31,27021.72,0\\r\\n5724,2470,64,Male,0,self_employed,206,2,865,,6502.46,7125.7,6443.48,4144.55,0.17,0.17,915.03,285.89,6059.31,6950.58,0\\r\\n5725,2721,29,Female,0,student,615,2,282,326,2984.81,2984.81,2984.81,2965.91,0.21,0.21,0.21,0.21,2984.81,2984.81,0\\r\\n5726,1295,51,Male,0,self_employed,361,3,1842,62,3915.33,3915.33,3829.31,3169.69,0.57,0.57,0.57,0.57,3915.33,3915.33,0\\r\\n5727,321,20,Male,,self_employed,120,3,2619,194,3269.62,3267.13,3265.62,3247.38,0.63,0.63,0.63,0.63,3267.82,3265.58,0\\r\\n5728,279,29,Female,0,salaried,334,2,1038,38,6665.5,6665.5,4832.64,6706.18,0.29,3466.64,0.29,134.44,6665.5,4499.1,0\\r\\n5730,1035,29,Female,0,self_employed,1096,3,933,0,3134.04,4413.69,3973.25,1114.9,2214.33,685.76,1795.76,0.04,4767.47,4001.71,0\\r\\n5731,692,42,Female,0,self_employed,514,1,190,23,944.54,640.41,1804.15,1601.42,304.14,214.3,0.01,0.01,904.5,598.94,0\\r\\n5732,4444,68,Male,0,self_employed,983,2,238,14,527.79,533.03,1852.99,841.65,138.06,133.3,0.44,0.44,578.6,539.07,1\\r\\n5733,2497,43,Female,0,self_employed,15,1,6,24,-91.63,6861.92,5670.9,4706.78,516.24,516.24,7469.63,0.31,3998.05,6740.59,0\\r\\n5734,594,70,Female,,self_employed,1565,2,1596,5,15217.44,910.38,4162.5,795.5,1450.61,42.54,0.7,0.7,10759.07,882.44,0\\r\\n5735,3573,45,Male,0,salaried,1597,2,737,28,39970.49,39939.59,41879.64,35296.6,4829.23,3819.27,3426.11,767.5,42225.22,42485.55,0\\r\\n5736,709,48,Male,,salaried,200,3,1648,329,2595.17,2595.17,2595.17,2577.82,0.06,0.06,0.06,0.06,2595.17,2595.17,0\\r\\n5737,1685,69,Female,0,self_employed,802,3,1308,220,3101.86,3101.86,3101.86,3083.46,0.13,0.13,0.13,0.13,3101.86,3101.86,0\\r\\n5738,1188,47,Male,0,self_employed,334,2,1765,129,528.96,3386.1,2794.97,3788.08,0.69,0.69,2857.83,0.69,1612.7,3386.1,0\\r\\n5739,1500,25,Male,0,salaried,1020,2,85,,740.39,9311.82,7870.5,9815.11,0.24,0.24,8571.67,13.07,4829.06,9312.65,1\\r\\n5740,4708,52,Male,1,self_employed,1020,1,538,70,96.57,854.81,2937.18,3567.15,0.21,0.21,12282.29,23006.79,855.64,3450.51,0\\r\\n5741,1615,22,Female,0,student,834,2,22,151,2291.85,2291.85,2291.85,2152.87,0.54,0.54,0.54,0.54,2291.85,2291.85,0\\r\\n5742,2594,50,Male,0,self_employed,34,3,380,10,2550.43,3193.28,3143.02,4356.27,143.19,0.33,714.61,0.33,2927.27,3216.33,0\\r\\n5743,3470,51,Male,1,salaried,1111,3,1897,167,2041.07,1732.49,1762.01,1668.19,0.39,0.39,0.39,0.39,1817.62,1732.49,0\\r\\n5744,383,34,Male,0,self_employed,44,3,409,67,1793.1,1941.02,1942.76,1702.34,0.16,0.16,0.16,0.16,1917.49,2001.5,0\\r\\n5745,3136,37,Female,0,self_employed,1020,1,424,5,1815.68,1503.17,4055.33,5841.96,64.96,357.81,201.83,21429.24,1739.45,4186.74,0\\r\\n5746,1101,4,Male,0,student,1265,2,775,27,4122.21,550.78,1700.21,1168.1,3571.59,0.16,0.16,0.16,3999.06,550.78,0\\r\\n5747,2180,12,Male,0,student,1020,2,16,,3950.3,3878.87,3900.22,3854.46,0.64,0.64,0.64,0.64,3942.91,3878.87,0\\r\\n5749,2020,42,Male,1,self_employed,578,2,264,0,9378.71,6427.34,9676.33,6319.35,4614.41,4000.47,1689.5,9670.14,7508.74,9348.23,0\\r\\n5750,851,36,Female,0,self_employed,409,3,294,0,1969.8,1982.8,2830.95,2474.13,1.4,0.11,14.4,1428.69,1975.46,3090.27,0\\r\\n5751,779,39,Female,,salaried,575,3,3324,17,3235.05,3206.48,3212.39,3186.17,29.2,0.63,0.63,0.63,3224.21,3206.48,0\\r\\n5752,310,36,Male,0,salaried,557,2,4217,179,2489.47,2489.47,2489.47,2945.15,0.06,0.06,0.06,0.06,2489.47,2489.47,0\\r\\n5753,4266,53,Male,0,self_employed,409,2,134,0,7137.66,715.38,15919.64,27501.14,111471.6,89928.74,89319.93,60475.83,8988.79,4359.9,0\\r\\n5754,1326,19,Female,0,student,1020,2,143,12,4753.17,4927.32,4553.15,3885.82,3786.09,278.8,3888.81,0.37,4017.67,4935.67,0\\r\\n5755,646,27,Male,3,salaried,1449,2,2234,48,3779.05,5534.19,5487.87,3136.53,0.03,93.76,451.52,402.1,5259.01,5366.69,0\\r\\n5756,2088,49,Male,0,self_employed,409,3,905,14,1865.14,1399.97,1452.34,2748.64,286.01,0.3,0.3,0.3,1495.57,1283.09,0\\r\\n5757,632,24,Male,0,self_employed,745,1,127,0,3537.08,3344.57,2965.6,1981.75,360.87,380.73,454.53,254.73,3439.25,3049.58,0\\r\\n5758,2382,28,Female,0,self_employed,1096,1,27,24,9829.7,8970.52,9205.96,7139.93,2229.09,1929.09,348.8,382.77,9980.16,9234.36,0\\r\\n5759,1253,47,Male,0,self_employed,536,3,1482,,1918.94,1918.94,1918.94,1978.06,0.59,0.59,0.59,0.59,1918.94,1918.94,0\\r\\n5760,2651,61,Male,0,self_employed,904,2,1136,11,989.1,7986.39,7808.74,7933.69,1571.53,0.1,8571.53,0.1,7456.43,7986.39,1\\r\\n5761,5201,90,Male,0,,1232,2,437,,2785.75,2785.75,4936.29,11557.95,0.59,0.59,0.59,0.59,2785.75,2785.75,0\\r\\n5762,1939,47,Female,0,self_employed,409,3,1663,59,1537.27,2105.63,1540.55,86.95,0.2,4285.91,568.56,2271.81,1654.86,2806.66,0\\r\\n5763,1706,62,Male,0,salaried,628,3,1999,,9246.48,7403.54,9948.41,12439.62,0.2,0.2,490.97,2857.34,8891.1,7551,0\\r\\n5764,186,50,Female,,self_employed,1096,3,3979,19,4581.51,2881.51,3994.51,2604.07,2429.16,4853.01,714.87,7143.44,4262.79,3113.76,0\\r\\n5765,2861,53,Male,0,self_employed,187,2,755,,3126.9,2969.76,3000.46,2935.97,0.17,0.17,0.17,0.17,3061.88,2969.76,0\\r\\n5766,2789,51,Female,0,self_employed,491,3,619,,1951.83,1951.83,1951.83,1939.47,0.3,0.3,0.3,0.3,1951.83,1951.83,0\\r\\n5767,2663,42,Female,0,self_employed,1275,3,985,27,2428.92,1960.35,1866.91,860.79,173.04,173.04,0.19,0.19,2335.42,1859.38,0\\r\\n5768,1356,69,Female,0,self_employed,623,3,1022,206,5679.83,5679.83,5680.95,5707.31,0.63,0.63,0.63,0.63,5679.83,5679.83,0\\r\\n5769,2904,38,Female,0,self_employed,1076,1,64,46,1490.7,1534.16,3511.69,2368.38,0.31,5271.74,0.31,7367.76,1509.57,6480.33,0\\r\\n5771,1787,70,Male,0,retired,224,2,1686,276,4653.21,4647.99,4653.05,4628.33,0.09,0.09,0.09,14.37,4651.04,4651.97,0\\r\\n5772,1271,51,Male,0,salaried,904,3,1907,123,1309.98,2168.55,2847.56,2495.8,0.11,0.11,857.26,1285.83,1685.45,2574.08,1\\r\\n5773,1232,29,Male,0,self_employed,241,3,1768,63,11427.37,14845.87,10496.05,44.26,0.31,0.31,2428.89,5267.79,12586.39,16792.73,0\\r\\n5774,4196,55,Male,0,salaried,1111,3,1321,17,1344.06,912.99,1813.39,1286.33,949.93,1071.8,518.86,1543.23,1392.1,846.17,0\\r\\n5775,200,37,Male,,self_employed,1061,3,1016,205,2472.69,5472.69,5474.38,198.79,0.43,0.43,3000.43,0.43,3334.76,5991,0\\r\\n5776,3383,36,Male,0,self_employed,491,3,279,112,15490.78,15965.01,15971.49,11807.64,0.11,0.11,474.34,20.26,15942.19,15968.91,0\\r\\n5777,1386,62,Female,0,self_employed,231,2,2440,133,29201.74,630.31,2932.23,2533.65,0.54,0.54,0.54,0.54,7526.86,630.31,0\\r\\n5778,2283,30,Male,0,self_employed,547,3,1905,116,1428.93,1428.93,1434.46,1496.49,0.24,0.24,0.24,14.53,1428.93,1431.24,0\\r\\n5779,4760,60,Male,0,self_employed,375,2,374,47,1055.65,1962.36,2044.05,3561.48,0.61,316.72,194.27,572.52,1318.38,2462.27,0\\r\\n5780,2483,49,Male,2,self_employed,1020,2,15,61,100.69,3672.11,2109.63,263.83,0.26,0.26,3571.69,3571.69,1824.82,3791.44,1\\r\\n5781,1593,60,Male,0,salaried,485,1,1218,,8376.18,8643.02,8801.25,10378.71,0.29,0.29,143.14,0.29,8411.52,8662.55,0\\r\\n5782,4084,43,Male,2,self_employed,557,1,284,,2475.74,2504.31,2527.82,2591.08,0.19,0.19,0.19,0.19,2502.34,2527.57,0\\r\\n5783,4280,30,Female,1,self_employed,146,1,217,12,2098.25,2075.39,1721.91,1355.31,23,0.14,0.14,0.14,2084.85,1661.26,0\\r\\n5784,765,27,Male,2,salaried,363,3,2334,32,6724.04,4050.32,2975.35,306.25,0.11,657.43,470.83,859.13,4043.81,3985.15,0\\r\\n5785,1117,56,Female,0,self_employed,905,2,634,279,7138.76,7138.76,7158.63,7102.93,0.1,0.1,185.81,0.1,7198.37,7138.76,0\\r\\n5786,1133,29,Male,0,self_employed,1525,3,2869,24,168.68,750.97,2704.63,718.18,359.87,11487.76,872.34,11346.64,494.04,5719.76,1\\r\\n5787,1936,50,Male,0,self_employed,623,2,562,75,8643.81,11959.81,11221.11,5216.98,0.39,0.39,4376.27,459.13,9513.74,12219.16,0\\r\\n5788,1382,22,Male,0,self_employed,804,3,920,13,10001.58,7164.99,3922.78,26761.48,8286.01,0.3,10339.2,1268.8,8779.47,1639.21,0\\r\\n5789,4170,37,Male,0,self_employed,1181,3,332,139,3914.06,3914.06,3914.06,4000.04,0.41,0.41,0.41,0.41,3914.06,3914.06,0\\r\\n5790,881,47,Male,0,self_employed,409,3,1070,24,3823.5,733.71,6330.35,3097.43,5000.7,27286.41,21472.13,24429.27,10288.15,6778.77,0\\r\\n5791,4163,45,Female,0,salaried,1096,3,328,28,4790.44,4383.41,4525.72,3108.84,457.17,457.17,46.76,350.53,4811.37,4487.67,0\\r\\n5792,2467,31,Female,0,salaried,241,3,62,84,979.13,979.13,2072.7,1441.94,0.06,0.06,0.06,2677.77,979.13,1487.41,1\\r\\n5793,1627,35,Male,0,salaried,1621,2,1604,124,726.4,1769.26,4952.67,10308.71,0.04,0.04,1042.9,7125.33,866.8,4752.49,1\\r\\n5794,808,49,Male,3,salaried,918,3,1655,175,486.62,799.67,1545.14,4945.31,0.69,0.69,245.44,245.44,561.75,860.37,1\\r\\n5795,1918,42,Female,0,salaried,917,3,1909,13,838.48,1972.68,2981.13,9.05,143.51,0.66,1392,1907.8,1266.7,3065.07,1\\r\\n5796,2634,36,Female,0,self_employed,1020,3,967,18,2069.4,1831.32,1525.56,811.26,714.7,0.41,348.04,504.57,1977.78,2082.17,0\\r\\n5797,2300,8,Female,0,student,574,2,641,78,7537.64,7537.64,7008.13,3412.57,0.46,0.46,0.46,0.46,7537.64,7537.64,0\\r\\n5798,1745,31,Female,0,self_employed,1096,1,1386,69,3397.19,4453.71,5091.76,9514.41,0.23,0.23,1079.48,2892.54,3985.72,2820.8,0\\r\\n5799,5022,31,Female,0,student,1525,2,814,,5438.61,5436.84,5437.14,5394.69,0.59,0.59,50.25,0.59,5437.73,5436.84,0\\r\\n5800,1005,43,Female,0,salaried,1096,1,1985,9,300621.32,300428.71,307288.13,227799.85,6841.8,2.16,6932.1,12923.86,303613.56,309652.99,1\\r\\n5801,933,3,Female,0,student,486,2,232,252,3907.25,3907.25,3907.25,3884.56,0.56,0.56,0.56,0.56,3907.25,3907.25,0\\r\\n5802,2468,42,Male,0,self_employed,,2,173,60,12797.44,12797.44,12751.35,12519.65,0.07,0.07,0.07,0.07,12797.44,12797.44,0\\r\\n5803,2784,35,Male,0,self_employed,658,3,735,5,3999.93,4357.77,4232.56,2606.92,76.71,0.98,320.44,142.46,4008.02,4523.26,0\\r\\n5804,1910,51,Male,0,self_employed,1289,2,805,220,2902.09,4643.64,4318.92,5528.18,0.13,0.13,1741.67,0.13,3572.72,4643.64,0\\r\\n5805,1622,69,Male,0,retired,491,2,224,55,17016.07,18044.47,9640.2,181.36,0.27,13675.63,1031.6,5762.89,17661.21,11010.69,0\\r\\n5806,3458,45,Male,2,self_employed,295,3,125,42,3941.65,4314.84,4178.2,3715.55,0.29,288.86,42.69,3766.33,3995.65,4708.96,0\\r\\n5807,1094,33,Male,,self_employed,1271,3,3039,114,1910.86,2051.15,2488.53,2195.52,0.39,0.39,212.1,357.53,1952.73,2198.61,0\\r\\n5808,849,50,Female,0,self_employed,1096,3,313,112,6627.44,12109.75,12060.01,3479.77,0.16,0.16,5271.59,184.36,11179.04,12157.65,1\\r\\n5809,987,28,Male,0,salaried,334,2,1864,0,467.04,340.53,1893.15,995.86,330.1,2232.75,1245.29,4933.86,553.59,2457.53,1\\r\\n5810,2344,48,Female,0,self_employed,1020,2,1201,41,3802.4,509.4,1835.1,698.75,0.56,159.99,731.37,244.04,4396.99,502.16,0\\r\\n5811,1137,39,Male,0,self_employed,637,3,1282,28,2100.96,2137.71,1792.55,1129.59,500.2,1000.2,528.77,0.2,2618.36,1621.58,0\\r\\n5812,2380,33,Female,0,salaried,1416,2,524,145,110.7,3682.13,2729.75,2431.47,0.1,0.1,3571.53,0.1,824.99,3682.13,1\\r\\n5814,5518,28,Female,0,self_employed,1096,2,439,114,2816.77,2831.06,2832,2854.14,0.43,0.43,0.43,0.43,2817.76,2831.98,0\\r\\n5815,2425,79,Female,0,self_employed,1096,1,480,61,154.65,1583.22,4141.75,11036.84,0.2,0.2,1428.77,3228.77,154.65,1583.22,1\\r\\n5816,518,37,Male,0,salaried,665,2,1251,172,20747.86,20747.86,20748.29,20371.74,0.41,0.41,0.41,0.41,20747.86,20747.86,0\\r\\n5817,731,46,Female,0,self_employed,409,1,144,14,1428.73,1428.73,1581.62,1487.79,586.73,586.73,0.16,0.16,1623.98,1616.48,0\\r\\n5818,1050,90,,0,self_employed,1598,1,220,7,349.35,4991.79,3820.87,4507.15,7013.14,0.07,11655.59,0.07,1764.15,4991.79,1\\r\\n5819,3067,33,Male,2,self_employed,452,3,637,45,10413.56,10413.56,6267.57,417.18,0.09,9428.66,0.09,169.2,10413.56,7429.94,0\\r\\n5820,2306,32,Male,0,salaried,575,2,1381,23,1687.71,2315.67,1785.41,1239.76,531.06,531.11,1757.58,886.89,1881.74,2176.32,0\\r\\n5821,5427,63,Male,0,salaried,334,2,82,28,15310.39,12379.83,13784.04,11975.71,5714.56,71.7,2857.41,0.27,16689.7,12356.53,0\\r\\n5822,602,74,Female,,self_employed,15,2,6,215,1530.98,1530.98,1530.98,1524.55,0.21,0.21,0.21,0.21,1530.98,1530.98,0\\r\\n5823,2356,36,Female,0,salaried,1347,3,817,17,39.19,973.59,1601.67,1870.88,286.19,0.47,2077.73,820.79,468.59,1806.73,1\\r\\n5824,2426,9,Female,0,student,531,2,3,,3704.3,3690.01,3687.65,3622.03,0.51,0.51,0.51,0.51,3701.83,3687.71,0\\r\\n5825,625,51,Female,,self_employed,1576,3,908,21,11770.39,765.31,3660.37,1472.48,11362.45,0.23,357.37,0.23,9150.94,765.31,0\\r\\n5826,403,15,Female,,student,1096,3,1092,291,7142.58,7142.58,7690.31,8807.21,0.54,0.54,0.54,1045.17,7142.58,7614.98,0\\r\\n5827,1878,74,Female,0,self_employed,1096,2,1365,21,3784.38,3828.67,3964.73,4723.39,143.36,143.36,187.64,271.93,3797.34,3877.52,0\\r\\n5828,2510,90,,0,self_employed,223,2,187,28,6683.62,4112.19,4795.92,3711.47,2572.07,0.64,0.64,0.64,6683.62,4037.61,0\\r\\n5829,4513,53,Male,0,salaried,1020,1,240,125,11639.72,10697.12,6086.42,4578.55,0.47,0.47,12075.61,10826.11,7205.24,6333.83,0\\r\\n5830,3510,58,Female,0,self_employed,1111,1,88,63,8453.37,8527.37,7266.93,4691.09,0.4,0.4,74.4,38.21,8465.42,8534.43,0\\r\\n5831,6109,60,Female,0,self_employed,1096,2,3,18,6572.01,47967.44,10969.31,2040.7,145714.43,42857.29,40371.57,0.14,18539.86,9257.77,0\\r\\n5832,979,81,Female,0,self_employed,146,2,2815,35,2863.27,4072.58,3183.5,4767.18,0.16,3446.5,285.87,1372.3,3570.53,3133.03,0\\r\\n5833,2077,66,Male,0,self_employed,856,3,1498,21,23404.08,24260.64,22800.14,21789.46,1429.26,3645.85,2335.81,368.4,23456.03,23208.51,0\\r\\n5835,1371,64,Female,0,self_employed,1490,3,2429,7,1468.49,2737.46,3452.83,3284.87,1521.46,92.89,3019,1948.63,2565.15,3577.61,0\\r\\n5836,2229,40,Male,0,self_employed,834,3,1303,24,430.34,6233.56,6270.52,5188.59,514.97,0.69,4875.34,0.69,5257.8,6240.02,1\\r\\n5837,1127,22,Male,0,student,1525,1,146,4,1141.24,1637.12,1768.82,1688.43,131.21,286.21,0.5,6.84,1144.86,1900.88,0\\r\\n5838,4059,50,Male,0,self_employed,61,2,1334,,39982.58,39208.97,39208.87,36660.36,0.2,0.2,0.2,0.2,39982.58,39184.78,0\\r\\n5839,2475,26,Male,0,student,146,2,2859,42,444.21,5757.06,1897.43,630.16,0.11,5167.08,6690.18,1844.08,794.98,3900.58,1\\r\\n5840,739,49,Female,0,self_employed,522,2,2360,10,6499.05,5762.12,6088.81,6918.14,700.24,1428.81,143.1,428.81,5946.44,6108.07,0\\r\\n5841,5269,69,Male,0,self_employed,1020,1,1,21,1575.8,1561.51,1565.13,1559.96,14.39,0.1,0.1,0.1,1572.35,1561.51,0\\r\\n5842,666,52,Female,2,salaried,1096,2,925,59,10853.18,10253.6,10216.09,7036.06,0.17,0.91,428.74,641.97,10961.47,10431.96,0\\r\\n5843,244,32,Male,0,self_employed,980,2,285,,786.77,786.77,2283,7130.87,0.51,0.51,0.51,0.51,786.77,786.77,1\\r\\n5844,975,15,Male,0,student,409,2,158,172,1428.96,1800.39,1767.84,1842.04,0.37,0.37,357.51,171.8,1522.55,1857.07,0\\r\\n5845,1043,68,Female,0,self_employed,334,3,1305,105,3046.23,3186.51,3140.16,728.85,0.66,0.66,143.51,0.66,3129.7,3177.29,0\\r\\n5847,679,66,Female,0,self_employed,751,2,138,76,2853.22,2853.22,2767.2,2292.14,0.6,0.6,0.6,0.6,2853.22,2853.22,1\\r\\n5848,2196,60,Male,2,self_employed,409,2,1280,28,3232.78,375.64,3305.52,11577.41,28571.79,0.36,25714.64,8823.99,5646.58,1886.37,0\\r\\n5849,1169,36,Male,,salaried,334,2,2077,6,9681.78,8798.59,8590.08,7291.46,1314.41,2114.41,581.23,1617.02,9415.99,8294.1,0\\r\\n5850,1540,69,Male,0,self_employed,1020,1,424,5,4043.06,3357.35,3404.64,3205.66,685.89,0.17,0.17,0.17,3499.22,3357.35,0\\r\\n5851,1073,48,Female,0,self_employed,1467,1,191,303,3068.68,3068.68,3068.68,3052.61,0.36,0.36,0.36,0.36,3068.68,3068.68,0\\r\\n5852,1233,53,Female,0,self_employed,905,2,2188,,4005.12,4005.12,4005.12,3979.75,0.23,0.23,0.23,0.23,4005.12,4005.12,1\\r\\n5853,1899,47,Male,0,salaried,1297,2,1638,,6053.6,6053.6,6053.6,6015.37,0.44,0.44,0.44,0.44,6053.6,6053.6,0\\r\\n5854,325,29,Male,0,self_employed,1525,2,258,279,2882.11,2917.69,2951.72,2958.13,0.44,0.44,0.44,0.44,2916.46,2966.72,0\\r\\n5855,1272,32,Female,0,self_employed,409,3,2076,,2285.44,2285.44,2549.31,3209.62,0.1,0.1,0.1,249.61,2285.44,2440.34,0\\r\\n5856,2148,56,Male,0,self_employed,905,2,1830,49,6140.6,6140.6,6218.48,6101.71,0.47,1271.9,0.47,1429.04,6140.6,6217.1,0\\r\\n5857,3002,21,Male,0,self_employed,834,2,349,79,1754.68,436.16,1804.09,5439.84,0.13,0.13,1942.99,3685.84,1335.06,2038.33,0\\r\\n5858,6913,40,Male,0,self_employed,409,1,1317,63,5072.16,5584.24,9202.85,24745.03,0.11,0.11,512.19,0.11,5346.14,5584.24,0\\r\\n5859,1224,19,Female,0,student,409,1,2840,13,1388.49,1188.49,1530.66,926.28,200.59,172.01,0.59,0.59,1285.05,1723.06,0\\r\\n5860,1988,51,Female,0,salaried,494,2,604,6,4186.18,2971.9,3057.57,1310.59,1214.71,19.71,0.43,0.43,3265,2955.1,0\\r\\n5861,626,27,Female,,self_employed,1232,3,1115,,2828.44,3010.11,2900.23,627.49,0.57,0.57,182.25,57.34,2887.19,3057.73,0\\r\\n5862,4013,89,Female,0,self_employed,409,2,11,324,2139.09,2496.24,2496.24,3265.38,0.57,0.57,0.57,0.57,2139.09,2496.24,0\\r\\n5863,824,60,Male,0,retired,834,3,466,14,1631.85,1475.77,1772.66,1705.56,5856.56,0.64,5700.47,189.66,2041.1,1612.09,0\\r\\n5865,1945,65,Male,0,salaried,,2,1271,,2217.14,2223.86,2254.41,2346.27,0.56,0.56,153.02,0.56,2184.21,2272.52,0\\r\\n5866,398,63,Male,,retired,1487,2,3153,,4469.05,4469.05,5139.16,6099.42,0.14,0.14,0.14,0.14,4469.05,5151.78,0\\r\\n5868,1731,16,Male,0,student,856,2,1502,300,1960.59,1960.59,1960.59,1949.9,0.67,0.67,0.67,0.67,1960.59,1960.59,0\\r\\n5869,4339,36,Male,0,salaried,1232,2,540,9,3484.48,2126.51,2076.72,1786.13,585.9,0.19,153.07,3026.71,2270.85,2484.17,0\\r\\n5870,2838,41,Male,2,self_employed,21,3,205,124,803.04,1522,5108.06,10237.08,0.57,0.57,0.57,0.57,1152.25,3017.66,0\\r\\n5871,1278,42,Female,2,self_employed,1322,3,2516,17,6808.07,4101.31,10196.54,34903.56,7643.15,0.43,3484.42,5595.5,7787.22,5512.16,0\\r\\n5872,5865,77,Female,0,self_employed,1150,3,61,,2243.56,2245.34,2328.47,4528.27,0.07,0.07,1.86,170.41,2243.62,2326.09,0\\r\\n5873,2050,82,Male,0,retired,1096,2,934,13,2723.47,2778.47,2210.84,1041.53,343.56,343.56,398.56,72.13,2612.12,2717.64,0\\r\\n5874,2793,54,Female,2,self_employed,1096,3,934,24,7073.43,5555.16,7303.59,13858.53,6115.53,3979.23,2240.8,747.57,8555.89,5763.04,0\\r\\n5876,5183,77,Male,0,self_employed,1020,2,47,168,6563.57,6563.57,6606.61,6158.7,0.34,0.34,0.34,0.34,6563.57,6563.57,1\\r\\n5877,2007,79,Female,0,retired,834,2,1088,307,2690.17,3118.74,3118.31,4135.34,0.44,0.44,429.01,71.87,2813.32,3125.65,0\\r\\n5879,4867,82,Male,0,retired,1348,3,178,61,1519.9,1882.51,2031.66,937.8,0.61,0.61,0.61,0.61,1657.28,2005.26,0\\r\\n5880,5961,57,Male,0,self_employed,1020,3,86,14,2831.46,2842.47,2816.65,2703.7,5.76,0.41,0.41,0.41,2842.8,2805.44,0\\r\\n5881,628,36,Male,0,salaried,649,2,2838,53,2605.08,3264.48,2913.78,2556.58,0.29,955.57,0.29,0.29,2718.77,3301.47,0\\r\\n5882,4274,39,Female,0,self_employed,224,3,137,3,2018.14,919.28,2878.6,5290.63,1195.93,1541.5,75.36,839.79,1509.13,702.23,0\\r\\n5883,775,60,Male,1,self_employed,1141,2,710,0,4116.44,2970.96,3370.87,3173.9,2267.09,1288.6,1124.18,1821.46,4107.42,3067.12,0\\r\\n5884,2185,64,Male,0,self_employed,334,2,141,,61763.42,61763.42,61763.42,59397.49,0.54,0.54,0.54,0.54,61763.42,61763.42,0\\r\\n5885,781,45,Female,,self_employed,,2,89,49,961.71,1347.43,1573.08,1497.09,0.24,714.53,643.1,1969.36,1121.32,1610.64,0\\r\\n5887,1381,36,Female,0,self_employed,1232,3,2454,2,924.91,1411.42,1438.38,1180.56,94.59,89.34,571.66,86.28,1282.27,1422.21,1\\r\\n5888,1158,30,Male,0,salaried,376,3,2712,60,2114.9,2114.9,1518.35,125.68,0.03,0.03,0.03,0.03,2114.9,2114.9,0\\r\\n5889,3075,64,Female,0,self_employed,243,2,640,13,16996.06,25493.3,23288.53,20289.39,302.79,3571.46,8800.03,2371.46,21166.56,24485.93,0\\r\\n5890,2239,39,Female,0,self_employed,334,2,206,7,2426.67,2209.95,2287.58,2001.28,280.01,405.24,63.29,207.39,2265.38,2239.3,0\\r\\n5891,292,41,Male,0,self_employed,394,2,2311,282,2635.68,2635.68,2668.48,2870.72,0.47,0.47,0.47,0.47,2635.68,2635.68,1\\r\\n5892,5983,17,Male,0,student,1020,1,19,45,1585.56,1585.56,1451.15,1085.24,0.11,785.83,0.11,428.69,1585.56,1539.48,0\\r\\n5893,1583,80,Female,0,self_employed,15,2,54,27,3144.63,999.74,2070.32,1249.89,2143.31,0.46,0.46,2286.17,2996.21,1223.78,0\\r\\n5894,598,36,Male,0,salaried,1477,2,2539,0,7460.25,4208.32,4414.78,5110.13,3357.39,0.24,157.26,379.48,4388.67,4448.32,0\\r\\n5895,2168,45,Male,1,self_employed,1096,1,134,5,10677.39,33277.04,36798.58,74475.26,14286.1,7.11,15374.76,4449.51,24503.47,34641.64,0\\r\\n5896,5908,59,Male,0,self_employed,1020,2,79,0,4980.82,2322.07,6304.28,821.65,2595.77,49879.91,5714.34,57527.65,2950.07,13144.58,1\\r\\n5897,1712,24,Male,0,student,9,2,884,27,3549.23,2120.66,2580.43,1219.45,1429.07,0.5,0.5,0.5,3499.97,2120.66,0\\r\\n5898,1091,24,Male,0,self_employed,904,3,596,5,2487.01,2744.44,1866.42,909.48,107.27,1920.49,364.41,198.96,2691.2,1977.88,0\\r\\n5899,251,71,Female,,self_employed,666,2,2776,77,102.11,102.11,2003.13,14341.03,0.54,0.54,0.54,0.54,102.11,102.11,1\\r\\n5900,2876,74,Male,0,self_employed,834,2,460,347,3198.85,3198.85,3198.85,3176.55,0.46,0.46,0.46,0.46,3198.85,3198.85,0\\r\\n5901,1847,33,Female,0,self_employed,15,3,300,112,1552.99,1552.99,2304.06,2502.99,0.4,0.4,0.4,0.4,1552.99,1552.99,0\\r\\n5902,289,63,Male,4,retired,1262,1,2476,41,187.41,470.67,7957.25,6642.26,0.29,50000.29,286,49611.5,196.5,8107.46,1\\r\\n5903,443,54,Male,,self_employed,572,1,189,54,8450.72,8446.91,8187.5,32541.35,0.21,1428.79,0.21,3001.11,8450.72,10000.59,0\\r\\n5904,1699,44,Male,0,salaried,1549,3,2053,164,3088.6,3088.6,3088.6,3050.38,0.44,0.44,0.44,0.44,3088.6,3088.6,0\\r\\n5905,581,40,Female,0,self_employed,372,3,1821,182,5423.27,5423.27,5423.27,3776.93,0.44,0.44,0.44,0.44,5423.27,5423.27,0\\r\\n5906,1447,66,Male,0,self_employed,797,3,2641,228,2298.84,2294.88,2295.25,2276.14,0.47,0.47,0.47,0.47,2298.29,2294.88,0\\r\\n5907,2817,13,Male,0,student,1020,3,358,228,1471.33,1471.33,1471.33,1463.6,0.49,0.49,0.49,0.49,1471.33,1471.33,0\\r\\n5909,1741,29,Female,0,salaried,146,2,157,0,1090.74,993.49,2833.71,3950.68,3843.96,732.41,3600.29,4780.48,927.85,2795.46,1\\r\\n5910,2420,36,Female,0,salaried,334,2,82,47,2916.76,2916.76,2938.52,2930.03,0.41,2.49,0.41,28.3,2916.76,2932.99,0\\r\\n5911,1449,81,Male,0,retired,1096,2,578,,9454.81,9454.81,9454.81,9400.86,0.56,0.56,0.56,0.56,9454.81,9454.81,0\\r\\n5913,1819,30,Female,0,self_employed,1597,2,737,13,6815.24,6052.17,5854.89,4193.12,406.11,285.9,0.19,0.19,6561.72,5803.32,0\\r\\n5914,1582,48,Male,2,self_employed,1168,3,2195,70,1414.3,1570.56,1547.18,1546.16,0.07,0.07,142.93,0.07,1446.33,1582.13,0\\r\\n5916,1668,29,Male,4,self_employed,1227,2,1005,160,8781.41,14099.52,7713.71,1805.91,0.17,0.17,4363.8,7968.4,10889.26,6809.18,1\\r\\n5917,435,50,Male,,self_employed,1020,1,19,4,56162.16,47813.52,56288.82,53882.88,15339.45,14588.46,7274.09,23863.01,55378.96,56195,0\\r\\n5918,593,22,Female,0,student,61,2,2879,88,1731.86,1729.26,1719.66,1415.84,0.56,0.56,0.56,0.56,1731.59,1729.26,0\\r\\n5919,547,36,Male,2,self_employed,1401,3,1829,49,4902.08,6326.91,6100.61,7500.27,0.56,143.41,0.56,571.99,5443.95,6391.43,0\\r\\n5920,572,90,,,self_employed,1020,2,1211,19,3974.39,2527.96,2203.94,2223,1446.99,2010.13,0.56,343.39,3525.5,2211.66,0\\r\\n5921,1392,25,Female,0,self_employed,409,2,132,195,3146.29,3146.29,3146.29,3344.5,0.4,0.4,0.4,0.4,3146.29,3146.29,0\\r\\n5922,1557,70,Female,0,self_employed,1020,2,522,11,6810.57,6487.44,6128.67,3708.03,286.06,714.63,143.2,0.34,6608.37,6074.54,0\\r\\n5923,5941,40,Female,0,self_employed,169,2,1241,178,2601.77,2601.77,2601.77,2585.25,0.46,0.46,0.46,0.46,2601.77,2601.77,0\\r\\n5924,1405,66,Female,1,salaried,1096,3,1002,13,8858.94,7616.08,7582.07,4535.51,1686.03,1686.03,1428.89,714.6,8320.76,7514.93,0\\r\\n5925,4379,71,Female,0,retired,1035,1,145,0,12632.29,11819.31,11847.01,10989.86,1626.61,8.7,0.64,0.64,11937.49,11812.56,0\\r\\n5926,1815,56,Male,0,self_employed,604,3,527,182,10703.01,10845.87,10913.67,11947.13,0.5,0.5,0.5,0.5,10771.98,10910.39,0\\r\\n5927,4679,58,Male,0,self_employed,834,3,174,,2831.95,2831.95,2831.95,2819.71,0.07,0.07,0.07,0.07,2831.95,2831.95,0\\r\\n5928,2539,46,Male,3,salaried,1525,2,408,,2448.99,2448.99,2448.99,1096.11,0.33,0.33,0.33,0.33,2448.99,2448.99,0\\r\\n5929,5770,56,Male,2,self_employed,1020,1,47,5,16153.51,34616.08,13226.8,8184.68,661.97,46366.35,21635.94,9525.23,21506.31,9764.48,0\\r\\n5930,2497,72,Male,0,self_employed,1096,1,1303,10,2745.09,2952.76,2992.64,2951.57,328.63,0.59,714.87,0.59,3003.3,2953.91,0\\r\\n5931,2355,36,Female,0,salaried,1020,3,423,46,2227.3,2941.58,1768.42,5305.79,0.07,4285.79,714.36,2897.4,2498.23,2165.56,0\\r\\n5932,2789,64,Female,0,retired,563,3,278,163,3607.69,3607.69,3436.06,1457.51,0.4,0.4,0.4,43.26,3607.69,3638.1,0\\r\\n5933,611,49,Male,2,self_employed,905,2,1310,5,4520.21,2793.9,6136.45,3110.42,315.04,0.2,1448.39,7828.61,5169.11,3564.47,0\\r\\n5934,1691,51,Female,0,salaried,146,2,1472,96,3879.62,3879.62,3878.69,3717.93,0.21,0.21,0.21,0.21,3879.62,3879.62,0\\r\\n5935,2758,49,Female,2,self_employed,1540,3,3621,178,263.47,292.89,2354.13,14248.15,0.47,0.47,441.35,1712.62,657.3,1287.21,1\\r\\n5936,2379,29,Male,2,self_employed,447,3,989,9,5301.48,4499.28,4354.84,5373.76,1512.1,788.41,1281.33,424.19,5083.29,4026.82,0\\r\\n5937,648,85,Female,0,self_employed,834,2,2734,5,2830.23,2672.36,2468.96,1829.8,87.04,87.11,186.31,143.46,2632.61,2434.86,0\\r\\n5938,1691,28,Female,0,self_employed,1271,2,379,143,3346.36,3346.36,3415.48,4424.15,0.49,0.49,0.49,0.49,3346.36,3346.36,0\\r\\n5939,2985,64,Female,0,self_employed,1096,2,1365,41,2382.97,2775.83,2644.43,2207.11,0.41,921.79,714.7,1071.84,2651.44,2699.81,0\\r\\n5940,2086,39,Male,0,self_employed,575,1,11,320,85.38,85.38,1452.51,3277.7,0.43,0.43,0.43,1429,85.38,85.38,1\\r\\n5941,4233,67,Male,0,self_employed,1020,2,1,,2718.69,2718.69,2732.73,3736.58,0.5,0.5,0.5,0.5,2718.69,2519.98,0\\r\\n5942,3639,61,Female,0,self_employed,1322,2,176,,3434.42,3434.55,3497.83,3647.14,0.16,0.16,0.16,0.16,3434.53,3438.93,0\\r\\n5943,3652,53,Male,3,salaried,169,2,1241,8,38530.19,54165.99,56367.53,58245.17,36440.31,7562.64,52076.12,13534.59,47360.69,60037.19,0\\r\\n5944,1222,32,Female,1,self_employed,372,3,2272,,7224.52,7344.96,7362.9,7451.49,0.14,0.14,106.29,38.53,7266.05,7383.58,1\\r\\n5945,2104,68,Female,0,self_employed,1111,2,800,18,3534.13,3534.13,3534.13,3771.12,643.24,0.39,0.39,0.39,3534.13,3534.13,0\\r\\n5946,800,37,Male,0,self_employed,,3,1839,,22095.27,23523.84,23096.91,23372.54,0.46,0.46,1429.03,0.46,22243.05,23523.84,0\\r\\n5947,1031,34,Female,0,self_employed,491,2,2535,123,15823.95,15823.95,15823.95,10852.46,0.39,0.39,0.39,0.39,15823.95,15823.95,0\\r\\n5948,803,21,Female,0,student,623,2,700,221,2728.99,3028.99,3231.35,3703.41,0.3,0.3,371.73,709.58,2852.14,3247.42,0\\r\\n5949,1022,23,Female,0,student,15,2,305,194,2343.4,2343.4,2343.4,2327.12,0.47,0.47,0.47,0.47,2343.4,2343.4,0\\r\\n5950,826,32,Male,2,salaried,905,2,1380,0,1677.09,1215.05,1511.21,1337.45,843.56,1286.41,713.23,3832.49,1566.82,1471.72,0\\r\\n5951,1829,90,,0,self_employed,1584,2,1918,,2164.93,2164.93,2207.89,1955.29,0.23,0.23,0.23,65.66,2164.93,2226.14,0\\r\\n5952,2254,42,Female,0,self_employed,371,2,316,28,4866.35,4645.91,4547.61,3877.77,714.64,714.64,479.91,0.36,5049.19,4635.31,0\\r\\n5953,2085,48,Male,0,self_employed,1406,2,1913,11,2999.76,2990.05,3231.06,3560.54,28.89,116.91,28.89,629.6,2995.74,3194.71,0\\r\\n5954,768,43,Male,,self_employed,939,1,2224,13,26890.81,19747.96,21743.77,20971.4,7143.37,0.51,0.51,0.51,23196.23,20929.98,0\\r\\n5955,315,90,,,self_employed,1004,1,307,23,4701.86,7559,7263.43,5476.19,4286.4,0.69,7143.54,0.69,6672.3,7559,0\\r\\n5956,552,30,Male,3,self_employed,575,2,3663,81,1660.84,1660.84,8081.35,56760.78,0.56,0.56,7857.7,5000.56,2202.71,2812.91,1\\r\\n5958,579,44,Female,,salaried,1540,3,1536,339,2831.62,2831.62,2831.62,2816.39,0.33,0.33,0.33,0.33,2831.62,2831.62,0\\r\\n5959,4602,53,Male,0,self_employed,358,2,3335,4,1261.48,2011.07,1851.25,2112.77,8666.12,859.65,9007.2,578.56,2051.3,1789.57,0\\r\\n5960,6031,75,Male,0,retired,,2,202,79,2910.9,2840.03,3305.29,3789.14,0.24,0.24,0.24,0.24,2873.2,3281.8,0\\r\\n5961,1641,42,Male,4,self_employed,1004,3,307,7,509.46,8041.37,3069.51,9264.52,714.79,8614.79,8241.36,1425.31,2276.69,5055.11,1\\r\\n5962,4244,66,Male,0,self_employed,409,2,247,20,4857.75,4447.18,4503.68,4493.19,286.36,0.64,325.79,377.2,4780.89,4479.33,0\\r\\n5963,1351,8,Female,0,student,,2,402,220,567.82,567.82,5601.51,11887.63,0.19,0.19,0.19,11428.76,567.82,4254.46,1\\r\\n5964,1115,57,Female,0,self_employed,334,1,17,,5834.44,5856.03,6583.7,8739.03,0.57,0.57,36.44,1544.8,5840.67,6438.75,0\\r\\n5965,2643,31,Female,0,self_employed,15,3,890,12,2305.91,2105.15,2154.06,1678.21,285.84,234.59,121.34,422.5,2143.96,2139.85,0\\r\\n5966,1033,37,Male,0,salaried,69,2,2564,4,11757.73,10667.55,10473.34,9912.59,1100.49,848.34,0.5,214.77,11462.04,10497.74,0\\r\\n5967,1921,71,Female,0,retired,1020,3,1372,0,1592.55,1583.35,1486.68,1148.03,13709.68,0.47,13700.47,0.47,1583.67,1583.35,0\\r\\n5968,3094,90,Male,0,self_employed,1096,2,273,,5076.3,4849.27,4871.44,4508.64,0.67,0.67,0.67,0.67,4981.94,4818.28,0\\r\\n5969,2070,63,Female,0,self_employed,1494,2,251,172,2303.45,2303.45,2303.45,2115.19,0.2,0.2,0.2,0.2,2303.45,2303.45,0\\r\\n5970,906,57,Male,0,self_employed,221,2,68,,1500.35,1500.35,1500.35,2219.13,0.09,0.09,0.09,0.09,1500.35,1500.35,0\\r\\n5971,2702,54,Male,4,self_employed,146,3,714,14,5452.6,5500.02,4836.95,2968.25,790.31,5542.42,1526.93,4984.03,5880.41,4744.02,0\\r\\n5972,1987,47,Female,0,self_employed,241,2,62,45,1045.88,1045.88,1543.65,71.52,0.51,1470.17,0.51,18571.94,1045.88,3564.07,0\\r\\n5973,665,25,Female,0,student,905,3,1380,45,763.94,1896.58,1518.4,8.58,0.24,285.96,1132.89,193.1,1625.4,1847.73,1\\r\\n5974,1050,25,Male,0,self_employed,1181,3,2851,59,1146.1,1423.82,1737.85,3327.09,0.16,1428.73,571.59,0.16,1272.54,1378.17,1\\r\\n5975,4373,52,Female,0,self_employed,1438,2,151,205,3298.72,3298.72,3298.72,3284.8,0.33,0.33,0.33,0.33,3298.72,3298.72,0\\r\\n5976,1459,49,Male,0,self_employed,146,1,1040,0,7103.39,6519.96,6159.12,2318.67,1028.01,261.53,101.73,0.47,6755.69,6486.28,0\\r\\n5977,482,57,Male,,self_employed,146,3,2850,1,5381.64,866.28,1919.16,517.85,4537.3,0.51,43.37,7124.37,3219.42,2132.96,0\\r\\n5978,1785,28,Female,0,student,17,2,181,,2132.25,2132.25,2132.25,3264.07,0.57,0.57,0.57,0.57,2132.25,2132.25,0\\r\\n5979,494,31,Male,0,salaried,1096,3,1955,0,690.95,1855.35,1822.21,1830.47,1912.92,876.11,3179.56,4503.57,761.61,2169.56,0\\r\\n5980,1094,32,Male,2,self_employed,1096,1,438,98,912.74,1675.38,1790.81,2125.64,0.3,0.3,480.16,470.16,994.54,1748.5,0\\r\\n5981,692,52,Male,0,self_employed,146,2,2859,0,6968.1,2664.16,4349.94,6048.98,2043.11,2100.26,3.46,4406.79,4010.1,3926.65,0\\r\\n5982,2426,50,Male,0,self_employed,146,2,133,229,135.85,1564.43,2282.74,3757.15,0.23,0.23,0.23,143.09,323.05,2746.45,1\\r\\n5983,1971,29,Male,0,salaried,491,2,1466,192,4936.62,9222.34,8680.46,9408.99,0.19,0.19,4285.9,0.19,7596.72,9222.34,0\\r\\n5984,1432,90,Male,0,self_employed,1597,2,737,,5917.36,5917.36,5917.36,5880.65,0.06,0.06,0.06,0.06,5917.36,5917.36,0\\r\\n5985,1298,46,Male,0,self_employed,646,3,397,70,1492.37,1849.52,1564.25,766.89,0.11,0.11,714.4,0.11,1566.27,1845.82,0\\r\\n5986,1075,34,Female,0,self_employed,892,3,2890,47,3611.55,3611.55,3347.35,2102.8,0.2,571.63,0.2,0.2,3611.55,3390.36,0\\r\\n5987,346,38,Female,0,self_employed,1388,1,545,310,11708.26,11708.26,11800.43,11927.41,0.21,0.21,0.21,0.21,11708.26,11708.26,0\\r\\n5988,1392,37,Male,0,salaried,1020,2,1108,,4726.24,4869.1,4855.96,4844.09,0.29,0.29,143.14,0.29,4829.69,4869.1,0\\r\\n5989,1042,28,Male,0,salaried,623,2,1043,7,5013.43,5042,3452.54,495.86,1400.17,2100.17,1428.74,2071.6,4810.96,3984.85,0\\r\\n5990,3996,81,Male,2,retired,146,2,353,28,2815.88,3199.22,3080.96,3132.3,77.1,807.74,450.47,376.61,3198.51,2914.12,0\\r\\n5991,4087,45,Male,0,self_employed,491,3,93,24,5110.66,4632.08,4434.95,3950.79,264.33,428.61,0.04,0.04,4911.64,4397.06,0\\r\\n5993,5548,52,Male,0,salaried,1020,1,47,87,15975.9,16404.47,16681.2,29404.83,0.46,0.46,0.46,80.54,16108.9,16579.72,0\\r\\n5994,7033,51,Female,0,salaried,1020,2,13,4,540.19,2928.5,3067.11,2144.24,375.79,656.79,2014.36,6239.7,991.43,4456.19,1\\r\\n5995,2013,68,Male,0,retired,1164,3,2051,5,969.56,827.7,1565.66,2289.11,571.51,100.69,0.69,1314.97,910.3,1887.24,0\\r\\n5996,2968,38,Male,0,salaried,834,3,460,,1681.86,1681.86,1681.86,1671.21,0.29,0.29,0.29,0.29,1681.86,1681.86,0\\r\\n5997,765,20,Female,0,student,,3,1767,83,1419.29,1576.08,2073.24,2762.63,0.43,0.43,178.48,1530.37,1481.99,2279.19,1\\r\\n5999,4679,53,Female,0,salaried,1020,2,86,21,2120.72,3743.57,3358.08,2614.5,429.2,0.63,2143.49,0.63,2978.06,3743.57,0\\r\\n6000,533,50,Female,0,self_employed,243,2,2542,14,2616.72,2895.85,2630.06,3188.29,1847.18,2113.59,3454.89,6691.67,2993.11,1645.09,0\\r\\n6001,627,33,Female,0,self_employed,388,3,2251,75,3240.42,3361.85,3243.33,4312.21,0.1,0.1,121.53,0.1,3252.99,3368.51,0\\r\\n6002,1157,37,Female,0,salaried,334,2,3791,24,18076.52,17895.25,17676.11,16410.13,900.39,971.61,653.4,224.16,18331.46,17695.27,0\\r\\n6003,1690,36,Male,2,salaried,1096,1,1719,0,6158,2266.61,6033.1,9665.78,10181.39,1413436.47,11514.33,1414168.06,2152.97,12023.31,0\\r\\n6004,1794,62,Female,0,self_employed,1096,3,328,,458.73,458.73,3461.56,3203.33,0.24,0.24,0.24,7143.1,458.73,3454.12,1\\r\\n6006,2077,30,Male,0,self_employed,575,2,1718,75,4122.2,4479.34,4321.67,3485.14,0.04,0.04,642.9,0.04,4136.98,4505.57,0\\r\\n6007,7149,90,Male,0,self_employed,1020,2,5,,6094.1,6094.1,6094.1,6055.35,0.24,0.24,0.24,0.24,6094.1,6094.1,0\\r\\n6008,2634,32,Female,0,self_employed,334,2,1290,58,15338.97,1944.54,4183.36,3452.99,0.07,71.5,800.53,823.71,7996.32,2079.19,0\\r\\n6009,1494,55,Female,0,self_employed,1096,3,1338,179,893.35,1057.57,1678.41,1483.88,0.16,0.16,164.37,1285.87,1012.27,1679.69,0\\r\\n6010,5802,57,Male,2,self_employed,1439,2,74,3,2705.49,2034.06,2600.35,3407.33,2857.53,0.39,43.24,907.8,2247.36,2413.76,0\\r\\n6011,1881,37,Female,0,self_employed,834,3,1219,,8850.64,8432.86,7196.27,7203.7,0.56,0.56,831.3,1286.27,7895.95,7025.5,0\\r\\n6013,1327,59,Male,4,salaried,1084,3,830,58,3080.94,3181.98,3189.56,3274.35,0.69,0.93,0.69,51.69,3147.14,3181.97,0\\r\\n6014,1560,58,Female,0,salaried,1020,1,1357,14,1035.43,4297.27,3721.68,4163.34,2872.03,3642.8,2956.41,2857.84,2234.34,4332.2,1\\r\\n6015,976,41,Female,0,self_employed,834,1,2697,26,2445.7,2159.99,1660.33,3257.26,286.41,2000.7,0.7,0.7,2426,2095.47,0\\r\\n6016,4375,50,Male,0,salaried,630,2,281,88,1747.23,1747.23,1744.77,2260.56,0.66,0.66,0.66,0.66,1747.23,1747.23,0\\r\\n6017,3096,47,Female,0,self_employed,1525,3,276,30,3392.02,3474.52,3237.57,4958.6,0.69,686.4,0.69,243.54,3439.24,2878.67,0\\r\\n6018,284,35,Male,1,self_employed,409,3,4190,3,1806.55,2136.4,2275.76,1662.42,857.52,0.23,883.8,494.88,1756.32,2357.21,0\\r\\n6020,1872,78,Female,0,self_employed,318,2,3029,9,761.49,15796.58,14103.76,14218.95,616.66,0.2,15651.76,0.2,10718.11,15796.58,1\\r\\n6021,952,47,Female,0,salaried,1020,3,12,,5041.22,8114.13,7942.24,8062.73,0.57,0.57,142.06,0.57,7598.45,8114.13,1\\r\\n6022,8921,47,Female,4,self_employed,856,2,1499,9,4963.91,4915.75,5286.27,6065.97,48.33,8.76,0.17,307.31,4932.36,5070.63,0\\r\\n6023,4815,25,Male,0,student,1096,1,89,0,1571.01,1943.36,1785.13,3890.86,450.57,365.73,1197.89,626.61,1805.05,1876.99,0\\r\\n6024,2235,40,Female,0,self_employed,575,2,1098,111,4122.3,4529.44,4262.24,3529.92,0.24,0.24,407.39,2928.81,4424.02,4778.61,0\\r\\n6025,661,29,Male,,salaried,1258,3,2561,143,3964.99,3964.99,3964.99,3923.95,0.01,0.01,0.01,0.01,3964.99,3964.99,0\\r\\n6027,2021,41,Female,0,self_employed,1111,2,1898,,1448.59,1448.59,1448.59,1439.42,0.36,0.36,0.36,0.36,1448.59,1448.59,0\\r\\n6028,1358,43,Male,0,self_employed,797,2,1631,42,967,3034.82,2080.55,1893.82,0.04,57009.19,2293.1,56338.11,1379.83,3780.98,0\\r\\n6029,1991,44,Female,0,self_employed,904,1,1112,21,3275.62,2923.88,2823.72,1636.71,352.39,352.39,0.64,0.64,3190.72,2810.41,0\\r\\n6031,5952,73,Male,0,self_employed,834,2,452,133,6052.78,6033.33,6252.55,7704.19,0.13,0.13,0.13,355.31,6037.45,6329.23,0\\r\\n6032,868,26,Female,2,salaried,623,1,218,13,2663.25,461.08,2017.52,2511.4,3896,1304.57,2179.18,2910.63,2567.94,962.41,0\\r\\n6033,1109,46,Male,0,self_employed,1181,3,235,,15184.19,15184.19,15184.19,15144.53,0.19,0.19,0.19,0.19,15184.19,15184.19,0\\r\\n6034,759,90,,,self_employed,745,1,127,27,2711.36,7161.66,9589.82,15192.77,45714.87,0.59,50165.17,7219.51,4654.67,9526.16,0\\r\\n6035,3472,90,,0,self_employed,409,3,287,0,1650.19,2956.74,1729.19,1671.7,4841.01,6581.73,2007.44,3000.3,1924.25,1909.06,0\\r\\n6036,3188,64,Female,0,self_employed,1096,2,1375,25,1423.24,1437.58,5393.29,2290.28,28571.59,0.16,28571.59,0.16,7340.01,1442.65,1\\r\\n6037,3434,26,Male,0,student,1096,2,272,318,2325.82,2325.82,2325.82,2312.5,0.3,0.3,0.3,0.3,2325.82,2325.82,0\\r\\n6038,1852,69,Male,0,retired,409,2,272,52,3593.03,980.39,3464.84,3729.58,0.6,32429.17,180.81,32599.03,2832.31,2959.1,0\\r\\n6039,2548,37,Male,0,salaried,34,2,3,27,1386,2813.11,2886.38,1074.45,5266.06,0.29,602.28,594.97,2877.39,1419.81,0\\r\\n6040,213,22,Female,,self_employed,914,2,123,20,2535.25,2522.98,2046.52,1467.79,12.75,1573.53,0.49,0.49,2531.86,1863.32,0\\r\\n6041,1343,90,,0,self_employed,578,3,399,121,15129.65,15129.65,15126.19,6235.36,0.61,0.61,0.61,0.61,15129.65,15120.88,1\\r\\n6042,1753,33,Male,0,self_employed,759,2,1982,121,2851.55,2880.12,3333.17,4158.25,0.37,0.37,28.94,24.48,2873.23,3093,0\\r\\n6043,2103,68,Male,0,retired,15,2,1337,131,5979.21,5979.21,5979.21,5925.87,0.54,0.54,0.54,0.54,5979.21,5979.21,0\\r\\n6044,2016,42,Female,0,salaried,623,3,1284,4,2853.58,433.54,1676.54,3211.49,4126.89,1091.61,1389.51,1497.96,1573.92,1426.63,0\\r\\n6045,7094,90,Male,0,self_employed,334,1,1216,292,6329.17,6329.17,6329.17,6293.14,0.64,0.64,0.64,0.64,6329.17,6329.17,0\\r\\n6046,1781,36,Male,0,salaried,337,2,1770,182,4037.13,4179.98,4079.64,3798.51,0.26,0.26,285.97,0.26,4091.31,4179.98,0\\r\\n6047,1289,10,Female,0,student,1525,2,1077,,2900.16,2885.87,2883.04,2938.7,0.16,0.16,0.16,0.16,2897.2,2883.11,0\\r\\n6048,4854,57,Female,0,self_employed,,2,59,73,3008.14,3020.5,2497.14,49.21,0.09,0.09,0.09,108.87,3020.76,3133.54,0\\r\\n6049,548,67,Female,,retired,623,3,81,,5561.99,5776.27,5933.64,2586.86,0.1,0.1,214.39,408.67,5561.99,5848.99,0\\r\\n6050,2659,16,Male,0,student,,2,68,,1525.31,1525.31,1525.31,1515.65,0.59,0.59,0.59,0.59,1525.31,1525.31,0\\r\\n6051,1628,59,Male,0,salaried,407,3,1399,168,464.75,821.9,1550.35,786.93,0.34,0.34,357.49,1071.77,723.37,1513.14,1\\r\\n6052,3493,33,Male,2,self_employed,1646,2,1432,52,1912.77,3675.07,2588.24,3403.69,0.36,4443.21,2553.71,3367.25,2875.61,3687.7,1\\r\\n6053,1724,40,Male,0,self_employed,61,2,1822,26,11351.52,10737.23,10786.09,8263.48,614.91,0.63,0.63,0.63,11309.15,10737.23,0\\r\\n6054,1983,24,Male,0,student,1096,2,614,31,2048.92,2247.17,2126.83,1270.19,0.4,352.26,185.81,7328.62,2085.84,2453.83,0\\r\\n6055,1515,63,Male,0,salaried,207,2,2296,17,63.5,1489.24,1673.58,6341.43,4288.97,564.71,5714.71,0.43,2570.72,1101.92,0\\r\\n6056,3348,31,Male,0,self_employed,409,2,247,294,2314.66,4796.07,4033.83,2233.23,0.37,0.37,2896.77,1428.94,4473.84,3444.19,1\\r\\n6058,773,4,Male,,student,146,2,885,,1786.71,1786.71,1793.63,1842.67,0.49,0.49,0.49,0.49,1786.71,1786.71,0\\r\\n6059,2945,65,Male,1,self_employed,15,2,1288,3,4581.02,2672.23,2494.64,1191.71,1936.97,1428.79,0.21,0.21,4127.57,2056.38,0\\r\\n6060,1790,45,Female,0,self_employed,1020,1,291,0,583534.68,8822.3,128176.81,89532.45,577643.68,20000.41,2919.16,1725.05,359822.63,9178.55,0\\r\\n6061,946,62,Male,0,retired,623,2,1995,,5950.53,6093.39,3833.33,765.07,0.47,0.47,143.33,1571.9,6063.83,4666.19,0\\r\\n6062,988,56,Male,0,salaried,1085,3,3360,208,1488.81,2948.01,2250.44,1385.76,0.07,0.07,1428.64,0.07,3073.97,2127.51,0\\r\\n6063,3607,51,Male,4,self_employed,1157,2,252,,6017.53,6014.26,6014.58,5971.52,0.13,0.13,0.13,0.13,6017.53,6014.26,0\\r\\n6064,2802,33,Male,0,salaried,213,2,765,10,3980.54,3295.31,3265.31,3643.2,1456.94,0.27,785.99,0.27,3969.02,3286.89,0\\r\\n6067,5682,72,Female,0,self_employed,1525,3,38,,3022.65,1401.67,1767.25,990.75,0.36,0.36,0.36,143.21,2636.66,1376.32,0\\r\\n6068,642,2,Female,,student,334,3,136,7,1748.53,1791.39,1905.6,1218.22,28.9,0.33,57.47,286.04,1787.94,2066.04,0\\r\\n6069,1758,52,Female,0,self_employed,1020,2,84,14,4505.31,923.77,1640.66,2753.1,4837.56,1751.84,1186.07,1388.6,2979.3,1191.94,0\\r\\n6070,3364,31,Male,0,salaried,1096,3,551,18,3801.78,130.49,5382.18,1788.25,77.18,1593.21,1050.85,31167.5,2185.73,9084.03,1\\r\\n6071,1466,40,Female,0,self_employed,575,3,1718,,3370.65,3370.65,3370.65,5249.11,0.44,0.44,0.44,0.44,3370.65,3370.65,0\\r\\n6072,300,52,Female,2,self_employed,,3,4015,255,3173.76,4602.34,5965.07,7555.75,0.63,0.63,1429.2,2972.06,4553.07,5758.16,0\\r\\n6073,313,34,Female,,self_employed,905,2,1380,27,1750.03,2128.06,2080.12,2519.24,286.24,429.1,743.39,286.24,2117.6,2069.13,0\\r\\n6074,1100,35,Male,0,salaried,454,2,2718,33,6983.83,6983.83,6553.72,6229.63,0.03,714.31,0.03,0.03,6983.83,6407.79,0\\r\\n6076,4828,39,Female,0,student,146,3,1751,20,3366.82,3396.33,3568.09,4441.96,46.76,0.26,307.33,235.4,3488.38,3492.77,0\\r\\n6077,4492,80,Male,0,retired,146,2,76,4,3194.15,1337.37,2383.52,6102.84,28572.03,21429.17,28548.21,929.17,2480.18,3123.54,0\\r\\n6078,4639,29,Male,0,salaried,1020,2,541,7,3229.07,1536.42,3589.52,4069.91,30.51,0.39,21.81,2288.46,2721.14,3567.28,0\\r\\n6079,1526,84,Female,0,self_employed,579,3,1468,31,4968.62,4968.62,4318.1,23994.53,0.41,700.41,0.41,0.41,4968.62,4336.37,1\\r\\n6080,2788,65,Male,0,self_employed,656,3,340,,2165.3,2022.44,2131.32,1601.05,0.17,0.17,71.6,357.31,2165.3,2149.17,0\\r\\n6081,3015,53,Female,0,self_employed,44,2,409,24,14743.52,7599.98,5328.79,14.47,7143.27,7143.27,0.41,0.41,13757.97,2070.02,0\\r\\n6082,729,90,,,self_employed,834,2,1924,4,2056.84,1511.6,1662.67,2964.01,714.36,0.07,97.69,0.07,1571.94,1566.9,0\\r\\n6084,278,35,Male,,self_employed,409,2,217,100,3853.83,3853.83,3853.83,1210,0.27,0.27,0.27,0.27,3853.83,3853.83,0\\r\\n6085,231,26,Male,2,self_employed,1494,3,1249,125,19927.71,11300.41,11138.03,7029.7,0.7,0.7,3779.2,3672.06,13777.19,11119.36,0\\r\\n6086,1118,40,Female,0,self_employed,318,2,2658,53,2581.61,2581.61,2595.37,2666.15,0.69,200.69,0.69,212.4,2581.61,2611.19,0\\r\\n6087,1529,32,Male,1,self_employed,1076,3,878,18,1428.86,4.48,1585.82,248.34,131.91,8067.87,4562.6,9715.39,3192.29,109.7,0\\r\\n6088,726,35,Male,,self_employed,1110,2,982,46,8562.79,10325.56,6771.95,2268.47,0.2,4143.06,4620.11,334.4,7608.98,9800.39,0\\r\\n6089,1070,57,Female,0,self_employed,1020,2,1027,107,3483.22,3483.22,3229.89,2740.83,0.29,0.29,0.29,0.29,3483.22,3343.22,0\\r\\n6090,4223,48,Female,0,self_employed,1020,2,163,12,4823.22,5499.9,5323.88,3825.36,27.94,0.4,0.4,0.4,4971.84,5499.9,0\\r\\n6091,1539,28,Female,0,self_employed,146,2,2394,153,224.77,224.77,2613.4,8103.33,0.66,0.66,0.66,3572.09,224.77,1607.26,1\\r\\n6092,3160,49,Male,2,salaried,169,3,147,9,5435.08,2546.09,3557.85,1656.55,2616.69,410.68,0.13,2142.99,4389.47,2716.86,0\\r\\n6093,5354,60,Male,0,salaried,241,2,617,9,264.74,1821.69,2395.16,28929.93,257.41,0.27,990.27,911.7,842.73,2673.71,0\\r\\n6094,5571,76,Female,0,self_employed,1020,2,84,40,2710.28,2710.28,2680.29,2778.98,0.47,67.79,0.47,0.47,2710.28,2671.17,0\\r\\n6095,1564,61,Female,0,self_employed,834,3,22,14,5231.51,5168.54,5238.19,2279.06,90.54,0.54,27.57,121.47,5201.24,5217.47,0\\r\\n6096,4346,73,Male,0,self_employed,822,2,295,0,4830.08,6219.56,5850.09,6700.01,2501.3,1843.01,1494.66,2264.96,5256.05,5412.37,0\\r\\n6097,1875,35,Female,3,self_employed,1232,3,1792,87,15.92,56.72,1572.66,128.29,0.21,0.21,43.07,0.21,26.61,56.64,1\\r\\n6098,2717,72,Female,0,self_employed,1096,2,287,59,1873.52,1873.52,1973.49,156.71,0.17,3571.6,0.17,2700.17,1873.52,3092.88,0\\r\\n6099,1755,6,Male,0,student,,3,376,,3293.58,3293.58,3293.58,3272.72,0.33,0.33,0.33,0.33,3293.58,3293.58,0\\r\\n6100,2302,71,Male,0,retired,869,3,1856,26,16211.97,9080.8,17859.83,25714.34,7143.29,0.43,0.43,14357.57,15474.18,14613.06,0\\r\\n6101,804,57,Male,2,salaried,834,3,2697,45,1946.71,2000.56,3503.41,1998.28,0.14,1428.71,53.99,4342.54,1998.7,3428.77,0\\r\\n6102,510,26,Male,,salaried,61,2,1313,19,2927.16,2470.02,2372.6,1340.01,457.76,0.61,0.61,0.61,2785.29,2352.77,0\\r\\n6104,1224,58,Male,0,self_employed,61,2,476,56,283.45,2311.38,2046.58,2421.6,0.31,428.89,2086.03,0.31,1601.34,2298.94,1\\r\\n6105,3282,43,Male,3,salaried,1020,3,455,3,4329.92,3585.06,3686.82,5170,1725.69,0.17,0.17,71.6,2994.06,3695.69,0\\r\\n6106,852,43,Female,0,self_employed,1540,2,1545,112,34363.02,34697.08,34679.27,34917.42,0.06,0.06,334.11,21.57,34601.89,34709.57,0\\r\\n6107,2419,63,Male,0,self_employed,1402,3,952,39,7612.23,7612.23,5761.53,7908.27,0.69,7143.54,0.69,0.69,7612.23,3003.93,0\\r\\n6108,6024,65,Male,0,self_employed,630,3,11,146,1785.84,2210.1,2208.96,2338.57,0.63,0.63,114.91,207.91,2053.01,2233.65,0\\r\\n6109,2391,33,Female,0,self_employed,1096,3,3756,12,3690.64,4151.53,4806.23,5650.69,968.14,0.46,1429.03,1571.89,4240.49,4981.02,1\\r\\n6110,2217,25,Female,0,student,15,1,1567,21,2694.55,17.22,1650.95,271.25,80729.23,0.66,81072.09,1107.8,4743.88,67.59,0\\r\\n6112,2220,41,Female,0,salaried,334,3,674,7,1825.26,1669.69,1578.69,1388.16,1041.79,0.5,886.21,171.93,1693.45,1530.52,0\\r\\n6113,1262,62,Male,2,salaried,1399,3,1778,13,4064.84,4029.21,4082.03,1786.77,571.69,0.26,535.97,756.1,3892.2,4243.67,0\\r\\n6115,2202,79,Male,0,retired,61,3,115,0,20846.41,20753.56,20660.15,18679.09,295.79,214.76,202.93,0.47,20756.76,20684.43,1\\r\\n6116,2694,66,Male,0,retired,531,2,590,0,74.49,418.26,3039.85,3686.86,1186.45,5857.61,4381.7,6991.23,524.95,1552.52,0\\r\\n6117,1951,62,Male,0,retired,1180,2,116,14,687.22,1876.37,4068.93,5589.49,6.78,0.21,1285.93,6035.93,1112.33,3973.38,1\\r\\n6118,2921,38,Male,0,self_employed,905,1,259,,3180.66,3174.45,3088.67,3041.54,0.14,0.14,0.14,0.14,3178.75,3083.24,0\\r\\n6119,1015,49,Male,0,salaried,1232,3,447,144,1359.13,1849.7,1999.28,2751.96,0.33,0.33,507.47,400.33,1554.19,2009.07,1\\r\\n6120,1995,25,Female,0,student,621,3,208,33,2292.59,2397.13,1908.28,1710,0.61,1029.19,0.61,0.61,2326.74,1895.35,0\\r\\n6121,4317,40,Female,0,self_employed,1020,2,82,3,0.33,17372.27,1467.09,1299.67,6135.44,19682.23,3142.45,4279.03,966.14,2978.64,0\\r\\n6122,2363,37,Male,3,self_employed,146,2,41,3,6339.43,5273.31,5326.88,3749.63,3783.03,1705.47,3400.27,5958.47,6466.03,5399.67,0\\r\\n6123,910,86,Female,0,self_employed,,2,3,47,2232.76,9375.62,7756.23,7979.68,0.31,1071.74,7143.17,0.31,5681.04,8960.87,0\\r\\n6125,1696,42,Female,1,self_employed,491,3,1733,42,20994.34,2132.45,7495.3,2455.53,0.39,1028.96,145.54,836.07,18918.23,1339.26,1\\r\\n6126,2407,37,Male,0,salaried,623,3,418,,6666.62,6666.62,6666.62,6551.98,0.63,0.63,0.63,0.63,6666.62,6666.62,0\\r\\n6127,3083,62,Male,0,retired,1076,2,64,14,140.79,2230.36,1533.45,3018.23,993.04,3885.9,3142.61,1428.76,660.6,2470.97,1\\r\\n6128,2316,43,Male,0,self_employed,243,3,122,83,1526.61,1524.12,1623.59,1879.65,0.07,0.07,0.07,0.07,1524.81,1522.7,0\\r\\n6129,3616,67,Female,0,retired,1096,2,1559,27,1353.65,561.74,2244.49,3429.31,120.73,0.24,43.1,0.24,670.19,558.66,0\\r\\n6130,1813,39,Male,1,,1020,2,356,19,23445.19,10935.07,21803.3,61342.99,12405.96,429.03,0.46,14.74,19139.36,10704.45,0\\r\\n6131,4385,45,Male,0,salaried,1219,3,274,75,4661.75,4641.01,4629.99,4527.56,0.11,0.11,0.11,0.11,4644.58,4641.01,0\\r\\n6132,3602,43,Male,2,self_employed,491,3,396,3,11195.74,14190.69,12734.12,12545.56,574.3,571.44,3571.44,174.03,10960.54,13819.41,0\\r\\n6133,3545,39,Female,0,self_employed,1181,2,235,114,7224.46,7253.03,7267.8,6177.16,0.47,0.47,0.47,0.47,7239.24,7267.64,0\\r\\n6134,2714,27,Male,0,salaried,575,2,90,286,1271.07,1271.07,1529.46,1557.64,0.37,0.37,0.37,21.8,1271.07,1475.11,0\\r\\n6135,3026,54,Male,0,self_employed,15,3,305,359,4319.44,4317.16,4443.91,2719.18,0.43,0.43,0.43,0.43,4318.18,4316.45,0\\r\\n6136,5891,46,Male,0,salaried,146,3,53,33,3026.32,4738.36,2858.96,2454.74,0.07,2385.79,2500.07,0.07,3260.61,3556.8,0\\r\\n6137,2834,41,Female,0,self_employed,1076,2,64,123,3894.6,3892.54,3891.72,2489.57,0.19,0.19,0.19,0.19,3892.61,3892.54,0\\r\\n6138,1202,41,Male,0,salaried,1181,3,186,9,4459.76,2800.12,2990.88,2780.16,142.91,0.06,0.06,0.06,3372.41,2800.12,0\\r\\n6139,1751,50,Female,0,self_employed,1096,3,439,4,24013.48,20368.07,20503.32,18751.21,5078.68,571.5,0.07,0.07,21395.94,20257.47,0\\r\\n6140,4325,37,Male,0,self_employed,1020,1,212,,2870.82,2870.82,2870.82,2852.63,0.44,0.44,0.44,0.44,2870.82,2870.82,0\\r\\n6141,5149,66,Male,1,retired,1076,2,64,95,2932.37,2928.18,2971.43,3176.64,0.46,0.46,0.46,0.46,2928.9,2928.18,0\\r\\n6142,3140,62,Female,0,self_employed,169,3,429,31,354,7372.34,2017.16,238.98,0.6,8572.03,7018.94,1400.6,4362.85,916.58,0\\r\\n6143,453,32,Male,,self_employed,136,2,2433,26,4301.3,3801.3,6825.16,2983.76,12071.6,0.17,11571.6,214.46,12468.79,3989.47,0\\r\\n6144,244,39,Male,1,salaried,104,3,1884,30,8959.94,9880.98,3329.31,120.96,0.17,9683.49,1214.46,0.17,9049.54,822.17,0\\r\\n6145,1374,33,Male,0,salaried,956,2,1571,35,10622.93,10736.18,8309.92,12608.95,0.66,714.94,852.9,337.9,7455.31,7112.5,0\\r\\n6146,2168,51,Male,0,salaried,334,2,1863,,1088.12,1445.26,2041.08,3090.11,0.17,0.17,0.17,143.03,1186.64,1919.91,0\\r\\n6147,1328,90,,0,self_employed,531,2,585,,3405.14,3405.14,3405.14,3384.14,0.43,0.43,0.43,0.43,3405.14,3405.14,0\\r\\n6148,5777,35,Male,0,salaried,1020,2,47,4,7978.48,7284.03,4773.3,9239.29,7882.47,7177.94,7695.13,892.04,8490.27,4614.81,0\\r\\n6149,985,27,Female,0,self_employed,953,3,470,25,1227.35,2816.64,2373.03,2892.9,14.96,571.93,984.61,872.81,1909.52,2165.32,1\\r\\n6150,501,77,Female,0,self_employed,856,3,1498,17,9004.56,8704.56,8741.44,7105.03,214.39,0.1,0.1,0.1,8890.77,8665.85,0\\r\\n6151,2123,36,Male,0,self_employed,1096,2,158,33,7555.08,6796.83,6115.73,7480.14,0.69,10714.97,349.59,11095.82,6510.17,6345.74,0\\r\\n6152,4283,51,Female,1,self_employed,146,3,264,13,853.36,412.84,1822.64,5267.72,93.06,807.34,930.8,3366.33,1079.32,1101.86,1\\r\\n6153,1451,90,,0,self_employed,1494,2,896,86,463.81,7999.15,4415.68,10064.45,0.33,0.33,9286.04,0.33,3990.85,6724.16,1\\r\\n6154,3174,90,Male,0,retired,,2,88,,2659.58,2943.04,2916.9,2823.33,0.07,0.07,285.79,0.07,2874.93,2939.94,1\\r\\n6155,1183,41,Female,0,self_employed,456,2,1071,,1034.01,3195.31,2711.24,3016.83,0.16,0.16,0.16,0.16,1853.81,3195.46,0\\r\\n6156,5279,74,Male,0,retired,834,2,1231,20,8766.25,10181.53,14261.57,11602.35,4.97,0.09,1428.66,7619.46,9255.31,14294.87,1\\r\\n6157,2606,28,Male,0,self_employed,409,3,1658,0,4635.85,6575.83,5121.59,4355.05,943.47,1343.47,2883.46,0.61,4489.23,5839.43,0\\r\\n6158,1208,37,Male,0,salaried,334,3,1587,33,1704.51,2084.56,1949.61,1510.12,0.24,193.51,482.17,372.93,2019.29,1985.64,0\\r\\n6159,1614,46,Female,0,self_employed,1096,2,271,,3100.79,3100.79,3776.67,5671.27,0.41,0.41,0.41,1428.99,3100.79,3699.86,0\\r\\n6160,2215,43,Female,0,self_employed,334,3,1870,56,2525.8,1983.16,2074.67,712.24,0.06,1857.2,0.06,0.06,2613.55,2167.56,0\\r\\n6161,402,28,Female,,self_employed,575,2,3814,95,1354.64,1711.78,1681.96,2645.85,0.29,0.29,357.43,0.29,1539.37,1711.78,1\\r\\n6162,4000,63,Male,0,self_employed,1258,3,152,70,7025.58,8660.58,11831.52,3371.97,0.4,0.4,727.69,0.4,7939.9,9363.32,1\\r\\n6163,1029,38,Male,0,self_employed,372,3,2584,46,1658.27,1772.27,1801.43,2283.78,0.43,0.93,78.68,108.84,1690.17,1818.57,0\\r\\n6165,2812,10,Male,0,student,1076,2,64,,2157.75,2157.75,2157.75,2144.08,0.34,0.34,0.34,0.34,2157.75,2157.75,0\\r\\n6166,2386,57,Male,1,salaried,15,2,1288,17,1428.69,17540.57,14541.67,17469.19,14285.83,0.11,3108.69,0.11,8552.07,17537.77,1\\r\\n6167,1444,90,Male,0,self_employed,658,2,735,17,2671.64,8136.44,3380.74,35.06,14014.94,13717.43,22336.89,13456.3,7197.28,2909.66,1\\r\\n6168,3043,40,Female,0,salaried,,1,86,0,25565.41,24401.86,25386.05,28542.35,1164.13,967.9,0.57,0.57,24441.98,25422.15,0\\r\\n6169,1040,28,Female,,self_employed,363,3,269,91,790.82,792.45,5291.67,10053.35,0.37,0.37,0.37,11428.94,791.61,2832.45,1\\r\\n6170,4732,65,Male,0,self_employed,224,2,137,32,26714.04,26715.67,11678.41,773.34,0.23,27775.51,0.23,3576.94,26715.45,5691.43,0\\r\\n6171,1175,57,Male,0,self_employed,484,2,1641,39,9209.9,9233.29,8452.84,7909.56,0.27,1428.84,23.66,14.62,9216.36,8270.57,0\\r\\n6172,1746,9,Female,0,student,623,1,317,,2026.25,2026.25,2026.25,2012.46,0.31,0.31,0.31,0.31,2026.25,2026.25,0\\r\\n6173,578,61,Male,0,self_employed,1020,3,835,118,2102.15,1909.29,2028.06,2598.3,0.49,0.49,0.49,0.49,1989.09,1909.29,0\\r\\n6174,2494,60,Female,0,self_employed,363,3,1588,61,2180.4,2188.61,2201.75,1637.14,0.06,0.06,8.27,8.27,2182.95,2189.41,0\\r\\n6175,2926,49,Female,2,self_employed,146,2,1749,186,3386.36,3386.36,3386.36,3363.13,0.43,0.43,0.43,0.43,3386.36,3386.36,0\\r\\n6176,192,90,,,self_employed,1420,3,907,11,71790.33,71790.33,28072.97,471.49,4286.06,68571.77,4286.06,4286.06,71790.33,12066.83,1\\r\\n6177,1383,33,Female,0,self_employed,1318,2,1892,259,7160.78,7160.78,7160.78,7124.24,0.54,0.54,0.54,0.54,7160.78,7160.78,0\\r\\n6178,889,57,Female,0,self_employed,409,2,217,21,16450.89,1593.75,6247.15,211.48,22714.56,207.41,7857.41,207.41,15480.45,1627.16,1\\r\\n6179,424,60,Male,,self_employed,1105,3,2588,,2880.15,2880.15,2880.15,1116.35,0.39,0.39,0.39,0.39,2880.15,2880.15,1\\r\\n6180,3377,35,Male,0,salaried,1232,2,2524,,6116.59,12623.73,9104.23,8411.06,0.51,0.51,6507.66,639.96,9269.05,9066.98,0\\r\\n6181,3871,36,Female,0,salaried,1232,2,39,179,10333.42,10719.13,9882.55,7707.92,0.63,0.63,386.34,0.63,10596.47,10332.04,0\\r\\n6182,1604,31,Female,0,salaried,1096,3,32,77,6369.22,6143.51,6217.49,6121.15,0.37,0.37,0.37,0.37,6303.71,6161.94,0\\r\\n6183,4433,79,Male,0,salaried,1219,3,274,14,1596.97,308.25,2967.33,3280.49,1855.81,0.57,564.86,7387.31,1454.5,1141.91,1\\r\\n6184,5212,70,Female,0,self_employed,1096,2,134,17,7926.66,7426.66,7278.05,5773.25,500.36,500.36,0.36,0.36,7737,7265.37,0\\r\\n6185,962,67,Male,,self_employed,656,2,341,33,1668.68,1682.97,1638.49,1528.89,0.34,86.06,0.34,0.34,1679.02,1640.11,0\\r\\n6186,1104,77,Male,0,self_employed,575,2,2686,223,8837.63,8837.63,8837.63,8784.66,0.61,0.61,0.61,0.61,8837.63,8837.63,0\\r\\n6187,434,66,Male,0,self_employed,146,3,2624,105,1458.55,1598.73,1772.95,1581.04,0.16,0.16,285.87,500.16,1522.31,1769.24,0\\r\\n6188,3101,46,Female,0,self_employed,656,2,1397,4,7630.06,8794.33,7945.89,6453.51,843.13,843.13,2000.27,0.27,7965.77,8677.16,1\\r\\n6189,1801,52,Female,0,self_employed,575,3,280,46,803.86,803.86,1577.33,2253.72,0.09,2857.23,0.09,2857.23,803.86,1081.62,1\\r\\n6190,4563,43,Male,2,salaried,1494,3,251,273,1530.59,1664.52,1708.04,2105.81,0.16,0.16,43.01,0.16,1586.75,1678.34,0\\r\\n6191,1586,34,Male,0,salaried,1096,2,1666,40,618.66,3618.66,3303.42,2442.15,0.5,2259.83,3071.93,2257.64,2352.65,4723.32,0\\r\\n6192,902,45,Male,0,self_employed,1178,3,526,68,2166.14,2339.87,2482.74,3086.24,0.44,0.44,117.51,110.83,2231.71,2432.15,0\\r\\n6193,1667,59,Male,0,self_employed,653,3,2310,115,2197.24,2197.24,2197.24,1182.87,0.46,0.46,0.46,0.46,2197.24,2197.24,0\\r\\n6194,879,22,Male,0,student,146,1,41,0,1211.17,2027.57,1944.61,1169.63,0.55,0.26,666.26,0.26,1772.21,2029.95,0\\r\\n6195,6156,45,Male,1,salaried,834,2,1224,32,6882.32,7135.24,4827.4,4507.8,0.47,4286.19,269.24,687.19,6950.48,3712.97,0\\r\\n6196,6583,74,Male,1,self_employed,1096,1,11,28,21801.79,21816.08,21799.21,21178.03,14.66,477.51,14.66,443.23,21814.6,21801.24,0\\r\\n6197,5346,90,Male,0,self_employed,949,2,342,28,2023.3,2027.96,1608.81,990.52,171.93,171.93,179.07,214.79,2121.23,1724.98,0\\r\\n6198,731,47,Male,3,self_employed,1416,2,524,83,5771.32,5975.75,6057.77,7187.13,0.6,0.6,150.6,142.03,5835.76,6030.22,0\\r\\n6199,2906,37,Male,0,self_employed,52,1,654,12,1442.35,1402.59,1553.01,1427.14,473.99,939.14,278.03,120.37,1426.64,1181.53,1\\r\\n6200,1390,38,Male,0,salaried,531,3,1667,31,18125.25,8664.94,6544.49,1039.21,0.4,7004.87,1293.68,1660.1,15783.58,2019.87,0\\r\\n6201,2972,54,Male,4,self_employed,657,2,180,,551.36,1652.6,1465.88,582.83,0.41,0.41,2143.27,0.41,2010.16,1489.77,1\\r\\n6202,1867,27,Male,0,student,904,2,594,,3493.36,3483.72,3485.28,3455.35,0.14,0.14,0.14,0.14,3485.71,3479.2,0\\r\\n6203,3027,45,Female,0,self_employed,1382,3,629,111,1830,2064.06,2150.82,1558.07,0.07,0.07,0.07,0.07,1887.9,2098.37,0\\r\\n6204,1326,35,Female,0,self_employed,585,2,458,,4421.95,4421.95,4452.67,4767.57,0.19,0.19,0.19,0.19,4421.95,4421.95,0\\r\\n6205,2659,42,Female,1,self_employed,419,3,887,24,2362.24,2262.24,2286.53,1009.85,214.61,214.61,0.33,6.04,2387.85,2272.93,0\\r\\n6206,965,34,Male,1,self_employed,980,2,1911,7,3620.89,3130.83,2241.32,1377.24,975.64,1686.21,353.36,353.36,3123.76,2844.12,0\\r\\n6207,2906,34,Male,0,self_employed,575,1,1381,39,960.51,722.66,1433.78,5359.25,0.64,11000.64,0.64,11429.21,837.48,2183.83,0\\r\\n6208,1868,45,Male,0,self_employed,1452,2,852,103,4036.07,4393.21,4454.78,4526.23,0.49,0.49,714.77,186.2,4356.27,4429.16,0\\r\\n6209,2551,24,Male,0,student,623,1,21,12,3293.03,2914.56,3174.42,3183.97,143.07,0.21,0.21,0.21,3378.28,3103.83,0\\r\\n6210,1917,72,Male,0,retired,1096,2,578,41,2189.91,1910.54,1632.41,1645.17,0.4,1152.43,71.83,357.54,1954.05,1738.77,0\\r\\n6211,235,28,Male,,self_employed,241,2,62,181,3211.28,3225.56,3225.56,3264.19,0.1,0.1,0.1,0.1,3211.28,3225.56,0\\r\\n6212,5127,57,Male,3,salaried,1020,2,69,11,10864.3,8869.65,9755.78,9028.98,0.83,0.97,2877.4,166.11,10394.7,9142.94,0\\r\\n6213,2702,41,Male,2,self_employed,1096,1,129,3,8886.47,2193.78,6412.99,15695.15,7143.09,0.23,6106.43,17326.34,2984.53,7102.19,0\\r\\n6214,3024,55,Male,0,self_employed,409,2,144,0,185778.65,664.42,72796.89,5694.29,447036.1,3822.09,262286.37,8369.91,211231.15,2540.11,0\\r\\n6215,602,29,Female,0,salaried,146,3,628,83,1278.71,1641.94,1698.89,3336.08,0.16,0.16,391.96,294.62,1484.76,1740.84,0\\r\\n6216,521,60,Male,0,self_employed,118,2,3934,3,1999.61,1901.04,2984.78,3278.05,98.9,3149.99,0.33,4743.19,1920.25,4527.23,0\\r\\n6217,2137,90,,0,self_employed,1388,1,621,177,1174.72,1531.86,1441.55,1596.77,0.41,0.41,357.56,0.41,1260.92,1531.86,0\\r\\n6218,1067,35,Male,0,self_employed,1322,3,325,,16.26,16.26,5239.08,3.17,0.29,0.29,0.29,35714.57,16.26,1168.34,1\\r\\n6219,1243,56,Male,0,self_employed,372,2,236,31,6410.67,6553.53,6199.96,5968.59,0.64,2214.93,143.5,143.5,6445.16,6221.27,0\\r\\n6220,4286,76,Male,0,self_employed,1020,1,288,10,8268.52,7309.8,6463.63,5413.27,844.31,1240.49,433.01,142.96,7809.55,6721.36,0\\r\\n6221,4452,43,Male,0,salaried,514,2,1757,8,2544,1151.72,2709.17,2702.85,3346.78,1.65,3823.91,10127.73,1918.32,3663.83,0\\r\\n6222,2202,71,Female,0,self_employed,1020,2,5,47,9876.11,9380,7783.92,9614.66,0.7,5.43,714.99,1194.7,10054.73,7342.37,0\\r\\n6223,4608,56,Male,0,self_employed,1593,2,211,25,3620.96,3478.1,3439.38,3003.58,143.19,143.19,0.33,0.33,3606.18,3445.85,1\\r\\n6224,3009,38,Female,0,self_employed,395,2,454,91,8012.84,8012.84,8012.84,7274.93,0.59,0.59,0.59,0.59,8012.84,8012.84,0\\r\\n6225,993,49,Male,0,salaried,1034,1,65,35,6759.35,6759.35,7667.86,11211.81,0.69,256.44,0.69,934.32,6759.35,6813.4,0\\r\\n6226,1334,64,Female,0,self_employed,1020,1,592,,1051.95,8195.22,3369.71,1047.6,0.27,0.27,0.27,0.27,5239.41,3817.34,1\\r\\n6227,487,90,Female,0,retired,1020,2,227,27,7463.42,8922.92,8857.36,9266.08,285.97,13.13,1800.34,28.54,8609.18,8937.02,0\\r\\n6228,2819,71,Male,0,retired,409,2,922,,7645.18,7645.18,7822.04,8254.65,0.14,0.14,0.14,503.64,7645.18,7816.61,0\\r\\n6229,565,48,Female,,self_employed,,3,175,23,7869.77,5726.91,6329.79,6233.85,1071.94,0.51,0.51,21.94,7500.31,5740.73,0\\r\\n6230,753,12,Male,,student,1020,2,280,,1676.14,1533.29,1523.86,1090.28,0.4,0.4,0.4,0.4,1666.29,1524.07,0\\r\\n6231,3201,64,Male,0,self_employed,834,3,4672,0,4521.29,1415.46,1592.48,4116.77,1712.96,2.94,2880.56,0.2,1504.33,1408.48,0\\r\\n6232,4272,63,Male,1,self_employed,1020,1,322,39,2.01,21658.61,3781.06,18602,0.11,43228.69,1428.69,0.11,419.26,10493.59,1\\r\\n6233,2798,57,Female,0,self_employed,1294,2,719,48,1773.2,2986.81,1550.48,782.43,0.34,3035.58,404.83,109.15,2312.3,2020.81,0\\r\\n6235,6066,79,Male,0,retired,1232,2,39,20,13530.33,12816.05,12590.32,10727.5,857.69,857.69,143.4,714.83,13284.03,12627.11,0\\r\\n6236,2428,33,Male,0,salaried,1020,1,501,,1845.16,1845.16,1845.16,6222.43,0.33,0.33,0.33,0.33,1845.16,1845.16,0\\r\\n6237,4559,78,Female,0,retired,575,3,90,350,3185.09,4213.67,4387.57,4612.45,0.51,0.51,1029.09,429.09,4071.79,4448.69,0\\r\\n6238,4140,68,Female,0,self_employed,557,3,284,20,2015.98,1987.41,1927.27,1667.84,71.79,143.21,0.36,0.36,2010.07,1908.19,0\\r\\n6239,2608,35,Male,0,salaried,1096,3,32,243,3431,3536.25,2239.59,2770.89,0.1,0.1,996.78,414.14,3170.34,1961,0\\r\\n6240,1228,48,Female,0,salaried,834,3,593,39,13555.05,13555.05,7565.23,2150.65,0.03,11428.6,0.03,0.03,13555.05,7012.54,0\\r\\n6241,2923,44,Male,2,self_employed,759,2,518,0,3272,2291.69,2340.05,4409.5,2857.21,0.07,1876.9,744.61,1732.28,2422.28,0\\r\\n6242,1721,42,Male,2,self_employed,357,3,504,0,6095.44,1698.92,3119.53,3736.93,5957.24,2356.14,1531.19,1749.81,6284.69,1594.82,0\\r\\n6243,4081,39,Female,0,self_employed,905,3,1320,80,8139.8,8139.8,8016.61,7551.43,0.24,0.24,0.24,0.24,8139.8,8139.8,0\\r\\n6244,572,33,Female,,self_employed,345,1,2221,160,196.25,196.25,11686.27,25758.03,0.07,0.07,0.07,25357.21,196.25,9309.16,1\\r\\n6245,4035,36,Female,0,self_employed,146,2,157,75,5542.16,5542.16,5534.62,5453.13,0.6,0.6,0.6,0.6,5542.16,5542.16,0\\r\\n6246,1927,17,Male,0,student,15,2,48,199,2310.48,3024.77,2806.01,2237.43,0.19,0.19,714.47,0.19,2852.35,3024.77,0\\r\\n6247,5632,51,Male,3,self_employed,1020,1,501,9,19587.94,6996.15,5950.12,2793.84,14906.95,17687.23,1978.2,10922.7,12757.83,4095.8,0\\r\\n6248,1875,67,Female,0,self_employed,1232,3,149,12,3464.25,3210.58,2520.65,1842.91,1.52,1560.96,281.64,492.45,3351.85,1993.52,0\\r\\n6249,1151,25,Female,0,self_employed,1232,2,1811,61,2352.13,2589.28,2696.15,3135.79,0.13,0.13,37.27,65.47,2512.82,2764.98,0\\r\\n6250,661,36,Female,,self_employed,791,3,2127,42,10850.56,10929.22,10999.18,11776.46,0.6,65.89,78.44,177.47,10879.44,10998.17,0\\r\\n6251,3052,90,,0,self_employed,1020,2,15,80,2374.79,16660.5,9688.3,6525.74,0.2,0.2,14285.91,12645.01,16167.89,9846.04,0\\r\\n6252,1534,30,Male,0,salaried,334,2,1869,63,6061.67,5577.7,5169.77,4922.48,0.44,0.44,514.82,566.46,5831.18,5276.73,0\\r\\n6253,931,84,Male,0,retired,1232,2,2454,24,5402.97,2690.57,3480.9,4668.3,2857.34,0.2,146.99,79.27,4955.21,2705.87,0\\r\\n6254,1693,36,Male,0,self_employed,1338,3,2067,6,4057.37,3441.63,3444.45,2849.25,688.81,57.24,0.1,140.91,3793.8,3434.4,0\\r\\n6255,1405,23,Male,0,student,1020,2,145,2,2933.58,2951.14,3239.25,3310.9,29.27,143.16,46.83,663.37,2922.09,3356.56,0\\r\\n6256,2375,35,Female,0,self_employed,78,2,255,,2169.29,2169.29,2169.29,2155.55,0.59,0.59,0.59,0.59,2169.29,2169.29,0\\r\\n6257,5344,57,Male,2,self_employed,1232,1,52,28,3382.7,3162.22,3370.29,5354.27,1444.13,1435.67,888.04,1253.58,3881.02,3305.16,0\\r\\n6258,6323,35,Male,0,salaried,1020,1,19,0,2428.32,18047.24,8890.21,5987.26,672.12,36067.65,15714.36,15714.36,2076.84,18062.06,1\\r\\n6259,2249,38,Male,0,self_employed,334,1,795,14,12077.28,35570.21,6874.15,803.46,9616.46,49436.81,7170.4,24700.24,14905.58,5475.64,1\\r\\n6260,1680,63,Male,0,salaried,617,3,1362,172,27331.81,43043.51,42863.3,41837.24,0.46,0.46,15714.74,0.46,42503.87,43043.51,1\\r\\n6261,4987,71,Male,0,retired,1020,3,163,,2807.86,2387.86,2422.29,2362.95,0.6,0.6,0.6,0.6,2503.72,2381.9,0\\r\\n6262,1493,5,Male,0,student,762,3,1434,,1997.75,1969.18,1960.69,1863.74,0.33,0.33,0.33,0.33,1988.88,1960.88,1\\r\\n6263,2662,36,Female,0,salaried,1232,2,52,101,4272.97,6415.82,6218.04,6870.52,0.26,0.26,2143.11,0.26,5504.49,6415.82,0\\r\\n6264,1279,40,Male,0,self_employed,1014,3,1090,140,3749.26,4260,4272.82,7549.13,0.5,0.5,360.54,360.54,3809.31,4310.94,0\\r\\n6265,196,44,Female,,self_employed,623,2,4194,42,3226.9,7665.48,7498.98,3221.87,0.04,56.92,4441.33,196.77,6901.61,7721.46,1\\r\\n6266,3087,47,Male,0,self_employed,15,1,2481,251,2078.33,4548.09,4207.68,4532.69,0.13,0.13,0.13,0.13,3522.44,4547.18,1\\r\\n6267,723,66,Male,0,retired,409,3,924,77,1408.92,2237.49,3510.27,4626.41,0.57,0.57,829.14,4209.04,1585.76,4262.54,1\\r\\n6268,2209,47,Male,0,self_employed,336,2,1491,168,1319.26,3297.83,4110.03,9694.04,0.07,0.07,2121.5,2299.3,1940.45,3812.83,1\\r\\n6269,599,47,Male,2,self_employed,1232,3,900,3,2945.45,8061.59,2006.67,826.68,2214.91,8286.34,7331.06,236.73,3376.21,2069.62,1\\r\\n6270,3061,53,Male,2,self_employed,1020,2,182,339,4429.23,3672.52,5119.8,4230.47,0.53,0.53,0.53,4286.24,3732.08,4377.98,0\\r\\n6271,4778,39,Female,0,self_employed,1494,2,251,14,1041.37,2082.8,1729.9,5314.62,673.01,985.87,1428.73,0.16,1338.71,1969.44,0\\r\\n6272,2549,40,Male,0,salaried,1020,3,322,6,3065.24,2953.36,2055.26,1421.92,212.2,1443.63,357.57,1791.64,2368.4,1745.54,0\\r\\n6273,1877,55,Female,0,self_employed,328,2,1968,24,5008.55,4722.84,4839.41,4698.99,285.9,714.47,0.19,0.19,4969.15,4423.3,0\\r\\n6275,1336,47,Male,0,self_employed,89,3,2550,149,7953.66,7953.66,7953.66,7877.54,0.36,0.36,0.36,0.36,7953.66,7953.66,0\\r\\n6276,420,39,Male,0,salaried,630,2,1405,14,1008.21,1054.45,2297.75,3807.26,0.37,8.29,46.61,3339.74,1033.15,2031.28,1\\r\\n6277,2396,15,Male,0,student,1020,2,15,209,4262.12,1160.69,1759.08,980.11,0.5,0.5,899.07,0.5,3364.14,1116.98,0\\r\\n6278,1833,26,Male,0,self_employed,745,3,1903,76,9555.03,9597.89,8422.88,1501.17,0.56,0.56,0.56,0.56,9573.75,9615.4,0\\r\\n6279,6297,64,Female,0,self_employed,834,2,40,18,377.51,1754.91,2311.82,3151.22,16.13,0.46,1071.89,563.1,905.15,2308.13,1\\r\\n6280,4413,70,Male,0,self_employed,334,1,82,5,11409.39,12475.39,13160.41,15084.48,3825.31,1.84,1356.58,1259.17,12062.12,12897.07,0\\r\\n6281,276,36,Male,,self_employed,996,1,656,270,590.09,590.09,8555.13,30494.51,0.06,0.06,0.06,0.07,590.09,590.09,1\\r\\n6282,2839,43,Male,0,salaried,1232,2,539,46,3197.12,3219.15,2412.68,2843.85,0.2,0.6,1087.75,3379.57,1878.12,3159.34,0\\r\\n6283,783,38,Female,0,self_employed,241,2,1058,,4215.06,4215.06,4215.06,4187.79,0.29,0.29,0.29,0.29,4215.06,4215.06,0\\r\\n6284,2898,90,,0,self_employed,21,2,205,89,2241.28,2241.28,2232.85,1721.04,0.34,0.34,0.34,0.34,2241.28,2241.28,0\\r\\n6285,1035,38,Female,0,self_employed,578,2,2282,25,11801.83,11716.11,11580.44,11246.24,85.73,357.16,0.01,0.01,11792.96,11589.39,0\\r\\n6286,1291,34,Male,0,self_employed,76,3,1447,9,8541.8,6459.23,6698.61,6396.93,2082.94,0.37,0.37,0.37,7177.36,6459.23,0\\r\\n6287,1982,53,Male,0,self_employed,623,2,1031,40,2992.97,2992.97,2836.29,2285.2,0.27,285.99,0.27,0.27,2992.97,2808.64,0\\r\\n6288,3104,40,Male,0,salaried,762,3,1434,0,2436.4,2132.39,2143.54,2468.36,1169.01,147.36,1275.18,1169.97,2094.68,2454.32,0\\r\\n6289,807,30,Male,0,salaried,491,2,2840,,6414.53,6542.8,6063.76,5184.29,0.33,0.33,564.61,400.33,6365.51,6333.46,0\\r\\n6290,3301,28,Male,0,salaried,834,2,18,89,1960.56,2395.72,2592.04,2529.07,0.11,0.11,3.7,22.97,2070.59,2411.99,0\\r\\n6291,912,42,Male,0,self_employed,905,2,634,89,1886.58,1884.06,1913.06,754.24,0.16,0.16,0.16,97.14,1885.36,1905.61,1\\r\\n6292,444,61,Male,2,self_employed,1517,2,2894,88,6517.16,7449.82,6657.03,3261.97,0.2,0.2,939.44,1156.62,6990.05,7867.37,0\\r\\n6293,1801,31,Male,0,self_employed,604,2,761,203,15.13,15.13,1763.67,3195.75,0.31,0.31,0.31,200.31,15.13,2282.18,1\\r\\n6294,252,59,Female,0,self_employed,1096,3,1375,32,6302.16,6316.44,6060.91,23250.71,0.66,3257.8,0.66,0.66,6312.5,4242.71,1\\r\\n6295,559,66,Male,0,self_employed,1084,2,1471,38,4159.06,4610.49,4644.72,4227.1,0.29,1394.57,1984.57,480.93,5174.48,4246.8,0\\r\\n6296,1752,46,Female,0,self_employed,1096,3,933,55,2642.91,2957.2,3178.92,3479.97,0.26,138.83,314.54,600.26,2880.35,3210.29,0\\r\\n6297,5314,42,Male,0,self_employed,15,2,69,0,10668.67,7759.59,17107.8,24109.16,3001.51,135.8,357.51,20000.09,7933.86,23782.82,0\\r\\n6298,4346,46,Male,2,self_employed,822,2,117,10,1665.39,2770.87,2597.68,10136.78,493.63,5006.6,1079.04,1529.04,2203.72,3393.31,0\\r\\n6299,6298,57,Male,0,self_employed,621,1,14,0,2514.49,6477.58,7778.55,2153.62,39.67,12859.55,6071.84,12143.27,1199.29,12039.02,1\\r\\n6300,5046,44,Male,0,self_employed,409,3,91,245,1474.12,1545.55,1525.03,1934.03,0.04,0.04,142.9,0.04,1483.98,1545.55,0\\r\\n6301,1661,43,Female,0,self_employed,1525,3,1235,19,1818.48,1618.48,1842.71,1860.7,200.56,286.27,0.56,0.56,1749.51,1515.25,0\\r\\n6302,1373,48,Female,0,self_employed,1020,1,79,,4764.05,4764.05,4764.05,4733.85,0.54,0.54,0.54,0.54,4764.05,4764.05,0\\r\\n6303,852,90,Male,0,self_employed,425,3,788,,73962.34,73962.34,73962.34,73493.79,0.46,0.46,0.46,0.46,73962.34,73962.34,0\\r\\n6304,2043,75,Male,0,salaried,1111,2,1899,17,11299.75,5571.2,29430.1,42085.53,1917,5547.13,0.34,1868.59,9415.37,24960.64,0\\r\\n6305,1771,38,Female,0,self_employed,745,3,127,30,1522.95,1522.95,1506.76,1319.37,0.54,214.83,0.54,196.26,1522.95,1492.95,0\\r\\n6306,2741,27,Male,0,salaried,1020,1,5,10,1543.17,1468.91,1478.29,1396.24,82.53,0.01,0.01,0.01,1497.07,1468.91,0\\r\\n6307,1124,58,Male,2,salaried,334,3,492,9,2151.61,2620.01,3027.48,3737.92,1393.17,1052.17,806.81,445.11,3171.86,2736.98,0\\r\\n6309,251,45,Female,0,self_employed,1020,3,626,102,5128.03,5142.32,5328.06,6185.77,0.59,0.59,0.59,288.97,5136.9,5347.45,0\\r\\n6310,4009,50,Female,0,self_employed,1180,2,116,24,4047.33,4042.4,4043.82,4014.99,5.46,0.53,0.53,0.53,4046.65,4042.4,0\\r\\n6311,6583,23,Female,0,student,146,3,92,74,2605.48,2605.48,2502.21,2331.59,0.04,0.04,0.04,17.2,2605.48,2610.46,0\\r\\n6312,1798,64,Male,0,retired,1135,3,1533,3,16941.51,2239.17,2971.25,2530.64,14807.71,0.5,1891.09,371.34,4212.38,2274.56,1\\r\\n6313,4310,25,Female,0,student,409,2,32,75,4619.79,4746.93,3876.78,4587.24,0.56,0.56,127.7,247.63,4660.83,4068.91,0\\r\\n6315,660,90,,,self_employed,579,2,192,21,6475.34,5595.42,5071.3,2700.55,880.07,1526.5,0.14,0.14,6232.61,4908.36,1\\r\\n6317,5157,75,Female,0,self_employed,491,2,93,,5206.03,5048.89,5075.98,4992.42,0.63,0.63,0.63,0.63,5130.17,5048.89,0\\r\\n6318,3162,45,Female,0,self_employed,575,2,622,11,23887.49,9580.69,14136.6,8950.33,2140.9,38379.8,214.83,45179.11,19669.36,11620.57,0\\r\\n6319,1188,68,Male,0,retired,1388,3,1378,5,6118.61,613.9,1786.24,1181.51,6428.93,260.27,1132.79,0.36,3352.44,422.71,0\\r\\n6320,1832,43,Male,0,self_employed,1020,2,2,0,1927.08,1902.41,2082.71,1429.01,4501.9,1.41,0.47,340.27,1906.69,2079.01,0\\r\\n6321,2020,44,Male,0,salaried,968,3,942,166,6498.5,6498.5,6498.5,6435.65,0.7,0.7,0.7,0.7,6498.5,6498.5,0\\r\\n6322,1194,25,Male,0,self_employed,1518,3,2148,3,2738.87,2567.44,2255.59,1222.79,529.09,671.94,714.8,364.8,2674.83,2292.65,0\\r\\n6323,4132,62,Female,0,self_employed,1096,2,327,90,268.32,217.66,1519.04,2545.42,0.54,0.54,21.23,235.26,236.27,271.73,0\\r\\n6324,1725,41,Male,3,self_employed,1181,3,2515,40,1757.05,2395.23,3357.33,2396.57,0.14,714.43,541.57,957.94,2071.7,2227.21,0\\r\\n6325,4163,38,Male,0,self_employed,575,1,280,27,20728.64,11071.5,23038.81,9740.72,9657.49,0.34,0.34,0.34,20062.63,10758.83,0\\r\\n6327,6634,56,Male,0,salaried,,2,25,0,3504.93,8064.61,6320.73,4546.4,749.37,919.86,5309.05,1300.53,3737.05,7517.6,0\\r\\n6328,1236,62,Female,0,retired,284,3,1481,18,7202.87,6517.16,6666.91,6529.44,686.24,0.53,0.53,0.53,6966.42,6517.16,0\\r\\n6330,1458,12,Male,0,student,1084,3,540,6,9024.91,9024.91,8895.11,8782.14,7500.07,7357.21,7500.07,7500.07,9024.91,8849.79,1\\r\\n6331,1283,33,Female,0,self_employed,265,2,2273,4,5804.96,7361.55,6772.91,9013.98,2872.56,0.57,4286.29,0.57,5277.67,7449.1,1\\r\\n6332,1683,39,Male,0,self_employed,9,2,884,67,2342.97,3678.8,4190.08,5295.16,0.21,0.21,1143.07,1428.79,3010.22,3723.22,0\\r\\n6333,4373,47,Male,0,salaried,724,3,194,47,5630.96,5501.21,4150.44,1916.27,0.41,228.99,88.74,56.4,5451.29,4840.97,0\\r\\n6334,1936,42,Male,0,self_employed,,2,1828,6,4225.83,4625.96,4357.27,1767.38,314.65,386.21,714.79,214.79,4124.39,4495.91,0\\r\\n6335,897,34,Male,5,self_employed,221,2,30,5,4143.93,4534.19,4447.02,4302.25,33.56,0.13,0.13,0.13,4272.68,4534.19,0\\r\\n6336,5673,65,Male,0,salaried,1438,2,1239,6,1094.46,1268.86,2042.29,1865.87,36153.63,10.8,41298.71,240.38,2707.29,1420.55,0\\r\\n6337,2637,82,Male,0,retired,146,3,261,31,4296.72,4296.72,4231.74,4174.1,0.6,143.46,0.6,43.46,4296.72,4175.98,0\\r\\n6338,3110,59,Male,2,salaried,1084,1,256,25,2304.63,11525.87,7683.57,19009.93,494.4,494.81,7872.27,628.7,4152.54,11780.85,0\\r\\n6339,1963,67,Female,0,self_employed,146,1,157,36,4110.52,4209.05,3827.45,705.93,0.37,333.21,157.5,210.14,4165.57,4056.27,0\\r\\n6340,1077,38,Male,0,salaried,334,2,206,6,2855.33,3349.51,3770.41,3537.1,1550.17,1102.8,1972.82,1535.44,3430.7,3818.52,0\\r\\n6341,3566,34,Male,0,salaried,1020,2,322,26,3390.46,3406.38,3461.57,1967.35,3600.09,500.09,3900.09,558.33,3911.6,3452.39,0\\r\\n6342,2432,28,Male,0,self_employed,615,2,980,,29517.25,29517.25,29517.25,29842.44,0.47,0.47,0.47,0.47,29517.25,29517.25,0\\r\\n6343,290,40,Female,,self_employed,914,3,2027,,3000.39,2928.96,2945.38,2898.99,0.39,0.39,0.39,0.39,2978.22,2928.96,0\\r\\n6344,192,90,,,,325,2,1967,7,103907.16,156547.97,159724.9,168376.54,234.69,0.5,52875.5,9347.31,149311.4,158123.94,1\\r\\n6345,1638,69,Female,0,self_employed,1476,3,505,,3466.75,3466.75,3466.75,3444.71,0.23,0.23,0.23,0.23,3466.75,3466.75,0\\r\\n6346,519,40,Male,0,self_employed,11,3,121,46,518.58,2395.83,1634.12,0.62,0.29,7408.13,1702.76,4952.8,1551.56,3350.52,1\\r\\n6347,5770,75,Male,0,retired,1263,3,50,6,5010.24,4167.56,4629.29,4452.99,842.7,1914.33,0.01,428.59,4734.33,5119.13,0\\r\\n6348,915,33,Female,0,self_employed,11,3,1934,49,2216.76,2588.19,2042.91,576.22,0.69,1136.4,0.69,386.4,2344.34,2480.51,1\\r\\n6349,1728,39,Female,0,self_employed,409,3,1003,3,3621.24,3271.24,3158.8,1443.42,436.27,429.13,143.41,21.96,3520.99,3209.01,0\\r\\n6350,2989,48,Female,0,self_employed,1232,2,103,18,3118.89,2749.95,2604.62,1332.94,415.46,270.01,0.07,0.07,2994.21,2640.23,0\\r\\n6351,4476,76,Female,0,self_employed,1232,2,635,87,2547.58,2434.82,2278.96,1716.9,0.1,0.1,0.1,234.04,2512.59,2209.89,0\\r\\n6352,417,31,Female,0,self_employed,623,3,3611,62,1861.82,1861.82,1569.83,955.9,0.44,0.44,0.44,0.44,1861.82,1862.08,0\\r\\n6353,2694,32,Male,0,student,1110,2,982,,5183.15,5911.8,8667.51,9965.24,0.26,0.26,728.83,0.26,5585.18,6919.39,0\\r\\n6354,2987,36,Male,2,salaried,1111,1,105,27,1141.96,1692.09,1726.6,3700.9,400.41,36.7,955.12,231.96,1393.83,1753.07,0\\r\\n6355,678,35,Male,,self_employed,11,3,121,9,2373.68,2273.68,2299.26,2084.45,429.24,429.24,329.24,714.96,2184.52,2476.44,0\\r\\n6356,1665,49,Female,0,self_employed,452,2,637,26,2600.22,2119.2,2567.4,1779.07,1695.39,2409.67,0.09,0.09,2906.95,2698.44,0\\r\\n6357,2647,53,Male,2,salaried,494,2,604,53,3146.85,3560.86,2319.64,1246.08,0.56,1286.27,393.61,393.61,3797.22,2345.94,0\\r\\n6358,1080,28,Female,0,self_employed,415,3,2168,264,2087.13,2087.13,2055.54,2032.5,0.47,0.47,0.47,0.47,2087.13,2078.64,0\\r\\n6359,2829,32,Male,0,salaried,1020,1,12,5,6597.71,2280.98,2844.48,3663.78,1.13,0.19,265.59,676.3,3612.87,2284.87,0\\r\\n6360,4308,41,Female,0,self_employed,637,2,224,6,19705.83,10118.97,11963.26,12454.59,11416.77,14310.99,2687.06,1603.47,12165.47,8832.72,0\\r\\n6361,414,46,Female,1,self_employed,1275,3,985,6,6656.36,4199.32,3116.52,5140.9,4286.36,6429.21,696.5,2279.63,4283.6,2939.99,0\\r\\n6362,3504,41,Female,0,self_employed,146,1,3780,30,5978.4,6379.48,6067.99,5563.71,0.03,220.81,0.03,0.03,5969.1,6166.46,0\\r\\n6363,511,37,Male,2,self_employed,905,2,3488,11,10900.6,10544.87,8603.4,7285.55,700.63,10000.63,31.61,7362.26,10707.36,4970.62,0\\r\\n6364,2778,50,Male,0,salaried,575,3,583,339,3000.34,3000.34,3000.34,2973.44,0.21,0.21,0.21,0.21,3000.34,3000.34,0\\r\\n6366,388,60,Male,0,retired,15,2,190,343,5490.32,4662.89,4234.69,4017.51,0.57,0.57,72,0.57,4862.62,3942.16,0\\r\\n6367,993,25,Male,0,self_employed,479,3,234,5,2737.06,274.6,1801.82,1712.7,2600.37,7150.37,480.77,7980.63,2078.23,1754.84,0\\r\\n6368,3197,37,Male,0,self_employed,102,3,826,19,7143.07,4785.93,5525.87,4833.66,2357.34,0.2,0.2,714.49,6330.26,5039.38,0\\r\\n6370,2954,67,Male,0,retired,272,3,267,62,3248.74,3277.31,5739.14,8626.39,0.66,0.66,0.66,5314.94,3252.68,5338.22,0\\r\\n6371,3002,40,Female,0,self_employed,665,2,177,3,3104.38,3295.07,3253.76,3318.63,30.17,0.21,0.21,0.21,3186.63,3299.45,0\\r\\n6372,2761,64,Male,0,self_employed,468,2,175,0,9888.02,10405,9499.13,8133.18,791.17,2536.36,1334.25,995.77,10925.42,9051.8,0\\r\\n6373,1825,52,Female,0,self_employed,905,2,1310,272,2298.13,2298.13,2353.85,3059.05,0.6,0.6,0.6,0.6,2298.13,2324.03,0\\r\\n6374,4001,46,Female,0,salaried,1020,2,374,21,7591.48,4002.93,4059.35,3851.24,60.86,0.29,369.93,226.28,4424.54,3426.71,0\\r\\n6375,459,27,Male,0,self_employed,1494,3,1704,90,4166.79,4195.36,4200.64,3874.57,0.4,0.4,28.97,8.1,4175.65,4201.07,0\\r\\n6376,578,33,Female,0,salaried,146,2,1300,18,3766.38,3766.38,3790.11,3738.62,97.53,0.46,97.53,42.14,3766.38,3795.89,0\\r\\n6377,4102,46,Male,3,self_employed,531,2,2649,24,18.3,120.86,2004.24,3337.71,1071.71,715.23,1406.66,7610.79,421.17,1255.54,0\\r\\n6378,772,14,Female,,student,15,2,1681,125,32184.81,32184.81,32184.81,16421.58,0.49,0.49,0.49,0.49,32184.81,32184.81,0\\r\\n6379,1734,5,Male,0,student,1525,2,1085,148,6208.33,6208.33,6208.33,5624.86,0.24,0.24,0.24,0.24,6208.33,6208.33,0\\r\\n6380,1918,22,Female,1,student,146,1,53,,2976.33,3147.76,3129.45,3142.01,0.66,0.66,314.94,14.94,3067.95,3158.36,0\\r\\n6381,513,55,Male,1,salaried,471,3,1641,26,2144.15,742.85,1639.38,3436.53,2857.46,0.31,1428.89,0.31,2237.75,742.85,0\\r\\n6382,5787,76,Male,0,self_employed,409,3,1350,,3486.71,3486.71,3486.71,3464.63,0.1,0.1,0.1,0.1,3486.71,3486.71,0\\r\\n6383,1264,34,Female,0,self_employed,409,2,1352,,2444.32,2446.25,2445.63,3454.49,0.61,0.61,2.54,0.61,2444.39,2446.25,0\\r\\n6384,649,29,Female,,salaried,1388,2,42,6,2623.51,2266.37,2202.94,1540.95,357.71,0.57,0.57,0.57,2352.58,2266.37,0\\r\\n6385,5970,28,Female,0,salaried,1020,1,12,3,546.91,620.91,7330.84,6580.15,457.84,83.67,1143.27,52143.27,417.43,521.87,0\\r\\n6386,3061,33,Female,0,self_employed,623,2,811,111,4296.41,4296.41,4287.81,4033.14,0.1,0.1,0.1,0.1,4296.41,4296.41,0\\r\\n6388,1315,39,Male,0,salaried,38,3,2434,203,3917.48,3354.23,3794.5,2276.22,0.54,0.54,678.47,749.9,4068.08,3605.26,0\\r\\n6389,1599,31,Male,0,self_employed,,3,1835,328,11921.48,13350.05,13505.38,14995.88,0.23,0.23,1428.8,557.37,12680.1,13652.35,0\\r\\n6390,4842,65,Male,0,self_employed,409,2,193,0,559.77,5990.22,3414.72,3330.86,1148.3,1489.49,5928.93,318.69,764.65,5263.38,0\\r\\n6391,2207,39,Male,0,salaried,1020,3,486,0,3239.84,3576.69,2566.18,1165.29,1495.41,1163.97,1949.39,1364.66,2515.8,3224.83,0\\r\\n6392,4234,46,Male,0,self_employed,409,3,330,12,4015.28,3871.94,3543.28,2595.03,500.26,1428.83,364.06,175.2,4022.02,3989.51,0\\r\\n6393,6253,44,Female,0,self_employed,1020,1,13,17,3327.2,17331.79,15887.98,15590.9,578.97,2928.97,15654.99,300.4,14298.4,17248.55,0\\r\\n6394,2908,27,Male,0,salaried,409,2,11,6,8003.64,4172.02,5054.19,9031.34,4633.04,363.73,921.52,2144.32,5232.23,4782.71,0\\r\\n6395,598,53,Female,,salaried,737,3,3019,290,1959.03,2002.76,1994.75,1992.3,0.3,0.3,40.54,0.3,1978.33,2002.92,0\\r\\n6396,2773,42,Female,0,self_employed,1449,3,610,40,90.26,633.11,2800.85,131.13,0.41,9004.7,543.27,10477.66,539.52,6330.19,1\\r\\n6397,1033,90,Male,0,self_employed,1493,3,2147,28,30171.46,36100.03,52780.84,75403.33,9285.84,0.13,15214.41,22257.66,43641.9,43439.83,0\\r\\n6398,1102,11,Male,0,student,575,1,622,,5575.1,1970.63,2151.49,2014.32,0.69,0.69,0.69,0.69,2402.62,2025.93,0\\r\\n6399,1511,63,Male,3,self_employed,114,3,1422,28,1745.27,1566.13,1592.51,1444.47,714.47,1428.76,535.33,535.33,2095.88,1663.71,0\\r\\n6400,1719,34,Male,0,self_employed,162,3,304,,1997.79,1910.17,1939.24,1943.72,0.13,0.13,0.13,0.13,1976.64,1913.4,0\\r\\n6401,3155,42,Male,0,salaried,1232,2,7,,6088,6088,6088,6049.42,0.69,0.69,0.69,0.69,6088,6088,0\\r\\n6402,4772,55,Male,0,self_employed,800,2,112,,2274.96,2274.96,2274.96,2315.54,0.16,0.16,0.16,0.16,2274.96,2274.96,0\\r\\n6403,2778,69,Male,0,salaried,67,2,1035,0,59404.67,53761.83,48701.39,32871.74,6466.52,9924.61,911.88,780.26,52510.87,49313.64,0\\r\\n6404,773,51,Male,0,self_employed,1345,2,3025,20,14180.33,7212.04,9923.27,1913.44,9575.81,1175.38,2575.11,2886.44,12484.64,8304.64,0\\r\\n6405,1432,20,Female,0,self_employed,965,3,3043,,1509.82,1509.82,1509.82,1500.26,0.2,0.2,0.2,0.2,1509.82,1509.82,0\\r\\n6406,970,29,Male,0,salaried,996,2,1834,17,3281.88,3659.14,3441.27,3363.68,157.37,443.09,534.62,100.23,3555.12,3548.72,0\\r\\n6407,2743,42,Female,0,self_employed,1020,2,669,3,16215.93,15955.24,14643.15,13102.51,343.04,2857.33,68.07,669.17,16039.82,15655.37,0\\r\\n6409,2984,36,Male,0,self_employed,1232,2,2054,0,1835.53,4725.22,5497.35,4856.84,10386.29,13691.29,3663.54,27234.31,3624.03,7176.01,1\\r\\n6410,2586,42,Female,0,salaried,1111,3,1401,32,3976.99,6900.51,3436.29,4709.58,0.61,6767.89,143.47,8657.76,4491.84,1432.04,0\\r\\n6411,2119,44,Male,2,self_employed,575,2,572,18,4585.15,16306.48,14097.8,14833.3,35737.11,492,49226.3,2304.3,9403.24,16534.96,0\\r\\n6412,2371,54,Male,1,self_employed,409,3,120,56,2215.12,2215.12,5007.38,4604.5,0.16,5000.16,0.16,9650.7,2215.12,5158.11,0\\r\\n6413,329,33,Female,0,self_employed,649,2,54,41,10509.43,10509.43,10501.75,7198.08,0.34,14.63,0.34,0.34,10509.43,10500.67,0\\r\\n6414,1037,5,Female,0,student,1111,2,1292,28,1071.48,3642.91,2716.78,3538.85,286.41,143.56,2857.84,3.69,1071.48,3575.81,1\\r\\n6415,5502,37,Male,0,self_employed,1232,3,39,72,161.47,2244.38,3063.18,1506.55,0.44,0.44,2560.3,3397.64,575.54,3565.18,0\\r\\n6416,4034,45,Male,2,salaried,1020,2,239,6,33501.65,5431.04,7060.12,5422.73,29833.98,0.33,3974.66,1491.8,12596.6,3567.41,0\\r\\n6417,2291,37,Female,0,self_employed,1232,2,1115,26,776.9,768.91,2367.03,2064.95,143.03,285.89,16565.66,0.17,4158.61,675.7,0\\r\\n6419,4058,39,Female,0,salaried,1020,3,542,0,5967.72,7352.74,3433.6,549.83,1230.27,21754.3,2532.59,2240.56,5434.93,4499.27,1\\r\\n6420,2698,68,Male,0,self_employed,491,3,294,27,4830.79,3870.64,4870.9,4214.34,1871.53,285.81,1207.24,397.24,4867.14,4687.92,0\\r\\n6421,682,59,Male,0,salaried,848,2,1846,116,6172.59,6958.31,7485.06,4392.49,0.3,0.3,928.87,1786.01,6362.25,7427.27,0\\r\\n6422,1376,33,Female,0,self_employed,409,3,395,182,3174.54,3174.54,3174.54,3145.8,0.57,0.57,0.57,0.57,3174.54,3174.54,0\\r\\n6423,2686,54,Male,3,self_employed,623,2,1031,21,12882.03,11150.03,14048.07,14554.35,11216.57,10730.77,7270.29,9603.14,14211.98,11045.74,0\\r\\n6424,4818,48,Male,2,self_employed,409,3,26,33,3264.68,6092.22,3712.1,2691.27,0.27,26802.87,3254.75,25972.19,3531.17,5334.71,0\\r\\n6425,4450,72,Male,0,retired,52,2,131,44,3883.41,3878.55,3861.94,3761.41,0.33,16.66,0.33,0.33,3879.83,3859.8,0\\r\\n6427,3274,35,Male,0,self_employed,834,3,174,5,6465.72,2622.87,3264.08,2609.52,3842.9,0.04,0.04,0.04,4546.51,2622.87,0\\r\\n6428,184,40,Male,3,self_employed,531,3,2722,21,2994.98,14454.17,10588.19,4998.86,714.77,1577.46,12173.96,316.81,6721.46,14340.69,0\\r\\n6429,1722,30,Male,0,salaried,1020,3,1333,60,4336.97,4336.97,4198.72,3600.62,0.03,0.03,0.03,0.03,4336.97,4336.97,0\\r\\n6430,5022,31,Female,0,self_employed,1096,3,139,,1676.1,1677.74,1677.67,1668.39,0.3,0.3,0.3,0.3,1677.52,1677.74,0\\r\\n6431,3953,59,Male,3,salaried,521,3,109,27,5336.55,5227.88,6207.8,3473.75,1143.4,0.79,863.26,1981.16,5351.65,6710.91,0\\r\\n6432,2691,67,Female,0,self_employed,1020,3,1579,0,178.65,309.59,1432.87,1588.73,20538.94,4970.86,11317.34,3273.59,1493.66,1388.08,0\\r\\n6433,686,45,Female,,self_employed,1096,3,2040,125,2783.75,2783.75,2782.22,1566.97,0.04,0.04,0.04,0.04,2783.75,2783.75,0\\r\\n6434,523,75,Male,0,retired,1020,2,159,80,8281.13,8203.69,7834.01,6779.4,0.03,0.03,0.03,2142.89,8234.53,8022.26,0\\r\\n6435,1061,52,Male,1,salaried,146,3,76,61,604.33,1864.61,1710.65,2011.4,0.63,0.63,500.63,4629.2,823.02,1546.5,0\\r\\n6436,1090,55,Female,0,salaried,623,3,3860,41,8248.48,10299.05,8346.7,6962.88,0.54,9293.4,1765.31,2706.7,8880.62,8536.46,0\\r\\n6437,2141,74,Male,0,self_employed,499,2,647,,3230.25,3230.25,3230.25,3209.78,0.13,0.13,0.13,0.13,3230.25,3230.25,0\\r\\n6438,6194,60,Male,1,salaried,834,2,22,30,8613.03,9364.93,9615.73,8373.88,0.44,8476.27,1459.87,4944.61,9006.99,10803.72,1\\r\\n6439,2600,42,Female,0,self_employed,1154,2,1419,121,1037.17,1015.74,3931.11,3229.6,0.31,0.31,1550.31,15449.91,1117.71,5095.52,0\\r\\n6440,913,87,Male,,retired,1096,1,90,2,1815.34,1963.58,4021.71,5978.05,10428.34,0.06,858.53,0.06,3510.37,2127.06,0\\r\\n6441,4696,54,Male,0,self_employed,26,2,221,14,1117.86,4993.57,2209.95,2527.19,350.73,5604.61,3998.5,3368.9,2654.84,2579.91,0\\r\\n6442,1790,39,Male,0,salaried,146,3,1756,18,8585.61,4065.81,4597.38,7224.62,1455.48,0.2,4285.91,4028.77,3485.3,2492.42,0\\r\\n6443,1407,33,Male,1,self_employed,489,3,2796,90,744.5,1059.46,1474.52,635.88,0.27,0.27,33.94,105.37,797.64,1184.14,0\\r\\n6444,1013,23,Female,0,salaried,146,2,140,287,2992.11,2992.11,2992.11,2977.43,0.14,0.14,0.14,0.14,2992.11,2992.11,0\\r\\n6445,1978,40,Male,0,self_employed,611,1,155,38,1013.48,3026.37,1751.97,1769.09,0.43,2857.57,1189.37,1391.87,1754.65,1282.81,0\\r\\n6446,624,43,Male,0,self_employed,602,3,851,,1507.06,1507.06,1507.06,1497.51,0.03,0.03,0.03,0.03,1507.06,1507.06,0\\r\\n6447,1530,44,Male,2,salaried,1525,2,276,0,3200.15,2509.51,1934.69,1890.37,2586.76,1762.61,1287.7,963.16,1908.58,1532.23,0\\r\\n6448,3056,20,Female,0,student,745,1,127,12,799.21,6383.68,6157.62,14138.66,5000.3,0.3,10576.38,0.3,5705.5,6383.68,1\\r\\n6449,2868,45,Female,0,self_employed,334,2,574,63,2844.36,3041.32,8674.34,9825.45,0.34,0.34,329.13,0.34,2979.42,8183.22,1\\r\\n6450,3744,36,Male,0,salaried,656,3,1263,65,1825.7,1825.7,1775.34,1574.96,0.3,0.3,0.3,0.3,1825.7,1825.7,0\\r\\n6451,2686,47,Male,0,self_employed,497,2,595,111,7001.27,7001.27,7030.41,8916.61,0.26,0.26,0.26,0.26,7001.27,6999.86,0\\r\\n6452,2747,35,Male,0,self_employed,1420,3,907,25,7441.54,5310.54,5956.77,6022.77,2143.33,0.47,12.32,11.75,7223.72,5318.45,0\\r\\n6453,3111,43,Male,2,self_employed,102,2,113,28,1676.67,1665.86,1496.04,1280.68,3571.51,4285.8,0.09,0.09,1807.33,1444.84,0\\r\\n6454,1589,90,,0,self_employed,834,3,1224,18,1261.51,1966.9,1488.16,3531.74,156.47,1182.92,585.59,588.83,1489.71,1630.86,0\\r\\n6455,1439,72,Male,0,self_employed,1380,3,2052,296,1737.41,1823.94,1803.17,1858.48,0.7,0.7,86.41,0.7,1761.64,1823.94,0\\r\\n6456,4963,42,Male,0,salaried,1020,3,1123,91,4129.3,4200.73,4026.57,3368.14,0.03,0.03,0.03,0.03,4139.15,4209.95,0\\r\\n6457,2811,35,Male,0,self_employed,905,2,606,185,2256.57,2256.57,2256.57,2251.08,0.5,0.5,0.5,0.5,2256.57,2256.57,0\\r\\n6458,2125,65,Male,0,self_employed,980,2,655,,3627.8,3627.8,3627.8,3604.82,0.37,0.37,0.37,0.37,3627.8,3627.8,0\\r\\n6459,4616,72,Female,0,self_employed,1020,2,239,56,1447.76,1447.76,2367.81,2957.97,0.54,41704.36,0.54,25829.86,1447.76,3837.12,1\\r\\n6461,2947,43,Male,0,self_employed,61,2,1580,131,8685.35,8685.35,8685.35,7084.11,0.43,0.43,0.43,0.43,8685.35,8685.35,0\\r\\n6462,6129,70,Male,1,self_employed,560,1,578,23,8075.94,13038.09,20517.19,28574.01,3.81,0.67,0.67,13572.1,9196.86,20918.32,1\\r\\n6463,3009,42,Female,0,self_employed,1034,2,249,91,14354.51,14940.22,14337.23,8247.98,0.36,0.36,1993.22,1986.3,14313.22,14537.89,0\\r\\n6464,2086,38,Male,0,salaried,1096,2,1664,7,2201.99,1956.22,2113.32,1134.65,12177.93,5293.49,11629.53,4842.99,2446.75,2205.82,0\\r\\n6465,450,69,Male,0,retired,409,2,120,20,3562.23,3847.86,3431.09,3111.39,0.63,717.31,286.27,0.56,3591.76,3570.41,0\\r\\n6466,1448,52,Male,0,self_employed,120,3,2619,59,3836.45,10265.02,6932.95,1963.32,0.5,2857.64,6429.07,16.36,6274.87,10271.67,0\\r\\n6467,1165,30,Female,0,self_employed,1315,3,2537,,2487.45,2485.04,2473.48,2208.71,0.17,0.17,0.17,0.17,2487.2,2484.74,0\\r\\n6468,856,31,Male,0,self_employed,1020,3,592,44,8711.67,8720.84,8584.27,4488.68,0.39,266.79,9.56,0.39,8716.73,8574.75,0\\r\\n6469,2084,74,Male,0,retired,834,2,1130,,4650.28,4650.28,4528.93,4104.95,0.07,0.07,0.07,0.07,4650.28,4521.25,0\\r\\n6470,1198,38,Male,3,self_employed,648,2,2062,3,2498.73,2642.73,2629.47,2859.62,171.54,0.13,318.33,0.13,2602.94,2642.73,0\\r\\n6471,1168,67,Male,0,retired,334,2,260,4,1165.1,1041.96,3338.55,2630.97,270.56,3756.44,0.47,8571.9,1110,6276.35,0\\r\\n6472,2623,63,Male,0,salaried,1096,2,1127,152,3208.66,3208.66,3208.66,2701.65,0.19,0.19,0.19,0.19,3208.66,3208.66,0\\r\\n6473,867,33,Female,0,salaried,409,3,292,14,2863.1,2305.95,2383.74,1627.42,572.1,0.67,0.67,0.67,2587.23,2305.95,0\\r\\n6474,836,63,Male,0,retired,409,2,1441,25,119.03,633.46,2006.85,688.01,914.21,1657.21,1428.64,5714.36,455.01,1685.99,1\\r\\n6475,227,59,Male,,self_employed,1315,2,250,194,1449.91,1449.91,1501.57,1933.77,0.17,0.17,0.17,0.17,1449.91,1449.91,0\\r\\n6476,4342,79,Female,0,retired,1096,3,1365,46,71.44,3285.73,2722.85,1802.79,0.2,171.63,3214.49,100.2,1881.78,3307.38,1\\r\\n6477,1295,41,Male,2,self_employed,372,3,2272,12,935.28,1412.25,2311.88,4299.19,495.34,1.12,972.31,3128.91,878.76,1414.74,0\\r\\n6478,2154,31,Female,0,self_employed,409,2,193,12,644.28,44.28,2475.26,32139.82,600.23,5600.23,0.23,12073.09,510.29,2327.04,0\\r\\n6479,1557,27,Female,0,salaried,1111,2,1292,0,3201.01,2827.58,2797.5,1849.88,445.27,435.86,143.27,185.46,2828.15,3214.66,0\\r\\n6480,1593,74,Male,2,retired,334,2,687,0,10678.01,10622.36,10618.13,10161.22,111.63,8.28,0.33,0.33,10624.28,10615.69,0\\r\\n6481,1621,31,Female,0,salaried,409,2,1668,243,6815.12,6815.12,6815.12,6769.67,0.44,0.44,0.44,0.44,6815.12,6815.12,0\\r\\n6482,3244,28,Male,0,student,409,2,272,3,4002.41,3302.41,3212.65,2826.36,700.37,315.4,0.37,0.37,3398.96,3251.6,0\\r\\n6484,1940,55,Male,1,salaried,409,2,1441,0,4997.8,4997.8,5010.67,7812.7,45.73,0.56,0.56,0.56,4997.8,4994.18,0\\r\\n6485,2636,10,Female,0,student,1020,2,1118,154,2780.24,2780.24,3174.25,3377.23,0.01,0.01,0.01,642.87,2780.24,3319.41,0\\r\\n6486,6079,58,Female,0,self_employed,834,2,8,33,5813.75,9640.53,6741.65,3073.33,0.11,3465.83,1500.11,1857.26,6657.96,9676.55,0\\r\\n6487,1840,25,Female,0,student,630,1,36,17,2950.6,5082.63,5815.85,8553.42,15279.72,3632.36,14285.93,5941.36,7141.56,5186.56,0\\r\\n6488,5067,63,Male,0,self_employed,1274,2,162,6,10031.96,5776.02,6114.45,7457.95,1600.56,529.13,20085.84,74.43,7640.13,5418.08,0\\r\\n6489,660,29,Male,0,salaried,1583,2,179,33,5809.76,5815.47,5511.36,7942.63,0.57,631.71,6.29,143.43,5810.35,5293.42,0\\r\\n6491,1793,43,Male,0,self_employed,1020,2,2655,17,1853.79,1726.65,4056.16,11740.15,1555.86,1555.86,1428.71,2161.03,2285.02,2306.2,0\\r\\n6492,2567,34,Male,2,self_employed,78,2,255,21,47.43,14.45,1841.77,1561.02,142.97,285.83,111.36,4416.49,100.97,936.32,1\\r\\n6493,1862,65,Female,0,self_employed,656,2,1383,,1555.64,1555.64,1555.64,1546.25,0.13,0.13,0.13,0.13,1555.64,1555.64,0\\r\\n6494,874,23,Female,0,student,1096,3,1375,42,8101.96,8116.41,7376.59,6680.06,0.06,1428.63,14.51,0.06,8108.94,7333,0\\r\\n6495,1716,79,Male,0,self_employed,56,3,917,181,1543.29,1543.29,1458.68,1703.83,0.24,0.24,0.24,0.24,1462.01,1462.65,0\\r\\n6496,4169,71,Female,0,self_employed,334,2,82,23,4927.08,4404.49,4443.98,3670.39,898.42,1457.76,375.83,1431.55,4873.99,4626.44,0\\r\\n6497,2211,62,Male,0,self_employed,241,2,62,70,3427.11,13414.83,12428.98,13053.93,0.09,0.09,10000.09,0.09,10662.14,13408.88,0\\r\\n6499,352,48,Male,0,salaried,1464,2,2672,16,2439.8,2182.3,2082.48,1308.65,255.43,255.86,0.11,0.11,2333.48,2083.3,0\\r\\n6500,2838,41,Male,0,self_employed,154,2,658,298,1744.72,7459.01,6687.25,7955.52,0.29,0.29,6571.71,0.29,5143.74,7459.01,1\\r\\n6501,2567,90,Male,0,self_employed,146,2,367,42,2782.42,2782.42,2359.81,1153.83,0.29,8382.56,0.29,7143.14,2782.42,2754,0\\r\\n6502,640,39,Male,0,self_employed,1020,2,1105,0,745.47,287.58,2007.2,861.75,2053.96,175.49,1487.1,7355.93,454.74,2070.72,1\\r\\n6503,5597,44,Male,0,self_employed,1613,2,109,26,2064.93,1457.15,1980.7,3021.7,643.44,0.59,38.27,711,2031.44,1743.74,0\\r\\n6504,566,58,Male,,self_employed,340,2,2787,,2852.36,2852.36,2861.12,3440.97,0.41,0.41,0.41,0.41,2852.36,2852.36,0\\r\\n6505,436,31,Male,0,salaried,346,2,2560,11,7907.29,8896.1,7835.63,3932.83,156.46,3091.51,1114.24,756.02,8347.13,8786.59,0\\r\\n6506,1391,64,Female,0,self_employed,409,2,339,11,5219.62,4813.99,3034.12,955.68,491.52,485.89,0.17,0.17,5012.56,2348.62,0\\r\\n6507,1036,35,Female,2,salaried,623,2,2073,24,843.47,643.47,2987.78,530.42,286.14,286.14,443.29,214.71,895.68,724.18,1\\r\\n6508,1047,39,Female,0,self_employed,185,2,1054,230,2785.53,2783.58,2784.07,4760.12,0.03,0.03,0.03,0.03,2785.06,2783.58,0\\r\\n6509,1377,57,Male,0,salaried,656,2,1332,,11279.33,11279.33,11052.6,10699.47,0.39,0.39,0.39,0.39,11279.33,11113.43,0\\r\\n6510,4518,55,Male,0,self_employed,102,1,113,4,24696.16,19183.85,17165.33,23372.36,18571.64,7143.07,8626.64,0.21,16355.85,18235.49,0\\r\\n6511,4009,74,Male,0,self_employed,834,2,349,16,94405.45,92826.81,92741.62,88431.06,2231.24,2235.21,707.67,1667.67,93769.76,92126.92,0\\r\\n6512,1084,9,Male,0,student,696,2,753,6,5954.61,5941.76,5590.39,5295.11,607.41,564.14,608.84,0.27,5969.84,5444.19,0\\r\\n6513,608,28,Male,0,self_employed,1096,3,923,14,2731.75,2214.6,2507.11,2141.9,715.33,0.64,225.94,128.8,2707.66,2262.95,0\\r\\n6514,2711,39,Male,0,salaried,1020,2,414,9,6059.11,3380.54,3626.84,3371.05,2679.11,0.54,0.54,0.54,4119.45,3380.54,0\\r\\n6515,1381,54,Male,2,salaried,649,2,348,19,1992.08,1605.94,1543.31,1837.76,560.94,560.94,40.81,128.9,1897.66,1595.82,0\\r\\n6516,668,52,Female,,salaried,860,3,18,311,1785.21,1952.49,1947.1,2019.45,0.54,0.54,85.54,0.54,1919.78,1952.49,0\\r\\n6517,3152,36,Female,0,self_employed,649,3,289,172,1668.03,1653.64,1655.96,1633.01,0.37,0.37,0.37,0.37,1660.59,1653.64,0\\r\\n6518,1103,90,,,self_employed,409,2,588,11,99510.66,243626.01,490044.03,335042.86,995241.38,216939.28,1110922.5,1012877.8,392962.66,618549.76,0\\r\\n6519,5073,59,Male,0,salaried,1020,2,16,17,287.19,2272.61,1520.12,10229.57,1889.13,21.51,1205.94,85.8,712.02,2060.56,0\\r\\n6520,2155,38,Male,0,self_employed,1494,3,1026,21,7728.2,8263.45,10125.81,17055.33,143.17,143.17,892.71,3435.12,8095.41,10226.54,0\\r\\n6521,1664,42,Male,0,self_employed,1346,3,1690,3,4798.85,4370.28,3866.49,2439.94,785.84,1285.84,357.27,142.99,4872.74,3738.94,0\\r\\n6522,445,71,Female,,self_employed,905,2,1831,6,9389.11,8890.75,8908.06,8142.03,671.56,342.99,171.56,257.27,9011.1,8882.92,0\\r\\n6523,7138,80,Male,0,self_employed,834,2,469,13,14332.54,11610.17,11489.75,6934.59,2894.77,1604.76,27.47,69.19,13290.87,11505.56,0\\r\\n6525,4559,73,Male,0,retired,1648,2,61,26,1637.19,869.74,2415.17,2002.26,59.04,81.71,5000.07,5885.79,1883.89,760.05,1\\r\\n6526,1498,25,Male,0,self_employed,1446,3,726,131,3096.36,3110.64,3124.69,3147.5,0.6,0.6,0.6,0.6,3106.21,3126.56,0\\r\\n6528,1829,42,Male,2,salaried,1597,2,170,14,16348.11,12941.94,15272.52,7880.14,5714.64,0.36,1998.81,926.24,15070.15,13988.09,0\\r\\n6529,1497,36,Female,0,salaried,1096,3,933,,2454.33,2454.33,2454.33,2444.51,0.39,0.39,0.39,0.39,2454.33,2454.33,0\\r\\n6530,4786,56,Male,0,salaried,231,3,152,10,2931.14,1958.14,2169.18,2205.67,1033.73,14.79,118.64,23.57,2421.15,2012.97,0\\r\\n6531,294,28,Male,2,self_employed,1154,3,2707,132,8.37,1.23,2328.43,9051.9,0.67,0.67,0.67,72.1,1.97,6.76,1\\r\\n6532,895,29,Male,0,self_employed,656,3,340,10,564.76,2413.76,1463.65,648.15,593.83,3151.54,2387.47,2325.47,1208.9,2048.46,0\\r\\n6534,1131,61,Male,0,salaried,623,3,1041,227,8671.56,8671.56,8671.56,8642.94,0.09,0.09,0.09,0.09,8671.56,8671.56,0\\r\\n6535,2567,37,Female,0,self_employed,146,2,157,,3925.61,3715.1,3658.63,7434.18,0.7,0.7,0.7,0.7,4106.1,3594.45,0\\r\\n6536,2087,34,Female,0,self_employed,575,2,1381,21,2781.59,2495.88,2654.4,2034.99,428.94,0.37,0.37,300.06,2683.07,2751.84,0\\r\\n6537,879,90,,,self_employed,1020,1,666,4,7582.8,745.76,3496.59,2437.69,8933.94,0.26,0.75,0.26,2673.55,3950.98,0\\r\\n6538,2393,45,Male,0,self_employed,579,2,192,23,364.74,2412.38,2268.02,955.18,2342.94,0.09,4393.57,26.72,1910.06,2425.55,1\\r\\n6539,3570,68,Female,0,self_employed,1020,2,356,30,1083.67,2062.68,1529.38,1975.24,0.09,14010.99,1601.87,11714.07,754.11,3041.97,0\\r\\n6540,3042,77,Female,0,self_employed,334,1,4,123,14491.86,37349.01,33670.85,19167.44,0.14,0.14,22857.29,0.14,26314.52,37349.01,1\\r\\n6541,1400,36,Male,0,salaried,1057,2,1879,61,2365.27,2383.53,2413.49,2708.62,0.24,0.24,18.18,10.17,2373.85,2388.48,0\\r\\n6542,5413,64,Female,0,self_employed,834,2,1231,39,2419.47,2419.47,4021.53,2812.74,0.3,5738.19,0.3,11428.87,2419.47,4037.39,1\\r\\n6543,1728,22,Female,0,student,1096,2,482,299,1803.72,1803.72,1803.72,1792.3,0.5,0.5,0.5,0.5,1803.72,1803.72,0\\r\\n6544,1216,72,Female,0,self_employed,1438,3,151,59,285.84,3507.84,2938.09,76.28,0.13,20575.02,3222.12,17142.99,2050.91,6687.56,1\\r\\n6545,627,58,Male,,self_employed,617,3,1435,49,24.43,3454.43,1926.87,19.43,0.2,8002.99,3858.77,4714.49,508.32,5249.29,1\\r\\n6546,5498,54,Male,2,salaried,1096,2,4711,4,5288.74,2488.38,6886.8,10110.22,911.86,1426.14,742.09,8457.29,4703.63,7388.62,0\\r\\n6547,3533,57,,,self_employed,409,2,287,18,8310.57,7681.23,8011.25,5807.49,139.8,139.8,0.16,1101.41,7842.25,8214.99,0\\r\\n6549,3453,37,Male,3,salaried,743,3,270,0,3605.33,3076.7,2900.18,2095.1,528.73,223.79,0.1,0.1,3215.49,2867.44,0\\r\\n6550,2238,8,Male,0,student,1232,2,29,,10275.01,11275.01,10630.01,8420.81,0.51,0.51,1000.51,0.51,11068.11,11275.01,0\\r\\n6553,5024,43,Male,0,salaried,1525,2,175,0,1194.76,1097.58,1684.15,233.75,140.22,10.57,0.6,1400.6,1106.75,1576.34,0\\r\\n6554,772,49,Male,3,self_employed,1258,3,3656,9,2499.4,1386.35,1895.88,2259.87,1435.9,0.19,322.86,322.86,2474.08,1446.43,0\\r\\n6555,1452,57,Male,0,self_employed,1401,2,1829,88,1872.23,1872.23,1855.79,102.37,0.2,0.2,0.2,0.2,1872.23,1872.23,0\\r\\n6556,2549,90,,,self_employed,1020,1,60,186,212.77,2498.48,3140.19,3543.4,0.07,0.07,0.07,0.07,1552.67,3659.77,1\\r\\n6557,1005,65,Male,0,self_employed,264,3,2635,224,10343.2,10343.2,10339.3,10038.36,0.21,0.21,0.21,0.21,10343.2,10343.2,0\\r\\n6558,1977,90,,0,self_employed,427,2,244,124,7167.45,7167.45,4863.99,-2118.66,0.46,0.46,0.46,0.46,7167.45,7167.45,1\\r\\n6559,769,24,Female,,self_employed,621,2,531,223,1564.81,1564.81,1564.81,1555.49,0.46,0.46,0.46,0.46,1564.81,1564.81,0\\r\\n6560,4330,39,Female,0,self_employed,61,1,115,2,8527.51,475,3115.72,1723.56,15142.32,2728.84,6929.1,3083.48,7017.24,1123.91,0\\r\\n6561,1803,49,Male,3,self_employed,1232,3,1797,166,2696.42,2694.37,2915.49,3366.56,0.33,0.33,0.33,0.33,2694.94,2692.18,0\\r\\n6562,2830,62,Male,2,self_employed,1020,2,542,24,6454.97,1853.36,14343.43,9192.53,11924.74,22921.66,3752.31,22040.47,7493.6,7500.53,0\\r\\n6563,2653,72,Male,0,retired,834,3,1219,6,10920.7,10805.94,10138.66,9163.51,72.42,0.6,0.6,143.46,10870.64,10227.36,0\\r\\n6564,512,34,Male,1,self_employed,623,2,368,254,4203.15,4209.58,4211.41,4148.56,0.29,0.29,0.29,0.29,4204.92,4210.95,0\\r\\n6565,836,48,Male,6,self_employed,1178,3,2459,30,5534.87,7632.09,8003.25,5573.93,0.56,354.37,3288.24,299.45,7713.1,8101.38,1\\r\\n6566,2078,29,Female,0,self_employed,604,2,527,359,9180.39,9180.39,9180.39,9122.24,0.14,0.14,0.14,0.14,9180.39,9180.39,0\\r\\n6567,592,60,Female,0,self_employed,762,3,3653,33,2311.75,3354.61,1997.02,3440.42,0.56,2389.06,871.99,286.27,2788.11,1356.92,0\\r\\n6568,4602,55,Male,0,salaried,468,2,175,3,3533.28,3565.43,3553.03,3647.46,21.44,0.01,85.73,0.01,3529.96,3564.86,0\\r\\n6570,1600,51,Female,0,self_employed,1084,3,1102,27,2230.18,1894.47,1792.69,1751.15,193.33,193.33,0.47,0.47,2154.57,1777.42,0\\r\\n6571,490,32,Male,0,salaried,146,2,3678,11,12452.37,12158.81,9327.55,8199.27,1428.73,2314.44,1153.99,3657.3,11866.31,10035.25,0\\r\\n6572,741,32,Female,0,self_employed,617,3,2883,89,1402.61,2131.18,2501.15,4230.94,0.67,0.67,714.96,812.47,1969.61,2564.24,0\\r\\n6573,3341,31,Female,0,self_employed,1020,1,322,9,6653.19,7501.8,7050.76,7260.46,1.1,1665.51,709.97,1381.06,7076.59,6677.67,0\\r\\n6574,1755,26,Male,0,self_employed,241,2,1768,5,6.05,6.48,7296.76,1900.51,0.37,0.33,640.01,29171.64,91.73,10881.97,1\\r\\n6575,2097,72,Female,0,self_employed,1096,2,1669,48,20506.66,21723.96,13697.22,2504.85,0.34,22457.49,534.86,2937.8,20723.99,17876.61,0\\r\\n6576,567,47,Female,,self_employed,1463,3,387,28,2662.06,2664.28,2670.33,2062.29,12.21,0.14,0.14,0.14,2665.02,2667.04,0\\r\\n6577,2729,55,Male,0,salaried,594,3,672,,2086.74,2086.74,2086.74,2083.62,0.44,0.44,0.44,0.44,2086.74,2086.74,0\\r\\n6579,2088,45,Male,2,self_employed,1494,3,251,49,1568.91,2447.17,2312.8,206.3,0.16,593.01,988.93,895.61,1839.45,2748.63,1\\r\\n6580,4375,61,Male,0,salaried,1084,2,1575,90,1756.29,2398.72,1786.27,779.15,0.53,0.53,714.81,66.17,2093.4,1701.05,0\\r\\n6581,4804,54,Male,0,self_employed,1232,1,103,150,33776.5,34293.96,34527.39,50937.04,0.37,0.37,560.69,556.29,34105.29,34489.25,0\\r\\n6582,1993,39,Female,0,self_employed,649,3,2837,153,3552.22,3552.22,3496.92,2891.14,0.4,0.4,0.4,0.4,3552.22,3552.22,0\\r\\n6583,2643,33,Female,0,salaried,623,3,968,178,218.18,5143.03,4626.05,4707.05,0.17,0.17,437.97,0.17,4278.72,5186.81,1\\r\\n6584,1405,74,Male,0,retired,836,2,2807,74,1552.12,1552.12,1451.35,1382.27,0.56,0.56,0.56,0.56,1552.12,1552.12,0\\r\\n6585,1369,31,Female,0,salaried,1166,3,2849,4,5505.26,7077.85,6301.06,6616.93,6.2,4.35,1572.77,2308.48,6197.34,7209.04,0\\r\\n6586,5193,39,Female,0,self_employed,146,2,75,67,3504.16,3889.87,3657.21,3686.29,0.04,0.04,0.04,38.81,3663.27,4061.4,0\\r\\n6587,1721,48,Male,0,self_employed,409,3,2072,83,8952.84,8992.21,9364.92,10266.02,0.63,0.63,0.63,0.63,8990.86,9026.5,0\\r\\n6589,5490,51,Male,0,salaried,1020,1,501,46,4218.93,21371.64,10318.59,3822.61,0.3,17527.51,0.3,0.3,13089.83,14021.52,1\\r\\n6590,1022,57,Female,0,retired,15,2,1285,19,4375.16,4191.23,5428.13,5913.1,15714.7,0.31,15714.6,0.31,6934.56,4657.52,0\\r\\n6591,1581,58,Male,0,self_employed,710,3,2208,27,1791.05,2633.35,2180.53,1717.39,586.69,614.93,1428.99,0.41,1820.09,2633.35,0\\r\\n6592,4038,43,Male,2,self_employed,1219,2,274,3,2602.98,3237.52,2955.96,4712.19,13571.67,0.24,16563.03,1071.8,3030.63,2769.78,0\\r\\n6593,1439,47,Male,4,self_employed,140,3,2511,14,21323.28,2693.27,6984.69,6153.48,22835.33,1357.83,4086.4,1437.8,15321.08,1996.56,0\\r\\n6594,1351,48,Male,0,self_employed,1642,2,2553,74,4380.46,4809.03,6537.48,6033.95,0.09,0.09,1285.8,5142.94,4360.75,7108.57,0\\r\\n6595,536,2,Female,0,student,1084,3,2860,77,2198.29,2198.29,1948.67,404.03,0.54,0.54,0.54,0.54,2198.29,2198.29,0\\r\\n6596,3015,41,Male,0,self_employed,102,3,826,0,363.4,2922.28,2476.99,1482.37,4286.24,1743.39,500.53,2048.39,1301.05,2905.41,0\\r\\n6597,534,62,Male,,salaried,904,3,2047,,1462.46,1462.46,1462.46,1494.13,0.27,0.27,0.27,0.27,1462.46,1462.46,0\\r\\n6598,961,25,Female,0,self_employed,146,3,286,,2977.45,3014.64,3319.52,3609.62,0.04,0.04,35.76,934.6,2980.71,3375.85,0\\r\\n6599,1087,59,Male,0,self_employed,1628,2,2971,0,1873.51,2136.44,1509.54,2922.92,1429.1,1429.1,1692.03,1692.03,814.9,1057.19,0\\r\\n6600,3961,58,Female,0,salaried,491,2,396,5,6332.67,5914.21,5622.67,3994.83,335.31,688.23,11.91,0.2,6217.52,5745.94,0\\r\\n6601,2557,39,Male,0,self_employed,1494,2,533,25,1233.22,667.66,1687.61,4831.37,2123.37,0.67,1543.53,898.81,1803,1118.46,0\\r\\n6602,2209,77,Male,0,retired,15,2,49,198,2857.78,3286.35,3187.82,3342.04,0.59,0.59,429.16,0.59,2990.78,3286.35,0\\r\\n6603,1960,35,Male,0,self_employed,623,2,1639,0,12355.17,9509.61,8636.89,5527.88,3329.07,3557.64,486.21,1357.64,10820.43,8186.31,0\\r\\n6604,320,37,Female,0,self_employed,1589,3,1711,191,2302.66,2390.47,2447.79,2601.72,0.01,0.01,42.51,41.28,2376.26,2455.13,0\\r\\n6605,2100,7,Female,0,student,1111,2,4715,,2532.31,2518.02,2495.9,2318.59,0.09,0.09,0.09,0.09,2532.31,2494.06,0\\r\\n6606,4115,50,Female,2,salaried,1111,2,88,3,13367.54,11952.59,14827.54,14366.07,14706.73,0.3,13297.9,4617.67,12611.53,14882.29,1\\r\\n6607,1719,16,Male,0,student,630,2,1771,3,5292.6,5078.31,5027.23,5062.02,214.94,643.51,0.66,157.8,5085.7,4892.14,0\\r\\n6608,2910,58,Male,0,salaried,334,3,124,227,9679.07,8964.79,8818.64,8162.75,0.19,0.19,0.19,0.19,9506.66,8826.54,0\\r\\n6609,1982,36,Female,0,self_employed,1525,3,1077,48,696.79,741.9,1928.2,336.46,0.61,4878.01,9.27,1461.83,734.68,3592.38,1\\r\\n6610,5922,81,Male,0,retired,1388,2,42,0,2317.48,3165.47,3541.36,2139.23,141.98,1670.21,214.9,0.61,2527.73,2360.38,0\\r\\n6611,6858,63,Female,0,self_employed,1096,1,26,106,4575.83,1011.77,2585.02,1752.48,0.41,0.41,727.7,2857.56,1432.37,2440.34,0\\r\\n6612,2055,39,Female,0,self_employed,1020,2,79,6,264.8,745.31,10448.83,798.93,2562.77,3308.77,3043.29,30014.16,714.95,26214.44,1\\r\\n6613,5169,50,Male,0,self_employed,409,2,132,,3054.02,1878.2,2351.98,2880.64,0.24,0.24,428.81,1110.67,2273.42,2111.67,0\\r\\n6614,6835,60,Male,0,self_employed,318,3,450,35,90.83,193.68,1818.68,970.18,0.3,103721.69,103.16,104794.01,186.59,4528.61,1\\r\\n6617,1601,29,Female,0,student,1534,2,63,24,14526.06,14605.92,12593.23,68.3,580.69,593.99,620.46,326.59,14588.92,14753.07,1\\r\\n6618,311,39,Male,,self_employed,283,2,2173,11,14.75,1954.36,1916.24,491.52,1857.31,5414.46,4785.89,8028.74,410.7,886.62,1\\r\\n6619,2021,71,Male,0,retired,1020,2,239,21,9898.17,7822.87,8013.82,8129.05,2007.3,411.07,32.3,0.16,9349.41,7520.09,0\\r\\n6621,1832,6,Female,0,student,334,1,206,102,4205.57,4062.72,4058,3007.38,0.2,0.2,0.2,0.2,4200.65,4058.11,0\\r\\n6622,2778,69,Male,0,retired,407,2,225,4,9286.09,9057.52,13056.55,14219.96,257.84,246.41,0.7,7143.56,9080.18,14362.56,0\\r\\n6623,1620,43,Male,4,self_employed,334,3,166,73,414.49,1098.23,2063.53,1352.59,0.69,0.69,382.6,1213.54,765.83,1289.42,1\\r\\n6624,201,38,Male,,salaried,243,3,4705,205,4858.8,4982.71,5042.02,9808.3,0.21,0.21,0.21,0.21,4918.62,5038.68,0\\r\\n6625,1693,71,Female,0,self_employed,1096,2,129,243,3026.36,3026.36,3051.53,3204.97,0.19,0.19,0.19,46.25,3026.36,3052.63,0\\r\\n6626,1369,22,Female,0,student,575,2,139,0,2997.33,2562.19,2196.59,1818.36,440.76,496.47,0.61,57.76,2596.89,2153.25,0\\r\\n6627,1768,14,Female,0,student,1582,2,857,105,4312.83,4341.4,4332.53,3735.38,0.66,0.66,29.23,0.66,4314.8,4341.4,0\\r\\n6628,896,28,Male,0,self_employed,1154,2,1419,41,1266.42,1342.23,1502,2793.51,0.17,285.89,0.17,113.87,1287.22,1269.16,0\\r\\n6629,4179,51,Female,0,self_employed,1154,3,171,,2269.57,2263.32,2264.35,2244.01,0.1,0.1,0.1,0.1,2266.4,2263.32,0\\r\\n6630,1553,32,Female,0,salaried,1020,1,240,17,3273.88,3337.68,3625.36,2707.42,26378.15,1.27,18045.88,421.76,3923.16,3611.38,0\\r\\n6631,2363,32,Male,0,self_employed,1096,2,1317,33,1425.77,596.53,4402.95,2484.11,0.6,8743.46,6867.96,14430.6,1252.37,6655.35,1\\r\\n6632,514,40,Male,,salaried,615,2,980,,8879.26,8876.67,8873.85,8810.2,0.07,0.07,0.07,0.07,8877.38,8874.1,0\\r\\n6633,2105,56,Female,0,self_employed,1494,3,1026,52,1587.16,2187.18,2710.27,1141.31,0.11,857.26,571.56,1500.11,2038.9,2391.66,1\\r\\n6635,1539,34,Male,3,self_employed,15,3,1675,14,5602.41,4054.12,4605.13,5773.75,2474.66,14.66,926.37,2395.69,4839.03,4916.74,0\\r\\n6636,2709,31,Male,0,student,1020,2,60,32,731.51,1673.85,1725.95,1679.8,0.37,460.4,2371.29,787.93,1629.2,1743.4,1\\r\\n6637,4522,45,Female,0,self_employed,,2,72,0,5766.37,1210.8,4170.32,2430.91,76895.56,0.46,73673.59,6826.74,11129.48,670.52,0\\r\\n6638,2112,45,Male,4,self_employed,1645,3,1017,4,1028.95,1644.73,3852.48,3246.45,2771.5,1142.93,829.73,258.3,1405.71,4146.99,0\\r\\n6639,4111,76,Male,0,retired,1020,2,114,20,2234.28,2221.2,2240.83,5913.87,314.6,314.6,579.69,972.57,2249.63,2357.78,0\\r\\n6640,1049,43,Male,2,salaried,243,3,1252,77,2082.39,1646.08,1459.27,1674.45,0.09,0.09,530.02,359.7,1680.07,1843.59,0\\r\\n6641,2965,45,Male,0,self_employed,1076,2,793,68,1511.66,1709.67,1960.81,3145.31,0.23,0.23,169.01,45.09,1615.5,1729.75,0\\r\\n6643,4847,47,Female,0,self_employed,1020,2,474,24,1123.44,4135.83,11780.17,7217.79,1428.89,3571.74,4457.17,21428.89,3681.09,11119.63,0\\r\\n6645,1099,35,Female,0,self_employed,292,2,2311,,3757.53,3757.53,3757.53,3733.72,0.66,0.66,0.66,0.66,3757.53,3757.53,0\\r\\n6646,315,60,Male,,retired,575,3,1717,28,1484.62,1610.11,1535.89,1482.13,30.94,459.51,230.09,428.84,1538.05,1554.26,0\\r\\n6647,614,47,Male,0,self_employed,572,2,189,63,2070.6,2083.45,3518.65,2166.48,0.23,0.23,0.23,7785.94,2071.04,4018.67,1\\r\\n6648,2778,47,Female,1,self_employed,1084,2,258,4,360.52,652.75,5427.51,8432.45,1.14,10000.27,141.69,21066.36,481.48,10644.68,1\\r\\n6649,4111,54,Female,0,self_employed,44,3,409,3,2045.56,1576.7,2688.81,252.91,7754.6,0.03,7285.74,1600.03,3103.64,2143.89,1\\r\\n6651,5065,42,Male,2,self_employed,15,2,6,283,2728.07,2923.26,3015.56,3367.68,0.56,0.56,203.03,365.2,2790.29,3072.41,0\\r\\n6652,316,56,Male,,salaried,1598,2,2028,173,931.6,937.05,1858.16,5737.53,0.56,0.56,6,1302.11,934.04,1349.47,1\\r\\n6653,2729,74,Male,0,retired,201,3,913,73,11034.6,11084.74,9306.96,360.18,0.16,0.16,0.16,0.16,11035.02,11061.43,1\\r\\n6655,5396,44,Female,0,self_employed,904,3,78,0,3751.72,1090.89,2485.87,1246.43,3908.46,1286.17,3265.71,1032.34,3318.53,1588.44,0\\r\\n6656,1346,48,Male,0,salaried,1020,1,501,4,1.98,0.18,57698.72,163217.56,11023.26,20263,15577.31,22214.46,433.78,60556.83,1\\r\\n6657,797,60,Female,0,salaried,531,2,153,,1677.99,1677.99,1677.99,1667.03,0.36,0.36,0.36,0.36,1677.99,1677.99,0\\r\\n6659,5403,36,Male,0,self_employed,1603,3,72,109,5960.69,6103.55,6087.13,2876.85,0.5,0.5,143.36,0.5,6054.29,6103.55,0\\r\\n6661,3220,36,Male,0,salaried,656,3,46,39,1452.23,1795.24,1593.41,2008.35,0.03,571.46,206.94,350.03,1470.06,1451.69,0\\r\\n6662,3078,39,Female,0,self_employed,1271,2,379,6,24336.01,6001.14,9178.46,1903.87,36384.45,7714.81,18049.59,3429.1,22708.66,4343.19,0\\r\\n6663,1811,90,Female,0,self_employed,834,2,1242,13,7441.68,6463.11,6077.59,10176.46,902.4,1210.16,0.5,0.5,7273.94,6058.68,0\\r\\n6664,2054,31,Female,0,self_employed,834,2,3743,66,6853.83,7051.18,6700.77,5697.29,0.47,0.47,129.71,0.47,6982.84,7110.58,0\\r\\n6665,4261,42,Male,1,self_employed,575,2,1381,231,3468.56,3468.56,3468.56,3425.72,0.63,0.63,0.63,0.63,3468.56,3468.56,0\\r\\n6666,2347,33,Male,2,student,625,3,1699,42,2292.6,1875.17,13948.04,3183.47,0.03,7142.89,1138.89,39785.53,1143.52,18009.69,1\\r\\n6667,2903,27,Male,0,self_employed,1096,2,614,53,2918.23,3493.05,3389.85,3240.46,0.61,689.14,572.04,295.84,3392.54,3572.33,0\\r\\n6668,898,64,Male,0,salaried,745,2,298,80,1713.62,1713.62,2202.1,443.91,0.36,0.36,0.36,1428.93,1713.62,2589.2,1\\r\\n6670,2144,38,Male,0,self_employed,834,3,1925,88,6302.18,6871.02,8463.27,14.97,0.21,0.21,571.64,4823.07,6514.32,7688.99,1\\r\\n6671,303,39,Male,2,self_employed,1096,2,935,35,1334.03,1331.81,1615.33,2726.62,0.56,14857.7,0.56,16196.56,1331.89,2959.69,0\\r\\n6672,3211,39,Male,0,self_employed,1071,2,623,7,11500.78,5986.14,7202.65,2982.27,5812.75,0.13,0.13,0.13,10382.64,5986.14,0\\r\\n6673,335,54,Male,2,self_employed,630,2,3660,45,15152.26,15147.32,14026.83,12748.1,0.54,2314.83,0.54,0.54,15150.13,14100.98,1\\r\\n6674,2115,30,Male,2,self_employed,1399,3,1778,19,3442.06,3011.77,2730.4,2050.42,214.56,0.27,0.27,12.14,3231.29,2792.47,0\\r\\n6675,1547,30,Female,0,self_employed,409,2,1317,3,66.81,1096.56,2730.56,1143.04,700.31,699.96,1693.6,38039.28,565.13,4932.54,1\\r\\n6676,2377,62,Female,0,self_employed,1096,1,572,154,1928.53,1928.53,1928.53,11962.43,0.26,0.26,0.26,0.26,1928.53,1928.53,0\\r\\n6677,982,28,Male,0,student,,3,3258,25,57.54,2499.21,1998.98,3382.64,64.37,7828.66,2634.62,8242.26,1815.1,3534.9,0\\r\\n6678,1035,51,Female,0,self_employed,628,3,1999,172,3091.18,3091.18,3091.18,3837.31,0.21,0.21,0.21,0.21,3091.18,3091.18,0\\r\\n6679,223,79,Female,0,self_employed,834,2,4339,29,458.04,11886.61,3033.29,2534.44,0.3,9392.33,11428.87,62.59,3709.27,2833.72,1\\r\\n6681,2445,57,Female,0,salaried,1084,2,1,,4177.98,892.27,1583.56,1613.56,0.2,0.2,0.2,0.2,2966.16,892.27,0\\r\\n6682,1613,53,Male,0,salaried,630,2,1240,6,5201.76,373.18,5308.4,2947.5,24643.11,21428.83,16600.26,10857.4,4259.88,8161.88,0\\r\\n6683,1701,90,,,self_employed,15,3,237,4,4193.03,6709.46,6035.47,6655.33,341.13,0.41,0.41,0.41,4687.49,6709.46,0\\r\\n6684,2361,83,Female,0,self_employed,1020,3,86,45,2680.04,3680.12,2559.11,2711.51,0.47,2857.61,286.19,0.47,3256.46,2783.58,0\\r\\n6686,555,5,Male,,student,676,3,2062,,1458.94,1458.94,1458.94,1448.84,0.6,0.6,0.6,0.6,1458.94,1458.94,0\\r\\n6687,1386,41,Male,0,salaried,1020,3,227,47,1300.41,4381.08,3022.75,4161.41,0.3,20846.01,817.71,15064.7,1649.05,5432.89,0\\r\\n6688,3272,63,Female,0,self_employed,649,2,289,349,4041.26,4041.67,4041.57,4012.26,0.31,0.31,0.31,0.31,4041.36,4041.67,0\\r\\n6689,1864,34,Female,0,salaried,1232,3,52,3,5210.02,5171.87,4240.12,3725.29,344.61,0.01,806.4,640.25,4584.82,4395.7,0\\r\\n6690,1025,59,Female,0,self_employed,996,2,1834,84,5770.85,5770.85,5752.42,4504.52,0.34,0.34,0.34,0.34,5770.85,5770.85,1\\r\\n6691,354,25,Male,1,salaried,630,3,3812,12,2996.57,749.57,1443.25,1786.93,2895.44,0.07,809.87,167.01,2376.64,819.72,0\\r\\n6692,4602,40,Male,0,salaried,834,2,1923,7,4326.28,17589.76,16656.87,16551.6,4001.26,236.4,17428.83,0.26,15344.16,17495.33,1\\r\\n6693,774,46,Female,0,self_employed,409,3,330,263,2043.49,2043.49,2071.92,2083.67,0.56,0.56,0.56,51.4,2043.49,2077.94,0\\r\\n6694,1671,52,Male,4,salaried,1096,3,933,42,5958.75,6205.48,5862.76,5706.68,0.69,286.4,250.82,0.69,6013.02,6048.8,0\\r\\n6695,2652,35,Female,0,self_employed,623,3,696,356,8648.92,8648.92,8648.92,8594.13,0.29,0.29,0.29,0.29,8648.92,8648.92,1\\r\\n6696,5098,66,Male,1,self_employed,1020,2,501,108,9971.28,10340.15,10696.02,4285.11,0.39,0.39,1923.66,1970.53,10602.86,10632.69,0\\r\\n6697,1376,38,Male,2,self_employed,1598,3,1465,18,6358.6,6886.98,6076.1,5854.88,0.18,1285.87,143.01,0.16,6518.22,5869.77,0\\r\\n6698,2683,69,Male,0,retired,491,3,707,,1461.78,4573.19,2156.21,1218.31,0.41,0.41,4511.83,376.87,2219.42,3044.11,0\\r\\n6699,5170,45,Female,1,self_employed,834,2,22,136,4038.56,4035.97,4033.69,3980.92,0.01,0.01,0.01,0.01,4037.22,4033.65,0\\r\\n6700,1997,32,Female,0,salaried,146,2,832,10,3136.5,3265.08,3273.25,4625.56,314.63,5.01,443.2,35.3,3139.95,3279.42,0\\r\\n6701,3379,43,Female,0,self_employed,834,2,1242,9,46140.29,46010.29,45923.94,36387.83,137.17,80.03,7.17,0.03,46050.98,45959.42,0\\r\\n6702,1850,33,Male,0,self_employed,1315,3,1977,35,5799.62,5799.62,5172.91,3894.89,0.69,700.69,0.69,0.69,5799.62,5257.68,1\\r\\n6703,578,36,Male,,salaried,628,3,1999,,2091.88,2091.88,2124.37,2167.93,0.36,0.36,0.36,151.64,2091.88,2103.81,0\\r\\n6704,1117,44,Female,0,salaried,892,3,2890,19,2704.89,2923.09,2809.15,2857.55,129.14,143.43,347.34,0.57,2832.39,2840.14,0\\r\\n6705,556,30,Male,0,salaried,15,3,593,,2517.99,2639.24,2111.35,651.12,0.27,0.27,0.27,0.27,2609.97,2500.99,0\\r\\n6706,1965,30,Male,0,salaried,665,3,177,54,1938.15,2081.01,3148.52,2031.17,0.63,3821.98,0.63,6572.06,1948,5081.25,0\\r\\n6707,346,42,Female,,salaried,1020,1,1,59,171.34,171.34,1430.21,400.12,0.61,7150.61,5714.9,12143.47,2319.13,1807.29,1\\r\\n6708,5352,52,Female,1,self_employed,1096,3,1375,11,1428.61,1428.61,1615.24,901.42,2500.04,357.19,0.04,0.04,1736.5,1623.7,1\\r\\n6709,1554,38,Male,0,self_employed,623,2,1031,126,1652.19,1652.19,1681.38,1148.71,0.24,0.24,0.24,0.24,1652.19,1652.19,0\\r\\n6710,2482,42,Female,0,salaried,1020,2,13,278,10356.68,10356.68,9315.27,5707.83,0.66,0.66,0.66,0.66,10356.68,10356.68,0\\r\\n6711,932,37,Male,3,self_employed,752,3,2692,136,1334.02,1554.8,1715.07,1367.98,0.16,0.16,320.74,111.99,1485.28,1602.19,1\\r\\n6712,2044,60,Male,0,self_employed,575,1,90,21,3757.7,329.63,5011.14,1566.26,74256.47,436.4,70828.4,1.98,10569.16,385.94,0\\r\\n6713,2748,65,Male,0,self_employed,721,2,894,119,11948.54,11991.39,13036.5,14935.67,0.19,0.19,0.19,1914.04,11969.22,12711.29,0\\r\\n6714,2678,47,Male,0,self_employed,1096,2,27,28,8351.1,7991.74,7440.78,845.8,357.7,1071.99,0.56,357.7,8337.64,8026.3,0\\r\\n6715,3370,30,Female,0,student,1084,3,211,213,2876.12,2876.12,2960.61,3412.17,0.54,0.54,0.54,0.54,2876.12,2876.12,0\\r\\n6716,551,49,Male,,self_employed,192,3,2926,40,2523.4,9880.54,3275.45,22.5,0.1,14285.81,8785.81,5857.24,5279.56,4523.4,0\\r\\n6717,1736,50,Female,0,self_employed,15,3,305,3,4859.17,4298.15,4296.96,6446.46,643.43,14.86,147.71,0.57,4349.3,4291.17,0\\r\\n6718,2210,71,Female,0,self_employed,15,2,1229,,1428.7,2225.64,1891.29,1994.52,0.13,0.13,0.13,0.13,1428.7,2218.91,0\\r\\n6719,2200,48,Male,0,salaried,575,2,1002,304,1855.38,2338.76,2562.07,3323.44,0.53,0.53,0.53,0.53,2088.74,2557.05,0\\r\\n6720,2273,20,Male,0,student,848,2,167,28,5722.88,5751.07,5804.09,5713.21,2443.33,1.51,2471.51,0.09,5912.54,5750.1,0\\r\\n6721,2943,32,Male,0,salaried,224,1,137,357,2359.13,2430.56,2474.78,2930.24,0.59,0.59,0.59,100.59,2381.3,2471.93,0\\r\\n6722,443,30,Female,0,salaried,1020,3,80,3,1444.09,1428.89,1489.16,1522.44,374.26,374.29,0.31,0.31,1480.46,1511.84,0\\r\\n6723,4758,34,Male,0,self_employed,724,2,194,212,3854.67,3953.12,4099.86,4487,0.44,0.44,71.87,120.79,3943.45,4084.21,0\\r\\n6724,1379,68,Male,0,retired,834,3,2665,61,417.29,731.58,2441.12,2939.86,0.14,0.14,285.86,3571.57,632.07,3734.34,1\\r\\n6725,306,28,Female,,self_employed,867,2,2862,25,1776.37,1676.37,1706.26,1353.48,100.11,0.11,0.11,0.11,1766.03,1676.37,0\\r\\n6726,856,64,Female,0,self_employed,1096,2,679,20,2433.51,1027.8,3361.09,14714.42,1105.94,0.23,0.23,921.66,2101,805.91,1\\r\\n6727,2255,40,Male,1,self_employed,1494,2,1703,0,7692.52,382.57,4270.14,465.98,25800.14,0.61,18490.2,0.61,12045.29,382.57,1\\r\\n6728,1432,56,Female,0,salaried,531,2,573,4,21073.06,1562.71,4268.89,8220.26,19535.96,10861.51,25.6,12291.12,7649.02,2178.73,0\\r\\n6729,4372,24,Female,0,student,1020,2,288,32,2010.47,10920.22,5897.3,1459.86,0.13,9690.41,8909.88,1868.46,7785.86,8326.22,1\\r\\n6730,822,68,Female,0,self_employed,318,1,1556,14,5395.93,12075.82,9690.38,11457.55,13867.87,11577.13,22238.36,22147.09,6441.82,7554.22,0\\r\\n6731,2349,48,Male,3,self_employed,996,1,1307,6,31077.43,31238.15,31456.03,29597.32,5343.41,0.56,146.99,434.07,31222.88,31473.57,0\\r\\n6732,566,39,Male,,self_employed,904,3,722,7,44.84,628.11,3252.76,2312.75,6418.64,0.47,6953.33,8429.04,726.22,1357.14,1\\r\\n6733,3196,40,Male,0,salaried,836,2,40,5,3198.74,3170.65,3159.42,2798.05,50.79,0.07,132.34,31.76,3185.8,3191.49,0\\r\\n6734,2192,62,Male,1,salaried,623,3,364,11,2323.14,862.69,2037.81,1813.14,2682.96,1641.41,378.94,36.09,2327.02,1567.56,0\\r\\n6735,3139,40,Male,0,salaried,1117,2,822,4,4369.28,2385,3209,4277.75,2572.11,286.4,587.83,3000.69,2490.66,2661.49,0\\r\\n6736,1345,69,Male,0,retired,623,1,545,345,32259.72,32499.02,32546.61,33337.34,0.54,0.54,242.54,242.54,32299.77,32545.86,0\\r\\n6737,2412,47,Female,0,salaried,146,2,832,,5280.29,5280.29,5280.29,5246.84,0.26,0.26,0.26,0.26,5280.29,5280.29,0\\r\\n6739,825,69,Female,0,self_employed,61,3,2997,250,10060.38,10060.38,10673.59,37976.06,0.51,0.51,0.51,0.51,10060.38,10060.38,1\\r\\n6740,803,36,Female,0,self_employed,491,2,2652,,1505.61,1505.61,1505.61,1496.06,0.47,0.47,0.47,0.47,1505.61,1505.61,0\\r\\n6741,6606,70,Male,0,self_employed,1020,2,16,85,1859.31,1902.17,1895.23,1710.76,0.53,0.53,43.39,0.53,1893.3,1902.17,0\\r\\n6742,6845,77,Male,2,retired,1096,3,92,13,7941.34,6365.2,6662.92,4985.23,440.39,576.63,899.41,2392.91,6594.61,6581.51,0\\r\\n6743,1969,41,Female,0,self_employed,1459,2,949,210,2090.3,2090.3,2873.71,4205.62,0.17,0.17,0.17,2143.03,2090.3,2297.67,0\\r\\n6744,2173,39,Male,0,self_employed,146,3,1753,3,2630.83,3035.18,2622.76,699.21,1244.41,477.21,1986.71,1748.2,2733.91,3149.42,0\\r\\n6745,3165,19,Male,0,student,334,1,17,13,3424.68,3338.97,3361.34,3248.89,72.06,0.63,0.63,86.59,3381.82,3352.39,0\\r\\n6746,2513,27,Male,1,self_employed,1322,3,176,69,2840.71,3067.29,2570.25,797.29,0.6,0.6,232.89,232.89,2870.8,3098.86,0\\r\\n6747,5995,83,Male,1,self_employed,649,3,1843,3,5566.39,5058.03,3683.04,2417.96,515.81,2383.81,0.17,3014.46,5299.59,2959.76,0\\r\\n6748,1249,22,Female,0,student,1020,3,85,9,1999.18,1913.47,1921.35,1903.46,86.09,0.37,0.37,0.37,1937.11,1913.47,0\\r\\n6749,1364,34,Male,2,self_employed,409,3,144,,6061.97,6061.97,6061.97,6787.94,0.31,0.31,0.31,0.31,6061.97,6061.97,0\\r\\n6750,2772,90,,,self_employed,905,2,606,5,4569.5,3140.93,2154.2,136.95,1429.1,1429.1,0.53,357.67,3436.5,2138.63,0\\r\\n6751,367,27,Male,,self_employed,666,3,2752,90,1472.73,1472.73,1481.5,1571.99,0.5,0.5,0.5,0.5,1472.73,1472.73,0\\r\\n6752,1418,44,Female,0,salaried,1111,3,2674,19,2931.72,3558.56,3300.08,4002.56,828.93,414.51,1796.61,1057.63,2427.63,3950.3,0\\r\\n6753,6123,42,Female,0,salaried,491,2,93,17,10607.6,9365.09,8970.96,5887.11,1247.54,1181.09,0.13,0.13,10138.67,8946.04,0\\r\\n6754,2596,89,Male,0,retired,1096,1,292,22,7302.65,7174.15,7213.53,7059.31,166.6,0.4,0.4,0.4,7278.97,7174.15,0\\r\\n6755,1831,49,Male,3,self_employed,623,2,1626,20,5464.63,4906.66,5186.8,6622.71,937,937,479.03,0.46,5151.81,5800.97,0\\r\\n6756,3051,30,Male,0,self_employed,774,2,732,,1624.97,1624.97,1624.97,1614.68,0.6,0.6,0.6,0.6,1624.97,1624.97,0\\r\\n6757,194,30,Male,0,salaried,334,3,847,157,1224.68,3129.21,2501.41,2525.14,0.41,0.41,2843.69,1492.15,1819.06,2794.49,1\\r\\n6758,5789,61,Female,0,salaried,1020,2,47,13,9525.55,5239.83,4129.07,1675.05,4286.03,2857.46,0.31,0.31,7161.01,2843.52,0\\r\\n6759,2886,38,Male,0,self_employed,1494,2,251,341,2285.23,2293.73,2923.49,3735.29,0.1,0.1,8.6,900.1,2288.2,3106.64,0\\r\\n6760,1800,71,Female,0,self_employed,34,2,380,58,1876.83,1876.83,1729.37,1441.05,0.37,428.94,0.37,0.37,1876.83,1863.01,0\\r\\n6761,2436,77,Female,0,self_employed,1020,2,1118,132,1957.89,1972.18,1979.89,1780.96,0.43,0.43,0.43,0.43,1965.77,1979.58,0\\r\\n6762,2559,54,Male,0,self_employed,1525,2,994,5,8392.62,8145,8147.94,8406.25,247.67,0.06,0.06,0.06,8259.04,8145,1\\r\\n6763,1469,38,Male,1,self_employed,1645,3,1017,20,581.33,1898.22,1603.85,2700.46,1862.87,434.3,3613.3,473.29,849.73,1902.46,1\\r\\n6764,4462,65,Male,0,self_employed,608,2,190,0,15330.93,15118.87,14484.74,10942.74,250.36,1379.57,0.36,0.36,15290.07,14457.88,0\\r\\n6765,2082,42,Female,0,salaried,1232,2,1115,3,7852.05,7797.76,7772.24,7677,197.51,0.37,143.23,0.37,7723.28,7797.76,0\\r\\n6766,461,90,,,self_employed,1020,3,1019,,5485.66,6186.97,5979.45,6646.19,0.33,0.33,693.46,0.33,5564.42,6186.97,0\\r\\n6767,1544,47,Female,0,self_employed,365,2,849,42,1589.49,1592.76,1593.77,1591.64,0.51,4286.23,0.51,4286.23,1591.52,1592.76,0\\r\\n6768,2332,26,Male,1,self_employed,1589,2,1711,102,3573.17,3573.17,3573.17,3073.09,0.57,0.57,0.57,0.57,3573.17,3573.17,0\\r\\n6769,5074,50,Male,2,salaried,904,2,3941,0,22118.76,22340.65,22073.53,22210.31,1112.37,905.26,1357.57,911.86,21722.28,22077.74,0\\r\\n6770,1837,62,Male,0,salaried,1020,2,542,,3012.35,3012.35,3012.35,2993.39,0.09,0.09,0.09,0.09,3012.35,3012.35,0\\r\\n6771,1439,52,Male,0,self_employed,334,3,2064,88,4902.7,5014.05,5112.8,5121.25,0.3,0.3,111.64,397.36,4918.06,5042.24,0\\r\\n6772,768,30,Female,0,self_employed,320,3,2490,,1618.21,1618.21,1618.21,1607.96,0.07,0.07,0.07,0.07,1618.21,1618.21,0\\r\\n6773,241,26,Male,0,student,409,3,1663,7,2316.67,7793.52,4421.96,5446.13,8230.91,12674.74,15001.64,5088.37,5945.59,3542.69,0\\r\\n6774,4015,69,Male,0,retired,1096,3,273,14,1784.46,1387.46,1669.23,2987.44,546.05,0.54,0.54,857.69,1610.55,1511.85,0\\r\\n6775,5141,41,Male,0,self_employed,1020,2,80,159,4005.89,4005.89,4005.89,3977.7,0.01,0.01,0.01,0.01,4005.89,4005.89,0\\r\\n6776,6237,64,Female,0,self_employed,1020,1,19,0,3881.7,3983.91,3886.9,16651.39,872.03,1016.16,957.17,1331.9,3312.3,4197.84,0\\r\\n6777,961,39,Female,0,self_employed,649,2,54,,2061.58,2061.58,2061.58,2040.91,0.31,0.31,0.31,0.31,2061.58,2061.58,0\\r\\n6778,977,75,Male,,self_employed,646,2,397,28,7228.47,83.1,3137.38,816.98,7143.17,214.6,0.31,14286.03,7227.09,80.24,1\\r\\n6779,666,46,Male,,self_employed,574,2,3294,30,3583.11,3697.4,3588.2,3559.45,0.61,114.9,114.9,0.61,3590.99,3590.48,0\\r\\n6780,2419,66,Male,0,retired,146,2,1569,,6286.08,6286.08,6286.08,6246.14,0.1,0.1,0.1,0.1,6286.08,6286.08,0\\r\\n6781,2943,28,Female,0,self_employed,646,2,397,117,2363.12,2363.12,2363.12,2319.61,0.47,0.47,0.47,0.47,2363.12,2363.12,0\\r\\n6783,2241,51,Male,0,salaried,1589,3,1713,20,7159.58,16.73,2237.23,93.3,7143.29,0.43,0.43,0.43,6666.97,16.73,0\\r\\n6784,3186,27,Male,0,salaried,1020,2,288,3,3610.25,1288.98,2793.27,724.26,1063.36,671.5,5310.66,3107.27,2651.81,3099.68,0\\r\\n6785,3267,61,Male,0,self_employed,17,2,181,63,1329.08,1325.68,1461.52,280.22,0.16,0.16,0.16,0.16,1327.32,1325.68,0\\r\\n6787,900,90,,0,self_employed,36,3,2463,54,9612.26,9612.26,6242.18,3536,0.07,8706.11,0.07,0.07,9612.26,8208.06,0\\r\\n6788,2070,78,Male,0,retired,834,2,2675,49,7989.19,8132.04,6204.39,2067.51,0.36,6068.61,71.79,350.36,8063.32,6315.55,0\\r\\n6789,4041,35,Male,0,salaried,1525,3,133,276,3184.29,2941.43,5082.3,10070.38,0.44,0.44,0.44,0.44,3113.35,2858.48,1\\r\\n6790,1044,63,Male,0,self_employed,904,2,722,49,1621.89,1636.17,1592.2,1293.98,0.63,72.06,0.63,14.91,1627.31,1618.2,0\\r\\n6791,4503,54,Male,0,salaried,1020,1,13,39,5584.55,19116.1,35750.33,86971.48,0.41,357.54,6618.14,5378.74,10596.03,25836.62,0\\r\\n6792,2127,16,Male,0,student,1020,2,542,39,6219.07,6219.07,5202.61,2476.5,0.67,1854.22,0.67,0.67,6219.07,5023.23,0\\r\\n6793,1510,52,Male,0,self_employed,1154,3,1419,102,2803.64,2946.5,3882.39,5181.75,0.16,0.16,0.16,1428.73,2897.24,3803.9,0\\r\\n6794,6737,59,Male,0,self_employed,1232,3,103,6,8090.42,8208,7514.72,8681.81,897.6,4.73,2112.87,791.93,8730.05,7469.02,0\\r\\n6795,1248,43,Male,0,self_employed,1181,2,2515,235,1993.99,2083.63,2328.12,3760.83,0.03,0.03,68.6,514.31,2024.27,2265.48,0\\r\\n6796,963,21,Male,0,student,1111,2,134,111,1386.64,1586.64,1432.93,1164.87,0.27,0.27,400.27,185.99,1471.13,1632.04,0\\r\\n6797,1886,43,Male,0,self_employed,623,3,1041,0,13091.19,4447.49,4076.54,700.59,8919.13,3942.31,3930.53,1709.1,10070.63,1010.76,1\\r\\n6798,1768,35,Male,2,self_employed,334,1,24,38,2360.14,6144.15,1760.61,341.39,0.49,3286.2,2844.42,1354.39,2572.13,2446.51,0\\r\\n6799,4783,19,Male,0,self_employed,1096,1,27,48,2051.97,2051.97,2051.97,11021.85,0.56,716.73,0.56,716.73,2051.97,2051.97,0\\r\\n6800,2803,34,Female,0,self_employed,1232,3,159,20,5592.13,5575.8,5279.2,2949.33,251.31,251.31,234.99,234.99,5579.53,5565.45,1\\r\\n6801,1535,42,Male,0,salaried,491,3,1466,12,33878.82,31101.11,43363.17,18330.46,162,0.66,5217.23,28729.91,36175.11,44867.72,0\\r\\n6802,1241,65,Female,0,self_employed,1494,2,1008,,14.03,1428.83,1613.52,1516.85,0.26,0.26,4285.97,0.26,1294.6,1428.83,1\\r\\n6803,1237,31,Male,0,self_employed,423,3,2116,114,1669.76,1711.3,3407.88,2982.73,0.53,0.53,13.5,3734.79,1699.39,2652.3,1\\r\\n6804,801,43,Male,,self_employed,169,3,2176,69,4418.76,4418.76,4289.86,1279.01,0.14,0.14,0.14,0.14,4418.76,4418.93,0\\r\\n6805,761,51,Male,,salaried,468,2,175,21,1509.87,2298.04,2044.4,2946.91,1841.57,1841.57,1813.65,579.64,2099.73,2350.23,0\\r\\n6806,2127,34,Male,0,salaried,1458,3,1647,,1462.18,5463.61,4865.66,5425.35,0.3,0.3,4571.73,0.3,3669.77,5463.61,1\\r\\n6807,691,54,Male,0,self_employed,409,2,1352,10,1587.15,2121.57,2041.36,6811.21,429.06,2387.63,894.27,3711.91,1521.16,2354.89,0\\r\\n6808,1567,26,Male,0,salaried,1006,2,798,4,13853.2,10250.66,10216.73,10747.89,4028.87,47.27,428.89,0.31,10610.86,10237.36,0\\r\\n6809,1121,68,Male,1,retired,334,2,847,140,1428.78,1428.78,1428.78,1418.7,0.04,0.04,0.04,0.04,1428.78,1428.78,0\\r\\n6810,2460,54,Female,1,self_employed,334,1,82,13,5649.52,1468.89,7635.22,2308.78,4286.1,16028.96,143.24,44411.1,3501.74,14125.23,0\\r\\n6812,2924,38,Female,0,self_employed,486,3,232,62,6310.87,406.55,1927.97,1420.7,0.2,0.2,0.2,0.2,4457.56,462.02,0\\r\\n6813,1298,22,Male,0,student,1020,3,410,13,2617.51,2530.27,2783.18,2940.29,91.81,48.76,18.86,516.19,2583.71,2834.5,0\\r\\n6814,2272,61,Male,0,salaried,1084,3,1102,167,9426.04,13359.37,4519.18,8078.15,0.34,0.34,3933.58,523.39,11215.9,1292.98,0\\r\\n6815,1845,15,Male,0,student,409,2,1668,165,1475.63,1475.63,1475.63,1368.04,0.26,0.26,0.26,0.26,1475.63,1475.63,1\\r\\n6816,5858,53,Female,0,self_employed,834,1,22,209,2155.11,2155.11,2155.11,2160.37,0.46,0.46,0.46,0.46,2155.11,2155.11,0\\r\\n6817,3169,68,Female,0,self_employed,1416,2,805,265,4266.99,4266.99,4267.4,4260.71,0.33,0.33,0.33,0.33,4266.99,4266.99,0\\r\\n6818,303,28,Male,0,salaried,623,3,562,26,1602.29,1491.58,1722.12,1589.76,286.16,571.87,1395.48,1339.31,1717.97,1669.3,0\\r\\n6819,5365,46,Female,0,salaried,241,2,2486,11,2993.59,2694.65,2626.29,2368.71,300.97,3760.46,0.56,2454.71,2902.64,3326.37,0\\r\\n6820,745,38,Male,0,salaried,1020,3,1425,72,3006.56,3006.56,3067.04,3044.21,0.09,0.09,0.09,142.94,3006.56,3020.33,0\\r\\n6821,2239,46,Male,0,self_employed,164,3,1817,112,181.33,895.61,1532.83,2643.58,0.57,0.57,2857.71,1429.14,1240.44,1033.86,1\\r\\n6822,205,28,Female,0,self_employed,1020,3,582,7,21105.51,21352.54,20839.59,3352.24,2.07,8.81,247.59,1833.93,21304.35,21559.33,1\\r\\n6823,3126,90,,0,self_employed,1438,2,528,,3971.79,3971.79,3971.79,3913.44,0.57,0.57,0.57,0.57,3971.79,3971.79,0\\r\\n6825,2080,49,Female,0,self_employed,1096,3,1003,18,1381.98,2495.76,3074.37,4050.21,150.33,721.76,1835.54,1428.9,2408.87,3043.92,1\\r\\n6826,666,38,Male,3,self_employed,287,3,2673,4,7083.4,6739.1,4213.86,3636.06,928.77,5714.49,584.47,0.2,6905.31,4711.45,0\\r\\n6827,345,65,Female,,self_employed,1020,3,19,32,1075.91,7790.19,1592.78,1335.6,0.26,6714.54,6714.54,271.69,1538.96,1892.03,0\\r\\n6828,1395,8,Male,0,student,1020,3,686,41,4038.79,4038.79,3666.2,3138.2,0.49,707.63,0.49,0.49,4038.79,3628.19,0\\r\\n6829,5352,34,Female,0,self_employed,1096,2,27,66,1880,1883.01,2154.92,2547.06,0.17,0.17,0.17,605.17,1882.6,2097.69,0\\r\\n6830,889,33,Male,3,salaried,705,3,1724,48,2013.64,5025.56,2323.42,702.98,0.27,5714.56,2965.56,2094.49,2646,4029.54,1\\r\\n6831,261,31,Male,0,self_employed,557,2,4217,20,5296.3,4444.16,4578.82,3736.23,1000.27,0.7,302.99,0.7,5271.19,4146.92,0\\r\\n6832,971,29,Male,0,salaried,1294,3,2687,139,1724.09,2187.84,2551.22,4097.15,0.1,0.1,192.34,867.17,1841.82,2406.34,0\\r\\n6833,4199,76,Female,0,retired,834,2,22,10,2741.53,2170.1,2252.39,796.65,571.63,0.2,0.2,16.3,2386.85,2184.12,0\\r\\n6834,526,27,Male,0,salaried,1020,1,47,75,2650.82,3058.5,3133.95,700.19,0.17,0.17,410.07,2143.03,2922.74,3228.19,1\\r\\n6835,881,38,Male,5,self_employed,760,3,2973,,1529.91,1529.91,1529.91,1520.22,0.2,0.2,0.2,0.2,1529.91,1529.91,0\\r\\n6836,4204,41,Female,0,self_employed,1525,3,358,7,9372.34,10761.57,9869.94,651.89,2443.4,4429.11,4064.64,2246.47,9812.4,7334.69,0\\r\\n6837,912,66,Male,0,retired,1625,3,417,56,1595.14,1595.14,1821.87,1399.09,0.11,414.4,0.11,1900.11,1595.14,1616.34,0\\r\\n6838,4576,41,Female,0,self_employed,1632,2,15,108,3121.32,3560.32,3419.38,4906.19,0.1,0.1,302.8,302.8,3213.36,3636.7,0\\r\\n6840,4527,56,Female,0,self_employed,,2,61,135,4093.15,4093.15,4093.15,3837.23,0.46,0.46,0.46,0.46,4093.15,4093.15,0\\r\\n6841,4812,35,Male,0,self_employed,224,1,137,0,1617.3,1523.64,1476.37,1416.99,163.48,148.54,0.21,0.21,1528.93,1466.6,0\\r\\n6842,1460,50,Male,0,salaried,1477,3,2708,5,21207.94,18501.84,18969.02,11322.39,5000.23,13000.23,3714.51,8857.37,20608.52,17805.96,0\\r\\n6843,3926,72,Male,0,retired,656,3,1383,88,1562.63,1562.63,1512.27,1287.62,0.21,0.21,0.21,0.21,1562.63,1503.29,1\\r\\n6844,1374,58,Male,0,salaried,1415,2,548,311,3116.83,3637.93,4432.86,4645.41,0.56,0.56,521.66,2543.55,3251.96,4151.42,0\\r\\n6845,2474,39,Female,0,self_employed,334,2,1073,229,13061.08,9450.89,10962.57,3960.6,0.56,0.56,0.56,5714.84,11082.69,12054.58,0\\r\\n6846,592,80,Male,0,retired,834,3,2666,70,7010.79,7567.94,7737.42,12725.49,0.33,0.33,557.47,286.04,7275.33,7687.75,0\\r\\n6847,901,90,Male,0,self_employed,1473,3,505,,8217.86,8217.86,8217.86,8165.8,0.36,0.36,0.36,0.36,8217.86,8217.86,1\\r\\n6848,2565,73,Male,0,retired,1621,2,1604,34,6382.55,6251.12,5442.87,5212.57,0.61,479.54,0.61,0.61,6332.74,5168.83,0\\r\\n6849,1298,83,Male,0,retired,834,2,22,17,1549.33,1549.33,1834.01,2301.12,107.6,107.6,107.6,100.46,1512.38,1534.81,0\\r\\n6850,2844,41,Male,0,salaried,1176,2,800,33,2651.12,3508.27,3009.55,2886.4,0.39,571.81,0.39,0.39,3064.92,3029,0\\r\\n6851,2428,42,Female,0,self_employed,1096,3,248,17,7200.51,1639.86,2722.32,1621.7,1550.2,0.59,1800.59,0.59,4841.05,1667.51,0\\r\\n6852,3228,31,Female,0,self_employed,834,2,1130,14,1873.22,1884.09,1956.16,2190.51,5.14,0.29,16.01,146.61,1877.64,1933.96,0\\r\\n6853,5983,89,Male,0,retired,1096,1,43,0,17603.61,21904.83,12849.91,14642.76,62.89,33070.87,4292.43,336.63,17880.07,19153.99,0\\r\\n6854,4605,48,Female,0,self_employed,1020,3,118,25,1899.64,650.4,1910.99,4335.83,2363.39,52.93,1114.14,481.99,1792.31,715.96,0\\r\\n6856,276,11,Female,,student,1020,2,227,54,11419.67,11419.67,10969.9,8332.84,0.26,43.11,0.26,0.26,11419.67,11412.76,0\\r\\n6857,2995,35,Male,0,salaried,1020,1,60,22,29202.16,26511.87,27867.48,28024.82,14171.43,26162.99,13048.53,36251.47,27932.97,29236.07,0\\r\\n6858,1406,62,Male,0,self_employed,1589,1,33,27,4580.24,3768.81,3759.84,2144.58,1382.87,1382.87,928.59,571.44,4539.05,3662.31,0\\r\\n6859,1236,28,Female,0,self_employed,1494,2,1007,178,1442.79,1442.79,1462.24,1531.09,0.63,0.63,0.63,0.63,1442.79,1466.63,0\\r\\n6860,1418,33,Male,0,salaried,816,3,2314,224,13192.36,13156.64,13168.38,12834.55,0.59,0.59,86.3,0.59,13191.86,13156.64,0\\r\\n6861,1012,61,Female,0,self_employed,146,2,76,,2644.57,2518.85,1936.19,1564.66,0.47,0.47,586.19,3.33,2728.06,1784.66,0\\r\\n6862,352,65,Male,,,749,2,3149,32,4953.67,5042.77,4704.49,3353.45,0.31,502.24,77.82,586.03,5034.78,4743.84,0\\r\\n6863,1313,25,Female,0,student,623,2,225,178,4159.62,4159.62,4159.62,4114.26,0.47,0.47,0.47,0.47,4159.62,4159.62,0\\r\\n6864,1540,21,Male,1,student,334,3,206,,3605.93,3605.93,3605.93,3529.35,0.59,0.59,0.59,0.59,3605.93,3605.93,0\\r\\n6865,1786,45,Male,0,self_employed,409,3,438,20,2009.92,746.35,1895.62,1042.23,2849.56,4285.99,1500.27,3958.84,3199.33,854.04,0\\r\\n6866,4692,49,Male,0,self_employed,1020,2,143,83,3491.8,3433.52,3441.94,3289.91,0.09,0.09,0.09,0.09,3490.51,3432.81,0\\r\\n6867,274,38,Female,,self_employed,334,3,2387,28,1897.29,3727.67,3384.6,5196.83,429.04,429.04,2287.3,469.54,1973.12,3756.73,1\\r\\n6868,1600,27,Male,0,self_employed,1613,3,1456,53,12088.01,22717.07,21127.55,5003.66,0.63,78.34,5425.4,382.26,16865.57,22941.62,1\\r\\n6869,1402,90,Male,0,self_employed,526,2,421,,23493.13,23493.13,23493.13,23344.3,0.04,0.04,0.04,0.04,23493.13,23493.13,0\\r\\n6870,1099,39,Male,0,self_employed,1005,3,2842,11,603.08,646.94,1659.96,2659.28,0.59,9.2,9.53,3092.04,636.77,1186.83,0\\r\\n6871,4835,90,Male,0,self_employed,1096,2,88,208,7264.53,25995.08,19517.1,7573.44,0.13,0.13,24619.26,0.13,15012.85,24095.54,0\\r\\n6873,3138,34,Female,0,self_employed,834,2,352,242,2320.51,2349.08,2564.92,2859.96,0.34,0.34,0.34,436.71,2320.51,2560.23,0\\r\\n6874,4269,15,Male,0,student,1096,2,273,86,1439.7,1439.7,1436.63,1359.6,0.11,0.11,0.11,0.11,1439.7,1439.7,0\\r\\n6875,2744,42,Female,0,self_employed,334,2,20,137,2274.06,2274.06,2916.91,2666.39,0.54,0.54,0.54,1071.97,2274.06,3131.2,0\\r\\n6876,2800,13,Male,0,student,15,2,783,273,1620.72,1620.72,1620.72,233.97,0.43,0.43,0.43,0.43,1620.72,1620.72,0\\r\\n6877,2067,67,Male,0,retired,1046,2,102,,2603.22,2717.5,2733.5,2905.24,0.07,0.07,228.64,114.36,2689.92,2735.94,0\\r\\n6878,4594,46,Male,0,salaried,698,3,231,57,4921.2,4925.29,3819.35,1795.37,0.67,3116.87,0.67,0.67,4924.72,4724.24,0\\r\\n6879,4437,69,Male,2,self_employed,146,3,267,0,1797.24,2695.46,2621.12,4276.16,838.37,15.17,857.76,357.79,1468.45,2261.68,1\\r\\n6880,1992,44,Male,0,self_employed,1431,2,1634,32,6888.23,6888.23,5824.94,3834.61,0.1,1985.81,0.1,0.1,6888.23,5684.08,0\\r\\n6881,2969,27,Male,0,student,649,2,554,6,9414.71,221.85,1857.7,345.13,24643.04,0.19,16428.76,17428.76,4267.42,905.25,0\\r\\n6882,1524,38,Male,0,self_employed,146,2,2394,11,2036.58,1416.99,1632.42,742.75,536.07,5156.24,1844.27,6662.74,2068.79,1029.64,0\\r\\n6883,4150,44,Male,1,self_employed,409,1,272,3,174.8,5282.45,4610.28,5665.6,11930.19,4073.04,17037.84,250.33,7692.06,4912.51,1\\r\\n6884,2481,27,Female,0,student,909,2,1398,290,3158.5,3158.5,3158.5,3139.48,0.37,0.37,0.37,0.37,3158.5,3158.5,0\\r\\n6885,368,25,Female,0,student,1467,2,191,132,5835.17,5835.17,5873.73,3360.12,0.31,0.31,0.31,43.17,5835.17,5861.44,0\\r\\n6886,2138,55,Male,0,salaried,538,3,760,27,2891.43,3038.32,2827.3,2440.87,714.84,1057.41,714.84,1623.41,3195.88,3705.45,0\\r\\n6887,1341,31,Female,0,salaried,834,2,593,35,668.11,668.11,1888.23,3743.79,0.61,643.47,0.61,3000.61,668.11,1829.4,0\\r\\n6888,3096,67,Female,0,self_employed,1020,3,627,63,1604.63,1524.34,1850.32,1737.68,0.64,0.64,0.64,855.3,1598.9,2127.75,0\\r\\n6889,5248,42,Male,0,salaried,745,2,127,63,21761.27,22274.45,23924.2,13461.71,0.14,0.14,280.14,174.24,21893.29,24182.08,0\\r\\n6890,2636,63,Female,0,retired,578,2,757,5,135.22,1920.93,2360.28,3569.17,1071.54,0.11,2857.26,1428.69,1672.16,2059.18,1\\r\\n6891,3256,46,Female,2,self_employed,1020,1,19,91,3761.92,5785.42,8742.39,5189.11,0.07,0.07,7477.21,7082.98,6713.27,6969.61,1\\r\\n6893,1134,58,Female,0,self_employed,834,1,105,39,4343.14,4458.62,6872.52,8654.87,0.44,315.17,0.44,157.47,4378.98,7459.45,0\\r\\n6894,4050,59,Female,0,self_employed,1020,3,1451,0,1259.9,1542.17,1684.63,1924.22,357.66,29.09,311.36,323.34,1390.51,1704.93,0\\r\\n6895,4062,35,Male,0,self_employed,904,3,412,362,11126.95,11455.52,11016.16,9596.22,0.27,0.27,643.13,0.27,11289.51,11017.73,0\\r\\n6896,649,29,Female,,self_employed,1020,3,212,231,1048.85,1048.85,1787.79,6732.72,0.33,0.33,0.33,4.6,1048.85,1049.41,0\\r\\n6897,2269,41,Female,3,self_employed,1498,2,1637,3,4486.77,11474.48,24980.44,6050.72,7143.04,0.19,11803.5,27236.16,6192.18,17074.08,1\\r\\n6898,2039,66,Female,0,self_employed,904,3,1908,52,3182.69,3578.86,3530.5,1948.29,0.6,12.01,405.89,198.74,3254.69,3691.36,0\\r\\n6899,277,20,Female,,student,995,3,1318,250,2985.76,2980.74,3385.32,1077,0.03,0.03,0.03,9057.17,2982.39,6615.61,0\\r\\n6900,2833,37,Male,2,self_employed,1020,3,411,86,7631.69,7631.69,7630.46,7554.96,0.67,0.67,0.67,0.67,7631.69,7631.69,0\\r\\n6901,2258,58,Female,0,self_employed,665,2,1446,17,4058.04,3950.9,3594.15,2536.2,107.49,641.06,0.34,0.34,4017.4,3454.86,0\\r\\n6902,2968,50,Female,0,self_employed,363,1,269,21,24774.19,40102.77,35190.25,28987.17,2528.9,5000.33,17857.47,0.33,24502.77,39296.31,0\\r\\n6903,1081,7,Male,0,student,1020,1,542,138,1440.47,1440.47,1440.47,1001.29,0.31,0.31,0.31,0.31,1440.47,1440.47,0\\r\\n6904,659,46,Male,0,self_employed,575,2,2645,6,5516.45,6674.31,6677.57,9280.28,160.43,0.29,1685.44,1046.78,5634.95,6718.64,1\\r\\n6905,6415,88,Male,0,retired,318,1,35,21,11497.22,10951.67,9766.61,9175.38,1429.1,1429.1,1856.24,714.81,11708.38,9015.33,0\\r\\n6906,3003,70,Male,2,retired,1294,3,150,93,749.12,1767.85,1797.33,600.13,0.61,0.61,107.13,0.61,973.17,1861.9,1\\r\\n6907,1552,16,Male,0,student,398,3,1780,108,1561.12,1561.12,1561.12,1526.93,0.44,0.44,0.44,0.44,1561.12,1561.12,0\\r\\n6908,3478,90,Male,0,self_employed,1180,2,1330,,33418.93,34427.5,33980.93,32720.21,0.3,0.3,1523.16,0.3,33885.63,34310.82,0\\r\\n6909,1172,24,Female,0,student,875,2,317,6,1520.81,1602.83,2256.63,3181.19,5.4,5.41,87.41,1536.53,1532.2,2128.37,0\\r\\n6910,4107,65,Male,4,self_employed,1363,1,222,19,11143.11,9571.68,9225.95,10213.42,2428.81,1714.53,857.39,0.24,10923.9,8889.65,0\\r\\n6911,4655,49,Male,3,self_employed,52,2,131,33,1848.41,1884.12,1653.5,1658.28,0.67,1366.25,22.1,1143.53,1850.62,1448.47,0\\r\\n6912,4564,39,Male,1,salaried,146,2,4193,49,6376.31,3502.36,2231.13,1367.19,0.59,572.37,241.58,953.18,3597.9,2512.24,0\\r\\n6913,528,61,Female,0,self_employed,759,2,2949,0,3690.94,419.51,2360.83,7144.67,4714.7,6166.9,1450.41,0.41,919.02,4937.93,1\\r\\n6914,4575,41,Male,1,salaried,1525,3,13,12,827.18,1622.95,1822.16,1749.18,1319.54,0.61,1384.79,80.86,1775.58,1470.2,0\\r\\n6915,2395,47,Male,0,self_employed,664,2,2558,40,4779.2,6285.8,4986.12,5160.58,0.43,2857.57,730.86,0.43,5875.8,4752.49,0\\r\\n6916,6127,60,Male,0,salaried,1111,1,651,0,5044.48,6376.8,9613.52,13969.61,23996.66,401.76,16830.19,3696.37,7553.43,8334.62,0\\r\\n6917,1375,41,Female,2,self_employed,102,2,256,25,2768.01,2835.38,2232.35,2144.61,500.06,742.91,3371.26,1099.83,1722.94,1632.49,0\\r\\n6918,1204,49,Female,0,self_employed,834,3,23,5,382,17224.85,8341.7,2707.91,57.31,9140.45,16900.17,0.17,3430.77,12991.33,1\\r\\n6919,843,24,Male,1,self_employed,691,3,3287,21,1806.2,3158.48,3230.35,2700.24,305.24,309.11,1700.39,471.81,3235.88,3244.07,1\\r\\n6920,3262,53,Female,0,self_employed,409,2,395,48,17514.23,17331.88,16416.71,11266.37,0.03,2391.46,10.01,731.16,17447.63,16800.77,0\\r\\n6921,5241,33,Female,0,self_employed,1020,1,2,16,3240.39,2329.36,8476.37,9856.11,484.93,757.41,1312.87,849.85,2287.41,6604.1,1\\r\\n6922,4114,55,Male,3,salaried,491,2,615,304,1755.74,3189,1710.25,803.85,0.63,0.63,22.24,0.63,1953.88,1778.23,0\\r\\n6923,1395,48,Male,0,self_employed,1154,2,1325,109,17263.61,20120.75,19989.39,14051.32,0.14,0.14,2857.29,0.14,19726.66,20120.75,0\\r\\n6924,2976,65,Female,0,self_employed,1096,2,328,135,2220.43,2220.43,2220.43,1136.66,0.61,0.61,0.61,0.61,2220.43,2220.43,0\\r\\n6925,1197,29,Male,0,self_employed,1075,3,1722,200,1818.48,1818.48,1818.48,1806.96,0.47,0.47,0.47,0.47,1818.48,1818.48,0\\r\\n6926,2095,62,Male,0,self_employed,822,2,1513,28,876.58,2004.59,1661.73,1081.24,15.17,229.46,1428.9,5.16,1566.23,1892.23,0\\r\\n6927,542,22,Female,0,student,1459,3,949,229,2302.53,2302.53,2300.02,2278.94,0.39,0.39,0.39,0.39,2302.53,2302.53,0\\r\\n6928,1586,43,Male,1,self_employed,43,2,310,0,2200.66,1953.52,2029.57,5002.51,494.86,247.71,0.57,0.57,2030.22,2033.24,0\\r\\n6929,2116,67,Male,0,self_employed,1096,2,933,26,2141.79,2664.28,2168.55,1859.88,143.23,864.66,643.23,157.51,2557.58,2189.2,0\\r\\n6930,1055,59,Female,0,salaried,409,3,1220,208,2816.89,2816.89,2816.89,2805.86,0.07,0.07,0.07,0.07,2816.89,2816.89,0\\r\\n6931,2235,54,Female,0,self_employed,1111,2,88,,3795.2,3795.2,3795.2,4157.51,0.33,0.33,0.33,0.33,3795.2,3795.2,0\\r\\n6932,1004,28,Male,0,self_employed,1598,2,468,152,1999.97,2357.11,2061.83,1525.81,0.27,0.27,357.41,0.27,1999.97,2357.11,0\\r\\n6933,1935,36,Male,0,salaried,,2,358,7,1606.24,14684.81,15553.16,16665.83,0.23,0.23,13078.6,2071.51,14065.83,15722.15,1\\r\\n6934,3061,53,Female,0,self_employed,44,3,409,196,10140.07,10140.07,5553.28,479.03,0.37,0.37,0.37,0.37,10140.07,6093.98,0\\r\\n6935,1388,25,Female,0,student,649,2,289,47,792.55,3460.4,1908.63,1102.25,0.17,2916.46,2668.03,2668.03,976.54,3380.26,1\\r\\n6936,886,52,Male,1,self_employed,589,3,2624,143,811.52,825.81,1641.82,5401.97,0.16,0.16,0.16,1922.41,821.87,1083.52,1\\r\\n6937,1675,45,Female,0,self_employed,787,3,1691,,2088.28,2088.28,2088.28,2143.27,0.13,0.13,0.13,0.13,2088.28,2088.28,0\\r\\n6938,255,25,Female,,self_employed,1306,3,1479,12,1878.16,1735.3,1651.26,778.91,1724.61,500.33,1581.76,0.33,1863.38,1652.35,0\\r\\n6939,5687,46,Male,0,salaried,334,2,17,3,8659.59,1413.13,5238.79,2706.11,1580.2,4005.26,1198.96,4253.75,8251.67,3092.08,0\\r\\n6940,5094,59,Female,2,self_employed,1020,2,501,184,1621.43,1307.15,1856.93,1812.39,0.07,0.07,357.21,5402.93,1622.42,2586.93,0\\r\\n6941,4022,39,Female,0,self_employed,1494,2,389,18,4545.13,5249.56,5422.19,6362.06,643.14,643.14,1071.71,452.56,5099.71,5353.88,0\\r\\n6942,7090,44,Female,0,self_employed,1020,3,60,,6854.78,6854.78,6854.78,6811.36,0.14,0.14,0.14,0.14,6854.78,6854.78,0\\r\\n6943,2277,40,Female,0,self_employed,1076,2,456,23,2090.23,2057.95,1986,1877.57,785.76,785.76,753.47,753.47,2032.7,1978.78,0\\r\\n6944,1094,34,Male,1,salaried,334,2,1216,273,1045.31,5964.93,4682.58,6279.84,0.31,0.31,4919.93,214.6,1723.88,6144.65,1\\r\\n6945,1211,49,Male,0,self_employed,1096,2,1365,12,13971.25,13118.39,12686.43,11346.52,853.23,853.23,0.37,0.37,13500.71,12733.23,0\\r\\n6946,2467,31,Female,0,self_employed,531,3,573,68,41758.98,42164.96,29975.13,25832.58,0.56,0.56,378.2,410.57,41867.35,30408.97,0\\r\\n6947,5291,45,Male,0,salaried,575,2,280,3,16034.61,15137.28,14635.57,14048.26,8069.69,23426.58,2216.4,23135.27,12927.85,15299.58,0\\r\\n6948,312,43,Male,0,salaried,1020,2,376,0,13370.09,13972.89,14188.53,17159.84,183.52,29.02,713.3,691.16,13514.05,14355.43,0\\r\\n6949,1086,57,Female,0,self_employed,409,2,217,25,1568.49,1568.49,1547.63,1724.64,1428.77,0.2,1428.77,2804.9,1568.49,1558.34,0\\r\\n6950,1736,41,Female,0,salaried,575,2,572,0,4704.48,7665.82,5153.12,2714.88,2429.7,3954.96,3719.61,5283.41,3555.35,7312.36,0\\r\\n6951,1227,90,,0,self_employed,,3,1839,191,1698.61,1698.61,1690.78,1449.64,0.21,0.21,0.21,0.21,1698.61,1698.61,0\\r\\n6952,1884,31,Male,0,self_employed,574,3,265,129,5801.28,5801.28,5801.28,5370.04,0.07,0.07,0.07,0.07,5801.28,5801.28,0\\r\\n6953,3088,67,Female,0,self_employed,1096,2,614,,6579.94,6579.94,6579.94,6538.26,0.63,0.63,0.63,0.63,6579.94,6579.94,0\\r\\n6954,1011,56,Male,0,self_employed,596,2,659,179,4378.2,4378.2,4378.2,4349.38,0.69,0.69,0.69,0.69,4378.2,4378.2,0\\r\\n6955,1903,32,Male,0,self_employed,146,2,1759,,4917.44,4917.44,4917.44,4886.41,0.06,0.06,0.06,0.06,4917.44,4917.44,0\\r\\n6956,5344,36,Female,0,company,,2,3636,59,5303.83,10612.81,7566.48,6366.23,0.36,7143.21,5309.34,0.36,7134.51,10382.4,0\\r\\n6957,2398,44,Female,0,salaried,1096,3,1067,7,7552.47,7776.37,7259.29,5327.28,2363.76,879.31,3202.73,274.33,7279.31,7421.48,0\\r\\n6958,883,79,Female,0,self_employed,1096,1,4279,32,3763.79,3760.1,4683.68,5403.55,0.67,48749.27,0.67,50000.67,3763.41,5263.08,0\\r\\n6959,1756,81,Female,0,retired,822,2,823,17,3219.24,2638.32,2328.15,3527.01,661.21,270.57,0.03,0.03,3001.79,2095.4,0\\r\\n6960,3082,56,Male,0,self_employed,1020,1,145,9,2633.35,182.46,3374.06,2909.2,15225.57,23457.7,360.4,10429.73,1376.92,3315.94,0\\r\\n6961,1676,74,Female,0,self_employed,334,2,141,38,19554.78,16174.21,18804.3,19103.34,0.54,10151.08,214.83,12857.69,17603.43,19928.64,0\\r\\n6962,954,13,Male,0,student,1525,3,276,262,3022.13,3022.13,3022.13,2999.71,0.01,0.01,0.01,0.01,3022.13,3022.13,0\\r\\n6963,1689,59,Female,1,self_employed,623,3,218,42,6912.67,5806.96,6950.78,3013.87,0.49,0.89,1180.49,7568.19,6791.79,8206.1,0\\r\\n6964,4017,43,Male,0,salaried,578,3,264,30,3920.57,3573.57,3857.28,4981.22,0.26,2057.4,619.29,2270.96,4072.67,4367.93,1\\r\\n6965,2739,35,Female,0,self_employed,409,3,272,32,5775.21,5775.21,5775.19,4028.64,0.16,0.18,0.16,0.16,5775.21,5775.18,0\\r\\n6966,4701,46,Female,0,self_employed,,3,94,13,910.54,1446.25,1624.85,1771.21,107.69,107.69,929.11,714.83,1018.91,1850.63,0\\r\\n6967,2312,40,Female,0,self_employed,334,2,444,175,5646.04,5646.04,5646.04,5646.96,0.47,0.47,0.47,0.47,5646.04,5646.04,0\\r\\n6968,628,21,Male,,student,1020,1,12,138,1428.21,1784.51,1700.6,1763.46,0.04,0.04,0.04,0.04,1514.51,1869.48,0\\r\\n6969,502,24,Female,0,salaried,1096,1,503,,1460.22,451.62,3470.74,2536.34,0.19,0.19,346.18,7241.34,652.76,5569.51,0\\r\\n6970,622,58,Female,0,self_employed,1020,1,2,,2747.07,2747.07,2747.07,2274.56,0.3,0.3,0.3,0.3,2747.07,2747.07,0\\r\\n6971,2379,38,Female,0,self_employed,15,2,69,23,3094.32,4566.87,5466.81,11581.97,846.74,1106.46,3513.51,18625.74,2883.51,4548.58,1\\r\\n6972,2683,51,Male,0,salaried,1020,1,542,0,5328.02,5822.09,4397.46,7265.42,5272.37,4723,6622.71,3533.17,4365.9,3425.74,0\\r\\n6973,675,64,Female,0,self_employed,1020,2,1471,,1967.27,1967.27,1967.27,1951.84,0.13,0.13,0.13,0.13,1967.27,1967.27,0\\r\\n6974,4135,72,Male,0,self_employed,702,3,385,243,3803.58,3452.19,3566.48,3405.38,0.03,0.03,0.03,0.03,3803.58,3452.19,0\\r\\n6975,1584,52,Female,3,self_employed,334,2,136,19,8175.53,6549.46,6020.74,1620.58,7284.89,6230.61,5080.96,533.54,9387.2,6057.9,0\\r\\n6976,1394,43,Male,0,self_employed,1589,1,2444,,1960.04,1960.04,1960.04,1947.63,0.33,0.33,0.33,0.33,1960.04,1960.04,0\\r\\n6977,1360,74,Male,0,retired,325,3,1967,154,3282.92,3102.66,3158.68,3418.21,0.59,0.59,0.59,0.59,3251.84,3104.96,0\\r\\n6978,287,61,Female,0,salaried,649,1,987,5,158.35,245.02,18357.3,31184.02,721.33,43054.94,80.5,12872.17,482.2,23476.51,1\\r\\n6979,196,62,Female,0,self_employed,272,3,267,9,23083.76,72.71,4509.9,6978.82,84512.93,0.24,31571.67,0.24,13190.64,72.71,1\\r\\n6980,1320,34,Female,0,salaried,1525,2,814,226,1386.95,1372.67,1451.07,1337.91,0.11,0.11,0.11,0.11,1468.24,1446.47,0\\r\\n6981,705,31,Male,0,salaried,575,3,616,,2861.71,2747.42,1636.19,1912.98,0.06,0.06,0.06,0.06,2775.01,1014.21,0\\r\\n6982,2097,32,Male,0,salaried,,2,1840,17,4168.48,3642.58,4499.32,4237.06,526.27,0.37,0.37,1214.66,3969,4266.55,0\\r\\n6983,287,16,Female,,student,623,1,53,283,1950.19,1950.19,1950.19,1941.17,0.56,0.56,0.56,0.56,1950.19,1950.19,0\\r\\n6984,1033,58,Male,2,self_employed,466,3,2908,55,4404.44,4595.48,4219.23,3045.47,0.6,139.17,572.03,0.6,4635.46,4328.92,0\\r\\n6985,1486,54,Male,2,self_employed,334,2,2404,17,9963.91,5826.94,3722.16,5860,4621.77,5687.69,0.69,7.83,8050.22,2064.2,0\\r\\n6986,1480,72,Female,0,self_employed,334,1,3923,76,7148.42,7217.33,7982.8,12551.05,0.5,0.5,69.41,1420.46,7155.55,7853,0\\r\\n6987,701,29,Female,,salaried,1503,3,2115,357,14322.11,14322.11,16511.05,17797.12,0.64,0.64,0.64,3572.07,14322.11,17317.51,0\\r\\n6988,1112,39,Female,0,self_employed,1096,2,1358,,1585.86,1585.86,1585.86,1575.81,0.06,0.06,0.06,0.06,1585.86,1585.86,0\\r\\n6989,1852,65,Male,0,self_employed,575,3,1717,35,2375.01,3277.56,3515.73,3674.21,0.26,11829.35,914.54,12285.97,2526.68,3550.87,0\\r\\n6990,1348,81,Male,0,retired,706,3,2388,239,3458.92,3458.92,3458.92,3447.3,0.17,0.17,0.17,0.17,3458.92,3458.92,0\\r\\n6991,311,40,Female,0,self_employed,1111,1,553,7,6510.44,6232.63,6146.21,4790.99,306.79,307.16,0.4,143.26,6338.3,6084.24,0\\r\\n6993,1852,61,Male,0,salaried,415,3,721,,1837.8,1837.8,1916.45,3351.7,0.7,0.7,0.7,343.56,1837.8,1902.31,0\\r\\n6994,1922,70,Male,0,retired,649,3,987,42,498.81,498.81,1573.71,4537.76,0.16,51.49,0.16,2285.87,498.81,1489.1,0\\r\\n6995,4018,33,Female,0,salaried,146,1,1843,18,36539.12,39488.12,39834.86,28454.3,1336.84,14.41,0.13,1336.84,38255.73,40658.8,0\\r\\n6996,3160,44,Male,3,salaried,15,2,383,0,12696.09,11152.25,8917.76,5967.89,2015.94,3462.72,302.1,1484.81,10957.55,8350.23,0\\r\\n6997,4113,57,Female,3,self_employed,1020,2,410,145,2187.62,2209.76,2651.39,2523.51,0.24,0.24,22.38,857.39,2207.47,2679.81,0\\r\\n6998,2452,53,Female,0,self_employed,623,3,696,19,370.84,3918.29,3482.46,1612.25,2714.67,0.39,6511.81,500.39,3584.86,3964.26,0\\r\\n6999,952,44,Male,0,self_employed,1111,3,1223,61,1918.25,3494.94,3641.33,625.54,0.43,0.43,570.2,12653,2761.73,4538.61,0\\r\\n7000,1432,47,Male,0,self_employed,745,3,1475,94,58.13,450.27,2204.52,299.29,0.04,0.04,4.33,4508.61,58.13,1224.46,1\\r\\n7001,1377,71,Male,1,self_employed,,2,1233,14,50484.28,46105.2,48818.84,52912.79,7072.1,1.08,1458.34,5147.46,47671.92,47360.9,0\\r\\n7002,1227,52,Male,0,self_employed,745,2,2006,0,1765.36,2065.93,4113.97,2372.83,7500.14,6428.71,7800.71,5714.43,1929.24,1811.28,0\\r\\n7003,1143,36,Female,0,self_employed,575,2,82,18,947.31,1834.91,1474.24,1623.34,173.03,173.03,7143.03,0.17,1127.71,1531.06,1\\r\\n7004,1462,37,Female,0,self_employed,531,3,926,296,2127.7,2125.45,2124.93,2107.49,0.29,0.29,0.29,0.29,2126.54,2125.45,0\\r\\n7005,2728,29,Female,0,self_employed,355,3,214,192,2662.59,2948.3,2824.09,2512.57,0.14,0.14,143,1143,2815.3,3266.28,1\\r\\n7006,1605,21,Female,0,student,1020,2,86,11,1932.98,5195.67,2025.08,4390.49,1097.27,4005.97,18857.91,15243.63,2661.56,1452.27,0\\r\\n7007,1310,65,Male,0,self_employed,957,2,2701,340,1610.86,1610.86,1933.44,3020.18,0.64,0.64,0.64,429.21,1610.86,1666.16,0\\r\\n7008,2152,52,Female,1,self_employed,1589,1,1241,21,1354.03,15320.59,19560.16,14814.64,11638.61,13798.61,25605.17,19223.99,10573.7,28558.31,0\\r\\n7009,1504,23,Male,0,student,146,3,133,10,2573.96,1881.76,2092.95,1344.48,643.33,321.9,286.19,333.31,2311.6,2086.34,0\\r\\n7010,2487,40,Female,0,self_employed,630,2,36,205,1557.47,1557.47,1557.47,1547.92,0.2,0.2,0.2,0.2,1557.47,1557.47,0\\r\\n7011,647,45,Male,,self_employed,656,3,1584,59,24073.92,24073.92,23957.17,21616.47,0.24,4285.96,0.24,1428.81,24073.92,24857.33,0\\r\\n7012,1260,49,Female,0,self_employed,146,2,1748,58,2656.15,1670.43,2765.23,3240.56,0.07,857.21,0.07,10645.24,2078.31,995.78,0\\r\\n7013,4347,71,Female,4,self_employed,1004,2,307,,3727.67,3727.67,3727.67,3704.06,0.01,0.01,0.01,0.01,3727.67,3727.67,0\\r\\n7014,3989,48,Female,0,self_employed,409,2,395,31,7108.33,7102.7,6586.81,5619.69,0.63,800.63,0.63,0.63,7106.18,6354.23,0\\r\\n7015,795,40,Female,0,self_employed,1020,1,836,0,31973.73,27763.97,25408.66,24539.15,47106.87,1429.11,42897.11,818.81,31201.11,27640.79,1\\r\\n7016,3962,49,Male,0,self_employed,15,1,668,26,2437.35,2227.86,4885.26,9641.52,6493.47,11864.9,2279.61,49880.61,4062.68,5490.88,0\\r\\n7017,1473,36,Male,2,salaried,1020,1,424,4,3364.57,3709.5,3695.8,3615.03,8718.82,5689.56,5889.08,4504.71,5053.43,3258.63,0\\r\\n7018,6085,79,Male,0,self_employed,630,3,36,7,7697.94,7557.94,7483,3091.67,140.12,125.83,0.11,0.11,7600.11,7450.02,0\\r\\n7019,392,58,Female,,self_employed,1096,2,1203,41,1745.73,1745.73,1526.83,902.22,0.07,214.36,0.07,0.07,1745.73,1614.39,0\\r\\n7020,407,53,Male,0,self_employed,617,2,2306,154,8120.59,8484.14,8359.27,8628.7,0.1,0.1,442.96,0.1,8073.41,8496.58,0\\r\\n7021,675,25,Female,,self_employed,1472,2,505,60,4243.91,4243.91,3836.07,2939.45,0.44,0.44,0.44,0.44,4243.91,4243.91,1\\r\\n7022,5550,41,Male,1,self_employed,656,2,1332,202,8306.79,8306.79,8312.87,8293.81,0.57,0.57,0.57,14.9,8306.79,8310.53,0\\r\\n7023,1315,48,Male,0,self_employed,15,1,461,23,22.03,2.03,2467.61,9194.12,4407.54,30555.8,14553.96,18183.66,407.78,5017.57,0\\r\\n7024,3538,41,Female,0,self_employed,1020,2,145,47,4523.65,8213.88,3895.87,85.27,0.41,714.7,6428.99,4643.27,9270.61,2041.53,0\\r\\n7025,5073,53,Female,0,self_employed,1589,2,382,11,656.37,656.37,2805.13,10480.78,4285.96,1416.69,4285.96,975.99,804.15,908.53,0\\r\\n7026,3302,39,Female,0,self_employed,146,2,53,75,3405.65,3681.08,3813.38,2701.6,0.11,0.11,961.61,1616.87,3626.4,3958.29,0\\r\\n7027,3460,63,Male,0,salaried,623,3,4078,24,7173.49,6459.2,6510.85,5655.97,714.59,0.3,0.3,0.3,7074.97,6459.2,0\\r\\n7028,3076,57,Male,0,salaried,834,2,8,3,1554.31,2700.74,3327.24,5296.53,1912.86,2337.51,3012.76,889.02,1611.88,1649.17,0\\r\\n7029,6124,81,Male,0,retired,318,2,107,,2069.37,2069.37,2072.48,7891.55,0.53,0.53,0.53,0.53,2069.37,2073.8,1\\r\\n7030,2970,38,Female,0,salaried,1096,2,92,,4355.57,4355.57,4355.57,5983.94,0.4,0.4,0.4,0.4,4355.57,4355.57,0\\r\\n7031,1646,61,Male,0,self_employed,575,3,583,69,2092.82,2199.29,1793.92,150.56,0.46,0.46,106.93,594.33,2092.82,2372.24,0\\r\\n7032,2365,41,Female,0,self_employed,1046,2,3632,144,3246.74,3046.74,3243.3,3747.43,0.43,0.43,0.43,0.43,3184.67,3201.57,0\\r\\n7033,1238,28,Male,1,self_employed,1171,1,328,0,1406.53,8910.74,8158.46,5708.73,97.21,186.36,44631.36,39043.5,4802.06,10251.26,1\\r\\n7034,741,58,Male,0,salaried,,1,1857,1,4626.59,5427.97,5228.17,5970.99,625.75,681.6,1590.13,2006.89,4805.42,5229.01,0\\r\\n7035,1227,37,Male,0,salaried,1648,3,935,49,1945.25,2451.15,2347.16,2513.31,0.16,428.74,5.97,400.87,1962.92,2630.16,0\\r\\n7036,4892,55,Male,0,self_employed,1020,1,19,6,860.29,1389.27,1838.86,2737.37,1068.99,91.51,1475.5,748.47,1356.33,1731.35,0\\r\\n7037,6655,48,Male,0,self_employed,965,2,1221,12,8199.74,8417.18,8274.43,8029.63,725.36,0.49,848.2,27.31,8001.94,8423.51,0\\r\\n7038,606,24,Female,0,student,409,2,1668,100,3920.49,4155.48,4152.71,1595.8,0.23,0.23,75.22,10.94,4074.47,4158.94,0\\r\\n7039,2723,34,Male,0,salaried,1096,3,27,21,1490,1180.59,1550.95,1542.73,972.37,721.51,402.83,537.09,1328.22,1384.09,0\\r\\n7040,960,23,Male,0,self_employed,952,2,3350,25,252.44,235.3,1648.47,3079.74,17.33,17.33,0.19,2874.47,250.67,1617.79,1\\r\\n7041,1762,40,Female,0,self_employed,180,2,187,104,2201.23,4056.91,4394.01,8757.57,0.47,0.47,1973.04,500.47,3364.92,4202.97,1\\r\\n7042,4864,60,Male,2,salaried,848,3,1846,91,17011.23,17011.23,17120.83,13921.97,0.44,0.44,0.44,0.44,17011.23,17011.23,1\\r\\n7043,1036,37,Female,0,self_employed,1111,2,3,202,2765.63,3487.73,3434.2,3461.69,0.47,0.47,665.42,1423.71,2873.45,3199.98,0\\r\\n7044,276,23,Male,0,student,1033,3,4072,3,2487.58,1663.77,2062.29,2305.06,1643.17,643.17,275.24,316.31,1836.78,1908.07,0\\r\\n7045,5897,83,Female,0,self_employed,146,3,41,2,3212.52,2686.92,3740.54,4865.6,85,37.81,143.2,571.77,2944.73,2901.57,0\\r\\n7046,712,78,Male,0,retired,146,2,2710,49,749.41,249.41,3536.13,3406.36,0.69,6270.24,0.69,13214.97,714.93,2699.32,1\\r\\n7047,6856,76,Male,0,,1096,3,1220,7,2451.58,1737.29,1827.9,2013.51,714.97,0.69,0.69,0.69,1934.34,1737.29,0\\r\\n7048,1685,42,Male,0,self_employed,409,2,1352,28,2484.2,21570.96,13234.79,1124.75,928.9,16700.33,1438.09,3848.1,3615.5,35158.08,1\\r\\n7049,2725,40,Female,0,salaried,834,3,1015,4,3555.74,1984.36,2141.73,1772.14,1240.08,976.3,210.51,537.63,2993.84,1696.14,0\\r\\n7050,1805,36,Female,0,self_employed,409,3,1663,,4564.52,4562.3,4567.67,4550.71,0.69,0.69,0.69,0.69,4563.45,4560.65,0\\r\\n7051,3005,71,Male,1,retired,1046,2,102,101,4848.85,6603.91,6168.76,7030.98,0.67,0.67,1755.57,17.17,5436.47,6614.54,0\\r\\n7052,4736,52,Female,0,self_employed,1232,2,149,5,16170.8,1205.38,2189.65,9700.33,15585.72,314.91,255.2,472.06,3701.8,1265.92,0\\r\\n7053,2188,37,Female,0,self_employed,1494,3,955,251,4509.7,4509.7,4509.7,4484.6,0.63,0.63,0.63,0.63,4509.7,4509.7,0\\r\\n7055,2734,26,Female,0,student,318,2,435,19,806.52,9093.66,1722.55,869.65,286.14,8780.52,8573.29,1.14,2777.16,1868.21,1\\r\\n7056,464,33,Male,0,self_employed,1294,2,2870,26,31819.89,32060.22,25782.44,10133.4,0.41,24.47,29.07,2753.67,31898.75,26292.72,0\\r\\n7057,3385,44,Male,0,self_employed,1624,1,2691,105,6583.22,6581.27,6553.2,4433.82,0.64,0.64,0.64,0.64,6581.54,6547.59,0\\r\\n7058,1462,42,Male,2,self_employed,363,2,2231,55,3036.67,2964.35,3330.47,3434.76,0.66,72.99,0.66,714.94,3031.68,3367.43,0\\r\\n7059,1459,44,Male,0,self_employed,217,3,2385,41,3113.88,3113.88,1913.08,959.18,0.41,2857.56,0.41,0.41,3113.88,1658.44,0\\r\\n7060,367,70,Male,,self_employed,1494,2,3068,27,1722.5,1618.4,1604.38,967.17,104.23,104.5,0.13,0.13,1718.91,1615.03,0\\r\\n7062,3812,90,Male,0,self_employed,938,3,1344,3,5106.45,5061.37,5152.54,5171.26,90.55,0.39,0.39,143.24,5067.59,5185.8,0\\r\\n7063,1391,63,Male,0,retired,1020,3,1425,9,54.09,73.33,1487.48,367.94,15195.5,7133.2,18071.89,6786.17,3747.36,64.62,0\\r\\n7064,1379,49,Male,0,retired,243,2,2585,,4103.84,4103.84,4103.84,4077.84,0.36,0.36,0.36,0.36,4103.84,4103.84,0\\r\\n7065,2722,44,Male,0,salaried,1477,2,850,117,3488.56,3778.16,3847.93,4627.93,0.54,0.54,247.29,390.14,3554.03,3900.1,0\\r\\n7066,1454,53,Female,0,self_employed,491,3,678,30,7773.61,7020.6,7233.77,6216.63,0.06,1128.94,0.06,1117.14,7702.08,7033,0\\r\\n7067,870,62,Male,2,self_employed,1096,2,391,54,5212.76,6171.97,5912.72,5451.55,0.43,857.57,857.57,857.57,5359.32,6141.04,0\\r\\n7068,4489,13,Male,0,self_employed,1020,1,19,,3808.33,3808.33,3808.33,3784.2,0.27,0.27,0.27,0.27,3808.33,3808.33,0\\r\\n7069,1909,33,Female,0,self_employed,1420,3,3707,0,4732.58,3875.43,3432.37,2122.29,1000.27,2657.41,0.27,2285.99,3848.34,3573.81,0\\r\\n7070,1347,33,Male,0,self_employed,334,2,124,40,2977.16,3876.58,3894.58,3500.96,0.21,89.5,1124.64,460.07,3630.56,3977.58,0\\r\\n7071,1606,45,Male,2,self_employed,409,1,272,12,2737.13,23437.95,22819.48,21918.6,144.99,0.66,849.59,651.51,20133.43,22980.65,1\\r\\n7072,5655,66,Male,0,student,649,1,54,102,13140.8,13096.18,13110.54,2556.25,0.6,0.6,0.6,0.6,13139.26,13096.18,0\\r\\n7073,2442,42,Male,2,salaried,623,2,545,,7066.26,7066.26,7066.26,7021.5,0.59,0.59,0.59,0.59,7066.26,7066.26,0\\r\\n7074,3356,47,Male,0,self_employed,1347,3,37,90,6205.91,7907.05,8451.79,3749.33,0.36,0.36,272.93,971.31,7442.55,8251.34,0\\r\\n7076,4844,55,Male,2,self_employed,15,2,49,47,2699.06,3404.46,2874.5,3428.11,0.5,1109.62,0.5,143.36,1963.46,3534.92,0\\r\\n7077,1159,24,Male,0,student,334,2,4,41,5015.29,4496,4759.51,4947.87,0.57,182.77,130.42,3536.34,4805.25,4348.93,0\\r\\n7078,817,28,Female,0,self_employed,1271,3,101,11,3229.31,1922.19,2088.65,1520.72,2164.39,107.24,857.27,142.99,2354.69,1980.95,0\\r\\n7079,1746,38,Female,0,salaried,1020,2,1865,31,6782.57,1481.12,2918.21,6075.65,0.59,1714.87,8713.57,1556.43,5247.76,1515.39,0\\r\\n7080,1787,76,Male,0,self_employed,1232,3,1793,222,2665.53,2665.53,2665.53,2652.33,0.44,0.44,0.44,0.44,2665.53,2665.53,0\\r\\n7081,2467,59,Male,1,self_employed,409,2,217,48,9240.61,10780.57,7648.19,23643.7,0.26,12152.61,892.03,4907.26,9570.42,9917.03,0\\r\\n7083,1370,48,Female,0,self_employed,486,3,2408,21,41041.8,36934.66,39951.3,32258.47,4107.57,2500.43,0.43,0.43,40512.25,40701.94,1\\r\\n7084,3191,47,Female,0,self_employed,334,2,10,14,145.62,4969.31,2464.6,940.15,144.29,6924.29,0.37,0.37,1786.83,3817.61,1\\r\\n7085,3955,49,Female,0,salaried,575,2,440,23,1187.61,1279.18,2762.34,4763.59,10000.26,5714.54,11101.81,7469.13,1871.33,2964.8,0\\r\\n7086,4749,58,Male,0,salaried,1020,3,85,5,12384.81,12433.63,11465.7,5273.79,8597.69,8466.29,146.1,319.1,12602.82,12542.57,0\\r\\n7088,514,26,Male,0,self_employed,15,3,3904,13,1004.75,1681.49,1534.28,1133.42,464.6,414.11,427.06,178.6,1651.2,1617,1\\r\\n7089,221,25,Male,0,self_employed,374,3,2626,28,923.22,2310.1,4041.46,3717.18,3572.03,0.6,5958.91,2460.31,3329.5,3642.94,1\\r\\n7090,5014,90,Female,0,self_employed,15,2,783,0,2497.42,2451.38,2451.9,2409.88,57.66,0.1,0.1,0.1,2452.96,2451.38,0\\r\\n7091,4402,62,Male,2,salaried,834,3,277,21,1299.59,3899.55,1624.62,1003.91,24750.24,3194.75,50101.17,1457.29,1999.8,1867.33,0\\r\\n7092,4113,46,Female,0,self_employed,1149,2,373,3,10751.15,10463.2,8367.16,12323.21,285.76,4000.04,0.04,315.44,10503.69,7799.63,0\\r\\n7093,355,33,Male,0,self_employed,1314,3,1059,124,8393.89,8393.89,8393.89,5896.89,0.03,0.03,0.03,0.03,8393.89,8393.89,0\\r\\n7094,640,37,Female,0,self_employed,1467,2,2939,13,3450.17,2164.46,2369.05,2146.26,1286.27,0.56,0.56,0.56,2785.15,2161.11,0\\r\\n7095,3296,66,Male,0,retired,1565,2,63,44,1798.47,1940.04,1644.45,1438.17,0.1,747.57,0.1,285.81,1839.14,1670.7,0\\r\\n7096,3349,62,Male,0,self_employed,1096,2,248,3,14371.49,115.88,2840.08,1994.29,21428.63,0.06,7173.01,28.54,8229.42,126.9,0\\r\\n7097,3233,45,Male,4,self_employed,1004,2,307,5,3275.19,418.05,3839.05,3694.65,2857.64,0.5,0.5,0.5,1009.18,416.12,0\\r\\n7099,1815,38,Male,0,self_employed,830,2,2016,39,2458.91,2501.77,2557.17,4708.93,0.01,5770.23,0.01,5723.33,2460.39,2674,0\\r\\n7100,447,35,Female,0,self_employed,763,3,1584,73,5034.88,5760.9,5670.72,6902.93,0.44,0.44,729.01,0.44,5509.92,5760.9,0\\r\\n7101,6381,64,Male,0,self_employed,1096,2,92,137,6824.42,7694.42,7486.49,7614.53,0.69,0.69,870.69,0.69,7070.63,7694.42,0\\r\\n7102,2672,65,Female,0,self_employed,15,2,49,0,9054.93,1873.25,1897.77,3928.94,7143.53,8332.77,0.67,7857.81,2140.5,2173.37,0\\r\\n7103,1029,60,Male,2,self_employed,409,2,1347,0,24635.15,28875.36,25589.35,16150.14,516.51,13282,11177.78,3457.24,24301.41,25134.35,0\\r\\n7104,4729,63,Female,0,self_employed,1322,3,2516,63,1408.23,1598.4,1685.04,2581.12,0.13,0.13,190.3,64.49,1510.8,1621.22,0\\r\\n7105,2139,24,Female,0,self_employed,146,2,1752,10,1760.22,3237.36,3917.34,5439.99,76.07,1660.86,1509.31,3167.84,1824.66,5288.27,0\\r\\n7106,1188,34,Male,0,salaried,607,3,934,11,1962.3,1956.97,1930.55,1304.06,1415.9,718.22,46.29,0.33,1581.07,1708.21,0\\r\\n7107,615,21,Female,0,student,623,2,1995,77,1510.1,1510.1,1535.46,809.47,0.09,0.09,0.09,167.63,1510.1,1541.11,0\\r\\n7108,4294,64,Male,0,self_employed,980,2,285,74,14869.52,13083.69,13697.29,17964.84,0.31,0.31,42.46,541.74,13934.73,13536.69,0\\r\\n7109,808,36,Female,0,salaried,146,2,75,12,7021.17,6192.6,6985.57,6601.28,1029.2,2057.77,200.63,3957.77,6508.85,7118.4,0\\r\\n7110,986,29,Male,2,salaried,905,3,1832,178,383.48,385.3,1448.42,921.76,0.37,0.37,343.53,343.53,113.81,411.95,1\\r\\n7111,2211,40,Male,0,self_employed,1494,3,1708,118,237.03,4077.25,4420.97,2500.63,0.01,0.01,3613.96,360.01,2759.33,4090.37,1\\r\\n7112,1250,31,Male,3,self_employed,617,3,2883,18,9473.27,8349.45,11191.41,13050.51,1272.13,0.7,862.6,4434.03,9224.17,11133.48,0\\r\\n7113,4774,51,Male,0,self_employed,1020,2,159,12,1650.22,7769.72,5681.82,4570.87,2455.99,244.69,0.4,0.4,3930.31,7428.42,1\\r\\n7114,529,31,Male,0,salaried,1195,2,1331,12,13195.17,11084.6,10654.74,9034.78,2857.31,2857.31,961.03,0.17,12033.01,10052.34,0\\r\\n7115,725,42,Female,0,salaried,1145,3,459,45,3304.67,3306.1,6231.45,4239.23,0.03,565.96,1.46,6071.46,3305.31,6576.63,1\\r\\n7116,3200,22,Female,0,student,1020,2,540,12,2590.41,2253.67,2413.06,1986.79,354.16,173.59,17.41,141.36,2453.48,2286.31,0\\r\\n7117,5197,60,Female,0,self_employed,1232,1,7,,2006.43,2006.43,2006.43,1993.72,0.09,0.09,0.09,0.09,2006.43,2006.43,0\\r\\n7118,2667,50,Female,0,self_employed,834,1,14,28,987.17,487.17,1594.23,1984.86,500.13,428.7,0.13,1867.6,987.17,1864.83,1\\r\\n7119,1850,89,Female,0,retired,1096,3,1361,0,1410.02,3741.1,6033.05,5316.16,143.49,0.63,7143.49,5714.91,7035.27,4212.83,0\\r\\n7120,2218,83,Female,0,self_employed,1020,1,1201,58,4780.12,20817.34,13003.35,9176.4,0.44,11665.2,16563.21,76.6,9600.49,19842.8,1\\r\\n7121,2799,39,Male,0,salaried,575,2,616,166,14246.61,16383.83,16068.93,13660.68,0.33,0.33,0.33,0.33,14983.91,17996.6,0\\r\\n7122,1417,30,Male,0,self_employed,1090,3,1735,220,4752.53,4807.78,4917.59,5061.31,0.14,0.14,143,143,4851.06,4863.08,0\\r\\n7123,503,49,Female,,self_employed,1096,1,3,68,1601.93,1673.35,6235.27,5069.02,0.59,0.59,72.01,72.01,1601.93,5846.64,0\\r\\n7124,2526,56,Male,5,self_employed,1076,2,1246,13,309.86,447.43,5148.98,1989.53,14286.21,357.64,0.5,0.5,1385.91,258.49,1\\r\\n7125,1376,35,Female,0,salaried,146,3,184,245,425,1568.34,1466.64,1528.43,0.61,0.61,1325.9,244.25,1113.5,1605.05,0\\r\\n7126,1432,79,Female,0,retired,1020,1,490,0,53206.79,31178.22,29832.77,16633.77,29242.91,6980.72,7214.34,0.06,31937.83,29376.76,0\\r\\n7127,1693,46,Female,0,self_employed,327,3,1962,56,1749.94,1749.94,1700.79,1667.72,0.47,143.33,0.47,0.47,1749.94,1736.12,0\\r\\n7128,471,33,Male,,self_employed,409,2,2649,122,1673.55,1673.55,1666.18,799.84,0.03,0.03,0.03,0.03,1673.55,1673.55,0\\r\\n7129,4978,90,,0,self_employed,834,2,8,39,3340.75,3340.75,3722.88,3455.64,0.49,7006.84,0.49,0.49,3340.75,4350.23,0\\r\\n7130,404,33,Female,,salaried,623,2,126,333,2630.67,2630.67,2630.67,2614.03,0.03,0.03,0.03,0.03,2630.67,2630.67,0\\r\\n7131,1823,29,Male,0,self_employed,15,3,888,13,1417.11,484.08,1456.24,1224.21,1469.26,686.47,557.66,1712.88,909.08,1075.02,0\\r\\n7132,4471,34,Male,0,self_employed,61,2,1367,75,3301.58,3301.58,2896.05,624.45,0.19,0.19,0.19,143.04,3301.58,3324.62,0\\r\\n7133,2912,45,Male,0,self_employed,1271,3,101,0,2650.87,2850.87,2463.27,2400.19,428.87,736.01,628.87,164.59,2438.06,2276.25,0\\r\\n7134,233,22,Male,0,student,494,2,604,17,17.2,741.38,30345.23,0.57,643.43,100700.57,1510.47,100700.57,313.3,10106.82,0\\r\\n7135,1135,86,Female,0,self_employed,1111,3,666,,1802.47,1802.47,1802.47,1851.14,0.39,0.39,0.39,0.39,1802.47,1802.47,0\\r\\n7136,2265,81,Male,1,retired,822,2,1512,15,14408.91,14120.06,14761.58,26759.68,333.09,315.5,57.03,48.16,14286.24,14122.05,1\\r\\n7137,2135,43,Male,5,self_employed,1643,2,872,90,4866.63,5136.67,5153.95,5551.11,0.1,0.1,140.57,140.57,4911.32,5170.49,0\\r\\n7138,892,54,Male,0,self_employed,578,2,2721,61,2483.42,2497.71,2729.41,1215.13,0.3,0.3,0.3,465.77,2483.42,2752.85,0\\r\\n7139,3947,37,Female,0,self_employed,1084,2,540,231,1584.74,1584.74,1584.74,1574.75,0.04,0.04,0.04,0.04,1584.74,1584.74,0\\r\\n7140,464,70,Male,,self_employed,575,2,3520,236,8846.7,8846.7,8846.7,8806.51,0.47,0.47,0.47,0.47,8846.7,8846.7,0\\r\\n7141,2248,7,Male,0,student,1020,1,80,61,1488.51,1488.51,1466.23,1408.11,0.54,0.54,0.54,0.54,1488.51,1488.51,0\\r\\n7142,2133,80,Female,0,self_employed,1096,1,92,61,3149.21,3256.92,7057.47,1082.59,0.34,0.34,108.06,0.34,3219.78,3256.92,1\\r\\n7143,5178,60,Male,0,salaried,409,1,43,0,5284.78,9498.03,9660.37,15507.06,2991.69,9173.39,62.07,68.66,7819.5,4679.88,0\\r\\n7144,843,47,Male,,self_employed,905,2,1832,,12287.19,12287.19,12287.19,12209.35,0.1,0.1,0.1,0.1,12287.19,12287.19,0\\r\\n7145,734,24,Male,0,self_employed,50,2,2174,21,1599.77,1511.2,4891.33,6323.07,143.13,900.27,51.7,7166.41,1580.06,6352.44,1\\r\\n7146,1171,31,Male,0,self_employed,1542,2,1953,35,5246.3,5246.3,4306.4,12985.3,0.13,1589.41,0.13,0.13,5246.3,4015.89,0\\r\\n7147,402,33,Male,,self_employed,329,3,2651,63,1440.96,2169.53,2059.95,2676,0.39,0.39,1228.96,564.67,1721.75,2228.94,0\\r\\n7148,3867,60,Female,0,self_employed,485,3,1296,54,27.42,10.28,2114.33,1593.34,0.49,98557.63,0.49,0.49,19.15,3191.66,1\\r\\n7149,1131,51,Male,,self_employed,,3,2068,,4411.93,4983.36,4878.27,7229.51,0.49,0.49,571.91,0.49,4668.09,4983.36,0\\r\\n7150,1407,56,Female,0,self_employed,409,2,287,4,2112.04,3783.38,2194.82,491.79,581.93,1450.63,2247.73,892.66,2682.92,2702.51,0\\r\\n7151,1283,29,Female,0,salaried,649,2,289,244,1551.95,2266.23,2377.47,2081.67,0.34,0.34,714.63,0.34,1724.36,2266.23,0\\r\\n7152,1250,40,Female,0,self_employed,623,2,365,259,29840.8,29840.8,29768.61,21750.64,0.51,0.51,0.51,71.94,29840.8,29843.11,0\\r\\n7154,3162,37,Female,0,self_employed,574,2,265,356,1568.31,1279.02,1616.96,1698.63,0.44,0.44,571.87,1000.44,1600.3,1543.03,0\\r\\n7155,3257,38,Male,0,self_employed,817,2,738,88,2640.81,2640.81,2641.42,4447.76,0.31,0.31,0.31,0.31,2640.81,2640.81,0\\r\\n7156,276,51,Female,0,self_employed,1232,3,882,62,100.67,1898.32,1890.05,59.25,0.44,0.44,1840.87,4384.1,210.56,4661,1\\r\\n7157,2504,45,Female,0,self_employed,1084,3,764,56,793.43,2222.08,1498.92,1223.23,0.01,142.87,5.73,0.01,1335.34,2079.37,0\\r\\n7158,4385,48,Male,0,self_employed,224,2,137,256,1642.13,2259.4,2230.42,392.02,0.43,0.43,643.3,336.23,2058.66,2540.32,0\\r\\n7159,2636,40,Female,0,self_employed,1437,2,1063,,1697.5,1697.5,1722.08,1965.62,0.07,0.07,0.07,0.07,1697.5,1697.5,0\\r\\n7160,1190,4,Male,0,student,1020,3,60,,1462.06,1462.06,1462.06,1453.67,0.34,0.34,0.34,0.34,1462.06,1462.06,0\\r\\n7161,1681,90,,0,self_employed,258,2,1429,11,481,634.46,1947.25,658.04,1506.8,11897.04,1142.9,11785.76,1085.09,3717.67,0\\r\\n7162,1984,58,Male,1,salaried,1589,2,33,,1992.23,1992.23,1992.23,1979.58,0.16,0.16,0.16,0.16,1992.23,1992.23,0\\r\\n7163,4918,51,Male,0,self_employed,834,2,22,95,4183.34,4183.34,4321.58,3755.26,0.04,0.04,0.04,571.47,4183.34,4312.37,0\\r\\n7164,626,51,Female,,self_employed,623,3,1628,14,2849.83,1421.73,8017.89,146.85,1571.2,0.16,143.01,21436.76,2268.64,4192.79,1\\r\\n7165,2521,59,Male,0,salaried,146,2,140,350,12991.96,12945,12956.88,12920.42,0.43,0.43,0.43,0.43,12980.62,12945,0\\r\\n7166,1752,54,Male,0,salaried,834,2,1988,10,6606.66,6229.05,5877.94,4618.21,435.1,0.34,0.34,0.34,6358.49,5824.07,0\\r\\n7167,479,27,Male,0,salaried,491,2,2445,203,4606.67,4475.83,4546.84,4432.59,0.69,0.69,14.97,41.92,4590.19,4475.95,0\\r\\n7168,4210,21,Female,0,self_employed,1020,3,358,6,12722.25,12186.54,12181.76,10312,536.3,136.3,0.59,0.59,12518.07,12068.34,0\\r\\n7169,4339,80,Male,0,self_employed,409,2,287,166,1771.46,1779.76,1793.56,1886.98,0.34,0.34,0.34,0.34,1779.48,1793.54,0\\r\\n7170,6387,90,Male,0,self_employed,1232,2,104,297,3887.64,3887.64,3892.29,3873.66,0.26,0.26,0.26,7.4,3887.64,3893.46,0\\r\\n7171,1608,42,Female,0,self_employed,1020,3,143,19,1031.85,602.56,1572.81,1838.23,865.49,2300.37,432.93,3958.94,898.62,1869.02,0\\r\\n7172,3698,47,Male,0,salaried,1020,3,591,6,400.74,8680.29,4539.91,3100.6,286.3,4408.13,8300.59,0.59,4546.54,5099.53,1\\r\\n7173,2363,49,Male,0,self_employed,31,1,59,3,2576.61,5392.46,5785.32,7026.51,461.29,21429.03,5596.93,6852.54,4485.07,7299.03,0\\r\\n7174,3118,46,Male,2,self_employed,1096,1,1439,,3201.65,3201.65,3164.85,3110.53,0.27,0.27,0.27,0.27,3201.65,3162.55,0\\r\\n7175,3366,54,Female,0,self_employed,1360,3,463,137,5424.53,5754.93,5705.58,5348.3,0.27,0.27,330.67,143.91,5424.53,5754.93,0\\r\\n7176,761,90,,,self_employed,623,1,42,19,6197.14,4911.43,5202.97,4070.96,1285.8,0.09,0.09,0.09,5753.79,4911.43,0\\r\\n7177,2826,58,Male,0,self_employed,1381,2,790,17,7532.94,13141.39,12802.4,11223.25,10.96,4.14,5619.52,0.29,9984.59,13149.26,0\\r\\n7178,4140,40,Male,0,salaried,579,2,192,14,3305.16,190.42,1891.39,3718.76,4199.8,0.26,1085.06,314.09,1668.6,253.92,1\\r\\n7179,4004,52,Male,2,self_employed,491,2,93,268,1883.1,7109.42,5590.49,7010.3,0.33,0.33,14286.04,0.33,2349.14,7111.8,1\\r\\n7180,355,35,Male,1,self_employed,1096,3,1557,0,249.42,285.33,2480.36,1473.77,7160.39,401.2,6756.69,12713.79,480.93,6561.95,1\\r\\n7181,4725,39,Female,1,self_employed,1438,2,1239,285,2585.97,2600.25,2601.21,2543.41,0.07,0.07,0.07,14.36,2587.45,2601.64,0\\r\\n7183,2049,39,Male,0,salaried,1020,2,1471,31,250.83,4346.53,2143.81,4378.13,0.59,3677.3,4025.84,4186.81,1480.65,2195.85,1\\r\\n7184,3434,53,Male,0,salaried,623,2,81,,1697.61,1697.61,1697.61,2760.63,0.19,0.19,0.19,0.19,1697.61,1697.61,0\\r\\n7185,1000,68,Female,0,self_employed,1020,1,159,,1970.39,1970.39,1970.39,1957.9,0.03,0.03,0.03,0.03,1970.39,1970.39,0\\r\\n7186,4734,69,Male,0,self_employed,1020,3,212,17,15571.7,14677.87,14947.68,12466.97,952.9,810.04,87.64,1181.27,15399.26,14856.36,0\\r\\n7187,2203,37,Male,0,self_employed,1232,2,746,118,227.09,408.22,3102.89,2704.51,0.66,0.66,286.37,4900.66,303.62,2681.17,1\\r\\n7188,1545,68,Male,0,self_employed,621,2,208,,2184.08,3612.65,3284.25,3589.77,0.07,0.07,1428.64,0.07,2627.43,3612.65,0\\r\\n7189,854,27,Male,,self_employed,15,3,2481,268,2233.62,2233.62,2231.73,2213.7,0.56,0.56,0.56,0.56,2233.62,2231.65,0\\r\\n7190,5372,39,Male,0,salaried,1020,1,79,17,14896.75,16992.13,17901.99,19428.56,4160.81,3696.54,1161.27,861.46,17117.32,20319.93,0\\r\\n7191,1687,24,Male,1,self_employed,1084,3,489,70,2192.82,2481.39,2468.64,2471.11,0.19,0.19,285.9,0.19,2330.85,2481.73,0\\r\\n7192,2609,40,Female,0,self_employed,1494,3,896,14,3484.18,3123.56,2922.07,1614.13,360.63,156.46,0.01,0.01,3317.44,3032.72,1\\r\\n7193,388,40,Male,0,self_employed,183,3,2115,,6854.33,6854.33,6854.33,6903.47,0.26,0.26,0.26,0.26,6854.33,6854.33,0\\r\\n7194,1405,53,Female,0,salaried,409,2,1985,238,12439.57,11425.29,12120.31,11855.55,0.13,0.13,0.13,1851.91,12194.75,11500.63,0\\r\\n7195,287,22,Male,,student,879,2,3361,315,4424.51,4853.08,5142.88,5819.9,0.21,0.21,428.79,1000.21,4542.74,5032.81,0\\r\\n7196,4603,78,Female,0,self_employed,665,2,177,74,1628.15,1540.53,1564.13,2566.25,0.3,0.3,0.3,11.73,1570.75,1551.69,0\\r\\n7197,1731,35,Female,0,salaried,578,3,758,7,2744.47,1731.61,1797.75,1578.69,1013.09,0.23,0.23,0.23,1976.1,1731.61,0\\r\\n7198,212,65,Female,0,self_employed,74,3,1514,73,6849.85,6849.64,6792.84,7194.67,0.16,0.16,0.16,0.16,6849.78,6772.54,0\\r\\n7200,4730,42,Male,4,self_employed,1020,2,79,14,804.16,2276.23,1462.48,976.49,1028,1028,2500.07,0.07,1248.03,1845.46,0\\r\\n7201,1393,62,Male,0,salaried,1477,2,2559,,4475.24,4612.57,4582.2,4653.91,0.17,0.17,130.28,0.17,4491.5,4612.57,0\\r\\n7202,1283,40,Male,0,self_employed,1020,2,406,,961.59,2118.73,2150.6,2442.3,0.17,0.17,85.89,0.17,1897.06,2118.73,1\\r\\n7204,2466,58,Female,2,self_employed,334,1,17,12,5905.15,2532.48,113035.61,152134.97,3757.7,84579.13,385.03,0.56,4025.11,59731.5,1\\r\\n7205,1473,63,Male,1,salaried,102,2,1453,30,13774.86,15095.73,15789.5,14513.79,0.03,44.46,2458.07,4438.81,13628.93,15799.19,0\\r\\n7206,3358,55,Male,3,self_employed,657,2,180,28,337.36,123.07,1973.65,1174.59,428.73,214.44,214.44,34425.15,352.14,3379.57,1\\r\\n7207,2856,73,Male,0,retired,318,1,1209,332,1850.52,1850.52,1850.52,1838.85,0.69,0.69,0.69,0.69,1850.52,1850.52,0\\r\\n7208,5117,34,Male,0,salaried,834,3,349,95,3263.44,2930.36,3839.04,5375.62,0.03,0.03,1252.24,1778.46,2044.1,4170.56,0\\r\\n7209,397,39,Male,,self_employed,485,2,1403,19,8220.88,7535.17,7107.55,6073.32,686.11,1143.26,0.4,0.4,8008.07,6922.26,0\\r\\n7210,4142,53,Male,0,salaried,1020,2,1256,49,9053.93,9775.83,9160.25,6711.19,0.13,162.24,531.76,74.61,9547.48,9336.38,0\\r\\n7211,2060,46,Male,0,self_employed,1271,1,379,24,8591.78,9009.6,7249.54,4839.8,3450.22,5641.23,2142.99,2142.99,8501.63,8104.61,0\\r\\n7212,4786,45,Female,0,self_employed,575,1,616,0,9085.91,1422.85,1889.79,2655.6,13813.25,394.81,675.33,1417.5,2726.71,1678.41,0\\r\\n7213,707,30,Male,,self_employed,1525,2,145,14,1389.8,3308,2173.16,1131.02,1311.44,1311.44,3229.64,372.96,1274.65,2425.07,0\\r\\n7214,394,64,Female,0,self_employed,575,2,90,56,1591.7,1591.7,1710.74,972.4,0.29,428.86,0.29,844.4,1591.7,1701.53,0\\r\\n7216,2359,83,Male,0,retired,623,1,1293,27,3780.89,4514.68,6061.17,14117.16,113.72,125.43,918.93,4639.23,3870.8,5513.91,0\\r\\n7217,4098,47,Female,0,self_employed,1008,2,307,89,3873.99,3873.99,3866.46,2460.15,0.7,0.7,0.7,0.7,3873.99,3873.99,0\\r\\n7218,3530,27,Male,0,salaried,514,2,319,27,8827.61,4639.79,7602.29,3531.14,2907.63,305.33,553.37,4777.7,8742.02,6079.56,0\\r\\n7219,190,40,Female,,self_employed,1020,3,1575,,1429.19,1429.19,1605.84,1729.51,0.61,0.61,0.61,0.61,1429.19,1475.27,1\\r\\n7220,899,26,Female,0,self_employed,409,3,132,151,2943.03,1993.03,2255.1,1082.99,0.43,0.43,0.43,0.43,2779.24,1993.03,0\\r\\n7221,2161,39,Male,0,self_employed,1232,2,1794,3,1409.03,946.36,2011.46,3163.13,497.43,818.79,1785.73,945.59,832.92,1217.28,0\\r\\n7222,2287,72,Male,0,retired,1229,2,1545,10,2020.08,1734.36,1692.79,812.17,572.06,0.63,572.06,663.49,1960.96,1880.63,0\\r\\n7223,2447,50,Male,2,self_employed,491,2,707,129,123891.59,188178.94,206276.2,209889.93,0.27,0.27,0.27,0.27,147537.58,193709.23,0\\r\\n7224,3077,60,Male,0,salaried,1020,2,414,31,5335.84,5595.27,5415.14,5399.78,0.5,420.07,174.21,126.93,5500.06,5343.32,0\\r\\n7225,1647,46,Female,0,self_employed,1020,2,541,53,9262.79,1119.93,1979.76,791.21,0.41,3987.28,6143.27,7203.99,1666.73,2475.8,0\\r\\n7226,982,23,Female,0,self_employed,954,2,2031,251,3145.88,3145.88,3145.88,3130.32,0.17,0.17,0.17,0.17,3145.88,3145.88,0\\r\\n7227,2579,39,Male,0,self_employed,1477,1,850,21,79.54,7248.24,2804.95,28.24,714.74,7143.31,7883.44,26.3,1068.33,7251.58,1\\r\\n7228,852,40,Male,,salaried,666,3,1279,,14633.07,344.62,1986.76,339.64,0.33,0.33,0.33,0.33,5272.52,344.62,0\\r\\n7229,2670,48,Male,0,self_employed,168,2,432,,17570.28,17570.28,17570.28,17459.1,0.59,0.59,0.59,0.59,17570.28,17570.28,0\\r\\n7230,6606,49,Female,0,salaried,1020,2,19,188,562.47,30953.79,9041.13,1386.92,0.34,0.34,0.34,0.34,7316.34,18962.56,0\\r\\n7231,4513,51,Female,0,self_employed,1020,2,582,,3416.22,3416.22,3416.22,2641.64,0.26,0.26,0.26,0.26,3416.22,3416.22,0\\r\\n7232,4758,55,Male,3,salaried,1020,2,145,27,1576.51,1715.98,1729.95,2374.74,43.49,114.84,182.96,72.06,1711.87,1756.6,0\\r\\n7233,2848,61,Male,0,salaried,1096,3,587,121,8398.26,8198.26,8185.48,3929.85,0.2,0.2,0.2,0.2,8398.26,8166,0\\r\\n7234,1689,40,Female,0,salaried,65,2,183,19,6225.82,5961.54,5496.26,6295.32,507.33,1435.9,0.19,0.19,6172.38,5532.74,0\\r\\n7235,969,77,Female,0,self_employed,575,3,2686,7,2448.74,1416.6,2291.4,2068.43,7564.81,7143.39,7143.39,7143.39,2416.82,2809.69,0\\r\\n7236,5831,61,Male,0,self_employed,623,1,2391,17,1123.34,5149.02,12794.97,28344.67,22000.26,0.26,103935.26,22949.14,3518.82,4299.98,1\\r\\n7237,1640,90,Male,0,self_employed,1482,2,2331,289,5932.01,5932.01,5932.01,5896.18,0.33,0.33,0.33,0.33,5932.01,5932.01,0\\r\\n7238,1675,28,Male,0,self_employed,1598,3,220,0,1459.81,356.61,2772.79,1470.73,1371.61,1022.19,272.01,5687.66,630.14,2701.43,1\\r\\n7240,526,28,Male,0,salaried,575,2,622,28,4504.5,4933.07,4627.67,4472.66,143.04,143.04,143.04,178.76,4721.25,5155.42,1\\r\\n7241,2022,23,Female,0,student,1020,2,1235,18,1776.16,1652.96,1652.65,1223.57,123.73,0.53,0.53,36.24,1729.43,1665.64,0\\r\\n7242,3074,46,Female,0,salaried,1149,3,59,,2143.63,2143.63,2143.63,2130.05,0.24,0.24,0.24,0.24,2143.63,2143.63,0\\r\\n7243,2518,40,Male,0,self_employed,1020,1,2,,17368.09,17357.92,17344.46,17165.34,0.47,0.47,0.47,0.47,17364.33,17348.4,0\\r\\n7244,2455,67,Female,0,salaried,1388,2,368,18,1072.86,1678.62,1592.17,1694.1,145.33,3000.4,751.09,2868.51,1584.89,1650.09,1\\r\\n7245,926,56,Male,2,salaried,1636,3,375,58,5191.97,5581.75,5526.22,4695.01,0.7,396.41,357.84,362.91,5380.07,5748.31,0\\r\\n7246,1545,52,Male,0,salaried,1540,3,1233,,2983.17,2983.17,2983.17,2964.28,0.36,0.36,0.36,0.36,2983.17,2983.17,0\\r\\n7247,1858,65,Male,0,self_employed,1388,3,1293,54,2602.61,2602.61,2511.98,2313.67,0.59,429.16,0.59,143.44,2602.61,2616.44,0\\r\\n7248,1963,67,Male,0,self_employed,179,2,641,,2390.42,2390.42,2390.42,3271.2,0.03,0.03,0.03,0.03,2390.42,2390.42,0\\r\\n7249,2315,70,Female,0,self_employed,1257,3,1384,76,4396.68,4396.68,4857.97,4591.12,0.56,0.56,0.56,1429.13,4396.68,4857.51,0\\r\\n7250,1397,90,Male,0,self_employed,1608,2,694,87,27191.35,27191.35,27177.79,26705.85,0.37,0.37,0.37,0.37,27191.35,27191.35,0\\r\\n7251,5016,32,Male,0,salaried,,2,175,0,2464.99,2298.99,2031.68,2635.84,42.61,0.44,943.11,1038.97,2181.68,1964.38,0\\r\\n7252,1766,32,Male,0,salaried,1020,2,163,101,2073.17,3364.86,2053.95,4738.27,0.1,0.1,1077.38,589.52,2966.14,904.73,0\\r\\n7253,4178,57,Male,0,salaried,,2,256,231,2172.15,2150.72,1922.56,4947.09,0.06,0.06,0.06,0.06,2155.38,1890.5,0\\r\\n7254,1158,30,Male,0,salaried,334,2,1864,124,2327.77,2613.49,2712.17,2177.83,0.07,0.07,285.79,285.79,2416.44,2779.38,0\\r\\n7255,2796,55,Female,1,salaried,1076,3,456,186,3717.59,3717.59,3701.92,3660.92,0.3,0.3,0.3,13.14,3717.59,3702.79,0\\r\\n7256,1774,47,Male,1,self_employed,575,3,120,39,51.98,12084.98,16191.06,3972.48,0.69,211786.4,13164.97,225001.55,1407.45,31364.08,1\\r\\n7257,354,76,Female,0,retired,764,3,566,15,3475.69,1781.26,1852.79,1274.72,1531.04,571.86,0.43,0.43,2716.12,1607.53,0\\r\\n7258,2134,43,Male,0,self_employed,363,2,1588,6,3955.84,4480.56,5575.97,8829.59,8963.77,214.31,9528.6,677.6,6456.62,4710.53,0\\r\\n7259,2617,28,Female,0,student,,2,712,100,2609.98,2609.98,2609.98,2555.62,0.53,0.53,0.53,0.53,2609.98,2609.98,0\\r\\n7260,1630,60,Male,0,salaried,450,3,1979,49,3044.03,3044.03,2899.17,2135.61,0.23,328.8,0.23,0.23,3044.03,2938.04,0\\r\\n7261,2727,43,Female,0,self_employed,1020,2,1471,237,3817.94,4435.44,4818.25,5606.33,0.09,0.09,617.59,60.09,4158.63,4441.24,0\\r\\n7263,2238,46,Female,0,self_employed,1020,2,1207,160,2689.8,2689.8,2689.8,2639.28,0.3,0.3,0.3,0.3,2689.8,2689.8,0\\r\\n7264,4896,63,Male,1,salaried,834,3,1923,62,3829.15,6191.77,5808.21,6422.92,0.23,0.23,2351.14,334.84,5822.96,6116.62,0\\r\\n7265,1510,23,Male,0,student,1577,2,816,4,3802.41,3159.55,2355.31,284.32,643.14,1553.26,0.29,108.29,3359.06,2739.02,0\\r\\n7266,4727,78,Female,0,self_employed,15,1,49,47,3794.48,3865.93,3823.23,4797.81,0.09,90.8,71.53,0.09,3851.15,3834.32,0\\r\\n7267,2713,35,Female,0,self_employed,1096,2,503,5,2490.27,2764.06,2710.63,3032.32,357.91,643.21,631.29,283.58,2712.81,2741.82,0\\r\\n7268,1356,28,Male,0,salaried,1020,2,406,25,1918.73,2001.04,2197.64,2664.42,210.74,210.57,293.06,121.83,1989.34,2049.05,0\\r\\n7270,6058,61,Female,0,self_employed,409,2,27,234,7414.54,7414.24,7401.92,7106.56,0.31,0.31,0.31,0.31,7414.38,7404.52,0\\r\\n7271,1088,52,Male,0,self_employed,,3,2963,139,4893.23,4893.23,4893.23,3557.84,0.69,0.69,0.69,0.69,4893.23,4893.23,0\\r\\n7272,1051,38,Female,,self_employed,146,2,2870,12,4567.6,1686.07,1885.04,1649.79,227.79,274.93,376.95,234.5,1930.28,1804.64,0\\r\\n7273,542,23,Male,,student,334,2,166,210,5911.68,5557.17,5353.85,3432.64,0.4,0.4,0.4,0.4,5757.92,5353.71,1\\r\\n7274,1848,19,Female,0,student,1247,2,945,25,5271.12,2413.97,3255.7,9870.85,2857.8,0.66,0.66,0.66,4975.55,2402.91,0\\r\\n7275,4707,44,Male,2,self_employed,649,2,644,21,425.37,11658.46,4563.37,1634.32,3628.89,314.42,15158.89,1607.01,1561.98,12715.93,1\\r\\n7276,643,37,Female,,self_employed,1020,1,1,,2403.69,2403.69,2403.69,2388.46,0.59,0.59,0.59,0.59,2403.69,2403.69,0\\r\\n7277,2030,9,Male,0,student,15,2,1682,,9095.48,9095.48,9095.48,9037.86,0.5,0.5,0.5,0.5,9095.48,9095.48,0\\r\\n7278,1300,52,Female,1,self_employed,409,3,1385,23,2127.08,1898.51,1853.09,1388.6,228.71,228.71,0.14,0.14,2071.91,1817.41,0\\r\\n7279,1555,35,Female,0,self_employed,1593,2,211,59,2281.5,2279.74,1588.51,130.76,0.39,714.67,0.39,0.39,2281.08,2279.74,0\\r\\n7280,1702,28,Male,0,self_employed,1187,2,797,,1487.45,1773.16,1714.05,1546.55,0.14,0.14,428.71,0.14,1595.82,1773.16,0\\r\\n7282,404,52,Male,0,self_employed,1597,2,2761,133,1580.96,1796.01,1661.8,2683.24,0.13,0.13,4610.9,545.67,1911.34,1321.23,0\\r\\n7283,1019,28,Male,0,salaried,334,3,1861,17,7668.33,7863.66,8090.34,3407.88,14.63,0.34,209.89,1268.9,7719.16,8150.84,0\\r\\n7284,246,26,Female,,self_employed,1020,1,143,58,911.89,911.89,2045.28,3943.11,0.11,14464.4,0.11,14464.4,911.89,911.89,0\\r\\n7285,571,50,Female,0,self_employed,146,3,1298,,4891.8,4891.8,4891.8,4875.36,0.23,0.23,0.23,0.23,4891.8,4891.8,0\\r\\n7286,4890,56,Female,0,salaried,1232,1,486,21,25124.82,15826.7,49864.92,76052.57,10523.4,71742.37,1122.85,57752.02,24486.71,51544.15,1\\r\\n7287,1038,43,Male,0,salaried,50,2,2562,25,4901.23,4615.52,4638.48,4261.59,643.41,214.84,0.56,0.56,4933.25,4580.96,0\\r\\n7288,5004,90,Female,0,self_employed,1232,1,541,13,4124.93,3925.36,3957.47,3734.13,199.99,0.41,0.41,0.41,4021.7,3925.36,0\\r\\n7289,2672,50,Male,3,self_employed,834,2,428,13,1453.9,5544.25,3856.18,1296.84,2857.7,2857.7,7242.07,8159.83,3532.39,3374.54,0\\r\\n7290,4609,33,Male,0,self_employed,1597,3,170,28,8288.61,8026.54,7521.91,3786.3,262.11,1594.97,0.04,1642.9,8279.57,8349.15,0\\r\\n7292,790,27,Female,1,student,,2,540,18,1545.48,1538.93,1536.79,1487.4,6.66,6.67,0.11,0.11,1543.22,1536.82,0\\r\\n7293,3082,58,Male,0,self_employed,32,2,820,164,5397.48,5397.48,6718.53,12189,0.13,0.13,0.13,2857.27,5397.48,6503.47,0\\r\\n7294,2642,45,Male,0,self_employed,630,3,281,6,2101.64,2015.93,1743.64,2197.67,128.64,1557.21,0.07,214.37,2027.26,1535.65,0\\r\\n7295,2674,66,Male,0,salaried,1084,3,1029,11,5989.21,6436.71,6402.66,7245.92,0.92,50.67,833.31,79.75,6088.65,6446.72,1\\r\\n7296,1070,61,Male,0,self_employed,834,3,2591,35,2713.57,12755,4623.8,11186.2,0.61,10000.78,10042.04,8.07,4414.17,6317.84,1\\r\\n7297,2979,64,Male,0,salaried,834,3,106,7,11981.3,11934.6,12160.65,12363.27,226.54,0.04,157.19,42.9,11945.02,11951.19,0\\r\\n7298,4097,62,Female,0,self_employed,,2,131,35,1720.06,1720.06,1590.46,1257.99,0.3,45.29,0.3,0.3,1720.06,1670.03,1\\r\\n7299,4694,19,Female,0,student,1020,2,1123,3,663.18,1592.18,1756.31,1732.41,1699.81,43.23,487.82,163.79,1252.84,1651.76,0\\r\\n7300,1131,58,Female,0,self_employed,1096,3,273,112,731.46,1201.26,1663.86,2731.53,0.01,0.01,555.53,1140.01,847.49,1614.99,1\\r\\n7301,545,49,Female,,salaried,1033,3,2726,146,2622.6,2622.6,2622.6,2552.78,0.53,0.53,0.53,0.53,2622.6,2622.6,0\\r\\n7302,2968,30,Female,0,self_employed,1271,2,379,94,384.35,7527.2,6356.6,2316.81,0.17,0.17,7143.03,0.17,4078.93,7518.38,1\\r\\n7303,2993,46,Male,0,salaried,1096,3,588,,1911.93,1583.36,2901.79,4950.27,0.24,0.24,0.24,0.24,1843.95,1505.3,0\\r\\n7305,2148,35,Female,0,student,745,3,1903,363,4679.89,4679.89,4679.89,4650.04,0.59,0.59,0.59,0.59,4679.89,4679.89,0\\r\\n7306,1497,53,Male,0,salaried,575,2,589,0,48083.26,46752.52,44540.82,40034.2,2374.03,2680.8,1757.57,1171.96,46233.68,44686,0\\r\\n7307,1799,33,Male,0,self_employed,241,1,1768,42,15817.27,15951.84,15942.92,17052.52,0.29,0.45,149.14,40.29,15832.16,15964.29,0\\r\\n7308,1370,58,Male,0,self_employed,575,3,1264,105,10518.81,19088.01,16256.02,17588.53,0.69,0.69,5714.97,0.69,13571.38,19088.01,1\\r\\n7309,1776,44,Female,0,self_employed,15,3,305,0,340.14,2657.89,4408.06,2421.23,12063.41,0.2,14379.52,577.47,7048.5,3011.7,1\\r\\n7310,1736,65,Female,0,self_employed,1020,1,1471,13,2296.78,3582.5,3359.18,3159.42,714.5,0.21,2000.21,0.21,2912.54,3582.5,1\\r\\n7311,3173,17,Male,0,student,409,2,609,42,21825.39,21825.39,10576.57,30.62,0.13,21794.7,0.13,0.13,21825.39,9873.52,0\\r\\n7312,1697,44,Male,3,self_employed,19,3,3199,35,18080.5,18102.96,9327.63,2764.77,0.36,14286.07,0.36,14.64,18091.69,6126.93,0\\r\\n7313,458,44,Male,2,self_employed,491,2,93,,1638.89,1638.89,1638.89,1628.51,0.06,0.06,0.06,0.06,1638.89,1638.89,0\\r\\n7314,1718,64,Female,0,self_employed,409,3,1668,133,10380.42,10380.42,8990.48,13874.52,0.67,0.67,0.67,0.67,10380.42,9108.79,0\\r\\n7315,4840,61,Male,2,salaried,1232,2,149,31,3084.07,3494.07,3544.8,1571.53,0.39,7143.24,410.39,7571.81,3245.35,3726.79,0\\r\\n7316,5225,71,Male,0,self_employed,1096,1,132,12,1149.58,556.19,2549.86,2690.53,593.67,0.29,0.29,4714.57,925.43,1471.01,0\\r\\n7317,5267,51,Female,0,self_employed,834,2,8,4,5357.56,1528.72,3010.99,1347.6,1044.6,210.66,4286.37,714.94,4954.74,1610.38,0\\r\\n7318,3049,48,Female,0,self_employed,1439,2,74,3,794.83,1129.82,1597.94,5310.15,4909.43,0.43,6381.54,2331.16,2077.88,1060.19,0\\r\\n7319,208,36,Female,,self_employed,1020,2,47,53,2571.36,2571.36,1901.04,158.43,0.7,42857.84,0.7,43143.56,2571.36,1871.68,1\\r\\n7320,3602,34,Male,0,salaried,1004,3,307,14,3429.12,3229.12,3134.17,2322.26,286.19,286.19,29.04,0.47,3335.53,3153.55,0\\r\\n7322,1925,44,Male,0,self_employed,1096,1,503,18,1341.56,1473.76,2185.9,2514.61,771.76,771.76,631.69,894.53,1458.29,1513.1,0\\r\\n7323,3471,21,Female,0,student,1020,3,15,,1442,1556.28,1697.77,2081.28,0.44,0.44,114.73,357.59,1485.34,1694.53,0\\r\\n7324,1666,50,Male,0,self_employed,690,2,1312,,1237.62,1844.02,1799.69,1917.47,0.61,0.61,749.84,0.61,1711.03,1844.02,1\\r\\n7325,679,28,Female,,self_employed,1180,2,116,11,3711.9,3197.61,3236.4,2520.21,514.76,143.33,0.47,0.47,3558.21,3119.27,0\\r\\n7326,762,66,Female,0,retired,334,2,847,48,5946.81,5946.81,12136.18,22209.52,0.23,156.81,0.23,0.23,5946.81,10499.54,0\\r\\n7327,4454,37,Male,0,salaried,1020,3,990,3,2251.77,1349.4,1932.48,1712.97,1383.78,1887.93,1519.21,4495.96,2080.38,1460.08,0\\r\\n7328,2894,53,Male,0,self_employed,,2,1458,235,2002.27,2002.27,2001.29,1980.35,0.24,0.24,0.24,0.24,2002.27,1999.1,0\\r\\n7329,4086,90,,0,self_employed,1020,2,542,49,5605.43,5476.86,5526.76,5087.94,0.61,453.53,0.61,543.47,5538.93,5474.54,0\\r\\n7330,1997,62,Male,0,self_employed,1096,3,708,153,4654.73,4654.73,4654.73,6581.53,0.59,0.59,0.59,0.59,4654.73,4654.73,0\\r\\n7331,5221,51,Female,0,self_employed,1195,2,55,42,5335.41,6438.86,7418.04,10664.19,0.6,443.66,1052.61,2652.29,5885.65,7354.52,0\\r\\n7332,937,65,Male,0,retired,852,3,1507,42,2214.19,2428.47,2396.88,2261.22,0.69,286.4,429.26,714.97,2280.69,2410.04,0\\r\\n7333,4616,70,Male,0,self_employed,224,2,137,60,4486.18,5101.95,3707.44,1268.8,0.01,0.01,863.49,0.01,4984.85,5008.01,0\\r\\n7335,373,62,Female,,self_employed,905,2,3377,,1956.24,2684.81,2454.92,2559.76,0.16,0.16,714.44,0.16,1980.87,2684.81,0\\r\\n7336,4053,43,Male,0,self_employed,968,2,268,207,3005.67,3005.67,3005.67,3721.96,0.26,0.26,0.26,0.26,3005.67,3005.67,0\\r\\n7337,496,50,Male,4,self_employed,,3,2890,0,6144.97,6594.09,7371.03,7937.94,791.66,428.66,1526.49,2640.77,6305.08,7175.37,0\\r\\n7338,2971,38,Female,0,self_employed,834,2,18,,4197.28,4197.28,4197.28,4801.09,0.41,0.41,0.41,0.41,4197.28,4197.28,0\\r\\n7339,2680,54,Male,0,self_employed,635,3,773,35,1912.32,2626.61,2491.01,3552.18,0.63,2857.77,714.91,2857.77,2035.48,2810.94,0\\r\\n7340,2407,45,Male,0,self_employed,122,3,866,26,2900.22,2652.48,2474.95,2279.8,150.43,0.43,0.43,0.43,2829.21,2434.12,0\\r\\n7342,1409,90,Male,0,self_employed,1490,2,362,,127450.96,127450.96,127450.96,126643.55,0.5,0.5,0.5,0.5,127450.96,127450.96,0\\r\\n7343,3316,51,Male,0,self_employed,1020,2,118,19,8317.21,1721.77,3423.99,6194.49,3078.8,578.8,2959.55,2128.9,3780.63,1834.97,0\\r\\n7344,1422,6,Male,0,student,243,2,640,12,1502.03,1587.75,1548.52,926,157.6,0.46,157.6,0.46,1529.62,1532.45,0\\r\\n7345,3897,64,Female,0,self_employed,1020,2,1357,,3370.99,3442.42,3575.21,3893.67,0.43,0.43,71.86,286.14,3403.01,3566.84,0\\r\\n7346,2149,52,Male,0,self_employed,334,1,166,23,2155.14,1698.48,4464.4,3691.33,7899.44,1629.08,3563.69,4841.69,3474.1,4172.47,0\\r\\n7347,1134,76,Female,0,retired,1020,2,1471,44,34213.84,34213.84,20317.79,922.94,0.34,33176.14,0.34,0.34,34213.84,25701.47,1\\r\\n7348,1997,68,Female,0,retired,1525,3,51,5,1668.65,5211.51,3295.44,9340.54,757.36,5332.87,5714.5,2000.21,4547.96,4124.7,0\\r\\n7350,5253,46,Male,2,self_employed,491,3,93,,2025.42,4486.21,3134.7,2969.77,0.36,0.36,2504,0.36,2297.01,4117.55,0\\r\\n7351,1756,70,Female,0,self_employed,1046,2,102,19,8638.1,7923.82,8065.34,7758.8,714.37,0.09,0.09,0.09,8391.8,7918.29,0\\r\\n7352,4230,57,Male,0,salaried,557,1,54,0,4144.22,1123.73,2366.03,1944.46,4337.44,644.3,623.36,1571.9,1765.91,1929.04,0\\r\\n7353,916,18,Female,0,student,102,3,2843,200,2251.5,2065.79,2030.46,1470.75,0.31,0.31,0.31,0.31,2187.46,2023.85,1\\r\\n7354,217,27,Female,0,student,26,3,3636,,2641.39,2346.39,2182.54,1198.34,0.64,0.64,0.64,2893.5,2365.21,2324.5,0\\r\\n7355,402,75,Male,0,retired,15,3,1337,52,3617.51,3617.51,3688.03,3627.31,0.16,133.36,0.16,285.87,3617.51,3753.34,0\\r\\n7356,1478,44,Female,0,salaried,1247,3,945,39,2190.1,2401.64,2543.32,2889.47,0.67,100.67,300.67,1486.39,2254.01,2669.98,0\\r\\n7357,3323,36,Male,0,self_employed,1084,3,540,13,9656.36,18283.67,6547.04,3269.03,429.23,15430.48,8591.52,1431.75,12965.68,4545.29,0\\r\\n7358,4592,49,Male,2,self_employed,623,2,512,61,2129.02,2129.02,2926.17,2812.89,0.3,0.3,0.3,2143.16,2129.02,2599.55,0\\r\\n7359,1691,67,Male,2,retired,1085,2,2105,0,3298.24,3188.57,2458.39,424.92,364.04,5980.52,0.27,214.56,3231.88,3717.59,0\\r\\n7360,347,90,,,self_employed,1550,2,445,254,2561.47,2561.47,2561.47,30707.46,0.47,0.47,0.47,0.47,2561.47,2561.47,0\\r\\n7361,2664,31,Female,0,salaried,956,2,322,52,5223.07,5223.07,4162.04,2701.51,0.06,3096.09,0.06,0.06,5223.07,4763.83,0\\r\\n7362,821,58,Male,0,self_employed,834,2,1355,0,5147.36,1520.05,4436.14,3476.11,4857.95,1607.59,1040.76,1162.67,3418.61,4449.44,0\\r\\n7363,287,65,Female,,self_employed,517,3,1455,244,106.59,106.59,3908.43,6513.24,0.64,0.64,0.64,6429.21,106.59,5083.54,1\\r\\n7364,2739,30,Male,0,student,1232,1,52,105,25304.41,13799.41,16444.24,13644.17,0.51,0.51,0.51,0.51,21733.89,13799.41,0\\r\\n7365,1847,34,Male,0,salaried,146,3,446,69,2164.69,3856.73,3352.95,1829.02,0.06,0.06,1537.43,43.36,3056.01,3919.86,0\\r\\n7366,1916,36,Female,0,self_employed,745,1,127,26,3873.23,7354.96,5210.02,1805.86,286.41,4775.92,3768.14,0.7,6552.87,6738.8,0\\r\\n7367,3220,23,Male,0,student,409,3,329,,2171.62,2171.62,2171.62,2157.86,0.6,0.6,0.6,0.6,2171.62,2171.62,0\\r\\n7368,922,40,Female,0,self_employed,122,2,866,39,3630.75,3647.62,3697.89,2168.39,0.61,2848.77,2146.06,2143.47,2746.2,3653.05,0\\r\\n7369,1631,60,Male,0,self_employed,1096,3,1003,349,5719.32,5719.32,5705.16,5616.83,0.46,0.46,0.46,0.46,5719.32,5719.32,0\\r\\n7370,2041,28,Female,0,self_employed,19,2,1814,0,51798.16,34436.14,31980.11,13762.33,17362.23,4235.93,0.21,0.21,45865.36,32495.36,0\\r\\n7371,2761,54,Male,4,self_employed,621,3,208,5,1044.17,689.98,2980.61,848.46,1058.44,0.16,706.84,5874.7,597.23,2732.64,0\\r\\n7373,3176,66,Male,0,self_employed,557,1,284,90,1781.73,2072.8,1989.23,2065.25,0.06,0.06,1644.14,0.06,2548.27,2071.99,0\\r\\n7374,1020,46,Male,,self_employed,705,2,525,45,1952.47,7146.44,1891.23,629.33,0.07,2178.93,15800.07,5142.93,3080.55,2277.12,0\\r\\n7375,812,32,Male,0,salaried,241,3,1768,3,1470.82,1521.05,1677.8,1677.1,7.64,0.5,21.19,500.07,1466.08,1628.99,0\\r\\n7377,747,53,Male,0,self_employed,657,3,180,70,1008.53,3802.49,3569.94,3195.76,0.01,0.01,2791.89,3482.13,2200.2,5845.18,1\\r\\n7378,4227,52,Male,2,salaried,656,2,1581,13,2821.73,2154.88,3352.12,2984.49,0.99,65.16,578.24,3218.65,2960.33,3197.12,0\\r\\n7379,1486,31,Female,0,self_employed,745,1,127,26,2297.61,2654.75,2889.52,3391.77,428.67,428.67,714.39,714.39,2361.65,3193.92,0\\r\\n7380,2065,49,Male,0,self_employed,1020,3,1204,0,4443.25,4428.96,4429.12,4400.91,14.91,0.63,0.63,0.63,4429.45,4428.96,0\\r\\n7381,657,54,Male,0,salaried,1020,3,1425,298,2494.48,2523.05,2646.86,3240.13,0.2,0.2,0.2,127.1,2513.2,2641.46,0\\r\\n7382,1161,38,Male,0,self_employed,1598,3,468,266,2945.51,2959.79,2968.75,3568.56,0.5,0.5,0.5,0.5,2954.87,2968.55,0\\r\\n7383,3215,33,Female,0,salaried,,3,540,4,6475.97,5896.71,7326.88,1984.88,288.7,7464.01,1914.3,13699.93,6325.31,6790.06,1\\r\\n7384,1249,40,Female,0,self_employed,136,3,1885,165,1437.55,1437.55,1431.29,1294.29,0.16,0.16,0.16,0.16,1437.55,1437.55,0\\r\\n7385,1403,45,Male,3,self_employed,1589,2,429,0,290.1,323.15,1790.6,2165.16,18157.83,41429.26,18162.83,60498.54,829.52,3823.32,0\\r\\n7387,800,50,Female,,self_employed,409,2,931,124,6259.19,6259.19,6259.19,6858.87,0.23,0.23,0.23,0.23,6259.19,6259.19,0\\r\\n7388,1373,39,Female,0,self_employed,491,2,707,194,415.53,12083.33,10060.78,12029.05,0.56,0.56,11800.14,0.56,6034.01,12083.33,1\\r\\n7389,1885,72,Female,0,self_employed,1232,1,7,2,3709.15,3585.07,3670.37,3336.87,129.73,0.46,0.46,0.46,3588.55,3586,0\\r\\n7391,1921,84,Male,0,salaried,1020,2,240,0,159.31,10142.14,3792.6,25526.16,877.16,1199.41,0.01,0.01,1434.25,1734.31,0\\r\\n7392,5416,56,Male,0,salaried,318,2,1217,3,2871.05,2412.18,2810.95,5016.33,22050.73,486.49,21688.83,7556.07,2593.08,3016,0\\r\\n7393,2312,37,Male,0,self_employed,834,2,40,138,8790.12,8790.12,8806.25,8953.35,0.17,0.17,0.17,0.17,8790.12,8790.12,0\\r\\n7394,1645,7,Female,0,student,834,3,382,9,3181.55,1310.12,3280.61,3605.05,1871.74,1286.03,0.31,0.31,2520.96,522.11,0\\r\\n7395,1813,65,Female,0,retired,1020,1,239,46,309.7,1221.95,1872.54,6398.76,0.16,1553.18,12387.76,80.86,774.75,1268.36,1\\r\\n7396,4363,51,Female,0,self_employed,1096,2,578,105,4126.12,3549.64,3863.96,7468.98,0.23,0.23,355.1,1094.93,3966.11,3705.11,0\\r\\n7397,905,53,Male,0,salaried,1096,2,328,48,590.82,10876.74,4321.95,1040.81,0.41,10000.41,10643.47,1629.33,4088.41,8025.27,1\\r\\n7398,4363,53,Female,0,self_employed,1525,2,146,14,252.21,2732.82,1438.43,1257.92,9095.83,2427.11,15969.13,9915.36,1238.58,1946.75,0\\r\\n7399,3594,31,Female,0,self_employed,395,3,454,41,6714.11,7409.56,6073.44,4753.1,0.19,650.24,671.61,0.19,7139.3,7035.8,0\\r\\n7400,1700,64,Male,0,self_employed,1608,3,2053,90,15490.62,15490.62,15487.24,13280.52,0.7,0.7,0.7,0.7,15490.62,15487.32,0\\r\\n7401,502,30,Female,,self_employed,287,3,2673,,1636.84,1636.84,1636.84,1625.76,0.2,0.2,0.2,0.2,1636.84,1636.84,0\\r\\n7402,2613,22,Male,0,student,1618,2,145,45,217.01,11645.58,5607.79,1565.07,0.31,11513.13,11428.89,0.31,10069.23,6446.25,1\\r\\n7403,1165,30,Male,2,self_employed,15,1,306,33,1087.98,86662.87,18769.05,135.88,0.27,68071.7,85575.16,55185.99,6989.7,49176.1,1\\r\\n7404,5098,20,Female,0,student,1096,1,1603,,1648.24,1648.24,1648.24,1637.8,0.39,0.39,0.39,0.39,1648.24,1648.24,0\\r\\n7405,2776,51,Female,0,self_employed,1020,1,288,,2884.56,2912.9,2885.37,2888.38,0.59,0.59,0.59,0.59,2830.32,2912.9,0\\r\\n7406,865,60,Male,0,retired,,3,897,105,11544.93,11544.93,11544.93,5217.9,0.01,0.01,0.01,0.01,11544.93,11544.93,0\\r\\n7407,1202,69,Female,0,retired,1096,3,43,,3187.92,3187.92,3187.92,3167.59,0.04,0.04,0.04,0.04,3187.92,3187.92,0\\r\\n7408,3309,68,Female,0,self_employed,1020,1,424,13,8703.19,8411.92,7797.88,41997.8,324.03,1485.06,0.4,0.4,8552.53,7765.38,0\\r\\n7409,2416,75,Female,0,retired,996,2,1209,46,311.96,326.25,2141.53,2792.41,0.57,1286.29,0.57,1443.69,318.86,1839.51,1\\r\\n7410,456,14,Female,,student,15,3,1083,,142.92,4979.33,1813.04,146.71,0.06,0.06,4907.9,0.06,312.15,4979.33,1\\r\\n7411,1559,40,Female,0,salaried,656,2,46,,1851.98,1851.98,1851.98,1839.63,0.2,0.2,0.2,0.2,1851.98,1851.98,0\\r\\n7412,2805,38,Female,0,self_employed,146,2,875,121,40137.71,40137.71,40183.8,13128.53,0.2,0.2,0.2,0.2,40137.71,40137.71,0\\r\\n7413,4247,36,Male,1,salaried,409,2,272,56,2978.86,2972.4,2319.6,2243.2,0.04,3571.47,0.04,1285.76,2974.68,3299.59,0\\r\\n7414,1153,34,Male,2,self_employed,743,3,3221,6,2781.82,2622.01,1576.82,1361.42,2143.46,2239.99,2058.73,465.86,1943.41,1723.95,0\\r\\n7415,1554,37,Male,0,salaried,1020,2,1471,20,2791.88,1059.58,2632.09,3863.97,2012.27,2439.06,818.89,2742.27,3036.56,2618.27,0\\r\\n7416,2790,51,Male,0,self_employed,1038,2,156,4,9901.21,9715.49,9458.01,8591.54,214.43,485.86,0.14,0.14,9735.69,9414.11,0\\r\\n7417,1449,32,Male,0,salaried,1096,3,678,31,4629.8,4629.8,4476.35,4026.89,0.34,300.34,0.34,143.2,4629.8,4398.01,0\\r\\n7418,1006,29,Female,0,self_employed,1096,3,1671,167,2378.25,2378.25,4034.81,2311.58,0.49,0.49,0.49,6955.04,2378.25,3895.68,1\\r\\n7419,545,56,Male,0,self_employed,980,2,655,126,2152.18,4213.12,4513.54,6729.95,0.09,0.09,2063.29,1598.47,2292.6,5146.86,1\\r\\n7420,1139,33,Male,0,salaried,129,2,1833,251,17072.73,10765.23,10011.32,12980.31,0.14,0.14,7946.2,0.14,8503.11,10765.23,0\\r\\n7421,2033,65,Female,0,self_employed,649,2,1843,19,1724.93,1357.19,1534.83,1258.37,582.5,0.47,214.76,214.76,1699.47,1536.91,0\\r\\n7422,3460,40,Male,0,salaried,1195,2,55,13,1759.89,1843.3,2350.91,5605.52,135.97,460.26,18.37,357.4,1729.31,1616.59,0\\r\\n7424,1841,66,Female,0,self_employed,1150,2,1395,54,3167.29,3167.29,2874.23,2228.48,0.01,614.3,0.01,0.01,3167.29,3068.21,0\\r\\n7425,4628,81,Male,2,retired,15,1,48,0,13628.55,13193.25,13449.39,5608.91,886.58,13979.7,0.31,31418.74,13820.49,23365.32,0\\r\\n7426,2552,48,Female,0,self_employed,904,3,1136,,4954.13,4954.13,4954.13,4923.02,0.66,0.66,0.66,0.66,4954.13,4954.13,1\\r\\n7427,1725,67,Male,0,retired,409,3,2072,26,2447.82,2472.65,1954.36,1793.36,0.78,922.74,25.61,33.11,2471.41,1698,0\\r\\n7428,2144,35,Male,0,salaried,1020,2,1799,220,13858.84,14817.73,15906.28,16604.71,0.34,0.34,0.34,778.91,14534.6,15618.79,0\\r\\n7430,767,42,Female,2,salaried,1534,3,1496,26,1208.05,944.12,2125.48,1221.91,1043.37,0.51,731.57,567.74,1728.52,1364.32,0\\r\\n7431,3323,55,Male,0,salaried,318,2,35,59,1660.95,1660.95,1671.08,1668.67,0.39,122,0.39,286.1,1660.95,1670.17,0\\r\\n7432,465,41,Female,0,salaried,1232,2,104,30,5090.72,5890.1,4701.18,1777.74,0.3,1481.69,0.3,302.51,5180.41,4610.18,0\\r\\n7433,452,68,Male,,self_employed,109,3,2275,54,3144.27,3144.27,3000.9,1519.82,0.43,714.71,0.43,286.14,3144.27,3146.47,0\\r\\n7434,1731,52,Male,0,self_employed,1186,3,2197,46,4384.02,5786.41,4348.42,628.75,0.39,7857.53,1428.96,3214.67,5424.18,5032.01,0\\r\\n7435,4760,47,Male,0,self_employed,1096,1,293,3,5610.05,2112.53,2323.67,3334.64,1697.53,0.24,2153.69,221.32,2899.25,2211.31,0\\r\\n7436,2026,50,Male,3,self_employed,623,1,42,24,958.99,423.59,1456.97,621.78,700.27,0.27,422.01,3370.1,888.37,1375.46,0\\r\\n7437,1077,34,Female,,self_employed,856,1,71,196,1372.37,1381.52,1760.68,1251.93,0.59,0.59,9.74,139.83,1375.98,1414.53,0\\r\\n7438,6204,67,Female,0,self_employed,400,1,280,13,19006.65,19502.36,19947.48,19463.58,814.91,0.63,1529.2,814.91,20181.92,19742.64,0\\r\\n7439,1153,59,Male,0,salaried,834,3,1128,63,751.2,4585.67,1469.51,811.31,0.07,0.07,142.93,0.07,1036.96,2177.81,1\\r\\n7440,2318,56,Male,0,self_employed,15,2,1083,0,9533.06,13570.25,13010.16,15363.63,4.09,43.09,5935.22,2425.56,12501.98,13187.63,0\\r\\n7441,5026,70,Male,0,self_employed,822,2,1286,24,3403.82,4555.59,4555.92,3883.53,13.34,69.11,1409.43,478.61,4151.49,4703.47,0\\r\\n7442,1842,53,Male,0,self_employed,596,2,659,229,7709.24,7709.24,7740.43,7596.44,0.06,0.06,0.06,2900.06,7709.24,7709.24,0\\r\\n7443,4891,42,Male,1,salaried,1084,2,247,3,7820.18,12575.21,10210.44,10958.84,2663.94,2665.39,5728.8,1601.44,8543.86,10822.53,0\\r\\n7444,1139,46,Female,2,self_employed,623,2,1629,89,8883.78,8883.78,9168.11,1544.04,0.17,0.17,0.17,143.03,8883.78,8939.08,0\\r\\n7445,1463,62,Male,2,self_employed,675,3,867,,3081.93,3078.91,3078.68,3464.86,0.17,0.17,0.17,0.17,3079.02,3078.91,0\\r\\n7446,3154,42,Female,0,self_employed,484,2,364,,14935.82,15049.64,15069.88,11822.76,0.19,0.19,0.19,0.19,14957.45,15068.74,0\\r\\n7447,4305,59,Male,1,salaried,334,1,166,0,48602.29,12884.86,21763.64,12255.99,187007.88,179847.25,178988.19,317399.24,18702.79,17583.64,0\\r\\n7448,1320,55,Male,0,self_employed,1020,2,521,24,2697.7,2569.12,2629.71,2552.72,357.27,0.13,228.7,0.13,2750.9,2569.12,0\\r\\n7449,833,22,Female,,student,834,2,219,333,4279.97,4998.52,4840.19,4999.64,0.46,0.46,4.73,6.61,4502.62,5001.74,0\\r\\n7450,1077,29,Female,0,self_employed,146,3,2394,26,2116.42,1473.56,1534.32,1073.75,643.01,38.8,0.16,15.91,2072.09,1447.23,0\\r\\n7451,640,90,,,self_employed,1494,2,1708,322,11825.24,12039.52,12037.06,11963.58,0.37,0.37,214.66,0.37,12032.14,12039.52,0\\r\\n7452,3293,90,,0,self_employed,1525,1,406,138,14818.06,14775.2,14776.01,8430.01,0.17,0.17,0.17,0.17,14782.59,14775.2,0\\r\\n7453,2244,57,Female,0,self_employed,512,1,190,10,15574.25,14580.84,14270.19,10688,993.93,993.93,0.51,0.51,15151.11,14357.83,0\\r\\n7454,789,35,Female,0,self_employed,329,2,2506,0,82.1,96.38,1561.52,83.23,14.84,0.56,14.84,2857.7,95.89,1953.69,1\\r\\n7455,3106,57,Female,0,self_employed,1084,2,258,123,4874.09,4874.09,4874.09,3862.15,0.27,0.27,0.27,0.27,4874.09,4874.09,0\\r\\n7456,6447,59,Male,0,salaried,146,1,41,56,26410.73,21484.54,22182.6,16092.39,0.37,357.51,4800.34,78031.49,20490.16,18582.49,0\\r\\n7457,913,46,Male,,self_employed,1020,3,836,17,3398.19,1456.36,1677.19,2982.7,1571.77,0.34,0.34,0.34,2588.48,1396.03,0\\r\\n7458,2289,61,Female,0,self_employed,1096,2,1558,269,10582.35,10582.35,10582.35,31374.12,0.13,0.13,0.13,0.13,10582.35,10582.35,0\\r\\n7459,4643,39,Female,0,self_employed,1020,3,990,112,7817.04,8043.79,8034.25,7564.23,0.64,0.64,143.5,0.64,7873.06,8073.23,0\\r\\n7460,3167,40,Male,0,self_employed,,2,724,9,11811.75,1392.69,2314.86,1129.76,11043.09,714.51,581.17,504.6,4939.05,1307.66,1\\r\\n7461,1014,35,Male,0,salaried,415,2,2168,353,4549.92,4549.92,4549.92,4521.15,0.4,0.4,0.4,0.4,4549.92,4549.92,0\\r\\n7462,4016,61,Female,0,self_employed,1096,1,92,4,20052.59,18714.17,25805.11,39036.11,2767.11,3474.26,857.26,154.59,19860.89,18776.08,0\\r\\n7463,469,29,Male,0,self_employed,623,3,3665,33,1369.05,1359.05,1604.54,1480.35,0.67,1248.78,0.67,1854.23,1364.22,1593.63,0\\r\\n7464,451,22,Male,0,self_employed,409,2,1349,5,1364.18,2779.32,5880.73,4474.25,4286.1,0.39,5701.24,0.39,2486.53,2779.32,0\\r\\n7465,2886,90,,0,self_employed,235,3,733,291,2458.75,2458.75,2458.75,2446,0.53,0.53,0.53,0.53,2458.75,2458.75,1\\r\\n7466,1605,46,Male,0,self_employed,334,2,2077,3,6084.29,17082.41,3431.75,1151.37,9037.64,5794.6,34842.67,22706.2,6552.3,2262.06,0\\r\\n7467,725,3,Male,,student,1020,2,1204,,2869.41,2840.84,2827.64,2726.68,0.59,0.59,0.59,0.59,2855.62,2827.93,0\\r\\n7468,2763,40,Male,2,self_employed,,2,1213,46,3774.1,1822.25,7453.4,3080.22,0.34,13105.73,1736.35,5310.23,4019,5125.31,1\\r\\n7470,1446,29,Male,0,student,905,2,1390,33,7901.48,7901.48,6992.01,6379.7,0.6,1484.48,0.6,0.6,7901.48,6656.94,0\\r\\n7472,3262,61,Female,0,self_employed,1232,3,52,25,1431,1945.99,2186.41,2434.59,172.93,244.36,770.05,939.79,1623.36,2472.72,0\\r\\n7473,398,32,Male,0,self_employed,38,2,1464,193,858.81,1430.24,1650.16,2547.61,0.46,0.46,571.89,935.24,858.81,1580.38,0\\r\\n7474,2064,46,Female,2,salaried,1180,2,1311,18,4493.13,4135.98,4008.78,2832.9,371.6,371.6,0.17,0.17,4364.06,4027.23,0\\r\\n7475,3022,41,Male,0,salaried,834,3,752,0,4331.37,3846.1,3897.62,3579.49,400.16,265.46,43.16,357.44,4037.67,3840.07,0\\r\\n7476,2966,36,Male,0,salaried,1096,3,92,0,4516.33,149.91,1518.97,736.16,7857.74,0.6,942.39,3009.3,1916.27,1464.61,0\\r\\n7477,1322,49,Female,0,self_employed,1150,1,61,149,2517.13,2517.13,2517.13,2604.17,0.59,0.59,0.59,0.59,2517.13,2517.13,0\\r\\n7478,1432,34,Female,0,self_employed,1523,3,2325,63,1478.84,2907.41,1963.03,116.94,0.56,0.56,1429.13,0.56,2168.5,2905.99,0\\r\\n7479,2393,38,Male,0,salaried,623,3,521,28,1468.89,2133,1929.11,744.45,3.89,1096.41,578.16,3113.19,1724.03,2410.34,1\\r\\n7480,826,21,Male,0,student,658,2,735,4,1548.41,6466.15,5437.82,5954.84,1350.81,115.01,6571.56,320.46,3071.89,6707.21,1\\r\\n7481,2198,40,Female,0,salaried,409,1,11,23,8395.61,18941.13,17373.43,16429.25,1054.89,1171.89,7143.31,471.89,15001.45,18939.93,0\\r\\n7482,2760,56,Male,0,self_employed,1096,1,319,56,3565.29,4626.29,10444.34,9939.38,0.09,42481.23,1132.51,43400.09,4081.18,21401.85,1\\r\\n7483,373,61,Male,0,self_employed,621,3,1988,11,3929.43,746.64,1609.86,742.06,3229.03,143.31,0.46,143.31,3336.29,746.64,0\\r\\n7484,6769,53,Male,2,salaried,531,3,27,230,948.74,1135.37,1497.66,2972.92,0.16,0.16,57.37,7.33,1063.98,1551.18,1\\r\\n7485,5775,90,Male,0,self_employed,834,2,1224,294,18662.14,18662.14,18662.14,18543.99,0.06,0.06,0.06,0.06,18662.14,18662.14,0\\r\\n7486,5457,40,Female,0,self_employed,1020,3,541,3,2573.47,920.98,1448.34,1317.51,2121.39,478.8,1439,2346.14,1274.99,1298.77,0\\r\\n7488,2642,54,Female,0,self_employed,1589,2,33,19,2490.56,2447.7,3250.33,4497.2,43.5,29.21,0.64,1429.21,2477.26,3225.58,0\\r\\n7489,2739,33,Male,0,salaried,1096,2,273,,4200.93,4200.93,4200.93,4174.32,0.39,0.39,0.39,0.39,4200.93,4200.93,0\\r\\n7490,1351,29,Male,0,self_employed,1020,2,16,45,10870.64,10870.64,9931.64,7202.55,0.09,1845.09,0.09,0.09,10870.64,10017.53,0\\r\\n7491,2536,59,Female,0,self_employed,1096,2,327,40,1867.07,1845.64,1828.95,1074.2,0.51,4526.03,357.66,3500.51,1985.54,3021.97,1\\r\\n7492,1867,39,Female,1,salaried,589,2,802,63,5014.92,2832.59,2671.81,1038.66,0.36,0.36,634.93,1063.5,4167.9,1487.52,0\\r\\n7493,1473,72,Male,0,retired,1020,2,1,,3437.88,3437.88,3437.88,3426.81,0.59,0.59,0.59,0.59,3437.88,3437.88,0\\r\\n7494,2697,55,Male,0,self_employed,1111,3,1563,33,5289.22,5601.73,5281.76,6739.31,0.46,1071.89,384.4,555.41,5379.53,5022.41,0\\r\\n7495,2120,36,Female,0,self_employed,630,2,404,3,1398.77,2430.48,2142.98,6409.31,1008.66,2583.23,1542.54,1857.51,1932.84,1853.89,0\\r\\n7496,4692,90,Female,0,self_employed,1181,2,186,245,8168.99,8168.99,8197.41,8199.34,0.41,0.41,0.41,71.84,8168.99,8182.81,0\\r\\n7497,2615,68,Male,0,retired,146,1,41,97,30075.05,30075.05,20958.23,2314.49,0.03,0.03,0.03,0.03,30075.05,29111.47,0\\r\\n7498,779,32,Male,0,salaried,1020,3,239,336,3237.44,2601.23,2348.28,2127.37,0.31,0.31,289.93,3791.3,1893.17,1974.96,0\\r\\n7499,2332,58,Male,0,salaried,491,3,1466,28,23234.04,81679.68,66522.07,76235.51,1554.27,1668.56,0.47,0.47,37716.45,81679.68,1\\r\\n7500,7066,47,Female,0,salaried,1020,3,60,0,2834.97,2480.04,1849.77,2112.08,1132.79,1217.43,570.77,350.33,2220.12,1741.61,0\\r\\n7501,3059,65,Male,0,retired,1076,2,64,20,2931.52,5634.19,2770.66,1771.79,276.64,3998.07,5072.17,5175.29,3571.11,3766.83,0\\r\\n7502,1011,32,Male,1,salaried,,2,1985,136,5648.15,5648.97,5656.88,5678.92,0.56,0.56,0.56,0.56,5648.29,5648.97,0\\r\\n7504,3112,30,Female,0,salaried,1096,2,557,6,16297.28,14146.26,15778.29,11495.56,2001.88,1608.22,1224.66,4235.82,15867.07,16006.87,0\\r\\n7505,943,25,Female,0,self_employed,1494,2,1008,20,428.63,996.87,3580.53,5982.09,23075.01,0.4,23643.26,14.69,2522.74,1007.93,0\\r\\n7506,4228,42,Male,1,self_employed,334,2,4,104,2624.68,2617.52,2699.84,3082.49,0.2,0.2,18.76,146.49,2634.91,2664.71,0\\r\\n7507,646,52,Male,0,self_employed,,3,1914,4,11235.87,13045.43,12942.62,8746.13,274.93,274.93,1715.21,288.02,12656.01,12967.36,0\\r\\n7509,1320,74,Female,0,retired,1020,2,15,1,1965.13,1617.25,1584.61,2715.09,428.47,116.09,80.59,6.65,1653.54,1603.13,0\\r\\n7510,3241,32,Male,1,student,409,2,158,41,2146.6,2017.23,1701.38,671.61,0.6,643.46,14.89,0.6,2145.7,1630.14,0\\r\\n7511,4615,23,Male,0,self_employed,834,1,22,48,532.3,1610.87,1544.68,931.23,0.27,30000.27,1078.84,28961.97,1315.06,3124.58,1\\r\\n7512,2478,56,Female,0,self_employed,1621,1,50,7,20645.05,2787.91,4429.94,3118.63,17857.19,0.04,0.04,0.04,7714.02,2787.91,0\\r\\n7513,2126,48,Male,0,salaried,409,2,193,4,6609.2,5801.93,4976.43,4064.64,12.39,0.6,476.61,527.63,5881.65,5462.1,0\\r\\n7514,3383,48,Male,0,salaried,61,2,115,289,2348.97,2346.26,2343.53,2322.94,0.36,0.36,0.36,0.36,2346.64,2344.63,1\\r\\n7515,1291,44,Male,0,salaried,409,2,393,61,5648.27,6637.77,3431.3,213.04,0.44,0.44,400.44,630.09,6423.82,3865.87,1\\r\\n7516,2379,76,Female,0,self_employed,11,2,121,9,1715.65,2663.26,2102.62,1514.34,1.81,0.2,2082.7,265.42,2246.36,2447.18,0\\r\\n7517,2135,62,Male,0,salaried,336,3,1489,26,663.53,782.89,2001.49,2123.83,180.91,201.41,300.27,2100.27,783.59,1662.2,0\\r\\n7518,4587,40,Female,0,salaried,146,2,829,0,2879.42,6301.67,3753.4,4660.9,1827.6,1657.11,5341.9,143.4,1404.94,4841.97,0\\r\\n7519,4431,42,Male,0,self_employed,531,2,1351,0,4188.39,8458.52,6562.34,6635.03,13402.17,3992.61,14886.43,2382.5,5816.69,7352.72,1\\r\\n7520,1528,71,Male,0,retired,104,2,1884,,18914.43,18914.43,18914.43,18794.6,0.14,0.14,0.14,0.14,18914.43,18914.43,0\\r\\n7521,2784,43,Male,0,self_employed,558,3,1353,11,3792.16,2354.88,2542.37,2795.33,1406.5,0.34,1400.34,0.34,2920.5,2354.78,0\\r\\n7522,1237,35,Female,1,salaried,575,3,572,179,1895.43,3681.14,3799.41,9655.62,0.4,0.4,0.4,0.4,2018.58,3796.35,0\\r\\n7523,4913,38,Male,0,salaried,822,2,295,6,3269.55,2666.64,2717.12,2223.17,2188.03,186.97,4992.06,2155.91,2829.98,2898.67,0\\r\\n7524,2240,80,Female,0,retired,615,3,1741,27,2630.67,3697.53,4222.57,10465.59,21.23,26.1,0.19,65.27,3198.04,4122.64,0\\r\\n7525,486,36,Male,,self_employed,1086,3,2605,296,1919.3,1919.3,1919.3,1805.69,0.49,0.49,0.49,0.49,1919.3,1919.3,0\\r\\n7526,3981,39,Male,2,self_employed,372,2,236,313,2522.03,2508.14,2508.94,2482.21,0.09,0.09,0.09,0.09,2510.54,2508.14,0\\r\\n7527,2944,58,Female,1,self_employed,1020,2,424,95,2959.03,1963.41,2129.31,1133.02,0.61,0.61,95.7,0.61,2411.79,1965.79,0\\r\\n7528,1147,54,Female,0,self_employed,1020,2,12,11,6180.79,5630.66,6016.08,4544.34,2323.88,4.25,1630.47,730.37,5744.74,5983.12,1\\r\\n7529,1411,48,Male,0,salaried,146,2,1300,0,3350.91,3491.41,38888.85,437479.57,3347.53,3485.39,1428.91,3868.38,441.17,1283.91,1\\r\\n7530,1452,66,Female,0,self_employed,146,2,41,28,2322.59,1860.96,1904.94,1589.48,757.61,757.61,10.27,12.08,2325.31,1845.12,0\\r\\n7531,2405,50,Female,0,self_employed,1020,2,990,3,22826.72,18341,15102.06,2919.2,4485.89,200.17,0.17,0.17,21155.78,18224.88,0\\r\\n7532,2265,43,Male,0,salaried,1096,3,1795,,15973.97,16490.67,16097.6,9134.9,0.5,0.5,0.5,0.5,16045.24,16557.34,0\\r\\n7533,340,90,Male,,self_employed,800,3,2765,320,12524.79,12524.79,12524.79,12449.15,0.01,0.01,0.01,0.01,12524.79,12524.79,0\\r\\n7534,2818,79,Male,0,retired,146,2,875,19,14705.01,15627.45,13845.52,10519.08,1057.83,1057.83,7607.6,4071.89,15809.24,13783.25,0\\r\\n7535,1088,31,Female,0,self_employed,1020,2,239,36,70.69,262.66,3773.35,704.04,0.07,2216.86,11891.71,20286.59,890.32,6040.16,0\\r\\n7536,852,26,Male,0,salaried,1096,1,89,25,3674.67,3621.14,3311.12,2562.09,714.39,642.96,660.86,0.1,3598.93,3517.45,0\\r\\n7537,896,40,Male,,self_employed,673,1,2573,42,16926.89,18212.97,18137.21,24962.52,0.29,1358.58,1286.37,157.43,17592.1,17523.4,0\\r\\n7538,2474,53,Female,0,self_employed,366,2,849,42,25621.22,3345.93,4891.51,3913.46,0.56,7550.56,0.56,7544.94,7954.61,3343.76,0\\r\\n7539,2181,48,Female,0,self_employed,745,2,1904,76,5780.28,5969.94,6435.06,7152.38,0.56,0.56,0.56,0.56,5909.21,6088.81,0\\r\\n7540,1143,36,Female,0,self_employed,552,2,963,,10607.22,10607.22,10607.22,10540.03,0.03,0.03,0.03,0.03,10607.22,10607.22,1\\r\\n7541,846,26,Female,0,salaried,745,1,11,7,2945.48,2412.89,2236.55,1316.21,707.56,522.56,196.4,688.88,2462.65,2154.68,0\\r\\n7542,6226,85,Female,0,self_employed,575,3,1720,45,1245.54,6956.42,33326.53,21017.13,0.27,343.13,5714.56,36074.6,2624.73,34616.5,1\\r\\n7543,2634,47,Male,3,self_employed,187,2,755,163,6961.3,7185.72,7102.33,7288.81,0.49,0.49,456.49,293.63,6966.12,7140.86,0\\r\\n7544,4162,42,Male,0,self_employed,395,2,1239,39,4043.31,18126.03,4813.91,127.62,0.41,428.99,13474.71,419.16,10763.02,3510.54,1\\r\\n7545,3204,71,Male,0,retired,11,3,297,,10469.11,10554.82,10554.82,10741.57,0.43,0.43,0.43,0.43,10469.11,10554.82,0\\r\\n7546,2974,42,Male,1,salaried,1525,2,146,4,4858.84,4431.22,5094.54,6940.65,2886.56,2755.13,963.84,1373.73,3435.64,5163.73,0\\r\\n7547,1475,37,Male,0,salaried,1437,2,1063,17,1696.29,1695.56,1798.4,2615.9,36.36,464.93,35.63,741.34,1687.67,1631.69,0\\r\\n7548,753,30,Male,0,self_employed,980,2,3481,356,2191.79,3620.36,3390.48,3592.19,0.37,0.37,1428.94,0.37,2930.71,3620.36,0\\r\\n7549,758,55,Male,0,self_employed,15,2,305,26,2247.07,4027.07,3478.05,2928.74,1303.81,0.1,3083.81,1940.96,3323.3,4395.42,0\\r\\n7550,3239,30,Male,2,student,1173,2,782,12,2839.56,4109.48,4358.54,5015.51,815.8,565.87,2085.73,1571.59,3365.55,4363.68,0\\r\\n7551,6796,68,Female,0,self_employed,623,2,1228,21,3006.41,2800.74,6290.24,7724.97,43083.59,29187.8,42857.27,30728.7,6478.3,7859.19,1\\r\\n7552,835,42,Male,,self_employed,904,2,1943,285,3414.73,3429.02,3441.28,3502.05,0.57,0.57,0.57,0.57,3427.54,3441,0\\r\\n7553,4179,38,Female,0,self_employed,615,2,282,11,2071.56,3899.27,5792.49,15445.58,0.52,572.05,2886.02,7552.65,2464.82,5974.95,1\\r\\n7554,2030,41,Male,0,self_employed,,3,382,5,972.84,1020.38,2163.7,2377,63.57,357.57,48.72,2078.37,948.09,2617.71,1\\r\\n7555,1211,10,Female,0,student,61,2,115,220,1481.7,1495.99,1494.02,1488.25,0.41,0.41,14.7,0.41,1490.07,1495.99,0\\r\\n7556,1744,49,Female,0,self_employed,1294,3,2063,61,6803.29,6803.29,6171.52,3791.59,0.37,0.37,0.37,56.96,6803.29,6845.27,1\\r\\n7557,1049,37,Male,,self_employed,,2,2839,55,5774.18,12202.76,11361.98,12275.39,0.23,714.51,6428.8,714.51,9320.98,12633.63,1\\r\\n7558,2335,28,Male,0,student,1271,3,1696,287,2899.26,2543.42,2149.42,603.17,0.49,0.49,0.49,0.49,2592.5,2215.12,0\\r\\n7559,4595,90,Male,0,self_employed,623,1,81,10,3436.95,1498.47,3899.54,4172.89,4277.75,940.33,2857.53,16428.96,2661.88,4571.27,0\\r\\n7560,733,61,Male,,retired,776,2,2344,,1512.71,1512.71,1512.71,1503.14,0.3,0.3,0.3,0.3,1512.71,1512.71,0\\r\\n7561,2494,42,Female,0,salaried,630,3,404,32,19656.66,24590.49,9168.96,570.27,0.33,38857.47,4934.16,14500.33,22295.5,4966.07,0\\r\\n7562,4561,38,Male,2,salaried,1111,1,248,18,3877.43,20810.28,10580.55,13631.43,4817.5,29721.16,22522.03,11937.51,8279.88,19560.23,0\\r\\n7563,3193,38,Male,2,salaried,409,3,328,0,334.22,1703.82,1689.33,1507.17,715.03,0.6,913.12,307.67,511.06,1767.76,1\\r\\n7564,2328,69,Female,0,self_employed,1232,1,52,60,3911.07,2487.78,2929.57,3270.43,0.51,0.51,722.66,0.51,4279.91,2487.78,0\\r\\n7565,1601,52,Female,0,self_employed,1020,3,12,350,3906.53,3908.33,3921.67,3887.66,0.39,0.39,0.39,0.39,3908.95,3903.51,0\\r\\n7566,1409,54,Female,0,self_employed,1232,2,7,39,2453.38,2453.38,1654.61,1011.86,0.69,1429.26,0.69,0.69,2453.38,1485.63,0\\r\\n7567,1801,66,Male,0,self_employed,342,2,374,21,3661.35,3529.43,3397.59,2307.16,146.86,434.21,0.29,0.29,3629.51,3237.86,0\\r\\n7568,361,54,Female,,self_employed,1096,2,934,58,1451.79,1451.79,1443.93,568.96,0.39,23.21,0.39,0.39,1451.79,1451.05,0\\r\\n7569,737,43,Male,0,salaried,1570,3,1273,103,785.55,1516.68,2006.48,5474.21,0.5,0.5,714.79,286.21,1364.1,1796.46,1\\r\\n7570,1570,47,Male,0,salaried,334,2,1866,63,4307.89,1738.98,1437.95,1471.68,0.16,0.16,776.07,565.03,2321.09,1173.53,0\\r\\n7571,5837,56,Female,0,self_employed,409,2,3,,2247.43,2247.43,2245.41,2213.97,0.26,0.26,0.26,0.26,2247.43,2247.43,0\\r\\n7573,1525,71,Female,0,self_employed,1096,2,1657,132,8240.13,8240.13,8240.13,7978.6,0.23,0.23,0.23,0.23,8240.13,8240.13,0\\r\\n7574,801,66,Male,0,retired,1540,3,1259,53,3780.71,4292.93,4417.35,6020.64,0.19,942.82,500.19,500.19,4077.4,4418.32,0\\r\\n7575,2942,37,Male,1,self_employed,409,2,886,69,5667.66,6005.64,5914.98,6547.5,0.07,0.07,338.05,316.44,5747.01,6058.51,0\\r\\n7576,713,78,Male,0,retired,409,2,1386,25,7644.79,5379.79,6030.65,5401.22,2265.5,0.5,0.5,0.5,7332.37,5379.79,0\\r\\n7577,1916,63,Female,0,self_employed,1214,3,787,74,3525.42,3590.85,3282.16,1675.35,0.07,0.07,65.5,0.07,3527.67,3590.85,0\\r\\n7578,1266,35,Male,0,self_employed,575,3,2972,47,4148.04,4145.78,4419.04,6973.75,0.09,142.94,0.09,353.69,4146.87,4133.91,0\\r\\n7579,800,33,Female,0,self_employed,289,3,1769,182,4907.67,4907.67,4907.67,4638.21,0.51,0.51,0.51,0.51,4907.67,4907.67,0\\r\\n7580,2599,53,Male,1,self_employed,1111,1,651,13,1900.92,742.24,3273.61,5027.02,966.06,3103.28,1000.9,7482.14,2098.86,3105.14,0\\r\\n7581,1474,60,Male,0,self_employed,1216,2,2611,21,3386.62,3215.3,2333.69,2257.34,700.03,571.46,68.25,15.4,3434.73,3022.46,0\\r\\n7582,1252,57,Male,0,self_employed,318,2,2774,354,2914.04,2914.04,2914.04,2895.67,0.46,0.46,0.46,0.46,2914.04,2914.04,0\\r\\n7583,5193,58,Female,2,self_employed,1020,2,1,,7752.57,7752.57,9487.08,16980.58,0.2,0.2,0.2,0.2,7752.57,7752.57,0\\r\\n7584,2986,61,Male,0,salaried,578,3,2916,52,1771.36,1847.05,1898.48,1985.42,0.11,42.97,0.11,42.97,1792.43,1978.57,0\\r\\n7585,3206,43,Female,0,self_employed,409,3,1561,,15569.54,16283.83,16119.62,16180.38,0.47,0.47,714.76,0.47,15791.22,16283.83,0\\r\\n7587,181,16,Female,,student,69,2,858,123,2478.53,2464.24,2460,3229.96,0.43,0.43,0.43,0.43,2474.1,2460.1,0\\r\\n7588,1593,46,Male,0,salaried,468,3,256,46,1192.52,5794.65,1750.67,200.86,0.5,5884.8,32.61,286.21,1507.7,3548.24,0\\r\\n7589,290,54,Female,0,self_employed,513,2,216,138,2002.81,1574.24,1692.47,1459.84,0.1,0.1,0.1,0.1,1928.92,1574.24,0\\r\\n7590,3048,47,Male,0,salaried,,2,762,11,2681.97,2916.72,2780.23,2479.74,285.91,285.91,507.14,14.61,2770.97,2838.23,0\\r\\n7591,4062,53,Female,0,self_employed,146,2,411,48,366.15,849.33,2021.89,1781.19,0.29,207.04,10454.45,920.82,808.34,962.17,1\\r\\n7592,2369,45,Female,0,self_employed,1020,3,567,241,3391.17,3571,3968.02,6837.05,0.46,0.46,191.19,0.46,3419,4051.37,0\\r\\n7593,1038,40,Male,0,salaried,834,2,22,4,3003.26,2860.4,2881.71,2898.85,143.31,0.46,0.46,0.46,2880.1,2860.4,0\\r\\n7594,2055,72,Male,0,salaried,140,3,1886,,4607.66,4621.94,4635.45,4644.22,0.67,0.67,0.67,0.67,4621.45,4635.31,0\\r\\n7595,889,50,Female,0,self_employed,1525,3,2503,2,2550.37,2496.93,2462.45,3412.88,525.89,526.11,477.01,830.73,2295.02,2461.72,0\\r\\n7596,4574,47,Female,0,salaried,1084,3,540,,11178.61,11448.54,11580.45,12449.16,0.63,0.63,821.69,823.01,11157.84,11238.44,0\\r\\n7597,1673,26,Male,0,self_employed,623,3,3974,13,1030.49,1079.3,1996.68,2287.03,1279.74,357.7,232.76,857.69,1021.72,1435.63,1\\r\\n7598,2498,50,Male,0,salaried,409,2,440,76,4368.83,5278.47,5601.66,3725.07,0.53,0.53,1323.26,1562.53,4535.27,6043.89,0\\r\\n7599,2451,74,Male,1,retired,1232,3,29,16,1795.1,1428.88,1904.52,2701.38,515.73,246.74,142.96,391.6,1783.37,1873.74,1\\r\\n7600,1696,54,Male,0,self_employed,965,2,37,63,14361.94,14361.94,14339.16,4486.28,0.3,0.3,0.3,0.3,14361.94,14361.94,1\\r\\n7601,2641,52,Female,0,salaried,1613,3,4259,56,5634.04,5634.04,4154.75,769.18,0.46,7066.74,0.46,1892.63,5634.04,6370.28,1\\r\\n7602,4225,33,Female,0,self_employed,983,2,238,143,3198.96,3878.82,3831.94,3935.68,0.46,0.46,680.31,0.46,3738.16,3878.82,1\\r\\n7603,984,57,Male,0,salaried,1589,3,1711,217,290.95,2646,2617.8,2634.49,0.09,0.09,2357.23,0.09,2566.67,2644,1\\r\\n7604,2296,32,Male,0,self_employed,1232,3,1578,3,628.6,1131.9,1741.81,1434.29,857.69,3571.97,1613.84,7579.56,989.64,2465.92,0\\r\\n7605,1402,25,Female,0,student,651,3,2805,11,4487.94,157.58,2014.48,670.38,4330.66,0.3,0.3,2857.44,1949.46,1079.24,0\\r\\n7606,3231,64,Female,2,self_employed,334,2,441,5,1890.72,1754.15,1718.2,1581.8,142.89,0.03,292.03,70.83,1958.01,1738,0\\r\\n7607,691,27,Male,,self_employed,623,2,318,23,1194.91,1319.8,1494.27,1339.14,285.99,257.41,482.3,423.58,1467.23,1518.54,0\\r\\n7608,2272,46,Male,0,self_employed,1494,3,251,,3694.94,3438.51,3453.15,3369.06,0.21,0.21,0.21,0.21,3482.45,3438.51,0\\r\\n7609,3476,28,Female,0,salaried,1096,3,587,31,2354.48,3760.46,5146.63,7645.62,0.3,386.01,4689.98,1303.54,5642.48,4556.01,0\\r\\n7610,4282,56,Female,0,self_employed,146,1,286,12,5276.37,5148.29,4547.62,2521.46,3513.92,413.8,2296.3,188.8,4888.25,4695.17,0\\r\\n7611,5038,47,Male,2,self_employed,1096,1,32,3,3499.74,6142.35,7931.85,8614.39,69592.7,260856.99,20505.69,127714.85,8149.3,10034.77,0\\r\\n7612,2033,48,Male,0,salaried,904,2,412,171,1825.36,1825.36,1807.46,2240.92,0.47,0.47,0.47,0.47,1825.36,1825.36,0\\r\\n7613,5770,75,Male,0,retired,1020,2,1,11,10070.89,7885.18,5823.08,2340.83,386.31,1619.41,0.6,1471.33,9334.93,6669.45,0\\r\\n7614,881,42,Female,0,self_employed,1494,2,251,33,306.68,306.68,1551.85,2641.32,0.11,7142.97,0.11,8601.54,306.68,1201.12,1\\r\\n7615,574,11,Male,0,student,1096,1,26,180,1464.71,1464.71,1464.71,1672.42,0.6,0.6,0.6,0.6,1464.71,1464.71,0\\r\\n7616,1953,34,Female,0,self_employed,334,2,750,,17.75,9161.43,3425.07,437.95,0.23,0.23,0.23,0.23,3486.15,6348.3,1\\r\\n7617,1237,90,Male,0,self_employed,630,2,1405,0,2398.14,5125.18,6265.27,4800.38,75851.86,26808.62,6.56,7367.2,4262,10134.65,0\\r\\n7618,769,42,Male,0,salaried,334,3,1880,0,3304.9,3074.88,1441.51,1311.11,2456.29,2450.61,914.77,880.36,1975.06,1758.42,0\\r\\n7619,626,31,Female,0,salaried,1096,3,139,4,1594.1,1652.77,1562.58,2448.79,1170.94,1214.39,1339.41,2412.85,2214.4,2014.59,1\\r\\n7620,2302,41,Male,0,self_employed,1096,1,158,9,3464.48,4153.49,3419.33,1105.09,4.83,667.02,688.91,1433.5,3770.31,4459.19,0\\r\\n7621,1083,36,Female,0,self_employed,409,3,395,102,3223.21,3223.21,3223.21,2772.74,0.5,0.5,0.5,0.5,3223.21,3223.21,0\\r\\n7622,2131,62,Male,2,self_employed,1020,2,355,3,13694.08,10019.33,10800.63,9700.93,3114.59,1686.09,0.3,1428.87,11641.57,10213.78,0\\r\\n7623,2999,27,Male,0,salaried,590,2,375,7,3350.45,7936.07,5218.68,3686.36,4362.33,1440.9,0.19,0.19,10616.12,3369.55,0\\r\\n7624,2214,77,Female,0,self_employed,409,2,609,,14012.58,13741.15,13758.37,13650.21,0.27,0.27,0.27,0.27,13797.31,13740.05,0\\r\\n7625,427,29,Male,,self_employed,904,2,2806,356,85226.43,85226.43,85226.43,84686.74,0.37,0.37,0.37,0.37,85226.43,85226.43,0\\r\\n7626,2193,54,Male,3,self_employed,1020,2,541,13,1464.69,686.21,2255.66,1177.99,15303.19,1674.61,1117.74,3745.03,3571.79,1272.64,0\\r\\n7627,4549,44,Female,0,self_employed,1232,3,52,215,10321.6,10476.9,8979.59,2070.64,0.21,0.21,714.28,0.21,10426.52,10478.97,0\\r\\n7628,4099,36,Female,0,self_employed,1232,2,104,11,3857.64,3479.07,3373.92,3835.84,407.66,412.03,0.51,0.51,3612.82,3421.66,0\\r\\n7629,740,41,Male,,salaried,623,2,545,348,112.27,1956.57,3040.67,1720,0.33,0.33,171.76,1457.47,154.37,2306.49,0\\r\\n7630,1335,66,Female,0,retired,575,2,44,75,6938.88,7207.1,7289.25,4546.48,0.44,0.44,196.24,420.73,7012.64,7397.76,0\\r\\n7631,1169,30,Male,0,salaried,1034,2,65,28,11209.71,10126.86,10020.8,6991.47,428.74,686.89,288.19,306.93,11398.72,9898.3,0\\r\\n7633,4540,61,Male,2,self_employed,76,1,216,61,496.56,496.56,2450.24,1335.29,0.5,0.5,0.5,4286.21,496.56,1326.06,1\\r\\n7634,1647,60,Male,0,self_employed,15,2,1679,14,1968.02,3221.9,3741.07,4614.52,1571.47,0.04,2825.34,1155.06,3065.01,3417.8,0\\r\\n7635,2571,72,Female,0,salaried,656,1,46,23,56954.85,54987.7,43224.06,14117.64,2893.49,145750.63,857.77,174566.34,56898,60433.6,0\\r\\n7636,4513,63,Male,2,salaried,1076,1,64,17,18524.02,105078.36,42425.93,9318.52,986.3,58129.16,87256.99,3685.56,27374.99,68070.91,0\\r\\n7637,1374,46,Male,1,self_employed,623,2,3817,21,949.23,1619.76,1781.85,1541.23,429.27,3204.66,1099.8,3955.23,1112.29,1650.52,0\\r\\n7638,3524,42,Male,0,self_employed,1232,2,359,19,6731.67,1384.57,2288.43,1821.49,5396.21,763.93,33.07,114.5,4903.53,1076.32,0\\r\\n7639,5682,64,Male,1,self_employed,834,3,460,27,1888.49,2270.25,2578.48,1678.97,473.57,1154.11,1290.6,2128.88,2088.25,2736.38,0\\r\\n7641,2861,61,Male,0,salaried,409,3,91,0,1995.28,1249.46,2414.4,2168.62,12487.91,702.2,11384.95,492,4057.17,1328.98,1\\r\\n7642,1446,44,Female,0,salaried,575,2,1720,109,1.55,6858.69,2098.91,1561.29,0.29,0.29,7071.71,0.29,3385.79,1513.07,0\\r\\n7643,2355,46,Female,0,self_employed,623,1,21,7,10476.19,172.78,1895.1,216.52,11713.5,0.09,1636.86,141.41,3452.5,424.94,0\\r\\n7644,2595,49,Male,0,self_employed,277,3,953,4,606.05,3199.3,2316.37,1737.64,1838.14,766.16,4364.75,142.96,1069.93,2956.44,1\\r\\n7645,2068,90,Male,0,retired,169,2,389,,3197.62,3197.62,3197.62,3177.37,0.57,0.57,0.57,0.57,3197.62,3197.62,0\\r\\n7646,2274,46,Female,0,self_employed,1388,3,1555,21,7136.97,8737.45,8534.19,3888.69,318.66,4.2,1943.27,282.51,8731.13,8911.79,0\\r\\n7647,2301,25,Female,0,salaried,1020,2,19,23,1500.79,2226.19,2174.6,2659.66,224.97,878.07,1556.63,3904.29,1763.64,2424.91,0\\r\\n7648,2399,37,Male,0,salaried,334,3,444,,2059.6,2059.6,2061.76,2055.02,0.6,0.6,0.6,0.6,2059.6,2061.98,0\\r\\n7649,4262,37,Female,0,self_employed,575,2,1203,48,12972.39,12972.39,12866.64,12682.84,0.4,229.11,0.4,0.4,12972.39,12883.86,0\\r\\n7650,3042,27,Female,0,student,1525,2,60,4,6074.71,6269.55,5421.11,3468.93,1388.04,2033.8,1048.7,861.24,5748.57,4928.77,0\\r\\n7651,3010,64,Female,0,self_employed,,2,59,,6560.6,6989.17,7000.41,7159.55,0.61,0.61,429.19,0.61,6969.46,6989.17,0\\r\\n7652,1222,32,Male,0,self_employed,1232,2,1578,32,3139.92,3198.6,2749.3,1486.9,0.26,985.97,101.8,285.97,3176.5,2588.93,0\\r\\n7653,1689,48,Male,0,salaried,146,2,53,58,2236.09,2236.09,2214.82,2140.44,0.43,69.11,0.43,7.3,2236.09,2234.1,0\\r\\n7654,5745,59,Male,4,salaried,318,3,2774,2,1105.09,725.12,2813.43,3091.26,380.26,3269.36,0.29,6500.29,764.43,3807.82,0\\r\\n7655,3274,28,Male,0,salaried,1150,3,2024,306,1930.12,1930.12,1698.78,1770.28,0.21,0.21,0.21,0.21,1930.12,1928.78,0\\r\\n7656,299,43,Male,,self_employed,264,3,2635,17,3282.22,1200.99,1993.99,1441.7,285.96,0.24,1000.24,4285.96,968.32,3806.78,0\\r\\n7657,1267,67,Male,0,retired,914,3,123,20,11104.37,10063.86,10236.22,2091.56,1428.93,0.36,602.7,661.41,10745.4,10313.93,0\\r\\n7659,2607,74,Male,0,self_employed,1388,2,42,23,12180.93,10095.21,10536.25,9778.37,2086.09,154.87,0.37,0.37,11677.48,9990.55,0\\r\\n7660,2354,59,Female,0,self_employed,575,1,132,89,2056.73,2056.73,2026.01,624.91,0.51,0.51,0.51,0.51,2056.73,2056.73,0\\r\\n7661,4545,68,Female,0,self_employed,623,3,2479,19,1628.24,5599.67,3782.6,1149.69,571.49,0.06,4571.49,0.06,1961.25,5456.85,1\\r\\n7662,5689,69,Male,0,self_employed,,2,17,,7847.9,6962.93,7075.6,8386.16,0.24,0.24,0.24,0.24,7300.94,6962.93,0\\r\\n7663,3197,64,Female,0,self_employed,1232,2,29,8,14633.49,13650.52,13750.76,11689.89,969.57,0.31,0.31,443.79,13957,13807.88,0\\r\\n7664,2301,48,Male,1,salaried,1232,2,794,4,5130,19257.28,30026.5,38125.08,69830.24,6855.6,81063.21,2771.04,41784.99,14786.96,1\\r\\n7665,453,22,Male,0,self_employed,1198,2,2372,98,301.59,548.73,2066.68,6799.83,0.34,0.34,247.49,321.77,443.22,716.91,1\\r\\n7666,448,90,Female,,self_employed,15,2,1288,10,6544.71,6544.71,5902.73,5329.76,1428.81,714.53,0.24,0.24,5978.21,5899.55,0\\r\\n7667,1007,45,Female,,self_employed,758,2,1630,356,1909.73,1909.73,1909.73,1897.63,0.33,0.33,0.33,0.33,1909.73,1909.73,0\\r\\n7668,1913,30,Male,0,self_employed,,2,1962,123,3028.56,3028.56,3028.56,2740.2,0.03,0.03,0.03,0.03,3028.56,3028.56,0\\r\\n7669,1159,31,Male,0,self_employed,621,3,2378,55,10689.03,10689.03,10467.17,11804.05,0.66,1024.54,0.66,0.66,10689.03,10595.71,0\\r\\n7670,4216,61,Male,0,salaried,1096,3,329,5,821.6,7594.88,5533.27,8078.47,551.7,6144.89,7143.03,65.89,2625.73,6524.95,1\\r\\n7671,1318,90,,0,self_employed,1336,2,1478,,6642.1,6642.1,6642.1,6550.29,0.13,0.13,0.13,0.13,6642.1,6642.1,0\\r\\n7672,6264,82,Male,0,retired,1096,1,43,62,6962.41,7078.34,15591.84,13640.45,0.51,0.51,116.44,0.51,6970.41,21594.47,0\\r\\n7674,924,37,Female,0,salaried,1477,1,2539,14,1200.38,1404.38,1458.45,1800.58,42.99,14.76,871.56,0.13,1358.69,1437.89,0\\r\\n7675,2859,26,Female,0,student,1096,1,484,69,11976.73,11976.73,10071.97,10926.08,0.33,0.33,0.33,0.33,11976.73,11831.57,0\\r\\n7676,968,64,Male,0,self_employed,704,3,3280,2,7892.82,7763.57,7681.98,7696.19,143.73,14.4,0.19,157.26,7777.43,7672.52,0\\r\\n7677,4436,69,Female,0,self_employed,1020,1,540,3,5134.34,11513.71,7798.23,8294.18,32787.14,14658.04,87326.09,12650.16,10357.16,9044.13,0\\r\\n7678,1466,90,,0,self_employed,1020,2,212,129,10642.83,10642.83,10642.83,7156.44,0.16,0.16,0.16,0.16,10642.83,10642.83,0\\r\\n7679,194,59,Male,0,salaried,1076,3,1788,98,1708.67,1992.32,2681.97,1504.99,0.17,0.17,285.89,1250.06,1953.41,2441.6,0\\r\\n7680,1796,30,Male,4,self_employed,1236,2,1651,7,2234.3,2162.87,2197.62,2377.71,71.66,0.23,0.23,0.23,2182.58,2162.87,0\\r\\n7682,882,26,Female,0,self_employed,579,3,1468,75,2202.7,2202.7,2442.33,2452.84,0.54,0.54,0.54,857.69,2202.7,2481.5,0\\r\\n7683,6136,86,Male,0,retired,409,2,331,,1965.12,1965.12,1965.12,1303.86,0.57,0.57,0.57,0.57,1965.12,1965.12,0\\r\\n7684,6057,67,Male,0,salaried,1096,2,1358,138,6755.53,6774.09,6961.99,7982.9,0.53,0.53,0.53,215.3,6744.5,6884.67,0\\r\\n7685,3029,34,Male,0,salaried,724,3,79,3,1204.82,1547.54,2423.24,927.1,7419.45,0.57,7933.6,678.8,3231.86,1650.83,0\\r\\n7686,688,14,Female,0,student,,2,864,,2074.63,2003.2,1946.63,1723,0.31,0.31,0.31,0.31,2015.52,1947.9,0\\r\\n7687,1740,80,Male,0,retired,694,2,142,,3395.83,3395.83,3395.83,3374.32,0.17,0.17,0.17,0.17,3395.83,3395.83,0\\r\\n7688,3138,30,Female,0,salaried,1589,3,429,14,1837.14,3271.14,7367.59,10359,900.29,0.29,2334.29,7143.14,1966.03,9722.75,1\\r\\n7689,1022,66,Male,0,retired,834,2,466,49,11317.88,12675.02,7461.01,11040.85,0.16,19355.41,0.16,8568.34,11731.67,9691,1\\r\\n7690,3041,32,Male,0,salaried,491,2,93,308,1945.45,1959.73,1957.6,1972.51,0.54,0.54,14.83,0.54,1953.33,1959.73,0\\r\\n7691,4447,49,Male,0,self_employed,318,2,35,27,1489.58,1428.12,1448.9,843.51,86.47,0.19,0.19,24.32,1503.73,1447.71,0\\r\\n7692,4127,57,Male,2,salaried,1589,3,389,31,3945.17,4189.5,3852.06,3547.45,0.4,474.03,246.83,82.53,4002.99,3758.31,0\\r\\n7693,2314,37,Male,0,salaried,1589,3,1241,15,3649.2,2021.3,2495.69,2519.04,2153.93,11.29,375.81,14.84,2856.64,2093.61,0\\r\\n7694,2641,48,Male,0,self_employed,996,2,450,27,3656.65,1178.98,4770.72,11939.46,2613,60423.51,134.51,8571.66,3578.33,6575.55,0\\r\\n7695,3126,49,Male,0,self_employed,545,2,784,17,646.66,5365.47,10034.68,9365.46,1345.34,0.43,5150.43,11078.13,3557.02,6477.51,1\\r\\n7696,1100,53,Male,0,self_employed,905,3,1831,124,13628.81,13620.09,13620.37,12717.05,0.29,0.29,0.29,0.29,13626.21,13618.9,0\\r\\n7697,4188,60,Male,0,self_employed,1046,2,102,7,17594.09,18226.3,44231.52,78156.02,346970.73,0.06,354748.44,15279.31,51188.02,18522.68,1\\r\\n7698,5269,48,Male,2,self_employed,531,1,120,111,37961.46,21279.9,21062.93,13546.01,0.66,0.66,13172.25,11715.69,31371.66,17725.05,0\\r\\n7699,665,33,Male,,self_employed,16,2,1836,149,2757.6,2757.6,2988.02,8858.6,0.34,0.34,0.34,0.34,2757.6,2757.6,0\\r\\n7700,2272,76,Male,0,retired,312,3,971,17,7349.45,6846.59,6798.79,5263.73,503.39,424.81,0.53,0.53,7248.07,6766.64,0\\r\\n7701,1609,68,Male,3,self_employed,,2,780,90,1680.33,1678.16,1672.76,1274.47,0.19,0.19,0.19,0.19,1678.23,1676.75,0\\r\\n7702,1453,61,Female,0,self_employed,243,2,630,3,3020.55,1957.37,2074.22,1945.56,1793.07,0.21,729.9,0.21,2305.25,1957.37,0\\r\\n7703,2685,90,,0,self_employed,409,1,217,339,3778.43,3778.43,3876.28,4237.03,0.11,0.11,0.11,185.83,3778.43,3886.26,0\\r\\n7704,2453,40,Male,2,self_employed,409,1,1317,21,2731.28,2505.43,3857.37,4104.62,2335.9,804.81,2467.19,3833.94,2364.09,4645.49,0\\r\\n7705,1845,38,Male,0,self_employed,146,3,1754,18,3196.99,2570.66,2353.58,1297.91,1254.27,1479.66,645.79,1920.72,2973.27,1972.9,0\\r\\n7706,677,52,Male,0,self_employed,11,2,121,203,6256.51,6256.51,6256.51,6232.94,0.1,0.1,0.1,0.1,6256.51,6256.51,0\\r\\n7707,3217,90,Male,0,self_employed,1020,1,60,209,432.81,432.81,4350.52,36733.6,0.31,0.31,0.31,0.31,432.81,432.81,1\\r\\n7708,524,62,Male,,self_employed,1532,3,3008,,1621.6,1621.6,1621.6,1608.86,0.36,0.36,0.36,0.36,1621.6,1621.6,0\\r\\n7709,555,52,Male,2,salaried,19,3,3199,191,1842,1842,1842,2182.99,0.33,0.33,0.33,0.33,1842,1842,0\\r\\n7710,193,24,Male,0,self_employed,243,3,2402,0,1054.98,89.63,1482.33,1873.4,3729.12,529.78,3220.02,3216.77,554.5,274.24,1\\r\\n7711,2489,41,Male,0,salaried,1232,2,437,17,23015.43,5742.74,17034.66,7030.37,18701.27,0.01,1428.59,2857.16,16069.63,8185.14,1\\r\\n7712,4093,67,Male,0,retired,1315,2,250,28,24927.78,25347.79,19588.51,6214.59,17.24,14817.24,511.91,0.26,24979.69,23440.89,0\\r\\n7713,1350,47,Female,0,self_employed,1357,2,2491,133,175.21,2177.71,2371.31,2327.03,0.19,0.19,2002.69,733.1,1363.61,2839.7,1\\r\\n7714,1949,43,Male,0,salaried,621,3,1923,73,3888.02,4116.19,3514.49,3839.69,0.49,0.49,57.23,366.49,3991.67,3250.32,0\\r\\n7715,1630,57,Female,0,self_employed,649,3,1437,0,4750.52,3464.81,3504.03,1918.6,1285.74,142.89,0.03,0.03,3967.27,3381.86,0\\r\\n7716,2313,56,Male,3,self_employed,557,3,284,12,2460.26,2330.76,2350.11,2230.88,130.09,0.59,0.59,0.59,2388.81,2330.76,0\\r\\n7717,5814,73,Female,0,self_employed,931,1,57,7,18852.78,18464.53,18638.4,18020.45,649.08,2436.76,0.31,1584.6,18647.75,18013.79,0\\r\\n7718,5233,42,Female,0,self_employed,834,2,40,55,5497.19,5470.44,4961.56,3960.18,0.3,1339.56,0.3,0.3,5475.64,5293.58,1\\r\\n7719,648,53,Male,,self_employed,1020,2,2,4,13876.59,7304.79,9972.06,4615.17,15064.37,746.51,8663.36,2008.26,15866.4,7191.07,1\\r\\n7720,1769,61,Male,0,salaried,,2,2044,24,3038.94,3010.37,2897.17,2649.12,72.06,286.34,0.63,0.63,3049.78,2878.26,0\\r\\n7721,1351,90,,0,self_employed,834,2,2856,4,34799.14,377.95,3719.33,2419.04,24941.07,8500.43,519.89,4182.2,7723.43,2183.05,0\\r\\n7722,2402,58,Female,0,self_employed,1004,2,307,11,11769.13,197.7,1980.95,3027.9,14285.87,0.16,2714.44,0.16,5547.46,197.7,1\\r\\n7723,1713,43,Female,0,self_employed,1020,2,414,67,4416.82,4488.24,4830.67,3008.1,0.66,0.66,0.66,0.66,4451.3,4488.24,0\\r\\n7724,3343,39,Male,2,self_employed,1525,3,665,9,2283.58,2166.75,1989.41,1003.89,429.26,0.69,299.26,369.73,2044.68,2054.42,0\\r\\n7725,5088,38,Male,1,self_employed,1096,3,292,17,8682.93,8690.2,7862.52,2765.43,179.16,22.47,157.86,150.11,8666.09,7805.3,1\\r\\n7727,754,58,Male,3,salaried,146,3,1908,21,6437.15,4681.99,5507.5,7081.64,728.8,1585.94,883.07,4994.2,7025.69,6446.38,0\\r\\n7728,1385,75,Male,0,retired,834,3,2421,35,4437.07,4722.79,4964.26,5840.55,0.34,133.47,286.06,286.06,4673.52,4674.41,0\\r\\n7729,3208,32,Male,0,student,1020,2,542,45,8010.84,8015.74,7326.12,4695.74,0.1,1068.67,0.1,0.1,8015.07,7533.16,0\\r\\n7730,411,49,Female,0,self_employed,1232,3,7,88,1047.08,1436.86,1624.96,1369.72,0.06,0.06,171.47,0.06,1314.63,1616.59,0\\r\\n7731,1599,47,Male,0,salaried,626,1,71,18,22703.74,26992.68,23172.13,18783.4,7127.3,8104.44,14.97,0.44,23027.51,24930.28,0\\r\\n7732,2726,28,Female,0,student,1076,1,64,59,2233.76,2407.41,1534.89,190.75,0.11,857.46,0.11,0.11,2251.21,2048.13,0\\r\\n7733,883,75,Male,,retired,1546,3,2617,,3471.38,3582.77,3603.52,3766.2,0.54,0.54,71.97,0.54,3530.78,3595.21,0\\r\\n7734,4387,41,Female,0,self_employed,1232,3,1791,62,1192.56,1557.62,1488.72,1412.74,0.01,0.01,336.46,394.3,1407.69,1754.95,0\\r\\n7735,1634,34,Female,0,self_employed,553,3,2253,3,10251.13,2816.29,2742.18,3032.36,7435,571.6,0.17,0.17,3497.18,2484.5,0\\r\\n7736,3384,46,Female,0,self_employed,1271,1,101,41,1860.61,3738.04,1728.75,599.9,0.03,3064.31,1878.6,650.03,2057.34,2429.28,0\\r\\n7738,1252,51,Male,0,salaried,409,2,2840,9,5857.91,3526.56,5210.16,4403.19,2926.04,2926.04,468.83,5980.4,4921.9,7135.9,0\\r\\n7739,1072,90,,0,self_employed,60,2,3012,45,17178.31,17178.31,13549.28,9709.82,0.1,7500.1,0.1,0.1,17178.31,13791.22,0\\r\\n7740,6339,60,Male,0,self_employed,938,2,1344,68,88.35,85.75,2395.09,204.99,0.36,0.36,0.36,3428.93,86.47,2541.97,1\\r\\n7741,4536,51,Female,0,salaried,1111,1,3,0,6957.94,9017.71,3807.21,3512.82,2484.04,120.56,6108.33,5018.9,4953.17,2815.64,0\\r\\n7743,5260,45,Male,1,self_employed,,2,59,,9918.57,9918.57,9918.57,9854.2,0.21,0.21,0.21,0.21,9918.57,9918.57,0\\r\\n7744,479,30,Female,,self_employed,279,2,948,14,4411.7,3840.27,3848.93,2275.87,571.74,0.31,0.31,0.31,4135.84,3840.27,0\\r\\n7746,1697,38,Male,0,self_employed,1096,3,2040,6,11540.24,10684.74,8882.65,3551.28,857.6,1759.03,0.46,0.46,11099.92,9765.87,0\\r\\n7747,2049,25,Male,0,salaried,1096,2,2649,,5275.8,5275.8,5277.33,5282.42,0.37,0.37,0.37,0.37,5275.8,5275.8,0\\r\\n7748,2319,41,Male,0,salaried,,1,1480,229,15687.78,5499.65,5264.87,1378.74,0.24,0.24,137.67,0.24,5834.3,5499.65,0\\r\\n7749,4622,75,Male,0,self_employed,146,2,392,115,2472.5,2486.79,2494.91,2453.48,0.69,0.69,0.69,0.69,2482.35,2496,0\\r\\n7750,1226,52,Female,0,self_employed,162,2,304,7,2392.23,2506.51,2475.32,3545.45,285.89,0.17,400.17,0.17,2406.02,2506.51,1\\r\\n7751,3198,90,,,self_employed,1020,1,322,,26940.77,26674.63,28246.45,26760.83,0.23,0.23,0.23,0.23,26784.76,28344.78,0\\r\\n7752,1009,28,Female,0,student,1020,1,4492,61,31301.17,33044.6,33022.76,33689.9,0.37,0.37,1726.94,260.64,32361.46,33209.39,0\\r\\n7753,1711,46,Male,0,self_employed,409,3,330,5,616.2,2082.2,2737.33,4362.11,5.47,0.46,1471.47,1141.01,773.2,3300.22,1\\r\\n7754,6461,77,Female,0,self_employed,15,1,6,144,4920.02,6265.42,6286.07,5878.13,0.16,0.16,1428.73,0.16,6040.36,6240.45,0\\r\\n7755,4189,40,Male,0,self_employed,146,2,184,46,2916.75,3945.88,1799.6,1909.91,0.14,2785.86,2119.41,294.75,1486.9,3089.88,0\\r\\n7756,1910,31,Female,0,salaried,146,2,2565,26,20546.85,20225.42,20542.68,19746.51,678.99,321.84,357.56,1428.99,20513.6,20422.43,0\\r\\n7757,3094,52,Female,0,self_employed,621,2,531,19,9016.49,8718.35,8494.63,7070.81,298.51,298.51,0.37,0.37,8923.97,8622.18,0\\r\\n7758,381,57,Female,0,self_employed,1020,2,544,21,3508.18,310.37,2232.86,2469.38,4286.09,0.37,0.37,3469.91,2704.94,975.85,0\\r\\n7759,5130,39,Male,4,self_employed,1020,1,19,21,10954.77,8307.47,9023.54,11867.92,2930.8,7648.56,1467.71,8831.7,10439.75,6591.02,0\\r\\n7760,2194,76,Male,0,self_employed,409,2,931,35,10493.83,10493.83,8100.3,4570.81,0.63,4380.19,0.63,0.63,10493.83,7692.8,0\\r\\n7761,912,38,Male,4,self_employed,914,3,123,0,3884.42,3312.72,2212.44,1175.37,857.56,2857.56,282.59,0.41,3156.16,2616.14,1\\r\\n7762,1950,56,Male,1,self_employed,1096,2,857,137,13887.91,14171.4,14155.23,11835.16,0.26,0.26,285.97,94.97,14034.01,14170.05,0\\r\\n7763,3049,67,Male,2,salaried,1020,3,836,48,4252.76,3714.87,2808.44,1941.41,0.37,240.14,2857.51,71.8,2724.99,3583.36,0\\r\\n7764,2462,65,Male,0,salaried,575,2,1994,0,15645.64,15067.32,9946.17,1490.32,122.2,67142.91,171.49,53014.51,15391.29,13774.22,0\\r\\n7765,2683,90,,0,self_employed,15,1,6,41,81.13,652.56,4752.24,4437.82,0.6,31429.17,42429.17,101714.89,5216.6,2949.79,0\\r\\n7766,1690,77,Male,0,self_employed,322,3,1747,231,9424.55,9424.55,9272.87,3568.54,0.2,0.2,0.2,0.2,9424.55,9424.55,0\\r\\n7767,2501,41,Male,0,self_employed,1020,2,79,119,14485.48,13250.02,13369.93,11715.63,0.64,0.64,150.29,244.48,13692.61,13325.63,0\\r\\n7768,1061,54,Male,0,salaried,468,2,1029,240,16177.33,16177.33,15044.14,1234.77,0.69,0.69,0.69,0.69,16177.33,16177.33,0\\r\\n7769,1634,66,Male,0,salaried,1020,3,410,,2508.25,2508.25,2508.25,2491.9,0.46,0.46,0.46,0.46,2508.25,2508.25,0\\r\\n7771,5325,50,Male,2,self_employed,334,2,124,11,1234.6,1050.36,2173.29,2345.18,566.81,903.24,1208,2521.21,1250.36,1720.46,0\\r\\n7772,1319,64,Male,0,retired,,3,2416,8,10177.86,10963.92,10760.09,9849.99,292.57,292.86,1085.77,0.06,11017.26,10775.02,1\\r\\n7773,2894,46,Male,0,salaried,1096,3,709,23,3594.77,3337.62,3522.6,4303.35,257.83,129.26,0.69,183.5,3532.7,3433.08,0\\r\\n7775,3373,55,Female,0,self_employed,334,2,500,,11554.66,11573.2,11730.6,12624.59,0.04,0.04,18.59,22.89,11559.03,11658.27,0\\r\\n7776,1493,54,Female,0,salaried,334,3,1225,0,4751.81,3904.95,4862.59,4331.26,620.66,625.96,0.5,2247.5,4581.83,4768.11,0\\r\\n7777,290,38,Male,0,salaried,914,2,123,89,1868.43,1868.43,2497.01,2094.52,0.09,0.09,0.09,571.51,1868.43,2025.11,0\\r\\n7778,241,59,Female,0,self_employed,1111,3,728,103,5528.47,168570.24,130152.01,78491.12,0.24,0.24,161136.67,0.24,53315.54,168570.24,1\\r\\n7779,4827,65,Female,2,self_employed,160,2,321,1,3749.29,4573.87,3885.06,2543.64,396.64,1490.09,1166,3.1,4099.6,4360.24,0\\r\\n7780,4224,63,Female,0,self_employed,51,2,131,45,7288.92,7288.92,7271.15,7091.47,0.4,143.49,0.4,0.4,7288.92,7245.06,0\\r\\n7781,1931,34,Female,0,salaried,834,1,1015,87,32397.27,39781.88,40166.1,24086.69,0.47,0.47,0.47,3228.87,31565.07,41270.85,1\\r\\n7782,2519,35,Female,0,self_employed,15,2,383,7,2021.51,4007.63,2826.26,1078.96,482.07,2937.76,714.93,4641,2565.32,3709.98,0\\r\\n7783,512,90,,,self_employed,1096,2,1358,63,14053.73,16196.59,10889.05,630.49,0.61,0.61,2143.47,0.61,15753.24,14890.13,0\\r\\n7784,1284,38,Female,0,self_employed,1437,2,1063,6,1889.04,1335.63,1902.35,2787.84,714.61,0.33,0.33,1373.23,1397.82,1919.67,0\\r\\n7785,311,36,Female,0,self_employed,456,2,4058,30,762.31,2905.17,1884.99,1690.65,0.31,1428.89,2143.17,0.31,2609.6,1568.77,1\\r\\n7786,1414,31,Female,0,salaried,1020,2,2,81,14247.84,13345.25,12074.48,10077.03,0.06,0.06,485.77,485.77,12924.16,12090.03,0\\r\\n7787,537,23,Female,0,student,318,3,434,91,1756.47,1961.51,1745.5,1253.81,0.16,0.16,84.31,0.16,1792.36,1961.51,0\\r\\n7788,252,46,Male,,salaried,427,3,2679,0,10317.56,4401.1,2940.97,557.7,8123.46,1428.94,2189.84,0.37,4452.05,3211.7,1\\r\\n7789,3713,53,Female,0,self_employed,146,3,1758,250,3463.85,3535.28,2970.69,3133.57,0.09,0.09,71.51,0.09,3493.4,2513.16,0\\r\\n7790,798,35,Female,0,salaried,575,2,1203,12,2696.17,1802.13,1866.2,2652.47,4478.54,0.66,155.52,585.09,2116.31,1807.1,0\\r\\n7791,3002,62,Male,0,self_employed,902,1,474,296,7542.71,7542.71,7604.16,18051.28,0.69,0.69,0.69,0.69,7542.71,7542.71,0\\r\\n7792,3467,36,Female,0,self_employed,1232,1,52,17,25807.4,25164.55,25075.8,26669.33,643.09,643.09,0.23,387.37,25497.06,24987.4,0\\r\\n7794,4269,63,Male,0,retired,1046,2,102,0,8537.68,8381.06,8357.07,8548.85,232.25,62.38,11.42,0.53,8369.2,8330.27,0\\r\\n7795,5947,36,Male,0,self_employed,575,3,44,,1869.3,1869.3,1869.3,1857.46,0.17,0.17,0.17,0.17,1869.3,1869.3,0\\r\\n7796,2760,34,Female,0,self_employed,146,3,75,33,71.01,7615.62,4809.13,3867.29,0.61,7545.24,7545.23,0.61,3713.24,1287.91,1\\r\\n7797,1269,39,Male,0,salaried,1195,2,2764,54,6302.6,6802.6,6622.82,6228.07,0.59,464.87,857.73,349.92,6504.57,6889.61,0\\r\\n7798,2994,36,Female,0,self_employed,1232,2,104,154,2344.95,2895.96,2823.62,1875.59,0.44,0.44,0.44,0.44,2799.77,2920.54,0\\r\\n7800,1035,43,Male,0,self_employed,1298,3,2907,,1412.1,1412.1,1662.44,1848.72,0.13,0.13,0.13,0.13,1412.1,1739.82,0\\r\\n7801,2946,53,Female,0,self_employed,848,2,167,27,1097.14,4184.91,4445.78,3704.59,943.44,943.44,1872.01,1440.27,3415.75,5194.57,0\\r\\n7802,1368,33,Female,0,salaried,334,2,1765,25,2750.76,2250.76,2242.06,843.97,500.63,0.63,0.63,0.63,2681.8,2250.76,0\\r\\n7803,4263,48,Male,2,salaried,1020,1,47,13,26181.35,23681.23,26143.54,37882,5367.53,5357.61,2867.41,6459.09,27617.44,25997.05,0\\r\\n7804,2509,45,Male,0,salaried,318,2,1379,186,3070.84,2867.93,3047.45,2378.37,0.26,0.26,265.97,514.69,3310.49,3057.52,0\\r\\n7805,1538,27,Male,3,self_employed,1494,3,1007,6,8.61,60.04,2271.16,1369.12,4961.97,9983.16,3159.73,2570.67,144.04,2050.94,1\\r\\n7806,2875,65,Female,0,self_employed,409,3,247,76,3402.35,2765.45,2778.16,2072.4,0.06,0.06,0.06,0.06,3204.7,2765.45,0\\r\\n7807,4021,45,Female,0,self_employed,1020,1,411,,223.78,223.78,2237.53,4900.4,0.63,0.63,0.63,0.63,223.78,223.78,0\\r\\n7808,529,63,Female,,self_employed,1366,2,262,131,8389.09,8389.09,8609.52,4143.3,0.29,0.29,0.29,500.29,8389.09,8550.38,0\\r\\n7809,2096,83,Male,0,retired,834,3,382,,6427.52,6427.52,6451.33,6494.97,0.26,0.26,0.26,71.69,6427.52,6427.52,0\\r\\n7810,1094,28,Female,0,self_employed,409,2,134,3,2220.95,1694.89,3615.88,7971.92,542.11,448.69,16.06,186.99,1798.29,1521.81,0\\r\\n7811,2732,13,Male,0,student,334,3,136,23,3454.39,3297.24,3324.3,3176.75,142.9,0.04,0.04,0.04,3413.01,3290.79,0\\r\\n7812,3175,37,Female,0,salaried,834,2,106,28,6550.84,6407.99,6454.07,6223.07,143.09,0.23,0.23,0.23,6550.84,6407.99,0\\r\\n7813,3000,34,Male,0,salaried,738,2,2422,5,4565.76,7243.26,6933.5,9440.32,2918.28,0.69,8226.03,0.69,4608.9,7519.76,1\\r\\n7814,2212,42,Female,0,self_employed,571,2,911,91,2752.83,2752.83,2811.2,2736,0.16,0.16,0.16,143.01,2752.83,2785.09,0\\r\\n7815,1477,64,Male,0,retired,1528,3,1449,105,2638.31,2638.31,2579.81,1548.3,0.51,0.51,0.51,0.51,2638.31,2555.36,0\\r\\n7816,383,42,Male,0,self_employed,54,3,1884,17,152.87,30.11,3422.87,3064.8,571.91,907.63,2027.73,26099.79,279.32,6995.13,1\\r\\n7817,2081,37,Female,0,self_employed,575,1,1719,5,437.09,13259.41,4307.91,16200.77,857.39,13714.53,12860.77,0.24,1765.88,5377.91,1\\r\\n7818,2126,48,Male,0,self_employed,1315,2,250,14,29455.09,1166.96,7990.22,1588.41,4285.93,7425.93,4571.64,7143.07,22212.3,977.35,0\\r\\n7819,2743,52,Male,0,self_employed,1417,3,839,,1988.41,1988.41,1988.41,1975.82,0.51,0.51,0.51,0.51,1988.41,1988.41,0\\r\\n7820,347,62,Female,0,self_employed,1400,3,869,182,4851.39,4851.39,4900.54,5129.23,0.21,0.21,0.21,0.21,4851.39,4851.39,0\\r\\n7821,2767,48,Male,3,self_employed,608,3,405,,1959.64,504.63,2496.89,1885.16,0.13,0.13,915.21,4045.21,2123.68,1644.71,0\\r\\n7822,2284,43,Male,2,salaried,1096,2,3992,21,19863.97,14351.63,41896.5,35739.6,7285.9,43.04,2181.47,79006.76,19994.87,35575.73,1\\r\\n7823,1179,36,Female,0,self_employed,1183,3,1393,63,2819.67,2819.67,2668.99,2286.09,0.56,0.56,0.56,0.56,2819.67,2819.67,0\\r\\n7824,538,31,Female,1,self_employed,15,3,2579,52,1899.19,1898.72,1891.81,1922.69,0.07,17.93,885.31,929.57,1898.74,1894.88,0\\r\\n7825,4757,47,Male,3,self_employed,1494,1,533,38,5216.03,6014.94,22439.6,39931.33,0.19,44.89,0.19,22357.33,5383.82,29458.29,1\\r\\n7826,1307,38,Female,0,self_employed,1494,2,209,158,690.71,690.71,1501.84,8140.54,0.21,0.21,0.21,357.36,690.71,922.02,1\\r\\n7827,2134,22,Female,0,student,1406,3,1913,12,3738.86,3538.86,3568.74,3516.44,214.99,0.7,14.99,0.7,3628.51,3538.86,0\\r\\n7828,251,5,Male,,student,299,3,373,208,2331.33,2317.04,1879.1,162.09,0.59,0.59,0.59,0.59,2331.33,2317.04,0\\r\\n7830,1869,41,Male,0,self_employed,630,2,281,347,5033.78,5033.78,5043.17,4697.02,0.16,0.16,0.16,0.16,5033.78,5033.78,0\\r\\n7831,1878,35,Male,0,self_employed,,2,1847,28,2050.83,9493.69,2891.74,2848.76,7143.49,7143.49,14586.34,0.63,2553.78,3272.49,0\\r\\n7832,655,20,Male,0,student,146,3,1755,,5097.62,5170.75,5237.8,5480.38,0.51,0.51,83.64,112.42,5119.89,5230.6,0\\r\\n7833,5471,43,Male,0,salaried,1020,2,15,7,7338.78,975.11,1706.55,10451,6365.05,0.64,0.64,0.64,3168.31,975.36,0\\r\\n7834,4163,39,Male,0,self_employed,491,2,279,39,1788.21,1819.55,1641.41,1146.89,0.47,343.54,3.25,0.47,1803.85,1600.97,0\\r\\n7836,598,34,Female,0,salaried,409,2,711,10,11051.75,10097.65,10081.6,8126.55,1126,1138.46,100.19,1130.41,10435.46,9930.48,0\\r\\n7837,1796,29,Male,0,student,1020,1,1105,10,3575.91,3559.28,3126.27,2298.14,732.83,2974.26,0.07,0.07,3701.49,3904.53,0\\r\\n7838,184,28,Male,4,self_employed,860,2,671,171,3635.73,3635.73,3635.73,14702.31,0.39,0.39,0.39,0.39,3635.73,3635.73,0\\r\\n7839,1185,38,Male,1,salaried,409,2,2035,6,611.88,2292.47,1869.75,7364.7,63.79,63.84,1744.38,286.87,673.31,2319.21,1\\r\\n7840,1111,54,Male,0,self_employed,879,3,2432,7,950.08,2256.08,2263.25,5586.8,536.9,300.67,1842.9,905.76,1267,2628.94,0\\r\\n7841,3022,30,Female,0,student,15,2,49,0,1735.91,1303.63,1889.84,1526.06,510.59,504.77,2864.51,3860.87,1513.77,1173.64,0\\r\\n7842,6183,44,Male,4,salaried,1020,3,47,0,2412.15,3633.48,3243.22,3851.88,1516.6,1229.1,2452.66,1359.48,2862.87,3498.03,1\\r\\n7843,1257,61,Male,0,salaried,491,2,1568,20,2164.98,14973.26,12480.2,7831.28,1479.4,128571.76,55714.61,129588.33,6191.81,6546.11,1\\r\\n7844,3899,90,Female,0,self_employed,15,2,48,84,5985.73,5367.8,5827.45,4423.06,0.13,0.13,0.13,1131.51,5898.73,6003.49,0\\r\\n7845,2261,49,Male,0,salaried,409,3,581,108,2690.22,2718.27,2730.56,2444.14,0.53,0.53,0.53,0.53,2705.64,2730.14,0\\r\\n7848,4500,42,Female,0,self_employed,1020,2,212,14,6654.62,6254.66,6165.14,4887.42,400.09,392.99,0.13,0.13,6556.36,6165.95,1\\r\\n7849,2014,36,Male,0,self_employed,606,2,1090,,1737.66,1737.66,1860.81,2617.94,0.24,0.24,0.24,0.24,1737.66,1737.66,0\\r\\n7851,3685,49,Female,0,self_employed,873,3,1371,7,3684.02,4398.3,8183.09,2793.74,221.84,0.51,1650.41,7143.37,4001.51,9006.6,1\\r\\n7852,1445,49,Female,0,self_employed,1020,2,15,12,3311.5,2331.59,2313.65,896.32,556.2,556.31,4.87,4.88,2786.53,2426.21,0\\r\\n7853,1649,65,Male,2,salaried,1589,1,33,10,150.32,734.31,1552.21,339.83,2500.33,3826.68,2338.07,3364.9,133.59,582.71,1\\r\\n7854,368,67,Male,2,self_employed,409,3,484,20,2050.68,1925.41,2292.8,1366.96,1788.84,1857.77,2692.14,3282.02,2012.5,2444.44,0\\r\\n7855,6459,75,Female,0,self_employed,491,3,279,19,10426.79,11750.58,8901.63,6773.16,352.8,7564.2,1705.16,615.26,10748.01,10985.14,0\\r\\n7856,2594,39,Female,0,self_employed,409,3,1070,24,9551.41,9529.98,9526.44,9208.62,200.6,200.6,179.17,0.6,9536.14,9497.83,0\\r\\n7857,2044,56,Male,0,self_employed,621,2,1921,,10236.31,10236.31,10236.31,10176.43,0.56,0.56,0.56,0.56,10236.31,10236.31,0\\r\\n7858,2672,22,Female,0,student,1570,2,1204,73,2738.18,2945.32,2345.48,126.68,0.06,0.06,414.34,117.34,2803.2,2956.52,0\\r\\n7859,3514,55,Male,0,salaried,61,2,1407,24,1812.07,1467.3,7907.78,8014.4,702.53,674.59,357.76,10714.9,2023.14,10366.51,1\\r\\n7861,3296,51,Male,2,salaried,1020,2,145,7,2229.92,2170.58,5675.2,5960.21,404.2,1642.84,323.6,6203.46,2505.9,7785.16,1\\r\\n7862,3231,64,Male,0,self_employed,245,2,204,18,5802.95,3002.66,3523.66,1855.14,2800.83,0.54,0.54,0.54,5175.33,3002.66,0\\r\\n7863,1089,45,Male,0,self_employed,1082,3,2144,4,4522.94,3843.33,2838.58,1938.04,1960.69,3154.83,1171.97,1686.26,3610.59,3198.58,0\\r\\n7864,1570,56,Female,1,self_employed,334,2,1599,31,20945.36,25516.78,19365.98,24007.87,0.29,1428.86,0.29,0.29,23455.11,22846.49,0\\r\\n7865,651,30,Female,,self_employed,1321,3,2371,5,2453.18,1396.04,1541.74,400.77,1057.76,0.61,0.61,0.61,2013.77,1396.04,0\\r\\n7866,1743,48,Male,0,self_employed,325,3,1967,62,1648.86,1648.86,1734.7,599.04,0.6,0.6,0.6,0.6,1648.86,1648.86,0\\r\\n7867,2455,51,Male,0,self_employed,409,2,2093,23,618.34,9287.68,2528.99,3074.26,171.84,7321.25,2667.14,0.41,2673.87,3263.54,1\\r\\n7868,3507,17,Female,0,student,294,2,372,13,2099.17,1810.5,1853.68,1775.8,281.85,0.13,0.32,0.13,1951.34,1808.43,0\\r\\n7869,579,50,Female,0,self_employed,331,3,2050,47,2171.53,2913.53,1443.9,590.56,0.41,2857.56,731.9,60.97,2470.08,1744.67,0\\r\\n7870,1313,59,Female,0,self_employed,1262,2,215,131,1665.46,1665.46,1665.46,880.46,0.59,0.59,0.59,0.59,1665.46,1665.46,1\\r\\n7871,403,43,Female,0,self_employed,318,2,1307,355,4029.73,4029.73,4029.73,4004.2,0.16,0.16,0.16,0.16,4029.73,4029.73,0\\r\\n7872,1531,73,Female,0,retired,1020,2,419,7,282.69,6782.69,7438.13,2584.08,17643.24,500.39,24143.24,0.39,9474.81,6621.4,1\\r\\n7873,1716,90,,0,self_employed,878,2,1368,19,15241.84,24429.83,21567.72,15252.32,4342.34,3081.76,13530.33,1146.61,17790.55,24568.71,0\\r\\n7874,4422,84,Female,0,self_employed,224,3,137,61,3261.79,3466.41,3706.52,3548.09,0.19,0.19,0.19,634.83,3367.63,3998.69,0\\r\\n7875,706,14,Female,,student,1020,1,182,55,480.04,2021.68,2116.46,1756.95,0.56,81.99,1585.06,2951.51,1641,2658.19,1\\r\\n7876,1730,6,Female,0,student,1232,3,39,,1856.58,1856.58,1856.58,1847,0.01,0.01,0.01,0.01,1856.58,1856.58,0\\r\\n7877,4153,40,Male,0,self_employed,,2,345,336,2382.14,2667.85,2648.15,4054.6,0.54,0.54,286.26,0.54,2608.74,2667.85,0\\r\\n7878,2039,51,Female,0,self_employed,26,2,221,74,1024.54,3828.67,3286.53,2595.42,0.14,0.14,5003.8,3.81,2952.28,3429.19,0\\r\\n7879,7115,60,Male,1,salaried,1232,2,7,29,10370.84,14847.37,23006.54,26559.39,0.39,14401.96,10037.56,42614.51,13129.59,19918.3,1\\r\\n7880,3455,33,Male,1,salaried,531,2,975,,84.8,13.37,2124.63,7769.63,0.64,0.64,0.64,5714.93,79.87,566.37,1\\r\\n7881,1568,29,Male,1,self_employed,162,2,1887,144,2113.82,2113.82,2113.82,1827.63,0.63,0.63,0.63,0.63,2113.82,2113.82,0\\r\\n7882,4676,74,Male,0,retired,1096,2,43,5,4646.06,3217.49,3132.87,4956.25,1428.66,757.23,0.09,0.09,4054.43,2899.97,0\\r\\n7883,2214,59,Male,2,self_employed,1111,2,1898,98,1433.48,2829.19,2511.59,2037.5,0.56,0.56,1453.41,293.41,1672.45,2909.06,1\\r\\n7884,3267,34,Male,0,salaried,409,3,439,63,4795.76,5129.74,4787.2,2414.59,0.41,0.41,1381.24,2973.93,4867.7,5447.91,1\\r\\n7885,7341,90,Male,0,company,318,1,1314,70,2003.16,1986.99,3537.57,2464.61,0.41,0.41,0.41,334.31,2003.16,2169.39,0\\r\\n7886,4892,75,Male,0,retired,514,2,190,223,10274.3,10149.85,10155.14,10148.14,0.14,0.14,0.14,0.14,10175.15,10142.23,0\\r\\n7887,2050,27,Female,0,self_employed,15,1,1682,83,3518.72,3518.72,3479.39,2845.15,0.63,0.63,0.63,0.63,3518.72,3526.11,0\\r\\n7888,4050,68,Male,0,retired,1020,2,15,80,59876.86,60731.24,61194.83,62723.15,0.04,0.04,854.43,1298.74,60091.41,61079.64,0\\r\\n7889,2521,60,Male,4,self_employed,485,2,1222,0,539.92,377.32,6384.72,6475.99,47796.73,90374.37,46765.49,96216.37,8554.97,1953.51,0\\r\\n7890,3060,35,Male,0,self_employed,1461,2,822,305,10267.08,10264.89,10788.14,11968.36,0.21,0.21,0.21,1432.47,10265.64,10403.62,0\\r\\n7891,1320,44,Female,0,self_employed,1084,1,540,,4222.17,1384.42,2170.15,1377.3,0.1,0.1,19.49,1428.67,3741.6,1384.42,0\\r\\n7892,4325,38,Male,0,self_employed,649,3,289,6,1989.26,1917.83,1845.24,1488.42,71.96,214.81,0.53,0.53,1935.07,1897.09,0\\r\\n7893,2005,64,Female,0,salaried,1508,3,1930,18,5849.63,5818.15,6428.67,5745.16,200.24,300.06,56.05,581.36,5881.48,6081.82,0\\r\\n7894,4085,64,Male,2,self_employed,649,1,54,21,3931.05,3467.32,3830.92,3109.01,419,336.87,1132.11,637.54,3815.53,2549.56,0\\r\\n7895,6708,48,Male,0,salaried,15,2,6,,2367.47,2364.2,3158.6,4008.47,0.29,0.29,0.29,460.33,2365.78,2478.32,1\\r\\n7896,420,57,Male,0,self_employed,834,1,40,20,3413.45,3639.24,2932.46,2422.65,3428.99,857.56,3670.41,223.27,2927.33,3091.52,0\\r\\n7897,1683,36,Male,0,self_employed,1096,1,1719,25,910.3,1529.32,1822.02,1174.76,2723,225463.73,3376.37,224774.64,1709.7,2034.63,0\\r\\n7898,4211,70,Male,0,retired,221,3,255,47,7348.12,7348.12,5351.2,123.08,0.14,7143,0.14,0.14,7348.12,4122.32,1\\r\\n7899,1067,43,Female,0,self_employed,1020,2,2,241,2549.84,2549.84,1899.92,1552.3,0.7,0.7,0.7,387.84,2549.84,1841.5,0\\r\\n7900,2092,73,Male,0,retired,1096,3,1562,53,2223.88,2223.88,1968.12,1575.09,0.64,643.5,0.64,0.64,2223.88,2099.45,0\\r\\n7901,2584,39,Female,0,self_employed,1020,3,1077,54,10776.74,13220.88,12862.61,12751.44,0.61,24.9,514.9,0.61,12165.42,13216.97,1\\r\\n7902,1466,43,Female,2,self_employed,15,3,461,24,156.62,59.98,1469.78,570.84,643.4,0.54,546.76,4448.63,256.99,1634.68,1\\r\\n7903,2771,69,Male,0,retired,1020,3,398,3,8707.56,15.34,2247.92,6166.78,8690.83,0.43,0.43,0.43,4978.48,13.02,0\\r\\n7904,2113,31,Male,0,self_employed,575,1,26,6,1711.36,5152.87,5291.5,2574.47,0.64,0.46,3081.49,1102.83,3192.4,5476.93,1\\r\\n7905,4486,52,Male,1,self_employed,,1,202,21,31267.45,30349.24,28169.43,12594.51,864.67,843.24,0.39,302.44,31034.34,30188.71,1\\r\\n7906,655,36,Male,,self_employed,1096,3,1560,12,5398.26,5031.2,4798.09,1551.92,1214.7,1214.7,847.64,954.41,5429.46,4998.05,0\\r\\n7907,3229,39,Female,0,self_employed,646,2,397,52,15469.88,15469.88,15106.84,15012.24,0.06,467.5,0.06,0.06,15469.88,15291.84,0\\r\\n7908,2610,28,Male,0,student,834,2,1015,42,2742.4,5946.42,5836.85,7032.56,0.1,1.11,3398.74,1673.32,4671.07,6196.92,0\\r\\n7909,2763,68,Male,0,retired,1232,2,1227,14,3430.63,2910.4,3248.3,3101.84,603.99,71.79,143.21,471.96,3241.1,3064.67,0\\r\\n7910,1769,26,Female,0,student,286,3,770,52,12203.92,12203.92,7701.62,189.55,0.67,9286.39,0.67,0.67,12203.92,10521.89,0\\r\\n7911,2830,41,Male,3,self_employed,15,2,2480,58,2423.07,2451.13,2443.27,2034.55,0.51,71.94,28.57,28.57,2426.94,2452.44,0\\r\\n7912,466,67,Female,0,self_employed,1589,2,33,102,1892.54,2393.44,2281.83,1196.67,0.59,0.59,501.49,0.59,2058.62,2393.44,1\\r\\n7913,1690,28,Male,0,salaried,1605,2,374,11,9292.88,9518.17,7824.36,5312.8,483.78,4984.23,589.48,330.7,9635.61,8705.35,0\\r\\n7914,1053,60,Female,0,self_employed,243,3,640,184,6312.28,6169.42,6150.4,5722.31,0.61,0.61,0.61,0.61,6277.79,6150.99,0\\r\\n7915,642,23,Male,,student,1232,2,32,11,3746.63,3618.06,3642.95,3642.55,143.27,0.41,0.41,0.41,3668.31,3623.13,0\\r\\n7916,2186,58,Female,0,self_employed,1327,2,161,26,7064.5,6978.23,7123.99,9301.61,229.5,337.07,143.23,543.23,7127.52,7050.85,0\\r\\n7917,5508,37,Male,1,salaried,146,2,13,68,2812.92,28822.9,8881.47,3368.46,0.17,0.17,4990.37,2160.74,17719.12,5974.19,1\\r\\n7918,670,66,Male,0,retired,363,3,2334,21,14053.9,9251.23,8379.93,4332.71,5876.2,5905.69,914.5,385.64,13011.88,8363.57,0\\r\\n7919,2884,37,Male,0,salaried,1020,3,522,18,2322.6,6797.6,6912.39,2565.99,44.21,0.64,5899.06,1022.65,7690.43,7528.14,1\\r\\n7920,2818,48,Male,0,self_employed,664,2,1954,91,741.61,738.89,2705.35,3592.06,0.01,0.01,0.01,0.01,739.36,737.38,1\\r\\n7921,4244,46,Male,2,salaried,848,2,1846,2,1263.47,830.8,1856.09,1770.36,3104.3,2857.73,4641.12,2263.82,1611,1971.51,1\\r\\n7922,2660,39,Male,0,self_employed,593,3,4211,12,2347.43,2205.13,1988.77,1139.88,185.9,1088.76,27.88,575.88,2254.2,2105.38,0\\r\\n7923,2474,39,Female,0,salaried,623,2,704,89,1774.05,32632.01,23832.75,30197.55,0.61,0.61,0.61,0.61,6055.09,32678.09,1\\r\\n7924,3026,27,Female,0,student,224,1,137,7,3308.09,1632.95,1767.25,1248.79,1654.94,0.54,0.54,0.54,2035.86,1632.95,0\\r\\n7925,5542,56,Female,0,salaried,146,2,1226,81,3978.35,7500.68,4185.25,1385.68,0.39,0.39,4063.29,282.65,6337.84,3403.46,0\\r\\n7926,3138,27,Male,0,salaried,1031,3,381,77,909,909,5548.36,3738.02,0.7,0.7,0.7,0.7,909,909.2,1\\r\\n7927,3323,55,Male,0,self_employed,1178,2,2459,25,3251.7,3053.34,3154.74,3809.42,286.23,714.8,287.66,0.51,3284.74,2763.47,0\\r\\n7928,1594,39,Female,0,self_employed,146,3,877,18,2376.44,2365.02,2369.34,2259.65,308.84,141.7,154.56,0.27,2362.26,2383.68,0\\r\\n7929,2489,46,Male,0,salaried,1020,2,163,,1854.55,1861.69,1863.57,1872.81,0.06,0.06,0.06,0.06,1856.52,1863.53,0\\r\\n7930,4940,38,Female,0,self_employed,834,2,28,6,19604.04,19899.46,18514.01,14990.33,6.94,0.19,0.19,137.94,19793.66,20105.81,0\\r\\n7931,1955,24,Male,0,salaried,1020,3,135,89,2977.42,2764.52,2831.38,371.15,0.69,0.69,0.69,29.26,3019.4,2822.48,0\\r\\n7933,3342,53,Male,0,self_employed,905,1,34,101,3004.02,3004.02,3004.02,1142.64,0.29,0.29,0.29,0.29,3004.02,3004.02,0\\r\\n7934,6038,44,Female,0,self_employed,1020,3,541,54,1510.78,1510.78,1499.14,1445.69,0.46,30.51,0.46,0.46,1510.78,1505.93,0\\r\\n7935,835,43,Female,2,self_employed,514,2,3067,33,5096.81,5336.3,5034.73,4768.34,0.47,3643.33,208.28,10287.76,5165.88,4193.23,0\\r\\n7936,2963,46,Female,2,salaried,834,1,18,354,136.43,2713.42,2228.48,713.89,0.03,0.03,3071.47,1295.7,2149.6,3182.32,1\\r\\n7937,984,90,,0,self_employed,834,3,1219,12,4590.69,304.97,3246.33,4183.51,4286.34,0.63,0.63,4286.34,2078.37,3069.95,0\\r\\n7938,5026,68,Female,0,self_employed,1020,1,79,101,6344.25,6344.25,8086.04,10635.77,0.26,0.26,0.26,1071.69,6344.25,7037.87,0\\r\\n7939,1944,44,Female,0,self_employed,1489,2,1412,241,5456.48,6527.91,7168.7,7929.08,0.69,0.69,1429.26,1429.26,6146.13,7403.48,0\\r\\n7940,851,51,Female,,self_employed,1004,2,307,18,3218.07,1504.12,1929.54,1301.39,1928.66,642.94,0.09,0.09,3017.38,964.95,0\\r\\n7941,1945,6,Male,0,salaried,1020,1,80,,1606.33,1606.33,1624.77,2448.25,0.21,0.21,0.21,0.21,1606.33,1606.33,0\\r\\n7942,2834,68,Female,0,self_employed,272,2,267,,21892.21,22892.21,22801.79,21540.73,0.5,0.5,0.5,571.93,22902.06,22892.21,0\\r\\n7943,1473,31,Male,0,salaried,146,3,769,48,5175.38,5930.66,6063.68,5641.66,0.67,2.3,1327.38,362.94,5687.38,6128.45,0\\r\\n7944,3576,62,Male,0,retired,656,1,340,41,3225.48,46108.8,30525.48,1651.11,0.54,29.11,28598.16,150.54,14067.67,46115.05,1\\r\\n7945,1178,52,Female,0,self_employed,1141,3,133,,2144.77,2144.77,2142.58,2127.77,0.49,0.49,0.49,0.49,2144.77,2141.64,0\\r\\n7946,478,37,Female,,self_employed,1020,2,443,42,364.34,364.34,1534.6,1994.82,0.09,24.37,0.09,0.09,364.34,351.02,1\\r\\n7947,2558,65,Male,0,self_employed,904,1,296,0,1469.35,1652.72,2060.73,2691.67,46.17,49.33,171.55,246.49,1549.92,1939.39,0\\r\\n7948,3133,44,Female,0,self_employed,1004,3,307,342,1621.11,1621.11,1621.11,1610.83,0.36,0.36,0.36,0.36,1621.11,1621.11,0\\r\\n7949,686,90,Female,,self_employed,318,2,107,22,247.52,358.66,2532.12,889.41,3103.55,4286.13,3214.7,8571.84,381.35,2570.64,1\\r\\n7950,5567,64,Male,0,self_employed,1096,2,89,,25600.32,25605.23,25605.01,19756.16,0.21,0.21,0.21,0.21,25604.55,25605.23,0\\r\\n7951,2973,43,Male,0,self_employed,72,2,813,3,5085.52,2824.06,4834.32,2458.78,6429.07,2143.36,0.5,57.31,2742.72,4549.28,1\\r\\n7952,1146,29,Male,2,salaried,1315,2,250,0,4295.84,10736.4,2532.63,939.06,2428.67,11061.89,7157.26,421.64,4685.19,2230,1\\r\\n7953,2402,29,Male,0,student,179,3,641,303,2449.16,2449.16,2448.85,2417.84,0.03,0.03,0.03,325.73,2449.16,2479.67,0\\r\\n7954,1717,48,Female,0,self_employed,38,1,1845,13,571.99,15475.69,1758.29,981.39,21237.48,15475.69,49508.36,12571.99,3297.88,1255.35,0\\r\\n7955,2853,24,Male,0,student,834,3,693,68,4648.93,4648.93,4311.95,3201.44,0.19,0.19,0.19,0.19,4648.93,4650.2,0\\r\\n7956,383,2,Female,,student,1232,1,12,,5189.23,4974.94,4960.8,4211.18,0.34,0.34,0.34,0.34,5174.45,4961.12,1\\r\\n7957,1096,37,Male,0,salaried,243,3,1252,83,3523.8,10101.15,28043.38,2602.54,0.39,0.39,0.39,0.39,3977.5,34672.84,1\\r\\n7959,430,25,Male,0,self_employed,1096,2,1343,14,4008.07,128.59,2919.45,2281.79,0.75,0.59,168.34,3994.14,3543.9,1134.24,0\\r\\n7960,1239,26,Female,0,student,848,2,167,195,1856.6,1928.03,2020.22,3876.51,0.36,0.36,71.79,0.36,1893.55,1928.03,0\\r\\n7961,4219,53,Male,2,self_employed,1271,1,101,120,5430.02,5430.02,5433.85,2382.76,0.31,0.31,0.31,0.31,5430.02,5430.85,0\\r\\n7963,751,28,Female,0,salaried,575,1,503,18,4412.67,3776.97,5852.91,5122.66,835.77,835.77,128.64,3670.48,4153.31,6801.86,0\\r\\n7964,2632,54,Male,0,salaried,1096,3,2074,0,3869.33,4782.7,3118.66,2388.44,2075.41,1944.71,1789.47,773.95,3461.81,3565.27,0\\r\\n7965,795,37,Female,,self_employed,1525,3,1440,21,187.15,0.29,4863.81,1110.9,28972.86,0.29,35428.86,643.14,14146.97,318.26,0\\r\\n7966,2380,35,Male,2,salaried,1020,2,321,11,5495.14,4929.74,3297.39,2063.04,4401.35,0.13,6091.15,885.84,3206.74,2644.3,0\\r\\n7967,1035,35,Female,,self_employed,334,3,4,272,3950.72,3950.72,3950.72,3931.92,0.59,0.59,0.59,0.59,3950.72,3950.72,0\\r\\n7968,3294,34,Male,0,self_employed,621,2,531,12,4983.35,4869.07,5314.81,4502,129.24,129.24,0.67,885.26,4910.94,5535.83,1\\r\\n7969,3283,73,Female,0,self_employed,1020,3,591,35,2586.13,2443.9,2636.99,2478.74,0.13,1.56,357.27,428.7,2723.03,2703.32,0\\r\\n7970,6200,44,Male,0,salaried,1020,2,19,18,2275.09,2524.08,4110.15,7548.33,1247.43,1811.27,1526.22,4477.61,2203.52,4839.39,0\\r\\n7971,4364,55,Female,0,self_employed,1366,2,262,5,3654.87,3369.16,2858.91,1928.29,286.26,714.83,0.54,0.54,3428.27,2723.99,0\\r\\n7972,852,29,Female,0,self_employed,11,2,946,117,3267.47,2631.47,2181.51,2338.24,0.33,0.33,0.33,0.33,3223.61,2361.74,0\\r\\n7973,1185,54,Male,2,self_employed,1020,2,592,3,5857.26,142.97,3266.01,3074.33,55714.4,42857.26,38285.83,44142.97,6258.62,852.65,1\\r\\n7974,4021,44,Female,0,self_employed,1020,1,540,25,1949.92,807.87,2542.18,3864.32,94571.9,0.47,134795.06,4003.71,2544.4,1907.23,0\\r\\n7975,1045,29,Female,0,self_employed,,2,11,27,2070.29,2830.09,2770.75,8586.93,10.24,0.37,705.76,1577.61,2393.24,2588.43,0\\r\\n7976,5592,60,Male,0,self_employed,1096,3,26,,2695.43,2695.43,2695.43,2678.36,0.04,0.04,0.04,0.04,2695.43,2695.43,0\\r\\n7977,1566,68,Male,0,self_employed,1096,2,1365,14,3242,17103.43,14947.25,12815.5,424.66,424.66,14286.09,0.37,10904.31,16911.81,1\\r\\n7978,1641,27,Male,0,self_employed,611,3,2762,28,1142.5,1182.43,2815.39,3679.22,2142.87,662.87,2142.87,3625.26,1835.81,2980.09,0\\r\\n7979,5312,49,Male,0,self_employed,1020,2,15,105,4029.97,4071.06,4220.52,4298.49,0.6,0.6,41.69,86.13,4049.88,4131.85,0\\r\\n7980,1040,37,Male,0,salaried,146,2,523,,67658.63,67658.63,67658.63,65984.42,0.2,0.2,0.2,0.2,67658.63,67658.63,0\\r\\n7981,2026,58,Female,0,self_employed,409,3,932,353,2929.3,2929.3,2929.3,2620.32,0.7,0.7,0.7,0.7,2929.3,2929.3,0\\r\\n7982,2377,46,Female,4,self_employed,1020,2,118,0,2055.7,2128.81,2002.95,1981.9,260.67,260.67,578.13,504.13,1932.45,2001.79,0\\r\\n7983,1354,57,Female,0,salaried,834,2,593,61,1327.35,4424.18,3996.22,3501.61,0.13,0.13,1779.99,701.51,2773.93,4941.15,0\\r\\n7984,2524,29,Male,0,self_employed,1020,1,240,23,33452.37,32919.76,32801.17,30418.04,640.3,640.3,107.69,37.55,33412.38,32839.36,0\\r\\n7985,1121,28,Male,0,salaried,365,2,2011,0,7663.24,11018.54,5920.58,1383.94,21257.13,15929.49,14000.69,9314.97,7615.49,4268.14,0\\r\\n7986,1562,43,Male,0,self_employed,,3,2160,14,10076.74,9676.74,9065.28,6947.63,1828.61,1171.47,1428.61,0.04,9629.45,9450.94,0\\r\\n7987,2720,26,Male,0,student,621,2,14,53,2226.34,2226.34,2736.58,1545.77,0.26,13971.69,0.26,21157.4,2226.34,4242.1,0\\r\\n7988,265,72,Male,2,self_employed,500,3,3226,160,33412.74,33928.79,34020.86,35814.72,0.57,0.57,516.63,516.63,33454.36,34133.63,0\\r\\n7989,972,59,Male,,salaried,1085,3,3360,14,2046.98,1081.27,1457.91,1501.07,966.16,0.44,0.44,429.01,1580.77,1283.11,0\\r\\n7990,427,90,,,self_employed,334,2,1865,10,5457.48,6046.62,6039.04,5274.28,1429.01,0.44,2143.3,0.44,6517.13,5884.19,0\\r\\n7991,481,25,Male,,self_employed,409,2,708,102,9039.77,1173.37,23623.52,6051.78,0.13,0.13,155.6,50015.43,9485.3,58654.63,0\\r\\n7992,2722,68,Male,0,retired,623,2,1021,60,4512.99,4512.99,4440.88,4080.2,0.16,0.16,0.16,188.73,4512.99,4543.41,0\\r\\n7994,1451,42,Male,0,salaried,1459,3,949,33,12970.68,12970.68,12883.12,12749.3,0.66,143.51,0.66,0.66,12970.68,12850.86,0\\r\\n7995,1669,45,Female,0,self_employed,,1,256,,17066.34,17066.34,17222.25,17735.61,0.61,0.61,0.61,0.61,17066.34,17066.34,0\\r\\n7996,1133,34,Male,1,self_employed,656,2,2766,0,8713.25,6125.68,5119.82,1553.93,2457.77,2800.63,1077.34,1217.57,7318.18,4884.54,0\\r\\n7997,2833,8,Male,0,salaried,1524,3,146,,1700.99,1700.99,1700.99,1690.21,0.3,0.3,0.3,0.3,1700.99,1700.99,0\\r\\n7998,201,39,Male,0,self_employed,1004,2,2499,60,68.9,68.9,1617.55,1150.74,0.23,0.23,0.23,13571.66,68.9,1382.26,1\\r\\n7999,2328,64,Male,1,salaried,1548,2,214,26,6529.01,4586.36,10046.18,5821.01,2843.1,0.56,0.56,357.7,6917.13,10442.65,1\\r\\n8000,368,35,Female,0,self_employed,1258,2,1280,352,4180.37,4323.23,4373.54,4773.47,0.46,0.46,0.46,0.46,4229.63,4370.63,0\\r\\n8001,590,44,Male,,self_employed,1076,2,1246,20,71.89,56.2,2821.34,6113.34,3286.34,54.2,3270.65,7688.19,209.11,521.54,1\\r\\n8002,2511,17,Female,0,student,1020,1,355,151,1958.61,1958.61,1958.61,1921.31,0.27,0.27,0.27,0.27,1958.61,1958.61,0\\r\\n8003,1477,29,Male,0,self_employed,1589,3,2137,59,75.06,75.06,2569.99,3276,0.51,429.09,0.51,6567.61,75.06,1673.21,1\\r\\n8004,2425,59,Male,4,self_employed,185,2,1054,48,1581.48,1686.7,2071.97,1720.01,0.49,806.5,200.46,1023.01,1658.49,1965.52,1\\r\\n8005,359,44,Female,0,self_employed,15,2,1676,69,1397.23,11.52,2019.66,2043.72,0.53,0.53,12857.67,143.39,4908.07,52.53,0\\r\\n8006,2993,35,Male,2,self_employed,1096,2,557,3,75687.97,17270.79,17830.49,1867.36,61715.2,0.06,3301.71,39.32,33464.16,17275.86,1\\r\\n8007,1449,57,Male,3,self_employed,135,2,2450,,1537.95,1535.32,1536.08,1521.43,0.13,0.13,0.13,0.13,1537.68,1535.32,0\\r\\n8008,6591,57,Male,2,self_employed,656,2,340,101,324.51,1463.51,1702.12,1682.91,0.64,0.64,1139.64,1139.64,599.44,1683.96,0\\r\\n8009,1417,59,Female,0,self_employed,1243,2,316,69,4234.27,4234.27,4464.69,2836.46,0.23,0.23,0.23,2143.09,4234.27,4303.39,0\\r\\n8010,1123,44,Female,0,self_employed,1540,2,1538,17,8066.17,5239.27,3819.23,2080.5,3214.77,3267.06,17.49,62.66,7990.51,1943.35,0\\r\\n8011,404,51,Female,0,self_employed,334,2,10,,1975.04,2037.9,1703.76,761.1,0.63,0.63,126.34,140.63,1985.88,2053.48,0\\r\\n8012,215,54,Male,2,self_employed,334,1,24,164,3810.1,3810.1,3810.1,3709.89,0.69,0.69,0.69,0.69,3810.1,3810.1,0\\r\\n8013,1672,58,Male,0,salaried,1046,3,102,83,384.05,613.17,1429.77,359.72,0.24,0.24,314.39,1414.24,477.59,1488.49,1\\r\\n8014,1690,52,Male,0,self_employed,369,2,2275,7,14405.06,7395.77,4427.58,192.82,11429.11,7143.4,7910.54,0.54,11624.84,1404.99,0\\r\\n8015,1042,57,Female,0,retired,146,2,261,227,3039.96,3039.96,3806.36,4599.39,0.36,0.36,0.36,2214.64,3039.96,3288.81,0\\r\\n8016,5317,67,Female,0,self_employed,61,3,1359,168,12831.68,12826.5,6876.38,2140.12,0.31,0.31,0.31,571.74,12829.54,6676.09,0\\r\\n8017,4701,48,Female,0,salaried,318,1,1223,14,1701.25,1803.9,1962.42,3045.37,786.03,786.03,981.11,14.6,1846.16,1801.12,0\\r\\n8018,493,29,Male,0,self_employed,356,3,2810,23,4235.06,663.63,1635.33,1072.77,3571.96,0.53,0.53,0.53,3619.3,663.63,0\\r\\n8019,1890,48,Male,0,salaried,1525,3,408,24,1729.52,1451.27,1558.22,1156.74,500.61,500.61,222.37,268.07,1792.72,1507.67,0\\r\\n8020,2505,42,Male,0,self_employed,1096,3,26,0,1091.43,1345.42,1674.32,976.77,913.53,495.96,1285.96,8882.39,1202.68,1000.45,0\\r\\n8021,5297,25,Male,0,self_employed,575,3,3999,26,18562.37,18562.37,16958.42,179.02,5714.57,6071.71,5714.57,6428.86,18562.37,18493.24,0\\r\\n8022,1641,29,Female,0,self_employed,1096,2,614,109,408.85,408.85,6942.62,3199.6,0.49,0.49,0.49,13810.49,408.85,6200.14,1\\r\\n8023,3205,46,Female,1,self_employed,1076,3,456,19,7339.65,8011.25,7404.69,10088.32,214.67,214.67,857.7,214.84,7868.24,7932.01,0\\r\\n8024,3342,48,Female,0,salaried,1111,3,88,,1711.65,1540.22,1503.65,965.19,0.21,0.21,0.21,0.21,1670.27,1507.04,0\\r\\n8025,5011,50,Male,0,self_employed,1084,1,540,129,2183.38,2377.41,2309.05,2173.25,0.67,0.67,254.24,0.67,2182.5,2372.59,0\\r\\n8026,2553,10,Female,0,student,575,2,1381,28,24812,1022.26,8952.17,1011.91,23789.98,0.24,0.24,0.24,24812,1022.26,0\\r\\n8027,1107,45,Male,1,self_employed,334,3,493,21,149.71,3090.88,1465.95,1187.48,500.14,0.14,3441.31,70.14,1803.51,1441.47,0\\r\\n8028,1334,52,Female,0,self_employed,495,2,2919,18,12882.8,5739.94,5113.39,216.12,7143.24,5600.39,0.39,0.39,10419.74,4780.49,0\\r\\n8029,403,44,Female,0,self_employed,751,2,2886,17,3959.5,602.36,7012.74,9927.39,3357.2,485.77,0.06,1785.77,2686.11,7346.85,0\\r\\n8030,3384,60,Male,1,self_employed,1150,2,61,0,3650.53,3861.47,4858.81,11985.39,36714.53,61285.96,31507.57,58321.47,1603.13,2280.25,1\\r\\n8031,1708,38,Female,0,self_employed,834,3,515,11,1375.99,1526.71,1585.98,1164.72,0.24,0.14,0.14,0.14,1462.85,1603.9,0\\r\\n8032,1491,18,Male,0,student,1598,2,1087,,9642.13,9642.13,10082.99,12917.38,0.27,0.27,0.27,0.27,9642.13,9642.13,0\\r\\n8033,4549,19,Male,0,self_employed,1020,1,159,23,6139.48,3322.1,3597.47,2552.92,2889.44,0.63,0.63,143.49,5464.35,3216.18,0\\r\\n8034,2908,61,Female,0,self_employed,1232,2,223,200,2033.63,2022.41,2022.29,1976.2,0.34,0.34,0.34,0.34,2033.63,2022.41,0\\r\\n8035,2585,47,Male,0,salaried,15,1,6,26,166.01,1111.41,1492.46,1976.41,38.03,0.59,6509.14,556.63,1058.88,1210.27,0\\r\\n8036,3247,56,Male,3,self_employed,334,2,141,12,5223.58,6509.49,6518.77,4470.48,346.76,333.27,1631.26,330.92,6096.17,6559.14,0\\r\\n8039,2482,28,Male,0,salaried,1258,2,152,10,3326.44,2266.53,2531.91,3225.58,12488.89,0.4,11428.97,0.4,3062.66,2266.53,0\\r\\n8040,4458,42,Male,2,self_employed,1154,2,171,0,25.55,184.81,2593.82,3785.19,159650.91,217928.71,157620.94,208376.53,401.79,1244.78,0\\r\\n8041,2643,64,Female,0,self_employed,1509,3,1432,33,2430.12,2430.12,2317.34,1578.08,0.07,151.5,0.07,0.07,2430.12,2303.12,0\\r\\n8042,2711,27,Female,0,salaried,,3,1741,,1615.99,1615.99,1615.99,1605.41,0.53,0.53,0.53,0.53,1615.99,1615.99,0\\r\\n8043,1773,44,Female,0,salaried,1111,3,1112,21,4231.63,5513.95,5418.14,4767.57,962.61,962.61,2403.06,899.93,5317.72,5724.39,0\\r\\n8044,7016,52,Male,0,salaried,1096,2,91,0,15489.24,10275.32,5353.28,4569.39,17642.87,5584.57,11589.37,2132.73,5347.16,6115.58,0\\r\\n8045,4231,46,Male,2,self_employed,409,2,338,175,7886.4,9858.15,9017.13,3716.66,0.37,0.37,1013.47,40.09,10043.92,9494.7,0\\r\\n8046,4148,56,Female,1,self_employed,1096,2,363,15,19483.46,19988.7,18253.44,23763.04,36.89,7947.96,652.76,308.71,19780.87,19112.31,0\\r\\n8047,1446,41,Male,0,self_employed,1040,2,252,7,10564.97,9702.14,8512.03,6190.57,863.07,3242.9,0.24,143.1,10001.92,8931.81,0\\r\\n8048,1369,71,Male,0,retired,316,2,2462,32,14814.19,15314.19,14648.47,14071.82,0.37,1031.93,500.37,2071.8,14952.12,14619.12,0\\r\\n8049,1760,70,Male,2,self_employed,61,2,1822,73,15279.32,15279.32,15851.28,208.62,0.69,0.69,0.69,14286.4,15279.32,16661.8,1\\r\\n8050,457,30,Male,,salaried,575,2,280,13,3955.32,9503.81,8677.75,8103.41,553.17,2038.17,8139.51,714.6,7599.02,9595.97,0\\r\\n8051,2100,63,Female,0,self_employed,834,1,516,65,2259.98,2617.13,2465.91,2040.35,0.1,0.1,357.24,0.1,2555.55,2617.13,0\\r\\n8052,536,35,Female,,self_employed,486,3,444,60,2304.54,2304.54,2271.06,13253.85,0.27,0.27,0.27,728.84,2304.54,2374.13,0\\r\\n8054,925,31,Male,2,self_employed,1494,2,1008,44,2167.2,2210.57,1765.18,271.22,0.07,143.63,29.16,29.16,2179.09,1838.06,0\\r\\n8056,3223,73,Male,0,retired,409,3,273,4,5273.29,1625.31,1835.12,1335.08,3613.31,0.44,0.44,0.44,2254.74,1625.31,0\\r\\n8058,183,33,Female,,self_employed,1570,3,3426,173,1014.15,1542.72,1557.08,4750.76,0.27,0.27,671.7,147.41,1383.61,1605.4,1\\r\\n8059,185,33,Female,,self_employed,236,3,479,11,2953.54,2580.34,1737.85,1142.35,643.36,0.5,357.64,0.5,2694.8,1344.39,0\\r\\n8060,2165,38,Female,0,self_employed,1047,3,1738,14,145.83,2802.97,2248.29,2789.84,157.8,0.66,2800.66,0.66,1138.93,2802.97,1\\r\\n8061,456,38,Male,0,self_employed,623,2,126,14,5290.99,2813.62,4147.73,3189.76,4485.97,1428.83,2207.4,1923.13,5446.58,3171.26,0\\r\\n8062,4461,46,Male,1,self_employed,1232,2,7,0,5273.49,5867.38,6717.37,9048.44,781.27,1218.99,335.68,3009.78,5638.21,6426.78,0\\r\\n8063,2485,45,Female,0,self_employed,1096,3,483,189,1552.91,1552.91,1552.91,1544.92,0.34,0.34,0.34,0.34,1552.91,1552.91,0\\r\\n8064,3247,64,Female,0,salaried,1216,1,1278,90,5240.83,5287.11,5302.38,7130.24,0.07,0.07,46.36,118.39,5250.22,5303.26,0\\r\\n8066,1855,30,Male,0,self_employed,996,2,1306,0,3636.1,3007.94,2941.38,2769.32,1923.04,2857.71,1425.19,3121.61,3484.95,3216.9,1\\r\\n8067,1215,34,Male,0,salaried,1459,3,949,75,916.52,2825.57,3827.95,3665.65,0.16,0.16,1835.87,8425.95,1659.31,3369.38,1\\r\\n8068,5078,74,Male,0,self_employed,1294,2,150,53,17429.86,2926.88,6606.01,15768.8,0.51,1071.94,1035.45,21555,6878.94,3194.37,0\\r\\n8069,3516,42,Female,0,self_employed,800,2,342,0,209.99,118.08,1648.22,120.71,15112.37,0.5,15020.46,2.43,4706.33,118.33,1\\r\\n8070,480,40,Female,2,self_employed,369,3,3777,39,2964.02,2008.17,2122.28,1186.08,0.13,71.56,472.84,458.56,1944,2027.69,1\\r\\n8071,2023,48,Male,0,self_employed,334,2,1865,7,1648.32,1357.03,1540.87,570.55,835.73,978.59,57.16,57.16,1492.18,1494.93,0\\r\\n8072,3183,38,Female,0,self_employed,1648,2,154,11,3586.41,1739.46,2150.29,1194.89,1929.1,0.53,0.53,0.53,2923.32,1764,0\\r\\n8073,5357,79,Female,0,self_employed,1271,2,101,14,4799.93,4779.36,4669.9,4518.88,20.66,228.56,0.09,0.09,4790,4668.8,0\\r\\n8074,1396,4,Male,0,student,1515,3,1406,23,2496.09,2391.39,2397.71,2178.67,116.71,0.37,12.01,0.37,2478.04,2391.39,0\\r\\n8075,1295,40,Female,1,self_employed,1020,2,411,,1628.16,1628.16,1628.16,1617.84,0.67,0.67,0.67,0.67,1628.16,1628.16,0\\r\\n8076,439,46,Female,0,self_employed,1020,2,1201,207,29074.59,28749.99,30210.08,13908.85,0.03,0.03,0.03,0.03,29041.01,28749.99,0\\r\\n8077,1391,33,Male,0,self_employed,1096,3,586,112,3659.94,3788.51,4163.37,6154.04,0.57,0.57,257.71,1200.57,3744.18,4094.87,0\\r\\n8078,802,90,Male,0,self_employed,1284,2,3327,,6179.73,6179.73,6179.73,5791.93,0.64,0.64,0.64,0.64,6179.73,6179.73,0\\r\\n8079,592,52,Female,0,self_employed,337,3,1770,41,3383.81,3383.81,2027.31,371.14,0.34,3143.2,0.34,2913.57,3383.81,2216.75,0\\r\\n8080,485,52,Male,,,575,2,250,,41321.56,40608.85,40334.56,37814.28,0.06,0.06,1836.86,1541.62,40811.77,40161.91,0\\r\\n8081,2936,48,Male,2,salaried,623,2,1293,12,4349.6,9538.48,7169.21,5842.38,971.77,5343.2,8257.31,2357.49,6596.56,9550.83,0\\r\\n8082,2989,44,Male,0,self_employed,1020,2,652,,3112.75,3255.61,3060.25,2934.76,0.31,0.31,143.17,0.31,3137.38,3089.91,0\\r\\n8083,894,35,Female,0,self_employed,623,3,364,81,627.17,656.03,2366.87,844.48,0.54,0.54,29.4,748.62,644.09,842.39,1\\r\\n8084,3113,44,Female,0,self_employed,491,2,93,138,1623.9,1623.9,1623.9,1550.2,0.59,0.59,0.59,0.59,1623.9,1623.9,0\\r\\n8085,1038,44,Female,0,self_employed,946,3,727,0,2796.21,2802.28,1737.78,1238.16,14.54,1693.11,0.26,2823.7,2802.07,1279.74,0\\r\\n8086,2718,45,Female,0,self_employed,1096,3,578,0,2129.65,2129.66,9796.33,4763.29,14286.14,24857.57,0.43,171857.57,2129.65,18198.79,1\\r\\n8087,5009,71,Male,3,salaried,,3,1559,7,9520.52,9959.09,9434.7,8754.21,537.2,760.06,977.2,14.34,9577.22,9653,0\\r\\n8088,2133,69,Male,0,self_employed,1096,2,1392,24,7261.27,7016.18,6925.62,5520.39,243.31,243.31,0.46,0.46,7218.86,6975.15,0\\r\\n8089,2531,57,Male,3,salaried,1096,2,327,17,11483.79,12199.93,11916.4,18039.07,76.96,4070.93,793.1,4255.36,11859.48,10206.9,0\\r\\n8090,4836,44,Female,0,self_employed,1525,2,146,149,1643.52,1563.23,1640.2,3021.43,0.07,0.07,285.79,351.06,1679.31,1633.02,0\\r\\n8091,2538,40,Female,0,self_employed,1020,2,19,26,3121.45,43.73,2431.2,701.81,8262.23,0.23,10368.8,777.37,5078.68,190,0\\r\\n8093,4053,61,Male,2,self_employed,834,3,106,203,2193.31,4167.43,5423.01,10587.07,0.36,0.36,1753.56,1027.21,3042.7,5733.47,0\\r\\n8095,916,81,Male,0,retired,1020,2,1574,38,2479.93,2766.63,2674.73,2567.97,0.41,169.82,286.13,0.41,2726.61,2698.17,0\\r\\n8096,4042,40,Male,1,self_employed,1020,3,419,0,423.03,304.61,2513.83,4403.97,2136.33,443.47,2832.2,349.6,269.51,274.43,1\\r\\n8097,2377,57,Male,0,salaried,1247,3,945,80,3490.05,3547.2,1929.71,2024.75,0.39,0.39,0.39,0.39,3507.79,1530.76,1\\r\\n8098,2978,38,Male,3,self_employed,1084,1,540,118,695.47,1576.53,1479.83,2734.87,0.16,0.16,145.95,176.62,1105.66,1629.59,0\\r\\n8099,2968,44,Female,0,self_employed,1020,2,212,21,348.09,1567.28,1817.04,909.74,214.39,6994.56,1428.67,8071.53,982.86,1893.13,1\\r\\n8100,799,90,,,self_employed,962,3,646,90,5016.8,5016.8,4986.07,3729.48,0.54,0.54,0.54,0.54,5016.8,5016.8,1\\r\\n8101,4372,44,Male,1,salaried,1525,2,967,30,3163.97,14969.47,3536.35,2302.81,0.31,18727.11,7866.17,6325.17,2600.57,3926.6,0\\r\\n8102,327,67,Female,0,self_employed,479,2,4054,300,2852.64,2852.64,2935.92,3226.16,0.36,0.36,0.36,0.36,2852.64,2852.64,0\\r\\n8103,1947,30,Male,0,salaried,575,2,1717,32,1043.34,1250.54,9604.54,1278.79,0.67,1005.67,207.87,35868.51,1165.68,7348.95,1\\r\\n8104,1570,56,Male,0,self_employed,146,2,2047,33,50372.18,50372.18,49757.74,6408.97,0.59,1429.16,0.59,0.59,50372.18,49473.57,0\\r\\n8105,601,52,Female,,self_employed,167,3,1840,62,8311.23,8311.23,7881.13,6959.48,0.09,0.09,0.09,0.09,8311.23,8311.23,0\\r\\n8106,1418,27,Male,0,salaried,1020,1,501,17,2895.06,13692.54,4052.75,1569.56,12057.04,0.33,13331.19,1611.55,5252.33,2797.69,0\\r\\n8107,707,30,Male,0,self_employed,1415,2,3301,41,4118.19,8461.87,7198.85,216.31,0.01,90771.44,5128.59,82390.01,6450.4,15057.98,1\\r\\n8108,193,31,Male,2,self_employed,665,2,177,5,525.69,535.54,1700.39,3459.79,257.67,414.81,253.24,253.24,404.42,483.07,1\\r\\n8109,1477,23,Male,0,self_employed,1020,2,47,0,81830.84,495.71,5241.24,533.54,84699.34,0.19,35.9,341.14,15459.95,136.48,1\\r\\n8110,591,26,Male,,salaried,514,2,890,17,2743.14,2271.17,2095.83,3324.94,1500.7,1500.69,956.97,881.88,2778.05,2195.51,1\\r\\n8112,4683,42,Male,0,self_employed,611,3,155,,1152.84,1437.69,1494.09,1450.05,0.14,0.14,0.14,0.14,1211.77,1492.83,0\\r\\n8113,3156,46,Male,0,salaried,1388,3,1293,32,17256.63,16208.16,15462.91,14128.34,0.54,16.76,298.39,1303.13,15896.71,15570.35,0\\r\\n8115,4429,53,Female,0,self_employed,1525,1,146,192,563.24,6114.63,6039.83,8747.05,0.03,0.03,0.03,0.03,4369.38,5970.9,1\\r\\n8116,1091,29,Female,0,self_employed,1386,3,1847,61,1289.32,1575.04,1713.88,1303.84,0.39,0.39,0.39,400.36,1387.84,1891.29,1\\r\\n8117,2457,60,Male,0,salaried,904,2,722,,4648.74,4648.74,4648.74,4621.02,0.04,0.04,0.04,0.04,4648.74,4648.74,0\\r\\n8118,2663,62,Male,0,self_employed,409,3,120,111,1428.69,1428.69,1428.69,833.75,0.11,0.11,0.11,0.11,1428.69,1428.69,0\\r\\n8119,3109,55,Female,0,self_employed,1096,3,578,30,1150.1,15746.97,2716.77,1343.94,0.09,15558.2,14802.53,559.86,4778.05,1410.71,0\\r\\n8120,367,35,Female,,self_employed,334,2,676,7,30.81,20061.91,2110.88,77.72,1.58,17142.93,20498.6,14292.93,1406.21,3394.78,1\\r\\n8121,4091,54,Male,3,self_employed,1613,3,109,26,5577.19,5857.62,3252.52,219.63,157.84,0.7,344.4,149.13,5695.46,3860.93,0\\r\\n8122,769,48,Female,0,self_employed,1020,2,118,112,3295.12,3295.12,3788.47,4681.48,0.13,0.13,0.13,995.93,3295.12,3715.52,0\\r\\n8123,2113,38,Female,0,self_employed,484,3,1641,18,18.28,17.71,8203.86,5026.14,10000.61,0.61,10000.61,0.61,2088.38,17.71,1\\r\\n8124,1887,67,Female,0,self_employed,1529,2,1004,73,13885.11,13885.11,12541.2,10447.06,0.3,0.3,0.3,0.3,13885.11,13885.11,1\\r\\n8125,299,60,Male,,salaried,591,3,2527,13,2023.26,1880.4,1903.39,1872.98,143.17,0.31,0.31,0.31,1949.37,1880.4,0\\r\\n8126,2094,7,Female,0,student,1020,2,1,159,6052.23,6052.23,5964.67,5810.63,0.36,0.36,0.36,0.36,6052.23,5932.41,0\\r\\n8127,712,76,Female,0,self_employed,1020,2,591,0,20264.39,2976.49,3153.12,2702.05,861.51,147.24,0.5,0.5,3706.54,2928.2,1\\r\\n8128,458,29,Male,0,self_employed,649,3,2838,86,2172.34,2243.77,1819.77,517.83,0.31,0.31,0.31,0.31,2207.81,1585.71,0\\r\\n8129,1918,61,Female,0,self_employed,146,1,4261,83,2081.32,2081.32,2089.95,2083.46,0.69,0.69,0.69,14.26,2081.32,2091.35,0\\r\\n8130,506,64,Female,0,self_employed,169,2,33,114,2941.22,2941.22,2941.22,2631.43,0.6,0.6,0.6,0.6,2941.22,2941.22,0\\r\\n8131,3006,51,Female,0,self_employed,409,3,711,,1856.3,1856.3,1856.3,1844.54,0.67,0.67,0.67,0.67,1856.3,1856.3,0\\r\\n8132,2285,34,Female,0,self_employed,,2,686,23,5733.52,3304.95,2208.03,703.1,5714.91,0.63,3286.34,831.9,5034.01,1161.24,1\\r\\n8133,1142,67,Female,0,self_employed,1020,2,411,19,17021.69,2021.69,6214.45,8957.75,714.89,1429.17,0.6,0.6,12341.89,1514.78,0\\r\\n8134,3506,54,Male,1,self_employed,1020,2,60,26,202.51,276.1,1686.08,2582.02,786.03,825646.74,2135.65,775453.5,756.62,1387.05,0\\r\\n8135,1151,45,Female,0,self_employed,1285,3,2540,111,1718.94,1718.94,1851.05,1705.34,0.49,0.49,0.49,286.2,1718.94,1829.54,0\\r\\n8136,459,81,Female,,retired,623,2,1228,31,7443.29,7443.29,7434.22,7381.94,0.66,14.94,0.66,0.66,7443.29,7430.38,0\\r\\n8137,717,72,Male,,retired,1027,3,2984,80,1479.23,1493.52,1494.74,1494.27,0.3,0.3,0.3,0.3,1484.65,1498.59,0\\r\\n8138,427,34,Female,0,self_employed,146,2,1036,272,7396.88,211.17,8616.86,8190.94,0.39,0.39,1386.1,0.39,6718.56,211.17,1\\r\\n8139,1138,29,Female,0,self_employed,1046,3,2451,5,4253.69,3782.42,4913.64,3971.99,777.55,429.24,91.91,1897.13,4100,5207.2,0\\r\\n8140,1811,62,Male,2,self_employed,955,3,2032,14,1706.92,1668.14,1664.59,1553.54,314.4,314.4,204.19,252.76,1644.92,1704.8,0\\r\\n8142,5394,36,Male,0,salaried,649,3,54,98,2688.24,2691.51,2691.06,3623.84,0.27,0.27,0.27,0.27,2690.16,2691.51,0\\r\\n8143,651,58,Female,0,self_employed,1020,3,86,26,1791.53,1648.67,1967.15,2103.88,142.99,0.13,0.13,500.13,1781.68,1971.25,0\\r\\n8144,713,90,Male,0,self_employed,1608,2,694,,31863.51,31863.51,31863.51,30574.68,0.54,0.54,0.54,0.54,31863.51,31863.51,0\\r\\n8145,1194,39,Female,0,self_employed,409,2,139,61,2427.37,2570.23,2423.71,1731.3,0.11,0.11,0.11,388.26,2533.28,2732.38,0\\r\\n8146,349,30,Male,0,salaried,409,3,481,0,3617.99,4040.18,3699.33,3106.85,922.49,1855.06,530.1,941.01,3081.54,4128.56,0\\r\\n8147,2924,50,Female,0,salaried,834,2,28,2,1941.13,2210.86,2301.53,2313.7,84.73,3.66,495.49,118.79,2123.2,2237.75,0\\r\\n8148,947,36,Female,0,self_employed,1255,3,2465,344,4160.87,4160.87,4160.87,4177.29,0.19,0.19,0.19,0.19,4160.87,4160.87,0\\r\\n8149,3086,63,Female,0,self_employed,1232,2,54,81,545.26,10545.26,11449.73,237.51,0.37,0.37,10000.37,0.37,4338.36,10545.26,1\\r\\n8150,2767,72,Female,0,self_employed,1577,2,815,63,2888.44,3317.01,3415.31,3875.38,0.33,0.33,428.9,214.61,3110.11,3483.12,0\\r\\n8152,612,52,Female,,self_employed,491,3,2685,4,1964.24,855.63,1625.59,1413.47,14869.82,0.63,16429.2,1429.2,3119.44,901.71,0\\r\\n8153,3471,55,Female,0,self_employed,1096,2,134,91,1776.15,2191.43,2246.53,2364.02,0.39,0.39,272.81,682.92,1936.54,2139.87,0\\r\\n8154,814,81,Male,0,retired,1020,2,16,35,16583.36,18516.38,32861.22,42161.07,0.1,18392.24,0.1,0.1,14038.97,41764.3,0\\r\\n8155,646,68,Male,0,retired,334,1,675,126,4508.07,6070.68,7243.26,9259.92,0.11,0.11,3366.34,2380.93,7042.51,7115.86,0\\r\\n8156,2048,24,Male,0,student,15,3,1685,217,3967.85,3967.85,3967.85,3831.19,0.29,0.29,0.29,0.29,3967.85,3967.85,0\\r\\n8157,2641,48,Male,2,salaried,575,3,1202,10,10967.75,1662.78,3609.5,1899.29,1428.7,8071.56,2129.59,7087.1,7866.44,2324.26,0\\r\\n8158,2910,44,Male,3,self_employed,,3,30,13,633.59,1905.81,1871.33,2362.18,1286.24,0.53,2631.54,149.16,1229.6,2040.01,1\\r\\n8159,1112,41,Female,0,self_employed,15,2,6,24,3339.89,3196.11,3264.11,2913.39,144.1,179.1,0.33,279.93,3320.05,3267.91,0\\r\\n8160,4366,64,Female,0,self_employed,905,3,259,60,2238.59,2290.7,2054.3,1294.23,0.7,0.7,52.81,0.7,2272.73,2290.7,0\\r\\n8161,3712,53,Male,1,salaried,15,3,305,11,7821.58,1286.98,3764.14,1450.65,7359.04,181.38,357.61,298.97,7655.22,1782.65,0\\r\\n8162,2753,50,Male,0,salaried,1020,3,182,292,2801.64,2997.15,3015.74,2177.13,0.23,0.23,338.6,8.1,2954.61,2999.94,0\\r\\n8164,1376,35,Female,0,self_employed,409,2,158,126,1006.34,2434.91,2237.87,2178.92,0.23,0.23,1428.8,0.23,1843.78,2434.91,1\\r\\n8165,3570,29,Male,0,student,409,2,339,24,8736.69,8214.66,8310.21,7118.27,714.64,286.07,192.61,61.93,8662.94,8147.71,0\\r\\n8166,1404,64,Male,0,self_employed,1150,2,61,,575.42,2030,1729.05,3434.92,0.61,0.61,1455.19,0.61,1127.16,2030,1\\r\\n8167,5330,42,Male,1,salaried,491,3,93,293,223.37,221.18,2160.96,5283.01,0.07,0.07,0.07,4971.5,222.24,1031.7,0\\r\\n8168,4741,58,Male,0,self_employed,1465,2,191,97,6167.45,6167.45,6443.94,6181.52,0.07,0.07,0.07,571.5,6167.45,6425.51,0\\r\\n8169,2725,45,Male,0,salaried,399,2,403,0,4315.93,3671.37,3397.24,1726.8,165.21,48.24,1250.54,608.53,4020.22,3476.99,0\\r\\n8170,1392,49,Female,0,salaried,409,3,271,331,4314.3,4485.91,4729.04,5152.8,0.49,0.49,172.1,424.7,4407.92,4869.07,0\\r\\n8171,309,60,Male,1,self_employed,1020,3,398,129,1029.81,2130.42,2478.54,1826.92,0.39,0.39,1273.41,280.11,1671.45,2655.14,0\\r\\n8172,2099,69,Male,0,retired,1020,2,212,7,14810.37,146.2,2344.84,632.64,17096.29,2215.35,23557.31,19700.77,1045.38,1154.1,0\\r\\n8173,3327,63,Male,0,self_employed,1085,1,135,31,7804.4,7789.46,7345.26,7603.61,0.37,4360,32.59,4143.23,7759.41,6697.12,0\\r\\n8174,993,45,Female,0,self_employed,334,2,141,28,528.28,696.21,2638.67,6066.76,664.8,12366.25,608.06,15408.51,453.52,2241.82,0\\r\\n8175,2989,34,Male,0,salaried,102,3,826,11,4649.59,4216.73,3361.24,543.12,529.03,6171.89,131.89,7657.6,4358.06,3688.27,0\\r\\n8176,718,23,Male,,salaried,1067,2,1342,26,2733.56,0.67,1454.18,121.81,7480.87,513.13,5466.04,437.41,4336.86,0.96,1\\r\\n8177,6588,41,Male,0,salaried,1096,2,578,5,8455.15,6427.7,33480.02,9357.84,10641.8,7747.61,5737.7,62329.21,11329.64,25465.88,1\\r\\n8178,432,44,Male,0,self_employed,146,1,286,40,6990.82,7364.95,7341.87,14682.52,0.17,21.6,360.01,111.01,7108.46,7388.14,0\\r\\n8179,819,64,Female,0,self_employed,,3,3043,,7773.59,7773.59,7773.59,7725.09,0.63,0.63,0.63,0.63,7773.59,7773.59,0\\r\\n8180,4618,59,Female,0,self_employed,578,2,399,46,101.19,242.96,1437.13,957.83,0.46,812.32,642.23,3084.74,196.11,647.54,1\\r\\n8181,2152,41,Female,0,self_employed,1577,2,1805,24,3580.09,3429.59,3497.97,3035.75,150.73,0.23,0.23,171.66,3554.14,3429.59,0\\r\\n8182,1417,43,Male,0,self_employed,15,3,1679,32,3384.12,4202.99,4532.1,4287.12,0.66,450.59,1071.37,1399.23,4204.96,4452.36,1\\r\\n8183,1565,66,Female,0,retired,1547,2,636,149,15939.21,16231.24,16428.96,17171.3,0.29,0.29,0.29,0.29,16150.68,16424.79,0\\r\\n8184,5492,39,Female,2,self_employed,334,3,24,18,3733.25,410.74,1562.76,882.33,189.16,0.59,2390.25,3384.27,2862.27,663.31,0\\r\\n8185,1354,32,Female,0,self_employed,834,2,18,155,1428.76,15925.71,12804.47,17572.57,0.19,0.19,14497.14,0.19,6004.95,15925.71,1\\r\\n8186,567,34,Female,,self_employed,1356,2,801,6,1674.36,1717.22,1615.24,1678.24,671.54,0.11,857.26,0.11,1411.3,1717.22,0\\r\\n8187,282,31,Female,,self_employed,834,2,1224,26,8899.76,10817.44,9902.83,8878.4,64.91,285.74,1442.14,5169.96,8777.71,9672.01,0\\r\\n8188,1228,36,Male,1,self_employed,1271,2,1696,350,3785.07,3801.92,3803.84,3830.8,0.5,0.5,0.5,0.5,3786.81,3803.57,0\\r\\n8189,1593,63,Male,0,self_employed,,2,2294,17,2510.11,2629.35,2969.06,3990.64,1714.97,1572.11,715.89,558.74,2858.44,2970.15,0\\r\\n8190,6158,75,Female,0,self_employed,15,2,6,7,9944.04,11676.21,11217.75,7472.35,332.57,345.86,2020.94,0.51,10763.81,11633.45,1\\r\\n8191,1053,50,Male,0,self_employed,939,2,2224,115,4353.7,4370.04,4372.92,3972.74,0.19,0.19,0.19,0.19,4369.47,4370.04,0\\r\\n8192,4364,65,Male,0,self_employed,1020,1,84,5,2372.57,2259.37,2265.07,2102.05,113.57,5.51,0.37,0.37,2282.79,2258.21,0\\r\\n8194,4693,62,Female,0,self_employed,1020,2,1,32,2148.5,9566.25,7620.17,6560.41,0.6,264.89,7872.03,0.6,4234.01,9328.1,1\\r\\n8195,753,36,Male,0,self_employed,409,2,120,63,25559.76,26386.45,22778.21,17851.24,0.1,0.1,157.24,0.1,26233.08,26904.8,0\\r\\n8196,370,45,Male,4,self_employed,621,3,950,119,1654.99,1766.69,1799.99,1990.73,0.01,0.01,0.01,0.01,1689.12,1799.77,0\\r\\n8197,1257,68,Female,0,retired,559,2,1372,84,3739.07,3739.07,3735.85,3650.9,0.34,0.34,0.34,0.34,3739.07,3741.44,1\\r\\n8198,2167,78,Male,0,retired,834,2,789,67,2942.18,3233.39,9924.49,7798.17,0.59,0.59,294.39,17157.76,3033,9870.04,1\\r\\n8199,5479,68,Male,0,self_employed,1020,2,1357,3,6767.82,3658.74,3815.91,3484.8,5478.89,2264.6,653.89,1950.9,4069.43,3756.3,0\\r\\n8200,1997,26,Female,0,self_employed,409,3,931,20,11827.49,11684.63,11800.36,11470.32,142.9,142.9,0.04,285.47,11788.08,11877.96,0\\r\\n8201,444,24,Male,0,self_employed,617,2,2883,0,810.82,4760.46,4105.73,678.45,350.13,1664.41,4208.34,4104.31,2708.5,5612.43,1\\r\\n8202,608,40,Male,2,self_employed,905,2,2235,5,7820.99,863.49,1504.77,2969.74,12957.24,1485.81,5631.57,3827.7,2024.89,905.44,0\\r\\n8203,1173,49,Male,2,self_employed,102,3,1453,14,2488.81,2388.81,2483.62,3374.25,572.13,572.13,429.27,118.83,2562.7,2391.18,0\\r\\n8204,684,45,Male,,self_employed,1242,2,1369,83,4657.61,4671.9,4357.8,4009.95,0.43,0.43,0.43,0.43,4666.48,4680.2,0\\r\\n8205,5582,41,Male,1,self_employed,621,3,8,31,2880.67,2880.67,2142.88,1723.75,0.27,1143.84,0.27,0.27,2880.67,1810.88,0\\r\\n8206,2123,36,Male,0,self_employed,1236,3,1651,3,222.45,54.48,1868.69,1790.02,214.36,428.64,0.07,9142.93,42.1,1592.94,1\\r\\n8207,423,46,Male,,self_employed,1315,2,250,54,340.02,1625.73,2115.27,1610.53,0.5,27862.58,0.5,27857.64,1049.38,3675.63,1\\r\\n8208,2587,27,Female,0,student,409,1,247,45,603.91,603.91,2253.64,6041.68,0.14,11590.71,0.14,15000.14,603.91,2143.66,0\\r\\n8209,1614,37,Male,0,self_employed,1232,2,29,38,9959.21,9959.21,9671.66,8893.48,0.19,514.47,0.19,0.19,9959.21,9610.83,0\\r\\n8210,2672,50,Male,0,salaried,118,3,325,72,4046.66,4033.67,3024.39,944.52,0.16,0.16,871.59,2.66,3860.91,3105.94,0\\r\\n8211,994,26,Male,0,student,1084,3,685,63,7900.9,758.04,4009.1,1951.22,0.24,0.24,0.24,0.24,7728.49,758.04,0\\r\\n8212,1862,25,Female,0,student,1020,2,16,6,3666.69,3623.83,3382.63,1893.95,543.16,614.59,500.3,428.87,3608.07,3498.95,0\\r\\n8213,853,65,Male,0,retired,834,3,2667,49,2603.98,2603.98,2253.4,776.7,0.11,664.17,0.11,0.11,2603.98,2389.77,0\\r\\n8214,1251,34,Female,0,salaried,409,1,91,126,5329.17,9799.06,9484.56,10180.18,0.31,0.31,4470.21,819.51,7843.17,9985.89,1\\r\\n8215,1691,52,Female,0,self_employed,396,3,1825,181,3440.06,3454.35,3465.23,3489.21,0.21,0.21,0.21,0.21,3451.39,3464.95,0\\r\\n8216,526,33,Male,0,salaried,1525,2,488,0,49.24,167.86,1596.96,7307.05,64.87,0.59,183.49,2745.68,124.59,1747.59,0\\r\\n8217,1852,30,Male,0,self_employed,1494,3,1702,18,8912.93,8679.5,8582.31,7562.56,590.79,325.21,357.36,0.21,8757.26,8432.15,0\\r\\n8218,3520,74,Female,0,,409,2,1566,145,9193.26,9193.26,9193.26,8819.97,0.5,0.5,0.5,0.5,9193.26,9193.26,0\\r\\n8219,599,44,Male,2,self_employed,531,3,1460,5,11455.99,463.79,1693.87,524,31197.29,357.19,20000.04,0.04,4387.82,322.56,0\\r\\n8220,3377,37,Male,0,salaried,,2,331,9,14269.39,3922.43,5023.99,5636.74,8130.94,1647.86,391.12,1590.73,9266.17,2126.25,0\\r\\n8221,1957,82,Male,0,self_employed,579,3,3707,171,2900.33,2900.33,2895.96,2642.72,0.44,0.44,0.44,0.44,2900.33,2895.6,0\\r\\n8222,2316,52,Female,0,self_employed,334,1,17,140,1950.96,2228.92,1835.95,1836.59,0.49,0.49,806.31,287.03,2099.13,1969.7,1\\r\\n8223,443,49,Female,0,self_employed,81,3,2152,32,114.04,8703.03,7233.48,8667.86,0.24,14.53,8571.67,14.53,4267.64,8715.47,1\\r\\n8224,681,21,Male,,student,1020,2,1019,7,1414.58,986,1757.87,1543.14,572.11,572.11,143.54,2292.26,1187.97,1568.35,1\\r\\n8225,2393,54,Female,0,self_employed,623,1,545,320,3139.84,3139.84,3139.84,3113.17,0.61,0.61,0.61,0.61,3139.84,3139.84,0\\r\\n8226,2616,53,Female,1,self_employed,1593,3,211,76,2868.29,4261.14,4364.27,1796.75,0.56,0.56,1350.56,543.41,3595.87,4502.15,0\\r\\n8228,2567,68,Male,0,retired,169,3,389,27,1755.06,1757.2,1826.14,948.37,99.97,0.14,71.57,214.43,1783.98,1845.08,0\\r\\n8229,2023,39,Male,0,self_employed,1381,2,790,,8115.78,8115.78,8115.78,8061.47,0.04,0.04,0.04,0.04,8115.78,8115.78,0\\r\\n8230,4743,54,Male,0,salaried,1020,1,163,111,1667.69,2019.38,3220.07,3290.04,0.59,0.59,245.14,1857.73,1835.3,3659.94,0\\r\\n8231,5332,44,Male,0,,1540,2,57,72,1659.72,1659.72,1669.55,1767.98,0.29,0.29,0.29,0.29,1659.72,1659.72,0\\r\\n8232,642,45,Male,,self_employed,1020,2,627,98,5254.27,5684.98,6191.57,2400.41,0.31,0.31,428.89,428.89,5390.26,6156.4,0\\r\\n8234,2210,45,Female,0,self_employed,1096,3,588,73,4118.17,4118.17,4097.28,3916.48,0.34,0.34,0.34,0.34,4118.17,4118.17,0\\r\\n8235,1208,57,Female,0,self_employed,146,2,1750,39,1751.19,1894.05,1453.3,1046.7,0.5,900.5,286.21,71.86,1839.86,1454.63,0\\r\\n8236,1278,52,Female,0,self_employed,623,3,1995,167,2481.99,2979.71,2949.39,5325.91,0.19,0.19,428.76,0.19,2814.35,2983.83,0\\r\\n8237,6192,51,Male,1,salaried,1020,1,19,0,14166.77,15754.67,9301.54,5418.94,8316.04,8619.99,8296.03,29840.86,4934.41,15848.81,0\\r\\n8238,1273,60,Male,0,salaried,1570,3,2614,,3170.88,3170.88,3170.88,3149.68,0.36,0.36,0.36,0.36,3170.88,3170.88,0\\r\\n8239,830,36,Male,0,salaried,1020,1,212,0,11254.1,12544.69,9729.4,3400.11,2766.86,5044.59,4471.59,80.87,11380.37,10226.86,1\\r\\n8240,802,40,Male,0,self_employed,1111,2,3083,18,1682.46,674.78,1607.58,2681.25,4012.1,440.67,2996.39,693.53,1381.54,964.19,0\\r\\n8241,2334,41,Male,0,salaried,1232,2,359,140,2521.31,2521.31,2516.25,2455.18,0.33,0.33,0.33,0.33,2521.31,2521.31,0\\r\\n8242,930,31,Female,0,self_employed,485,2,1403,,1606.63,1606.63,1606.63,1595.77,0.41,0.41,0.41,0.41,1606.63,1606.63,0\\r\\n8243,1104,61,Male,5,self_employed,1348,1,178,,3079.67,3079.67,3079.67,3060.17,0.4,0.4,0.4,0.4,3079.67,3079.67,0\\r\\n8244,4129,45,Male,0,,399,2,403,27,10326.46,10458.95,10457.23,10047.28,703.09,1201.16,899.15,471.83,10621.62,10645.03,0\\r\\n8245,268,29,Male,,salaried,1403,3,1076,265,1814.63,1814.63,1813.69,1734.5,0.01,0.01,0.01,0.01,1814.63,1814.63,0\\r\\n8246,2222,54,Female,0,self_employed,409,2,1672,17,1791.51,2005.79,2175.28,2126.83,500.07,685.79,714.36,1071.5,1872.79,2261.55,0\\r\\n8247,1016,64,Male,0,retired,146,3,1039,7,101.9,476.22,1979.21,1123.86,6205.33,17403.89,6665.36,29664.2,940.98,2979.8,1\\r\\n8248,689,23,Male,,student,494,2,3471,74,394.78,401.28,2767.51,6109.38,0.51,0.51,7.01,3038.44,396.95,2722.19,1\\r\\n8249,1393,25,Male,0,student,483,3,2234,48,2763.58,5046.79,4072.34,1430.74,0.51,2816.81,2286.23,1529.09,4131.66,4997.39,1\\r\\n8250,3436,90,,,self_employed,1020,2,80,17,9553.59,8415.6,7314.26,9460.23,2193.71,2178.39,1510.06,0.06,9358.74,7509.98,0\\r\\n8251,4163,44,Male,0,salaried,1525,1,376,5,34260.28,5283.96,11612.52,4665.13,28971.76,402.13,0.33,130.82,25059.89,5135.52,0\\r\\n8252,3097,42,Female,0,self_employed,1020,2,47,12,1609.21,2455.1,2427.37,4184.16,126.71,164.57,714.57,78.86,2063.3,2409.21,0\\r\\n8253,871,73,Female,,self_employed,15,3,299,17,1534.87,1468.29,1623.81,2791.42,286.21,643.36,0.5,214.79,1239.22,1549.38,0\\r\\n8254,1534,43,Female,0,self_employed,208,2,52,,6088.09,6088.09,6079.92,6016.8,0.01,0.01,0.01,0.01,6088.09,6077.3,0\\r\\n8258,4386,52,Male,0,self_employed,1020,1,47,11,0.44,35.19,3839.1,116.66,6543.3,1957.59,126514.73,1929.77,11379.3,90.73,1\\r\\n8259,6026,71,Female,0,self_employed,15,2,49,0,3586.12,1476.75,1445.34,567.05,1427.39,446.54,286.1,714.67,2348.14,1325.96,0\\r\\n8260,5380,63,Female,0,self_employed,956,2,94,72,1968.77,2004.84,1945.84,2259.89,0.07,0.07,32.04,914.36,1984.43,1701.14,0\\r\\n8261,1071,65,Female,0,self_employed,665,2,1251,20,2750.41,3274.7,3174.35,3022.66,188.79,188.79,714.5,0.21,3306.92,3110.46,0\\r\\n8262,4546,52,Male,0,self_employed,1232,3,149,69,2017.84,1205.56,1769.39,1785.78,0.26,0.26,78.17,426.64,1967.59,1354.58,0\\r\\n8263,1875,35,Male,0,self_employed,649,2,1844,41,3454.3,3454.3,3177.72,4180.46,0.53,636.24,0.53,143.39,3454.3,3117.43,0\\r\\n8264,2383,36,Male,0,salaried,575,3,1098,102,12581.35,10948.98,8790.43,6100.19,0.13,0.13,1724.9,1145.6,10999.66,9408.62,0\\r\\n8265,6313,62,Male,3,self_employed,1020,1,15,,4429.85,4407.57,4411.15,3823.82,0.19,0.19,0.19,0.19,4425.99,4407.57,0\\r\\n8266,2062,29,Male,2,salaried,730,3,847,5,1771.59,1993.83,2214.27,3195.07,1391.55,844.66,1665.31,1068.46,1903.3,2234.75,0\\r\\n8267,3098,56,Male,0,self_employed,1258,3,152,173,2869.41,3106.59,3033.32,3072.75,0.43,0.43,237.61,0.43,2886.78,3106.59,0\\r\\n8268,3588,60,Male,0,retired,1084,2,540,27,11631.83,3029.74,6008.5,4163.78,8721.1,0.23,7352.09,314.3,11375.05,3240.44,0\\r\\n8269,2438,46,Female,0,salaried,1020,3,1204,28,4028.77,3746.01,3870.46,3884.14,571.61,0.19,154.77,216.21,4121.02,3879,0\\r\\n8270,4657,69,Male,0,retired,334,2,136,3,121983.21,10663.15,26116.25,6883.15,150017.6,732.17,45813.49,44454.7,33745.02,27793.45,1\\r\\n8271,2394,32,Female,0,salaried,334,3,286,31,85.91,6848.04,4780.37,1523.73,0.29,28282.44,9121.74,28791.84,1466.13,11138.9,1\\r\\n8272,4027,62,Female,0,self_employed,61,2,115,52,10579.75,11711.69,10404.52,14705.24,0.69,2342.11,86.4,0.69,11137.98,11238.35,0\\r\\n8273,1445,31,Female,0,self_employed,,2,2031,20,2233.96,1719.67,3284.52,3353.68,514.96,457.81,0.67,4000.67,2092.09,3257,0\\r\\n8274,710,62,Male,0,retired,1111,3,88,203,3351.31,905.35,1716,3265.79,0.14,0.14,571.57,1149.6,1396.7,1305.26,0\\r\\n8275,2643,44,Male,2,salaried,1232,2,185,,1841.63,2258.18,2318.68,1429.6,0.46,0.46,0.46,38.74,2215.09,2607.54,0\\r\\n8276,1790,31,Male,0,self_employed,372,3,236,35,2406.47,2953.49,2470.09,1667.11,0.17,1143.03,571.6,372.56,2625.19,2596.74,0\\r\\n8277,2044,55,Female,0,self_employed,834,2,1130,94,5411.94,5411.94,5411.94,3825.4,0.3,0.3,0.3,0.3,5411.94,5411.94,0\\r\\n8278,1133,35,Female,0,self_employed,409,2,922,100,3291.96,3661.52,3643.47,3665.36,0.37,0.37,219.61,0.37,3418.65,3680.88,0\\r\\n8280,234,25,Male,,self_employed,1209,3,2116,192,2516.5,2516.5,2516.5,2917.41,0.3,0.3,0.3,0.3,2516.5,2516.5,0\\r\\n8281,894,9,Female,0,student,575,1,1264,74,1451.19,1465.47,1439.35,1140.17,0.67,0.67,0.67,0.67,1464.98,1478.37,0\\r\\n8282,1725,45,Male,0,salaried,1276,3,2139,313,2120.13,2148.34,2168.03,2213.31,0.16,0.16,0.16,0.16,2142.51,2167.44,0\\r\\n8283,5256,63,Female,0,retired,334,3,85,100,1537.3,1445.23,3158.69,9680.46,0.41,0.41,609.66,1914.7,1577.27,3052.14,1\\r\\n8284,5057,58,Female,0,self_employed,1294,2,150,337,4397.27,4536.86,4501.15,4466.94,0.3,0.3,143.16,0.3,4456.27,4530.74,0\\r\\n8285,1044,21,Female,0,student,1096,3,2005,3,5414.68,3132.84,2964.09,693.45,2282.37,143.39,0.53,0.53,5087.36,3119.01,0\\r\\n8286,392,69,Male,0,,730,3,1254,,-1.2,-1.18,1607.74,2898.81,0.67,0.67,0.67,2929.24,-1.18,1891.89,1\\r\\n8287,3504,51,Female,0,self_employed,1494,1,67,94,7435.69,7435.69,7435.69,7277.65,0.47,0.47,0.47,0.47,7435.69,7435.69,0\\r\\n8288,1256,60,Female,0,self_employed,15,3,2441,11,2145.44,2505.19,2318.36,1713.74,126.13,688.34,85.89,114.46,2231.59,2181.77,0\\r\\n8289,881,46,Female,0,self_employed,,3,2510,,2357.61,2354.6,2353.37,2329.17,0.53,0.53,0.53,0.53,2356.47,2353.24,0\\r\\n8291,643,34,Male,,self_employed,221,3,3568,291,1898.92,1913.2,1922.16,1957.14,0.29,0.29,0.29,10.29,1901.87,1924.35,0\\r\\n8292,493,68,Male,,self_employed,630,2,404,23,21.74,598.83,2354.47,2202.19,987.2,987.2,2551.43,2149.99,1663.83,2618.83,0\\r\\n8293,1868,33,Female,1,self_employed,1232,3,104,11,13297.5,12816.42,12321.26,6316.82,886.14,714.71,1526.29,733.29,13092.76,12754.25,1\\r\\n8294,1320,27,Female,0,salaried,409,1,91,,2956.72,2425.74,2648.5,2543.4,0.44,0.44,159.73,643.71,2389.4,2735.22,0\\r\\n8295,2895,51,Male,0,self_employed,1232,1,7,4,164802,206014.78,284779.02,323182.68,1476976.45,2361808.29,824573.99,1159958.76,263497.14,383897.54,0\\r\\n8296,340,62,Male,0,self_employed,1020,2,1118,33,12940.67,38621.48,19488.63,15804.16,0.19,179745.76,25679.69,25388.17,18134.32,22130.26,1\\r\\n8297,2204,54,Female,,self_employed,146,3,1754,0,1428.83,1428.83,2083.9,1075.43,653.83,5193.33,0.26,0.26,1974.26,1961.79,0\\r\\n8298,1026,64,Male,3,self_employed,1020,2,406,13,11309.55,6275.54,9996.59,15692.53,1429.27,2114.99,21746.91,0.7,17681.1,5152.03,0\\r\\n8299,2832,53,Male,0,salaried,288,3,462,360,1774.84,1774.84,1774.84,1763.6,0.47,0.47,0.47,0.47,1774.84,1774.84,1\\r\\n8300,2075,53,Female,3,self_employed,409,2,1360,19,8302.82,7005.15,7270.39,6264.06,1286,0.29,467.29,213.83,7697.35,6882.36,0\\r\\n8301,3497,59,Male,2,self_employed,1416,2,524,10,27871.55,13642.07,15077.49,3355.45,16501.11,0.26,0.26,0.26,17786.29,13648.51,0\\r\\n8302,1472,53,Female,0,salaried,1020,3,425,11,2084.65,372.85,4493.12,1829.38,1714.84,29232.39,0.56,29232.39,1026.46,3835.69,1\\r\\n8303,2376,65,Male,0,retired,822,2,1515,227,1455.29,1539.15,1604.26,1958.6,0.27,0.27,71.7,214.56,1470.88,1633.62,0\\r\\n8304,1116,50,Male,0,salaried,904,3,78,45,541.99,541.99,2768.95,1973.95,0.49,1429.06,0.49,15728.94,541.99,5766.88,1\\r\\n8305,1305,26,Male,0,student,1598,3,1087,19,125.75,314.85,2577.54,6228.43,2429.03,1458.78,1883.66,5027.09,445.37,2181.04,1\\r\\n8306,4367,68,Male,0,retired,1020,1,288,0,5233.79,4960.31,2397.59,860.56,317.61,3144.03,0.64,0.64,4959.89,1433.33,0\\r\\n8307,3455,61,Male,0,retired,822,2,2835,23,1774.36,1995.92,2005.42,2175.08,3.07,0.47,224.47,17.6,1972.09,2006.98,0\\r\\n8308,1215,41,Male,0,self_employed,388,3,2847,62,1727.97,3483.88,3012.78,4429.37,0.6,0.6,1618.74,190.17,1967.11,3613.41,0\\r\\n8309,2476,75,Male,0,self_employed,834,2,1128,21,15401.06,15792.55,14142.68,12174.96,152.01,4867.44,543.5,627.57,15778.32,14275.95,0\\r\\n8310,1335,49,Male,0,salaried,1020,1,2,,2498.21,2498.21,2498.21,2628.33,0.41,0.41,0.41,0.41,2498.21,2498.21,0\\r\\n8311,745,29,Male,,self_employed,646,2,397,0,2956.27,3093.05,3035.64,3117.87,271.46,0.03,714.31,0.03,2926.61,3092.22,0\\r\\n8312,1076,73,Male,0,retired,1020,1,1316,55,5133.82,4975.19,4184.77,2276.96,0.19,507.33,285.9,0.19,5128.35,4893.39,0\\r\\n8313,2167,90,Male,0,self_employed,1096,1,92,,4718.23,4718.23,4047.1,5958.17,0.56,0.56,0.56,0.56,4718.23,4698.18,0\\r\\n8314,1718,14,Female,0,student,318,2,35,52,3115.86,3115.86,2208.22,858.44,0.54,2231.17,0.54,11.33,3115.86,2612.8,0\\r\\n8316,434,47,Female,0,self_employed,409,2,2072,217,2909.55,2909.55,2852.12,881.13,0.04,0.04,0.04,0.04,2909.55,2909.55,0\\r\\n8317,2011,90,,0,self_employed,409,1,88,24,18910.66,17804.66,17545.9,13795.77,900.49,900.49,0.49,0.49,18741.28,17398.21,0\\r\\n8318,5480,85,Male,0,retired,1020,2,114,143,1460.07,1460.07,1460.07,1494.57,0.43,0.43,0.43,0.43,1460.07,1460.07,0\\r\\n8320,2227,51,Male,0,self_employed,630,3,1771,23,9464.25,3747.49,5285.89,3422.32,6428.8,593.01,714.51,339.29,8821.47,3512.21,0\\r\\n8321,1312,53,Male,0,self_employed,286,2,770,14,6266.64,6581.97,5754.12,5629,1564.85,1408.07,2381.9,88.45,6337.5,5545.41,0\\r\\n8322,1412,37,Male,0,self_employed,934,2,2345,67,12613.4,12610.95,11169.94,6409.6,0.3,0.3,0.3,0.3,12612.22,12610.95,0\\r\\n8323,2915,11,Female,0,student,1020,3,19,5,2388.43,2102.71,2119.13,2089.39,286.24,0.53,0.53,0.53,2151.97,2102.71,0\\r\\n8325,1121,12,Male,,student,334,3,1858,24,1780.55,2494.83,1940.32,1808.35,714.57,0.29,1428.86,57.43,2180.55,1827.74,0\\r\\n8326,5008,75,Male,0,retired,904,2,78,140,10881.54,10772.7,10789.11,10711.91,0.26,0.26,0.26,0.26,10880.21,10808.19,0\\r\\n8327,2238,90,Male,0,self_employed,1181,2,332,30,12777.73,12777.73,10549.01,8395.64,0.16,3628.73,0.16,0.16,12777.73,10352.39,0\\r\\n8328,319,42,Female,,self_employed,1180,2,1330,5,9400.14,9258.92,9274.77,9304.12,151.54,0.51,10.31,20.51,9284.42,9260.87,0\\r\\n8329,2404,36,Female,0,self_employed,146,1,9,11,1470.85,1454.75,2189.05,1600.95,124.66,1.13,2236.59,1257.76,2008.02,1952.37,0\\r\\n8330,5394,70,Male,2,self_employed,15,1,48,0,2755.34,2755.34,2755.32,2737.64,14.74,0.46,0.46,0.46,2755.34,2755.34,0\\r\\n8331,233,41,Male,36,salaried,745,2,1475,58,14577.85,14490.23,13081.65,9164.66,0.1,714.39,0.1,0.1,14550.66,14471.34,0\\r\\n8332,2432,37,Male,0,salaried,904,3,1267,,11853.3,11432.54,10611.29,8447.24,0.41,0.41,1536.13,308.31,10429,11215.5,0\\r\\n8333,289,22,Female,,student,623,2,81,38,75.4,28647.24,19471.35,14605.28,0.43,14286.14,28571.86,7143.29,16331.56,27399.54,1\\r\\n8334,4641,48,Male,3,self_employed,513,1,216,4,3778.33,29698.2,12357.21,8275.34,10144.62,105818.17,37356.11,2986.13,12153.83,18716.22,0\\r\\n8335,1017,33,Female,2,salaried,1388,2,1293,20,1505.2,1969.11,2075.24,4739.2,146.74,0.36,340.84,253.8,1659.58,2160.28,0\\r\\n8336,3164,59,Female,0,self_employed,1096,2,271,21,10699.8,9552.72,9258.74,4974.37,1147.41,1147.41,0.34,0.34,10524.48,9245.15,0\\r\\n8337,2111,62,Female,1,self_employed,21,2,205,3,2842.93,2648.82,2555.34,2748.7,194.2,81.06,0.09,0.09,2675.59,2427.2,0\\r\\n8338,875,35,Male,0,salaried,834,3,1231,18,7320.34,7321.2,9468.35,10587.72,0.9,0.04,1.76,4190.72,7321.7,10441.02,0\\r\\n8339,3798,47,Female,0,self_employed,665,2,1251,56,5807.75,5807.75,3670.98,129.26,0.5,5678.21,0.5,0.5,5807.75,5075.14,1\\r\\n8340,3034,69,Female,0,self_employed,334,2,260,60,2310.1,7057.25,6701.04,10138.51,0.47,0.47,4747.61,0.47,2967.89,6877.52,0\\r\\n8341,1116,36,Female,0,self_employed,1232,3,185,28,281.96,570.11,1922.33,2849.64,8727.57,0.11,9015.72,0.11,4626.79,570.11,0\\r\\n8342,710,24,Male,,student,1180,3,116,18,16001.57,1.57,3495.82,1.56,2857.71,0.57,0.57,0.57,10484.32,1.57,0\\r\\n8343,2836,32,Male,2,student,152,3,779,25,0.44,0.44,5822.12,0.44,26657.59,0.44,26657.59,0.44,17465.47,0.44,1\\r\\n8344,1516,30,Male,0,salaried,1294,2,719,1,1300.12,5906.67,3724.78,1617.52,5768.41,9703,405.43,842.5,5710.09,2781.18,0\\r\\n8345,6220,36,Male,0,self_employed,1096,2,1317,5,7490.28,1312.88,6642.58,1546.68,31319.71,178222,28812.57,176793.43,4940.61,13928.01,0\\r\\n8346,910,36,Female,,self_employed,468,2,175,5,8166.07,4926.01,10345.57,11272.7,3575.79,4244.1,571.89,21060.9,6763.79,8003.1,1\\r\\n8347,671,44,Male,0,self_employed,1020,2,60,5,9301.06,8788.6,9553.88,7898.59,4227.46,3878.91,3715,4495.46,8703.91,8816.79,0\\r\\n8348,993,25,Male,0,salaried,1096,3,91,11,1332.47,3643.9,2161.85,766.45,0.6,2646.74,2503.21,156.07,2721.08,2631.64,0\\r\\n8349,1371,53,Female,0,salaried,526,2,421,5,7243.57,6385,6187.03,5551.16,858.6,563.6,0.03,0.03,6724.23,6091.13,0\\r\\n8350,2607,31,Female,0,salaried,1020,2,501,182,4796.02,4796.02,4807.28,4900.08,0.03,0.03,0.03,17.17,4796.02,4807.24,0\\r\\n8351,2781,43,Male,0,salaried,146,2,1268,0,1469.52,234.52,5238.85,7317.78,2274.83,1473.4,1043.4,14.83,1433.17,5800.93,0\\r\\n8352,389,28,Female,,self_employed,623,2,318,335,14905.6,12502.5,11224.2,5819.2,0.06,0.06,428.63,730.9,13467.33,11296.27,0\\r\\n8353,1155,67,Female,0,self_employed,575,2,1203,332,22968.34,23225.49,22976.94,23171.61,0.51,0.51,543.37,71.94,23258.98,22574.11,0\\r\\n8354,4105,40,Male,0,self_employed,630,3,281,25,3622.23,3630.55,3407.25,1806.52,371.7,371.7,71.67,0.27,3734.84,3678.02,0\\r\\n8355,6255,58,Male,3,salaried,834,3,1404,125,1838.53,1552.82,1927.86,2495.14,0.17,0.17,0.17,857.31,1621.78,1691.06,0\\r\\n8356,1617,78,Female,0,self_employed,575,2,572,0,3509.17,3672.69,3806.84,2782.8,1425.92,398.1,442.41,369.76,3678.14,3780.97,0\\r\\n8357,4135,69,Male,0,retired,656,2,340,,2968.61,2968.61,2969.3,2954.34,0.21,0.21,0.21,0.21,2968.61,2968.61,0\\r\\n8358,1087,7,Male,0,student,146,3,509,337,4191.96,4191.96,4191.96,4165.41,0.57,0.57,0.57,0.57,4191.96,4191.96,0\\r\\n8359,2438,39,Female,0,self_employed,1420,3,907,,2750.45,2750.45,2750.45,2733.03,0.37,0.37,0.37,0.37,2750.45,2750.45,0\\r\\n8360,2031,58,Female,0,self_employed,531,3,573,,7605.02,7605.02,7605.02,7556.84,0.14,0.14,0.14,0.14,7605.02,7605.02,0\\r\\n8361,1783,57,Male,0,salaried,334,2,2050,11,8506.72,8957.57,8878.01,4857.83,6071.77,6143.2,6523.56,8003.77,8689.58,9465.42,0\\r\\n8362,1126,22,Female,,self_employed,1216,2,407,346,6887.52,6810.72,6747.42,6475.82,0.03,0.03,0.03,0.03,6823.96,6751.26,0\\r\\n8363,997,46,Female,0,salaried,1135,2,1530,,3032.41,3032.41,3032.41,3013.19,0.41,0.41,0.41,0.41,3032.41,3032.41,0\\r\\n8365,1763,35,Female,1,self_employed,1096,3,2035,,5403.06,5403.06,5407.36,5438.09,0.63,0.63,0.63,0.63,5403.06,5403.06,0\\r\\n8366,374,30,Female,0,self_employed,1111,2,210,,7861.28,7927.94,7910.18,7855.84,0.26,0.26,66.92,0.26,7874.64,7927.94,0\\r\\n8367,550,50,Male,0,self_employed,1020,2,1027,19,372.03,1790.6,1438.85,1079.8,267.64,0.5,1686.21,0.5,1174.84,1687.19,0\\r\\n8368,4324,60,Female,0,salaried,578,2,264,33,4070.3,4277.15,4500.1,5319.37,0.6,214.89,393.16,830.46,4193.95,4620.28,0\\r\\n8369,5634,40,Male,0,self_employed,1232,1,486,4,52160.6,1716.84,4572.16,1595.68,63774.5,0.49,7139.45,714.77,10282.79,1716.84,0\\r\\n8370,4512,53,Female,0,self_employed,1096,2,249,11,3723.53,8316.12,11330.78,4721.64,314.77,356.2,4756.81,11331.44,6285.9,9441.96,0\\r\\n8371,5578,90,Male,0,self_employed,1325,3,1308,32,3381.82,3381.82,2470.34,1924.06,0.03,1428.6,0.03,0.03,3381.82,2088.05,0\\r\\n8372,3096,73,Male,2,retired,1111,2,651,4,3587.35,3544.17,3372.22,3336.14,857.35,109.71,814.17,193.48,3774.01,3560.8,0\\r\\n8373,417,55,Female,,self_employed,1084,2,2860,34,600.77,491.27,1646.35,1319.76,0.26,10420.31,500.26,25859.59,658.48,1914.81,1\\r\\n8374,381,35,Male,,company,1542,2,1953,362,5718.67,5718.67,5909.91,6324.24,0.49,0.49,0.49,771.91,5718.67,5768.44,0\\r\\n8375,1219,29,Female,0,self_employed,1232,3,794,9,5961.79,8189.48,5569.67,2042.97,1429.81,1560.66,5714.65,0.27,3761.71,7119.54,1\\r\\n8376,407,45,Male,,salaried,656,2,46,19,5783.18,6597.46,6755.64,5742.13,714.74,0.46,1514.74,0.46,6641.31,6606.22,1\\r\\n8377,5369,70,Female,0,self_employed,241,2,62,20,4954.61,2097.47,3115.26,2199.48,2857.7,0.56,0.56,714.84,4067.91,2466.13,0\\r\\n8378,1936,35,Female,0,salaried,1525,3,1808,81,2690.91,2794.73,2845.54,2988.04,0.44,0.44,17.58,3.3,2780.27,2860.45,0\\r\\n8379,5161,78,Female,0,self_employed,169,3,33,6,4874.16,1728.45,2320.4,1720.5,1428.76,0.19,0.19,0.19,3504.31,1728.45,0\\r\\n8380,3199,69,Male,0,self_employed,334,1,323,0,38903.54,37111.65,34205.52,11513,2250.47,9107.56,10196.56,2818.61,37810.77,35843.3,0\\r\\n8381,1276,44,Female,0,salaried,623,2,2019,,2402.73,2688.17,2365.1,1950.41,0.7,0.7,0.7,0.7,2523.78,2288.52,0\\r\\n8382,1302,33,Female,0,salaried,146,2,1569,319,2655.14,2696.78,2726.86,3105.9,0.09,0.09,201.87,134.01,2610.62,2714.06,1\\r\\n8383,3500,50,Female,0,self_employed,1096,1,11,0,44457.62,109581.32,56111.13,29303.49,27029.24,85302.67,31582.8,59.37,97498.66,36866.98,0\\r\\n8384,564,32,Male,,salaried,834,3,2294,63,4000.73,3268.7,3282.07,2891.44,0.59,0.59,0.59,0.59,3399.84,3495.66,0\\r\\n8386,1920,35,Male,0,self_employed,1436,2,1125,35,6573.52,7287.8,5315.69,4942.55,0.01,2571.44,0.01,0.01,7041.5,5707.16,0\\r\\n8387,2306,31,Female,0,salaried,146,3,1755,108,6939.47,2122.61,2310.24,2122.08,0.7,0.7,1255.19,457.84,2832.51,1885.74,0\\r\\n8388,3327,60,Male,2,self_employed,452,3,637,4,2594.33,28.6,1575.89,1308.04,16306.39,4887.89,16793.51,6572.09,2653.08,425.12,0\\r\\n8389,2121,47,Male,0,salaried,1084,2,685,153,2953.1,2953.1,3598.26,10605.65,0.4,0.4,0.4,0.4,2953.1,2953.1,0\\r\\n8390,1958,45,Male,0,self_employed,355,2,2057,129,2900.01,2942.86,2953.17,1540.38,0.4,0.4,0.4,0.4,2910.35,2952.77,0\\r\\n8392,2761,90,,0,self_employed,1494,2,67,6,412.9,226.27,1970.13,6802.79,2057.56,86.13,0.41,0.41,488.42,1378.26,0\\r\\n8393,2949,43,Female,0,self_employed,1180,1,1583,279,2104.36,2104.36,2018.83,2361.43,0.21,0.21,0.21,0.21,2104.36,2058.74,0\\r\\n8394,6345,80,Male,0,retired,1232,1,103,2,1086.2,1832.53,2933.73,3449.77,125.69,5724.51,0.59,5714.87,1605.07,2582.37,1\\r\\n8395,1389,48,Male,0,self_employed,1257,2,1384,276,5978.71,5978.71,6014.04,6363.38,0.29,0.29,0.29,0.29,5978.71,5978.71,0\\r\\n8396,2136,65,Male,0,self_employed,623,3,126,11,585.08,169.05,1496.89,1542.28,721.71,221.64,450.51,3223.11,386.81,695.56,1\\r\\n8397,2459,39,Female,0,salaried,1096,3,1309,53,1472.62,1472.62,1463.55,1440.58,0.16,23.01,0.16,0.16,1472.62,1468.25,0\\r\\n8398,4029,56,Female,0,self_employed,409,3,193,,2492.12,2506.41,2222.69,1543.24,0.27,0.27,0.27,0.27,2499.02,2512.86,0\\r\\n8399,5199,59,Female,0,self_employed,1096,1,134,6,2771.16,4963.47,4146.34,2206.27,7562.22,1874.02,6206.91,766.16,4876.39,4304.34,1\\r\\n8400,2678,74,Male,0,self_employed,59,3,257,293,3293.71,3308,3313.18,3335.45,0.49,0.49,0.49,0.49,3299.13,3313.06,0\\r\\n8401,5375,40,Male,0,salaried,1020,2,47,40,5410.06,5410.06,4958.06,4548.84,0.33,841.04,0.33,0.33,5410.06,4894.78,0\\r\\n8402,1552,13,Male,0,student,1370,2,1928,,10036.41,10036.41,10036.41,9972.83,0.5,0.5,0.5,0.5,10036.41,10036.41,0\\r\\n8403,896,61,Male,,self_employed,623,2,521,219,6416.08,6416.08,6416.08,5692.48,0.43,0.43,0.43,0.43,6416.08,6416.08,0\\r\\n8404,5040,32,Male,0,self_employed,1020,1,490,27,45802.02,43631.09,41940.69,33358.2,2251.57,7351.57,80.64,263.84,45698.17,42719.48,0\\r\\n8405,211,54,Male,,self_employed,890,3,2989,20,1996.89,32154.77,30269.9,24000.13,14285.73,0.01,1571.44,0.01,11072.62,31932.27,1\\r\\n8406,1195,27,Male,0,self_employed,1488,3,2261,94,623.36,623.36,1545.04,4674.37,0.63,0.63,0.63,0.63,623.36,623.36,1\\r\\n8407,1536,36,Male,0,self_employed,628,3,1999,6,1263.58,2335.01,1918.02,1857.14,714.54,3143.11,1785.97,1071.69,1224.17,2849.96,0\\r\\n8408,2211,31,Male,0,self_employed,1020,3,2538,21,2441.95,1916.89,2034.22,1567.27,2857.84,1643.56,2318.87,1104.59,2426.86,1794.81,0\\r\\n8409,4634,54,Female,0,self_employed,146,3,150,25,1752.48,2478.5,4162.94,4861.23,26.6,157.03,7646.79,5022.09,2007.41,2257.81,0\\r\\n8410,2571,60,Female,0,self_employed,1020,3,414,0,1017.89,2315.48,2414.18,2542.08,372.44,1318.47,1626.96,2358.35,1551.71,2783.93,0\\r\\n8411,3323,43,Male,0,salaried,1020,3,667,,4329.74,4329.74,4329.74,4302.29,0.61,0.61,0.61,0.61,4329.74,4329.74,0\\r\\n8412,2137,65,Male,0,retired,743,2,1522,45,13688.97,13731.83,13636.77,13424.31,0.23,114.51,0.23,0.23,13725.92,13641.86,0\\r\\n8413,2882,49,Male,2,self_employed,1033,3,344,221,207.13,708.31,2659.19,5916.83,0.51,0.51,349.09,3571.94,323.58,3490.59,1\\r\\n8414,4452,52,Male,2,self_employed,834,1,18,27,2690.41,3771.05,2531.78,3098.18,142.97,2671.09,1797.19,297.19,3817.52,3043.08,0\\r\\n8415,2056,50,Male,0,self_employed,1145,2,459,146,5912.05,5912.05,6050.3,6146.61,0.29,0.29,0.29,286,5912.05,6041.09,0\\r\\n8416,2777,44,Female,0,self_employed,15,3,901,151,1725.78,1725.78,1725.78,1679.12,0.07,0.07,0.07,0.07,1725.78,1725.78,0\\r\\n8417,1230,52,Male,0,self_employed,605,3,2422,3,6751.01,4620.88,6450.19,7763.68,2844.89,1514.59,714.76,4529.04,5736.3,4974.19,0\\r\\n8418,1802,28,Male,0,salaried,1096,3,144,26,6256.83,5743.12,5676.9,4982,692.23,686.19,171.38,165.58,6336.44,5465.95,0\\r\\n8419,948,28,Male,0,self_employed,288,2,462,3,2820.22,3113.22,3162.96,3093.67,6179.09,0.51,6439.3,153.59,3163.99,3142.19,0\\r\\n8420,681,36,Male,0,salaried,1096,2,1360,140,4541.84,5483.27,4208.44,2835.07,0.44,0.44,1311.87,646.73,4825.19,4165.02,0\\r\\n8421,382,31,Female,0,salaried,1020,3,114,,2471.13,3899.7,2998.75,2615.66,0.07,0.07,1428.64,2857.21,2914.48,4498.78,0\\r\\n8422,823,28,Male,0,salaried,1487,2,944,5,2686.77,2472.48,2264.79,3045.02,214.51,428.8,0.23,0.23,2516.82,2375.71,0\\r\\n8423,4650,40,Male,0,self_employed,834,2,174,53,1843.75,2000.89,1637.39,1786.14,0.67,1697.56,143.53,29.24,1924.04,1805.5,0\\r\\n8424,2351,45,Male,2,salaried,552,2,963,,2429.41,2429.41,2429.41,2407.89,0.29,0.29,0.29,0.29,2429.41,2429.41,0\\r\\n8425,1623,53,Female,0,self_employed,,2,1672,285,3328.86,3328.86,3328.86,3543.88,0.61,0.61,0.61,0.61,3328.86,3328.86,0\\r\\n8426,359,57,Male,0,self_employed,517,2,1455,47,3909.4,7552.96,5927.18,4893.39,0.36,22857.5,3743.92,19403.2,4500.31,10101.73,1\\r\\n8427,4575,34,Male,1,salaried,,2,15,44,10240.67,15532.79,16217.86,7645.05,0.17,24285.89,29578.01,25589.27,13305.56,21400.33,0\\r\\n8428,868,16,Male,0,student,1096,2,3,,1960.09,1960.09,1960.09,1949.63,0.01,0.01,0.01,0.01,1960.09,1960.09,0\\r\\n8430,4386,14,Male,0,student,1020,2,1,,13011.03,13011.03,13008.64,12556.15,0.41,0.41,0.41,0.41,13011.03,13007.62,0\\r\\n8431,1221,65,Male,0,retired,408,2,2727,227,2874.19,3017.05,3128.6,3442.47,0.59,0.59,143.44,286.3,2918.53,3164.52,0\\r\\n8432,2658,32,Female,0,salaried,1020,2,85,0,6322.86,5747.33,4726.86,4273.61,2031.14,1756.56,1347.91,1360.91,4859.46,4829.7,0\\r\\n8433,2303,50,Male,0,self_employed,1525,2,1024,88,2647.21,3361.49,3226.33,293.87,0.31,0.31,0.31,0.31,3041.3,3361.49,0\\r\\n8434,711,39,Female,0,self_employed,656,3,653,23,3287.72,2907.07,3012.08,2481.95,472.07,0.64,91.41,0.64,3222.09,2907.07,0\\r\\n8435,2820,30,Female,0,self_employed,382,2,785,295,2848.77,2848.77,3202.08,3793.14,0.16,0.16,0.16,714.44,2848.77,3194.4,0\\r\\n8436,2569,47,Male,5,salaried,575,3,572,,4828.12,4828.12,4828.12,4793.73,0.6,0.6,0.6,0.6,4828.12,4828.12,0\\r\\n8437,1237,45,Female,0,self_employed,,2,109,119,8399.55,8399.55,8399.55,8161.44,0.29,0.29,0.29,0.29,8399.55,8399.55,0\\r\\n8438,227,31,Male,,self_employed,58,2,803,229,7010.91,7025.2,7048.85,7133.22,0.07,0.07,0.07,42.93,7017.81,7039.95,0\\r\\n8440,1748,12,Male,0,student,1096,3,1665,287,14905.64,16334.21,17255.34,19081.77,0.01,0.01,1428.59,2857.16,15595.29,16979.37,0\\r\\n8441,2701,40,Female,0,self_employed,11,2,121,12,7551.49,7461.49,8832.11,11810.05,375.84,375.84,0.13,214.41,7409.61,7547.98,1\\r\\n8442,5310,45,Male,3,salaried,856,2,71,213,5161.25,5204.1,5222.49,5368.76,0.01,0.01,0.01,0.01,5180.46,5222.08,0\\r\\n8443,254,54,Male,0,self_employed,50,3,2299,0,842.01,1242.09,1996.57,526.75,21500.69,4143.54,20072.11,3572.11,3218.41,763.38,1\\r\\n8445,2515,38,Female,0,salaried,762,2,195,174,8966.68,10780.95,10589.17,10947.54,0.01,0.01,1807.87,420.18,10347.09,10889.88,1\\r\\n8446,4059,24,Male,0,self_employed,664,3,413,0,3541.9,3256.18,3001.4,2550.67,285.77,285.77,0.06,0.06,3266.04,3016.55,0\\r\\n8447,664,47,Male,0,self_employed,1232,2,2454,27,1616.26,1889.89,2139.18,2506.72,227.59,200.23,648.73,519.12,1995.22,2058.64,0\\r\\n8448,1581,52,Male,2,self_employed,146,1,628,5,3207.12,1469.2,1668.86,2599.84,729.47,0.01,501.89,2079.73,2324.9,1067.5,0\\r\\n8449,1318,27,Male,2,self_employed,706,2,426,0,5732.1,597.23,3466.15,665.36,25298.33,25192.89,31340.4,33776.62,4992.86,4786.03,0\\r\\n8450,4693,61,Female,1,salaried,1020,2,85,45,6576.41,3271.53,2156.55,1683.95,0.46,312.33,429.03,571.89,3389.31,2158.2,0\\r\\n8451,1924,30,Female,0,self_employed,1322,2,176,121,2859.4,1538.3,2059,1639.3,0.27,0.27,1536.31,107.74,2071.22,1538.3,1\\r\\n8453,1956,77,Male,0,retired,1020,2,212,357,3981.7,3981.7,3980.22,3952.37,0.5,0.5,0.5,0.5,3981.7,3980.25,0\\r\\n8454,2995,78,Female,0,self_employed,1570,2,119,14,2396.48,1948.86,2032.15,2387.75,485.84,0.39,0.39,0.39,2180.39,1948.86,0\\r\\n8455,4234,26,Female,0,student,623,2,642,327,1632.62,1682.62,1677.12,1803.18,0.27,0.27,100.27,0.27,1637.54,1682.62,0\\r\\n8456,1556,41,Male,0,self_employed,1085,3,2105,18,1621.72,1648.88,1636.74,2228.3,65.24,52.61,63.83,0.36,1620.8,1644.14,0\\r\\n8457,2042,36,Female,0,self_employed,146,3,1048,132,1914.25,1928.54,2028.36,2068.87,0.24,0.24,485.96,285.96,1859.57,1977.39,1\\r\\n8458,6041,71,Male,0,,623,3,42,18,1627.35,2021.98,1749.4,1286.92,372.13,380.7,0.7,0.7,1462.62,1962.36,0\\r\\n8459,3167,48,Male,0,self_employed,953,3,470,206,29023.4,29023.4,29021.54,35186.9,0.17,0.17,0.17,0.17,29023.4,29022.04,1\\r\\n8460,3088,63,Female,0,self_employed,61,3,476,4,5552.03,2629.71,3670.44,1012.46,3815.06,2847.73,892.74,7212.57,2821.01,2631.2,0\\r\\n8461,1123,41,Female,0,salaried,1096,1,2649,20,96618.39,91950.37,72316.39,139380.18,136.72,1786.21,352.99,4640.5,93056.02,81775.91,0\\r\\n8462,4877,57,Male,2,self_employed,1020,2,13,46,3315.3,3315.3,3182.7,3424.81,0.24,435.96,0.24,0.24,3315.3,3133.02,0\\r\\n8463,4382,50,Male,0,salaried,665,3,216,294,4355.13,3937.58,4035.58,4100.84,0.33,0.33,0.33,0.33,4053.02,3937.58,0\\r\\n8464,388,41,Male,3,salaried,1020,1,240,39,188.6,5498.04,1605.02,2095.78,0.39,688.99,5564.91,6713.17,800.29,1791.74,0\\r\\n8465,977,70,Female,0,retired,15,2,1086,,4190.19,4190.19,4190.19,4163.64,0.5,0.5,0.5,0.5,4190.19,4190.19,0\\r\\n8466,2041,61,Female,0,self_employed,1150,3,302,20,4446.23,7888.67,5541.22,3215.09,7087.22,2910.91,10714.66,5148.57,5191,5390.6,0\\r\\n8467,895,43,Female,0,self_employed,409,3,1657,239,11012.17,11297.89,11202.65,11564.61,0.03,0.03,285.74,0.03,11012.17,11297.89,0\\r\\n8468,2158,67,Male,0,retired,1020,2,16,,3691.03,3691.03,3691.03,3671.21,0.01,0.01,0.01,0.01,3691.03,3691.03,0\\r\\n8470,245,65,Male,1,self_employed,491,3,619,14,1543.57,8584.61,43201.85,143885.53,21531.63,51428.59,0.01,50000.01,3218.6,11211.66,1\\r\\n8471,1348,78,Male,0,retired,1125,2,2826,,3042.42,3042.42,3056.71,3065.74,0.67,0.67,0.67,43.53,3042.42,3042.42,0\\r\\n8472,4058,54,Male,0,salaried,1525,3,276,104,3310.16,6593.01,2888.07,3263.92,0.13,0.13,4200.31,3380.37,2347.75,3221.59,0\\r\\n8474,735,30,Female,0,salaried,615,3,1741,,6148.19,6148.19,6150.37,5890.79,0.33,0.33,0.33,0.33,6148.19,6148.19,0\\r\\n8475,1646,59,Male,2,salaried,578,2,264,7,8950.11,2806.3,3264.71,3033.36,1429.17,1542.24,896.43,936.43,3608.26,2934.2,0\\r\\n8476,300,44,Female,,self_employed,491,3,619,47,1621.5,1619.31,1605.64,2015.8,0.03,300.03,0.03,232.61,1619.61,1575.06,0\\r\\n8477,4115,45,Female,0,salaried,575,3,248,4,11473.22,10911.14,9571.86,8622.93,3804.7,4013.41,687.88,328.77,10259.12,9137,0\\r\\n8478,1917,52,Female,0,self_employed,1236,2,1651,,5243.44,5247.72,5248.58,5231.15,0.41,0.41,4.7,1.84,5243.44,5248.69,0\\r\\n8479,1066,68,Male,0,self_employed,1088,3,2200,,4552.88,4552.88,4552.88,4524.04,0.03,0.03,0.03,0.03,4552.88,4552.88,0\\r\\n8480,1378,33,Female,0,self_employed,1051,2,1941,7,6650.26,4090.56,4325.94,3327.7,2560.07,0.37,0.37,0.37,4796.69,4090.56,0\\r\\n8481,417,70,Male,0,self_employed,1232,2,2690,,1627.49,1625.44,1625.34,1612.64,0.03,0.03,0.03,0.03,1627.35,1625.44,0\\r\\n8482,2196,31,Female,0,salaried,735,3,804,230,2204.74,2806.23,2787.93,6037.6,0.44,0.44,1173.36,22.59,2549.05,2817.86,0\\r\\n8484,735,54,Female,0,self_employed,1294,3,2519,324,2757.27,2757.27,2757.27,2738.89,0.17,0.17,0.17,0.17,2757.27,2757.27,0\\r\\n8485,2194,48,Female,0,self_employed,1020,1,1027,115,6825.03,6825.03,6825.18,6795.54,0.04,0.04,0.04,0.04,6825.03,6825.03,1\\r\\n8486,2996,36,Female,0,self_employed,169,2,147,,5267.04,5267.04,5267.04,5233.68,0.54,0.54,0.54,0.54,5267.04,5267.04,0\\r\\n8487,3230,50,Male,0,salaried,55,2,816,91,2949.67,3049.85,2326.87,2178.12,0.29,0.29,100.39,128.45,2979.36,1977.74,0\\r\\n8488,3390,43,Female,0,self_employed,61,1,115,152,3236.18,3236.18,2663.91,2807.18,0.3,0.3,0.3,0.3,3236.18,3236.18,0\\r\\n8489,898,19,Male,0,student,409,2,457,27,3108.66,5322.94,5029.02,5213.09,1429.17,0.6,3643.46,0.6,4441.17,5322.94,0\\r\\n8490,2136,24,Female,0,student,1020,2,159,4,2184.29,2363.68,2071.61,1332.88,562.6,757.6,748.06,630.89,2236.9,2361.61,0\\r\\n8491,339,66,Male,,,532,3,2431,14,8027.99,4927.99,5462.47,4606.45,3100.6,0.6,0.6,0.6,6531.43,4927.99,0\\r\\n8493,993,61,Male,,salaried,623,3,2390,108,4166.17,4166.17,4181.07,1934.8,0.14,0.14,0.14,0.14,4166.17,4166.17,0\\r\\n8494,3493,28,Male,0,student,334,1,17,159,4507.72,4490.57,4354.41,4309.63,0.47,0.47,0.47,6.47,4496.19,4492.7,0\\r\\n8496,1135,66,Male,0,retired,67,3,705,105,3255.27,2612.41,2934.32,2322.99,0.24,0.24,71.67,528.81,2669.06,2928.41,0\\r\\n8498,966,36,Female,0,self_employed,621,2,1988,46,11930.33,11930.33,8153.81,4913.55,0.33,7805.15,0.33,0.33,11930.33,8405.58,0\\r\\n8499,1168,38,Female,0,self_employed,146,3,1226,40,97.42,2640.27,1662.95,377.7,0.6,322.03,3622.03,1857.74,692.74,2678.29,1\\r\\n8500,4396,45,Male,0,salaried,491,2,93,3,7498.9,6114.42,10759.08,2069.09,26728.67,1842.96,25330.93,5877.96,17672.98,10052.81,0\\r\\n8501,369,90,Male,,self_employed,15,2,69,298,1639.51,1639.51,1643.84,1805.17,0.5,0.5,0.5,0.5,1639.51,1621.81,0\\r\\n8502,606,25,Female,0,student,491,1,279,26,6178.31,6112.13,7619.6,2805.57,922.59,922.59,2143.3,464.73,6097.41,9361.09,0\\r\\n8503,1710,90,Male,0,self_employed,1096,2,1350,42,4732.77,4732.77,4483.28,4215.5,0.39,483.79,0.39,0.39,4732.77,4467.68,0\\r\\n8504,1368,8,Male,0,student,146,3,133,194,9262.14,11005,6406.35,40.55,0.5,0.5,4286.21,429.07,10639.48,8557.99,0\\r\\n8505,570,2,Male,0,student,1020,1,227,356,2033.17,2033.17,2033.17,1952.49,0.27,0.27,0.27,0.27,2033.17,2033.17,0\\r\\n8506,932,39,Male,2,self_employed,905,3,2235,42,105.58,3216.4,2327.51,2418.32,0.01,0.73,3113.35,6.09,649.64,3219.58,1\\r\\n8507,1680,57,Male,1,self_employed,834,2,23,14,5712.27,416.94,2177.88,5030.02,4286.21,0.5,705.17,3643.36,2400.9,476.85,0\\r\\n8508,1362,61,Male,0,self_employed,905,2,1836,25,4288.93,2931.79,3572.45,2650.76,2143.07,1428.79,785.93,1464.5,4515.53,3534.32,0\\r\\n8509,1956,63,Female,0,self_employed,1546,2,2086,20,6645.17,5203.58,3742.32,3050.28,1441.97,5727.77,0.39,2857.53,6199.58,2714.36,0\\r\\n8510,2809,69,Female,0,self_employed,1020,2,591,19,15653.45,12994,13709.98,13250.26,38.1,129.94,0.43,0.43,15231.79,12938.94,0\\r\\n8511,921,42,Female,0,self_employed,1232,3,2454,90,1279.24,1416.38,1455.81,1397.85,0.49,0.49,109.63,34.63,1323.66,1568.77,0\\r\\n8512,4760,49,Male,3,self_employed,1096,3,129,233,1794.57,1792.83,1793.11,1779.21,0.3,0.3,0.3,0.3,1793.67,1792.83,0\\r\\n8513,1268,34,Female,2,self_employed,1232,2,185,12,2746.04,1715.61,5741.52,2453.79,1067.43,0.29,5802.47,743.14,2477.38,6337.88,1\\r\\n8514,4088,74,Male,0,self_employed,762,2,195,3,15766.19,753.72,12046.5,12167.25,24555.54,30571.59,5571.59,90571.59,5502.15,13759.24,1\\r\\n8515,5649,68,Female,0,self_employed,1494,1,67,10,2909.48,3567.11,3492.68,3070.25,128.6,128.6,786.23,0.03,3503,3521.48,0\\r\\n8516,385,45,Male,0,salaried,834,2,174,,10970.85,10970.85,6641.52,1703.09,0.01,0.01,0.01,127.27,10970.85,7773.59,0\\r\\n8517,3455,44,Male,0,salaried,1096,2,558,23,5993.68,5706.07,6555.62,5823.94,285.83,285.83,0.11,2207.79,5943.06,6096.5,0\\r\\n8518,920,72,Male,3,salaried,659,3,2003,307,14285.89,14428.74,14470.89,14714.68,0.17,0.17,143.03,143.03,14295.74,14493.26,0\\r\\n8519,1426,28,Female,0,self_employed,334,3,1225,,3169.28,3046.01,4153.09,7588.56,0.4,0.4,837.74,2504.83,3828.97,3181.13,0\\r\\n8520,3140,51,Male,0,self_employed,1020,2,652,0,2165.3,2165.3,2161.83,5003,2.04,0.1,0.1,0.1,2165.3,2164.91,0\\r\\n8521,1994,35,Male,0,self_employed,409,2,329,39,778.12,1106.34,1884.45,701.43,0.6,625.06,63000.6,23814.89,3091.16,1843,1\\r\\n8522,779,31,Male,,self_employed,,2,2068,245,4608.71,4610.28,4611.71,4562.43,0.39,0.39,0.39,3.27,4610.12,4611.86,0\\r\\n8523,1123,90,Male,0,self_employed,1020,2,1720,12,3524.22,3942.41,2922.09,492.98,94.97,6247.71,0.6,0.6,3914.02,4692.11,1\\r\\n8524,2056,41,Female,0,self_employed,834,3,8,23,587.07,327.33,7834.2,8982.75,4286.09,4350.41,4026.35,14838.01,1008.23,11847.76,0\\r\\n8525,660,69,Male,,self_employed,1271,2,3099,261,4554.09,4554.09,4554.09,4487.77,0.5,0.5,0.5,0.5,4554.09,4554.09,0\\r\\n8526,3041,90,,0,self_employed,698,2,74,,2083.32,2083.32,2083.32,2070.12,0.46,0.46,0.46,0.46,2083.32,2083.32,0\\r\\n8527,1255,75,Male,1,self_employed,381,2,665,101,668.48,239.91,1739.15,3097.91,0.09,0.09,0.09,35.81,668.48,1298.67,0\\r\\n8528,3600,80,Male,0,retired,731,2,320,119,5760.08,5760.08,5760.08,4709.73,0.31,0.31,0.31,0.31,5760.08,5760.08,0\\r\\n8530,1325,58,Male,0,salaried,27,2,463,326,8710.9,7895.26,7886.41,8955,0.11,0.11,0.11,0.11,8626.53,7811.06,0\\r\\n8531,1321,29,Female,0,salaried,515,2,644,133,8179.73,7622.44,6896.49,3008.57,0.13,0.13,0.13,0.13,8045.21,7550.53,0\\r\\n8532,3255,41,Male,0,self_employed,1020,2,159,3,13166.94,13722.49,12124.99,16264.67,600.34,0.75,2601.48,1573.2,13764.33,13633.11,0\\r\\n8534,1640,33,Male,2,salaried,61,3,1822,21,11133.62,8943.8,9827.5,4037.14,2213.36,0.36,452.11,60.89,10608.9,8972.54,0\\r\\n8535,1789,62,Male,0,salaried,409,2,395,172,539.91,539.91,4902.43,9274.74,0.39,0.39,0.39,2857.53,539.91,3212.72,1\\r\\n8537,1711,80,Male,0,self_employed,15,3,6,95,1433.84,1433.84,1433.24,1547.69,0.67,0.67,0.67,0.67,1433.84,1433.84,0\\r\\n8538,1499,26,Female,0,self_employed,943,2,743,20,2301.33,2015.62,2497.91,3153.34,286.21,0.5,0.5,14.79,2222.52,2528.98,0\\r\\n8539,1201,54,Female,0,self_employed,1216,2,407,20,1698.89,2202.92,2010.65,4134.18,232.87,232.87,739.56,739.56,1677.94,2331.33,0\\r\\n8540,793,61,Male,2,self_employed,656,3,3495,87,3159.15,6163.86,4146.23,2120.36,0.03,0.03,4433.31,1428.6,4327.77,4098.1,0\\r\\n8541,3182,66,Male,0,retired,1525,2,194,131,3075.94,3667.89,2924.14,2397.83,0.49,0.49,1202.72,1100.31,2802.89,2743.97,0\\r\\n8542,1109,83,Male,0,retired,531,2,422,,2863.37,2863.37,2863.37,2922.66,0.21,0.21,0.21,0.21,2863.37,2863.37,0\\r\\n8543,4790,68,Female,0,self_employed,1150,2,188,17,1453.04,1931.78,1769.73,3407.42,2857.5,0.36,481.64,714.64,1633.14,1968.54,0\\r\\n8544,4298,85,Female,0,self_employed,1020,1,288,0,9644.8,9153.84,9084.5,8458.39,543.97,70.08,0.2,0.2,9377.32,9102.93,0\\r\\n8545,4379,90,Male,0,self_employed,1315,2,250,3,59750.65,9061.34,32868.47,47301.47,136451.47,1737.16,57669.03,0.5,48454.43,13670.55,1\\r\\n8546,2239,29,Female,0,salaried,1111,2,728,26,7254.37,8686.8,8767.86,9437.89,0.87,0.6,1398.18,304.06,8351.83,8961.15,0\\r\\n8547,2963,37,Female,0,self_employed,1020,2,501,6,4624.2,3646.34,7720.98,4252.35,1000.46,71429.03,0.46,71429.03,3884.66,15217.88,0\\r\\n8548,2734,47,Female,0,salaried,575,1,90,42,1052.25,1440.12,1716.03,2870.34,0.6,1.21,388.47,447.71,1289.68,1726.95,0\\r\\n8549,1347,29,Male,0,self_employed,996,2,343,5,5669.46,3143.82,3273.53,3155.03,2714.64,933.21,0.36,45.93,4417.01,2553.64,0\\r\\n8550,196,90,,,self_employed,623,1,42,4,179832.37,314682.02,92596.95,481.78,915151.36,0.2,1335714.49,100000.2,124326.08,153068.88,0\\r\\n8551,2708,32,Male,0,salaried,1110,2,982,0,5826.59,2683.74,3348.07,4088.52,8857.67,0.53,5714.81,0.53,3432.51,2683.74,0\\r\\n8552,783,47,Female,0,self_employed,649,2,1844,,2848.79,2848.79,2843.96,2819.11,0.4,0.4,0.4,0.4,2848.79,2843.93,0\\r\\n8553,7200,52,Male,2,self_employed,491,2,93,14,4243.44,4034.32,3965.55,4377.98,428.77,328.77,219.66,219.66,4074.74,3854.22,0\\r\\n8554,2541,74,Male,0,retired,1020,2,114,339,5205.02,5205.02,5207.18,5176.69,0.21,0.21,0.21,0.21,5205.02,5207.4,0\\r\\n8555,5319,40,Male,2,salaried,1020,1,5,4,50677.7,63881.48,45706.8,32362.62,61157.27,38029.9,72848.28,1886.16,54228.38,56792.97,0\\r\\n8556,3489,43,Male,2,salaried,694,3,986,26,3686.49,3153.75,2899.82,1493.95,835.97,835.97,35.09,35.79,3666.02,3158.83,0\\r\\n8557,782,41,Female,0,self_employed,995,2,1424,19,18804.83,11661.97,13304.01,8250.76,7143.31,0.46,0.46,0.46,16588.08,11661.97,0\\r\\n8558,869,35,Female,0,self_employed,1532,2,3008,44,5070.76,5185.05,4767.09,4033.66,0.11,114.4,114.4,285.83,5114.11,4789.66,0\\r\\n8559,4514,74,Male,0,salaried,334,2,24,116,3552.8,3477.59,3615.99,3729.15,0.59,0.59,0.59,476.66,3528.17,3524.38,0\\r\\n8560,1344,27,Male,0,student,531,2,2722,,7234.63,6103.2,5034.52,2757.15,0.69,0.69,0.69,714.97,6571.38,5025.39,0\\r\\n8561,671,45,Male,0,salaried,409,2,329,9,760.71,727.71,1673.55,5083.58,17.91,10.84,615.77,1157.51,729.58,749.26,1\\r\\n8562,612,31,Male,0,self_employed,1598,1,220,23,7684.54,5642.09,3903.78,77.1,7328.81,6285.96,1000.24,714.53,8920.25,2720.43,0\\r\\n8563,1483,43,Male,2,self_employed,15,1,1567,14,1435.3,2691.09,2330.51,3927.41,1090.47,1090.47,2826.63,1090.47,1872.78,2983,0\\r\\n8564,6004,56,Male,0,self_employed,1096,2,132,13,3637.23,3181.35,6981.9,8437.43,628.9,0.33,174.73,287.53,3353.56,3253.99,0\\r\\n8565,4871,66,Male,0,retired,1215,3,169,143,2603.69,2603.69,2603.69,2586.92,0.11,0.11,0.11,0.11,2603.69,2603.69,0\\r\\n8566,2715,8,Female,0,self_employed,15,1,6,179,2269.06,2269.06,3213.76,4400.15,0.63,0.63,0.63,2143.49,2269.06,2960.3,0\\r\\n8567,1628,30,Male,0,self_employed,1013,3,2226,318,35720.86,35718.73,36536.3,37855.32,0.64,0.64,0.64,2383.5,35718.8,35793.57,0\\r\\n8568,1348,19,Female,0,student,1020,3,1204,227,2278.9,2278.9,1442.52,637.84,0.69,0.69,0.69,0.69,2278.9,1374.52,0\\r\\n8569,320,66,Male,,self_employed,409,3,4190,19,1436.92,3160.77,2264.16,275.69,4.94,19285.77,0.06,53.63,1435.4,5118.78,0\\r\\n8570,4158,34,Male,0,salaried,598,2,943,0,6820.26,5915.51,5570.18,5689.92,823.49,564.92,757.76,102.73,5746.22,5430.45,0\\r\\n8571,1048,54,Male,,self_employed,355,3,2379,21,2429.14,2944.85,3052.3,1498.81,270.64,270.64,1143.5,143.5,2694.02,3125.42,1\\r\\n8572,526,30,Female,0,salaried,485,3,1519,39,3157.34,3300.2,2362.92,143.25,0.61,929.19,143.47,643.47,3236.16,2970.7,0\\r\\n8573,1731,35,Male,0,self_employed,1477,2,850,273,5678.51,5678.51,5674.89,5627.81,0.36,0.36,0.36,0.36,5678.51,5674.61,0\\r\\n8574,4893,42,Male,0,salaried,146,2,75,7,3318,4053.39,3988.62,4493.37,1481.28,6942.59,2905.9,9525.24,3366.79,4433.09,0\\r\\n8575,360,58,Male,0,salaried,460,2,1850,305,149.12,24034.84,16520.71,23882.71,0.01,0.01,23885.73,0.01,1492.47,24034.84,1\\r\\n8576,327,71,Female,0,self_employed,479,2,4054,136,2541.33,2541.33,2541.33,2188.98,0.53,0.53,0.53,0.53,2541.33,2541.33,0\\r\\n8577,886,33,Female,0,self_employed,578,2,2045,283,1970.16,1984.45,1994.35,2027.46,0.17,0.17,0.17,0.17,1980.51,1994.12,0\\r\\n8578,1677,49,Female,0,self_employed,1096,3,2072,178,556.44,1985.01,1558.08,5964.7,0.33,0.33,1428.9,0.33,704.22,1985.01,1\\r\\n8579,3995,58,Male,2,salaried,1020,1,1,87,21662.17,23783.71,32561.69,35792.21,0.31,0.31,0.31,0.31,18940.02,32464.27,0\\r\\n8580,1787,57,Female,0,self_employed,333,2,464,69,2224.71,2224.71,2224.71,2240.41,0.36,0.36,0.36,0.36,2224.71,2224.71,0\\r\\n8581,1350,42,Female,0,self_employed,801,3,1065,107,1694.36,1380.07,1936.74,2765.94,0.29,0.29,0.29,0.29,1401.75,1380.07,0\\r\\n8582,959,38,Male,,self_employed,1529,3,1004,60,74.52,5924.52,3872.22,1206.2,0.31,0.31,5986.03,286.03,1106.54,6058.16,1\\r\\n8583,4562,68,Male,0,retired,1096,2,92,20,2.41,3142.37,4669.9,9848.69,1860.37,2460.37,5000.33,0.33,3358.08,1711.03,0\\r\\n8584,605,26,Female,,self_employed,1096,3,1669,24,1127.54,2140.03,1459.74,767.64,500.66,686.37,6214.94,0.66,1271.5,1830.35,0\\r\\n8585,3109,68,Male,0,self_employed,1020,1,1,63,10635.39,10567.08,8764.41,889.05,0.33,0.33,0.33,0.33,10587.67,10373.16,0\\r\\n8586,4794,48,Male,4,self_employed,180,2,187,33,4142.62,4137.41,2620.81,3543.07,0.14,2857.29,0.14,2004.42,4141.72,1775.73,0\\r\\n8587,4191,90,Male,0,self_employed,1020,1,163,297,88806.46,88806.46,88806.46,95789.98,0.66,0.66,0.66,0.66,88806.46,88806.46,0\\r\\n8588,468,75,Female,1,retired,1020,2,19,138,5899.38,4802.68,5123.29,7830.19,0.69,0.69,100.69,0.69,5273.73,4765.26,0\\r\\n8589,1755,52,Female,0,salaried,1020,3,13,21,1263.11,1262.37,1573.98,1217.56,1429.03,0.46,1429.03,0.46,2198.69,1261.66,0\\r\\n8590,1413,42,Male,0,salaried,904,2,2623,88,7491.05,7488.33,4675.86,3087.65,0.7,0.7,0.7,0.7,7489.64,4812.13,0\\r\\n8591,1185,71,Male,0,salaried,575,2,2853,189,3520.55,2535.8,2614.42,2398.24,0.17,0.17,0.17,0.17,2774.03,2535.8,0\\r\\n8592,2579,31,Male,3,salaried,334,2,795,33,5623.93,17849.59,15159.2,5755.35,0.33,6.04,339.02,90.4,9522.42,17903.36,1\\r\\n8593,737,16,Female,,student,15,1,299,28,3001.5,2644.36,2291.05,1568.67,357.54,1071.83,0.4,0.4,3001.5,2298.74,0\\r\\n8595,3217,47,Male,0,self_employed,356,2,786,49,11323.02,11320.91,12148.09,12683.03,0.23,21.66,0.23,1428.8,11322.22,12201.36,0\\r\\n8596,6300,54,Male,0,salaried,,3,26,6,2436.81,2708.94,2197.36,2585.27,3414.13,3513.29,3759.91,2754.15,1794.2,1557.15,0\\r\\n8597,792,40,Male,2,self_employed,878,2,3234,5,7218.88,7185.93,2895.97,1136.43,857.53,7428.96,572.63,929.77,7359.34,1151.47,0\\r\\n8598,1887,31,Male,0,salaried,318,2,213,7,823.94,1001.79,1616.85,1780.53,57.74,1232.9,1457.48,1964.04,1899.68,1652.37,0\\r\\n8599,949,22,Male,0,student,649,1,54,7,3071.86,2878.43,5466.68,3431.79,1476.31,0.14,77.98,0.14,2412.67,5715.64,0\\r\\n8600,2145,65,Male,2,salaried,1589,1,384,10,6100.55,6006.46,8818.21,5381.95,13157.2,535.77,13276.03,36412.09,6687.71,8154.74,0\\r\\n8601,1833,50,Male,0,salaried,834,3,789,38,1365.29,3511.42,3102.82,3929.22,0.1,642.96,2142.96,1085.81,1367.66,3986.53,0\\r\\n8602,2012,8,Female,0,student,1020,3,1357,,2244.54,2244.54,2244.54,2230.32,0.04,0.04,0.04,0.04,2244.54,2244.54,1\\r\\n8603,6578,58,Female,0,self_employed,61,2,1313,75,2914.85,2914.85,2903.33,2825.62,0.36,0.36,0.36,0.36,2914.85,2914.85,0\\r\\n8604,857,50,Male,2,salaried,1020,2,357,0,4881.74,7159.72,2380.29,2653.73,4440.53,6756.21,5803.29,2783.89,2399.1,2766.73,0\\r\\n8605,604,33,Male,0,salaried,623,3,126,17,4191.87,4612.47,4905.71,1732.33,794.26,87.29,1214.86,0.57,4272.49,4590.84,0\\r\\n8606,967,45,Male,7,self_employed,969,3,2158,23,5691.22,6661.91,6732.29,92.18,1643,0.14,2616.86,459.71,6084.11,6994.33,0\\r\\n8607,4500,20,Male,0,student,1020,1,41,63,400.88,1782.31,1467.11,1050.08,0.14,0.14,1381.57,62.8,1401.23,1808.37,1\\r\\n8608,773,55,Male,3,salaried,1107,3,2790,28,4353.5,4375.59,2873.1,1455.2,2.33,2857.84,24.41,24.41,4355.96,2903.23,0\\r\\n8609,3180,86,Male,0,self_employed,1096,2,1365,,2734.89,2734.89,2734.89,2717.57,0.19,0.19,0.19,0.19,2734.89,2734.89,0\\r\\n8610,2567,40,Female,0,self_employed,834,3,14,132,95.49,2598.61,2373.95,2317.68,0.43,0.43,5646.41,71.93,1834.68,2607.83,1\\r\\n8611,3478,38,Female,0,self_employed,1315,2,250,,2491.01,2491.01,2491.01,2474.65,0.47,0.47,0.47,0.47,2491.01,2491.01,0\\r\\n8612,1403,52,Female,0,self_employed,1020,2,1105,49,2955.59,7153.38,6129.85,5102.88,0.33,3051.46,4286.04,2857.47,7027.99,6180.51,0\\r\\n8613,844,44,Male,3,self_employed,879,2,3361,11,2709.27,2255.41,2413.71,4747.22,857.77,0.63,403.9,289.71,2326.76,2325.09,0\\r\\n8614,4141,90,Male,0,self_employed,1020,2,288,70,440.07,931.45,1553.38,385.53,0.5,0.5,714.79,0.5,378.15,700.82,0\\r\\n8615,543,23,Male,,student,664,2,241,,7104.57,7104.57,7104.57,7120.25,0.56,0.56,0.56,0.56,7104.57,7104.57,0\\r\\n8616,5294,68,Male,4,self_employed,,2,113,32,4968.9,5364.31,5739.76,5142.26,0.17,1.19,721.6,1114.46,5160.51,5767.93,0\\r\\n8618,3892,50,Male,0,salaried,328,3,1968,24,12547.55,13290.4,10633.67,13124.29,2857.7,0.56,12857.7,0.56,9609.62,13290.4,0\\r\\n8620,4230,41,Female,0,self_employed,557,3,284,126,1940.54,1940.54,1940.54,1811.28,0.4,0.4,0.4,0.4,1940.54,1940.54,0\\r\\n8621,1867,31,Male,0,salaried,623,2,365,28,2838.69,2845,2894.52,3033.62,13.56,0.7,248.44,336.82,2794.13,2877.38,0\\r\\n8622,2602,69,Female,0,self_employed,834,2,1128,0,920.13,15723.75,2706.57,5584.08,347.29,14619.13,14291.07,3.5,1611.48,2501.83,0\\r\\n8623,5238,47,Female,0,self_employed,1046,3,102,25,2195.51,2168.77,2082.22,1989.41,37.23,1450.77,0.44,857.59,2194.28,2000.97,0\\r\\n8624,601,41,Female,0,self_employed,514,2,69,,442.75,4328.46,3984.34,687.63,0.46,0.46,3886.17,0.46,3758.02,4328.46,1\\r\\n8625,706,32,Female,0,self_employed,578,2,757,33,10022.95,10040.09,5396.6,80.1,0.23,13643.09,3.09,11755.27,10033.2,4703,1\\r\\n8626,1969,24,Female,0,student,1020,2,15,,3263.55,3380.41,3385.7,3529.83,0.39,0.39,117.24,0.39,3327.14,3380.41,0\\r\\n8627,1028,68,Male,0,salaried,1232,2,7,163,27382.46,27382.46,27382.46,29032.53,0.17,0.17,0.17,0.17,27382.46,27382.46,0\\r\\n8628,1107,83,Male,0,retired,1180,2,116,39,3803.37,3803.37,3741.93,3577.04,0.24,71.67,0.24,0.24,3803.37,3757.29,0\\r\\n8629,6023,90,Male,0,self_employed,61,2,673,301,6685.81,6685.81,6765.18,6905.61,0.53,0.53,0.53,0.53,6685.81,6685.81,0\\r\\n8630,4346,32,Male,0,self_employed,1020,2,84,3,4475.83,4325.32,3790.86,3551.69,3571.79,7942.74,6850.91,12729.23,2372.95,5011.06,0\\r\\n8631,4424,42,Female,0,salaried,834,1,22,0,1323.97,1540.6,1959.68,3277,1101.01,0.43,4737.8,1499.81,1683.95,1640,0\\r\\n8632,2335,63,Female,0,self_employed,575,3,1717,247,6331.78,7046.06,7861.21,10472.96,0.23,0.23,0.23,0.23,6972.17,7645.14,0\\r\\n8633,852,59,Female,0,self_employed,656,3,341,68,28060.86,28060.86,24596.19,2028.87,0.36,0.36,0.36,6814.64,28060.86,29101.41,0\\r\\n8634,3517,66,Male,0,self_employed,966,3,37,,1214.35,2642.93,5409.08,2196.68,0.44,0.44,1429.01,8515.03,1706.97,6103.5,1\\r\\n8635,629,40,Female,0,salaried,1096,2,319,320,1673.51,1673.51,1673.51,1705.13,0.39,0.39,0.39,0.39,1673.51,1673.51,0\\r\\n8636,257,53,Male,,salaried,623,2,1228,140,2905.04,2905.04,5280.63,7888.53,0.54,0.54,0.54,5014.83,2905.04,5010.97,0\\r\\n8637,1537,90,Male,0,self_employed,409,2,3,100,7085.67,7085.67,7085.67,6828.32,0.39,0.39,0.39,0.39,7085.67,7085.67,0\\r\\n8638,2982,61,Female,0,self_employed,1540,2,1233,140,3603.81,3585.21,3605.87,3805.2,0.1,0.1,14.37,94.67,3596.75,3587.74,0\\r\\n8639,1840,76,Female,0,self_employed,968,2,268,,283.18,2004.5,2193.46,2573.74,0.5,0.5,12514.79,843.36,4968.15,1096.66,1\\r\\n8640,648,61,Male,0,self_employed,660,3,3639,3,1998.8,1798.8,1734.1,1709.58,143.37,143.37,0.51,0.51,1811.61,1715.85,0\\r\\n8641,2040,54,Female,0,salaried,146,3,1746,0,3454.3,3454.3,2607.44,454.17,714.91,0.63,0.63,0.63,3454.3,3454.3,0\\r\\n8642,3104,86,Female,0,retired,1096,2,273,72,41861.4,43215.46,42099.43,50971.61,0.21,0.21,2412.2,1101.5,42186.79,42651.37,0\\r\\n8643,1456,32,Female,0,salaried,1020,2,15,,3924.43,3924.43,3924.43,3899.57,0.29,0.29,0.29,0.29,3924.43,3924.43,0\\r\\n8644,4570,41,Male,0,self_employed,1020,2,114,0,1507.48,1235.4,1519.43,715.74,2496.4,428.79,2081.46,664.86,1113.49,1371.65,0\\r\\n8645,4100,40,Female,0,self_employed,1020,3,1579,9,350.93,1680,2128.17,1375.11,381.11,471.83,1714.69,1714.69,1447.29,2495.33,0\\r\\n8646,4324,33,Male,0,self_employed,649,1,54,67,8347.94,9267.96,9171.29,8596.44,0.54,0.54,0.54,86.26,8795.77,9298.52,0\\r\\n8647,798,35,Female,0,salaried,623,3,2390,20,1192.82,1621.39,1929.29,130.4,3.74,0.4,432.31,186.11,1295.57,2118.26,0\\r\\n8648,2386,21,Male,0,student,1111,2,88,16,1493.85,1498.07,1504.94,1231.14,96.71,35.61,129.5,114.94,1540.12,1521.86,1\\r\\n8649,593,58,Male,2,self_employed,409,2,331,53,3728.31,3728.31,3506.42,2484.1,0.61,443.47,0.61,429.19,3728.31,3794.67,0\\r\\n8650,1447,46,Male,2,self_employed,202,3,2295,27,1617.64,1530.5,1565.85,2463.32,231.44,231.44,230.16,230.16,1572.41,1548.56,0\\r\\n8651,6271,68,Male,0,self_employed,1096,1,11,28,3241.86,25617.5,26300.12,18388.75,17.41,17.41,23214.3,3571.44,15259.49,27506.04,1\\r\\n8652,5771,24,Female,0,self_employed,1020,1,60,4,9828.75,14990.91,9535.49,7743.54,10000.29,7143.07,591.85,743.61,11630.79,8756,0\\r\\n8655,2139,70,Female,0,self_employed,1111,3,1603,16,7908.55,7937.41,7892.9,6758.87,337.97,3.49,321.93,46.74,8147.7,7881.48,0\\r\\n8656,4211,50,Male,2,salaried,905,2,634,42,2443.09,2845.83,1779.56,78.18,0.69,7429.26,403.43,4588.54,2539.44,2719.13,1\\r\\n8657,1352,25,Male,0,salaried,146,2,2170,10,6333.04,10975.89,9154.98,10093.28,1143.07,571.64,0.21,0.21,5946.34,10945.94,0\\r\\n8658,2847,36,Male,0,self_employed,931,3,436,,3170.85,2804.25,2054.02,1105.84,0.39,0.39,2143.24,0.39,3091.38,2115.88,0\\r\\n8659,2853,51,Male,0,self_employed,1020,2,79,9,7867.63,34695.06,15712.72,3821.92,7457.61,5436.94,34286.19,8866.19,8764.36,35735.05,1\\r\\n8660,2704,39,Male,0,salaried,146,2,76,202,2549.45,2549.45,3709.65,6582.23,0.54,0.54,0.54,745.6,2549.45,3150.3,1\\r\\n8661,1140,46,Female,3,self_employed,38,3,1881,14,9143.29,10638.41,10658.25,4537.66,49.41,0.31,1544.53,1025.41,9771.03,10678.51,1\\r\\n8662,2158,74,Male,0,retired,578,3,631,56,1251.97,1809.11,1710.92,946.56,0.1,428.67,1057.24,714.39,1476.11,1931.23,0\\r\\n8663,788,48,Male,2,self_employed,1596,3,3398,31,2083.08,3417.9,2506.45,789.96,0.16,3644.73,1585.96,2552.62,2823.27,3102.57,0\\r\\n8664,1541,63,Male,0,self_employed,656,3,1827,11,5821.22,1333.8,2258.68,1939.41,8596.66,1563.09,5228.8,628.8,4855.15,769.74,0\\r\\n8665,1213,90,,0,self_employed,1598,3,2166,343,4152.61,4152.61,4152.61,4135.14,0.49,0.49,0.49,0.49,4152.61,4152.61,0\\r\\n8666,2277,31,Female,0,salaried,1096,2,44,9,23795.54,59702.29,30316.37,7256.26,37000.59,142857.73,91807,95443.85,30838.77,48542.96,0\\r\\n8667,2655,90,Male,0,self_employed,1020,1,182,25,4865.42,3436.85,4585.34,2937.29,1429.03,0.46,0.46,3286.17,4717.64,3957.59,1\\r\\n8668,1593,33,Male,0,salaried,234,2,168,10,8539.4,4.05,2044,85.17,35714.99,0.9,26874.46,7.84,6094.12,2.5,0\\r\\n8669,3225,67,Female,0,self_employed,1020,2,145,228,824.82,2180.51,6135.71,12794.91,0.39,0.39,1428.98,1661.99,1653.19,3401.35,1\\r\\n8670,4739,90,,,self_employed,409,1,89,6,7200.4,2726.98,4555.06,4644.05,5263.88,751.5,1286.36,2000.64,4821.68,3501.55,0\\r\\n8671,2953,40,Male,0,salaried,514,1,190,132,150.99,150.99,3001.84,14636.98,0.53,0.53,0.53,5810.53,150.99,2893.53,0\\r\\n8672,4512,47,Male,0,self_employed,1096,2,132,308,7678.1,7678.1,7678.1,7630.79,0.1,0.1,0.1,0.1,7678.1,7678.1,0\\r\\n8673,2383,43,Male,0,self_employed,478,2,915,0,15048.75,6103.52,9085.45,16484.3,14557.74,5714.51,2857.37,7143.09,12218.09,3845.45,0\\r\\n8674,2957,64,Male,0,self_employed,213,2,765,3,1839.05,1772.53,1775.59,1764.54,71.61,0.19,0.19,0.19,1781.71,1772.53,0\\r\\n8675,4597,54,Male,3,self_employed,1180,2,600,0,9677.34,4164.33,2964.32,2336.2,21428.87,0.3,14443.87,978.46,2009.47,2956.5,0\\r\\n8676,2724,36,Male,0,salaried,1096,2,134,0,27375.42,23932.62,25086.17,40347.61,6258.67,6023.8,2815.88,3103.06,23752.81,19599.1,0\\r\\n8677,2299,56,Male,0,salaried,1078,2,743,21,1209.59,2541.79,1694.56,3805.76,143.4,1341.34,1461.31,745.23,1845.73,1543.34,0\\r\\n8678,5534,28,Female,0,self_employed,1020,2,19,11,6813.67,5908.17,5502.3,4392.76,1072.13,1143.56,150.7,86.41,6158.75,5503.17,0\\r\\n8679,1872,32,Male,0,salaried,1348,3,1284,27,1246.47,1126.5,2022.31,3344.99,345.97,0.33,225.51,1859.75,1398.78,1488.35,1\\r\\n8680,2554,58,Male,0,salaried,514,2,894,12,2551.99,1480.56,1640.8,1471.5,6786.17,0.46,5714.74,0.46,1960.86,1480.72,0\\r\\n8681,1397,28,Female,4,salaried,334,2,1052,48,2890.15,5841.42,5277.37,3320.25,0.53,1000.53,2985.64,128.7,5431.38,5665.64,1\\r\\n8682,1249,64,Male,1,retired,1096,2,32,11,1581.72,1244.08,1694.22,3077.18,572.01,0.59,605.8,643.44,1203.59,1391.69,0\\r\\n8683,1919,44,Male,0,self_employed,692,3,1820,,3158.89,3158.89,3158.89,3138.88,0.01,0.01,0.01,0.01,3158.89,3158.89,0\\r\\n8684,5288,90,Male,0,self_employed,905,2,1380,138,1655.65,1669.94,1667.15,1652.81,0.69,0.69,14.97,0.69,1661.57,1669.94,0\\r\\n8685,965,34,Female,,self_employed,1141,2,710,89,3500.49,3500.49,3494.34,2077.54,0.01,0.01,0.01,0.01,3500.49,3500.49,1\\r\\n8686,4028,37,Male,0,self_employed,575,3,2686,35,947.09,3008.92,2951.96,2820.97,0.13,285.86,5398.61,2723.89,2362.28,3224.43,0\\r\\n8687,1649,31,Female,0,salaried,834,3,18,39,3000.22,3884.69,2185.09,1864.9,0.36,3228.93,899.11,611.5,3258.08,2041.89,0\\r\\n8688,4031,90,Male,0,self_employed,575,2,280,152,1296.46,2136.75,2032.6,16032.25,0.24,0.24,840.53,71.67,1507.98,2180.53,0\\r\\n8689,1011,26,Male,0,salaried,1525,3,1085,25,1434.91,2575.72,2828.15,2923.43,1469.4,1181.17,2149.87,1298.62,3176.04,2768.5,0\\r\\n8690,2959,50,Male,2,salaried,1096,3,708,24,4935.78,4072.73,4419.25,3540.78,994.5,0.24,131.46,32.8,4832.92,4073.78,0\\r\\n8691,4020,90,,0,self_employed,372,1,236,91,1653.1,1772.47,2110.61,2455.29,0.59,0.59,121.49,700.59,1748.19,2111.18,0\\r\\n8692,1695,33,Female,0,salaried,1034,2,65,77,10324.28,8721.42,8147.07,8101.74,0.27,0.27,1297.97,297.56,8723.89,7040.32,0\\r\\n8693,1626,24,Male,0,student,1096,1,144,83,1252.65,1252.65,1624.17,488.23,0.14,0.14,0.14,0.14,1252.65,1897.81,0\\r\\n8694,4347,45,Female,0,self_employed,1020,2,47,,344.23,2320.52,2209.25,6213.08,0.43,0.43,1979,786.14,2227.61,898.15,1\\r\\n8695,3021,55,Female,0,self_employed,146,1,157,54,1561.67,2807.49,2658.33,4352.46,0.1,67.1,2174.81,17.69,2378.23,2810.06,0\\r\\n8696,1955,42,Female,0,self_employed,1020,3,455,361,2197.76,2197.76,2197.76,2335.19,0.17,0.17,0.17,0.17,2197.76,2197.76,0\\r\\n8697,5458,56,Male,0,salaried,621,2,8,,6500.77,6500.77,6500.77,6459.59,0.33,0.33,0.33,0.33,6500.77,6500.77,0\\r\\n8698,5088,46,Female,0,self_employed,1150,3,108,306,18339.15,18339.15,18339.15,18223.01,0.47,0.47,0.47,0.47,18339.15,18339.15,0\\r\\n8699,2799,14,Male,0,student,1096,2,32,,5116.5,5116.5,5116.5,5084.09,0.37,0.37,0.37,0.37,5116.5,5116.5,1\\r\\n8700,1544,42,Male,2,self_employed,1020,2,212,30,4429.08,5508.73,6657.95,24947.22,0.16,1.63,931.79,2867.91,4817.15,6378.81,0\\r\\n8701,5600,46,Male,1,self_employed,409,2,1375,83,6232.42,6422.5,6384.12,6413.47,0.43,0.43,214.71,0.43,6369.52,6409.33,0\\r\\n8702,2196,26,Male,0,self_employed,1338,2,326,9,675.32,689.6,1780.43,6876.89,200.34,0.34,214.63,0.34,700.44,689.6,1\\r\\n8703,1794,90,,0,self_employed,649,3,54,6,7401.97,607.61,1453.63,543.67,5714.73,0.44,0.44,0.44,3088.99,607.61,0\\r\\n8704,949,57,Male,0,salaried,409,3,1565,,3394.46,3394.46,3394.46,3372.96,0.67,0.67,0.67,0.67,3394.46,3394.46,0\\r\\n8705,951,55,Male,0,self_employed,1020,2,2501,19,2062.3,4132.5,12087.73,3336.31,960.37,917.51,3041.29,59924.33,2830.8,13224.37,0\\r\\n8706,3854,47,Male,0,self_employed,1150,2,650,52,8506.02,8506.02,8386.19,11337.01,0.03,1314.31,0.03,705.46,8506.02,8755.39,0\\r\\n8707,1907,23,Male,0,student,624,2,736,138,2148.52,2148.52,2145.53,3080.51,0.07,0.07,0.07,0.07,2148.52,2148.52,0\\r\\n8709,512,16,Male,,student,665,2,3202,306,3130.44,3130.44,3130.44,3073.26,0.27,0.27,0.27,0.27,3130.44,3130.44,0\\r\\n8710,3601,50,Male,2,salaried,1020,2,425,25,5721.53,6351.95,6612.71,8501.22,797.44,0.3,286.01,0.3,5765.9,6631.74,0\\r\\n8711,1741,39,Male,2,salaried,1232,2,486,270,7191.89,7208.98,7209.89,7214.12,0.51,0.51,0.51,0.51,7192.48,7214.37,0\\r\\n8712,2136,84,Male,0,self_employed,409,3,1665,24,17587.69,17005.96,17127.24,11961.64,714.77,357.43,133.04,148.5,17576.57,16987.29,0\\r\\n8713,2627,32,Female,0,salaried,1588,3,275,14,2335.08,2987.04,2528.96,1906.33,192.16,0.23,900.7,50.59,2588.49,2584.45,0\\r\\n8714,1418,50,Male,0,salaried,740,3,1902,17,6033.51,6812.81,6811.89,6108.79,55.6,0.6,1494.71,0.6,6904.91,6796.22,1\\r\\n8715,1629,50,Female,0,self_employed,1020,2,159,21,3287.07,1915.64,2276.85,1920.18,1428.76,0.19,0.19,0.19,2940.27,1959.88,0\\r\\n8716,3318,40,Female,0,self_employed,630,1,36,244,2203.77,1780.63,1843.86,3830.19,0.57,0.57,0.57,0.57,1970.31,1780.63,0\\r\\n8717,1706,51,Female,0,self_employed,1455,2,2576,158,35240.13,32487.27,33557.54,28038.27,0.27,0.27,3393.13,4643.13,35449.14,32132.16,0\\r\\n8718,2301,27,Male,0,self_employed,409,2,677,20,7318.17,323.54,2683.07,18786.08,914.93,1436.36,230.81,814.41,1619.13,370.27,1\\r\\n8719,1253,73,Male,0,retired,1057,3,1589,164,501.29,1926.94,1663.13,1995.7,0.59,0.59,1443.44,0.59,931.31,1986.63,1\\r\\n8720,4016,74,Male,1,retired,1020,3,455,45,2774.27,2774.27,2739.66,2692.64,0.67,57.81,0.67,0.67,2774.27,2746.62,0\\r\\n8721,1094,53,Female,0,self_employed,1020,1,1357,45,2056.39,675.46,2961.71,3416.22,0.01,5088.36,180.61,4668.88,2063.44,2642.8,0\\r\\n8722,469,47,Male,0,self_employed,1232,1,104,18,14019.23,9993.57,10837.06,12311.36,4948.4,3787.26,1005.6,1163.34,12677.25,8515.42,0\\r\\n8723,581,24,Female,0,student,363,3,1849,17,519.63,4891.42,1729.92,152.82,457.69,9286.26,2542.19,5085.04,2466.03,2448.37,1\\r\\n8724,300,41,Male,0,self_employed,766,3,1525,7,719.12,19480.62,12385.57,17058.37,4.83,18.26,18151.86,6493.13,9751.71,20642.17,1\\r\\n8725,4070,48,Male,0,self_employed,1636,2,375,20,1877.1,1777.1,1827.18,4135.16,172.04,137.37,0.61,1857.76,1888.92,1624.53,0\\r\\n8726,2930,26,Female,0,student,1020,2,159,335,1306.33,1306.33,3395.42,6976.14,0.61,0.61,0.61,5714.9,1306.33,1859.32,1\\r\\n8727,2362,54,Male,2,self_employed,904,2,723,28,5019.72,4915.92,7917.57,6872.9,15714.97,0.69,18312.33,963.07,5889.81,5225.18,0\\r\\n8728,1846,62,Male,0,salaried,531,3,422,30,2279.81,2279.81,1993.26,1991.04,0.47,700.47,0.47,429.04,2279.81,1694.1,0\\r\\n8729,5565,90,Female,0,self_employed,905,2,1341,6,11481.51,8745.51,7002.71,12388.03,3292.94,0.09,556.94,59.8,9023.45,7121.33,0\\r\\n8730,614,40,Female,0,self_employed,834,3,22,49,4164.82,4164.82,4163.69,4138.08,0.66,3.23,0.66,0.66,4164.82,4163.99,0\\r\\n8732,4655,67,Female,0,self_employed,318,1,107,3,34565.98,37398.57,41179.87,47946.09,3961.1,3479.63,6143.46,10883.51,35052.09,41571.8,0\\r\\n8733,1194,43,Male,1,salaried,491,2,707,4,21746.24,648.5,2391.41,107.04,35956.22,16428.64,15275.41,17313.94,4955.37,1958.28,0\\r\\n8734,227,69,Male,,self_employed,1563,3,58,18,3497.86,758.47,3287.96,4423.6,2900.23,1429.63,149.09,6232.13,2575.43,1612.08,0\\r\\n8735,5453,74,Female,0,self_employed,656,2,1383,105,3482.45,3510.94,3535.94,2799.01,0.44,0.44,0.44,0.44,3485.52,3546.1,0\\r\\n8736,580,35,Male,,self_employed,1483,3,2613,14,2264.14,2564.14,2114.97,1248.48,0.98,715.51,300.57,22,2409.85,2377.75,0\\r\\n8737,1628,55,Male,0,self_employed,1096,2,457,3,2520.13,1244.09,2266.91,4681.69,1579.17,0.6,309.07,1848.29,1912.56,1754.99,0\\r\\n8738,424,58,Female,0,self_employed,1020,2,227,7,2741.85,1208.14,2137.17,2246.56,3186.76,0.39,1752.84,1766.04,2037.48,1662.07,0\\r\\n8739,2167,60,Female,0,self_employed,1020,2,60,24,1934.85,769.56,3758.81,6783.12,1052.51,1052.51,215.71,2143.23,1517.94,1431.53,0\\r\\n8740,2773,62,Female,0,self_employed,1232,3,113,7,4049.36,3930.09,3838.81,2403.7,193.16,0.33,0.33,0.33,3963.78,3898.2,0\\r\\n8741,196,34,Male,0,self_employed,834,2,593,0,5257.53,2842.04,1584.75,1388.8,4285.74,0.03,3798.82,269.47,2195.72,2176.54,0\\r\\n8742,2532,90,Male,0,self_employed,834,1,8,39,6727.01,48706.97,13923.66,3877.69,0.69,45770.38,0.69,0.69,10630.74,26040.88,1\\r\\n8743,2192,43,Female,0,salaried,1096,2,1671,6,3958.55,3539.63,2913.48,5960,3.6,0.03,28.6,543.2,3445.86,3657.68,0\\r\\n8744,2619,55,Female,0,self_employed,334,2,750,,3445.41,3445.41,3445.41,3423.59,0.6,0.6,0.6,0.6,3445.41,3445.41,0\\r\\n8745,5078,42,Female,0,self_employed,664,1,2344,53,927.33,927.33,1881.51,841.39,0.6,5992.03,0.6,7420.6,927.33,927.33,0\\r\\n8746,2196,28,Male,0,salaried,625,3,1699,31,1967.51,2173.23,1631.67,3703.14,0.16,2057.3,600.16,1716.54,2077.46,1385.65,1\\r\\n8747,6597,49,Male,0,salaried,1232,2,139,20,28941.87,29842.98,29126.43,29095.21,22.43,0.41,1820.46,1384.41,29018.19,29330.72,0\\r\\n8748,4507,42,Female,0,self_employed,1020,1,85,6,4609.74,3652.53,3752.18,2644.5,952.47,7985.8,0.09,7142.94,3933.48,4323.01,0\\r\\n8749,1014,90,,0,self_employed,834,2,1926,89,3765.29,3765.29,13671.59,24751.57,0.44,0.44,0.44,21429.01,3765.29,12060.22,1\\r\\n8750,2959,45,Female,0,salaried,1525,2,146,15,8694.68,8845.45,8840.66,5855.32,1.13,0.63,151.74,44.51,8782.87,8867.1,0\\r\\n8751,2102,53,Male,0,self_employed,1271,3,1253,159,2591.41,2591.41,2603.93,2083.28,0.2,0.2,0.2,0.2,2591.41,2591.41,1\\r\\n8752,763,25,Male,0,student,1076,3,64,26,2800.23,2396.76,1706.17,252.3,1429.26,1430.11,1189.26,0.69,3113.42,1520.77,0\\r\\n8753,7248,57,Male,2,self_employed,1020,3,52,146,4701.17,4701.17,4309.47,1982.66,0.19,0.19,0.19,0.19,4701.17,4701.17,0\\r\\n8754,910,64,Female,0,self_employed,1111,2,2652,195,1840.34,1840.34,1840.34,1832.29,0.54,0.54,0.54,0.54,1840.34,1840.34,0\\r\\n8756,1692,45,Male,4,self_employed,1352,3,2114,53,1994.04,2689.77,2383.09,2464.35,0.29,571.71,696.01,0.29,2451.78,2579.17,0\\r\\n8758,1375,26,Male,0,student,996,2,1314,94,3611.43,4150.71,4189.14,4515.37,0.64,0.64,539.92,303.19,3959.01,4152.82,0\\r\\n8759,1510,42,Male,0,self_employed,1020,2,627,84,862.98,2705.84,4365.53,9006.47,0.34,0.34,1843.2,1200.34,1843.77,3318.74,1\\r\\n8760,543,37,Male,0,self_employed,146,2,1748,98,1301.54,7107.01,6217.74,7657.04,0.41,0.41,5805.89,287.56,4152.05,7107.01,0\\r\\n8761,1615,69,Male,0,retired,1589,2,33,,4321.97,4321.97,4321.97,4294.64,0.26,0.26,0.26,0.26,4321.97,4321.97,0\\r\\n8762,5162,43,Female,0,self_employed,1020,2,47,340,4901.76,4901.76,4868.82,4812.16,0.03,0.03,0.03,0.03,4901.76,4861.85,0\\r\\n8763,2641,63,Male,0,retired,409,2,120,77,1559.92,1506.59,1715.14,2058.75,0.46,0.46,0.46,0.46,1522.04,1506.26,0\\r\\n8764,933,30,Female,,self_employed,1570,3,2614,115,1482.83,2735.04,2551.51,2535.08,0.49,0.49,1257.63,286.2,1644.79,2992.63,1\\r\\n8765,3524,43,Female,1,self_employed,996,1,2460,4,36134.54,9771.55,10937.66,14680.98,28571.54,2857.26,796.3,679.55,14212.49,9791.69,0\\r\\n8766,1382,37,Female,0,self_employed,1111,2,32,35,1610.59,1753.45,2710.78,1591.96,0.24,12237.18,2928.81,10717.96,1724.14,1451.13,0\\r\\n8767,1647,36,Female,0,salaried,146,2,1232,233,4330.34,4335.13,4339.09,4354.16,0.24,0.24,0.24,0.24,4331,4338.62,0\\r\\n8768,4109,69,Male,0,self_employed,1020,2,143,63,3928.84,4052.08,4052.59,4302.77,0.01,0.01,142.87,0.01,3927.95,4047.25,0\\r\\n8769,1199,56,Female,0,salaried,283,2,724,3,10848.4,15861.86,15137,16691.36,1.41,0.6,5000.59,11.25,13516.66,15876.7,0\\r\\n8770,1887,54,Male,0,self_employed,1609,2,2149,5,3806,3859.59,4030.01,4494.7,100.39,96.67,69.8,405.83,3782.87,4008.88,0\\r\\n8773,1171,29,Female,0,self_employed,759,2,1982,38,11465.64,11465.64,9060.73,4366.46,0.57,4286.29,0.57,0.57,11465.64,8562.42,0\\r\\n8774,598,51,Male,,salaried,834,3,2492,,8279.25,8219.83,5363.76,1570.76,0.49,0.49,1439.34,1827.63,7546.26,5025.79,0\\r\\n8775,1584,35,Female,0,salaried,1150,3,601,3,1212.29,1220.37,1692.74,1220.18,2053.73,500.69,2061.1,501.36,1378.32,1743.15,0\\r\\n8776,791,31,Male,,self_employed,1487,2,3153,,2945.97,3103.11,3320.41,3490.75,0.29,0.29,143.14,357.43,3064.69,3412.33,0\\r\\n8778,182,56,Male,,self_employed,1183,2,1393,105,24407.86,26150.71,44060.48,71598.41,0.53,0.53,1943.39,32429.1,25419.19,48182.97,1\\r\\n8779,2535,36,Male,0,self_employed,241,3,400,23,13134.92,13067.53,12867.28,10078.7,261.44,0.01,0.01,857.16,13177.56,13150.38,0\\r\\n8780,4204,43,Male,0,self_employed,557,2,284,69,7167.93,7185.16,7844.14,6109.98,0.6,0.6,0.6,2562.5,7171.63,8988.65,0\\r\\n8781,2357,39,Female,0,self_employed,1525,2,814,177,1148.13,623.13,2002.54,3604.72,0.61,0.61,0.61,143.47,1130.02,2906.54,0\\r\\n8783,4835,56,Male,0,salaried,665,2,177,7,1058.62,3572.91,3350.57,2228.29,527.27,13427.27,3041.56,12678.7,2617.68,4676.04,1\\r\\n8784,4261,40,Female,0,self_employed,1096,3,2005,13,2613.87,1009.79,2939.61,3851.16,30.13,35714.57,1286.49,38571.71,2498.47,4130.59,0\\r\\n8785,2998,52,Male,0,salaried,903,2,463,39,1248.22,3827.81,2453.69,3508.1,0.07,2557.21,0.07,0.07,1797.74,2488.95,0\\r\\n8786,1489,74,Male,0,retired,61,2,2668,69,37.97,66.54,2342.68,4107.87,0.64,0.64,0.64,11429.21,60.63,88.13,1\\r\\n8787,2202,49,Male,0,salaried,334,2,1863,361,3630.13,3642.47,3645.23,4197.36,0.47,0.47,0.47,0.47,3630.89,3644.9,0\\r\\n8788,3964,54,Male,0,salaried,1096,3,1243,110,2106.03,6480.22,6819.57,3928.97,0.67,0.67,3273.3,1580.41,4062.42,7021.86,1\\r\\n8789,426,31,Male,0,salaried,1096,3,934,58,5797.2,5797.2,4055.79,731.68,0.39,5063.49,0.39,0.39,5797.2,5633.98,0\\r\\n8790,420,38,Male,,self_employed,665,2,177,6,3345.13,3926.51,4551.83,4420.97,782.3,0.92,1430.51,1459.8,3848.46,4408.25,0\\r\\n8791,2300,40,Female,0,self_employed,,2,947,,9866.4,9866.4,10033.07,10371.83,0.31,0.31,0.31,0.31,9866.4,9866.4,0\\r\\n8792,298,27,Female,0,salaried,1517,2,1428,122,2073.66,1787.95,1890.71,1159.75,0.01,0.01,71.44,0.01,2093.37,1789.53,1\\r\\n8793,2901,43,Female,0,salaried,1597,3,737,14,6031.49,6019.16,5966.74,4339.32,64.73,64.73,0.44,0.44,6035.86,5997.81,0\\r\\n8794,4118,70,Male,2,self_employed,1096,2,924,17,1189.97,1053.74,2929.42,1068.58,151.91,21429.11,15.68,21429.11,1138.3,6583.69,1\\r\\n8795,1915,53,Male,1,self_employed,,3,1526,45,3422.59,23.29,4511.14,479.85,0.14,254.79,13554.04,27249.66,12094.79,1180.31,1\\r\\n8796,1724,59,Male,0,self_employed,697,2,1812,0,8337.08,8068.55,8304.06,8026.8,924.03,285.96,655.5,892,7824.44,8279.24,0\\r\\n8797,1262,90,Male,0,self_employed,409,2,393,20,5901.13,5258.27,4881.18,2951.3,642.93,642.93,0.07,0.07,5723.79,4864.26,0\\r\\n8798,193,30,Female,0,self_employed,1494,3,3127,73,1867.16,1867.16,1754.87,2026.11,0.01,0.01,0.01,285.73,1867.16,2005.41,1\\r\\n8799,612,33,Female,0,self_employed,146,3,1758,14,39498.53,31295.67,33599.75,36335.64,3577.86,143.43,31.37,0.57,37484.09,31266.04,0\\r\\n8800,602,30,Male,3,self_employed,904,3,296,153,3325.03,3727.15,3767.88,5300.66,0.01,0.01,234.64,234.64,3387.44,3772.56,0\\r\\n8801,552,40,Male,0,self_employed,,3,2657,179,914.93,914.93,2297.42,15247.48,0.51,0.51,0.51,0.51,914.93,914.93,1\\r\\n8802,1019,8,Male,0,student,163,2,2764,39,2658.73,2658.73,1470.6,466.29,0.49,2167.07,0.49,0.49,2658.73,1260.93,0\\r\\n8803,3521,33,Male,0,salaried,61,2,263,,21701.24,21248.95,20577.25,18631.95,0.43,0.43,318.89,378.71,21113.83,20542.74,0\\r\\n8804,1241,30,Male,2,self_employed,409,2,1442,35,2521.76,3104.63,2402.9,1264.36,0.1,118.05,718.67,512,2632.6,2394.54,0\\r\\n8805,5897,53,Male,0,salaried,834,2,382,23,947.22,1457.17,5164.95,3496.87,13161.23,7446.94,13679.34,10424.26,6633.76,4158.71,0\\r\\n8806,4690,53,Male,2,salaried,1274,3,1209,189,19195.44,19354.71,19592.52,17869.8,0.39,0.39,1357.53,1071.81,19683.37,19441.12,0\\r\\n8807,1403,9,Male,0,student,579,3,192,,1576,1476,1495.54,1466.67,0.6,0.6,0.6,0.6,1534.62,1476,0\\r\\n8808,2644,84,Female,0,self_employed,1096,3,578,21,11360.51,10886.86,10999.2,8501.45,471.67,428.81,0.24,0.24,11246.11,10734.78,1\\r\\n8809,2107,90,Male,0,retired,834,2,1242,116,580.74,5085.03,4540.78,4779.89,0.36,0.36,4286.07,36.07,3984.69,4824.9,1\\r\\n8810,4296,74,Female,0,self_employed,1020,2,2,44,218.6,27377.07,8273.54,458.32,0.26,33.46,0.26,0.26,13327.17,10940.84,1\\r\\n8811,4557,58,Male,0,self_employed,623,2,1228,154,3761.96,3654.82,3684.38,3386.39,0.37,0.37,0.37,0.37,3743.49,3654.82,0\\r\\n8812,5992,61,Male,2,self_employed,491,2,3,331,4657.41,3720.52,3759.24,2254.23,0.01,0.01,0.01,0.01,4205.35,3720.52,0\\r\\n8813,2258,61,Male,1,self_employed,623,1,21,21,1660.79,1187.94,37239.62,15942.66,16138.67,297894.79,15660.39,289961.81,2745.5,59473.61,1\\r\\n8814,648,51,Male,2,self_employed,491,1,2445,83,5681.27,7426.76,7015.32,5280.93,0.04,0.04,1461.09,990.8,6187.4,7635.71,0\\r\\n8815,1572,41,Male,0,salaried,15,3,1680,9,2216.78,2477.63,2290.63,2689.63,37.41,212.27,367.14,140.76,2193.21,2353.97,0\\r\\n8816,5095,86,Male,0,salaried,61,2,1367,5,64082.47,64816.96,68097.07,100988.35,1677.82,893.57,1865.06,0.6,63911.94,64662.57,0\\r\\n8817,2679,33,Female,0,self_employed,932,2,1469,41,3784.81,3784.81,3245.72,2039.18,0.43,1051.33,0.43,422.31,3784.81,3508.16,0\\r\\n8818,988,36,Male,2,salaried,575,1,482,0,4169.51,6451.87,4290.61,1487.59,8112.01,11350.69,6180.08,7094.49,5677.12,4639.48,0\\r\\n8820,1257,39,Male,1,salaried,409,2,1557,10,2915.23,2866.86,2861.91,3038.5,470.91,264.49,572.55,304.73,2887.87,2862.58,0\\r\\n8822,1109,72,Male,0,self_employed,1020,3,423,0,10428.42,13259.03,12447.32,16129.83,90.44,0.49,3071.91,0.49,10822.44,13263.54,0\\r\\n8823,1213,35,Male,0,salaried,623,3,218,167,2436.11,2278.97,2148.95,2177.75,0.44,0.44,129.01,129.41,2386.85,2126.03,0\\r\\n8825,1005,46,Female,0,self_employed,1287,3,761,172,2159.6,2049.6,2043.61,2656.98,0.33,0.33,0.33,0.33,2155.81,2038.96,0\\r\\n8826,2103,63,Male,0,salaried,491,2,651,20,2081.77,1726.65,1716.38,1558.92,355.37,355.37,0.26,100.26,1988.66,1665.36,0\\r\\n8827,1721,49,Male,0,salaried,662,3,2262,20,6770.98,5771.13,5642.97,5011.62,987.3,752.3,52.44,530.74,6495.6,5448.16,0\\r\\n8828,487,32,Female,0,salaried,621,1,174,187,659.24,2762.36,2493.71,2753,0.66,0.66,2103.77,0.66,1956.4,2762.36,0\\r\\n8829,6338,47,Male,0,salaried,575,2,3,27,4508.14,4031.86,3608.42,4754.41,857.6,1317.46,367.03,342.01,4693.47,3775.38,0\\r\\n8830,633,49,Female,,self_employed,,3,2669,102,3623.96,3623.96,4729.95,3669.59,0.06,0.06,0.06,2142.91,3623.96,4799.07,0\\r\\n8831,5766,68,Male,2,self_employed,409,2,107,17,7925.08,8320.55,8253.42,8652.32,43.52,26.33,571.94,14.8,8253.98,8196.42,0\\r\\n8832,1654,20,Male,0,student,1096,3,273,140,2264.38,5121.52,4793.11,4584.27,0.06,0.06,2857.2,0.06,4136.3,5121.52,0\\r\\n8833,3975,90,Male,0,company,578,2,399,6,1904.82,999.68,3374.89,4587.93,37276.97,69289.91,17916.97,2386.5,2952.92,5379.04,0\\r\\n8834,2379,61,Male,0,salaried,904,2,296,172,27818.9,28806.76,28937.15,29215.4,0.44,0.44,988.3,988.3,27955.16,28934.22,0\\r\\n8835,4125,75,Female,0,retired,146,2,371,286,2262.47,2262.47,2172.73,1266.92,0.29,0.29,0.29,0.29,2262.47,2262.47,0\\r\\n8836,3011,31,Male,0,salaried,1020,1,424,0,5716.05,10230.08,5235.43,8486.02,9761.33,2076.29,14286.07,0.36,7403.19,7451.95,0\\r\\n8837,1906,39,Female,0,self_employed,575,3,1721,290,1442.79,1442.79,1452.98,1455.97,0.54,0.54,0.54,23.09,1442.79,1450.79,0\\r\\n8838,2416,56,Male,0,self_employed,905,2,606,352,14564.91,14564.91,14564.91,14459.9,0.44,0.44,0.44,0.44,14564.91,14564.91,0\\r\\n8839,381,39,Male,,salaried,146,3,2779,3,24.89,2734.32,2215.35,1788.46,3075.73,2147.44,5470.46,332.07,2902.27,2795.34,1\\r\\n8840,3121,48,Male,0,salaried,629,3,743,131,6593.81,7238.77,7855.09,4584.66,0.53,0.53,627.94,756.51,7114.12,7890.42,1\\r\\n8841,4048,50,Male,0,self_employed,1020,2,443,0,6583.41,7653.04,5406.73,2690.04,2315.07,3466.91,1709.62,2303.92,6617.86,5018.68,0\\r\\n8842,783,24,Female,0,student,1020,3,163,13,1501.97,2609.83,2264.67,2505.85,321.2,189.33,1429.06,0.49,2063.03,2530.64,0\\r\\n8843,298,51,Male,0,self_employed,1494,1,1007,7,3839.82,1591.46,3201.12,2796.35,24478.4,13228.76,24215.76,12112.47,3533.65,936.9,1\\r\\n8844,4493,66,Male,0,self_employed,,3,147,,3842.01,3842.01,3843.15,3825.8,0.69,0.69,0.69,0.69,3842.01,3842.01,0\\r\\n8845,5094,47,Female,0,self_employed,1232,2,104,49,2011.86,2011.86,2003.7,2124.21,0.31,214.6,0.31,0.31,2011.86,1939.82,0\\r\\n8846,2287,40,Male,0,self_employed,551,2,550,63,449.5,4184.95,4243.54,2544.64,0.67,0.67,3735.59,0.67,1890.53,4067.86,1\\r\\n8847,2933,62,Male,0,salaried,665,1,1251,62,5216.53,5632.85,5724.43,1570.11,0.4,0.4,0.4,0.4,5311.21,6290.01,1\\r\\n8848,341,66,Male,,self_employed,146,2,1755,315,11146.77,11146.77,11146.77,11076.79,0.64,0.64,0.64,0.64,11146.77,11146.77,0\\r\\n8850,1211,43,Female,0,self_employed,1609,3,230,27,1813.82,1522.78,1675.15,1565.92,285.9,150.19,0.19,285.9,1802.25,1544.71,0\\r\\n8851,1851,35,Male,2,salaried,1020,1,16,0,3029,3171.86,1556.46,2523.99,2857.63,0.49,3000.49,0.49,1413.23,2296.28,0\\r\\n8852,2257,41,Male,0,self_employed,602,3,851,135,3621.46,5050.03,5610.44,6858.16,0.6,0.6,1429.17,714.89,4680.57,5395.65,0\\r\\n8853,3149,41,Female,0,self_employed,531,2,1472,252,6197.46,6205.73,6210.95,7605.58,0.66,0.66,0.66,0.66,6201.45,6210.66,0\\r\\n8854,2836,33,Female,0,self_employed,1020,1,5,4,2958.39,3502.17,3576.8,4721.4,122.74,61.69,0.51,143.37,3142.9,3597.66,1\\r\\n8856,1268,77,Male,0,retired,334,1,1867,6,3832.52,2161.09,2118.45,3678.59,4572.1,0.67,2857.81,31.67,1882.77,2209.05,0\\r\\n8857,2275,74,Male,0,retired,1540,3,57,20,2078.92,1964.64,2045.22,1902.34,143,0.14,28.71,285.86,2040.5,1987.68,0\\r\\n8858,279,22,Male,,student,579,3,3661,11,298.01,6726.87,4241.98,802.47,2857.23,3171.51,5714.37,314.64,4411.48,6133.38,1\\r\\n8859,6594,67,Male,2,retired,334,2,10,3,826.01,827.63,1655.66,2465.44,3661.27,151.04,4942.97,16436.65,1521.56,2655.36,0\\r\\n8860,4665,50,Male,0,self_employed,1020,2,227,31,2590.87,3625.69,3573.26,3636.78,0.54,466.27,87.69,87.69,3577.35,3391.09,0\\r\\n8861,675,19,Male,0,student,665,3,569,306,3957.37,3957.37,3957.37,3932.99,0.6,0.6,0.6,0.6,3957.37,3957.37,0\\r\\n8862,327,90,,,self_employed,514,2,6,91,1935.94,935.94,1642.81,386.11,0.49,0.49,286.2,429.06,1733.97,1018.89,1\\r\\n8863,5819,43,Male,0,salaried,575,1,1394,33,19566.93,19714.4,19817.68,18181.28,0.66,1.12,0.66,116.21,19604.37,19841.3,0\\r\\n8864,266,24,Female,0,student,,2,1382,13,18657.4,6514.54,10186.88,14159.7,12857.3,0.16,714.44,2857.3,12278.09,7436.2,0\\r\\n8866,1952,57,Male,3,self_employed,102,1,113,41,6159.05,2047.79,7468.81,5528.12,0.37,714.66,330.16,21455.63,4235.44,8751.41,0\\r\\n8867,1928,44,Male,0,salaried,575,3,1002,4,4558.23,8113.02,7041.45,2649.26,1428.64,4285.79,4925.47,2140.56,7512.51,7227.46,1\\r\\n8868,786,73,Male,3,retired,216,2,1709,,3703.27,3703.27,3720.3,4250.51,0.34,0.34,0.34,0.34,3703.27,3703.27,0\\r\\n8869,2877,64,Female,0,self_employed,1525,2,146,186,3222.15,3349.65,3464.61,4005.84,0.36,0.36,127.86,127.86,3292.5,3434.29,0\\r\\n8870,2448,44,Male,0,self_employed,,3,1410,133,858.42,1572.7,1508.96,1550.11,0.33,0.33,714.61,128.9,1215.56,1610.03,0\\r\\n8871,580,26,Female,,salaried,491,3,279,0,9255.47,7553.67,6721.38,2182.05,2352.14,3571.71,0.29,0.29,9081.04,7551.28,0\\r\\n8872,3290,53,Female,0,self_employed,656,2,340,146,2192.42,2335.28,2395.22,2557,0.33,0.33,0.33,0.33,2254.73,2392.88,0\\r\\n8873,2006,34,Female,0,self_employed,1096,1,933,76,8021.99,8727.49,13983.33,8096.87,0.5,0.5,706,15921.93,8557.2,13047.31,0\\r\\n8874,426,35,Male,0,self_employed,569,3,768,68,2160.71,2419.84,2113.14,2005.3,0.36,0.36,1611,296.71,1999.55,2523.89,0\\r\\n8875,2259,69,Female,0,self_employed,531,1,153,21,7369.84,7334.13,7073.96,6562.65,321.44,321.44,285.73,500.01,7419.1,7090.35,0\\r\\n8876,1153,45,Male,2,self_employed,146,2,367,17,7370.61,7227.75,7153.67,5903.87,143.47,115.83,0.61,0.61,7316.42,7183.15,0\\r\\n8877,1911,37,Female,0,self_employed,146,3,371,98,1439.59,1439.59,1439.59,1167.04,0.49,0.49,0.49,0.49,1439.59,1439.59,0\\r\\n8878,2253,42,Male,0,self_employed,1143,3,1689,94,1557.8,1558.51,1562.61,1667.26,0.31,0.31,1.03,2.89,1557.87,1559.22,0\\r\\n8879,2800,52,Female,0,self_employed,649,2,348,6,1429.2,1435.91,1587.69,1452.32,550.91,1.34,0.63,0.63,1530.56,1435.68,0\\r\\n8880,2207,67,Male,0,self_employed,745,3,1904,,2067.38,2067.38,2067.38,2054.28,0.7,0.7,0.7,0.7,2067.38,2067.38,0\\r\\n8881,3178,43,Male,2,salaried,334,3,17,6,7552.39,287.55,4494.25,2617.99,9859.26,6.37,2697.36,2648.56,9094.81,1099.06,0\\r\\n8882,1724,48,Male,0,self_employed,1076,2,456,4,2304.04,2304.03,2917.8,3008.38,281.74,0.31,0.31,1428.89,2146.72,2880.19,1\\r\\n8883,2764,45,Male,0,salaried,834,3,1231,13,2661.79,2656.01,2620.69,2277.75,179.04,257.44,173.27,232.76,2699.05,2582.49,0\\r\\n8884,3213,41,Male,0,self_employed,363,2,31,333,2390.19,2390.19,2405.55,3962.19,0.53,0.53,0.53,0.53,2390.19,2390.19,0\\r\\n8885,4955,70,Male,2,self_employed,468,1,175,13,911.91,2235.52,1710.53,1356.29,186.41,859.3,816.66,740.8,1219.45,2152.85,0\\r\\n8886,1617,53,Female,0,self_employed,743,3,1520,171,2028.72,2685.95,2420.81,2402.62,0.29,0.29,0.29,0.29,2281.96,2694.7,0\\r\\n8888,4106,51,Female,0,self_employed,1232,2,962,14,10479.69,3336.83,4530.81,3166.53,7143.3,57.59,0.44,0.44,7031.41,3284.56,0\\r\\n8889,5269,54,Male,0,salaried,1096,2,248,40,8728.08,11226.31,11350.87,5076.92,0.37,11.56,1517.64,1084.49,9497.38,11520.88,0\\r\\n8890,6232,77,Male,0,self_employed,1020,1,15,70,3679.19,3725.99,3808.6,3796.25,0.14,0.14,0.14,0.14,3743.84,3744.72,0\\r\\n8891,2957,54,Male,3,self_employed,1020,3,1915,33,1588.73,1725.89,1619.03,5053.33,0.03,2195.03,2997.97,4505.11,1839.81,924.99,0\\r\\n8892,1753,50,Male,1,self_employed,1316,3,725,5,504.15,2884.54,2117.32,881.76,1364.47,1428.76,2083.27,2135.9,1923.25,2427.24,0\\r\\n8893,584,50,Female,0,salaried,334,2,2406,320,3096.35,3251.1,3222.47,3290.59,0.19,0.19,154.94,0.19,3165.22,3251.1,0\\r\\n8894,4727,38,Male,1,salaried,1232,2,7,112,1918.02,2301.16,2785.87,4038.74,0.61,0.61,383.76,864.59,2155.88,2938.6,0\\r\\n8895,2694,35,Male,0,salaried,1020,3,60,0,4358.73,3490.02,5848.28,9657.45,1850.14,1851.57,1231.27,11196.8,3197.71,2213.32,1\\r\\n8896,418,44,Female,,self_employed,1422,3,2594,90,5842.46,5842.46,5844.91,6533.04,0.47,0.47,0.47,0.47,5842.46,5842.46,0\\r\\n8897,222,36,Female,,self_employed,630,2,3886,42,26191.07,9048.21,14171.36,8486.62,0.01,2871.44,0.01,2871.44,24417.67,9048.21,0\\r\\n8898,2486,67,Male,0,retired,1467,2,158,,7408.78,7408.78,7408.78,10314.72,0.26,0.26,0.26,0.26,7408.78,7408.78,0\\r\\n8899,4513,52,Male,0,self_employed,15,2,6,25,5481.14,131.8,2315.11,1341.03,986.26,629.11,2837.02,1236.33,5467.39,474.71,0\\r\\n8900,3141,49,Male,0,salaried,904,3,412,,2535.12,2535.12,2535.12,2519.06,0.54,0.54,0.54,0.54,2535.12,2535.12,0\\r\\n8901,1716,42,Male,0,salaried,578,2,399,24,1770.31,1657.42,1881.7,2161.03,396.16,396.16,257.59,543.3,1786.16,1737.69,0\\r\\n8902,2487,47,Male,3,self_employed,694,2,986,14,3003.6,2081.4,2105.36,6371.84,1785.83,1172.26,1480.71,730.29,1674.38,1856.22,0\\r\\n8903,2374,45,Female,0,self_employed,563,3,278,6,10293.08,8293.08,8195.4,10581.77,3428.9,571.76,1428.9,0.33,9179.78,8108.75,0\\r\\n8904,926,61,Male,0,self_employed,615,2,3487,32,4311.06,4311.06,3866.96,4272.84,0.04,714.33,0.04,0.04,4311.06,3688.94,0\\r\\n8905,1649,36,Male,3,self_employed,1494,2,1704,0,3218.74,3331.35,4047.67,4388.49,1600.56,286.27,1498.99,1904.98,3441.13,3492.92,0\\r\\n8906,925,26,Male,0,self_employed,1477,2,1739,12,8590.67,10737.08,11376.43,11624.08,1.99,0.13,2146.54,1699.44,9768.59,12020.01,0\\r\\n8907,4851,56,Male,2,self_employed,1096,2,43,3,5439.44,4774.06,3897.93,13007.14,238.5,10326.19,871.27,66388.64,5365.49,3651.56,0\\r\\n8908,1549,45,Male,1,self_employed,409,2,293,187,7521.23,7521.23,7596.5,12136.15,0.49,0.49,0.49,143.34,7521.23,7604.18,0\\r\\n8909,4036,71,Male,0,self_employed,1020,3,47,,3407.87,3405.59,3403.71,3357.81,0.2,0.2,0.2,0.2,3406.77,3403.84,0\\r\\n8910,374,76,Male,0,self_employed,1020,1,291,240,1666.37,1666.37,1896.79,8778.94,0.43,0.43,0.43,0.43,1666.37,1666.37,0\\r\\n8911,5084,47,Male,2,self_employed,1525,2,146,0,1590.44,1624.99,3046.78,4056.69,8571.81,728.96,2569.02,8462.63,2452.12,3605.8,0\\r\\n8912,11353,62,Male,0,salaried,29,2,1495,230,8262.28,8262.28,8646.3,8546.1,0.51,0.51,0.51,714.8,8262.28,8700.07,0\\r\\n8913,5687,43,Female,0,self_employed,1096,2,32,,5112.14,4715.09,4721.34,4098.79,0.24,0.24,46.06,114.53,4859.97,4814.63,0\\r\\n8914,5152,70,Female,1,self_employed,15,2,782,0,3179.61,1604.2,1848.05,1117.21,1562.51,563.77,0.23,143.09,3006.8,1369.02,0\\r\\n8915,1184,33,Male,0,salaried,1084,3,489,27,1339.1,1372.22,1573.75,514.99,2857.64,0.5,2890.76,371.93,2493.76,1510.93,0\\r\\n8916,2617,32,Female,0,self_employed,1033,1,344,31,3676.35,3676.35,3139.48,2285.77,0.23,857.37,0.23,0.23,3676.35,2922.89,0\\r\\n8917,6737,47,Male,0,salaried,1096,1,134,5,3038.93,5548.4,4153.76,7007.05,198.22,1429.24,9080.88,5411.05,4204.7,4710.89,0\\r\\n8918,4923,75,Female,4,self_employed,1096,2,144,6,4823.8,4601.56,4806.15,5475.25,222.9,0.66,0.66,298.37,4725.54,4793.63,0\\r\\n8920,4416,90,Male,0,self_employed,834,2,105,361,2452.15,3166.43,3059.7,3131.96,0.51,0.51,714.8,0.51,2846.24,3166.43,0\\r\\n8921,537,31,Female,0,salaried,623,3,1554,74,3260.21,3260.21,3200.25,12715.08,0.16,0.16,0.16,0.16,3260.21,3260.21,0\\r\\n8922,4466,46,Male,0,self_employed,1589,2,171,,8233.62,8232.09,8230.94,8163.77,0.49,0.49,0.49,0.49,8232.83,8230.1,0\\r\\n8923,3731,44,Female,0,self_employed,1020,2,15,3,6708.79,3247.32,8168.56,2301.51,24959.19,2300.66,21487.41,837.96,16316.13,2946.26,0\\r\\n8925,1983,45,Male,0,self_employed,531,3,433,47,1526.29,1630.35,1725.33,1584.35,0.14,16.07,944.3,699.62,1659.13,1866.74,0\\r\\n8926,6286,68,Male,2,self_employed,834,3,105,3,11955.39,10381.64,9996.9,5146.25,1575.66,1411.89,0.4,715.09,11706.87,9604.24,0\\r\\n8927,2119,90,Male,0,retired,486,2,1589,49,7344.69,8073.26,5377.57,7255.71,0.23,5714.51,714.51,14.51,7523.51,6235.94,0\\r\\n8928,400,37,Female,,salaried,1537,3,4167,7,1382.55,1425.41,1444.73,556.63,28.84,0.27,28.84,0.27,1417.04,1438.78,0\\r\\n8929,996,45,Male,0,self_employed,1258,2,769,48,3055.28,3403.44,3477.31,4285.63,0.46,2655.19,351.76,3571.89,3308.48,2806.95,0\\r\\n8931,1406,51,Female,2,self_employed,585,3,458,10,2437.19,5587.95,6178.58,1582.25,1743.31,6568.49,4614.7,15149.66,4449.76,10579.97,0\\r\\n8932,1864,36,Male,0,self_employed,146,2,1232,0,5987.56,3445.26,2654.62,1033.15,5493.56,5289.27,2314.99,1357.84,5376.2,2336.44,0\\r\\n8933,6557,46,Female,0,self_employed,687,2,93,,2880.33,2880.33,2902.61,2925.3,0.39,0.39,0.39,67.24,2880.33,2880.33,0\\r\\n8934,309,12,Female,0,student,334,1,4,121,2090.27,2075.99,2064.67,1547.46,0.67,0.67,0.67,0.67,2078.45,2064.93,0\\r\\n8935,660,44,Male,0,salaried,879,3,2285,3,28185.72,39581.49,17443.31,926.78,1.61,0.61,12152.77,6018.55,33295.89,13347.3,0\\r\\n8936,310,53,Female,,self_employed,1020,3,1576,214,2391.75,2391.75,2391.75,2383.63,0.69,0.69,0.69,0.69,2391.75,2391.75,0\\r\\n8937,2386,36,Male,0,self_employed,1232,3,104,4,7371.13,7011.73,6819.43,4028.64,1555,1398.56,19.07,147.3,7375.06,6940.66,0\\r\\n8938,1375,80,Male,0,retired,1020,2,84,43,29687.52,30212.42,30057.87,29109.92,0.43,147.09,571.86,0.43,29797.35,30136.72,0\\r\\n8939,1122,77,Male,0,retired,745,2,1093,,14959.12,15101.97,15088.84,15005.33,0.47,0.47,143.33,0.47,15062.57,15101.97,0\\r\\n8940,4146,67,Male,0,self_employed,1020,1,13,3,7810.22,7582.19,4646.46,6611.66,170.07,4713.7,168.59,386.06,7540.04,3214.54,0\\r\\n8941,3261,29,Female,0,student,531,2,573,101,3091.23,20948.37,23261.52,33310.72,0.11,0.11,17857.26,7857.26,11367.09,27883.86,1\\r\\n8942,1549,37,Male,0,salaried,1636,3,375,94,596.47,6396.47,5269.11,3161.85,0.17,0.17,85.89,143.03,1360.02,6414.9,1\\r\\n8943,6269,45,Male,0,salaried,146,2,75,191,33766.61,26846.11,23015.73,19343.42,0.63,0.63,58.11,4923.59,26972.22,24181.7,0\\r\\n8944,3114,42,Male,0,self_employed,980,3,285,164,7060.06,7070.06,7081.13,7078.87,0.4,0.4,0.4,0.4,7060.06,7070.06,0\\r\\n8945,698,59,Female,1,self_employed,656,2,3278,27,5344.04,3915.47,4375.24,4163.76,1428.71,0.14,0.14,0.14,5294.78,3915.47,0\\r\\n8946,6179,72,Male,2,self_employed,15,1,6,167,7300.42,7300.42,7342.27,7659.58,0.59,0.59,0.59,0.59,7300.42,7361.1,0\\r\\n8947,712,53,Female,0,self_employed,458,2,1815,,8917.13,8917.13,8917.13,8877.87,0.67,0.67,0.67,0.67,8917.13,8917.13,0\\r\\n8948,1472,64,Female,0,retired,664,2,2517,,3861.1,3861.1,3861.1,4046.27,0.44,0.44,0.44,0.44,3861.1,3861.1,0\\r\\n8949,1879,73,Female,0,self_employed,1150,2,108,329,3686.32,3686.32,3671.02,3190.63,0.37,0.37,0.37,0.37,3686.32,3686.32,0\\r\\n8950,3362,66,Male,0,salaried,,1,1,193,4291.18,5719.75,7212.16,5546.35,0.19,0.19,0.19,2782.97,5473.45,9145.49,1\\r\\n8951,1300,37,Female,0,self_employed,1271,1,101,339,1538.54,1580.19,1570.17,587.37,0.11,0.11,41.77,0.11,1540.36,1580.19,0\\r\\n8952,3121,43,Female,0,self_employed,146,1,133,86,1428.6,1428.6,1573.76,1700.83,0.03,0.03,0.03,0.03,1428.6,1428.6,0\\r\\n8953,491,63,Female,,self_employed,891,2,360,93,1574.98,1860.7,1837.71,1404.32,0.04,0.04,285.76,0.04,1791.73,1860.7,0\\r\\n8954,1035,24,Male,0,student,409,2,329,83,2256.51,2260.69,2217.71,1291.26,0.3,0.3,0.3,0.3,2256.66,2262.43,0\\r\\n8955,7163,85,Female,0,self_employed,146,2,93,38,1157.91,2647.9,2673.69,2776.6,0.16,792.2,839.66,1237.41,2147.51,2690.82,0\\r\\n8956,1278,35,Male,0,salaried,241,3,2034,,2392.2,2392.2,2392.2,2377.04,0.34,0.34,0.34,0.34,2392.2,2392.2,0\\r\\n8958,670,33,Female,2,self_employed,1094,3,973,17,9001.77,2066.06,4530.81,6915.26,6936,686,728.86,5486,6396.11,2563.74,1\\r\\n8960,2004,90,,0,self_employed,1020,2,1451,171,2110.91,2110.91,2110.91,2097.4,0.64,0.64,0.64,0.64,2110.91,2110.91,0\\r\\n8961,4301,54,Male,0,salaried,290,2,267,179,16742.9,16365.46,16735.3,17395.45,0.33,0.33,0.33,0.33,16715.39,16641.81,0\\r\\n8962,2298,55,Male,0,self_employed,1004,3,307,62,1810.54,1807.4,1701.99,762.41,0.56,0.56,0.56,0.56,1810.54,2094.96,0\\r\\n8963,3229,41,Female,0,self_employed,1308,3,430,8,2892.01,1008.6,1623.72,1492.5,1455.07,0.23,357.37,1257.37,1900.99,2016.43,0\\r\\n8964,3342,58,Male,0,self_employed,822,1,295,20,29636.94,29402.78,29824.45,28787.33,514.84,514.84,286.01,1221.21,29570.63,30045.67,0\\r\\n8965,1831,31,Male,2,salaried,1096,3,1385,32,1914.47,1727.9,1554.12,1174.05,0.27,67.41,1240.27,443.13,1896.32,1466.99,0\\r\\n8966,1324,19,Female,0,student,1020,2,376,290,2224.93,2224.93,2224.93,2211.41,0.07,0.07,0.07,0.07,2224.93,2224.93,0\\r\\n8967,821,65,Female,0,self_employed,1020,3,288,35,2065.97,2047.41,1587.76,1196.33,0.1,390.87,321.4,327.14,1764.54,1624.85,0\\r\\n8968,1960,74,Male,0,retired,334,3,1947,0,19439.4,18774.2,18471.23,16431.64,767.13,1638.97,114.46,80.65,19387.47,18440.37,0\\r\\n8969,641,73,Female,,self_employed,1020,3,19,11,2523.41,2319.19,2205.6,1587.1,227.5,227.77,0.59,0.59,2403.69,2207.06,0\\r\\n8970,1333,49,Male,3,self_employed,334,1,124,28,3840.36,3290.36,4568.04,3699.1,550.47,0.47,0.47,2934.76,3821.39,4932.5,1\\r\\n8971,4631,43,Female,0,salaried,1096,3,1360,17,2910.67,2260.8,1962.13,1342.52,106.99,0.63,357.77,312.06,2294.07,1841.59,0\\r\\n8972,2236,57,Male,0,self_employed,1096,2,440,26,1048.43,1150.41,1703.44,1477.89,3214.31,8728.6,4395.57,2771.71,1408.25,1900.48,0\\r\\n8973,5530,68,Female,0,self_employed,996,3,1307,249,2391.62,2391.62,2391.62,2644.98,0.06,0.06,0.06,0.06,2391.62,2391.62,0\\r\\n8974,1829,39,Female,0,salaried,334,2,1861,9,1720.16,1103.39,1691.86,2564.26,1.25,0.4,449.34,491.6,1488.97,1304.83,0\\r\\n8976,3336,41,Female,0,salaried,1084,2,685,0,7659.86,7943.77,7195.25,5666.28,354.94,1856.37,630.83,674.69,7618.22,7495.11,0\\r\\n8977,2742,46,Female,0,self_employed,1232,2,359,322,2165.99,2160.57,2162.07,2469.49,0.09,0.09,0.09,0.09,2165.06,2160.57,0\\r\\n8978,987,33,Male,0,self_employed,15,3,814,11,4021.72,4384.34,4500.46,3393.56,0.72,18.06,923.33,598.23,4765.2,5112.26,0\\r\\n8979,1732,32,Male,0,salaried,409,3,120,0,11833.6,11036.71,6282.35,12801.82,12926.09,9668.6,9700.13,3286.26,6392.71,6786.02,0\\r\\n8980,770,77,Male,0,retired,409,3,158,81,4288.4,4288.4,4277.34,4152.81,0.67,0.67,0.67,0.67,4288.4,4288.4,0\\r\\n8981,2239,63,Male,0,retired,,3,1928,74,4986.04,4986.04,4632.88,2379.98,0.01,0.01,0.01,0.01,4986.04,4986.04,0\\r\\n8982,633,30,Male,,self_employed,996,2,1834,,6111.04,6111.04,6111.04,6075.73,0.26,0.26,0.26,0.26,6111.04,6111.04,0\\r\\n8983,5159,90,Female,,self_employed,1096,1,11,14,14428.55,10726.06,10361.21,17610.34,286.84,1837.51,737.38,2429.49,13208.97,9849.19,0\\r\\n8985,4014,64,Male,0,retired,1020,3,376,,1360.84,1469.28,1456.22,1740.08,0.41,0.41,0.41,0.41,1425.87,1466.44,0\\r\\n8986,1468,36,Male,0,salaried,334,1,675,,1641.08,1641.08,1641.08,1628.83,0.4,0.4,0.4,0.4,1641.08,1641.08,0\\r\\n8987,664,55,Female,0,self_employed,1096,3,1562,,8035,7640.7,8095.77,8081.48,0.66,0.66,600.66,1032.8,8149.38,8130.56,0\\r\\n8988,3339,40,Male,2,self_employed,1388,2,632,116,2427.32,1669.59,1787.13,7437.17,0.27,0.27,6609.07,5604.37,2526.71,1324.99,0\\r\\n8989,5607,63,Female,0,self_employed,575,2,1264,9,8925.36,9318.93,8359.41,4374.63,1035.07,933.84,1428.64,0.07,9070.45,8944.84,0\\r\\n8990,809,10,Female,,student,863,3,1928,198,2316.31,2316.31,2315.39,2246.36,0.67,0.67,0.67,0.67,2316.31,2316.31,0\\r\\n8991,6184,64,Male,0,self_employed,983,2,238,14,4744.14,453.18,4073.56,4353.88,12129.67,558.17,7432.43,3853.74,7644.19,1726.56,0\\r\\n8992,4616,60,Male,0,salaried,983,3,238,,4481.09,4481.09,4481.09,4290.05,0.13,0.13,0.13,0.13,4481.09,4481.09,0\\r\\n8993,760,57,Male,2,self_employed,1589,1,33,9,12867.51,9558.27,10366.41,5649,35286.8,2534.2,214.6,259.58,15532.17,8475.8,0\\r\\n8994,206,29,Male,2,self_employed,1319,3,3038,17,2058.38,892.06,1846.82,2196.86,2857.16,0.01,2547.97,2692.04,1663.44,1506.79,1\\r\\n8995,222,35,Male,0,self_employed,532,3,2431,12,12824.14,0.34,2474.1,163.03,444.41,0.72,6152.76,1921.44,7419.72,1.8,0\\r\\n8996,2987,63,Male,0,self_employed,621,2,208,5,14754.41,17417.11,5111.67,458.84,68750.24,21428.81,85857.39,21571.67,8958.43,5919.41,0\\r\\n8997,4584,44,Female,0,self_employed,334,2,206,203,1873.23,1367.8,1559.19,1597.54,0.7,0.7,0.7,787.84,1796.69,1464.05,0\\r\\n8998,2733,36,Female,0,salaried,334,3,1765,46,3415.34,3022.48,3008.72,3557.48,0.06,42.91,0.06,0.06,3242.92,2963.03,0\\r\\n8999,1460,43,Male,0,salaried,649,3,54,5,1634.7,1969.09,2231.05,1367.04,32.36,169.67,18.21,264.56,1871.07,2295.89,0\\r\\n9000,2193,60,Female,0,self_employed,834,3,515,135,5435.2,6106.63,6054.81,5259.51,0.57,0.57,643.43,0.57,5911.55,6112.16,0\\r\\n9001,5249,53,Female,0,self_employed,1540,2,1259,55,3120.38,2847.57,2219.47,2587.7,0.36,103.21,1270.4,400.36,2635.67,2946.57,0\\r\\n9002,2657,48,Female,0,salaried,1020,1,79,6,2391.84,2141.84,3356.71,10193.46,250.56,0.56,0.56,2500.56,2202.18,2896.44,0\\r\\n9003,1232,32,Male,1,salaried,146,3,2027,77,4637.45,4554.43,4348.98,2849.89,0.49,0.49,874.61,708.5,4578.1,4484.58,0\\r\\n9004,1375,48,Female,0,self_employed,575,2,572,145,6360.01,6347.49,6542.88,5641.99,0.64,0.64,0.64,303.64,6358.01,6630.27,0\\r\\n9005,2613,45,Female,0,self_employed,1020,2,15,6,219.7,4200.03,1997.42,128.24,15357.64,5583.41,19333.07,4326.21,2365.54,3541.03,1\\r\\n9006,2881,46,Female,2,self_employed,1096,2,481,24,61782.08,2496.36,21695.14,1782.88,70000.14,1035.86,10714.43,383.26,60624.44,2617.22,0\\r\\n9007,720,20,Female,0,student,1020,2,1451,9,1244.3,497.86,2479.26,8557.65,746.67,1000.23,0.23,2028.8,763,1029.19,1\\r\\n9008,2303,36,Male,0,self_employed,1494,2,1416,14,1987.54,3289.2,2076.03,402.98,5674.87,7143.44,6969.17,4403.19,2318.3,3423.14,1\\r\\n9009,4359,38,Female,0,salaried,531,3,193,0,153.54,5767.83,5638.77,1968.78,8572.04,0.61,5614.9,0.61,5380.64,5767.83,1\\r\\n9010,6851,56,Male,0,self_employed,1232,1,7,25,12274.67,9234.78,9773.91,12344.39,429.07,0.5,1857.64,2266.5,10240.26,8775.95,0\\r\\n9011,1621,23,Male,0,student,1232,2,447,160,5587.98,5587.98,5678.34,7638.55,0.37,0.37,0.37,98.09,5587.98,5673.09,0\\r\\n9012,4729,59,Male,0,self_employed,1020,2,145,31,15283.92,25884.41,30116.94,20137.92,0.01,214.3,10731.66,43535.64,16062.74,39550.04,1\\r\\n9013,527,12,Female,0,student,146,3,361,,2142.04,2070.61,2041.14,1838.89,0.63,0.63,0.63,0.63,2092.78,2070.61,0\\r\\n9014,2970,51,Female,0,self_employed,169,3,389,189,2932.32,2931.75,2772.65,2917.57,0.33,0.33,0.33,571.76,2932.02,2452.48,0\\r\\n9015,3339,52,Male,0,self_employed,235,3,733,13,5521.81,5256.92,5294.95,5457.83,357.3,0.16,92.41,0.16,5365.71,5256.92,0\\r\\n9016,2376,33,Female,2,self_employed,1271,3,378,3,2917.24,2096.51,2853.47,5871.36,1601.57,3664.91,708.51,5108.51,2292.36,723.5,0\\r\\n9017,1814,56,Male,0,salaried,1096,2,1001,30,7527.67,7527.67,7140.57,5768.1,0.24,400.24,0.24,0.24,7527.67,7153.48,0\\r\\n9018,2665,82,Male,0,retired,409,3,1442,,3759.16,3759.16,3759.16,3733.67,0.59,0.59,0.59,0.59,3759.16,3759.16,0\\r\\n9019,5625,38,Male,3,self_employed,1020,1,60,95,12517.66,23158.68,15205.52,47869.01,0.4,0.4,30664.13,17143.26,17818.08,19474.42,0\\r\\n9020,4241,55,Male,0,self_employed,743,3,270,274,615.88,2242.53,1911.25,1513.72,0.01,0.01,2142.87,571.44,1066.59,2545,1\\r\\n9021,635,23,Male,0,self_employed,1477,2,2932,0,2149.67,1792.53,2482.71,3980.61,357.73,0.59,0.59,0.59,1804.84,1835,1\\r\\n9022,4574,40,Male,0,self_employed,1494,1,67,14,5458.29,955.02,1753.41,3522.12,4500.24,0.24,0.24,0.24,3129.01,955.02,0\\r\\n9023,853,64,Male,0,self_employed,1111,2,1351,117,3432.8,3432.8,3433.42,2858.47,0.67,0.67,0.67,0.67,3432.8,3432.8,0\\r\\n9024,4893,36,Female,0,salaried,1111,2,1351,14,2983.83,3094.34,3706.86,3830.72,104.07,63.17,0.31,101.61,3082.87,3178.76,0\\r\\n9025,1582,32,Male,0,salaried,146,2,76,4,8312.85,884.96,2662.49,4426.52,590000.03,36.95,614285.74,4345.66,3564.1,1766.26,0\\r\\n9026,688,65,Male,,self_employed,79,3,3359,23,5618.33,3912.58,7581.01,1686.08,17428.67,0.1,15865.64,5343.87,6963.52,6510.7,0\\r\\n9027,539,25,Female,,,1565,3,1496,7,3318.07,2861.65,3369.72,6205.74,860.85,0.2,714.15,1403.15,2871.62,3123.69,0\\r\\n9028,2018,90,,0,self_employed,1293,2,960,33,18939.18,18939.18,15195.85,12995.33,0.03,7702.64,0.03,1706.73,18939.18,13705.12,0\\r\\n9029,1650,47,Male,0,self_employed,15,1,237,33,42.83,1804.12,3642.44,404.26,0.3,4870.81,4471.73,17143.16,3629.33,4059.5,1\\r\\n9030,1336,16,Female,0,student,1020,2,182,84,4185.26,4185.26,4007.53,1660.02,0.37,0.37,0.37,0.37,4185.26,4185.26,0\\r\\n9031,1247,49,Male,0,self_employed,969,2,1910,,16103.06,15923.28,15945.75,20515.76,0.04,0.04,0.04,0.04,15954.28,15934.34,0\\r\\n9032,666,23,Female,,self_employed,409,1,89,94,5677.5,5677.5,5687.33,5679.62,0.19,0.19,0.19,28.76,5677.5,5678.43,0\\r\\n9033,595,46,Female,0,self_employed,743,2,1520,38,3774.06,4369.39,1782.84,2354.67,0.03,4285.74,0.03,0.03,3794.59,1467.81,0\\r\\n9035,4108,43,Female,0,self_employed,409,2,158,24,10388.6,7019.03,7591.62,7582.96,4042.97,714.4,678.69,0.11,9841.43,6695.35,0\\r\\n9036,1360,62,Male,0,salaried,1020,3,2,21,19583.91,20456.68,20754.67,18805.36,2772.29,0.06,2215.59,130.86,20965.03,20503.09,0\\r\\n9037,1017,50,Male,0,salaried,956,2,3699,4,5429.45,5230.93,4837.49,5546.54,2110.97,750.26,1928.83,478.64,5059.42,4832.62,0\\r\\n9038,1709,6,Male,0,student,1020,2,80,196,1925.4,1925.4,1925.53,1914.32,0.46,0.46,0.46,0.46,1925.4,1925.55,0\\r\\n9039,768,28,Female,0,self_employed,1096,3,92,63,1429.26,1429.26,1526.12,1478.91,0.69,0.69,0.69,0.69,1429.26,1531.75,0\\r\\n9040,429,52,Female,,self_employed,146,2,53,110,6206.07,6206.07,5837.41,835.29,0.5,0.5,0.5,0.5,6206.07,6206.07,0\\r\\n9041,4676,34,Female,0,self_employed,1020,1,159,19,903.74,715.64,6169.61,53646.66,332.46,948.2,144.36,1073.4,820.48,995.89,1\\r\\n9042,2636,68,Male,0,self_employed,1096,3,363,86,2440.77,7490.72,6133.34,4155.44,0.6,0.6,2329.74,1540.03,6321.83,6741.14,0\\r\\n9043,2264,45,Female,2,self_employed,657,2,180,63,1013.5,1811.14,2073.75,5618.84,0.1,0.1,300.1,29.31,1282.02,2017.24,0\\r\\n9044,2777,63,Female,0,self_employed,1420,2,907,59,11362.66,11362.66,10313.05,8185.56,0.1,6287.51,0.1,0.1,11362.66,11361.72,0\\r\\n9045,2882,76,Female,0,retired,491,2,279,25,5068.02,4895.89,4900.53,2570.09,172.7,23.73,0.57,0.57,5050.21,4892.9,0\\r\\n9047,1356,30,Male,0,salaried,479,3,1275,59,2158.83,1754.05,2078.41,2129.03,0.43,29,0.43,0.43,1880.82,2144.4,0\\r\\n9049,407,48,Male,2,self_employed,834,2,1404,5,2144.11,2838.88,3328.59,2642.13,78,0.11,2148.84,1773.47,2707.1,3509.02,0\\r\\n9050,1680,23,Female,0,student,650,3,2838,13,172.57,125.36,3531.5,1436.49,3.37,14365.39,55.26,10929.89,114.37,9721.17,1\\r\\n9051,3969,90,Male,0,self_employed,1020,2,13,18,132.13,3174.99,2298.2,27543.26,385.97,1157.4,3428.83,0.26,1654.3,2764.39,0\\r\\n9052,1440,44,Male,2,salaried,167,2,1840,7,122.85,10633.71,7964.88,7635.01,898.36,3500.5,11409.21,823.5,7150.86,9769.66,1\\r\\n9053,2153,55,Male,0,salaried,15,2,1083,,27047.9,25735.3,24959.67,22914.76,0.56,0.56,2062.69,1314.84,25042.76,25192.66,0\\r\\n9054,3607,37,Female,0,salaried,1020,1,522,20,72401.93,25947.65,35450.56,117724.79,44519.76,686.23,59.23,11.8,58327.36,25721.54,0\\r\\n9055,4043,75,Male,0,retired,409,3,287,70,4123.43,4519.98,3764.91,742.35,0.6,0.6,107.74,22.03,4167.97,4634.01,0\\r\\n9056,2173,43,Male,0,self_employed,1587,3,1524,86,4694.03,4694.03,4663.31,3605.9,0.6,0.6,0.6,0.6,4694.03,4694.03,0\\r\\n9057,2350,69,Female,0,self_employed,531,3,44,35,8772.64,5463.17,9170.68,7510.15,0.3,404.57,0.3,7143.16,8210.92,10826.17,0\\r\\n9058,7028,52,Female,0,salaried,1096,1,92,17,8483.64,8352.36,8105.15,8605.85,285.9,593.04,154.61,154.61,8403.68,7933.47,0\\r\\n9059,4521,50,Male,0,self_employed,721,1,69,21,3748.23,2752.89,3624.74,2984.6,943.33,943.33,505.13,2311.12,3351.34,3781.82,0\\r\\n9060,4434,59,Female,0,salaried,1020,2,163,63,28.95,96.07,3046.84,6221.13,0.07,0.07,71.5,6214.36,62.52,2812.1,1\\r\\n9061,1864,59,Male,3,self_employed,834,3,1219,9,3708.17,2807.37,2832.13,3157.43,1232.89,148.8,157.73,14.95,2980.59,2759.4,0\\r\\n9062,6095,54,Female,0,salaried,491,2,27,0,8462.28,8915.71,9233.44,11771.81,1532.85,2284,2059.08,2472.37,9289.71,9404.56,0\\r\\n9063,2211,44,Male,0,salaried,58,2,112,,3459.14,3459.14,3459.14,3436.48,0.04,0.04,0.04,0.04,3459.14,3459.14,0\\r\\n9064,951,43,Female,0,self_employed,,1,129,,10606.16,10606.16,10566.22,10468,0.6,0.6,0.6,0.6,10606.16,10557.77,0\\r\\n9065,5750,40,Male,0,self_employed,409,2,88,13,25594.16,24741.01,22624.26,20910.31,476.73,0.64,924.92,2874.12,22512.86,22766.57,0\\r\\n9066,829,28,Female,0,student,834,3,106,58,1101.3,1101.3,2065.26,146.43,0.56,357.7,0.56,15000.56,1101.3,3025.26,1\\r\\n9067,1282,75,Female,0,salaried,578,2,2045,4,10725.26,10835.76,7630.92,5140.7,117.54,6714.63,117.37,0.34,10717.07,8050.12,0\\r\\n9068,4101,55,Female,0,self_employed,578,2,264,0,17327.04,17740.63,17072.88,8421.45,962.53,1053.66,1428.81,0.24,18303.26,17177.52,1\\r\\n9069,4170,33,Male,0,self_employed,637,3,224,125,1656.21,1656.21,1650.73,873.16,0.19,0.19,0.19,0.19,1656.21,1656.21,0\\r\\n9070,393,90,,,self_employed,,3,2860,312,2692.53,8406.81,8261.94,10484.78,0.06,0.06,5714.34,2142.91,4170.36,10065.8,1\\r\\n9071,270,28,Female,,self_employed,1020,2,411,7,10215.54,1356.77,2004.73,490.21,13362.91,2174.17,4681.78,1347.42,3814.22,1411.18,0\\r\\n9072,1139,37,Female,0,self_employed,372,3,236,114,2114.9,1874.52,1985.64,1942.98,0.41,0.41,0.41,71.84,2035.47,1886.65,0\\r\\n9073,4090,44,Male,2,self_employed,409,3,1350,132,1825.44,1823.21,1925.55,7697.98,0.61,0.61,0.61,0.61,1824.6,1821.68,0\\r\\n9074,2603,70,Male,0,retired,1621,2,1604,,6624.21,6624.21,6624.21,6582.25,0.41,0.41,0.41,0.41,6624.21,6624.21,0\\r\\n9075,2290,33,Male,3,self_employed,822,2,1514,54,1063.85,1560.08,2114.76,3261.81,0.57,2143.43,639.66,1766.29,1189.9,2183.37,1\\r\\n9076,1907,58,Male,0,salaried,249,3,939,212,17193.48,15989.8,16524.93,14815.91,0.63,0.63,857.77,286.34,17540.6,16257.08,0\\r\\n9077,1869,29,Male,0,salaried,187,2,755,116,6602.4,3833.72,3344.89,1776.76,0.24,0.24,19.49,53.7,5939.44,2890.09,0\\r\\n9078,511,64,Female,0,self_employed,444,2,3560,,2073.6,2087.89,2346.25,3013.54,0.13,0.13,0.13,342.99,2087.4,2250.1,0\\r\\n9079,866,45,Female,0,self_employed,1254,2,2868,12,810.89,626.14,1724.78,904.45,7684.59,4691.21,7728.7,5428.7,3083.3,1091.62,0\\r\\n9080,958,25,Female,,student,1494,2,955,25,12002.66,574.09,5161.9,5202.29,11429.09,0.51,0.51,0.51,10672.61,574.09,0\\r\\n9081,615,67,Male,0,salaried,409,2,485,185,2342.47,4168.47,5112.21,1740.45,0.37,0.37,4795.93,4323.06,2865.31,6832.2,1\\r\\n9082,773,47,Male,0,self_employed,1096,3,134,289,5022.76,5022.76,5022.76,4995.58,0.06,0.06,0.06,0.06,5022.76,5022.76,0\\r\\n9083,3302,46,Male,0,salaried,1608,3,694,5,12693.5,14039.76,12950.18,14189.06,2857.7,8.06,584.5,4305.12,11687.57,15426.33,0\\r\\n9084,1195,24,Female,0,student,334,3,1875,,2216.56,2109.32,1959.52,1549.64,0.11,0.11,34.3,149.21,2198.27,2164.03,0\\r\\n9085,1529,34,Male,0,salaried,146,2,2377,33,15043.81,36023.9,12697.17,610.44,0.43,34714.71,21016.87,429,26879.75,6017.39,0\\r\\n9086,4403,76,Female,0,retired,575,2,1202,18,5060.04,14390.17,12341.96,16258.73,3722.03,7981.14,13052.16,51.54,13952.18,9299.14,0\\r\\n9087,3334,32,Male,1,student,1020,1,79,40,6173.14,5257.55,5666.59,7237.21,0.07,11.4,276.07,0.07,6112.9,5409.36,0\\r\\n9088,4603,68,Male,0,retired,996,1,1307,3,8654.1,8688.6,8635.1,14504.46,307.17,168.1,278.6,0.46,8652.26,8673.74,0\\r\\n9089,3020,50,Male,0,salaried,1232,2,103,175,44417.2,44940.52,48932.43,53870.53,0.54,0.54,0.54,7185.27,44538.62,49688.38,0\\r\\n9090,1229,22,Male,0,self_employed,1232,2,52,32,601.02,13761.44,2069.12,1039.21,0.26,11979.94,12928.83,279.33,1179.79,3225.77,0\\r\\n9092,2293,48,Male,0,self_employed,1608,3,1295,4,1574.37,2145.75,2103.44,3160.28,714.59,1428.87,143.16,10.34,1922.26,2654.1,0\\r\\n9093,475,63,Male,1,self_employed,1020,2,2,75,2109.86,2109.86,2828.62,4049.07,0.3,0.3,0.3,2143.16,2109.86,2596.11,0\\r\\n9094,1589,41,Male,0,self_employed,,2,274,46,3977.46,4045.64,2496.49,212.38,0.23,3972.63,71.66,114.51,4002.54,3290.56,0\\r\\n9095,1000,57,Male,0,self_employed,369,2,2911,133,2580.77,1066.48,14705.18,38407.46,0.53,0.53,1771.96,14429.1,1792.59,6845.5,1\\r\\n9096,1197,67,Female,0,self_employed,318,2,597,101,1974.22,1974.22,2910.16,4120.57,0.43,0.43,0.43,1451.14,1974.22,3331.34,0\\r\\n9097,1469,35,Female,0,self_employed,1020,3,1579,125,2860.83,2860.83,2845.19,2853.79,0.04,0.04,0.04,0.04,2860.83,2843,0\\r\\n9098,1300,65,Male,0,retired,1096,3,129,17,13942.09,1922.07,12769.74,16400.33,18373.04,7142.89,7587.17,12857.17,11599.64,6196.28,0\\r\\n9099,3980,66,Male,5,self_employed,1096,2,587,5,7043.54,6773.15,7208.3,6443.14,4143.1,0.24,3729.86,0.24,5891.72,6842.28,0\\r\\n9100,4675,67,Female,0,self_employed,1438,3,528,54,1401.01,1313.4,1714.59,1359.32,0.21,7143.07,0.21,7143.07,1328.51,2476.53,0\\r\\n9101,5774,49,Male,0,self_employed,15,2,6,21,27043.53,40689.35,26038.61,17255.88,10462,157642.91,26162.11,135915.9,14719.31,49617.02,0\\r\\n9102,2405,83,Male,0,retired,1020,1,19,287,1787.21,1764.35,1758.44,1727.23,0.59,0.59,0.59,0.59,1770.66,1764.35,0\\r\\n9103,2254,75,Female,0,self_employed,334,1,10,48,3928.26,3979.69,3536.09,1129.26,0.39,965.01,0.39,1247.06,3954.86,4153.4,1\\r\\n9104,2299,45,Male,4,salaried,1431,3,1634,14,7222.96,9898.29,9539.14,19455.6,114.36,0.07,8395.41,1525.67,8125.25,9488.85,1\\r\\n9105,566,30,Female,0,salaried,1096,2,43,20,6826.72,6469.57,6322.53,5296.21,357.5,357.5,0.36,10.16,6728.19,6350.75,0\\r\\n9106,2460,43,Female,0,self_employed,221,2,68,,2099.8,2099.8,2099.8,2086.5,0.4,0.4,0.4,0.4,2099.8,2099.8,0\\r\\n9107,2910,90,,0,self_employed,745,2,127,,4822.25,4822.25,4822.25,4783.4,0.01,0.01,0.01,0.01,4822.25,4822.25,0\\r\\n9108,2035,41,Male,0,self_employed,61,3,1580,4,10203.61,6301.01,9121.07,6053.05,3900.7,0.7,0.7,4018.84,8465.72,6908.38,0\\r\\n9109,6788,51,Male,0,salaried,334,1,136,5,8395.32,127327.46,61113.54,66270.5,8877.47,0.33,118843.27,3978.84,71016.2,80320.62,1\\r\\n9110,591,41,Female,0,self_employed,1472,2,1396,100,2147.51,2143.44,2144.71,2251.31,0.66,0.66,0.66,0.66,2147.23,2143.44,0\\r\\n9111,4557,30,Male,2,self_employed,513,2,216,26,665.42,3670.28,2576.79,763.79,2857.16,0.01,5862.01,810.64,2430.3,3970.42,0\\r\\n9112,2683,71,Male,0,retired,834,1,40,14,645.37,1799.31,1481.29,485.01,715.33,1715.33,1871.85,1045.17,1047.3,2330.09,0\\r\\n9113,1825,43,Female,0,self_employed,575,2,1721,17,2500.56,7714.84,8680.02,12163.93,6214.54,9500.26,11428.83,14488.11,5283.81,8005.76,1\\r\\n9114,1086,64,Female,0,salaried,1525,3,520,0,156833.39,7515.85,11612.93,9060.32,150747.42,148116.84,1429.07,150000.5,11383.35,14055.93,0\\r\\n9115,3698,67,Male,0,self_employed,,3,118,21,1720.48,1500.84,1438.65,943.41,214.69,214.69,0.4,0.4,1656.94,1431.72,0\\r\\n9116,1978,80,Female,0,retired,1020,1,1,15,11117.41,7941.85,9824.63,8859.89,3492.9,0.21,0.21,2571.64,9682.8,9484.15,0\\r\\n9117,495,71,Female,,self_employed,1020,2,542,80,357.39,1428.81,1847.52,1194.69,0.24,0.24,1071.67,0.24,1232.88,1945.39,0\\r\\n9118,600,63,Female,2,salaried,1565,2,1599,4,1781.27,1871.01,1726.14,2817.54,714.83,714.83,405.59,549.23,1397.48,1702.12,1\\r\\n9119,5083,24,Male,0,student,1020,2,159,7,1369.53,1812.38,1801.64,1600.94,71.74,0.31,500.31,0.31,1748.34,1821.14,0\\r\\n9120,2463,37,Male,0,self_employed,905,3,606,17,10070.51,9199.08,9139.55,7129.14,571.87,0.44,0.44,0.44,9785.78,9132.21,0\\r\\n9121,183,29,Female,,self_employed,649,2,54,10,1428.7,1660.8,1515.76,970.42,1893.54,171.56,0.13,0.13,1692.95,1627.62,1\\r\\n9122,2884,33,Male,1,self_employed,491,2,615,19,2782.8,3882.81,3377.25,8140.01,142.91,0.06,1258.91,743.84,3003.63,3693.38,0\\r\\n9123,2586,34,Female,0,self_employed,1589,2,384,19,650.36,1536.08,2087.42,4263.65,1428.86,4286,2457.43,4571.71,1033.62,3637.46,1\\r\\n9124,2322,69,Male,0,retired,1020,1,425,25,11221.57,10677.07,10645.11,9278.32,544.83,544.83,0.33,240.33,11165.24,10555.62,0\\r\\n9125,1155,52,Male,0,salaried,1020,3,1579,32,2188.22,3902.51,3237.23,3760.71,0.7,1922.13,1500.7,200.7,2331.08,4179.3,0\\r\\n9126,1938,53,Male,0,salaried,409,2,129,,2462.48,2462.48,2462.48,2440.8,0.67,0.67,0.67,0.67,2462.48,2462.48,0\\r\\n9127,818,36,Female,,self_employed,725,3,2280,24,6549.21,6549.21,4554.77,162.96,35.86,35.86,0.14,0.14,6557.83,6558.43,0\\r\\n9128,1803,61,Female,0,self_employed,491,3,619,293,234.95,8806.37,8143.2,13948.8,0.63,0.63,8572.06,2857.77,826.08,11018.36,1\\r\\n9129,1918,50,Male,0,salaried,656,2,1391,,4109.45,4109.45,4109.45,4207.91,0.46,0.46,0.46,0.46,4109.45,4109.45,0\\r\\n9130,986,30,Male,,student,1273,3,2800,80,2779.66,2779.66,2741.26,2108.23,0.49,0.49,0.49,0.49,2779.66,2779.66,0\\r\\n9131,4532,40,Male,2,self_employed,836,1,14,17,116.65,573.8,2361,3818.6,27000.07,1579.5,23742.93,18614.36,1365.42,1319.36,0\\r\\n9132,4184,90,Male,0,self_employed,409,2,331,18,2029.16,166.65,2038.24,1609.38,9000.29,1786,7143.14,3571.71,1524.11,2874.17,1\\r\\n9135,1736,35,Male,0,self_employed,243,3,1080,28,3154.15,3016.95,3170.54,1551.75,323.3,357.59,123.27,1093.3,3277.8,3369.85,0\\r\\n9136,672,43,Female,0,self_employed,1020,2,455,7,3067.03,3161.47,2548.34,1999.39,343.57,1.08,1538.6,859.86,2978.99,2398.91,0\\r\\n9137,1095,20,Female,0,student,334,1,10,152,3074.52,3094.52,3100.71,2675.57,0.31,0.31,34.6,28.89,3084.97,3108.35,0\\r\\n9138,2303,44,Male,2,self_employed,665,3,569,17,1064.64,1031.63,1553.33,3987.61,285.8,0.09,252.79,910.6,1017.27,1080.54,1\\r\\n9140,694,43,Male,0,self_employed,496,3,1895,90,1283.13,1620.59,1561.32,1517,0.6,0.6,0.6,0.6,1406.39,1631.65,0\\r\\n9141,1127,45,Male,0,salaried,834,3,516,84,4282.57,3432.89,1767.05,1016.73,0.06,0.06,2087.49,3763.54,1239.59,2574.78,0\\r\\n9146,742,44,Female,0,self_employed,1496,2,519,325,1568.31,1568.31,1568.31,1558.39,0.53,0.53,0.53,0.53,1568.31,1568.31,0\\r\\n9147,844,24,Male,0,self_employed,458,3,1815,24,5458.99,2594.71,3700.57,3342.47,3936,0.29,1071.71,586,5063.92,2783.65,0\\r\\n9148,414,43,Female,,self_employed,517,2,420,221,17635.21,17635.21,17635.21,17548.12,0.64,0.64,0.64,0.64,17635.21,17635.21,1\\r\\n9151,1183,38,Male,1,self_employed,1463,2,2900,49,1259.88,1184.62,1545.06,358.17,0.47,1331.29,2021.34,663.31,3185.77,1048.33,0\\r\\n9152,3101,90,,0,self_employed,1020,2,546,0,16366.73,110.36,8160.45,18281.69,68812.86,52151.5,44107.71,15908.19,16599.16,4635.8,0\\r\\n9153,511,41,Female,0,self_employed,1020,2,540,,2187.83,2205.81,2092.83,1730,0.67,0.67,18.66,91.53,2191.55,2225.16,0\\r\\n9155,6909,65,Male,0,salaried,905,2,1310,55,3007.87,3007.87,3159.15,5684.72,0.54,72.03,0.54,286.26,3007.87,3182.98,0\\r\\n9156,4461,53,Female,0,self_employed,1020,1,12,9,8364.96,8357.89,8145.07,7080.04,7.13,115.77,0.06,285.77,8360.32,8284.75,0\\r\\n9157,1111,40,Female,0,self_employed,146,2,4082,205,10091.73,11076.43,11117.89,10643.32,0.09,0.09,1534.79,290.93,11057.18,11249.72,0\\r\\n9158,1110,41,Male,0,self_employed,745,3,1093,257,3006.46,3006.46,3006.46,2990.22,0.14,0.14,0.14,0.14,3006.46,3006.46,0\\r\\n9159,3453,67,Male,2,salaried,531,2,590,18,4395.69,4549.72,4387.77,6756.79,1286.07,1.62,867.96,557.68,4623.58,4543.98,0\\r\\n9160,5529,64,Male,0,self_employed,1494,2,67,83,4936.02,4936.02,4930.56,5100.44,0.21,0.21,0.21,0.21,4936.02,4936.02,0\\r\\n9161,1341,43,Female,1,self_employed,491,2,707,194,5319.83,5319.83,5319.83,3732.62,0.5,0.5,0.5,0.5,5319.83,5319.83,0\\r\\n9162,5134,66,Female,0,self_employed,1020,2,143,206,3754.82,3754.82,3754.82,3737,0.36,0.36,0.36,0.36,3754.82,3754.82,0\\r\\n9164,2312,68,Female,0,self_employed,925,2,957,343,2031.41,1906.91,2252.97,2558.36,0.56,0.56,0.56,686.27,1997.15,2216.58,0\\r\\n9165,293,25,Male,,salaried,80,3,4135,11,2139.04,2050.34,2082.18,2166.61,100.24,0.24,11.54,39.24,2085.71,2062.77,0\\r\\n9166,1485,58,Male,1,salaried,491,2,2445,24,1749.64,1642.7,1630.36,2606.88,385.59,385.59,278.57,179.1,1736.52,1766.23,0\\r\\n9167,1195,10,Male,0,student,623,2,2390,87,303.6,4589.31,2474.71,1134.06,0.11,0.11,4285.83,0.11,1485.86,3552.44,1\\r\\n9168,916,51,Male,,self_employed,760,3,2973,,1498.5,1498.5,1498.5,1489.01,0.64,0.64,0.64,0.64,1498.5,1498.5,0\\r\\n9169,1580,32,Male,0,self_employed,488,3,2163,40,5244.12,5242.38,3743.91,279,0.66,5256.66,0.66,5110.94,5243.42,5175.51,1\\r\\n9170,2009,47,Male,1,self_employed,531,2,457,20,10978.81,12554.36,10826.95,11116.42,2124.22,3106.23,3699.77,0.54,11538.67,10250.14,0\\r\\n9171,793,37,Female,0,self_employed,1593,2,211,18,3124.68,3129.89,3316.4,3405.48,714.63,0.34,718.2,123.59,3077.32,3323.64,0\\r\\n9173,3205,82,Female,0,self_employed,1020,2,424,,4916.53,7173.67,4217.11,1543.09,0.7,0.7,2257.84,122.1,6468.25,4600.37,0\\r\\n9174,350,39,Male,,salaried,146,2,1226,352,897.75,932.68,1464.82,2715.54,0.27,0.27,35.2,1049.49,906.18,1038.06,1\\r\\n9175,1620,46,Male,0,self_employed,1101,2,1526,,7589.1,7589.1,7589.1,10779.59,0.21,0.21,0.21,0.21,7589.1,7589.1,0\\r\\n9176,3051,30,Female,0,student,146,1,714,26,4951.99,4699.5,6107.55,5948.4,2428.64,2428.64,38.29,429.22,5755.48,5886.73,0\\r\\n9177,1090,47,Male,2,salaried,170,2,1644,193,7234.79,7347,7369.4,7660.84,0.66,0.66,112.87,110.73,7261.5,7368.31,0\\r\\n9178,2755,58,Female,0,self_employed,409,2,612,284,4674.58,4674.58,4674.58,5115.48,0.04,0.04,0.04,0.04,4674.58,4674.58,0\\r\\n9179,2350,28,Male,2,self_employed,15,1,890,61,1150.29,1332,1683.3,12585.41,0.16,0.16,90.49,643.65,727.05,1659.66,1\\r\\n9180,816,31,Male,0,self_employed,834,2,2675,240,1674.72,1674.72,1674.72,1785.46,0.14,0.14,0.14,0.14,1674.72,1674.72,0\\r\\n9181,934,32,Male,0,self_employed,649,3,1585,3,3093.64,3717.38,2775.09,2160.5,112.77,1615.14,400.67,714.96,3245.32,3433.9,0\\r\\n9182,2040,48,Female,0,self_employed,1232,3,837,135,5815.57,5836.57,5897.3,5029.9,0.13,0.13,0.13,0.13,5828.6,5845.34,0\\r\\n9183,1921,33,Male,0,self_employed,617,2,2766,32,23.32,14335.02,2797.57,8124.42,0.26,15757.4,14343.11,1500.26,3482.9,3297.47,0\\r\\n9184,2595,61,Female,0,self_employed,,2,304,,2986.91,3079.52,3112.06,4225.33,0.56,0.56,1429.13,0.56,2839.12,3079.52,0\\r\\n9185,5414,45,Male,2,salaried,146,2,75,14,6907.13,6165.73,7784.49,4320.99,96.73,0.59,31.55,0.59,5658.35,7660.22,0\\r\\n9186,2078,51,Female,0,self_employed,21,3,205,52,5838.7,5838.7,5555.29,4708.34,0.01,642.87,0.01,0.01,5838.7,5631.33,1\\r\\n9187,3029,37,Female,2,salaried,1020,3,321,38,2929.87,4136.51,1687.01,422.91,0.36,2192.76,1358.69,781.82,3177.51,1846.13,0\\r\\n9188,329,62,Male,,retired,834,2,1088,67,2475.41,2475.41,2334.09,1890.38,0.46,0.46,0.46,0.46,2475.41,2475.41,0\\r\\n9189,2905,36,Female,0,self_employed,498,2,248,12,1357.88,1102.19,2176.22,7704.57,193.26,893.26,143.26,143.26,1258.13,904.73,1\\r\\n9190,6548,46,Female,0,self_employed,1020,2,669,28,2063.99,2419.87,1711.06,1699.83,1042.87,251.9,1656.94,740.09,1999.65,2069.81,0\\r\\n9191,5063,57,Female,1,self_employed,1020,3,541,28,4236.11,1231.67,2060.85,654.32,143.37,0.51,643.17,297.2,4072.49,1260.37,0\\r\\n9192,601,42,Male,0,salaried,834,2,1088,20,1473.13,4865.73,3256.07,2120.47,485.17,476.59,27.36,557.1,4200.26,2156.66,1\\r\\n9193,1875,48,Female,0,self_employed,1583,2,179,5,11032.34,2857.34,7601.53,7256.83,87903.06,2857.34,79728.06,0.2,21562.91,1106.19,1\\r\\n9194,1028,21,Male,,student,,2,2229,18,2974.56,2961.68,2957.91,2920.37,18.71,35.86,8.59,13.41,2972.22,2960.22,0\\r\\n9195,2155,52,Male,0,self_employed,1384,3,1683,139,18.46,2754.18,2153,2540.66,0.59,0.59,2779.16,72.01,852.45,2785.14,1\\r\\n9196,5129,46,Male,0,self_employed,1215,2,169,20,9371.22,9583.27,9774.1,9752.25,357.67,0.53,571.96,267.61,9704.89,9737.81,0\\r\\n9197,2880,30,Male,0,student,608,3,405,35,1567.98,1822.26,1470.72,1573.1,0.13,1142.99,254.41,302.9,1769.65,1081.03,0\\r\\n9198,6289,46,Male,0,salaried,1020,3,15,91,2824.23,2539.28,1506.58,2078.76,0.11,0.11,1449.61,1280.7,1434.57,1296.98,0\\r\\n9199,2588,54,Male,3,salaried,1459,2,949,13,6069.29,6929.95,5587.75,2798.86,4286.26,6436.9,1360.33,204.91,6450.9,6054.7,0\\r\\n9200,943,34,Male,0,self_employed,409,3,935,81,2800.72,2815.09,5559.19,5910.96,0.13,0.13,0.13,2.99,2800.72,3461.08,1\\r\\n9201,2052,61,Female,0,self_employed,575,1,572,27,1534.85,2177.59,2172.52,4193.8,771.96,0.53,1059.79,0.53,1809.81,2387.99,1\\r\\n9202,498,26,Male,0,self_employed,1096,3,1563,20,7226.51,6869.37,6832.42,5241.29,357.21,357.21,0.07,0.07,7115.68,6869.37,0\\r\\n9203,185,36,Male,,salaried,146,2,1748,52,2446.49,19655.88,13178.87,1721.35,0.06,32599.9,3.52,687.86,21639.08,17057.91,1\\r\\n9204,2272,53,Male,0,salaried,833,2,164,69,678.96,2128.02,5833.65,9294.54,0.04,0.04,1391.95,15085.76,1123.87,3685.35,1\\r\\n9205,765,23,Female,,self_employed,913,2,2311,227,2796.91,9939.77,8473.42,8930.03,0.14,0.14,7143,0.14,8215.63,8840.6,1\\r\\n9206,2084,55,Female,0,self_employed,1232,3,882,54,1125.53,5216.24,3087.48,487.29,0.36,4262.48,4286.07,0.36,4416.96,4307.22,0\\r\\n9207,913,55,Male,0,self_employed,980,3,1462,222,3286.86,3715.43,4785.53,6436.36,0.7,0.7,0.7,0.7,3700.65,3715.43,0\\r\\n9208,1971,71,Female,0,self_employed,409,1,1672,131,11314.34,13448.62,12992.22,7874.89,0.1,0.1,2134.39,0.1,11951.71,13448.62,0\\r\\n9209,3708,70,Male,0,self_employed,617,2,1432,39,2230.65,2163.57,2211.4,2825.63,0.67,264.96,286.39,607.81,2180.71,2233.36,0\\r\\n9210,1997,75,Female,0,self_employed,1264,2,2703,6,3340.46,3168.7,2814.93,1651.61,14629.37,0.29,14457.45,0.29,2107.39,3168.7,0\\r\\n9211,682,13,Female,,student,1525,3,662,111,9644.47,18215.9,17624.77,6762.52,0.17,0.17,8571.6,0.17,16442.5,18215.9,0\\r\\n9212,3211,37,Male,0,salaried,474,2,2047,30,10452.54,11913.33,11255.52,9299.69,0.59,1220.24,911.37,857.73,10821.15,11563.61,0\\r\\n9214,5406,46,Male,0,salaried,1020,1,542,96,1177.91,1211.34,1778.83,1556.53,0.34,0.34,54.5,69.65,1119.12,1236.92,0\\r\\n9215,2047,41,Female,0,self_employed,1020,2,227,31,1971.33,2328.47,2299,1963.59,0.11,428.69,285.83,478.61,2128.96,2384.39,0\\r\\n9216,5754,82,Female,0,self_employed,1096,1,43,41,6259.61,6259.61,5491.89,4801.04,0.19,1428.14,0.19,0.19,6259.61,5384.41,0\\r\\n9217,2082,69,Male,0,retired,575,3,1718,49,1205.96,1205.96,2456.23,3582.72,0.46,714.74,0.46,8074.04,1205.96,2592.4,0\\r\\n9219,2761,35,Male,0,self_employed,1096,2,1563,179,5173.16,5173.16,5110.85,5100.16,0.46,0.46,0.46,0.46,5173.16,5106.96,0\\r\\n9220,1390,36,Female,0,self_employed,1020,2,79,23,16872.38,11019.73,11474.36,9874.77,982.3,357.3,1199.44,532.44,12974.95,11056.75,0\\r\\n9221,1381,45,Male,0,salaried,409,3,19,18,5146.46,3383.09,3512.33,4329.06,3410.04,2924.47,1924.81,2833.91,4401.72,3659.6,0\\r\\n9222,1481,31,Female,0,self_employed,675,3,867,,1538.12,1538.12,1538.12,1528.38,0.1,0.1,0.1,0.1,1538.12,1538.12,0\\r\\n9223,205,39,Male,0,self_employed,1411,3,2488,193,4404.94,4404.94,5326.6,7251.31,0.09,0.09,0.09,0.09,4404.94,4404.94,0\\r\\n9224,4287,77,Male,0,retired,1096,2,292,,3776.05,3763.7,3761.87,3706.05,0.59,0.59,0.59,0.59,3770.28,3758.87,0\\r\\n9225,5752,51,Female,0,salaried,409,1,273,0,3349.45,3339.72,3272.74,2898.6,795.99,800.77,626.01,853.54,3067.11,3174.21,0\\r\\n9226,1693,65,Female,0,self_employed,623,2,317,177,6455.53,439.41,3507.91,8966.62,0.66,0.66,2547.79,355.21,7675.16,508.04,0\\r\\n9227,947,57,Male,0,self_employed,834,2,1242,0,38601.59,1649.93,5303.86,9675.55,133486.32,2663.89,96537.24,25.89,6855.23,3885.08,0\\r\\n9228,3561,50,Male,3,self_employed,1348,2,178,27,6741.03,6482.37,7247.88,10002.74,2714.41,2714.41,2265.29,2006.85,7173.88,6700.53,0\\r\\n9229,857,58,Male,0,self_employed,904,3,1908,194,7291.73,7291.73,7317.84,7314.78,0.39,0.39,0.39,71.81,7291.73,7298.64,1\\r\\n9231,540,47,Female,0,self_employed,532,2,1908,185,2857.88,2857.88,2857.88,1690.81,0.33,0.33,0.33,0.33,2857.88,2857.88,0\\r\\n9232,1554,59,Male,0,salaried,1477,3,724,19,7994.45,7037.31,7270.05,7047.41,971.8,0.37,0.37,0.37,7702.82,7046.52,0\\r\\n9233,5079,50,Male,0,salaried,1232,3,1115,26,2861.92,2145.41,2471.92,1613.47,60.7,82.56,44.31,0.27,2515.17,2915.36,0\\r\\n9234,911,29,Female,0,self_employed,1002,2,303,17,2211.77,1360.45,2712.04,3843.44,1566.74,1271.03,0.31,1271.03,1775.99,786.62,0\\r\\n9235,1846,24,Female,0,salaried,409,3,557,186,10457.98,9972.68,9954.79,9052.4,0.39,0.39,0.39,714.67,10071.06,10034.43,0\\r\\n9236,1759,37,Male,0,salaried,,2,205,13,3275.81,3200.77,3291.63,1051.19,14.93,0.64,268.46,958.07,3119.62,3499.36,0\\r\\n9237,3222,57,Male,0,self_employed,334,2,4,6,57843.55,22554.42,26266.16,25921.82,42956.19,5390.73,8452.92,6413.22,33957.09,20809.53,0\\r\\n9238,2239,46,Male,0,self_employed,1437,2,1063,228,2106.88,2106.88,2106.88,2053.96,0.13,0.13,0.13,0.13,2106.88,2106.88,0\\r\\n9239,4043,37,Male,2,self_employed,1020,3,414,,1496.79,1496.79,1496.79,1487.31,0.59,0.59,0.59,0.59,1496.79,1496.79,0\\r\\n9241,1694,53,Male,2,salaried,485,2,671,30,17297.02,21190.03,18079.45,20080.23,0.33,4492.36,2234.37,2606.19,18246.62,17579.03,1\\r\\n9242,679,36,Male,0,self_employed,740,3,1902,12,10378.6,10267.7,10281.48,10697.04,20.02,4.93,0.36,0.36,10291.03,10278.06,0\\r\\n9243,637,83,Female,,self_employed,1232,2,1791,26,5830.92,5811.39,5651.56,5154.82,199.89,266.57,185.96,0.24,5946.23,5658.01,0\\r\\n9244,4291,40,Male,3,self_employed,,3,191,28,1557.18,1504.78,1729.87,1349.71,72.03,0.6,0.6,360.29,1567.03,1727.96,0\\r\\n9245,2648,50,Male,2,salaried,485,2,3845,9,25996.78,175.94,5494.53,3277.78,174.47,289.77,3358.31,1910.93,7546.49,1857.18,0\\r\\n9247,2177,19,Female,0,student,146,3,1754,13,4677.59,4651.45,4655.66,4628.12,26.27,0.13,0.13,0.13,4664.07,4651.45,0\\r\\n9248,5969,71,Male,3,self_employed,834,3,28,47,4043.37,4207.31,6115.48,7696.03,0.14,238.07,2267.89,3339.2,4421.47,4189.09,0\\r\\n9249,3112,23,Male,0,student,1020,1,239,11,2094.51,2736.31,2592.25,1781.24,14.42,0.56,1039.16,314.73,2352.19,2746.68,0\\r\\n9250,2104,81,Male,0,retired,834,3,2734,206,1416.9,1431.19,1474.76,1831.01,0.24,0.24,0.24,128.81,1421.34,1441.56,0\\r\\n9251,1759,31,Male,0,self_employed,1525,3,2504,7,2138.33,2875.5,2788.99,9114.63,585.84,714.41,1114.51,1374.4,2555.72,2289.29,0\\r\\n9252,1447,49,Male,0,self_employed,834,2,1219,0,1181.56,938.83,1911.45,1580,243.04,0.31,0.31,1495.9,1000.91,2241.43,1\\r\\n9253,2109,42,Male,1,salaried,811,3,757,202,5731.98,7008.17,6311.74,5202.99,0.11,0.11,1248.63,1160.9,6102.09,7291.43,0\\r\\n9254,791,49,Female,0,self_employed,243,2,2402,230,10396.72,10396.72,10396.72,10356.36,0.4,0.4,0.4,0.4,10396.72,10396.72,0\\r\\n9255,3081,40,Male,0,salaried,1525,3,408,,2104.31,2108.4,2108.21,2095.31,0.59,0.59,0.59,0.59,2107.83,2108.4,0\\r\\n9256,1521,10,Male,0,student,468,2,239,,3908.04,3836.61,3829.54,3594.06,0.7,0.7,0.7,0.7,3900.65,3829.7,0\\r\\n9257,2434,46,Female,0,self_employed,623,2,642,329,515.09,1908.2,2196.5,3324.98,0.27,0.27,0.27,0.27,1497.86,2138.57,1\\r\\n9258,2606,39,Male,0,self_employed,,2,1529,236,1850.51,1189.2,8484.37,10842.69,0.66,0.66,0.66,0.66,1736.49,1060.84,0\\r\\n9259,5355,38,Male,0,self_employed,1020,2,543,272,17163.94,2569.54,2153.61,1894.68,0.5,0.5,16.79,1950.38,2072.65,3392.41,0\\r\\n9260,2384,70,Male,0,retired,575,2,2853,19,2546.69,2906.93,3302.44,2164.19,1286.07,3498.93,1635.43,2048.78,3767.75,2511.74,0\\r\\n9261,4912,61,Male,2,self_employed,1232,1,52,25,9468.13,2148.46,8395.81,8033.38,71428.91,0.34,42857.49,0.34,16125.25,2478.75,0\\r\\n9262,1400,36,Female,0,self_employed,496,2,1895,26,7032.78,147.06,2332.94,2846.76,7143.4,0.54,257.69,0.54,6704.7,147.06,1\\r\\n9263,5413,67,Male,0,self_employed,1020,1,1,0,2046.92,1899.61,5104.78,12367.98,21429.06,0.49,149.34,777.79,1856.55,1225.41,0\\r\\n9264,3188,54,Male,0,self_employed,905,2,1336,,1571.5,1571.5,1571.5,1561.55,0.07,0.07,0.07,0.07,1571.5,1571.5,0\\r\\n9266,2964,40,Female,0,self_employed,834,2,40,28,1490.69,1.13,1966.66,1550.71,0.57,0.29,1910.07,564.14,2208.34,1.81,0\\r\\n9267,1687,42,Female,0,self_employed,17,2,181,24,50216.75,50013.18,49561.29,42804.08,203.61,0.04,0.04,0.04,50188.67,50012.83,0\\r\\n9268,4287,58,Male,0,self_employed,459,3,2304,33,471.79,3858.98,4167.3,2484.31,0.54,21571.97,3316.3,10027.5,1625,3931.68,1\\r\\n9269,429,38,Male,0,salaried,1096,3,678,6,1504.06,1501.69,1502.47,1511.68,0.39,0.24,0.24,4.53,1503.18,1503.32,0\\r\\n9270,335,20,Male,,student,409,2,1561,248,4093.57,4093.57,4093.57,4098.06,0.61,0.61,0.61,0.61,4093.57,4093.57,0\\r\\n9271,2642,57,Female,0,self_employed,1020,1,16,3,2011.11,1433.83,1707.19,1243.64,2910.86,1408.36,2247.36,1719.09,1744.02,1784.53,0\\r\\n9272,3094,68,Male,0,salaried,1353,3,369,,2294.66,2323.23,1936.98,1051.2,0.59,0.59,0.59,0.59,2305.5,2268.86,0\\r\\n9273,898,58,Female,0,self_employed,286,3,2648,56,2057.37,1628.8,1613.41,602.25,0.14,357.29,143,0.14,1806.14,1594.24,0\\r\\n9274,948,39,Male,0,self_employed,491,1,467,0,2834.23,9326.36,7019.44,7717.83,3188.47,5314.91,10394.8,370.06,4194.97,9746.2,1\\r\\n9275,766,29,Male,0,self_employed,1076,2,793,18,23556.36,22127.79,22048.65,19583.9,1428.9,0.33,0.33,35.24,23063.75,22153.16,0\\r\\n9276,5348,43,Male,0,salaried,,2,1213,182,534.21,24,2044.04,2362.99,0.39,0.39,1833.85,4659.67,1469.42,1803.34,0\\r\\n9277,1175,36,Male,0,self_employed,1061,2,1016,41,1229.18,1683.31,1748.59,351.19,0.19,19.47,500.19,385.9,1361.49,1775.15,1\\r\\n9279,4122,64,Male,0,self_employed,1096,3,282,77,1679.4,1750.83,1736.35,1814.71,0.16,0.16,71.59,0.16,1726.2,1750.83,0\\r\\n9280,270,8,Female,0,student,1020,2,239,270,11671.26,11671.26,11671.26,11643.78,0.26,0.26,0.26,0.26,11671.26,11671.26,0\\r\\n9281,5472,63,Male,0,self_employed,623,2,1995,17,463.25,1476.53,2841.31,814.24,714.93,4286.36,0.64,3429.21,1024.26,2687.77,0\\r\\n9283,3712,48,Male,2,salaried,904,2,2623,24,2014.76,2014.76,3126.58,5081.56,357.19,216.99,357.19,2809.23,1990.13,1882.37,0\\r\\n9284,1074,72,Male,0,retired,1232,2,633,,7399.58,7442.44,7444.53,7688.01,0.67,0.67,43.53,29.46,7414.36,7448.01,0\\r\\n9285,486,24,Male,,self_employed,1150,2,1735,21,70.19,3183.6,7094.29,12258.35,3928.63,0.06,8070.6,11433.1,3176.57,5595.32,1\\r\\n9286,1098,42,Male,0,self_employed,1416,3,2447,49,125,123.98,1645.76,105.75,0.13,571.56,0.13,3199.7,124.22,2636.98,1\\r\\n9287,5932,40,Male,1,salaried,1232,2,103,12,3957.4,2684.42,3214.48,3573.38,2672.53,0.31,1223.94,152.51,3084.13,2985.79,0\\r\\n9288,1703,35,Male,0,self_employed,654,2,1423,,0.06,0.06,2974.83,7432.02,0.06,0.06,0.06,6050.83,0.06,1951.93,1\\r\\n9289,3167,47,Male,0,salaried,904,2,92,35,1429.21,2971.41,2877.69,3682.6,0.64,509.59,183.03,295.3,2770.07,2903.8,0\\r\\n9290,2265,52,Male,2,self_employed,1154,2,1325,33,3586.9,4300.29,4351.14,5241.02,0.43,143.29,578.71,382.56,3961.59,4507.96,0\\r\\n9291,2617,18,Male,0,student,1096,2,1001,32,3109.91,3109.91,3092.09,3061.82,0.63,29.2,0.63,0.63,3109.91,3085.02,0\\r\\n9292,1005,27,Male,0,salaried,1338,1,88,14,542.33,2109.07,1657.19,2281.86,179.23,314.94,188.83,530.09,790.61,2245.86,0\\r\\n9293,2075,34,Female,0,self_employed,1258,2,769,35,10693.45,10693.45,9346.29,4976.01,0.33,3000.33,0.33,0.33,10693.45,9651.98,0\\r\\n9294,3031,42,Male,3,self_employed,334,2,575,3,13778.61,13014.57,12438.64,12552.22,1522.03,1379.66,4421.74,1325.66,13118.23,12601.69,0\\r\\n9295,1384,37,Male,0,salaried,579,3,589,0,4448.71,4475.48,4352.56,3896.87,1176.42,1408.21,1153.87,1477.99,4062.15,4009.58,0\\r\\n9296,353,46,Male,3,salaried,146,3,2377,65,8344.81,8347.86,8273.6,7949.66,0.07,0.07,0.07,0.07,8345.92,8348.99,0\\r\\n9297,4342,35,Male,0,self_employed,409,1,217,,1169.91,1630.37,1488.44,722.09,0.01,0.01,469.06,7016.73,1335.52,416.57,0\\r\\n9298,825,41,Female,0,self_employed,491,2,1466,70,1747.01,1712.69,1563.98,920.29,0.3,0.3,351.69,402.05,1630.74,1510.84,0\\r\\n9299,3224,54,Male,0,self_employed,578,3,399,7,955.56,1052.95,2903.04,1828.07,21522.14,20667.29,21606.5,27290.87,1932.14,3609.79,0\\r\\n9300,2748,34,Female,0,self_employed,623,3,630,90,1103.47,1382.71,1804.09,4533.89,0.37,0.37,48.04,766.27,1257.99,1601.07,0\\r\\n9302,3396,34,Female,0,salaried,11,2,121,20,4001.54,3439.07,3223.21,6223.4,704.67,704.67,142.2,0.57,3851.26,3280.08,0\\r\\n9303,2458,36,Male,0,self_employed,1096,3,1443,21,46.75,4489.99,1630.23,424.33,143.27,3071.84,4557.56,144.13,1225.66,3052.07,1\\r\\n9304,3946,43,Female,0,self_employed,1111,3,2649,87,4315.55,5595.68,5340.99,6782.42,0.69,0.69,1216.53,0.69,4546.9,5628.4,1\\r\\n9305,2539,90,,0,self_employed,621,2,219,34,6690.39,8870.55,4832.28,10773.45,0.3,7267.71,0.3,12.76,6840.75,3484.73,0\\r\\n9306,1147,69,Female,0,self_employed,1096,2,1443,139,3514.49,3483.06,3488.12,3991.24,0.09,0.09,0.09,0.09,3498.23,3483.06,0\\r\\n9307,1224,53,Male,0,self_employed,751,2,138,53,1989.75,7458.62,6156.77,7545.42,0.27,1865.66,5471.7,0.27,5842.7,7037.41,1\\r\\n9308,5045,57,Female,0,self_employed,1020,2,145,21,1428.8,1428.8,1804.68,1379.1,1000.23,4046.71,357.37,589.51,1954.11,1566.82,0\\r\\n9309,850,48,Male,1,self_employed,834,2,2492,13,1533.9,28571.98,3498.98,4244.56,164.61,28736.04,59.61,31643.19,2867.6,4015.8,0\\r\\n9310,4232,54,Male,2,self_employed,905,3,259,,338.06,338.06,1949.8,1734.04,0.66,0.66,0.66,12143.51,338.06,3691.84,1\\r\\n9311,1137,23,Male,0,student,1154,2,171,30,2729.88,2908.45,2809.17,2735.9,0.01,302.87,328.59,488.59,2809.69,2797.62,0\\r\\n9312,5149,90,Male,0,self_employed,834,1,8,,1961.81,1961.81,1961.81,1949.39,0.29,0.29,0.29,0.29,1961.81,1961.81,0\\r\\n9313,4189,39,Male,2,salaried,996,2,195,4,9495.13,8881.97,8586.67,6957.53,1610.06,3236.31,1812.23,1588.69,8638.37,8460.22,0\\r\\n9314,4065,48,Male,0,self_employed,702,2,385,,5440.56,5440.56,5440.56,5405.93,0.11,0.11,0.11,0.11,5440.56,5440.56,0\\r\\n9315,4283,90,Male,0,self_employed,698,2,4366,5,40009.14,8398.42,18873.4,29891.59,31611.37,0.66,0.66,0.66,14938.57,8398.42,0\\r\\n9316,747,69,Male,0,retired,1096,2,614,14,1170.65,2761.82,1945.77,3620.65,1127.64,770.5,2718.81,0.5,1929.16,2438.92,0\\r\\n9317,5757,55,Male,0,self_employed,1525,3,1809,13,11500.04,19176.78,17680.49,-7209.85,316.89,637.27,8740.23,1428.8,16974.99,19436.77,1\\r\\n9318,2537,62,Female,0,self_employed,1020,1,5,0,19550.73,17475.23,19271.08,19416.21,1337.77,1337.77,0.63,4485.03,18945.89,17607.76,0\\r\\n9320,1207,49,Female,0,self_employed,1289,3,1916,4,1461.74,1461.74,1445.32,1450.72,1428.64,0.07,1428.64,0.07,1412.48,1461.74,1\\r\\n9321,4014,57,Male,0,salaried,1111,2,975,35,4763.6,3452.44,1922.87,1479.84,0.54,84.9,1935.43,1664.79,2601.69,1993.4,0\\r\\n9322,739,35,Male,,salaried,334,2,1880,52,4055.87,4055.87,2823.72,1748.41,0.64,4447.29,0.64,1431.77,4055.87,3374.95,0\\r\\n9323,2684,41,Male,0,salaried,1096,3,1376,25,2201.85,1538.99,1772.55,3191.37,1514.49,0.2,851.63,0.2,2413.47,1603.99,0\\r\\n9324,2842,39,Female,0,salaried,1020,1,567,14,404.01,1960.46,1820.71,3246.19,2314.87,1600.59,3873.14,790.77,959.87,1717.76,0\\r\\n9325,385,38,Female,0,self_employed,905,3,1582,48,2601.64,2601.64,2102.41,1165.64,0.33,714.61,0.33,0.33,2601.64,2348.19,0\\r\\n9326,1302,37,Female,0,self_employed,623,2,696,308,3065.17,3065.17,3275.31,3730.4,0.44,0.44,0.44,414.73,3065.17,3145.82,1\\r\\n9327,752,28,Female,,self_employed,38,3,861,182,3306.74,3339.17,3353.25,3474.34,0.7,0.7,0.7,0.7,3312.23,3350.24,0\\r\\n9328,183,50,Male,2,self_employed,1621,3,417,23,186.57,200.37,3076.86,334.34,14571.9,0.47,14871.41,2557.13,4646.6,433.49,0\\r\\n9329,6498,44,Male,0,salaried,1020,3,19,,1841.44,1823.18,1779.8,1537.13,0.56,0.56,0.56,0.56,1828.59,1821.97,0\\r\\n9330,869,55,Female,0,self_employed,1096,2,271,9,10705.36,10561.9,10694.53,12034.18,289.2,0.61,0.61,0.61,10602.27,10657.5,0\\r\\n9331,2612,35,Male,0,self_employed,995,2,200,73,3320.93,3399.5,3492.25,4938.58,0.7,0.7,157.84,200.7,3336.69,3444.66,0\\r\\n9332,215,37,Female,0,self_employed,169,2,416,23,19391.62,16708.26,8405.35,622.5,2683.97,6379.61,0.61,0.61,19143.5,5114.69,1\\r\\n9335,2061,90,,0,self_employed,1096,2,586,12,9556.82,7768.82,7700.9,5664.38,1986.83,0.16,0.16,0.16,8570.34,7349.58,0\\r\\n9336,1395,18,Male,0,student,1376,2,2069,252,1570.79,1570.79,1570.79,1558.88,0.14,0.14,0.14,0.14,1570.79,1570.79,0\\r\\n9337,1662,70,Female,0,retired,563,3,2845,9,8279.86,5644.25,4577.23,1667.82,5778.79,2871.64,3143.17,675.2,7186.63,4648.24,0\\r\\n9338,2873,52,Male,0,salaried,623,2,512,5,7340.39,7621.82,7772.02,4456.02,1.68,2.35,261.71,407.43,7491.32,7702.16,0\\r\\n9339,2868,69,Female,3,self_employed,491,3,619,41,11058.64,11065.26,9568.21,6654.05,0.67,84.6,7.29,0.67,11061.38,10566.65,0\\r\\n9340,4756,41,Male,0,self_employed,649,2,54,20,6442.07,3251.48,5067.96,5043.15,2739.74,0.17,1882.03,2285.89,5423.25,4483.04,0\\r\\n9341,623,31,Female,0,self_employed,1525,2,1024,0,139.99,150.84,1738.16,7.73,23143.5,0.64,30297.21,143.36,4931.49,265.94,1\\r\\n9342,7265,44,Female,2,self_employed,1096,1,134,6,697.25,397.36,8316.48,7533.09,4.14,19652.34,24143.74,32096.6,4761.23,11817.69,1\\r\\n9343,5421,61,Female,1,self_employed,1589,2,33,25,383.19,6140.32,3010.69,1752.37,1428.84,2857.43,8571.69,357.4,3558.07,4179.73,0\\r\\n9344,1190,47,Male,2,self_employed,61,2,856,75,2801.93,3000.51,2812.96,3056.19,0.59,0.59,201.76,201.76,2827.8,2914.21,0\\r\\n9345,4877,52,Female,0,self_employed,1020,1,5,0,7355.73,2955.14,3826.72,31438.91,13496.98,25714.51,9085.39,19717.37,726.1,7154.93,0\\r\\n9346,2900,51,Female,2,self_employed,334,2,2082,39,5272.79,5098.3,5130.87,5035.73,0.43,357.57,42.79,495.09,5114.68,5137.16,0\\r\\n9347,2082,37,Female,0,self_employed,1232,2,149,68,859.01,2330.44,6280.7,3606.93,0.54,0.54,1429.11,5714.83,1038.82,7705.1,1\\r\\n9348,2785,56,Male,0,salaried,1506,2,2204,0,10111.84,8669.56,6464.75,4724.12,1189.89,5253.53,4000.59,800.67,9397.93,5714.84,1\\r\\n9349,2216,75,Male,0,retired,146,2,885,9,1236.03,98.89,2269.39,2238.04,1566.11,5054.77,428.97,7143.26,624.01,3285.97,0\\r\\n9350,830,34,Female,0,self_employed,1232,3,900,117,5842.99,5914.42,6033.24,5279.46,0.39,0.39,71.81,205.96,5911.95,6047.04,0\\r\\n9351,246,26,Male,0,self_employed,363,2,269,20,5506.13,4087.87,4549.6,3114.36,1571.46,142.89,153.2,0.03,5390.12,4037.18,0\\r\\n9352,1912,47,Male,0,self_employed,61,2,1822,12,12271.24,8641.24,9213.27,9094.43,2857.54,0.4,0.4,0.4,10287.3,8641.24,0\\r\\n9353,2991,74,Male,0,retired,834,2,352,14,6818.27,3523.06,5807.49,971.27,23782.24,107.73,28572.75,1429.16,8446.78,4003.48,0\\r\\n9354,2822,67,Male,0,retired,421,2,775,168,2693.62,2826.09,4089.44,5707.5,0.56,0.56,286.27,2143.41,2813.34,4001.2,0\\r\\n9355,2727,38,Male,0,self_employed,649,3,1329,11,11315.7,10280.89,9408.26,5204.54,221.44,228.59,142.87,0.01,10316.4,9365.24,0\\r\\n9357,7545,34,Female,0,self_employed,1020,1,240,0,3192.99,4566.96,7483.91,2621.03,1522.77,234275.34,2945.6,176681.21,5050.83,4474.68,0\\r\\n9358,2337,62,Male,0,salaried,146,3,324,71,1191.59,3405.88,3099.37,3566.3,0.27,0.27,2157.41,112.48,2360.56,3442,1\\r\\n9359,5876,46,Male,1,self_employed,623,2,21,96,4121.64,4121.64,4121.64,4095.17,0.41,0.41,0.41,0.41,4121.64,4121.64,0\\r\\n9360,3395,38,Female,0,self_employed,1020,2,5,203,8894.71,9118.99,9011.42,7806.72,0.23,0.23,1267.37,571.66,9211.36,9077.46,0\\r\\n9361,1409,18,Male,0,student,575,3,583,,1518.28,1518.28,1518.28,1485.44,0.26,0.26,0.26,0.26,1518.28,1518.28,0\\r\\n9362,598,65,Male,3,self_employed,904,2,4419,103,182.57,6753.99,7677.15,3206.62,0.37,0.37,0.37,0.37,2044.63,6753.99,0\\r\\n9363,1313,27,Female,0,salaried,409,2,433,9,4159.71,3302.57,2832.77,13879.54,857.81,357.81,0.67,0.67,3649.86,3003.03,0\\r\\n9365,395,90,,,self_employed,905,1,634,115,6022.07,6022.07,3841.75,361.09,0.13,0.13,0.13,0.13,6022.07,4798.57,0\\r\\n9366,4069,67,Female,0,self_employed,1096,2,176,153,2841.41,2869.98,2867.54,2823.58,0.53,0.53,29.1,0.53,2856.19,2869.98,0\\r\\n9367,2075,29,Male,0,self_employed,200,3,1648,246,5225.11,5225.11,5225.11,5368.25,0.47,0.47,0.47,0.47,5225.11,5225.11,0\\r\\n9368,3276,88,Male,0,retired,491,1,93,102,202.68,200.49,2672.58,1422.68,0.07,0.07,0.07,0.07,200.57,200.49,0\\r\\n9369,1948,26,Male,0,student,1096,2,11,0,43780.09,39792.41,40538.61,41123.79,5470.93,913.8,1561.79,1529.54,40350.2,39740.02,0\\r\\n9370,284,37,Male,0,salaried,146,2,9,21,11857.31,773.51,3576.31,754.65,11084.47,0.67,0.67,0.67,9181.91,773.51,0\\r\\n9371,2748,38,Male,1,self_employed,621,3,950,182,19848.03,19745.3,19745.06,19560.13,0.2,0.2,0.2,0.2,19763.01,19649.2,0\\r\\n9372,873,51,Male,2,self_employed,15,2,461,13,359.95,238.2,1444.35,14544.86,57143.4,3571.97,50433.09,3357.49,2212.56,1571.27,0\\r\\n9373,3107,31,Male,0,self_employed,1020,2,163,11,1830.92,3908.51,4533.17,3769.26,1429.91,2160.28,3442.32,4430.23,2929.8,5635.84,0\\r\\n9374,4683,68,Male,0,self_employed,751,2,138,0,2255.46,3389.76,8985.77,9338.62,4090.73,0.26,1140.26,14926.56,2883.17,12350.02,1\\r\\n9375,1052,90,,,self_employed,1551,2,445,,8012.9,8012.9,8012.9,7962.14,0.11,0.11,0.11,0.11,8012.9,8012.9,0\\r\\n9376,1158,39,Female,0,self_employed,1020,3,501,129,11422.36,704.74,10856.86,10782.08,0.54,0.54,37329.11,0.54,22754.33,704.74,1\\r\\n9377,1285,39,Male,0,salaried,1020,2,227,163,3306.7,3735.28,3674.64,4292.64,0.37,0.37,428.94,7.51,3452.52,3736.2,0\\r\\n9378,1556,48,Male,0,self_employed,243,2,630,,7959.24,11030.67,10632.98,11039.67,0.63,0.63,4572.06,80.84,9754.81,11033.26,0\\r\\n9380,1914,26,Male,0,student,721,2,894,,4303.9,4303.9,4303.9,4276.64,0.59,0.59,0.59,0.59,4303.9,4303.9,0\\r\\n9382,1496,78,Male,0,salaried,409,2,440,28,94033.24,92999.65,92987.26,87432.07,1268.03,0.61,236.67,382.22,94053.34,93106.45,0\\r\\n9383,4077,50,Female,0,self_employed,1096,1,327,129,2287.47,2351.68,2370.02,2464.62,0.2,0.2,64.41,64.41,2305.18,2372.4,0\\r\\n9384,301,50,Male,2,salaried,409,3,1565,212,1064.88,1546.26,1585.08,1012.39,0.13,0.13,410.09,1428.7,1262.89,1672.99,1\\r\\n9385,601,44,Male,0,salaried,1232,2,794,13,10221.29,12977.43,12476.31,13264.15,5005.26,0.47,907.49,683.09,10062.3,16272.54,0\\r\\n9386,3094,69,Female,0,self_employed,904,1,78,262,6140.73,5859.23,6014.19,5953.53,0.34,0.34,147.41,286.06,5890.92,6006.7,0\\r\\n9387,3145,31,Female,0,salaried,146,2,41,,2018.14,2018.14,2018.14,2005.36,0.27,0.27,0.27,0.27,2018.14,2018.14,0\\r\\n9388,2824,74,Male,0,self_employed,1020,3,424,13,2357.64,2391.72,2494.35,2348.05,434.44,434.44,497.09,574.89,2346.7,2618.72,0\\r\\n9389,1181,29,Male,0,salaried,745,2,3942,125,593,111.43,2238.84,4731.56,0.39,0.39,2259.93,2623.25,641.29,449.53,1\\r\\n9390,803,8,Female,0,salaried,1232,2,148,3,2077.96,1577.96,1600.95,1181.64,500.23,0.23,0.23,0.23,1646.92,1577.96,0\\r\\n9391,1747,41,Male,5,self_employed,734,3,2190,55,2126.95,2155.52,1915.6,1028.96,0.13,43.99,0.13,0.13,2145.67,2165.96,0\\r\\n9392,1378,46,Male,1,self_employed,1096,3,363,147,1724.96,2012.47,2081.07,1703.84,0.31,0.31,216.4,216.4,1796.63,2079.52,0\\r\\n9393,317,61,Male,0,self_employed,834,2,2856,303,6409.38,4122.42,5215.5,3697.15,0.63,0.63,427.95,4004.09,5273.42,4772.66,1\\r\\n9394,2970,74,Female,0,retired,1020,2,19,115,2950.75,3093.61,3141.64,2317.14,0.14,0.14,143,0.14,3068.98,3086.8,0\\r\\n9395,1253,90,,0,self_employed,834,2,1924,139,2720.11,2720.11,2798.74,7945.26,0.19,0.19,0.19,0.19,2720.11,2720.11,0\\r\\n9396,1600,5,Male,0,student,1020,2,114,125,2592.56,2592.56,2592.56,1160.18,0.31,0.31,0.31,0.31,2592.56,2592.56,1\\r\\n9397,4500,31,Male,0,student,575,1,503,25,373.41,4149.71,1758.13,228.22,484.96,398.17,4285.73,0.01,2367.89,2616.62,1\\r\\n9398,1411,38,Male,0,self_employed,409,3,395,68,7358.32,7358.32,7553.41,7523.21,0.26,0.26,0.26,571.69,7358.32,7422.84,0\\r\\n9399,695,44,Male,,self_employed,1232,3,3455,11,3022.54,1634.78,2332.22,2631.36,1429.16,0.59,86.3,572.01,2423.31,1839.92,0\\r\\n9400,2595,37,Male,0,self_employed,1034,3,65,133,5956.76,6099.62,6097.97,5744.43,0.54,0.54,143.4,0.54,6094.69,6099.62,1\\r\\n9401,3800,66,Female,0,self_employed,1020,2,118,31,19352.39,19495.25,9562.24,2794.46,0.26,14428.83,0.26,0.26,19445.99,5960.81,0\\r\\n9402,3148,47,Male,2,self_employed,965,2,370,6,4537.68,2256.86,3440.32,3842.94,3286.06,1093.2,672.14,2385.99,2892.41,1828.66,0\\r\\n9403,2328,38,Male,0,self_employed,1046,2,1786,0,11435.36,10121.08,10237.95,9576.89,17028.71,728.71,0.14,571.57,10483.64,9738.24,0\\r\\n9404,2245,15,Female,0,student,1368,3,939,271,2672.48,2672.48,2672.48,2656.18,0.17,0.17,0.17,0.17,2672.48,2672.48,0\\r\\n9405,2133,29,Female,0,student,1096,2,975,6,1186.93,300.37,1437.76,1903.84,5714.59,0.3,4756.54,59.95,1506,1049.07,0\\r\\n9407,248,59,Female,,self_employed,1377,2,2393,251,2820.81,2820.81,2822.4,2811.62,0.56,0.56,0.56,3.41,2820.81,2822.7,1\\r\\n9408,2200,50,Female,0,self_employed,1111,3,651,21,8655.03,9142.7,8300.25,3051.29,286.37,119479.23,657.09,120824.34,9304.45,13332.45,0\\r\\n9409,2094,50,Male,3,salaried,146,3,354,3,3096.27,2971.05,1917.86,2322.08,2924.41,2922.72,1774.57,2232.05,1302.67,1588.53,0\\r\\n9410,629,33,Female,0,self_employed,702,3,385,229,2398.63,2398.64,2797.26,4022.62,0.06,0.06,0.06,13714.34,2398.64,3315.92,0\\r\\n9411,2949,51,Female,1,self_employed,1020,1,541,144,2400.75,2400.75,2470.64,4012.54,0.01,0.01,0.01,0.01,2400.75,2400.75,0\\r\\n9412,4412,69,Female,0,self_employed,1020,2,501,,3346.98,3346.98,3346.98,3266.71,0.49,0.49,0.49,0.49,3346.98,3346.98,0\\r\\n9413,3188,46,Male,0,salaried,1096,1,294,20,14302.78,8556.61,11396.62,7947.13,14963.21,15306.4,2797.33,26213.77,15919.16,13231.96,0\\r\\n9414,820,48,Female,0,self_employed,1589,2,33,0,1424.24,954.74,1521.7,1697.05,984.23,157.8,8.37,703.71,1476.06,1447.01,0\\r\\n9415,1983,66,Male,0,retired,623,3,696,9,2102.9,2865.3,2542.87,2985.62,174.76,144.51,1636.49,2185.75,2332.7,2461.17,0\\r\\n9416,6458,90,Male,0,self_employed,491,3,93,56,7461.97,7188.64,7154.31,5978.26,0.34,26.51,87.01,7.49,7473.92,7190.37,0\\r\\n9417,1439,35,Male,0,salaried,1232,2,2524,,8690.25,3170.64,3153.68,3356.85,0.57,0.57,297.59,632.43,5953.89,1789.31,0\\r\\n9418,886,44,Male,0,salaried,1335,2,3191,58,18332.82,19761.39,19480.03,19485.56,0.09,185.8,1428.66,0.09,19120.99,19743.41,0\\r\\n9419,3209,69,Male,0,retired,726,3,320,32,12479.32,12754.02,12965.48,13341.21,0.21,0.38,17.77,11.04,12696.25,12956.34,0\\r\\n9420,1423,52,Male,0,self_employed,623,2,81,39,3058.97,3052.93,3403.68,294.2,0.31,2857.46,0.31,0.31,3056.29,1265.96,1\\r\\n9421,1374,30,Male,0,salaried,879,2,1889,,2049.55,2049.55,2539.28,3329.36,0.6,0.6,0.6,1259.84,2049.55,2399.6,0\\r\\n9422,2260,38,Female,0,salaried,1084,1,60,12,3096.41,3016.11,3243.06,1341.52,88,128.7,109.14,1030.12,3098.48,3575.29,0\\r\\n9423,904,26,Female,0,student,409,3,27,,1660.08,1660.08,1660.08,1649.56,0.04,0.04,0.04,0.04,1660.08,1660.08,0\\r\\n9424,4710,42,Male,0,salaried,146,3,509,63,263.53,1666.09,1563.46,1891.42,0.19,0.19,2221.54,5996.53,1117.21,2231.33,0\\r\\n9425,217,65,Female,,self_employed,334,2,141,24,3438.92,3146.42,20799.13,5887.75,313.21,0.27,18.13,50388.84,3397,12321.25,1\\r\\n9426,2600,51,Female,0,self_employed,1232,2,185,80,1769.12,1728.06,2170.1,2323.97,0.5,0.5,0.5,1429.07,1717.16,2000.25,0\\r\\n9427,3157,43,Male,2,salaried,468,2,175,,8522.13,8522.13,8524.29,8472.11,0.16,0.16,0.16,0.16,8522.13,8524.51,0\\r\\n9429,1993,53,Female,0,self_employed,804,2,920,23,646.3,10646.3,4076.12,5.37,4285.83,0.11,14285.83,5001.66,3355.66,8394.52,1\\r\\n9430,3356,64,Female,0,self_employed,241,2,62,0,1539.16,1533.42,1532.98,1518.96,11.71,1.86,0.21,0.21,1533.61,1532.73,0\\r\\n9432,857,30,Male,,self_employed,751,2,1363,,363.43,2506.29,2235.35,2478.65,0.56,0.56,2143.41,0.56,1693.48,2506.29,1\\r\\n9433,591,90,,,self_employed,1020,3,1123,28,1162.67,2577.31,2100.96,688.61,3.78,1786.24,0.53,0.53,1696.15,3556.94,0\\r\\n9434,6740,77,Male,0,self_employed,996,2,450,28,983.45,919.17,1630.67,3062.78,72,43.43,14.86,186.29,986.9,961.11,0\\r\\n9435,4342,61,Female,0,self_employed,1438,1,151,5,31429.06,0.49,3337.92,0.49,31429.06,0.49,0.49,0.49,10012.8,0.49,0\\r\\n9437,1411,14,Male,0,student,15,1,69,88,376.72,376.72,7750,374.38,0.04,0.04,0.04,0.04,376.72,376.72,1\\r\\n9438,1190,67,Male,0,self_employed,904,2,2806,21,3106.53,1925.9,7815.53,8394.82,3104.39,12835.81,1894.64,23448.93,3498.27,7749.98,0\\r\\n9439,4763,35,Male,0,salaried,1438,2,151,179,2844.61,3425.92,3515.16,5104.28,0.3,0.3,0.3,0.3,2924.79,3500.93,0\\r\\n9440,1423,43,Male,0,salaried,1096,1,249,36,16100.15,23486.65,17247.86,13871.77,0.17,18975.73,2633.8,24752.36,20679.14,13190.4,0\\r\\n9441,502,70,Male,0,self_employed,1331,2,335,14,2182.92,7897.21,11039.32,30802.37,7143.44,0.59,12857.73,0.59,11148.44,7897.21,1\\r\\n9442,516,52,Male,,self_employed,1096,3,1669,3,115.13,2.72,1482.58,6603.38,52164.21,2015.21,58187.51,2221.71,1506.56,281.25,0\\r\\n9444,2939,37,Male,0,salaried,1020,3,47,0,1640.37,1747.85,1854.88,2216.92,621.71,357.43,729.2,646.27,1630.38,2036.37,0\\r\\n9445,3167,67,Female,0,self_employed,1232,3,52,27,2071.6,1968.53,2094.86,1773.15,461.73,1.06,127.91,294.25,2106.84,2101.75,0\\r\\n9446,1565,80,Male,0,self_employed,1020,1,16,0,2034.97,1052.35,1867.55,2240.38,6214.67,5428.96,5214.67,8143.96,1531.42,2153.12,0\\r\\n9447,2619,66,Male,2,retired,834,2,515,30,5126.81,5852.52,3297.67,2898.57,0.31,5143.99,986.03,2748.59,5718.53,3237.26,1\\r\\n9449,5555,71,Male,0,self_employed,491,2,279,24,7776.66,7106.3,8902.79,11563.02,7142.87,1.44,2857.16,79.37,8747.82,7498.12,0\\r\\n9450,1350,40,Female,0,self_employed,1437,3,1063,125,3004.94,3004.94,3002.31,2839.97,0.34,0.34,0.34,0.34,3004.94,3002.15,0\\r\\n9451,4444,36,Male,1,self_employed,1149,2,59,40,7965.62,8196.11,8240.52,4808.7,0.04,7.25,230.53,230.53,8021.26,8236.3,0\\r\\n9452,1125,40,Female,0,salaried,334,2,1866,0,9282.42,8305.26,7377.06,4307.69,977.33,992.99,0.17,0.17,8338.96,7376.5,0\\r\\n9453,1978,46,Male,0,salaried,1579,3,953,3,393.97,2688.3,2503.77,986.88,3092.86,2378.57,5386.37,2286.37,2079.92,2740.01,1\\r\\n9454,905,32,Male,0,salaried,822,2,520,10,1744.6,758.02,1446.64,2400.55,371.99,0.56,770.08,143.41,1408.64,931.28,0\\r\\n9455,3222,33,Male,0,salaried,485,3,1218,196,2341.55,2556.07,2867.17,3788.52,0.07,0.07,2284.28,6368.78,2123.15,3184.5,0\\r\\n9456,1084,34,Male,0,salaried,179,2,641,,5714.52,8314.52,7686.5,4535.99,0.04,0.04,3828.61,1485.76,7373.14,7932.45,1\\r\\n9457,2855,33,Male,0,student,1232,2,427,4,8072.49,5675.5,4609.73,1829.45,5736.13,8107.56,3010.56,3725.06,6249.79,4932.27,0\\r\\n9458,1323,45,Female,0,self_employed,1597,2,2761,87,2515.09,2157.95,2139.01,1434.52,0.41,0.41,0.41,0.41,2170.27,2157.95,0\\r\\n9459,226,61,Male,0,retired,904,3,2623,53,4977.82,1591.06,5055.29,23256.66,0.01,5000.01,2985.07,0.01,3040.11,3172.4,0\\r\\n9460,2709,55,Female,0,self_employed,1020,2,455,131,16447.54,19520.58,19161.12,8931.22,0.23,0.23,0.23,0.23,18442.21,19520.58,0\\r\\n9461,1912,35,Male,0,self_employed,363,2,269,,598.74,3455.88,3193.16,3433.99,0.2,0.2,2857.34,0.2,2667.7,3455.88,1\\r\\n9462,3338,46,Male,0,self_employed,1096,1,249,20,816.1,123.62,2241.89,463.89,48121.71,0.29,51486,828.86,5758.68,439.78,1\\r\\n9463,4055,67,Male,0,self_employed,1096,2,1343,19,4126.3,3572.73,4456.11,6484.03,782.39,5803.93,228.81,6321.9,4158.08,2632.66,0\\r\\n9464,1342,74,Female,0,retired,665,2,903,67,6171.51,6171.51,4667.71,90.35,0.59,0.59,0.59,0.59,6171.51,6171.51,1\\r\\n9465,977,37,Male,0,self_employed,61,2,476,27,4955.76,6323.4,8524.37,6727.71,571.99,0.56,2082.49,7658.33,5660.86,10440.51,1\\r\\n9466,1737,38,Female,0,self_employed,,2,1651,31,4391.87,4391.87,4165.29,4009.16,0.31,357.46,0.31,0.31,4391.87,4069.29,0\\r\\n9467,1026,54,Female,0,salaried,146,2,2011,12,4491.69,1820.7,2843.09,4288.5,2185.76,471.47,11657.62,285.76,3524.28,1722.16,0\\r\\n9468,5113,42,Female,0,self_employed,623,3,21,36,7606.17,11795.29,11802.03,6131.06,0.07,2329.56,11099.96,6272.17,11007.32,14679.48,0\\r\\n9469,6809,84,Female,0,retired,965,1,370,3,77083.3,37179.07,47743.07,5697.58,40634.02,714.44,0.16,0.16,67086.89,36408.75,0\\r\\n9471,4601,49,Male,0,self_employed,479,3,234,52,3777.23,4134.37,4294.04,2208.86,0.31,2466.54,357.46,1786.03,3949.64,4420.44,0\\r\\n9472,1179,26,Male,0,salaried,904,2,78,67,1660.64,1810.64,2006.69,1876.64,0.03,0.03,221.46,192.89,1736.99,1974,0\\r\\n9473,1185,60,Female,0,self_employed,834,3,18,19,1192.61,3324.96,6787.78,4420.74,714.44,857.3,1418.21,0.16,2275.63,8624.49,1\\r\\n9474,2725,51,Female,0,self_employed,334,2,676,48,7652.36,8139.78,8099.41,8677.41,0.47,1857.61,0.47,1502.71,7736.79,8195.07,0\\r\\n9475,1236,27,Male,0,salaried,15,3,299,0,2729.66,3322.28,3722.13,4840.26,1.47,0.04,594.09,757.86,3141.4,3420.07,0\\r\\n9476,2383,33,Male,2,self_employed,1232,2,837,0,9508.85,8263.49,8410.61,7194.46,3343.23,1057.51,2097.87,1993.63,8368.72,8880.94,0\\r\\n9477,2961,44,Male,1,salaried,1020,3,667,,1832.11,1242.5,2659.6,3667.63,0.4,0.4,866.9,652.24,2086.97,1655.92,0\\r\\n9479,2072,53,Male,0,salaried,1092,1,624,19,8511.5,2908.5,4322.86,3130.79,5600.37,0.37,0.37,201.01,6771.08,3089.04,0\\r\\n9480,1370,34,Male,3,salaried,1096,2,584,20,3197.68,3223.24,1799.89,482.68,607.54,3554.78,590.24,428.97,3424,1855.08,1\\r\\n9481,946,49,Male,0,salaried,1020,3,60,3,768.74,7179.58,2395.97,1806.66,189.2,5150.74,6528.61,100.04,1716.85,3334.32,1\\r\\n9482,6629,71,Male,2,salaried,334,3,1852,16,566.5,597.14,1462.73,589.69,2189.61,2746.93,2273.43,3257.01,885.82,1969.61,1\\r\\n9483,1297,38,Female,0,self_employed,834,2,466,28,15833.59,12069.03,15603.68,18336.83,7143,0.14,4092.73,1485.91,17013.18,13746.87,0\\r\\n9484,1683,50,Female,0,self_employed,526,2,421,17,2297.12,1911.41,2331.06,3712.09,386.36,12.64,0.64,651.21,2150.82,1941.29,0\\r\\n9485,5941,55,Male,1,self_employed,1149,1,59,32,2000.58,2000.58,1548.8,7456.59,0.44,354.43,0.44,0.44,2000.58,1572.69,0\\r\\n9486,376,44,Male,0,salaried,579,2,192,180,528.38,1909.29,1544.99,1156.73,0.26,0.26,2809.75,0.26,815.73,1909.29,1\\r\\n9487,1615,42,Male,0,self_employed,1020,2,997,48,4160.54,6431.83,5138.95,11382.38,0.14,244.19,670.84,612,4118.91,5838.75,0\\r\\n9489,1272,68,Female,0,self_employed,409,2,503,3,5602.12,5880.69,5509.7,4315.5,1628.67,200.1,1428.67,0.1,5690.3,5676.08,0\\r\\n9490,1697,50,Female,0,salaried,1613,2,512,331,4529.33,4529.33,4529.33,4499.71,0.34,0.34,0.34,0.34,4529.33,4529.33,0\\r\\n9491,1379,37,Male,0,self_employed,1477,3,2418,40,8640.91,10312.03,10892.43,7311.7,0.04,3.04,2000.04,121.81,9692.88,10410.25,1\\r\\n9492,1319,30,Male,0,self_employed,409,2,1386,18,3819.44,3668.04,3663.05,3331.58,214.77,571.9,63.38,489.31,3778.25,3588.87,0\\r\\n9493,480,40,Male,0,self_employed,131,2,3751,0,1926.48,1560.05,1919.29,4718.43,857.76,0.61,886.33,522.04,1306.38,1787.05,0\\r\\n9494,3057,78,Male,0,self_employed,905,2,1421,,2552.39,2552.39,2552.39,2536.22,0.33,0.33,0.33,0.33,2552.39,2552.39,0\\r\\n9495,374,40,Female,,self_employed,66,2,1427,49,4475.75,5762.17,4972.64,4890.43,0.44,1286.16,1672.59,0.44,5094.05,5347.43,0\\r\\n9496,3047,45,Female,0,salaried,1020,2,79,95,6759.47,6748.33,6715.5,6313.79,0.17,0.17,0.17,0.17,6751.78,6715.11,0\\r\\n9497,1385,63,Female,0,self_employed,1598,3,2019,11,1122.62,1652.45,1729.05,1264.27,11.81,11.83,1086.41,429.27,1423.41,1788.89,0\\r\\n9498,2911,70,Male,0,retired,334,2,574,3,2717.75,1527.49,1482.09,1055.94,1501.44,125.77,196.9,0.69,1821.5,1438.48,0\\r\\n9499,1483,59,Male,0,self_employed,84,2,37,103,2674.79,2672.56,2672.66,1482.17,0.26,0.26,0.26,0.26,2672.87,2672.56,0\\r\\n9500,2412,65,Female,0,self_employed,1020,2,667,,1497.73,1497.73,1500.02,1488.21,0.6,0.6,43.46,0.6,1504.62,1497.73,0\\r\\n9501,3706,42,Male,0,salaried,146,3,354,,5649.38,6249.77,7199.55,6370.65,0.09,0.09,1816.92,3375.78,6794.25,7407.24,0\\r\\n9502,3059,29,Male,0,self_employed,452,3,637,52,5182.32,5182.32,3456.25,335.66,0.61,4414.9,0.61,0.61,5182.32,4609.85,0\\r\\n9503,1928,65,Female,0,self_employed,1084,2,1102,6,14145.88,3848.57,10178.55,10961.61,12880.04,0.19,0.19,0.19,7966,8465.11,0\\r\\n9504,2393,25,Female,0,student,575,1,44,4,836.82,2202.21,1762.64,2849.02,26.36,1375.65,1391.76,506.96,1477.41,1605.65,0\\r\\n9506,1127,64,Male,0,salaried,1525,2,3354,32,2521.49,3207.2,2543.83,2663.99,0.29,1091.96,800.29,286,2761.88,2284.04,0\\r\\n9507,1993,43,Female,0,self_employed,1318,3,1892,32,193.33,227.54,3381.64,535.09,0.04,550.04,0.04,7321.47,206.54,2833.07,1\\r\\n9508,1110,60,Female,0,salaried,146,2,2815,341,380.33,380.33,2899.53,2505.05,0.59,0.59,0.59,28572.01,380.33,5334.24,1\\r\\n9509,1530,19,Female,0,student,1020,2,212,62,7488.96,7488.96,8118,6174.38,0.53,0.53,0.53,1200.53,7488.96,8224.45,1\\r\\n9510,2349,38,Female,0,self_employed,1525,3,1440,121,542.98,198.7,1656.48,-16506.1,0.33,0.33,0.33,0.33,376.78,198.7,1\\r\\n9511,920,60,Female,0,self_employed,1020,1,291,143,1318.72,1318.72,2227.15,2226.44,0.16,0.16,14285.87,7143.01,3781.77,1549.14,0\\r\\n9512,999,58,Male,0,salaried,623,2,444,48,5762.01,5776.9,5857.15,8089.98,0.46,5.31,15.35,7,5762.6,5776.02,0\\r\\n9513,2026,73,Male,0,salaried,1216,3,1278,237,8052.1,9535.68,9238.73,9603.65,0.56,0.56,1484.13,71.99,8513.51,9561.02,0\\r\\n9514,603,66,Female,,self_employed,225,2,1957,314,8603.06,8631.64,8633.52,7476.11,0.33,0.33,0.33,0.33,8605.03,8633.48,1\\r\\n9515,2214,74,Male,0,self_employed,656,3,1335,59,73752.45,67097.35,52672,8594.53,0.24,117000.24,0.24,57143.1,67556.32,82466.01,0\\r\\n9516,4168,47,Male,0,salaried,1121,2,43,357,2073.71,2073.71,2073.71,2060.58,0.56,0.56,0.56,0.56,2073.71,2073.71,0\\r\\n9517,2354,15,Male,0,student,690,3,650,73,4909.94,4924.22,4873.12,4829.26,0.16,0.16,0.16,14.44,4912.4,4939.89,0\\r\\n9518,1776,73,Male,0,salaried,1589,2,147,,1551.53,1980.1,1955.99,2223.83,0.56,0.56,429.13,35.28,1847.1,2006.05,0\\r\\n9519,1255,46,Female,0,self_employed,409,3,484,195,2059.19,2059.19,2059.19,2042.93,0.34,0.34,0.34,0.34,2059.19,2059.19,0\\r\\n9520,297,66,Female,0,self_employed,1096,3,1559,14,6459.17,5589.79,4814.29,1530.72,33.06,1643.56,0.7,286.41,6284.03,5128.96,0\\r\\n9521,5619,90,Male,0,self_employed,656,3,341,347,1776.99,1776.99,1909.91,2196.28,0.11,0.11,0.11,291.03,1776.99,1880.22,0\\r\\n9522,1389,34,Male,3,self_employed,146,2,1748,4,2795.27,1945.22,2529.37,2961.65,1786.31,0.6,805.92,2310.79,1961.58,2653.55,0\\r\\n9523,900,65,Male,0,self_employed,666,2,2752,11,1593.82,283.91,2234.18,1905.55,5481.56,5219.41,4171.64,7952.34,2211.7,1767.28,0\\r\\n9524,633,36,Male,0,self_employed,834,2,478,21,940.37,947.52,2630.07,4520.96,7.27,1428.7,0.13,5000.13,943.08,2405.65,0\\r\\n9525,1312,40,Female,0,self_employed,834,2,105,10,38.18,47.91,1654.56,42.56,15461.98,0.29,28571.71,0.29,4867.86,47.91,0\\r\\n9527,2763,39,Male,0,self_employed,395,2,454,178,3395.99,3395.99,2966.81,2666.54,0.03,0.03,0.03,0.03,3395.99,3164.05,0\\r\\n9528,2144,67,Male,0,retired,15,2,779,25,10960.23,12642.09,12157.91,11633.16,157.2,471.49,2004.06,29.29,11894.76,12364.56,0\\r\\n9529,4244,34,Female,0,self_employed,834,2,277,19,3388.49,3113.85,3507.9,3451.8,274.99,274.99,0.34,1202.94,3303.26,3407.1,1\\r\\n9530,4060,78,Female,0,self_employed,334,2,323,22,35155.74,36577.75,36122.72,38070.28,302.3,915.3,1672.51,1976.87,35414.64,36109.47,0\\r\\n9531,2452,41,Female,1,self_employed,1111,2,975,23,3087.42,2017.22,2282.58,1741.24,1071.9,0.47,111.94,0.47,2920.16,2017.22,0\\r\\n9532,1588,38,Male,0,self_employed,6,2,2044,0,25647.5,6995.87,6377.92,3025.14,8362.21,1.83,3239.93,864.64,10503.24,5218.42,0\\r\\n9534,564,45,Male,0,self_employed,889,2,2070,6,849.24,6839.39,5736.59,5822.66,793.41,0.56,6786.27,0.56,3786.43,6837.14,1\\r\\n9535,1585,28,Male,0,salaried,1243,2,2178,0,4380.55,4786.49,2851.64,722.03,774.51,12017.67,1583.14,8654.7,4534.8,3321.18,0\\r\\n9536,682,20,Male,0,student,834,1,219,160,9533.76,9533.76,9533.76,7406.85,0.13,0.13,0.13,0.13,9533.76,9533.76,1\\r\\n9537,3126,58,Male,3,self_employed,1315,3,250,194,4388.38,802.57,3846.37,1560.94,0.41,0.41,7143.27,0.41,8800.9,1137.35,0\\r\\n9538,1963,76,Male,0,self_employed,1020,1,321,44,2444.24,2374.24,2187.63,3789.96,0.2,271.63,17.34,0.2,2402.17,2220.63,0\\r\\n9539,326,32,Female,0,salaried,1232,1,52,20,900.22,1196.66,4456.56,2809.72,1078.69,1928.69,1440.85,7571.61,1483.32,6166.39,0\\r\\n9541,1673,34,Female,4,salaried,334,2,390,39,850.23,21061.16,8996.94,7303.8,0.09,14582.29,10285.63,4280.82,5488.52,11764.1,1\\r\\n9542,1316,42,Male,0,self_employed,388,2,130,6,6713.68,5856.53,5519.24,881.24,857.31,0.17,0.17,0.89,6063.43,5857.02,0\\r\\n9543,2039,33,Female,0,salaried,1020,2,84,14,3038.46,2888.53,2824.5,2326.57,150.31,150.31,0.39,0.39,2960.91,2820.82,0\\r\\n9545,5483,58,Female,0,self_employed,1096,2,92,40,21784.7,21716.58,20849.15,18417.7,0.2,1857.34,0.2,133.57,21742.87,20580.72,0\\r\\n9546,2957,37,Male,0,self_employed,334,2,166,33,20000.89,20395.53,19314.37,20535.3,0.03,171.46,394.67,257.17,20068.93,18834.93,0\\r\\n9547,5286,47,Female,0,self_employed,409,3,886,203,3035.9,2923.11,2911.59,2170.12,0.34,0.34,10.14,10.14,3027.69,2861.15,0\\r\\n9548,1706,70,Male,0,self_employed,630,2,2000,19,7544.5,7475.03,8566.12,11301.2,12.16,22.91,27.26,2264.26,7490.77,7732.04,0\\r\\n9549,1419,43,Male,0,self_employed,1020,1,2,,5391.42,5359.16,5363.14,5233.26,0.1,0.1,0.1,0.1,5391.42,5359.16,0\\r\\n9550,287,30,Male,0,self_employed,15,1,299,30,1428.89,1251.5,1469.52,1671.15,0.31,953.89,0.31,714.6,1567.1,1202.42,0\\r\\n9551,6630,81,Male,0,self_employed,1096,2,292,72,6757.29,6766.89,6603.97,5386.8,0.03,0.03,6.74,0.03,6763.64,6591.93,0\\r\\n9552,2742,72,Male,0,retired,512,3,190,79,10291.03,10291.03,10282.56,10127.42,0.03,0.03,0.03,0.03,10291.03,10291.03,0\\r\\n9553,2316,41,Female,0,self_employed,656,1,1315,,2154.97,2154.97,2154.97,4902.01,0.67,0.67,0.67,0.67,2154.97,2154.97,0\\r\\n9554,1411,41,Female,0,self_employed,1327,2,2460,201,618.04,1689.47,1470.26,1931.25,0.29,0.29,1071.71,0.29,1031.84,1689.47,1\\r\\n9555,420,44,Female,,self_employed,1388,1,42,105,11771.48,11768.77,13641.88,2713.17,0.26,0.26,0.26,0.26,11770.64,14532.99,0\\r\\n9556,2796,56,Male,0,salaried,1589,2,33,,4400.05,4400.05,4435.38,5603.32,0.44,0.44,0.44,143.3,4400.05,4434.61,0\\r\\n9557,2138,57,Male,3,self_employed,1076,2,1246,188,2426.18,2425.76,2426.24,2418.6,0.47,0.47,0.47,0.47,2425.86,2425.76,0\\r\\n9558,1297,36,Male,2,self_employed,1494,3,904,61,878.45,900.53,1647.03,1307.2,0.06,0.06,0.06,3549.44,878.45,2503.48,0\\r\\n9559,1687,52,Male,0,self_employed,1084,2,1102,21,3876.41,4974.81,6553.96,10246.05,1.71,4.01,1097.73,3888.27,4483.63,6242.66,1\\r\\n9560,2792,70,Male,0,retired,1096,3,294,118,2718.77,3075.92,1971.24,631.28,0.24,0.24,714.53,0.24,2903.5,2292.67,0\\r\\n9561,4363,63,Male,1,self_employed,904,2,594,7,2822.44,2987.91,6755.92,4406.28,60000.39,15728.96,130789.97,21286.1,6983.15,5771.65,0\\r\\n9562,4094,64,Female,0,salaried,479,1,234,,2450.3,2450.3,2460.97,2458.49,0.3,0.3,0.3,24.16,2450.3,2458.44,0\\r\\n9563,2588,14,Female,0,student,436,2,605,,2038.83,2031.69,2026.74,1992.77,0.46,0.46,0.46,0.46,2033.66,2026.85,0\\r\\n9564,2154,40,Female,0,self_employed,1232,2,633,23,5201.44,4712.22,4843.12,4835.84,517.44,0.37,0.37,0.37,5085.91,4712.22,0\\r\\n9565,1260,44,Male,3,salaried,1525,2,276,40,2704.02,2750.3,2180.38,1305.53,0.43,21.86,2778.14,50.43,2271.92,2162.51,0\\r\\n9566,5045,57,Male,0,,,2,20,132,2262.75,2697.57,2760.79,3069.08,0.01,0.01,419.14,322.38,2416.59,2818.88,0\\r\\n9567,2074,26,Male,0,salaried,617,2,229,27,1587.96,1599.06,1649.89,1785.22,28.89,0.31,39.39,22.27,1600.89,1627.46,1\\r\\n9568,585,36,Male,0,salaried,,2,811,76,5714.4,5714.4,5568.17,4093.14,0.47,0.47,0.47,0.47,5714.4,5714.4,0\\r\\n9569,1606,24,Female,0,student,61,2,1367,67,274.81,479.38,1476.63,2056.12,0.51,0.51,0.51,1857.66,451.17,1883.26,1\\r\\n9570,5015,47,Female,0,self_employed,1096,2,27,59,35.81,112.01,1608.72,23719.07,0.06,4933.5,0.06,15142.91,38.44,884.05,0\\r\\n9571,1343,65,Male,0,self_employed,334,3,1052,,1454.62,1454.62,1454.62,1443.88,0.33,0.33,0.33,0.33,1454.62,1454.62,0\\r\\n9572,3141,54,Female,0,self_employed,834,3,18,63,2021.59,1887.85,4285.19,925.58,0.41,0.41,0.41,8720.96,1912.87,4804.58,1\\r\\n9573,4576,61,Female,0,self_employed,575,3,1202,49,1916.34,2870.3,2679.47,3392.7,0.61,1575.61,1642.51,1721.11,2146.23,2701.88,0\\r\\n9574,1342,38,Male,1,self_employed,951,3,2713,1,1933.31,1996.8,2140.87,1418.12,6.17,1149.04,51.41,2000.27,1780.83,2332.69,0\\r\\n9575,6391,62,Male,1,self_employed,318,2,1324,18,2633.6,8229.65,8528.67,16757.57,357.21,857.21,5899.4,2342.26,5009.79,9970.58,1\\r\\n9576,4897,47,Female,2,self_employed,1178,2,526,172,1648.48,1583.99,1500.22,1953.98,0.03,0.03,0.03,312.39,1591.58,1455.75,0\\r\\n9577,1567,42,Male,0,salaried,485,2,1509,292,8949.95,8964.23,8973.23,9974.21,0.39,0.39,0.39,0.39,8959.3,8972.99,0\\r\\n9578,3231,31,Male,2,self_employed,834,2,14,10,2926.6,1993.41,2942.23,3718.04,8771.59,11491.54,5502.78,44867.4,3912.51,1852.51,0\\r\\n9579,2158,28,Male,0,student,834,3,1929,139,2108.98,2108.98,2108.98,2118.29,0.26,0.26,0.26,0.26,2108.98,2108.98,0\\r\\n9580,639,38,Female,0,self_employed,977,2,2243,206,3673.81,3767.59,3827.68,4026.36,0.01,0.01,0.01,142.87,3701.44,3842.12,0\\r\\n9581,5502,49,Male,0,salaried,1111,2,2830,23,8095.46,5095.46,6397.81,5921.5,714.64,0.36,0.36,1286.07,7262.94,5551.68,0\\r\\n9583,1914,25,Female,0,student,834,3,1242,7,2217.07,10976.96,6800.89,6677.47,1240.73,4855.81,10000.61,0.61,7532.66,6748.24,1\\r\\n9584,1925,33,Male,0,self_employed,925,3,957,,1888.13,1888.13,1888.13,1876.17,0.43,0.43,0.43,0.43,1888.13,1888.13,0\\r\\n9585,1537,37,Female,0,self_employed,372,2,236,26,23112.39,22701.04,22629.35,21324.33,411.84,411.84,0.49,0.49,23069.84,22555.07,0\\r\\n9586,5341,59,Male,2,self_employed,1096,2,4110,305,4435.21,5006.64,4936.41,5331.34,0.6,0.6,1143.46,0.6,4740.63,5006.64,0\\r\\n9587,1492,24,Male,0,student,409,2,217,17,1432.29,1432.29,1481.99,1548.41,357.31,428.74,0.17,0.17,1469.23,1487.59,0\\r\\n9588,3037,59,Male,2,self_employed,1020,1,47,20,4094.41,21266.23,16521.69,19987.1,723.5,7143.14,17727.46,1474.36,18431.94,16141.22,1\\r\\n9590,3007,68,Female,0,self_employed,,1,175,1,2952.42,2173.83,3682.89,4991.05,218.31,2915.8,0.01,4168.59,2593.26,2585.65,0\\r\\n9591,728,34,Male,2,self_employed,415,3,2168,46,4312.37,4662.65,4628.12,1645.41,0.04,500.04,350.33,493.19,4396.92,4761.42,0\\r\\n9592,4185,43,Male,0,self_employed,1315,2,250,4,29271.71,4728.85,6709.31,2005.11,57400.53,1237.67,32857.67,0.53,12573.18,4063.04,0\\r\\n9593,1021,49,Female,,self_employed,574,2,3255,234,6132.38,6132.38,6132.38,6096.36,0.09,0.09,0.09,0.09,6132.38,6132.38,0\\r\\n9594,842,49,Male,0,self_employed,1480,2,2938,4,7042.92,5878.59,5860.34,5944.85,128.63,157.2,0.06,0.06,6058.65,5826.52,0\\r\\n9595,894,31,Male,0,self_employed,905,3,2200,9,19797.03,19380.56,19263.53,15758.54,559.57,512.99,143.1,143.1,19514.32,19202.65,0\\r\\n9596,1380,70,Female,0,self_employed,146,1,76,21,1437.98,2096.36,2031.28,4354.75,0.07,0.07,660.7,0.06,1902.4,2096.35,0\\r\\n9597,1577,37,Female,0,self_employed,563,3,651,74,741.72,2228.87,1463.6,573.57,0.07,0.07,1430.07,0.07,1454.73,2209.51,0\\r\\n9598,744,34,Female,,self_employed,1020,2,212,0,7048.86,4084.58,3972.07,3348.93,2964.57,843.14,0.29,0.29,5074.23,3471.67,0\\r\\n9599,1984,43,Female,0,self_employed,531,3,433,112,2173.59,2762.42,2213.4,2008.34,0.24,0.24,1375.46,643.1,2261.78,2280.45,0\\r\\n9600,1734,47,Male,0,self_employed,15,2,2115,42,141.45,2570.02,1505.28,1592.19,0.33,602.99,0.33,0.33,308.94,2239.53,1\\r\\n9601,3108,35,Male,0,self_employed,318,1,108,11,10812.22,8330.69,9183.36,5899.66,4562.8,1642.83,2074.13,4886.35,10078.81,8537.88,1\\r\\n9602,2821,43,Female,0,self_employed,1020,2,159,0,9022.01,8500.04,7781.55,5326.09,71.99,0.56,264.3,0.56,8538.87,8098.63,0\\r\\n9603,1754,33,Male,0,self_employed,696,2,753,44,12285.34,12285.34,11967.36,11566.31,0.53,643.39,0.53,0.53,12285.34,11974.28,0\\r\\n9604,1232,70,Male,0,salaried,965,1,37,0,2842.29,4971.8,3155.55,2770.64,316.31,2491.94,706.67,116.39,4821.05,2818.54,0\\r\\n9605,1888,13,Male,0,student,740,3,1902,307,5110.48,5110.48,5110.48,5079.18,0.54,0.54,0.54,0.54,5110.48,5110.48,0\\r\\n9606,4389,39,Male,1,self_employed,834,3,22,0,5291.2,3887.53,2990.1,339.95,4724.51,1886.16,3324.63,529.07,4458.64,2896.91,0\\r\\n9607,1400,73,Female,0,self_employed,1096,1,617,12,7950.35,6383.35,6288.75,2425.69,2281.89,2194.03,0.6,0.6,7770.51,6203.32,0\\r\\n9608,2720,39,Male,0,salaried,1020,2,79,,2317.78,2746.35,2794.13,2799.89,0.69,0.69,857.83,572.11,2623.2,2921.47,0\\r\\n9609,5922,44,Male,1,self_employed,221,2,30,,2260.67,1982.09,1583.92,834.82,0.64,0.64,150.64,0.64,2153.28,1760.67,0\\r\\n9610,1634,43,Male,2,self_employed,1232,2,794,6,2720.77,5214.09,1863.66,342.42,4198.76,5595,7047.72,1146.03,3267.03,1776.42,1\\r\\n9612,3603,50,Male,4,self_employed,1020,3,567,20,3264,1259.31,2448.34,2270.17,2471.73,3337.51,283.04,2978.34,2808.75,2179.94,0\\r\\n9614,2855,31,Male,0,self_employed,665,3,569,19,2564.76,2136.19,2743.67,6182.32,428.9,131.64,0.33,1144.61,2431.76,2355.86,1\\r\\n9615,269,71,Female,,self_employed,1020,1,79,256,1448.7,1448.7,1448.7,1441.9,0.64,0.64,0.64,0.64,1448.7,1448.7,0\\r\\n9616,954,59,Female,2,self_employed,572,2,189,11,1859.08,3245.79,5576.67,4576.43,986,1438.14,0.29,0.29,1500.75,3363.4,0\\r\\n9617,488,2,Male,,student,904,2,78,4,2367.9,2282.19,2287.11,2254.06,86.07,0.36,0.36,0.36,2296.96,2282.19,0\\r\\n9618,6225,49,Male,0,self_employed,1020,2,411,41,2289.92,2575.64,2772.13,4023.26,0.34,88.41,286.06,321.77,2516.52,2678.02,1\\r\\n9619,1356,37,Male,0,self_employed,579,3,2744,18,71.62,2499.76,4929.59,418.6,3003.13,111811.79,5425.54,109495.99,1227.28,13327.13,1\\r\\n9620,5439,49,Male,0,salaried,1096,2,924,0,6210.67,8619.71,8803.1,15793.18,10046.31,0.2,11972.47,18.76,5719.68,8887.09,0\\r\\n9621,2806,46,Male,3,self_employed,1181,2,186,114,3116.2,3799.97,4277.3,4208.76,0.33,0.33,554.46,5459.66,3442.93,4935.78,0\\r\\n9622,1890,39,Male,2,self_employed,1100,2,1992,122,3417.35,4319.99,4133.67,4895.03,0.47,0.47,188.83,188.83,3499.76,4356.45,0\\r\\n9623,1418,70,Male,2,self_employed,834,3,2667,10,1578.8,1496.71,1450.46,1223.13,250.47,224.64,229.1,136.24,1503.08,1447.72,0\\r\\n9624,6864,55,Male,0,self_employed,834,2,1242,67,1916.52,2080.14,2816.77,7012.14,0.1,0.1,13161.24,0.1,4501.92,2080.14,0\\r\\n9625,3175,27,Male,0,salaried,904,3,3950,11,5002.01,24404.86,16900.36,20730.63,2200.53,3029.1,21603.39,0.53,9194.13,22821.91,1\\r\\n9626,2152,49,Female,0,self_employed,1096,1,273,0,1355.88,568.26,2059.04,2375.99,4043.86,1639.41,4494.56,3727.9,2470.84,1750.17,0\\r\\n9627,530,25,Male,0,self_employed,1232,2,2493,7,3253.89,2554.06,2189.86,870.21,715.01,786.27,17.7,447.16,2738.04,2157.87,1\\r\\n9628,593,38,Male,3,self_employed,1021,3,2119,28,4530.15,3602.39,4194.43,5646.61,3220.17,0.41,2292.41,149.56,5373.38,3621.64,1\\r\\n9629,1618,52,Male,0,self_employed,1477,2,724,228,657.78,2286.35,2136.6,2370.87,0.29,0.29,1628.86,0.29,1837.09,2286.35,1\\r\\n9630,1635,27,Male,0,salaried,1621,3,50,9,6980.96,6805.5,4757.74,3329.2,30.2,0.21,857.74,6.29,6186.11,4595.48,0\\r\\n9631,1950,40,Female,0,self_employed,1020,3,1211,158,3445.53,3445.53,3451.8,2855.14,0.07,0.07,0.07,11.5,3445.53,3452.91,0\\r\\n9632,1279,30,Female,0,salaried,19,3,503,69,10846.87,10802.22,10642.37,9816.92,0.19,0.19,0.19,0.19,10839.17,10761.04,0\\r\\n9633,1147,24,Male,0,self_employed,334,3,1237,222,470.36,1470.36,1606.91,2224.15,0.47,0.47,1000.47,115.67,1435.88,1470.36,1\\r\\n9634,2233,23,Female,0,student,1525,2,488,146,8376.21,8278.5,8308.82,8272.01,0.66,0.66,0.66,0.66,8369.47,8278.5,0\\r\\n9635,3895,67,Male,0,self_employed,1096,1,27,21,1124.43,8265.5,6172.73,12833.64,714.47,5000.19,7855.54,567.11,3364.39,3945.92,0\\r\\n9636,1754,52,Male,0,salaried,409,3,1670,104,2033.73,2057.85,2061.53,1713.71,0.53,0.53,0.53,0.53,2035.29,2061.54,0\\r\\n9637,630,42,Male,,self_employed,15,2,2579,151,2902.16,2902.16,2902.16,2928.59,0.11,0.11,0.11,0.11,2902.16,2902.16,0\\r\\n9638,1390,54,Male,0,self_employed,1232,2,7,,3237.98,3237.98,3240.13,3222.11,0.67,0.67,0.67,0.67,3237.98,3240.35,0\\r\\n9639,874,64,Male,0,self_employed,1020,2,1425,0,2218.96,5026.25,4657.91,2970.2,5802.3,2662.03,8609.6,64.37,7778.79,3930.11,0\\r\\n9640,4613,55,Male,0,self_employed,762,1,3653,18,7274.3,6525,7371.04,7247.87,652.01,844.87,0.21,2381.51,7162.58,7012.08,0\\r\\n9641,2083,18,Female,0,student,1060,2,1930,104,1577.69,1577.69,1577.69,1314.45,0.03,0.03,0.03,0.03,1577.69,1577.69,0\\r\\n9642,3369,46,Female,0,self_employed,1020,3,239,9,4168.21,2862.09,3211.2,3941.48,1428.99,207.56,115.37,418.44,3340.75,2926.72,0\\r\\n9644,562,52,Male,,self_employed,1232,3,104,,7867.7,7867.7,7867.7,7823.71,0.33,0.33,0.33,0.33,7867.7,7867.7,0\\r\\n9645,5302,46,Male,2,self_employed,,3,59,44,1497.8,1640.66,2915.01,2958.54,0.64,18232.93,143.5,19564.93,1616.03,4152.91,0\\r\\n9646,751,45,Female,,self_employed,1147,2,2528,55,4309.34,4323.62,4416.26,3225.77,0.19,678.76,0.19,519.56,4320.67,4718.87,0\\r\\n9647,4352,51,Male,1,salaried,1232,2,185,16,839.59,19607.71,9059.2,6776.28,1511.01,0.03,20948.66,1067.81,12342.16,11503.59,1\\r\\n9648,1025,15,Female,0,student,514,2,190,54,6273.67,6130.81,6141.67,3049.37,0.66,25714.94,0.66,23214.94,6135.74,8934.96,0\\r\\n9649,753,24,Male,0,self_employed,1020,2,836,,2699.18,3699.18,3458.62,3674.64,0.64,0.64,1000.64,0.64,2977.51,3699.18,0\\r\\n9650,5064,40,Male,2,salaried,848,2,167,3,410.31,2583.04,3013.52,1048.25,162.21,0.29,642.61,2089.52,1893.6,3044,1\\r\\n9651,270,31,Female,,salaried,1232,3,149,19,2594.15,1968.44,1726.51,1803.31,154.9,154.9,1114.9,117.76,1635.53,1871.72,0\\r\\n9652,2747,62,Male,1,salaried,146,3,549,28,3796.97,3909.28,4072.07,4394.32,31.39,31.39,285.93,0.21,3893.13,4143.58,0\\r\\n9653,208,68,Male,,self_employed,146,3,3882,105,3596.5,3596.5,3594.2,3573.01,0.39,0.39,0.39,0.39,3596.5,3596.5,0\\r\\n9654,4098,55,Male,2,self_employed,1020,2,419,4,0.65,92857.8,12479.89,17050.53,420011.93,467683.27,535854,531227.99,4220.03,16283.66,0\\r\\n9655,3019,39,Female,0,self_employed,665,2,1251,49,609.27,609.27,2185.85,4896.44,0.09,27.24,0.09,0.09,609.27,599.64,0\\r\\n9656,2691,90,Male,0,retired,1020,1,442,37,16274.98,16196.28,16511.23,13894.16,0.11,3130.81,0.11,3142.97,16227.24,16399.38,0\\r\\n9657,1484,38,Male,0,self_employed,1294,3,2834,9,2872.52,3123.56,2256.84,1033.54,71.87,1429.01,71.87,60.85,3008.89,2630.27,0\\r\\n9658,948,72,Male,0,self_employed,834,2,2664,0,5094.79,4879.92,4847.25,4868.34,643.29,0.43,428.41,0.43,4781.03,4880.3,0\\r\\n9659,2216,34,Male,0,self_employed,409,2,1672,60,5716.18,12042.66,10612.06,8848.75,0.3,0.3,5743.71,0.3,9674.31,12078.63,1\\r\\n9660,5933,62,Male,0,self_employed,1525,3,51,14,2088.76,1971.05,1862.38,2255.17,212.54,7.1,306.63,128.06,1897.1,1916.4,0\\r\\n9661,2151,41,Female,0,self_employed,856,2,311,6,14353.13,162.67,5728.5,187.74,189.19,14937.3,1428.91,15811.47,14221.17,2657.81,1\\r\\n9662,409,37,Male,0,self_employed,1020,2,501,70,1257.41,1271.34,2166.91,2685.83,0.29,0.29,14.21,2143.14,1262.21,2308.2,0\\r\\n9663,1477,45,Male,2,self_employed,15,2,889,19,5687.55,5608.1,5803.83,3246.03,1071.49,1161.49,857.2,857.2,5706.77,5615.56,0\\r\\n9664,5256,56,Female,0,self_employed,1111,3,1358,25,3607.91,3613.63,4605.76,7886.17,209.67,0.01,209.67,2096.43,3609.49,4036.47,0\\r\\n9665,5407,78,Female,0,self_employed,296,2,22,47,1916.49,2792.34,2462.1,2247.04,0.14,1238.14,928.71,428.71,2106.15,3028.78,0\\r\\n9666,3186,40,Female,0,self_employed,,2,177,116,6706.86,7162.52,7012.2,6156.56,0.44,0.44,277.73,277.73,6195.15,7216.66,0\\r\\n9667,1797,46,Male,0,salaried,146,2,1300,13,1262.14,3635.85,9723.16,1628.59,14965.99,117714.93,10473.79,2146.8,3130.05,11626.95,1\\r\\n9668,318,90,Male,,self_employed,15,1,1083,3,810.95,2818.93,4233.8,5959.87,4400.5,0.5,359.44,0.5,1673.9,3537.23,1\\r\\n9669,589,74,Female,,retired,273,3,2914,,2157.8,2157.8,2157.8,2144.33,0.23,0.23,0.23,0.23,2157.8,2157.8,0\\r\\n9670,5635,35,Male,0,salaried,1020,2,86,7,11976.23,9617.55,9098.48,8690.66,643.33,0.47,356.08,1714.76,10125.68,9018.48,0\\r\\n9671,3409,50,Male,0,self_employed,949,2,342,19,13888.55,3579.6,6393.3,3048.18,10831.5,831.5,528.71,846.36,12012.63,3594.31,0\\r\\n9672,4734,52,Female,0,self_employed,15,2,1285,21,933.62,3560.59,1662.35,5445.25,14.46,2579.5,3214.54,443.11,2383.71,1496.23,0\\r\\n9673,5347,50,Female,0,self_employed,221,3,68,77,946.5,1339.9,1539.46,2263.07,0.51,0.51,109.9,234.89,1110.01,1243.2,0\\r\\n9674,434,37,Male,,self_employed,1525,3,19,0,3102.69,2217,2254.99,1784.06,1620.01,1435.51,777.05,4822.99,1783.97,2410.43,0\\r\\n9676,2412,45,Male,2,self_employed,146,1,133,4,1630.05,5243.52,5352.63,9041.51,7142.97,1192.26,2855.61,479.39,6179.18,6069.87,0\\r\\n9677,1329,37,Female,0,salaried,664,3,2527,,1514.3,1514.3,1514.3,1523.33,0.49,0.49,0.49,0.49,1514.3,1514.3,0\\r\\n9678,718,73,Female,0,self_employed,1020,3,2,,2250.64,2250.64,2266.74,2257.75,0.49,0.49,0.49,0.49,2250.64,2250.64,0\\r\\n9679,420,27,Female,,self_employed,743,3,1526,,1598.39,1598.39,1574.83,1360.3,0.63,0.63,0.63,0.63,1598.39,1598.39,1\\r\\n9680,5037,45,Male,0,self_employed,1020,1,60,4,182810.99,93251.82,63279.58,-5714.08,512.54,5982.79,0.27,19575.54,154423.84,33942.74,0\\r\\n9681,2798,61,Female,2,self_employed,334,1,82,20,2475.14,4332.28,3746.87,3612.14,286.03,286.03,2143.17,0.31,3110.61,4083.44,0\\r\\n9682,508,55,Female,,self_employed,649,2,54,11,3768.77,3658,3633.64,3661.77,736.24,0.19,0.19,0.19,3572.75,3658,0\\r\\n9683,4416,50,Female,0,self_employed,334,2,206,,1378.93,1357.79,1509.21,1449.84,0.56,0.56,0.56,0.56,1369.21,1411.37,0\\r\\n9684,1899,77,Male,0,retired,575,2,583,,8604.87,8458.5,8345.94,8471.02,0.4,0.4,0.4,0.4,8493.83,8335.74,0\\r\\n9685,417,61,Female,,self_employed,15,3,889,18,1429.19,1429.19,1488.17,1443.84,429.19,472.04,0.61,0.61,1576.97,1523.1,0\\r\\n9686,191,21,Male,,self_employed,1195,2,3295,200,2254.81,2254.81,3873.52,679.27,0.49,0.49,0.49,0.49,2254.81,2254.81,0\\r\\n9687,1347,35,Male,2,self_employed,146,3,1206,11,182.79,2843.5,3125.06,503.06,2181.79,11468.66,4507.84,8905.8,2073.12,5423.52,1\\r\\n9688,1412,58,Male,50,salaried,1025,3,2622,11,1611.19,7280.36,5717.36,1260.96,13857.19,0.04,19528.61,0.04,8597.22,7279.26,1\\r\\n9689,3116,27,Female,0,student,1020,3,541,87,8379.93,8462.07,8487.82,8336.21,0.36,0.36,82.5,114.64,8442.25,8473.13,0\\r\\n9690,3454,90,Male,0,self_employed,1020,1,60,,20246.9,20246.9,20246.9,20065.47,0.44,0.44,0.44,0.44,20246.9,20246.9,0\\r\\n9692,3068,33,Female,0,salaried,1621,3,417,49,5683.06,5932.39,5571.07,395.29,0.67,722.1,223.53,0.67,5716.54,5702.13,0\\r\\n9693,1621,7,Male,0,student,945,2,2320,185,1676.59,1676.59,1676.59,1666.38,0.56,0.56,0.56,0.56,1676.59,1676.59,0\\r\\n9694,2459,68,Male,0,retired,834,3,712,0,5737.82,5612.48,5666.22,5681.18,144.74,0.07,0.07,112.9,5612.61,5651,0\\r\\n9695,1964,51,Female,2,salaried,1096,2,1558,129,6311.22,6311.22,6106.94,3794.33,0.24,0.24,0.24,249.99,6311.22,6415.95,0\\r\\n9696,1552,30,Male,0,self_employed,409,2,886,5,48.36,8.15,7449.69,772.11,20570.5,30714.43,39500.09,162357.29,3774.7,10885.57,1\\r\\n9697,4744,37,Male,0,self_employed,102,2,713,117,2425.27,2390.2,2344.56,11719.47,0.19,0.19,293.69,114.34,2327.28,2393.88,0\\r\\n9698,4807,46,Male,0,salaried,1020,2,15,0,2571.87,312.83,1550.63,2716.25,3176.51,4495.5,1492.61,9408.4,491.31,1551.16,0\\r\\n9699,3196,34,Male,0,self_employed,146,1,1226,,11529.73,11529.73,11529.73,11456.69,0.57,0.57,0.57,0.57,11529.73,11529.73,0\\r\\n9700,2021,17,Male,0,student,1540,3,1536,185,1833.58,1833.58,1833.58,1830,0.01,0.01,0.01,0.01,1833.58,1833.58,1\\r\\n9701,3608,55,Male,0,self_employed,1020,2,79,,2695.38,3845.38,3896.39,4387.07,0.61,0.61,1150.61,572.04,3353.26,3919.11,1\\r\\n9702,2256,38,Female,0,self_employed,1589,2,275,12,3102.99,820.67,1572.68,1629.91,4223.73,857.54,1429.56,600.4,2544.46,1030.64,0\\r\\n9703,803,35,Female,1,salaried,241,3,62,98,730.58,1582.22,1729.3,2456.33,0.54,0.54,780.76,412.84,1240.63,1830.61,1\\r\\n9704,1771,63,Female,0,self_employed,531,3,590,26,23705.88,20910.34,25835.67,57007.89,428.91,5581.61,714.63,1212.7,23545.08,16380.65,0\\r\\n9705,4934,40,Female,0,self_employed,1232,2,29,20,8918.31,5832.88,7914.7,7891.21,3362.12,0.61,429.19,1857.76,8241.16,7163.03,0\\r\\n9706,1841,42,Female,0,self_employed,1589,2,147,53,1754.83,1754.83,1731.65,2134.6,0.53,72.31,0.53,0.53,1754.83,1740.94,0\\r\\n9707,1894,56,Male,0,self_employed,1494,3,388,83,911.44,1203.57,1676.72,835.08,0.66,0.66,86.43,786.37,1100.99,1228.92,1\\r\\n9708,5463,40,Female,1,self_employed,575,2,1202,21,2196.92,2887.62,3210.45,4246.44,2571.73,0.3,3427.86,719.25,2890.12,3034.52,0\\r\\n9709,1309,33,Female,0,self_employed,834,1,1088,81,17999.25,17999.25,17946.3,16198.3,0.57,0.57,7.71,0.57,17999.25,17999.25,0\\r\\n9710,5096,35,Female,0,salaried,1020,2,38,0,3064.06,2994.84,2859.01,2229.4,116.86,122.37,25.94,214.54,2981.83,2903.57,0\\r\\n9711,2123,41,Male,2,self_employed,1232,2,746,4,1846.17,2290.01,2338.56,11030.5,384.49,2768.23,828.33,3143.29,2126.84,2681.2,0\\r\\n9712,5446,63,Female,0,self_employed,146,3,75,0,1401.11,1332.63,1436.35,1727.4,81.85,49.18,0.46,203.75,1352.74,1618.71,0\\r\\n9713,2014,7,Female,0,student,334,2,323,,2395.03,2395.03,2395.16,2094.85,0.04,0.04,0.04,0.04,2395.03,2395.18,0\\r\\n9714,870,52,Female,0,self_employed,1224,3,806,5,22922.56,12709.17,11903.29,4739.5,158.19,158.29,0.46,100.46,16211.45,12615.07,0\\r\\n9715,4204,51,Male,2,salaried,649,2,554,23,1399.68,1928.15,1656.3,1003.91,429.07,784.79,747.8,198.57,1650.24,1819.15,0\\r\\n9716,2117,15,Female,0,student,146,2,1569,286,1922.2,1922.2,1922.2,2737.37,0.3,0.3,0.3,0.3,1922.2,1922.2,0\\r\\n9717,1983,43,Female,0,self_employed,15,2,1677,60,13818.09,20960.95,14904.36,864.33,0.11,0.11,7142.97,14285.83,19236.81,24186.75,1\\r\\n9718,1706,44,Male,0,self_employed,,2,1594,31,1066.56,4852.28,3006.35,4961.05,0.13,3928.7,3757.27,2586.37,2955.23,2513.33,0\\r\\n9719,3189,63,Female,0,self_employed,468,2,175,,11685.07,10207.36,10194.17,9354.12,0.4,0.4,0.4,0.4,10710.03,10149.75,0\\r\\n9720,4097,56,Male,0,salaried,575,1,1717,10,1305.35,1361.53,1700.97,3605.21,1685.6,1441.31,3343.43,69.26,1797.43,1541.71,0\\r\\n9721,4415,38,Male,0,self_employed,409,2,217,317,2175.79,2148.49,2257.05,3416.58,0.2,0.2,0.2,0.2,2163.84,2147.78,0\\r\\n9722,1492,41,Male,2,self_employed,1439,3,74,23,2521.33,1967.48,2629.46,2725.56,785.89,71.6,0.17,471.6,2700.9,2601.5,0\\r\\n9723,5946,42,Female,0,self_employed,649,2,54,159,1948.27,1948.27,2060.33,2197,0.59,0.59,0.59,713.44,1948.27,2178.22,1\\r\\n9724,2435,19,Female,0,student,924,3,3786,,3428.93,3428.93,3428.93,3407.21,0.61,0.61,0.61,0.61,3428.93,3428.93,0\\r\\n9725,734,26,Male,0,salaried,1467,2,571,40,4509.31,3790.74,3107.55,5418.85,0.6,1357.74,0.6,0.6,3973.89,2915.17,0\\r\\n9726,1842,30,Female,0,self_employed,1232,2,486,14,3914.94,2992.14,2798.82,1853.6,1785.76,0.04,1580.82,143.36,3548.75,2883.23,0\\r\\n9727,5665,69,Male,0,self_employed,1020,2,159,95,14632.26,13908.72,14090.82,13741.38,0.03,0.03,0.03,45.74,14402.22,13915.29,0\\r\\n9728,978,78,Male,0,self_employed,905,2,259,,1433.57,1433.57,1433.57,1425.38,0.49,0.49,0.49,0.49,1433.57,1433.57,0\\r\\n9729,4756,39,Male,0,salaried,409,2,120,49,8168.6,8594.87,8480.78,8597.38,0.64,251.24,0.64,0.64,8492.49,8530.81,0\\r\\n9730,2751,75,Female,0,salaried,1020,2,38,,4268.74,4257.95,4247.64,4188.02,0.39,0.39,0.39,0.39,4258.33,4247.86,0\\r\\n9731,242,62,Male,0,self_employed,834,2,2666,28,869.35,184.34,1514.2,382.56,3572.01,334.65,2564.16,113.43,1461.2,2196.53,1\\r\\n9732,2954,40,Male,0,retired,146,1,286,33,16424.72,21419.82,9006.07,2217.03,0.07,27669.38,0.07,0.07,18860.78,6482.04,0\\r\\n9733,1306,34,Male,0,self_employed,834,1,208,254,18.18,18.18,1891.38,8393.06,0.33,0.33,0.33,0.33,18.18,18.18,1\\r\\n9734,2908,28,Female,0,salaried,611,3,155,12,1335.67,1885.04,1622.65,1120.88,30.8,114.47,469.3,384.79,1493.72,1801.53,1\\r\\n9735,1557,84,Female,0,self_employed,1020,3,425,182,9750.01,10178.58,10271.54,12815.72,0.5,0.5,429.07,389.41,9853.45,10253.85,0\\r\\n9736,1967,50,Female,0,self_employed,75,3,1816,0,3948.05,3590.91,3605.64,3367.15,371.81,0.39,0.39,71.81,3597.31,3630.54,0\\r\\n9737,1431,44,Female,0,self_employed,1020,3,1452,171,3066.52,3995.09,4653.12,6392.42,0.07,0.07,928.64,1571.5,3450.76,4813.06,0\\r\\n9738,2171,36,Female,0,salaried,146,2,1756,0,10571.09,10620.97,11060.57,11769.22,809.33,741.34,813.05,2187.67,10383.26,11041.12,0\\r\\n9739,2794,44,Female,0,self_employed,1232,1,223,284,7168.84,26.79,3064.38,904.14,0.47,0.47,0.47,0.47,9139.55,26.79,1\\r\\n9740,4228,36,Male,0,self_employed,1020,2,159,5,5617.6,4048.35,4476.87,2282.68,2828.33,38.71,673.33,2089.31,3995.98,5179.93,0\\r\\n9741,1054,49,Female,0,salaried,575,2,2853,,2211.85,2211.85,2211.85,2197.78,0.5,0.5,0.5,0.5,2211.85,2211.85,0\\r\\n9742,239,32,Male,,self_employed,214,2,2218,23,971.43,3344.29,1466.9,312.05,214.7,2643.27,2587.56,0.41,1866.5,1885.76,1\\r\\n9743,2203,31,Male,0,self_employed,657,3,180,149,8402.65,9293.3,8418.35,140.9,0.44,0.44,891.1,0.44,9064.74,9293.3,1\\r\\n9744,1408,41,Male,0,self_employed,409,2,2076,3,910.95,36.51,1786.06,1775.23,52857.34,0.2,315.41,0.2,2210.32,67.52,0\\r\\n9745,263,20,Male,,student,726,2,320,77,805.76,805.76,2825.73,89.81,0.26,0.26,0.26,4285.97,805.76,4676.72,1\\r\\n9746,7179,43,Female,0,self_employed,1232,2,7,47,1441.15,1441.15,1437.56,1420.64,0.47,8.43,0.47,0.47,1441.15,1438.32,0\\r\\n9747,1661,54,Male,0,self_employed,834,3,789,308,1814.17,1814.17,1814.17,2280.62,0.33,0.33,0.33,0.33,1814.17,1814.17,0\\r\\n9748,1207,54,Male,2,salaried,578,2,264,7,236.88,1005.11,1814.69,2160.58,3986.13,854.04,3711.19,854.04,853.95,1352.55,0\\r\\n9749,1558,35,Female,0,salaried,334,3,206,,11539.41,9753.7,9949.47,9029.27,0.53,0.53,0.53,150.81,10443.36,9812.12,0\\r\\n9750,1174,49,Male,0,self_employed,500,1,397,,15512.41,15512.41,15462.74,14657.64,0.44,0.44,0.44,0.44,15512.41,15512.41,0\\r\\n9751,678,27,Male,0,salaried,904,1,2806,12,22663.18,20588.45,20800.86,17605.91,2435.59,1792.73,404.76,836.27,22278.15,20581.34,0\\r\\n9752,2625,35,Female,0,salaried,623,1,81,,15438.9,15438.9,15438.9,15341.1,0.43,0.43,0.43,0.43,15438.9,15438.9,0\\r\\n9753,613,50,Female,0,salaried,834,2,515,21,502.16,2006.01,1807.16,1323.15,1898.59,2476.01,926.44,0.01,1503.51,1894.55,0\\r\\n9755,2378,49,Female,0,self_employed,904,2,594,5,10685.71,9246.95,8885.41,1817.02,5738.64,9637.49,4299.89,8928.64,12738.47,8209.96,0\\r\\n9756,2427,74,Male,0,retired,409,3,395,84,1916.06,1916.06,1933.41,1623.12,0.06,0.06,0.06,0.06,1916.06,1916.06,0\\r\\n9757,1708,44,Male,2,self_employed,15,3,1288,4,9131.93,7445.49,5461.36,6411.4,2143.64,1.68,5044.99,673.13,6996.37,6037.68,0\\r\\n9758,1716,23,Female,0,self_employed,1020,3,686,,264.23,5978.52,4336.48,5940.65,0.56,0.56,5714.84,0.56,1052.41,5978.52,1\\r\\n9759,1383,29,Male,0,salaried,409,2,1668,5,1126.86,1385.31,1688.2,2934.05,2613.81,2738.86,2806.09,2983.61,1340.9,1889.44,0\\r\\n9760,342,90,,,self_employed,1291,2,2506,9,29626.78,6012.71,8505,1721.25,2143,0.14,0.14,0.14,15240.71,6012.71,1\\r\\n9761,2426,54,Male,0,self_employed,1096,3,586,59,2173.91,2173.91,1696.48,728.14,0.4,1428.97,0.4,0.4,2173.91,2173.58,0\\r\\n9762,290,47,Female,,self_employed,241,3,2486,17,3036.03,2661.07,3206.44,2741.54,400.44,371.87,275.48,148.53,3110.05,3048.12,0\\r\\n9763,4466,71,Male,0,retired,1020,3,163,132,6242.04,6316.17,6524.36,6806.68,0.51,0.51,0.51,143.37,6279.39,6477.12,0\\r\\n9765,705,56,Male,0,self_employed,1111,2,1292,14,20299.51,13923.47,15399.02,15313.44,6507.44,1171.73,133.66,1891.34,17065.84,14317.69,0\\r\\n9766,2355,39,Female,0,self_employed,1020,1,159,49,1442.91,1442.91,2004.81,1193.19,0.14,1053.11,0.14,0.14,1442.91,1103.24,0\\r\\n9767,3348,43,Male,2,salaried,1020,2,13,33,8454.32,6506.87,3209.7,2528.11,0.07,1136.49,2254.71,7222.71,5142,2459.6,0\\r\\n9768,2747,57,Male,0,salaried,946,3,727,25,1158.61,1773.08,5322.58,5986.05,857.76,94.06,106.26,1280.29,1531.3,2549.39,0\\r\\n9769,5197,39,Male,0,salaried,1020,2,13,33,3951.7,4032.74,4353.45,5242.95,0.11,38.34,79.73,149.23,3986.55,4101.63,0\\r\\n9770,1238,31,Male,0,salaried,834,3,1925,0,12529.7,11970.57,11558.86,11363.88,919.26,776.74,39.01,668.3,11736.43,11678.3,0\\r\\n9771,7143,65,Male,0,salaried,575,3,616,28,64509.92,74491.29,82947.01,93468.03,5.03,5.03,9986.4,19643.54,64854.25,89521.26,0\\r\\n9772,1045,75,Male,0,retired,1096,1,89,27,2359.99,2082.43,2306.24,2281.91,555.57,557.04,222.47,507.2,2433.49,2228.66,0\\r\\n9773,2986,36,Male,0,salaried,768,2,808,28,2287.05,2421.23,3171.55,6014.44,48.21,38.19,305.94,312.81,2361.69,3020.24,0\\r\\n9774,5191,90,Female,0,self_employed,1096,2,1365,,20017.75,20017.75,20017.75,19890.93,0.16,0.16,0.16,0.16,20017.75,20017.75,0\\r\\n9776,2790,51,Male,0,salaried,1020,3,414,12,5747.41,6047.83,11110.59,2557.06,85714.37,0.09,85714.37,3571.51,23484.95,6623.86,1\\r\\n9777,397,36,Female,,self_employed,,3,3611,19,4427.29,4313.01,4009.6,3353.78,143.14,571.71,0.29,0.29,4401.18,3866.92,1\\r\\n9778,4319,80,Male,0,retired,1540,3,57,24,5040.92,5020.34,6502.76,13658.21,286.21,12601.39,286.21,11440.79,5256.6,4743.94,0\\r\\n9779,3083,70,Male,4,self_employed,452,2,637,75,7036.17,7080.35,7092.08,7272.62,0.1,0.1,0.1,0.1,7029.87,7094.57,0\\r\\n9780,1854,90,,0,self_employed,906,2,1695,35,1737.12,16830.16,31375.43,43343.57,0.59,115527.79,15093.63,142190.93,5256.65,45565.99,1\\r\\n9781,1292,61,Male,,self_employed,1423,2,2594,101,2403.81,2403.81,2403.81,1749.75,0.37,0.37,0.37,0.37,2403.81,2403.81,0\\r\\n9782,567,29,Male,,salaried,907,3,2258,31,6414.99,7309.4,5914.46,2945.01,0.51,1857.66,894.93,0.51,6437.96,5922.3,0\\r\\n9783,2903,51,Male,0,salaried,531,2,153,8,5398.44,1565.77,1606.41,570.71,3875.11,385.91,42.44,0.2,2740.66,1217.39,0\\r\\n9784,185,44,Male,,self_employed,1509,3,1432,72,13.99,13.99,2737.91,14165.76,0.43,0.43,0.43,0.43,13.99,13.99,1\\r\\n9785,2012,37,Female,0,salaried,1020,2,425,199,995.25,1273.92,1721.67,2408.82,0.54,0.54,307.79,757.73,1155.95,1841.93,0\\r\\n9786,6759,85,Male,0,self_employed,409,3,1349,38,4798.77,5080.35,4564.77,3144.83,0.16,1285.7,285.87,0.16,4894.86,5004.78,0\\r\\n9787,4851,90,Female,0,retired,334,2,141,,3467.12,3467.12,3479.21,3471.55,0.01,0.01,0.01,0.01,3467.12,3478.2,0\\r\\n9788,1454,31,Male,0,salaried,404,3,781,5,3194.63,1248.56,1455.98,675.23,1804.46,0.09,387.23,311.86,2445.57,1344.94,0\\r\\n9789,426,7,Female,,student,489,2,862,39,4142.78,4142.78,1967.66,141.88,0.64,6857.79,0.64,2857.79,4142.78,1617.43,0\\r\\n9790,1968,61,Male,0,salaried,407,3,1399,222,1894.43,1894.43,1894.43,1882.7,0.59,0.59,0.59,0.59,1894.43,1894.43,0\\r\\n9791,1441,90,,0,self_employed,623,1,1041,,3073.27,3073.27,3073.27,3053.8,0.16,0.16,0.16,0.16,3073.27,3073.27,0\\r\\n9792,4280,40,Male,0,retired,95,2,324,,9712.92,9712.92,9721.06,9769.84,0.39,0.39,0.39,28.96,9712.92,9723.06,0\\r\\n9793,2845,42,Male,1,salaried,146,2,2858,,16882.46,16882.46,16882.46,16747.06,0.69,0.69,0.69,0.69,16882.46,16882.46,0\\r\\n9794,1249,19,Female,0,student,15,2,1678,14,18.51,22.73,1523.03,96.06,397.63,483.39,0.53,744.09,69.78,245.18,0\\r\\n9796,1434,45,Male,0,self_employed,1096,2,933,7,6217.26,6903.6,8392.78,9228.1,114.87,4538.01,789.16,8898.01,6225.23,9362.04,0\\r\\n9797,1610,62,Female,0,self_employed,686,3,3014,118,1519.52,1533.81,1534.75,1464.72,0.37,0.37,0.37,0.37,1520.51,1534.73,0\\r\\n9798,1179,23,Male,0,self_employed,878,3,3847,0,7383.73,4708.79,3084.21,1234.33,5784.38,6414.94,3370.61,1292.62,7010.82,1714.06,0\\r\\n9799,2731,72,Male,0,retired,334,2,444,9,1913.55,1853.67,1834.69,1649.84,19.41,17.41,0.33,0.33,1891.25,1834.79,0\\r\\n9800,2123,39,Female,3,self_employed,206,2,865,11,3784.33,3070.04,2965.82,2709.39,714.81,343.39,0.53,0.53,3387.78,2782.49,0\\r\\n9802,1808,40,Male,0,salaried,361,3,1125,48,16525.19,16539.48,15508.79,13356.02,0.4,2857.54,0.4,643.26,16529.62,15656.35,0\\r\\n9803,1238,32,Male,0,self_employed,75,3,764,13,15446.33,15994.73,15070.54,13762.18,152.6,1857.7,701,305.21,15807.38,14906.01,0\\r\\n9804,2653,13,Male,0,student,646,2,397,58,3844.89,3844.89,3623.7,3122.77,0.64,643.5,0.64,0.64,3844.89,3824.16,0\\r\\n9805,1491,58,Male,1,salaried,1096,2,581,207,3432.9,12452.03,10521.11,13381.13,0.29,0.29,9418.46,0.29,6659.27,12452.03,1\\r\\n9806,666,29,Female,0,salaried,1046,2,1786,,1497.9,1497.9,1497.9,1488.39,0.04,0.04,0.04,0.04,1497.9,1497.9,0\\r\\n9807,6201,49,Male,2,self_employed,15,2,48,0,5484.93,6005.13,6638.16,9786.56,86.46,66.67,1055.01,2274.66,5680.03,7059.93,0\\r\\n9809,1033,44,Male,0,self_employed,996,2,1307,52,4895.54,4909.83,4911.31,4504.46,0.16,143.13,0.16,0.16,4909.33,4891.37,0\\r\\n9810,492,22,Male,0,salaried,1020,1,86,174,1956.76,1956.76,1956.76,1826.09,0.47,0.47,0.47,0.47,1956.76,1956.76,1\\r\\n9811,4588,37,Female,0,salaried,623,1,81,4,3941.89,5743.38,4678.7,10407.37,4753.34,8538.59,0.59,8576.37,4177.36,3655.95,0\\r\\n9812,4755,56,Female,0,self_employed,,2,58,6,9426.63,1818.44,3563.79,1159.72,3110.96,1000.51,4059.91,185.61,7539.66,1845.21,0\\r\\n9813,1454,67,Female,0,self_employed,1020,2,990,7,30268.75,2216.01,23277.04,13948.78,28214.5,50000.21,299.57,316.99,8838.15,32429.32,0\\r\\n9814,1278,40,Male,0,salaried,587,2,954,158,5135.7,4992.84,5011.03,4389.26,0.44,0.44,0.44,0.44,5116,4987.64,0\\r\\n9815,4920,57,Male,3,self_employed,996,1,56,46,4382.72,3874.12,3082.82,4951.3,0.46,1.31,4341.91,7622.79,3054.23,3120.31,0\\r\\n9816,4956,90,Female,,self_employed,234,2,168,74,1622.8,1622.8,1475.34,476.91,0.04,0.04,0.04,0.04,1622.8,1622.8,1\\r\\n9817,5880,55,Male,0,salaried,1525,3,51,79,2387.47,2813.14,2738.95,1488.98,0.29,0.29,214.77,1020.39,2597.73,3027.66,0\\r\\n9818,4651,36,Male,0,self_employed,1598,2,220,221,1613.21,1596.89,1806.29,2754.98,0.09,0.09,0.09,246.27,1605.33,1656.25,1\\r\\n9819,732,90,,,self_employed,1631,2,2206,32,2848.33,6409.04,5256.29,6369.02,0.41,2075.41,3561.13,2075.41,2950.79,6409.04,0\\r\\n9820,314,29,Male,0,self_employed,168,2,3395,3,303.38,120.75,9220.54,16038.18,193.54,222.11,10.91,14503.4,141.36,12593.44,1\\r\\n9821,3316,43,Male,0,salaried,1020,3,288,,10361.43,10361.43,10361.43,10294.37,0.04,0.04,0.04,0.04,10361.43,10361.43,0\\r\\n9822,478,57,Male,0,self_employed,1096,3,273,27,14282.7,14061.2,14125.52,12745.22,436.09,0.3,214.59,214.73,14341.32,14116.59,0\\r\\n9823,1269,71,Female,0,self_employed,1020,2,990,0,2856.33,1802.03,1829.91,726.15,1186.3,914.47,0.39,1212.37,2529.18,2062.25,0\\r\\n9825,4972,37,Female,0,self_employed,1020,3,159,12,1277.51,382.09,1576.9,660.58,7969.17,1487.46,2040.76,1242.97,2827.79,987.19,0\\r\\n9826,2020,30,Male,0,salaried,621,2,1926,35,1106.12,2729.67,5327.72,7571.88,0.49,23880.17,56195.46,52.24,9753.56,3271.22,0\\r\\n9827,5789,75,Male,0,self_employed,1020,1,60,24,4770.88,5143.56,5556.23,7851.01,428.66,21428.66,801.33,21540.16,5173.97,5924.34,0\\r\\n9828,5646,38,Male,0,self_employed,1020,2,79,0,14413.7,13223.21,10264.62,6509.89,6789.49,7066.86,3541.02,1833.56,10923.34,9330.93,0\\r\\n9829,1981,66,Male,0,retired,1181,3,235,49,1753.99,2510.85,2621.93,1975.82,0.57,400.14,344.5,641.23,2189.56,2865.69,0\\r\\n9830,2154,90,,0,self_employed,905,2,34,28,110.38,6018.22,4461.54,6019.94,714.33,381.47,6622.17,0.04,1985.96,5797.14,1\\r\\n9831,2820,38,Male,0,salaried,574,3,265,42,5702.24,5702.24,5584.27,5373.19,0.3,228.87,0.3,0.3,5702.24,5576.9,0\\r\\n9832,1684,37,Male,0,,334,3,688,7,3423.05,3529.03,3539.95,2359.66,16.46,0.4,122.44,57.11,3471.74,3550.35,0\\r\\n9833,5319,60,Male,0,retired,743,2,1520,20,3261.26,11857.49,11982.86,4041.18,12832.81,0.47,21429.04,0.47,12233.62,11857.49,1\\r\\n9834,1366,32,Male,0,salaried,1096,2,1558,3,2396.21,2148.32,1749.99,1561.38,494.59,494.59,173.57,0.21,2047.49,1845.32,0\\r\\n9835,6799,73,Female,0,self_employed,15,1,1680,11,600.4,1918.65,3002.37,2676.54,287.67,0.27,1748.77,2721.64,603.2,3223.6,1\\r\\n9838,2377,38,Female,0,self_employed,1096,1,319,242,76928.48,76928.48,77408.02,80979.44,0.34,0.34,0.34,0.34,76928.48,76927.38,0\\r\\n9839,2818,48,Male,0,salaried,152,3,779,49,13035.12,20178.38,10057.1,2698.49,0.63,18214.08,0.63,0.63,13281.52,15222.49,0\\r\\n9840,1172,44,Female,0,self_employed,334,3,4,89,1993.25,1914.68,2623.33,5936.99,0.33,0.33,0.33,0.33,1947.19,2148.12,0\\r\\n9841,4660,38,Female,0,salaried,409,3,158,3,3838.12,3476.59,3167.69,2025.18,2.68,0.36,286.07,550.29,3437.35,3191.31,0\\r\\n9842,835,68,Male,0,salaried,485,2,1403,38,13967.53,14046.1,18112.21,19310.25,0.14,1843,78.71,507.29,13989.2,20420.66,0\\r\\n9843,1405,38,Male,1,salaried,1096,2,1345,53,5935.54,5964.11,5958.09,5817.99,0.54,29.11,71.97,29.11,5941.45,5969.64,0\\r\\n9844,1866,7,Male,0,student,1096,3,1662,173,247.28,2390.13,1872.89,4769.14,0.64,0.64,2143.5,0.64,838.41,2390.13,1\\r\\n9845,2690,44,Male,3,self_employed,494,3,2976,24,6536.92,7504.47,7821.47,8682.36,71.54,1420.59,1039.1,1000.11,6627.61,7716.81,0\\r\\n9846,1687,12,Female,0,student,822,2,520,,6941.96,7465.6,6856.21,5690.41,0.07,0.07,0.07,0.07,7393.38,7465.6,0\\r\\n9847,1748,32,Male,1,self_employed,232,3,1959,13,1846.11,2359.96,3846.41,4753.81,896.64,684.79,276.49,2137.11,1654.62,2366.61,1\\r\\n9848,546,16,Male,,student,1291,2,2506,27,2679.34,2365.06,2466.21,2031.79,314.87,0.59,0.59,0.59,2668.51,2365.06,0\\r\\n9849,283,20,Female,,self_employed,1050,2,810,277,2395.34,2667.4,2610.03,2748.11,0.53,0.53,522.59,39.76,2432.01,2691.44,0\\r\\n9850,493,71,Male,,retired,804,3,920,213,7225.05,7225.05,7229.28,7223.59,0.49,0.49,0.49,7.63,7225.05,7230.58,0\\r\\n9851,4631,48,Male,3,self_employed,1609,2,230,7,5433.18,4179.39,5070.26,3135.96,2938.8,286.34,1763.58,1659.5,4695.48,4867.93,0\\r\\n9852,3880,90,Female,0,self_employed,1150,2,108,,2508.93,2508.93,2508.93,2851.81,0.6,0.6,0.6,0.6,2508.93,2508.93,0\\r\\n9853,857,43,Female,0,self_employed,649,2,1430,24,2060.38,1938.95,2121.15,1032.47,121.91,121.91,0.49,441.31,2043.63,2178.66,0\\r\\n9854,5207,90,Female,0,self_employed,1096,2,134,,6962.09,6676.37,6654.87,6226.04,0.2,0.2,0.2,0.2,6962.09,6584.21,0\\r\\n9855,1006,15,Male,0,student,262,3,937,62,4816.12,4979.12,4875.48,3881.98,0.46,0.46,163.46,0.46,4866.71,4979.12,0\\r\\n9856,2269,39,Female,0,salaried,334,2,575,,3331.67,3329.1,3328.76,3214.52,0.56,0.56,0.56,0.56,3330.87,3329.1,0\\r\\n9857,1228,33,Male,0,self_employed,656,2,1332,111,2582.6,3107.61,3310.91,5045.33,0.07,0.07,653.66,571.5,2701.85,3351.85,1\\r\\n9858,2439,26,Male,0,student,61,2,856,345,3912.26,1550.83,1903.69,1541.01,0.33,0.33,0.33,0.33,2609.41,1550.83,0\\r\\n9859,2211,41,Male,2,self_employed,1540,2,1541,3,2599.27,4728.88,4811.51,92.69,15214.76,6514.76,17344.37,8558.66,5718.58,4207.33,1\\r\\n9860,1526,30,Male,0,self_employed,1051,2,1941,119,3069.78,3164.05,3154.07,3164.91,0.57,0.57,94.84,21.99,3108.79,3167.13,0\\r\\n9861,831,43,Male,0,self_employed,15,3,300,47,5313.95,5363.22,3160.93,315.67,0.2,6633.9,0.2,0.2,5349.63,3909.63,0\\r\\n9862,1188,44,Male,0,self_employed,279,2,948,62,6219.38,6219.38,6090.35,5513.05,0.5,0.5,0.5,0.5,6219.38,6219.38,0\\r\\n9864,1771,90,,0,self_employed,,3,1347,53,4206.9,4409.61,2745.42,3631.08,0.53,3524.8,203.24,15946.39,4262.82,3613.81,0\\r\\n9865,815,29,Female,0,self_employed,1020,2,442,,1504.26,1504.26,1473.84,1324.3,0.6,0.6,0.6,19.03,1504.26,1475.48,0\\r\\n9866,4262,52,Female,0,self_employed,557,2,284,194,1693.43,1707.72,1720.45,1765.81,0.5,0.5,0.5,0.5,1706.73,1720.16,0\\r\\n9867,3202,47,Male,2,self_employed,1173,2,782,6,13436.15,616.82,2258.83,2120.65,12857.74,0.6,0.6,0.6,3717.42,1343.88,0\\r\\n9868,2959,66,Male,0,retired,146,2,157,7,6557.56,6407.56,6327.66,6770.32,150.49,143.34,0.49,0.49,6448.94,6338.44,0\\r\\n9869,462,61,Female,,self_employed,649,3,54,,1552.29,1552.29,1552.29,1542.45,0.13,0.13,0.13,0.13,1552.29,1552.29,0\\r\\n9870,4542,90,Male,0,self_employed,1020,1,15,7,2276.75,1466.27,1808.37,338.37,15661.2,4346.7,13791.36,1429.13,2528.65,1603.11,1\\r\\n9871,2505,49,Female,0,self_employed,409,2,331,,2968.81,2968.81,2968.81,2949.92,0.23,0.23,0.23,0.23,2968.81,2968.81,0\\r\\n9872,5873,68,Male,0,self_employed,1020,2,79,58,12533.51,12533.51,12532.52,12474.79,0.17,3.03,0.17,0.17,12533.51,12533.41,0\\r\\n9873,206,39,Female,0,self_employed,834,2,1404,45,1987.57,1671.66,1986.74,695.74,0.53,500.53,1964.46,1247.01,2433.81,1928.46,0\\r\\n9874,2881,44,Male,3,salaried,1232,2,539,26,5786.84,9577.3,8769.61,8716.95,157.83,4514.04,319.66,0.7,7501.77,9841.05,0\\r\\n9876,1273,43,Female,0,self_employed,623,2,218,115,4350.5,10807.38,9025.74,8671.09,0.14,0.14,7339.43,447.7,6034.1,10881.23,0\\r\\n9877,1378,56,Female,0,self_employed,1589,3,33,182,4006.52,4006.52,4006.52,3997.29,0.34,0.34,0.34,0.34,4006.52,4006.52,0\\r\\n9878,1461,54,Male,0,self_employed,150,3,2505,188,1784.9,2490.4,2401.2,2474.72,0.06,0.06,0.06,0.06,2222.8,2490.4,1\\r\\n9879,2243,45,Female,0,self_employed,388,1,130,7,14433.23,14945.71,15072.2,7198.83,119.04,100.04,714.33,359.96,14919.99,15135.34,0\\r\\n9880,1107,35,Male,0,salaried,318,3,3029,3,6369.6,5962.45,5504.56,4601.73,1429.27,1429.27,1000.7,2857.84,5663.19,5734.8,0\\r\\n9881,589,67,Female,0,self_employed,409,3,708,7,606.23,248.01,2602.61,2546.17,1551.27,21.74,2968.16,998.89,1085.23,526.03,0\\r\\n9882,5203,46,Male,0,self_employed,169,1,1711,91,63991.11,292848.26,242295.55,148959.54,0.33,0.33,300286.04,0.33,130434.46,292848.26,1\\r\\n9883,2732,39,Female,0,self_employed,902,3,474,137,5173.82,5173.82,5173.82,5295.61,0.24,0.24,0.24,0.24,5173.82,5173.82,0\\r\\n9884,1251,56,Female,0,self_employed,278,1,183,0,5361.77,7768.92,6488.98,2351.78,1666.26,4803.36,4057.69,2314.35,5779.02,7009.97,0\\r\\n9885,2102,45,Male,0,self_employed,334,2,1880,0,4772.56,4031.48,4629.05,6197.27,855.32,175.75,431.57,714.69,4494.23,4357.59,0\\r\\n9886,1284,23,Male,0,student,146,1,53,188,1681.22,1681.22,1681.22,1672.17,0.04,0.04,0.04,0.04,1681.22,1681.22,0\\r\\n9887,5261,37,Female,0,salaried,1020,2,16,0,5449.16,5388.89,5377.88,5082.29,177.89,0.29,101.83,0.29,5355.85,5388.89,0\\r\\n9888,423,31,Male,0,salaried,409,3,3756,181,1756.22,1756.22,1644.09,1109.58,0.07,0.07,0.07,109.97,1756.22,1710.86,0\\r\\n9889,4049,37,Male,0,self_employed,470,2,2427,85,5314.47,5472.06,6532.56,5214.75,0.47,0.47,6.7,771.9,5369.29,6135.26,0\\r\\n9890,1260,21,Male,0,salaried,1020,1,60,68,4122.48,4122.48,4032.93,3719.3,0.54,0.54,0.54,0.54,4122.48,4122.48,0\\r\\n9891,3014,32,Male,2,self_employed,1096,2,363,,9256.04,9293.09,9282.52,9234.22,0.01,0.01,32.16,0.01,9261.38,9293.09,0\\r\\n9892,340,27,Male,,salaried,,3,2638,185,2340.06,2340.06,2340.06,2903.18,0.66,0.66,0.66,0.66,2340.06,2340.06,0\\r\\n9893,5462,51,Female,0,self_employed,834,2,18,114,4911.19,4911.19,4911.19,4841.68,0.5,0.5,0.5,0.5,4911.19,4911.19,0\\r\\n9894,4616,86,Male,0,self_employed,1181,2,235,4,2463.03,911.03,3631.37,4767.16,2059.49,0.34,507.49,4500.34,1028.8,3837.3,0\\r\\n9895,1564,20,Male,0,student,1551,2,445,,2664.86,2664.86,2664.86,2647.98,0.53,0.53,0.53,0.53,2664.86,2664.86,0\\r\\n9896,1349,25,Male,0,salaried,1096,2,1058,69,6020.42,6139.08,6368.79,6767.66,0.3,0.3,1037.14,647.64,6295.52,6411.6,0\\r\\n9897,1397,4,Female,0,student,1020,2,546,247,6776.87,6779.73,6779.23,6737.79,0.37,0.37,3.23,0.37,6778.25,6779.73,0\\r\\n9898,2648,66,Male,0,self_employed,623,1,365,0,12773.8,9443.23,8455.72,5148.41,3628.66,57.23,298.09,267.61,10392.51,9502.87,0\\r\\n9899,1945,84,Female,1,self_employed,318,2,1721,6,1091.2,132.14,1728.27,676.52,972.57,11559.43,13.51,14735.29,608.77,1556.5,0\\r\\n9900,2036,33,Male,0,salaried,834,1,693,6,11542.62,11433.28,12060.01,13571.42,143.11,0.26,0.26,171.69,11453.59,11500.9,0\\r\\n9901,447,32,Male,,self_employed,334,2,141,5,3787.29,3741.57,3140.22,3906.44,899.01,454.73,839.01,64.73,3433.89,3081.94,0\\r\\n9902,507,38,Female,2,self_employed,904,2,1267,17,2720.66,2661.11,2246.13,1648.72,26.16,177.59,0.44,1813.31,2730.58,1985.84,0\\r\\n9903,5793,50,Male,0,self_employed,649,2,54,47,29193.01,741.99,15809.48,13310.39,0.5,2500.5,1524.3,18022.91,19997.28,11396.04,0\\r\\n9904,1336,81,Female,0,self_employed,834,2,1219,,2466.45,2466.45,2466.45,3670.56,0.07,0.07,0.07,0.07,2466.45,2466.45,0\\r\\n9905,1283,13,Male,0,student,822,2,717,,1474.75,1474.75,1474.75,1371.72,0.24,0.24,0.24,0.24,1474.75,1474.75,0\\r\\n9906,384,33,Male,1,self_employed,621,3,2378,291,28787.16,2358.59,3290.77,11977.14,0.2,0.2,2143.06,9785.91,7112.28,2321.72,0\\r\\n9907,6570,50,Female,2,self_employed,1020,2,16,11,13939.84,10563.34,12423.63,10385.73,28712.33,86443.37,24719.58,72466.73,11702.52,23230.96,0\\r\\n9908,366,66,Male,0,self_employed,409,2,391,18,283.15,278.51,1754.74,299.37,2376.65,7215.26,20000.59,7143.44,3054.91,1150.53,1\\r\\n9909,778,47,Male,3,self_employed,768,3,808,17,2078.69,1799.4,1718.69,1131.22,279.44,265.16,0.16,0.16,2000.16,1696.82,0\\r\\n9910,1838,34,Female,0,salaried,617,2,1209,40,3567.17,3825.85,3050.76,2293.86,0.47,1527.47,1529.04,179.04,3548.02,3132.01,0\\r\\n9911,2839,55,Female,0,self_employed,1020,1,16,20,16343.09,23813.06,29804.69,60333.73,10815.2,0.2,20380.46,14474.79,18704.56,30594.29,0\\r\\n9912,1231,68,Female,0,self_employed,409,2,3654,146,3991.06,3524.55,3563.56,3765.33,0.03,0.03,0.03,0.03,3878.37,3462.44,0\\r\\n9913,387,31,Female,,self_employed,1020,3,13,103,1720.56,1832.77,1902.93,2223.1,0.37,0.37,155.44,120.26,1749.61,1893.75,0\\r\\n9915,547,44,Male,2,salaried,1096,2,1720,20,2060.78,670.61,2102.22,3151.81,4096.61,3150.19,2677.7,3324.26,1915.12,1283.22,0\\r\\n9916,1247,32,Male,0,self_employed,1020,2,1105,108,4271.12,7128.26,6211.07,5821.92,0.19,0.19,2857.33,28.76,5000.18,7047.61,0\\r\\n9917,2862,68,Female,0,self_employed,334,2,500,27,1351.21,1179.78,1473.2,2245,171.47,171.47,0.04,521.47,1345.29,1381.39,0\\r\\n9918,1014,26,Female,,self_employed,1494,2,1708,194,5694.07,7105.5,7283.68,7924.56,0.43,0.43,1411.86,856.07,6618.8,7271.11,0\\r\\n9919,1952,38,Male,0,self_employed,834,1,174,3,96825.73,11123.34,20239.43,11267.56,26024.06,5853.49,6381.17,10744.19,24665.2,17462.82,0\\r\\n9920,1106,33,Male,0,self_employed,509,3,2920,6,2773.48,2093.33,2180.9,1884.26,680.21,0.07,0.07,0.07,2356.03,2093.33,0\\r\\n9921,1556,30,Female,0,salaried,1020,1,182,312,4707.63,4707.63,4730.05,4093.95,0.23,0.23,0.23,0.23,4707.63,4631.6,0\\r\\n9922,3497,18,Female,0,student,21,2,205,119,5854.59,5854.59,5854.59,5778.64,0.63,0.63,0.63,0.63,5854.59,5854.59,1\\r\\n9924,2267,35,Female,0,salaried,118,3,1365,4,2014.52,2956.5,3968.4,5530.26,67.86,33.2,1009.35,1829.03,2601.63,3758.96,1\\r\\n9926,780,21,Male,0,student,623,2,81,,1528.44,1528.44,1528.44,1518.76,0.69,0.69,0.69,0.69,1528.44,1528.44,0\\r\\n9927,2662,71,Male,0,salaried,1096,3,480,49,2883.07,2883.07,2800.26,2480.35,0.31,14.6,0.31,0.31,2883.07,2878.46,0\\r\\n9928,1750,53,Male,3,self_employed,1232,2,103,0,1479.69,737.79,1611.13,2874.41,4161.74,2055.81,7886.03,3209.39,1358.59,1602.12,0\\r\\n9929,1435,31,Male,0,salaried,363,3,1849,252,1409.64,3114.25,2767.58,1513.08,0.69,0.69,1969.26,504.2,2346.56,2771.26,1\\r\\n9930,1750,70,Male,0,self_employed,146,2,1373,14,40482.37,21955.22,23676.39,13198.11,18527.77,5734.91,0.63,1520.1,35999.66,19548.56,0\\r\\n9931,1172,4,Male,0,student,146,1,628,,2628,2628,2628,2611.35,0.5,0.5,0.5,0.5,2628,2628,0\\r\\n9932,6227,56,Female,0,self_employed,1020,3,414,30,1363.58,1567.76,1497.17,1353.12,0.19,493.04,306.92,472.05,1456.52,1524.22,0\\r\\n9933,1586,38,Male,1,salaried,834,3,712,118,6656.71,6656.71,6495.55,5426.07,0.06,0.06,0.06,0.06,6656.71,6601.56,0\\r\\n9934,2802,31,Male,0,salaried,485,3,717,14,478.81,5041.26,3043.43,4768.95,571.46,600.04,6637.12,2054.82,3294.26,3805.4,1\\r\\n9935,2021,53,Male,0,salaried,1256,2,1454,88,2060.09,2517.24,2838.76,5164,0.44,0.44,457.59,71.87,2319.21,2581.75,0\\r\\n9936,4339,67,Female,0,self_employed,1347,2,2738,20,5810.56,5931.95,5377.49,5689.28,286.37,300.66,1167.84,239.75,5840.05,5276.3,0\\r\\n9937,1285,17,Female,0,student,488,3,1893,240,3395.5,3395.5,3395.5,3374.45,0.03,0.03,0.03,0.03,3395.5,3395.5,0\\r\\n9938,1823,71,Female,0,self_employed,822,3,1515,24,4578.91,4425.55,4282.69,3792.05,100.66,100.66,0.66,0.66,4435.81,4270.72,0\\r\\n9939,4771,86,Male,1,self_employed,531,1,153,20,1962.65,1048.37,4027.5,7967.12,928.91,928.91,14.63,0.34,1785.31,688.92,1\\r\\n9941,670,28,Male,0,salaried,146,3,1045,39,1160.77,1430.55,1491.96,1387.17,0.01,1535.46,0.01,2.16,1255.94,1817.2,0\\r\\n9942,4570,37,Female,0,self_employed,698,2,231,342,3827.01,3827.01,3827.01,5975.14,0.63,0.63,0.63,0.63,3827.01,3827.01,0\\r\\n9943,6115,67,Male,0,salaried,15,1,6,5,14071.51,2659.02,34975.54,39868.13,283095.17,111350.2,43848.23,91809.49,23183.47,35031.57,1\\r\\n9944,513,5,Female,,student,623,2,968,,78.02,606.59,1498.04,1596.65,0.06,0.06,528.63,3000.06,270.14,2867.05,0\\r\\n9945,1326,43,Male,0,salaried,759,3,518,77,3965.66,1985.24,1704.61,224.88,0.27,0.27,750.27,4760.03,1715.3,1569.04,0\\r\\n9946,4263,47,Female,0,self_employed,1388,1,126,11,1356.17,6432.12,1790.26,1985.04,944.11,36476.39,6606.89,30584.81,2730.52,2178.92,0\\r\\n9947,1589,35,Male,0,salaried,1096,3,1068,0,2913.54,1689.16,2046.56,1263.27,2008.99,2944.24,784.6,1131.82,2599.03,1872.79,0\\r\\n9948,3944,75,Male,0,retired,1020,2,16,5,18541.1,18129.18,15618.87,28243.65,499.21,4833.07,0.4,228.97,18190.15,14727.58,0\\r\\n9949,823,23,Female,,student,1611,3,448,,2178.68,2178.68,2149.31,3082.04,0.03,0.03,0.03,0.03,2178.68,2166.44,0\\r\\n9950,1818,90,,0,self_employed,409,2,886,7,3594.72,4966.14,4044.57,3195.82,2334.19,2313.47,3605.61,2209.47,3504.5,3753.59,0\\r\\n9951,5131,46,Female,0,self_employed,1084,2,16,2,3361.54,2163.46,2636.62,2416.05,1271.47,454.75,291.97,0.54,2852.02,2266.02,0\\r\\n9952,1055,71,Male,0,self_employed,1388,2,1293,248,3848.82,4705.96,4836.43,5366.47,0.41,0.41,857.56,0.41,4558.18,4816.56,0\\r\\n9953,1411,84,Female,0,self_employed,1020,1,80,0,526.26,5525.17,4805.87,3180.12,1515,919.31,13214.43,0.14,4983.85,5001.91,1\\r\\n9956,2143,78,Male,0,salaried,318,2,1379,126,3077.72,3569.01,3501.23,4315.51,0.61,0.61,491.9,143.47,3239.53,3534.45,0\\r\\n9957,1382,23,Female,0,student,1020,2,212,19,12107.61,11580.97,11422.62,9427.75,498.61,497.69,0.54,14.83,11949.59,11410.56,0\\r\\n9958,3289,14,Female,0,student,15,1,300,,6514.9,6800.61,6913.65,7686.63,0.24,0.24,0.24,0.24,6628.2,6908.91,0\\r\\n9959,1420,85,Female,0,self_employed,1096,2,588,21,16934.58,11092.36,12606.05,11211.1,6143.17,0.31,300.96,76.03,15473.73,11126.56,0\\r\\n9960,1652,72,Male,0,self_employed,552,3,963,115,1733.96,1662.53,1626.62,1338.26,0.69,0.69,0.69,0.69,1706.87,1662.53,0\\r\\n9961,2202,30,Female,0,salaried,146,3,1472,133,445.97,2231.69,1862.23,1124.58,0.23,0.23,1785.94,0.23,1123.31,2231.69,1\\r\\n9963,1948,42,Female,0,self_employed,575,2,280,160,5385.09,5196.37,6338.13,5988.45,0.5,0.5,938,2750.26,5585.22,6496.86,0\\r\\n9964,1217,46,Male,0,salaried,589,2,2157,83,7121.87,7121.87,3238.09,4944.63,0.54,0.54,0.54,714.83,7121.87,1433.69,0\\r\\n9965,2917,72,Female,0,self_employed,1020,1,424,12,6398.35,5917.48,5974.68,5143.18,438.26,0.24,0.24,0.24,6144.62,5903.91,0\\r\\n9967,5477,45,Female,0,self_employed,318,2,1217,38,3838.48,4304.36,2818.4,1368.47,0.37,4341.81,704.97,1243.23,4061.23,3087.94,0\\r\\n9968,1410,39,Female,0,salaried,1232,3,136,48,1620.47,2860.16,2851.59,15.04,0.09,9.9,8.27,8.27,2470.55,3301.49,1\\r\\n9969,2328,34,Female,0,self_employed,1565,2,4394,150,7190.29,7394.44,7373.64,5256.13,0.2,0.2,9.36,0.2,7332.03,7394.44,0\\r\\n9970,802,49,Male,0,self_employed,1126,2,1270,6,3329.97,2834.85,2430.33,1318.79,759.64,1989.21,78.64,884.43,3215.52,2515.07,0\\r\\n9971,1584,57,Female,0,company,,2,301,135,5701.19,5744.05,5731.33,5739.8,0.43,0.43,43.29,0.43,5713.01,5744.05,0\\r\\n9972,1003,61,Male,0,retired,1232,3,1718,24,7882.38,2721.52,4255.15,7606.16,2929,179,911,2042.02,5511.08,3062.38,1\\r\\n9973,1432,90,Male,0,self_employed,1096,2,2035,54,340.86,1524.1,2623.85,293.53,0.36,4308.56,2857.5,5.17,1613.56,3509.18,1\\r\\n9975,1452,31,Female,0,salaried,575,1,1374,24,16663.58,15586.36,15626.3,12590.97,1286.13,1286.13,208.91,386.67,16532.04,15721.75,0\\r\\n9976,3574,62,Male,0,self_employed,409,3,393,33,3150.67,1679.55,2731.71,2995.99,0.66,400.66,1488.91,1749.14,2630,1981.32,0\\r\\n9977,1679,36,Male,0,self_employed,873,2,1371,101,1634.67,1658.14,1649.26,1413.39,0.43,0.43,57.57,0.43,1636.43,1656.94,0\\r\\n9979,2846,74,Female,0,self_employed,1096,3,319,7,4531.41,3605.47,3229.05,2910,110.73,909.01,67.34,97.77,4256.5,3021.99,0\\r\\n9980,300,43,Male,,self_employed,917,3,1909,46,5991.15,6009.53,6015.18,5910.35,0.54,21.97,0.54,21.97,5999.18,6018.52,0\\r\\n9981,5397,42,Female,0,self_employed,1271,2,101,3,9006.88,4280.41,3086.06,743.51,9214.91,7317.36,4346.34,2857.77,5386.47,2796.4,0\\r\\n9982,2276,43,Female,0,self_employed,1096,2,132,61,7273.95,7289.38,7725.56,6327.74,0.11,0.11,0.11,917.44,7274.49,7625.06,1\\r\\n9983,5420,51,Male,0,self_employed,1020,3,546,185,5568.67,5943.01,5963.79,6144.46,0.01,0.01,342.87,0.01,5853.73,5973.95,0\\r\\n9984,1866,37,Female,2,self_employed,980,3,1911,75,3952.63,4316.27,4425.26,3581.44,0.6,0.6,364.24,0.6,4228.5,4707.98,0\\r\\n9985,806,44,Female,0,self_employed,1111,3,1660,119,2533.75,2533.75,2533.75,2230.33,0.13,0.13,0.13,0.13,2533.75,2533.75,0\\r\\n9986,5228,68,Male,0,retired,623,2,811,201,11810.84,11043.45,11259.72,11360.09,0.16,0.16,868.49,818.11,12153.22,11143.62,0\\r\\n9987,3006,72,Female,0,self_employed,904,3,594,11,8405.58,8220.9,6705.49,4209.86,357.29,3496.82,164.43,0.14,8344.89,7431.33,0\\r\\n9988,1036,42,Female,,self_employed,837,2,1490,117,2167.79,2174.93,2179.65,3141.94,0.21,0.21,0.21,0.21,2172.71,2179.54,0\\r\\n9989,2055,90,,0,self_employed,15,2,69,19,5820.2,42083.39,9153,7156.03,4457.41,15714.56,34866.63,5435.99,8696.89,9136.27,1\\r\\n9990,1917,55,Female,0,self_employed,1020,3,355,56,12371.73,12837.91,12507.8,9514.85,0.13,4583.91,466.3,2605.12,12478.62,13932.21,0\\r\\n9991,405,41,Female,0,self_employed,1232,2,75,326,1890.57,2699.27,2500.73,3134.01,0.56,0.56,1094.97,0.56,2076,2699.27,0\\r\\n9992,2013,57,Male,0,salaried,1020,2,1123,12,3659.34,3769.11,3814.52,3489.49,2.22,186.26,297.84,33.77,3581.18,3594.56,0\\r\\n9993,1320,49,Female,0,self_employed,574,3,2303,18,3287.26,2851.54,4266.03,6601.29,2421.47,0.04,1985.76,1004.33,2849.57,3263.34,0\\r\\n9994,2858,34,Male,0,self_employed,146,2,133,74,56.86,58.67,1659.49,25403.13,0.17,0.17,0.17,0.17,57.54,117.23,1\\r\\n9995,1352,90,,0,self_employed,834,2,2856,17,7929.5,304.36,4182.64,6207.06,10917.91,16112.06,3292.77,1034.33,4388.79,5200.83,0\\r\\n9996,1695,58,Female,0,self_employed,334,3,2094,,1767.98,1767.98,1774.43,1770.98,0.7,0.7,0.7,14.99,1767.98,1773.05,0\\r\\n9997,1186,29,Male,0,salaried,62,2,2204,72,3119.23,3119.23,3121.13,3112.21,0.07,0.07,0.07,0.07,3119.23,3119.23,0\\r\\n9998,879,52,Female,0,self_employed,334,2,136,40,6026.14,6026.14,5834.13,5670.85,0.59,357.73,0.59,0.59,6026.14,5807.25,0\\r\\n9999,1397,42,Male,2,self_employed,334,2,4,38,1841.24,2278.11,1902.48,315.67,0.6,72.16,437.47,182.84,2187.72,2358.3,1\\r\\n10000,6747,47,Male,0,salaried,1111,3,1223,20,19785.69,5385.86,13824.14,16147.75,78.31,0.41,11977.06,869.57,28557.53,5459.6,0\\r\\n10001,222,26,Male,0,self_employed,1570,2,2211,19,5101.3,10972.73,8412.11,5830.5,3128.6,5004.43,9000.03,1714.31,8259.43,9437.42,0\\r\\n10002,453,36,Male,0,salaried,1361,2,813,179,1741.24,1805.9,2879.08,5822.39,0.1,0.1,0.1,1493.31,1752.39,2365.46,1\\r\\n10003,1395,32,Female,0,self_employed,1441,2,2074,,14600.87,14600.87,14600.87,14508.38,0.63,0.63,0.63,0.63,14600.87,14600.87,0\\r\\n10004,3378,80,Male,1,retired,1096,2,484,23,2526.64,2184.24,2936.98,5791.35,2154.36,854.73,112.02,168.71,2631.18,2478.85,0\\r\\n10005,883,27,Female,,self_employed,,2,370,126,15116.68,15116.68,15116.68,14766.82,0.41,0.41,0.41,0.41,15116.68,15116.68,0\\r\\n10006,2737,82,Female,,self_employed,318,3,450,0,0.14,1428.71,1433.82,888.14,18284.86,565.86,19147.71,0.14,1496.5,1556.46,0\\r\\n10007,5975,82,Male,0,self_employed,491,2,93,,4178.66,4178.66,4082.86,3456.66,0.09,0.09,0.09,0.09,4178.66,4178.66,0\\r\\n10008,2376,29,Male,0,salaried,409,3,1067,,1631.61,1631.61,1631.61,1682.9,0.64,0.64,0.64,0.64,1631.61,1631.61,0\\r\\n10009,2630,80,Female,0,self_employed,0,2,647,20,1702.25,1293.68,1439.99,5974.86,786.19,0.47,377.61,0.47,1732.6,1293.68,0\\r\\n10010,627,90,,,self_employed,834,2,8,39,6675.54,15246.96,14033.53,10756.06,0.47,771.9,8571.9,16.19,12882.43,14726.92,0\\r\\n10011,670,73,Female,0,self_employed,834,3,466,24,2079.81,2582.92,1741.2,1498.46,54.3,1483,517.41,143.13,2410.09,1429.39,0\\r\\n10012,609,43,Male,,salaried,146,2,354,236,3093.54,3093.54,3093.54,3078.84,0.26,0.26,0.26,0.26,3093.54,3093.54,0\\r\\n10013,1894,68,Female,1,self_employed,1020,1,240,153,9433.41,9433.41,9433.41,9537.3,0.21,0.21,0.21,0.21,9433.41,9433.41,0\\r\\n10014,2060,47,Male,2,salaried,1621,1,417,5,931.65,378.55,6447.49,5270.55,1.91,0.34,6487.72,9120.46,3403.58,6623.99,1\\r\\n10015,2953,51,Male,4,self_employed,1020,2,666,21,1108.88,2107.97,1989.67,3117.78,286.4,9193.54,1247.5,8267,1486.3,2980.09,1\\r\\n10016,2224,90,Male,0,self_employed,1020,3,1473,95,13267.86,13267.86,13267.86,5551.84,0.36,0.36,0.36,0.36,13267.86,13267.86,0\\r\\n10017,1533,37,Male,0,salaried,229,3,2297,10,3955.45,3326.88,3882.44,691.68,1657.16,0.01,1300.01,0.01,4274.66,3326.88,1\\r\\n10018,2781,35,Male,3,self_employed,1326,3,657,26,4490.83,856.84,2521.62,755.58,700.4,700.4,7728.81,585.96,5966.08,857.27,0\\r\\n10019,2148,57,Male,2,salaried,191,2,1760,39,430.22,6181.95,3271.07,3824.54,0.64,67.07,2616.65,1290.72,926.79,5160.88,1\\r\\n10020,5151,60,Female,1,self_employed,1232,2,104,26,1231.54,502.97,3143.84,5174.41,750.53,314.81,21.96,21.96,1154.69,436.15,0\\r\\n10021,553,9,Male,,student,1597,3,959,,1493.47,1493.47,1493.47,1487.55,0.54,0.54,0.54,0.54,1493.47,1493.47,0\\r\\n10022,597,40,Male,,salaried,879,3,1906,,5201.43,5201.43,5273.63,5363.43,0.27,0.27,0.27,285.99,5201.43,5275.16,0\\r\\n10023,4046,42,Male,2,self_employed,1020,1,424,9,30027.04,34686.98,18775.49,-4290.9,16004.26,93538.19,10189.96,89204.41,37183.85,16177.17,0\\r\\n10024,4309,54,Male,2,self_employed,904,2,296,53,5318.91,5498.77,5428.04,5488.05,0.3,543.16,180.16,537.3,5343.72,5532.11,0\\r\\n10025,450,62,Male,0,salaried,1096,2,328,28,2126.86,3966.7,2398.52,5007.52,15.51,4301.23,1857.59,2502.09,2253.09,3582.28,1\\r\\n10026,3045,62,Female,0,self_employed,1020,1,84,,15911.07,15911.07,15911.07,15810.27,0.24,0.24,0.24,0.24,15911.07,15911.07,0\\r\\n10027,1977,77,Female,0,retired,1593,3,211,23,2249.49,2164.52,2191.11,1986.04,94.99,0.57,0.57,0.57,2234.84,2164.52,0\\r\\n10028,452,20,Female,,self_employed,834,3,2720,284,1920.91,1935.2,1932.41,1924.49,0.16,0.16,14.44,0.16,1926.83,1935.2,1\\r\\n10029,230,22,Male,,student,623,2,364,7,2322.51,4.39,2443.62,186,3574.85,631.03,48412.81,627.83,6923.63,173.88,0\\r\\n10030,1875,31,Male,0,salaried,1020,3,38,23,5798.8,5053.5,6137.89,2961.13,785.76,4714.33,0.04,7142.9,5662.31,2246.56,0\\r\\n10031,3526,39,Male,2,self_employed,,3,1395,6,5564.32,5207.44,5242.51,4443.26,714.31,307.17,414.31,0.03,5540.31,4966.41,0\\r\\n10032,3996,30,Female,0,salaried,1020,1,501,41,24481.87,30917.34,33663.13,7233.27,0.03,6644.6,387.7,756.91,24680.8,34623.87,1\\r\\n10033,1455,45,Female,0,self_employed,529,3,2155,28,16285.02,13442.16,6250.38,602.13,2857.67,12857.67,0.53,0.53,16295.86,1839.71,0\\r\\n10034,4780,41,Female,0,self_employed,1020,2,1429,9,3759.1,3521.95,2761.51,1781.97,437.84,1715.7,200.7,200.7,3507.18,2859.6,0\\r\\n10035,3006,38,Male,3,self_employed,623,2,632,11,536.75,254.42,3206.8,8573.99,24185.73,14900.01,23903.4,15100.79,1828.04,3957.91,1\\r\\n10036,1641,46,Female,0,self_employed,630,3,2000,67,1672.17,3471.7,2424.81,3551.66,0.26,0.26,1428.83,60.24,2570.83,2506.14,0\\r\\n10037,1707,90,,0,self_employed,15,1,6,62,322.11,322.11,2105.57,312.31,0.5,0.5,0.5,7071.93,322.11,2603.22,0\\r\\n10038,1070,47,Male,0,self_employed,409,2,438,47,17440.8,18026.52,16243.17,15580.06,0.39,4286.1,1000.39,1000.39,17700.9,16689.19,0\\r\\n10039,4048,65,Male,0,self_employed,1020,2,424,0,7859.59,5863.55,8475.2,10715.07,1887.14,11252.28,0.27,9185.99,6399.68,7094.13,0\\r\\n10040,1420,45,Male,0,salaried,334,2,111,256,12935.36,12971.07,12982.86,13064.41,0.4,0.4,0.4,0.4,12947.67,12982.59,0\\r\\n10042,224,46,Male,,salaried,1232,3,900,189,1520.53,1520.53,1520.53,1672.59,0.16,0.16,0.16,0.16,1520.53,1520.53,0\\r\\n10043,4602,45,Male,1,salaried,1096,1,92,36,1725.53,28868.38,4053.86,6021.18,0.13,47267.61,27142.99,20000.13,1725.53,8374.32,1\\r\\n10044,4069,61,Female,2,self_employed,146,2,361,70,3342.55,1702.41,2779.42,2650.95,0.54,0.54,3313.39,6260.89,3742.56,2571.43,0\\r\\n10045,4189,45,Male,0,self_employed,1232,1,52,18,1480.74,3584.42,6988.25,1516.67,79.89,0.24,1828.47,16906.74,2145.79,4864.56,0\\r\\n10046,1977,64,Female,0,self_employed,680,2,565,221,108.04,108.04,4040.45,11600.07,0.49,0.49,0.49,11429.06,108.04,476.7,0\\r\\n10047,4266,39,Male,0,salaried,1096,3,319,3,7030.57,6997.02,7008.92,6949.03,105.66,0.69,0.69,0.69,6947.46,7003.94,0\\r\\n10048,2411,72,Male,0,retired,575,3,616,345,2148.25,2148.25,2148.25,2134.64,0.19,0.19,0.19,0.19,2148.25,2148.25,0\\r\\n10049,2034,56,Male,0,self_employed,1111,2,1898,9,47079.19,44844.08,45094.95,43353.9,3857.8,796.37,1739.23,1970.66,44711.15,45160.59,0\\r\\n10050,2823,41,Female,2,salaried,1232,2,104,94,3996.96,4506.17,5134.07,7511.73,0.03,0.03,608.46,693.26,4165.56,4860.3,1\\r\\n10051,1273,38,Male,0,self_employed,1232,3,1791,346,13497.66,13497.66,13899.63,14488.21,0.69,0.69,5829.26,0.69,14703.57,13497.66,0\\r\\n10052,373,56,Male,,self_employed,1345,2,3025,119,22060.64,22060.64,22779.54,23006.3,0.41,0.41,0.41,1486.13,22060.64,22731.61,0\\r\\n10053,646,47,Female,0,self_employed,1096,1,134,13,3438.8,1826.26,2513.92,5826.71,2857.59,0.44,1245.04,1245.04,2162.87,2067.15,0\\r\\n10054,4314,72,Male,2,self_employed,513,1,216,20,15535.09,15327.21,14883.28,24529.16,1765.3,1651.83,1465.99,417.47,16335.22,15528.96,0\\r\\n10055,1145,70,Male,0,self_employed,593,3,1396,,2630.75,2630.75,2630.75,2618.81,0.64,0.64,0.64,0.64,2630.75,2630.75,0\\r\\n10058,203,27,Male,0,self_employed,969,3,2430,179,77.04,89.43,1829.7,8882.54,0.43,0.43,100.43,43.29,134.55,90.35,1\\r\\n10059,2259,67,Male,0,salaried,724,3,194,,3772.52,3201.08,3057.01,1641.85,0.59,0.59,714.87,0.59,3644.44,3108.91,0\\r\\n10060,909,61,Male,,salaried,1043,3,2037,,2195.23,2195.23,2189.66,2580.75,0.01,0.01,0.01,0.01,2195.23,2187.94,0\\r\\n10061,3495,60,Female,0,salaried,1525,1,146,6,1632.32,1468.58,1903.49,4010.23,2286.4,27169.72,1450.73,23965.39,1767.8,3178.7,1\\r\\n10062,1262,54,Female,0,self_employed,1020,2,490,3,2724.72,2689.59,2892.78,2956.37,71.31,9.17,0.47,330.26,2710.29,2903.85,0\\r\\n10063,2391,51,Male,0,salaried,1111,2,88,3,481.9,389.67,3329.43,7608.84,709.69,2857.23,1068.2,417.84,710.79,1137.07,1\\r\\n10064,1498,31,Female,0,self_employed,1525,3,60,,4115.61,3972.75,3919.04,3496.29,0.01,0.01,0.01,0.01,4046.64,3922.06,0\\r\\n10065,1937,40,Male,0,self_employed,501,2,3033,,4817.4,7486.7,6934.94,6496.74,0.57,0.57,12714.86,12572,8262.29,6749.57,0\\r\\n10066,329,29,Female,0,self_employed,1020,1,424,65,1184.71,1184.71,2626.94,5054.4,0.24,0.24,0.24,0.24,1184.71,1230.79,0\\r\\n10067,1000,37,Male,0,self_employed,15,2,69,17,3028.39,842.67,1612.39,1735.79,5000.43,0.43,2743.29,0.43,2642.18,880.46,0\\r\\n10068,1733,81,Female,0,self_employed,1020,1,1027,6,552.58,1391.86,1453.48,2371.39,18.44,0.59,857.73,329.87,1102.46,1497.75,0\\r\\n10069,3044,79,Male,0,retired,1020,3,538,28,1653.43,1488.67,1471.9,1379.09,143.21,199.83,0.36,0.36,1766.36,1580.89,0\\r\\n10070,1918,67,Male,0,retired,409,3,1666,46,1430.89,1430.89,1475.49,1416.09,0.43,706.21,0.43,0.43,1430.89,1134.91,0\\r\\n10071,1980,34,Male,0,salaried,146,2,1755,118,3608.19,4040.44,3994.06,5564.76,0.24,0.24,428.81,0.24,3890.09,4043.44,0\\r\\n10072,5246,49,Female,0,salaried,1020,1,442,0,59342.6,27648.44,47330.67,92967.13,35954.66,23127.44,4200.81,42345.74,31190.29,28437.51,0\\r\\n10073,1225,36,Male,0,self_employed,1477,2,2418,,2862.3,2862.3,2863.84,3615.24,0.03,0.03,0.03,0.03,2862.3,2862.3,0\\r\\n10074,4129,70,Female,0,self_employed,563,2,88,56,10866.88,11063.58,7878.21,2721.84,0.01,8571.44,195.26,149.19,10875.86,10094.47,0\\r\\n10075,2208,34,Male,0,salaried,1071,2,623,45,7645.9,7645.9,7789.98,8375.51,0.26,628.83,0.26,1071.69,7645.9,7635.3,0\\r\\n10077,290,90,,,self_employed,15,2,49,,1602.05,1602.05,1602.18,1597,0.27,0.27,0.27,0.27,1602.05,1602.2,0\\r\\n10079,200,67,Female,0,self_employed,1020,3,1316,3,668.95,305.57,1852.56,1813.98,697.88,6708.71,6951.57,6650.84,1944.39,1390.49,1\\r\\n10080,891,42,Female,0,self_employed,656,2,3275,13,8998.42,7551.81,6076.16,4770.96,1618.74,3128.93,172.13,0.7,8250.17,6088.5,0\\r\\n10081,968,36,Female,0,self_employed,1181,2,477,7,7777.76,8126.69,8790.24,8539.29,578.99,71.84,637.04,1516.67,7898.84,8954.48,0\\r\\n10082,1888,37,Male,0,salaried,61,2,1822,0,3954.75,3254.3,2324.97,1359.06,8347.3,12743.37,5876.88,8466.72,3093.03,3249.9,0\\r\\n10083,4473,68,Male,1,self_employed,1232,2,1108,4,2122.45,8731.62,2976.55,3284.4,6143.13,5107.41,0.27,0.27,3619.37,2762.74,0\\r\\n10084,191,36,Male,0,salaried,409,3,330,3,1659.82,418.6,1959.01,1176.16,4214.59,0.3,2957.44,1443.16,2764.16,1251.13,1\\r\\n10085,3184,34,Female,0,self_employed,1020,1,16,41,3013.11,2951.01,3190.39,3763.51,0.1,932.93,0.1,1904.76,3004.33,2635.57,0\\r\\n10086,2368,66,Male,0,self_employed,318,2,450,23,1632.12,603.55,2006.45,4310.37,1071.71,1071.71,0.29,1428.86,1478.42,1208.62,0\\r\\n10087,2264,39,Female,0,self_employed,531,3,1460,33,11499.32,9057.55,7334.97,11381.21,0.37,4589.03,4958.6,1217.6,8160.03,5472.14,0\\r\\n10088,3266,47,Male,2,self_employed,1525,1,488,63,2551.39,3813.03,3289.1,3055.97,0.26,0.26,1698.08,1102.62,2812.74,3857.16,0\\r\\n10089,5070,59,Male,0,self_employed,334,2,141,6,60575.44,54597.43,44231.98,7123.43,53083,21660.62,50000.57,0.57,57929.67,37885.47,0\\r\\n10090,2377,47,Male,2,self_employed,1096,2,1408,63,1761.05,2618.2,1854.31,362.72,0.37,0.37,857.51,255.44,2411.3,2815.67,0\\r\\n10091,1567,47,Male,0,salaried,1020,2,113,49,873.92,1349.08,1463.7,474.86,0.3,0.7,3334.25,203.12,1450.89,1431.62,0\\r\\n10092,3318,51,Male,2,self_employed,1076,1,64,60,1905.77,2421.51,2546.13,774.3,0.24,0.24,0.24,943.1,2243.67,3297.59,1\\r\\n10093,4438,53,Female,0,self_employed,834,2,174,116,3820.95,3820.95,3791.74,3291.44,0.53,0.53,0.53,0.53,3820.95,3820.95,0\\r\\n10094,1062,62,Male,0,salaried,578,2,2282,243,4896.28,5039.14,5139.36,5733.8,0.29,0.29,143.14,286,4911.06,5158.95,0\\r\\n10096,665,90,Female,0,retired,1020,2,12,,3093.77,3093.77,3093.77,3074.18,0.61,0.61,0.61,0.61,3093.77,3093.77,0\\r\\n10097,2596,40,Male,0,self_employed,1477,2,1091,72,5784.84,7512.91,6054.53,1259.39,0.34,0.34,1728.41,0.34,6483.39,7512.91,0\\r\\n10099,417,34,Female,0,self_employed,1565,3,1878,21,10216.44,13230.67,13261.87,1850.71,214.37,0.09,5490.41,6846.01,11833.78,14236.6,1\\r\\n10101,2557,62,Female,0,self_employed,1534,1,63,16,2180.12,1635.94,1870.4,2068.69,665.69,5.95,54.99,318.04,2096.61,1817.03,0\\r\\n10102,3040,47,Female,1,self_employed,1096,1,26,95,1760.19,2455.05,2953.83,989.87,0.6,0.6,695.46,1064.53,2162.32,2960.58,1\\r\\n10103,1557,41,Male,0,self_employed,,2,1515,0,11638.47,2296.82,4539.59,7001.42,10359.89,12220.81,1013.95,12157.27,3653.24,3550.36,0\\r\\n10104,2327,71,Male,0,retired,1589,3,416,240,812.19,812.19,4867.49,9347.42,0.33,0.33,0.33,8571.76,812.19,4406.66,1\\r\\n10106,2448,55,Female,0,self_employed,1525,2,488,237,1511.33,1511.33,1511.33,1506.15,0.54,0.54,0.54,0.54,1511.33,1511.33,0\\r\\n10107,1251,18,Male,0,student,724,3,1804,30,3304.34,3304.34,2106.18,1099.43,0.57,1857.71,0.57,0.57,3304.34,1567.01,0\\r\\n10108,1322,4,Female,0,student,1452,2,852,293,2862.93,2905.79,2911.45,3020.19,0.59,0.59,0.59,0.59,2868.84,2911.32,0\\r\\n10109,2273,56,Female,8,self_employed,1348,2,1590,55,660.33,674.62,1686.58,582.64,0.17,6288.64,14.46,6285.89,672.15,3715.73,1\\r\\n10110,1907,49,Male,0,self_employed,649,3,1329,72,1109.55,1083.1,1696.93,409.56,0.01,0.01,0.01,3442.31,1088.69,2198.41,1\\r\\n10111,1532,39,Female,2,self_employed,1589,2,33,36,2566.59,2566.59,2559.84,3652.58,0.54,10.66,0.54,0.54,2566.59,2559.08,0\\r\\n10112,2106,67,Male,0,retired,452,2,637,3,1843.61,843.61,1805.42,2785.8,929.11,0.54,0.54,714.83,1424.89,981.86,0\\r\\n10113,3301,63,Male,0,retired,1096,3,294,4,4964.77,3400.48,5026.73,5015.88,1593.46,0.6,29.17,2857.74,4974.62,5040.4,0\\r\\n10114,2108,9,Male,0,student,575,3,1098,,2173.95,2145.38,2138.93,2056.97,0.23,0.23,0.23,0.23,2165.09,2137.09,0\\r\\n10115,2548,83,Male,0,retired,1173,3,782,24,2226.22,5587.12,3418.94,2957.62,800.67,2590.67,2857.81,0.67,3604.52,3655.19,0\\r\\n10116,527,34,Female,0,salaried,1232,1,29,208,3682.33,3680.99,3953.3,6558.97,0.59,0.59,1.3,572.01,3681.82,3921.29,0\\r\\n10118,5010,90,Female,0,self_employed,1020,2,501,0,10970.43,8357.74,7758.03,4699.91,1381.07,28.86,11.91,26.44,9783.28,7355.18,0\\r\\n10119,453,74,Female,,self_employed,146,2,286,25,375.28,2293.08,3003.53,2406.51,343.24,5714.67,3918.33,6472.7,1104.5,4631.36,0\\r\\n10120,415,40,Female,0,self_employed,575,3,3818,90,7395.5,1589.48,4251.98,3537.43,0.03,0.03,1729.73,1767.17,6196.55,2802.02,0\\r\\n10121,1626,23,Male,0,student,1487,2,1363,28,8539.29,8532.15,8534.53,8478.09,7.26,0.11,0.11,0.11,8539.29,8532.15,0\\r\\n10122,2831,54,Male,2,salaried,649,2,54,4,531.59,697.27,1842.33,838.79,13000.41,2715.92,10719.12,3830.63,1860.26,1119.29,0\\r\\n10123,2737,61,Female,0,self_employed,1096,2,3,331,1021.38,1021.38,1841.86,5447.02,0.27,0.27,0.27,0.27,1021.38,1014.3,0\\r\\n10124,1956,36,Male,0,salaried,19,3,1814,30,1573.19,1586.05,1671.65,1491.79,0.43,6.13,13.29,331.03,1578.02,1661.21,0\\r\\n10125,1096,35,Male,0,salaried,1525,2,38,102,2254.54,2859.89,3044.07,4309.4,0.3,0.3,28.23,259.94,2421.37,3043.65,0\\r\\n10126,925,43,Female,0,self_employed,656,2,340,,4037.91,466.49,1656.96,289.41,0.56,0.56,0.56,0.56,4037.91,466.49,0\\r\\n10127,268,42,Female,0,salaried,1388,3,1293,19,1959.85,2213.78,2059.35,3392.06,83.46,83.46,340.54,217.46,1983.37,2197.55,0\\r\\n10128,1914,44,Female,0,self_employed,1076,2,456,25,1240.15,8504,7921.85,7979.69,335.07,259.81,8020.52,375.44,6628.26,8556.93,1\\r\\n10129,3602,32,Male,0,salaried,1020,3,538,0,9003.16,8340.35,6134.81,5765.51,1536.16,4184.49,744.47,584.85,8315.84,6180.47,0\\r\\n10130,804,25,Female,0,student,628,2,1999,116,4053.37,4053.37,4053.37,4007.91,0.21,0.21,0.21,0.21,4053.37,4053.37,0\\r\\n10131,2867,59,Male,2,self_employed,1020,1,410,0,28600.51,34005.37,12074.81,7655.22,486187.64,1447086.21,457836.21,1363197.64,13812.27,20309.54,0\\r\\n10132,1476,24,Female,0,student,1477,2,2559,35,2750.27,2771.69,1515.78,655.75,0.64,2143.5,43.5,29.21,2764.31,1125.61,0\\r\\n10133,4014,16,Male,0,self_employed,621,1,8,,1492.47,1466.44,1465.98,1404.19,0.53,0.53,0.53,0.53,1474.01,1462.19,0\\r\\n10134,2620,42,Female,0,self_employed,146,2,1232,3,1422.62,5499.26,2292.75,1122.16,7143.1,4143.1,11219.74,0.24,2723.83,1890.97,0\\r\\n10136,981,63,Male,0,salaried,649,3,2838,153,80.99,1939.56,1835.45,2267.19,0.03,0.03,1714.31,0.03,1238.87,2027.44,0\\r\\n10137,5373,53,Female,1,self_employed,834,3,22,12,1049.34,782.28,5725.22,1644.1,37872.04,357.81,23324.74,993.81,11421.53,1290.97,0\\r\\n10138,5738,47,Female,0,self_employed,1096,1,1343,18,4478.64,4453.76,4684.05,3778.39,120.06,120.04,1143.33,0.47,4470.22,4453.78,0\\r\\n10139,234,32,Male,0,salaried,1608,2,1245,10,3306.4,4202.12,4432.7,2730.16,1224.46,1378.18,3067.99,1000.98,4642.78,4682.57,0\\r\\n10140,2156,38,Male,0,self_employed,178,2,1888,,8712.35,8712.35,8712.35,8657.16,0.19,0.19,0.19,0.19,8712.35,8712.35,0\\r\\n10141,5171,73,Female,0,self_employed,1020,3,16,,7813.02,7818.84,7819.33,7750.64,0.37,0.37,0.37,0.37,7818.04,7816.86,0\\r\\n10142,472,40,Male,0,self_employed,,3,3390,,2582.95,2582.95,4239.86,8378.59,0.47,0.47,0.47,4286.19,2582.95,3271.76,0\\r\\n10144,546,66,Female,,self_employed,684,1,3616,33,85557.16,188414.31,159418.15,93270.67,0.07,32950.07,102857.21,0.07,159596.57,169165.92,1\\r\\n10145,2344,49,Male,0,self_employed,409,2,193,23,1.66,5632.82,5156.67,3386.7,712.57,767,19880.87,552.71,2584.12,6173.33,1\\r\\n10146,5017,43,Male,1,self_employed,1020,2,490,4,872.38,903.18,4784.03,1248.01,167714.97,572.11,600.2,376.2,12452.14,877.9,1\\r\\n10147,2649,29,Male,0,student,1096,1,27,185,2083.05,2083.05,2083.05,2072.82,0.06,0.06,0.06,0.06,2083.05,2083.05,0\\r\\n10148,262,19,Male,,self_employed,409,2,551,7,3827.5,3113.22,3223.28,2071.55,714.6,0.31,0.31,0.31,3396.47,3113.22,0\\r\\n10149,1565,37,Female,0,salaried,409,3,503,30,2269.39,3952.21,4371.74,1157.96,0.51,11461.56,1654.47,25403.25,2663.58,3100.75,0\\r\\n10150,1488,71,Male,0,self_employed,623,3,1228,,426.73,1687.13,1947.63,3125.81,0.59,0.59,1260.99,1509.13,730.96,1979.11,1\\r\\n10151,4224,63,Male,1,self_employed,1033,1,3716,3,5.43,1483.39,2430.68,3830.26,3229.11,3593.4,6143.07,8161.4,735.7,1645.27,0\\r\\n10152,486,37,Male,,self_employed,146,3,1050,27,42875.15,18.01,13318.5,17.89,42857.31,0.17,0.17,0.17,39919.49,18.01,0\\r\\n10153,853,25,Female,4,self_employed,914,3,123,69,1426.86,1683.86,1572.62,1192.98,0.4,0.4,257.4,257.4,1462.31,1717.02,0\\r\\n10154,553,46,Female,,self_employed,630,3,1240,51,1466.78,1681.06,1947.65,2082.2,0.03,0.05,214.31,428.6,1607.17,1909.33,1\\r\\n10155,4426,47,Female,0,self_employed,834,3,22,145,2113.87,2138.67,2106.46,2218.95,0.63,0.63,25.43,283.28,2131.47,2024.32,0\\r\\n10156,6691,75,Male,0,retired,834,2,18,46,1612.95,1627.24,1468.67,1389.34,0.41,357.56,0.41,7.11,1620.83,1486.58,0\\r\\n10157,2810,48,Female,0,self_employed,1439,1,74,12,3430.4,4740.4,3163.05,1229.01,5928.96,3332.78,7334.67,171.81,4935.47,3052.59,0\\r\\n10158,1785,61,Male,0,self_employed,,3,1882,0,4594.42,4090.55,4073.75,3357.21,504.41,245.34,0.54,0.54,4324.43,4051.07,0\\r\\n10159,245,90,,,self_employed,1353,3,4165,3,45929.69,215.4,7341.84,12262.73,45714.53,0.24,0.24,0.24,21594.71,215.4,0\\r\\n10160,5140,50,Female,0,self_employed,1020,3,143,25,3439.45,2171.91,2315.3,1531.61,1428.61,0.04,414.89,0.04,3269.19,1950.97,1\\r\\n10161,2007,40,Female,0,self_employed,409,3,393,28,4791.68,152.01,1769.69,237.94,4640.13,0.46,0.46,186.17,4791.68,295.79,0\\r\\n10162,1273,30,Female,0,salaried,621,3,2593,108,924.62,947.19,1542.76,2587.2,0.34,0.34,0.34,1600.34,939.3,1495.44,0\\r\\n10163,2804,36,Female,0,salaried,334,1,82,55,204.04,204.04,6847.08,3823.84,0.5,5746.01,0.5,17643.36,204.04,7245.08,1\\r\\n10164,1145,25,Female,0,salaried,1648,2,154,12,4862.33,4505.19,4661.75,4425.05,357.31,0.17,0.17,0.17,4652.97,4505.19,0\\r\\n10165,3208,36,Male,0,self_employed,,3,2705,28,5554.57,5268.86,4104.38,1495.93,286.26,2571.97,0.54,126.57,5554.57,3800.69,0\\r\\n10166,1519,46,Male,0,self_employed,1450,3,2375,80,5390.4,5419.49,5433.84,5669.16,0.09,0.09,0.09,0.09,5408.46,5436.38,0\\r\\n10167,2984,9,Male,0,student,1096,1,482,74,468.38,468.38,10765.74,319.76,0.67,0.67,0.67,0.67,468.38,20376.21,1\\r\\n10168,2198,41,Male,2,self_employed,1020,2,1574,147,33164.88,53161.05,49016.66,36851.79,0.13,0.13,22517.99,7456.53,36201.96,54296.5,0\\r\\n10169,1392,32,Female,0,student,1487,3,944,117,2623.49,2623.49,2623.49,2132.88,0.04,0.04,0.04,0.04,2623.49,2623.49,0\\r\\n10170,2083,39,Female,0,salaried,1096,2,89,7,728.53,835.94,1633,1545.03,729.22,2844.63,1267.01,3371.49,909.32,2068.94,1\\r\\n10171,354,90,Male,,self_employed,1020,1,15,19,3373.44,3302.01,3318.45,857.78,72.1,0.67,0.67,0.67,3348.81,3304.38,0\\r\\n10172,4039,41,Female,0,self_employed,751,2,138,102,1484.17,1484.17,1484.17,333.78,0.6,0.6,0.6,0.6,1484.17,1484.17,0\\r\\n10173,2412,76,Male,0,retired,15,2,6,61,6676.86,6644.72,6611.45,6696.51,0.56,0.56,0.56,0.56,6651.37,6638.63,0\\r\\n10174,604,39,Female,,salaried,813,3,1643,146,58611.6,58611.6,58611.6,36496.99,0.7,0.7,0.7,0.7,58611.6,58611.6,0\\r\\n10175,1018,34,Male,0,self_employed,458,3,1815,0,2181.32,1921.3,3440.17,3108.16,2450.57,653,2272,5021.29,1310.94,3971.62,1\\r\\n10176,2087,29,Male,0,self_employed,1096,2,581,0,4082.13,4775.67,5063.31,5578,1216.14,203.29,1753.21,1353.9,4531.39,5106.42,0\\r\\n10177,2505,39,Female,0,salaried,409,2,120,67,2728.7,2871.56,2202.06,530.68,0.06,0.06,142.91,428.63,2792.74,2850.3,0\\r\\n10178,949,80,Female,0,self_employed,1020,2,84,3,3619.81,3141.24,3179.56,3575.25,579.17,0.6,100.6,100.6,3061.19,3159.5,0\\r\\n10179,926,46,Male,0,self_employed,532,3,2431,69,28399.2,28399.2,26820.68,20551.93,0.67,0.67,0.67,0.67,28399.2,28399.2,0\\r\\n10180,1164,54,Male,0,self_employed,511,2,2183,,3948.27,3948.27,3948.27,3923.5,0.04,0.04,0.04,0.04,3948.27,3948.27,0\\r\\n10181,3523,56,Male,0,self_employed,1470,2,314,0,942.93,905.77,4423.49,6137.56,85716.46,79413.71,87031.15,87927.01,5993.42,3649.62,0\\r\\n10182,4461,90,Male,0,self_employed,522,3,1410,168,2517.9,2517.9,2517.9,2462.32,0.44,0.44,0.44,0.44,2517.9,2517.9,0\\r\\n10183,1342,60,Male,1,self_employed,1020,2,967,6,4300.34,3839.11,3485.23,2622.73,714.74,714.74,253.51,0.46,3967.33,3562.61,0\\r\\n10184,1180,42,Male,0,self_employed,834,3,2666,285,1909.51,3489.34,3103.17,3727.13,0.31,0.31,1728.17,286.03,2064.96,3617.52,0\\r\\n10185,683,23,Female,,self_employed,491,3,2445,55,2614.07,2614.07,2502.24,2066.26,0.07,142.93,0.07,0.07,2614.07,2595.64,0\\r\\n10186,1937,90,,,self_employed,575,1,616,44,14378.81,14378.81,13027.69,9844.07,0.31,4000.31,0.31,0.31,14378.81,12334.66,0\\r\\n10187,5997,49,Female,0,self_employed,1084,2,540,24,2669.76,1867.26,2078.83,1970.26,772.56,0.5,0.5,0.5,2544.84,1847.28,0\\r\\n10188,1783,37,Male,2,self_employed,491,2,615,48,5413.55,5885.56,5798.12,6907.59,0.13,707.27,328.7,357.27,5500.94,5776.09,0\\r\\n10189,4144,68,Female,0,self_employed,1096,1,43,75,11993.67,13631.17,13737.3,9441.91,0.59,0.59,1643.44,991.93,12613.44,14004.84,0\\r\\n10190,5928,72,Male,0,retired,1150,3,61,19,1949.76,2147.53,2022.11,2338.33,245.56,471.37,714.76,500.47,2112.12,1890.64,0\\r\\n10191,2635,38,Male,0,self_employed,431,3,906,13,6784.59,6663.16,6381.87,5440.42,122.09,679.23,0.66,148.33,6740.74,6301.64,0\\r\\n10192,1686,34,Male,0,self_employed,1351,3,1431,33,4870.57,6314.36,3410.58,2276.83,0.54,4643.4,1589.49,114.83,5757.75,2646.62,0\\r\\n10193,2559,39,Female,0,salaried,15,3,889,118,2068.19,2068.19,2068.5,983.27,0.09,0.09,0.09,0.09,2068.19,2068.19,1\\r\\n10194,1844,47,Male,0,self_employed,1342,3,1340,,2604.59,2961.73,2886.01,4118.34,0.33,0.33,357.47,0.33,2690.79,2961.73,1\\r\\n10195,2312,83,Male,0,retired,1181,2,235,,4386.7,4386.7,4387.27,4362.98,0.41,0.41,0.41,0.41,4386.7,4386.7,0\\r\\n10196,2386,45,Female,0,self_employed,615,2,282,63,36985.44,37212.3,28597.69,6964.73,0.57,0.57,227.43,0.57,37157.54,37210.59,0\\r\\n10197,1137,43,Female,0,self_employed,146,2,41,,7642.47,7642.47,7309.14,6615.91,0.64,0.64,0.64,0.64,7642.47,7642.47,0\\r\\n10198,2846,37,Female,0,self_employed,1020,3,159,138,9867.07,9867.07,9867.07,9242.63,0.51,0.51,0.51,0.51,9867.07,9867.07,0\\r\\n10199,2775,63,Male,0,self_employed,409,3,1566,98,496.84,496.84,1464.58,4536.51,0.16,0.16,0.16,0.16,496.84,496.84,0\\r\\n10200,4226,42,Female,0,self_employed,1096,1,3,140,1429.03,1429.03,1429.03,1562.74,0.46,0.46,0.46,0.46,1429.03,1429.03,0\\r\\n10201,843,38,Male,0,salaried,,2,58,27,46700.22,37106.73,42515.74,54112.22,138.23,138.59,200.29,0.29,43851.76,35724.09,0\\r\\n10203,1254,57,Male,0,self_employed,409,3,1981,10,631.12,631.94,3722.19,5952.07,7143.36,0.79,0.5,5357.64,1124.32,4053.47,1\\r\\n10204,2070,49,Male,1,salaried,829,3,2015,24,14183.31,13389.03,12990.3,10700.82,221.73,93.16,0.3,0.3,13866.02,13034.88,0\\r\\n10205,863,31,Female,,self_employed,1076,2,793,,4191.7,4334.55,4300.07,4337.11,0.46,0.46,143.31,0.46,4231.1,4334.55,0\\r\\n10207,1467,73,Female,0,self_employed,575,3,2549,86,730.59,10014.08,6048.37,2630.93,0.06,0.06,9285.77,3723.07,2010.23,8796.94,1\\r\\n10209,2412,66,Male,0,salaried,834,2,789,233,3202.12,3202.12,3202.12,3179.19,0.37,0.37,0.37,0.37,3202.12,3202.12,0\\r\\n10210,684,63,Female,,self_employed,905,2,1320,,6051.81,6051.81,6051.81,6013.6,0.51,0.51,0.51,0.51,6051.81,6051.81,0\\r\\n10211,3341,52,Male,0,salaried,231,3,2440,47,5627.35,6189.25,5374.4,5490.39,0.29,106.71,565.32,1059.56,6016.3,6351.19,0\\r\\n10212,1526,34,Male,0,salaried,834,2,40,0,13012.18,13835.75,13081.28,12601.29,901.14,835.21,1968.2,793.34,13043.9,13344.83,0\\r\\n10213,4403,26,Male,0,salaried,1096,3,32,0,1611.48,1441.14,2465.1,431.34,1360.26,2179.77,3331.63,2787.49,1081.87,2523.69,1\\r\\n10214,5527,56,Male,0,salaried,1613,2,109,27,4691.71,4679.12,4683.17,4641.09,12.97,0.39,0.39,0.39,4691.28,4679.12,0\\r\\n10215,2672,48,Male,3,self_employed,598,2,943,42,446.75,3631.54,3701.11,1334.9,0.53,3857.67,3185.31,2083.16,1448.89,2686.82,1\\r\\n10216,6291,43,Male,0,self_employed,1096,2,26,104,11391.39,11391.39,11391.39,9292.13,0.06,0.06,0.06,0.06,11391.39,11391.39,0\\r\\n10217,5999,69,Male,0,retired,15,2,6,25,9653.14,8670.66,8733.71,7593.28,285.81,0.1,0.1,0.1,9070.97,8629.18,0\\r\\n10218,812,5,Female,0,student,1096,2,1365,329,1930.19,1930.19,1930.19,1917.99,0.41,0.41,0.41,0.41,1930.19,1930.19,0\\r\\n10219,461,90,,,self_employed,228,2,1426,0,18171.53,540.84,20004.59,12131.84,76724.79,0.61,114464.9,0.61,58932.09,540.84,1\\r\\n10220,3167,44,Male,0,self_employed,154,3,658,175,17356.92,18071.21,18257.89,23472.19,0.2,0.2,714.49,0.2,17627.86,18071.21,0\\r\\n10221,2141,44,Male,2,self_employed,409,3,1561,19,321.54,2413.55,1825.61,5808.61,3837.15,0.59,5929.16,0.59,683.26,2413.55,0\\r\\n10222,1313,45,Male,0,salaried,146,3,2841,,98876.13,98876.13,98876.13,54323.34,0.16,0.16,0.16,0.16,98876.13,98876.13,0\\r\\n10224,1644,40,Female,0,self_employed,61,2,856,4,3579.03,3214.01,2998.95,1752.98,405.97,403.53,0.39,0.39,3375.47,3029.74,0\\r\\n10225,1406,58,Female,0,self_employed,1477,2,2539,30,370.62,4513.88,4627.45,7296.02,0.49,4143.34,0.49,7000.49,799.3,5712.04,1\\r\\n10226,4421,57,Male,0,salaried,514,2,69,,4272.03,4273.46,4273.13,4073.8,0.04,0.04,0.04,0.04,4272.47,4273.46,0\\r\\n10227,861,31,Male,2,self_employed,1232,3,2872,0,4644.62,3010.71,2228.19,4896.37,3031.61,3145.9,1302.36,1263.61,3483.18,1516.31,1\\r\\n10228,578,41,Female,,self_employed,146,2,875,5,10450.3,5477.52,6830.04,3337.86,925.96,925.96,0.24,0.24,7639.91,4879.88,0\\r\\n10229,1461,69,Male,0,retired,1372,2,762,168,1209.36,1495.07,1573.23,1732.07,0.14,0.14,0.14,24.31,1301.97,1586.92,1\\r\\n10231,1437,29,Male,0,salaried,409,2,11,55,541.42,1902.35,2119.4,1427.72,0.09,13.08,1562.91,727.08,1367.53,2041.41,1\\r\\n10232,2101,54,Male,0,salaried,1589,3,416,39,2756.48,2756.48,3315.43,5436.68,0.19,952.11,0.19,11014.47,2756.48,2834.21,0\\r\\n10233,4811,44,Male,0,self_employed,1020,3,47,45,2204.16,2904.74,2916.27,3247.23,0.3,786.03,695.2,1068.87,2548.71,3009.19,0\\r\\n10234,3455,48,Male,3,self_employed,575,2,2995,102,5397.27,7291.76,10976.14,9279.35,0.69,0.69,12225.7,4582.84,6160.45,12030.23,1\\r\\n10235,5514,85,Female,0,retired,1232,1,7,0,2075.09,2136.35,3073.23,1007.18,341.93,7.28,1151.87,1697.11,1849.43,2747.64,0\\r\\n10236,514,48,Female,0,self_employed,15,2,888,145,2280.63,2423.49,2490.26,2636.74,0.56,0.56,0.56,0.56,2349.6,2490.31,0\\r\\n10237,2619,48,Male,3,self_employed,1461,2,822,205,5752.01,6680.58,6680.58,8095.26,0.24,0.24,928.81,71.67,6323.44,6694.4,0\\r\\n10238,4314,31,Male,0,self_employed,1232,2,185,,4659.56,4659.56,4659.56,4629.93,0.36,0.36,0.36,0.36,4659.56,4659.56,0\\r\\n10239,752,41,Male,0,salaried,623,2,642,8,1274.84,1532.65,1461.84,2151.42,94.73,94.86,685.94,103.09,1239.83,1504.25,0\\r\\n10240,4081,36,Male,0,salaried,1096,3,294,165,1681.33,1822.47,1788.45,1684.21,0.04,0.04,142.9,0.04,1725.48,1820.26,1\\r\\n10241,2214,29,Female,0,student,623,2,2391,13,501.79,6105.75,3841.73,1122.21,826.87,7857.59,6593.19,98.71,3811.89,6515.11,1\\r\\n10242,3999,69,Male,1,self_employed,234,3,168,5,2293.22,756.76,2054.22,1697.55,2911.17,2314.03,1351.61,4223.74,1254.56,1448.19,0\\r\\n10243,1972,38,Female,0,self_employed,623,3,1628,105,2156.74,2133.89,2165.97,2218.41,0.04,0.04,0.04,0.04,2155.96,2133.89,0\\r\\n10244,1742,51,Female,0,self_employed,491,2,396,30,2306.41,3235.8,2631.65,1242.34,0.01,9000.89,1193.29,7100.73,2911.45,3863.36,0\\r\\n10245,1001,58,Male,0,self_employed,1489,2,1412,25,1619.71,1662.57,1604.05,1510.11,14.74,767.04,14.74,786.17,1635.97,1759.88,0\\r\\n10246,858,51,Female,2,self_employed,396,2,1825,259,2528.65,2681.22,2713.19,3150.97,0.31,0.31,152.89,152.89,2565.48,2710.75,0\\r\\n10247,1047,32,Female,0,self_employed,1020,3,1357,26,904.61,4183.27,3574.13,10360.19,857.83,0.69,4136.49,1429.26,1170.13,5058.84,0\\r\\n10248,905,41,Male,0,self_employed,957,3,2701,271,6819.94,6819.94,6819.94,6570.92,0.59,0.59,0.59,0.59,6819.94,6819.94,0\\r\\n10249,6166,38,Male,0,salaried,1020,3,501,0,1606.64,2261.69,1522.87,1231.83,1280.63,1283.49,2059.14,983.4,1077.77,1620.28,0\\r\\n10250,248,69,Female,,self_employed,1020,1,16,48,12685.39,12640.44,11883.75,15894.06,0.3,7143.16,143.16,2857.44,13692.75,11500.79,0\\r\\n10251,1742,43,Male,2,self_employed,1465,1,191,9,53504.33,464.35,12427.73,1458,77951.4,1285.86,8251.41,832.51,36845.21,291.3,0\\r\\n10252,2894,72,Female,0,self_employed,15,2,48,,1551.13,1551.13,1551.13,1541.13,0.54,0.54,0.54,0.54,1551.13,1551.13,0\\r\\n10253,5802,51,Male,0,salaried,1020,3,15,77,3860.21,4178.83,3496.35,1930.78,0.34,0.34,338.43,412.77,3914.16,4036.97,0\\r\\n10254,373,30,Male,0,self_employed,623,2,318,52,3525.08,5038.5,2757.6,34.12,0.17,5714.46,0.17,714.46,4255.7,3978.59,0\\r\\n10255,1306,70,Male,0,retired,1110,2,982,0,910.79,2039.05,2475.04,3173.87,1872.07,0.33,3000.33,478.9,2543.75,2169.47,1\\r\\n10256,5985,51,Male,0,salaried,1180,2,1330,12,5983.2,6044.65,5663.45,5051.29,1.16,1.82,58.67,42.96,6014.24,5922.05,0\\r\\n10257,2267,9,Female,0,student,1096,3,1374,282,133.6,457.21,2968.04,730.18,0.4,0.4,395.44,9121.04,128.78,1259.75,1\\r\\n10258,1005,51,Female,0,salaried,623,3,218,13,4894.71,3259.07,2576.31,910.37,2016.61,2469.39,357.71,786.29,4012.28,2858.19,0\\r\\n10259,2492,44,Female,0,self_employed,1301,3,692,5,2919.09,1770.29,1941.93,1826.1,1300.63,0.63,138.63,138.63,2010.67,1881.57,0\\r\\n10260,1651,35,Male,0,salaried,893,2,2369,30,4249.1,5432.24,3346.83,2063.8,0.14,6571.93,1182.39,1219.71,4425.82,4777.97,0\\r\\n10261,2014,47,Female,0,self_employed,146,2,509,0,282.23,1414.58,1482.55,1361.03,310.51,471.44,1357.16,0.01,1079.42,1297.33,0\\r\\n10262,1693,82,Male,0,retired,38,3,1915,,1697.77,1697.77,1697.77,1687.02,0.36,0.36,0.36,0.36,1697.77,1697.77,0\\r\\n10263,1117,85,Male,0,retired,157,3,2612,45,13859.32,13859.32,13860.67,13774.83,0.39,5000.39,0.39,5001.81,13859.32,13860.15,0\\r\\n10265,1373,57,Female,0,self_employed,1020,1,239,1,9798.24,8405.31,7792.78,2886.52,1926.53,1214.62,819.31,103.68,9523.1,7132.16,0\\r\\n10266,1277,30,Male,0,self_employed,745,3,2080,26,2657.54,2533.43,2669.91,2723.48,357.53,0.39,304.84,161.99,2718.71,2564.7,0\\r\\n10267,1043,60,Male,4,salaried,1397,2,2427,77,1416.7,2441.99,2363.03,256.36,0.66,0.66,964.51,1393.09,1749.83,2886.48,1\\r\\n10268,2279,62,Male,0,self_employed,502,2,946,224,3220.38,3241.81,3244.71,3278.05,0.06,0.06,0.06,0.06,3227.77,3245.33,0\\r\\n10269,1442,57,Male,2,salaried,623,3,642,3,9811.97,8242.16,6867.25,1955.8,1712.7,1712.7,142.89,723.68,8335.53,6709.06,1\\r\\n10270,1014,71,Male,2,salaried,1020,2,591,185,4150.51,3872.88,3935.24,3990.48,0.54,0.54,0.54,44.03,4113.67,3911.53,0\\r\\n10271,368,22,Male,,salaried,905,2,1238,341,8727.47,8727.47,8736.38,8700.82,0.31,0.31,0.31,0.31,8727.47,8727.47,0\\r\\n10272,2119,51,Male,2,self_employed,243,2,640,,5589.6,5632.46,5645.65,5723.73,0.5,0.5,0.5,0.5,5602.9,5646.28,1\\r\\n10273,2596,90,Male,0,self_employed,1020,2,60,54,4596.36,5612.16,4914.64,3328.07,0.24,1616.81,1016.04,379.16,4915.99,5470.39,0\\r\\n10274,5390,62,Male,0,salaried,1096,1,92,28,750.78,1214.28,1477.06,2680.65,239.99,239.99,703.49,300.06,1193.3,1493.42,0\\r\\n10275,2057,52,Male,3,salaried,,1,1270,44,4677.37,5146.82,4097.35,3426.2,0.36,2453.32,469.8,412.69,4958.69,4209.55,0\\r\\n10276,1737,37,Female,0,self_employed,232,3,350,108,1956.6,1959.55,2034.26,2094.25,0.09,0.09,3.03,249.23,1957.62,2043.11,0\\r\\n10277,1229,34,Male,0,self_employed,1560,2,1463,98,8813.19,8813.19,8813.19,6970.28,0.26,0.26,0.26,0.26,8813.19,8813.19,0\\r\\n10278,1635,61,Male,0,self_employed,,3,2931,49,4359.32,8645.04,17285.75,26978.9,0.44,798.11,4286.16,19214.73,5984.94,18807.4,1\\r\\n10279,2670,40,Female,0,salaried,1096,3,328,164,1944.43,1939.46,1880.44,1238.5,0.34,0.34,0.34,0.34,1941.06,1938.39,0\\r\\n10280,1649,38,Female,0,self_employed,146,3,885,,1910.55,1679.81,1871.1,2761.06,0.47,0.47,55.44,86.56,1909.97,1685.73,0\\r\\n10281,4085,42,Female,0,self_employed,656,2,341,90,131.52,131.52,2059.46,566.08,0.2,0.2,0.2,0.2,131.52,2205.57,1\\r\\n10282,4235,74,Male,0,retired,61,2,1580,25,8678.38,8662.32,7139.67,5363.74,16.08,2857.16,0.01,16.44,8676.17,6921.24,0\\r\\n10283,588,46,Male,,self_employed,452,2,637,9,5036.57,4691.46,4409.49,1988.85,357.49,714.63,0.34,0.34,4805.31,4418.67,1\\r\\n10284,2436,36,Female,0,self_employed,856,1,63,19,2894.96,2739.39,2693.27,2165.53,156.19,156.19,0.61,0.61,2846.68,2684.18,0\\r\\n10285,2351,33,Male,0,salaried,334,3,2094,0,7955.7,8884.25,6701.17,3529.95,877.47,1575.8,554.47,1040.39,7315.11,8181.64,0\\r\\n10286,4393,55,Male,0,self_employed,479,3,234,108,1537.03,1539.48,1539.34,1704.88,0.01,0.01,0.01,0.01,1539.06,1539.48,0\\r\\n10287,352,41,Male,,salaried,1529,3,1004,48,217.8,4393.09,3318.44,499.25,0.26,2135.26,4318.4,13194.7,3633.75,5575.14,1\\r\\n10288,1029,31,Male,0,self_employed,1517,2,1428,69,8825.07,8873.66,8902.5,8863.55,0.53,0.53,0.53,286.24,8830.92,8965.85,0\\r\\n10289,2261,38,Female,0,self_employed,1020,2,5,0,8110.16,6117.01,4574.97,3594.85,1971.54,1285.83,0.11,1805.29,6866.41,3980.66,0\\r\\n10290,1614,34,Male,0,self_employed,,3,2291,97,6710.95,6345.41,6450.45,6710.02,0.1,0.1,0.1,0.1,6660.54,6345.41,0\\r\\n10291,346,90,Female,,self_employed,630,2,3855,335,2192.87,2192.87,2192.87,2178.98,0.2,0.2,0.2,0.2,2192.87,2192.87,0\\r\\n10292,1297,90,,0,self_employed,261,2,937,98,20115.63,20115.63,20115.63,9508.91,0.46,0.46,0.46,0.46,20115.63,20115.63,0\\r\\n10293,3610,74,Female,0,self_employed,342,1,72,0,80515.98,80195.11,42278.87,6998.98,321.03,74938.24,0.16,320.25,80206.18,40872.93,0\\r\\n10294,2697,33,Female,0,self_employed,1540,3,1548,,1981.19,1985.28,1954.37,2017.65,0.41,0.41,0.41,286.13,1984.71,2178.83,0\\r\\n10295,604,3,Female,,student,146,2,1048,222,1741.25,1741.25,1741.25,1724.11,0.44,0.44,0.44,0.44,1741.25,1741.25,0\\r\\n10296,5285,38,Male,0,salaried,318,3,107,350,1660.54,1640.71,1759.05,1649.06,0.01,0.01,0.01,428.59,1653.09,1672.24,0\\r\\n10297,187,75,Male,,self_employed,1643,2,210,,1024.38,1024.38,2775.53,11085.54,0.64,0.64,0.64,4286.36,1024.38,1992.12,1\\r\\n10298,3141,30,Female,0,salaried,1096,2,587,73,5757.93,5842.93,5055.43,1760.3,0.31,0.31,85.31,0.31,5825.34,5842.93,0\\r\\n10299,4458,38,Female,0,self_employed,1020,3,15,76,4007.95,4005.95,5736.16,11168.92,0.43,0.43,0.43,36.14,4006.92,4011.71,0\\r\\n10300,1615,71,Male,2,self_employed,409,2,249,331,165.8,4094.37,3462.19,4067.82,0.13,0.13,3928.7,0.13,2197.82,4094.37,0\\r\\n10302,2393,56,Female,0,self_employed,61,2,115,26,4800.3,4486.16,4461.15,3070.45,314.44,314.44,0.3,0.3,4778.64,4455.76,0\\r\\n10303,4912,67,Male,0,self_employed,11,2,121,333,4147.74,4147.74,4147.74,4122.27,0.46,0.46,0.46,0.46,4147.74,4147.74,0\\r\\n10304,2504,44,Female,0,self_employed,1096,1,314,84,2229.17,2229.17,2386.95,1996.15,0.23,0.23,0.23,420.97,2229.17,2269.89,0\\r\\n10305,1204,41,Female,0,self_employed,649,3,2674,33,1334.1,1848.63,1983.59,3075.91,0.69,586.4,603.19,1035.33,1457.14,1863.1,0\\r\\n10306,1318,41,Male,0,salaried,1295,3,2448,28,688.66,1552.24,1851.49,2304.65,744.81,2178.97,988.83,1103.26,1141.44,669.21,0\\r\\n10307,1633,58,Male,3,salaried,500,2,301,18,5162,5212.14,4471.21,3975.76,21.56,14.41,35.99,14.41,5202.26,4190.19,0\\r\\n10308,1264,35,Female,0,self_employed,334,2,1073,4,2070.48,1903.61,1813.06,1349.77,187.21,208.27,0.13,17.41,1949.14,1818.4,0\\r\\n10310,829,32,Male,0,salaried,575,2,2549,75,3977.91,3977.91,4331.21,395.1,0.16,0.16,0.16,2143.01,3977.91,5844.27,0\\r\\n10311,216,41,Male,0,self_employed,409,3,2071,52,7791.84,8611.9,8212.73,8218.37,0.13,714.41,822.41,142.99,8018.73,8504.81,0\\r\\n10312,2726,42,Male,3,self_employed,665,2,903,11,4800.64,4615.75,4460.85,4137.93,1902.07,1449.64,1717.19,1368.81,4618.79,4474.32,0\\r\\n10313,4528,78,Male,0,self_employed,169,1,33,6,20057.33,26831.73,16025.29,10433.74,84319.29,89391.35,1693.51,3314.94,13251.93,15149.5,0\\r\\n10315,1493,35,Female,0,self_employed,1020,2,357,252,3425.5,3425.5,3422.15,3230.7,0.19,0.19,0.19,0.19,3425.5,3421.11,0\\r\\n10316,1850,36,Female,0,self_employed,1271,2,661,21,2053.46,2024.88,2035.4,2056.12,71.57,43,0.14,0.14,2049.52,2029.03,0\\r\\n10317,676,25,Male,,student,1084,3,256,224,6425.47,6425.47,6425.47,6407.84,0.3,0.3,0.3,0.3,6425.47,6425.47,0\\r\\n10318,5668,44,Female,0,salaried,1020,2,13,,2812.24,2812.24,2812.24,3477.86,0.29,0.29,0.29,0.29,2812.24,2812.24,0\\r\\n10319,2770,41,Female,0,self_employed,621,2,14,23,8632.22,10526.38,8541.64,9638.19,78.45,3831.9,1951.99,744.37,9222.53,9050.27,0\\r\\n10320,4254,53,Male,0,salaried,146,1,48,3,15.94,8295.56,6418.06,1886.14,11462.3,6122.57,34535.06,2694.3,11599.74,6154.8,1\\r\\n10321,1829,28,Male,0,self_employed,409,1,923,25,195.16,1.16,2906.12,231.34,836.21,2516.09,641.41,3872.79,223.08,140.06,1\\r\\n10322,2640,39,Male,0,self_employed,1020,3,419,230,3074.53,3064.24,3065.76,2969.62,0.33,0.33,0.33,0.33,3068.78,3064.24,1\\r\\n10323,243,31,Female,0,self_employed,102,2,113,116,2782.64,2899.18,2886.99,2955.43,0.56,0.56,0.56,0.56,2798.71,2914.23,0\\r\\n10324,1379,24,Male,0,student,490,2,1469,343,4707.93,4707.93,4707.93,4678.1,0.37,0.37,0.37,0.37,4707.93,4707.93,0\\r\\n10325,1763,17,Female,0,student,1020,2,1425,,2312.34,2312.34,2312.34,2297.69,0.13,0.13,0.13,0.13,2312.34,2312.34,0\\r\\n10326,582,48,Female,,self_employed,1154,2,171,118,2727.43,4227.43,6019.32,12821.26,0.3,0.3,1857.44,4428.87,3121.52,6358.77,1\\r\\n10327,3168,59,Male,0,salaried,380,3,173,3,4251.57,1818.28,2172.24,3467.25,3330.83,0.11,590.26,320.41,2388.24,1950.86,0\\r\\n10328,1582,31,Female,0,salaried,550,2,1901,136,1892.51,4049.65,3550.96,3702.41,0.17,0.17,2157.31,0.17,2553.59,4049.65,1\\r\\n10330,1805,51,Male,0,self_employed,368,3,1060,188,42310.7,42382.13,45560.46,49202.38,0.36,0.36,0.36,714.66,42357.5,46837.71,0\\r\\n10331,392,47,Female,2,self_employed,1589,2,275,292,3788.23,3271.37,3238.26,2391.1,0.09,0.09,0.09,426.3,3538.71,3159.64,0\\r\\n10333,2656,44,Female,0,self_employed,834,3,460,177,3988.82,4017.39,5557.6,7224.25,0.31,0.31,0.31,3014.6,3997.68,5432.02,0\\r\\n10334,1252,45,Male,0,salaried,1258,2,1280,,707.53,8055.3,6468.4,8004.28,0.39,0.39,6436.1,0.39,3294.59,8055.3,1\\r\\n10335,468,32,Male,0,salaried,334,3,141,200,11766.21,11766.21,11780.03,11787.12,0.66,0.66,0.66,0.66,11766.21,11766.21,0\\r\\n10336,3289,53,Male,2,salaried,658,2,735,0,6773.65,6314.56,7266.14,7982.46,2378.23,3526,714.71,2957.57,5943.73,12295.09,1\\r\\n10337,1629,48,Female,0,self_employed,334,1,1216,3,2096.52,1443.28,2056.37,686.18,643.44,657.73,4286.3,0.59,4643.27,1121.46,0\\r\\n10338,559,41,Male,,salaried,,2,1547,165,5439.84,5439.84,5439.84,5164.16,0.26,0.26,0.26,0.26,5439.84,5439.84,0\\r\\n10339,881,49,Male,,self_employed,996,3,3310,131,1170.25,2027.39,1751.53,1518.84,0.13,0.13,857.27,0.13,1199.8,2027.39,0\\r\\n10340,3035,28,Male,0,salaried,1327,2,161,,3601.52,3672.95,3717.73,3905.5,0.26,0.26,0.26,0.26,3648.32,3716.73,0\\r\\n10341,5864,73,Female,0,self_employed,1096,2,32,0,2430.87,1942.91,2071.74,1682,31770.73,606.7,31659.66,88.09,3380.26,1702.23,0\\r\\n10342,2758,55,Male,0,salaried,491,2,890,4,9483.43,3137.87,10121.46,2098.8,153562.06,0.57,140714.86,1929.14,26904.79,1904.86,0\\r\\n10343,2139,40,Female,0,salaried,491,2,1733,42,1742.81,1216.94,1766.39,3337.24,0.33,314.61,667.31,200.36,1915.5,1380.54,1\\r\\n10344,1712,70,Female,1,self_employed,575,2,572,328,1452.29,1452.29,1461.21,1560.89,0.43,0.43,0.43,0.43,1452.29,1452.29,0\\r\\n10345,4275,66,Male,2,salaried,878,2,1716,41,10050.12,15816.94,12756.71,8708.76,0.21,72.43,13300.21,2308.47,13785.34,15771.73,0\\r\\n10346,2967,34,Female,0,self_employed,1279,3,780,0,1998.43,1784.14,1786.61,1772.08,214.61,0.33,0.33,0.33,1791.53,1784.14,0\\r\\n10347,2653,40,Male,0,salaried,601,3,1044,17,3700.1,4093.89,4629.24,4905.76,81.59,0.33,5.03,306.14,4090.94,4644.02,1\\r\\n10348,2636,65,Male,4,salaried,295,2,1255,4,2695.54,2889.23,2922.65,3630.18,0.44,1428.99,0.41,1152.83,2591.59,3070.05,0\\r\\n10349,5580,61,Female,0,self_employed,1020,1,80,3,3557.07,1949.95,4723.27,2743.33,20024.03,11561.07,19429.24,16467.81,3477.43,3280.38,0\\r\\n10350,1575,55,Male,0,salaried,334,2,1364,213,4493.94,4493.94,4530.04,4537.36,0.31,0.31,0.31,143.17,4493.94,4530.8,0\\r\\n10351,1396,53,Male,2,self_employed,879,3,2432,9,3237.04,12155.35,10611.4,8183.32,5142.94,1032.87,3291.88,302.93,7101.89,12941.31,1\\r\\n10352,869,72,Male,0,self_employed,834,3,2675,10,427.7,227.7,1443.15,963.72,200.5,0.5,0.5,1586.21,296.66,431.45,1\\r\\n10353,5228,59,Female,0,self_employed,745,3,127,24,5985.69,3725.91,4421.91,3606.6,2317.46,0.24,0.24,0.24,5697.77,3755.41,0\\r\\n10354,670,45,Female,0,salaried,666,2,87,,3223.44,3223.44,3242.64,3274.11,0.23,0.23,0.23,0.23,3223.44,3223.44,0\\r\\n10355,2355,36,Female,0,self_employed,1084,2,258,69,3228.44,874.15,2281.63,4164.94,0.39,0.39,3628.96,1324.5,3784.5,1600.28,0\\r\\n10356,4332,48,Female,0,self_employed,1096,1,43,47,17961.34,21610.74,20572.05,18651.11,0.13,5000.13,3629.1,4148.6,19340.08,21522.07,0\\r\\n10357,1857,56,Female,0,self_employed,169,3,1711,,528.71,1680.56,1457.26,431.47,0.09,0.09,1894.71,10767.23,567.11,1641.48,1\\r\\n10359,6163,37,Female,2,self_employed,15,3,6,13,3023.66,211.46,1510.76,358.12,2143.5,0.64,1129.21,127.79,1867.35,542.52,1\\r\\n10360,5582,60,Male,1,salaried,409,2,711,20,1360.89,2315.63,10672.95,22303.41,3169.93,2499.27,1325.46,9791.54,2744.97,9968.46,1\\r\\n10361,725,46,Male,0,salaried,146,2,1048,9,12248.76,8660.7,8924.28,5946.15,10125.8,5982.94,6539.66,3963.22,9472.41,8892.32,0\\r\\n10362,2770,48,Male,1,self_employed,616,3,772,32,5618.09,5512.29,4796.14,3829.08,0.59,1429.16,97.24,300.59,5550.05,4410.13,0\\r\\n10363,552,29,Male,,salaried,1183,2,1393,,5014.61,5014.61,5198.95,5173.14,0.41,0.41,0.41,286.13,5014.61,5281.9,0\\r\\n10364,1490,30,Female,0,self_employed,1096,3,1662,72,2190.44,2258.71,2601.22,5021.05,0.36,0.36,11.49,7.54,2214.75,2282.38,0\\r\\n10365,1354,23,Male,0,student,409,3,328,25,659.45,2388.6,1640.72,761.43,1128.31,896.21,2871.29,133.06,1133.9,2273.56,0\\r\\n10366,1048,37,Male,3,self_employed,496,2,2661,14,6980.39,1796.68,1922.03,384.62,7128.77,978.77,2350.58,78.2,4240.35,1102.76,1\\r\\n10367,1968,40,Male,0,self_employed,15,2,300,74,9276.47,9276.47,9165.87,8414,0.61,0.61,0.61,0.61,9276.47,9276.47,0\\r\\n10368,1918,19,Female,0,student,1096,3,1557,139,912.84,1971.41,1752.4,1838.77,0.23,0.23,1058.8,0.23,1314.37,1971.41,0\\r\\n10369,3323,60,Female,0,self_employed,1096,1,43,131,298.85,296.63,6235.74,25941.09,0.51,0.51,0.51,0.51,298.47,296.63,1\\r\\n10370,3500,40,Male,1,self_employed,294,2,372,143,3903.69,4014.19,4047.85,3904.03,0.04,0.04,96.26,96.26,3940.71,4046.18,0\\r\\n10371,4077,54,Female,0,self_employed,146,2,4094,61,12940.68,13095.72,12718.78,23326.04,0.17,0.17,1579.86,221.34,12604.07,11242.72,0\\r\\n10372,1165,42,Female,2,self_employed,334,1,4,7,15877.92,15215.06,15347.47,15429.02,663.06,71.63,0.2,0.2,15517.82,15173.59,0\\r\\n10373,560,24,Male,,self_employed,1635,3,961,104,3697.3,3697.3,3697.3,2477.11,0.57,0.57,0.57,0.57,3697.3,3697.3,1\\r\\n10374,2284,54,Female,0,self_employed,1096,1,480,14,10367.2,12282.18,12383.34,6214.88,10871.33,400.67,4028.01,5348.51,10722.98,14314.86,1\\r\\n10375,4989,56,Male,0,self_employed,623,2,42,247,4146.49,4143.78,4188.22,6940.72,0.5,0.5,0.5,71.93,4145.74,4210.6,0\\r\\n10376,1267,38,Female,0,salaried,1020,3,1575,53,3268.21,1422.84,2222.68,1969.71,0.7,400.7,21.31,1944.73,2446.39,1960.66,0\\r\\n10377,2025,36,Male,0,self_employed,630,2,36,288,3270.56,3503.98,3471.23,3552.04,0.5,0.5,219.64,0.5,3386.44,3505.83,0\\r\\n10378,1901,90,,0,self_employed,623,2,318,6,1559.9,740.62,2222.19,1372.44,571.73,0.3,928.87,2577.17,821.22,1219.33,0\\r\\n10379,753,45,Female,,self_employed,575,3,2972,9,144100.01,10786,103231.32,18205.77,140574.44,0.67,7200.91,140000.67,57714.89,101120.1,0\\r\\n10380,2099,62,Male,0,self_employed,1096,3,586,13,1787.87,2361,2180.18,451.34,933.24,0.1,1506.37,652.67,1897.62,2648.24,0\\r\\n10381,1695,58,Female,0,self_employed,61,2,1580,59,4001.74,4001.74,4000.84,3919.22,0.37,3.37,0.37,0.37,4001.74,4001.74,0\\r\\n10382,521,48,Female,,self_employed,437,3,2171,,9972.41,9972.41,10555.36,12492.83,0.16,0.16,0.16,934.89,9972.41,10786.53,0\\r\\n10384,1629,41,Male,0,self_employed,751,2,1363,318,4458.87,4473.15,4472,4935.16,0.69,0.69,14.97,0.69,4469.7,4473.15,0\\r\\n10385,2279,49,Male,0,salaried,1096,3,134,17,5250.7,4745.05,4637.22,5724.49,1007.83,1442.11,645.04,939.79,5273.05,4520.04,0\\r\\n10386,985,44,Male,0,self_employed,1338,2,2210,11,5035.12,4389.69,4437.49,3950.58,642.87,0.01,0.01,0.01,4657.65,4389.69,0\\r\\n10387,2764,64,Male,2,self_employed,15,3,960,54,1373.64,1994.06,1889.12,2632.02,0.13,283.63,868.17,808.05,1484.79,2052.25,0\\r\\n10388,2089,30,Male,0,salaried,491,3,707,3,8382.71,8087.62,8135.92,8025.16,653.7,85.84,1287.19,441.67,8327.39,8143.53,0\\r\\n10389,4335,45,Male,0,salaried,1096,1,272,63,65701.64,66415.93,66545.43,67045.62,0.14,0.14,720.77,1469.36,65935.63,66818.75,0\\r\\n10390,4149,29,Female,0,salaried,1096,2,363,48,31842.99,31727.64,31753.65,31460.05,0.56,1.27,0.56,0.56,31806.66,31727.36,0\\r\\n10391,1395,12,Female,0,student,1271,2,101,97,9450.28,9450.28,9450.28,8800.65,0.29,0.29,0.29,0.29,9450.28,9450.28,0\\r\\n10392,2078,62,Female,0,self_employed,1096,2,1666,24,18161.94,17643.37,31905.6,59886.5,519.11,432.69,0.54,30959.41,18081.47,29521.45,0\\r\\n10393,2498,31,Male,0,salaried,409,1,43,11,1372.66,19.76,1504.23,1048.4,1571.67,1571.67,600.11,4408.96,864.99,1746.41,0\\r\\n10396,905,44,Male,0,salaried,834,3,2720,109,7934.3,7934.3,8995.9,9954.37,0.1,0.1,0.1,0.1,7934.3,8971.17,0\\r\\n10397,3278,34,Female,0,self_employed,611,3,155,1,4541.37,4507.14,4462.22,1668.4,38.1,0.07,0.07,177.93,4525.51,4459.84,0\\r\\n10398,261,33,Female,0,salaried,1563,2,493,25,2703.44,2149.92,2149.42,1441.52,710.96,0.24,157.44,102.71,2682.89,2236.01,0\\r\\n10399,4564,32,Male,0,self_employed,762,1,195,104,8272.92,8458.23,8550.83,8753.4,0.63,0.63,161.66,287.2,8306.24,8538.17,0\\r\\n10400,1062,32,Male,0,self_employed,1338,2,1974,126,3165.37,3165.37,3168.45,3209.96,0.21,0.21,0.21,0.21,3165.37,3165.37,0\\r\\n10401,504,16,Female,,student,1589,2,1712,28,1805.22,1662.36,1709.98,1651.83,143.51,0.66,0.66,0.66,1805.22,1662.36,0\\r\\n10402,929,35,Female,0,salaried,1181,3,1649,131,1915.07,1915.07,1915.07,2105.13,0.7,0.7,0.7,0.7,1915.07,1915.07,0\\r\\n10403,3096,47,Male,0,salaried,1636,2,375,68,5126.37,3447.13,3431.34,5786.66,0.26,0.26,0.26,0.26,4504.41,3296.32,0\\r\\n10404,409,48,Male,1,salaried,1096,3,1092,4,22723.18,17274.23,18006.28,15923.28,6175.97,0.19,729.25,722.12,21152.88,17711.58,0\\r\\n10405,357,38,Male,0,self_employed,,2,2378,91,1931.23,1931.23,1960.95,2620.94,0.34,0.34,0.34,0.34,1931.23,1931.23,0\\r\\n10407,767,30,Male,0,self_employed,834,2,8,32,2474.05,3963.37,2276.89,1199.1,0.69,35626.04,1490.01,17697.19,3418.39,3091.23,0\\r\\n10408,2760,35,Male,0,self_employed,0,3,1348,6,4110.54,3520.21,3326.87,2670.89,786.1,571.81,73.53,145.67,3669.49,3357.74,0\\r\\n10409,556,20,Male,0,student,1084,2,2860,331,8611.88,8611.88,8611.88,8266.05,0.57,0.57,0.57,0.57,8611.88,8611.88,1\\r\\n10410,3378,64,Female,0,self_employed,1570,2,119,10,2794.2,2282.26,2113,3673.79,841.59,513.73,328.01,0.16,2478.17,2100.03,0\\r\\n10411,2687,20,Female,0,student,965,1,821,91,5403.81,5403.81,5403.81,5341.02,0.01,0.01,0.01,0.01,5403.81,5403.81,0\\r\\n10412,2249,61,Male,0,self_employed,834,1,18,25,6657.62,1363.19,5493.32,6809.97,53077.29,0.4,43818.34,802.92,8606.58,3050.08,0\\r\\n10413,783,33,Male,1,self_employed,456,3,1071,98,3664.11,3731.97,3891.4,1071.33,0.54,0.54,0.54,0.54,3729.63,3741.71,0\\r\\n10414,2186,44,Male,2,self_employed,15,2,1337,104,3123.08,3260.58,3301.77,3486.76,0.23,0.23,137.73,137.73,3142.04,3278.32,0\\r\\n10415,1972,24,Male,0,student,221,2,1450,178,3844.72,3398.29,3456.02,4009.95,0.41,0.41,0.41,0.41,3353.81,3462.53,0\\r\\n10416,5192,34,Female,0,self_employed,1020,1,2,138,3824.69,3824.69,3824.69,3687.4,0.27,0.27,0.27,0.27,3824.69,3824.69,0\\r\\n10417,2652,39,Male,2,self_employed,1381,2,790,17,5442.14,2122.16,3629.01,4808.34,3357.8,3807.8,5752.11,4755.91,5156.49,2397.24,0\\r\\n10418,922,45,Female,0,self_employed,372,3,2456,21,566.83,3460.7,2489.05,3202.46,700.56,700.56,3594.42,0.56,1768.02,2918.76,0\\r\\n10419,220,53,Female,2,self_employed,146,3,3718,21,17038.07,10431.17,34652.64,72942,92857.76,114286.33,72392.9,122336.66,15391.89,40188.48,0\\r\\n10421,2028,52,Female,0,self_employed,1589,2,1712,21,2735.09,3361.97,3326.65,4760.05,255.58,256.21,0.31,0.31,3262.69,3429.6,0\\r\\n10422,4003,52,Male,0,salaried,485,2,520,11,671.85,1333.04,2488.99,3572.63,4286.68,0.04,3601.27,854.2,2547.04,2308.32,0\\r\\n10423,4620,81,Male,0,retired,1020,1,141,56,6575.55,6575.55,6300.62,5516,0.47,1043.33,0.47,286.19,6575.55,6445.38,0\\r\\n10424,4662,13,Female,,self_employed,623,2,21,,5662.76,5662.76,5662.76,5626.89,0.44,0.44,0.44,0.44,5662.76,5662.76,0\\r\\n10425,5361,44,Male,0,self_employed,1232,3,104,187,2192.56,2505.26,1607.65,5381.02,0.2,0.2,505.76,403.44,2341.37,932.18,0\\r\\n10426,2468,79,Female,0,self_employed,1600,2,38,,5503.08,5503.08,5503.08,5715.49,0.56,0.56,0.56,0.56,5503.08,5503.08,0\\r\\n10427,1119,26,Male,0,self_employed,1601,2,3000,48,7712.84,7774.25,5103.68,186.26,0.37,500.37,1471.8,0.37,7913.63,6925.85,1\\r\\n10428,787,30,Male,,salaried,980,3,2013,24,8689.28,8058.09,7849.37,10882.33,585.41,742.56,0.1,0.1,8585.2,7885.35,0\\r\\n10429,558,69,Female,0,self_employed,1020,3,19,20,1407.89,14250.62,8989.39,26643.69,193.36,9399.59,13317.71,4830.06,3220.64,13983.51,1\\r\\n10430,1648,35,Male,0,salaried,905,2,1336,100,1234.62,1234.62,1492.49,1627.31,0.7,0.7,0.7,0.7,1234.62,1234.62,1\\r\\n10431,3471,43,Male,1,self_employed,334,3,441,9,822.08,1158.12,2366.78,1981.89,11590.02,1.38,1757.5,2620.55,1783.97,2109.12,1\\r\\n10432,1317,48,Male,0,salaried,491,2,1466,80,5300.42,6405.95,6186.21,13199.6,0.07,0.07,939.44,225.16,5422.08,6531.5,0\\r\\n10434,1843,58,Female,0,self_employed,630,2,1772,14,6427.93,6027.93,6068.94,5580.14,400.7,0.7,0.7,0.7,6234.83,6027.93,0\\r\\n10435,1452,46,Male,3,salaried,146,1,53,25,3691.85,5235.13,3922.7,5880.74,1212.13,1.93,2509.56,1038.13,4241.9,4172.38,0\\r\\n10436,3170,49,Male,0,self_employed,,3,47,0,5442.36,5050.14,4793.55,9648.49,3212.41,5440.03,2717.83,3384.62,3583.5,4180.39,0\\r\\n10437,6520,78,Female,0,self_employed,1096,1,32,0,35513.25,34723.47,36043.9,41357.56,8987.67,6448.46,7481.39,10117.65,35477.47,34461.74,0\\r\\n10439,3314,54,Female,1,salaried,596,3,659,25,2796.3,2834.05,2764.74,1589.65,6286.06,2286.06,5714.63,0.34,5516.82,1600.24,0\\r\\n10440,2478,69,Female,0,self_employed,1096,2,273,23,11421.31,11732.27,11366.87,14227.8,313.49,1512.04,0.56,0.56,11878.24,11358.51,0\\r\\n10441,5990,49,Male,0,self_employed,1597,2,1,215,5965.28,5965.28,6014.29,6326.93,0.59,0.59,0.59,0.59,5965.28,5965.28,0\\r\\n10442,905,32,Female,0,self_employed,905,3,1388,80,2395.76,2786.41,3523.51,10501.55,0.54,0.54,43.4,2314.83,2716.27,3322.5,0\\r\\n10443,1701,72,Male,0,retired,,3,2053,73,2299.99,2299.99,2038.86,1036.03,0.63,0.63,0.63,0.63,2299.99,2299.99,0\\r\\n10444,2802,70,Female,0,self_employed,409,2,1668,55,24123.13,42708.85,24205.64,5653.79,0.14,36678.71,4285.86,0.14,29752.69,36806.31,0\\r\\n10445,4114,57,Male,0,self_employed,834,3,352,0,3456.3,2093.01,2017.86,1521.55,2033.39,0.53,0.53,0.53,2016.24,2103.71,0\\r\\n10446,1803,30,Female,0,self_employed,1644,2,210,10,4400.68,2972.11,3152.74,3100.76,1429.1,0.53,0.53,0.53,3513.99,2972.11,0\\r\\n10447,1853,90,,0,self_employed,,2,59,247,1647.75,1647.75,1647.75,1589.84,0.56,0.56,0.56,0.56,1647.75,1647.75,0\\r\\n10448,2038,28,Male,0,salaried,,2,464,,2799.32,2799.32,2925.08,3220.69,0.7,0.7,0.7,22.16,2799.32,2799.32,0\\r\\n10449,913,36,Male,1,self_employed,235,2,733,72,14054.34,21102.53,23094.26,27348.61,0.49,0.49,7191.53,7143.34,15983.34,27323.73,0\\r\\n10450,1135,38,Male,1,salaried,1111,2,396,25,10009.16,9818.93,10222.3,8653.05,264.57,0.29,17.47,71.71,10015.8,9851.99,0\\r\\n10451,4400,73,Male,0,retired,575,3,1717,,9431.71,9431.71,9431.71,9371.64,0.04,0.04,0.04,0.04,9431.71,9431.71,0\\r\\n10453,522,30,Male,,self_employed,86,3,3325,151,1698.71,1698.71,1754.01,1784.43,0.17,0.17,0.17,0.17,1698.71,1698.71,0\\r\\n10454,2238,30,Male,0,self_employed,146,1,361,3,44350.37,39374.88,33847.01,34764.38,4457.84,8038.17,714.76,664.56,40604.68,32197.69,0\\r\\n10455,1938,42,Female,0,self_employed,623,2,1627,7,7230.41,98.87,6754.25,9308.56,7142.94,1428.66,0.09,301.51,1813.22,2808.55,0\\r\\n10456,2083,62,Male,0,retired,623,2,1640,0,3893.17,3108.35,2210.41,653.24,1174.4,1175.11,392.29,15.43,3259.96,2261.65,0\\r\\n10457,2787,56,Female,1,self_employed,1096,2,905,45,309.88,309.88,2610.72,3518.1,0.7,11429.27,0.7,14286.41,309.88,7130.15,1\\r\\n10458,3248,25,Male,0,self_employed,,3,379,4,6947.93,791.76,3029.88,2707.84,68964.64,0.69,63192.61,0.69,7811.96,791.92,0\\r\\n10459,1323,26,Male,0,self_employed,314,2,981,182,17202.83,17202.83,17202.83,17116.34,0.26,0.26,0.26,0.26,17202.83,17202.83,0\\r\\n10460,3141,90,,0,self_employed,213,2,765,23,4763.68,1733.16,2595.11,4797.35,2979.27,0.7,0.7,0.7,4374.23,1717.36,0\\r\\n10461,1445,42,Female,0,self_employed,409,2,1668,17,4308.22,3984.82,4002.09,3959.58,1219.87,0.56,896.47,0.56,4036.61,3984.82,0\\r\\n10462,4646,52,Male,2,self_employed,905,1,634,3,3160.83,2766.26,2507.73,1809.23,2286.97,714.4,1878.11,285.83,2687.18,2683.31,0\\r\\n10463,1243,81,Male,1,self_employed,1388,3,1293,28,784.61,113.81,2226.04,288.24,971.73,1068.87,278.51,143.16,938.92,3896.36,1\\r\\n10464,415,38,Male,1,self_employed,1096,2,249,4,2850.87,2151.87,2004.16,1499.92,1143.43,1429.14,444.43,1154.27,2051.6,2292.39,0\\r\\n10465,466,40,Male,2,self_employed,1181,3,2515,26,10800.98,15118.43,13547.71,11497.94,25.97,1571.89,4346.66,65.23,12876.43,14774.26,0\\r\\n10466,833,43,Female,2,salaried,666,2,715,38,2501.34,3147.47,2342.69,3015.66,0.64,739.93,643.5,0.64,2569.42,2575.12,0\\r\\n10468,2131,36,Female,0,self_employed,11,2,1461,115,5819.95,5819.95,5819.95,3737.69,0.3,0.3,0.3,0.3,5819.95,5819.95,0\\r\\n10469,1655,41,Female,1,self_employed,409,3,217,0,1529.08,3753.42,3508.33,4768.71,1172.04,0.61,539,165.47,2787.36,3807.45,1\\r\\n10470,1255,45,Female,0,self_employed,1153,2,2239,84,1381.38,1952.81,2130.86,851.79,0.36,0.36,571.79,286.07,1716.36,2220.09,0\\r\\n10471,200,61,Male,0,self_employed,1258,3,1280,24,3452.74,4939.88,5100.65,4285.79,1777.64,2395.91,3214.49,1364.49,6092.92,5099.79,1\\r\\n10472,4228,32,Male,3,self_employed,905,2,1390,17,928.28,3760.21,3322.44,7194.63,2857.19,1711.17,5691.63,629.1,2501.96,2557.47,1\\r\\n10473,1571,32,Male,0,salaried,834,3,466,237,1987.48,2273.2,2262.52,2530.41,0.31,0.31,286.03,173.17,1997.34,2273.2,0\\r\\n10474,1181,47,Female,0,self_employed,1076,2,64,6,8321.31,8374.31,7814.1,7296.42,215.21,643.37,14.8,0.51,8185.34,8281.63,0\\r\\n10475,4402,46,Female,0,retired,146,3,261,3,1099.01,1099.01,1495.17,2309.11,572.1,682.53,572.1,1197.14,901.96,1624.31,0\\r\\n10476,859,56,Male,0,self_employed,1236,3,1651,114,1735.58,2042.73,1927.4,1716.97,0.37,0.37,393.23,43.23,1826.72,1987.43,0\\r\\n10477,2640,48,Female,0,self_employed,1232,2,39,87,3076.06,2827.46,2886.41,2708.06,0.1,0.1,0.1,90.81,3010.62,2542.12,0\\r\\n10478,1448,43,Female,0,self_employed,50,2,302,158,8887.42,8438.25,7904.12,6691.54,0.26,0.26,714.54,571.69,8466.43,8121.88,0\\r\\n10479,472,55,Male,0,self_employed,915,3,512,39,11263.86,3561.29,7851.9,2094.26,0.61,572.04,0.61,0.61,10186.47,3890,0\\r\\n10480,3050,44,Male,0,salaried,1232,2,825,81,1830.55,888.03,1980,2296.54,0.47,0.47,794.02,766.26,2543.09,1685.78,0\\r\\n10481,2575,68,Male,0,salaried,1477,2,850,11,6521.82,6193.25,6108.34,5199.65,429.1,0.53,129.1,0.53,6380.93,6193.25,0\\r\\n10482,1766,90,,0,self_employed,409,2,314,0,2276.08,1133.23,1628.22,717.24,1.05,496.89,71.91,0.49,1581.5,1940.84,0\\r\\n10484,2772,20,Female,0,student,409,1,120,140,4187.31,4201.92,4198.56,2797.52,0.14,0.14,0.14,0.14,4191.84,4201.92,0\\r\\n10485,2485,52,Male,0,self_employed,1322,3,176,14,11523.56,94.98,2656.56,94.39,11786.39,0.67,357.81,0.67,7779.71,94.98,1\\r\\n10486,5114,63,Male,2,salaried,1076,2,64,23,4716.56,4613.5,5668.29,6148.02,114.36,4667.13,0.07,7190.36,4698.83,5136.96,0\\r\\n10487,6114,56,Female,0,self_employed,1540,3,1548,105,819.43,3033.71,2400.11,1755.9,0.54,0.54,2143.4,0.54,1048.49,3040.62,1\\r\\n10488,693,38,Male,1,salaried,623,3,642,44,8342.15,9515.16,9506.9,12630.55,0.24,350.24,952.1,943.1,8376.38,9635.24,0\\r\\n10489,1543,37,Male,0,self_employed,671,3,2002,13,15942.98,6.92,2670.57,184.7,15932.55,0.23,0.23,0.23,7700.27,4.98,0\\r\\n10490,1457,44,Female,0,self_employed,1525,2,685,162,11284.69,11890.8,11712.38,10893.21,0.69,0.69,606.79,520.62,11807.2,12286.04,0\\r\\n10491,1559,90,,0,self_employed,409,2,272,342,9266.58,9266.58,9257.36,8923.59,0.1,0.1,0.1,0.1,9266.58,9266.58,0\\r\\n10492,1834,60,Male,0,retired,,2,1936,89,5589.55,29376.01,15531.46,3213.86,0.2,0.2,23308.34,10942.63,7748.14,31855.69,1\\r\\n10493,1762,41,Male,0,self_employed,658,3,735,7,18832.36,17772.62,17405.74,14737.86,1059.79,760.76,0.04,0.04,18357.83,17546.58,0\\r\\n10494,1933,32,Female,0,self_employed,743,2,270,20,4996.78,5035.08,5194.31,5229.81,104.95,410.67,143.26,857.54,4977.79,5143.42,0\\r\\n10495,2238,29,Male,0,salaried,623,3,1640,268,2026.28,2297.71,2145.84,1525.5,0.04,0.04,371.47,382.57,2130.22,2148.59,0\\r\\n10496,767,62,Male,,self_employed,114,2,1422,103,10220.57,10220.57,10220.57,2229.93,0.47,0.47,0.47,0.47,10220.57,10220.57,0\\r\\n10497,622,70,Male,,retired,575,3,1394,,1507.01,1507.01,1507.01,1497.17,0.46,0.46,0.46,0.46,1507.01,1507.01,0\\r\\n10498,2361,44,Female,0,self_employed,563,1,278,3,2551.22,7747.58,3374.69,2737.99,2084.24,11769.1,7143.1,4378.81,8171.67,1626.07,0\\r\\n10499,732,51,Female,2,self_employed,334,2,500,9,1820.04,11523.66,2304.8,991.03,1.56,11429.04,8958.67,3144.64,4422.32,2216.34,1\\r\\n10500,918,50,Male,0,self_employed,1271,2,101,62,4230.71,4230.71,4228.56,3100.72,0.7,0.7,0.7,0.7,4230.71,4230.71,0\\r\\n10501,2665,58,Male,0,salaried,1020,2,227,19,20628.69,21256.24,22177.07,23413.06,214.33,255.17,765.54,2705.19,20869.79,22678.33,0\\r\\n10502,459,44,Female,,self_employed,15,2,305,,1846.39,1846.39,1846.39,1834.69,0.7,0.7,0.7,0.7,1846.39,1846.39,0\\r\\n10503,975,39,Male,1,self_employed,1096,3,247,8,3147.01,3054.77,2135.76,2340.73,103.01,1628.11,10.78,10.79,3083.4,2266.75,0\\r\\n10504,1949,54,Female,2,self_employed,1262,2,215,53,1497.48,3126.48,3275.56,6981.06,0.07,8571.5,1629.07,1486.21,2109.35,4328.66,1\\r\\n10505,606,4,Female,,student,1648,2,213,205,2721,2837.35,2822.89,3667.71,0.23,0.23,112.3,54.17,2726.29,2839.09,0\\r\\n10506,1389,10,Male,0,student,1232,2,29,,1474.5,1445.93,1443.1,1349.43,0.41,0.41,0.41,0.41,1471.55,1443.17,0\\r\\n10507,2099,69,Female,0,self_employed,834,2,1015,,2332.54,2332.54,2440.06,2600.28,0.64,0.64,0.64,286.36,2332.54,2369.4,0\\r\\n10509,1773,39,Male,0,self_employed,531,3,926,180,1136.49,2565.14,1934.17,386.44,0.16,0.16,0.16,509.2,1136.5,2744.78,0\\r\\n10511,4689,39,Male,1,self_employed,834,3,28,341,13026.42,13540.68,14669.4,5218.16,0.56,0.56,3520.67,9732.91,12366.97,14113.89,0\\r\\n10512,2716,44,Male,0,self_employed,1540,3,1286,42,1680.96,5801.34,13553.57,38767,0.16,0.98,4074.93,36482.49,3635.23,14435.64,1\\r\\n10513,897,25,Male,0,self_employed,372,3,2272,7,6.38,3659.13,2165.2,51.48,338.46,600.97,4040.47,679.76,2850.96,3249.45,1\\r\\n10514,1880,48,Male,0,self_employed,328,2,1968,72,7738.28,7733.67,7597.92,6695.67,0.36,0.36,0.36,0.36,7736.85,7586.94,0\\r\\n10515,1396,33,Female,0,salaried,334,2,1052,285,1544.36,1758.65,1754.83,1889.91,0.4,0.4,214.69,286.11,1581.31,1781.69,0\\r\\n10516,4827,56,Male,1,salaried,1232,3,29,0,2668.6,3604.61,4832.35,953.94,1639.63,6740.13,11820.65,10424.74,1572.15,1810.09,0\\r\\n10517,512,56,Male,2,salaried,140,3,1886,9,4347.68,3649.34,2910.01,5084.11,4272.03,3572.03,3573.69,4516.54,1918.79,2193.74,1\\r\\n10518,535,31,Female,0,self_employed,15,2,1682,18,2814.78,636.82,2477.85,5287.7,7391.77,3604.2,5213.81,4510.71,2256.79,2990.94,0\\r\\n10519,2466,70,Male,0,retired,1494,2,67,277,627.05,4235.5,3470.38,4174.13,0.27,0.27,2857.41,0.27,1955.12,4228.4,1\\r\\n10520,5338,58,Female,0,self_employed,318,2,1379,,4314.62,4314.62,4314.62,4287.28,0.2,0.2,0.2,0.2,4314.62,4314.62,0\\r\\n10521,1847,65,Male,0,salaried,1546,3,2086,177,1540.97,1540.97,1542.5,2024.43,0.2,0.2,0.2,0.2,1540.97,1540.97,0\\r\\n10522,1967,38,Male,0,self_employed,162,2,860,231,6667.19,6452.45,6448.13,5772.63,0.37,0.37,0.37,0.37,6667.83,6442.77,0\\r\\n10523,3290,43,Male,3,self_employed,1076,3,456,73,236.81,236.81,7369.2,5997.53,0.19,0.19,0.19,0.19,236.81,1204.78,1\\r\\n10525,4359,77,Male,0,self_employed,1111,3,1336,0,1063.85,3319.71,3409.49,2420.91,532.41,1488.39,2618.99,2220.41,1832.34,4869.93,1\\r\\n10526,618,29,Female,,self_employed,752,2,165,19,5079.84,6283.42,5831.13,4174.27,1428.61,28.61,2142.9,28.61,4886,6295.4,0\\r\\n10527,1650,52,Male,4,self_employed,1267,3,2138,6,7410.72,725.11,2758.73,1689.96,14369.47,0.16,488.73,0.16,2199.96,2341.6,0\\r\\n10528,919,30,Female,0,self_employed,1271,2,1696,23,1442.34,1485.63,2080.37,2586.96,140.97,187.95,143.11,1400.26,1465.68,1946.57,0\\r\\n10529,1276,47,Male,0,salaried,491,3,707,97,3970.16,4498.62,5246.26,1951.22,0.13,0.13,600.02,1023.63,4186.59,5009.34,1\\r\\n10530,2669,76,Female,0,self_employed,822,1,1218,6,1748.28,1734.49,1796.99,1648.25,251.77,323.14,194.77,332.65,1875.14,1927.16,0\\r\\n10531,6836,49,Male,0,self_employed,965,2,37,20,1929.77,1885.92,2091.07,5606.33,86.14,462.2,0.43,1023.64,1910.46,1990.23,0\\r\\n10532,1151,4,Female,0,student,1020,2,1372,44,5383.24,5383.24,5110.43,4422.47,0.69,229.26,0.69,0.69,5383.24,5257.89,0\\r\\n10533,2740,42,Male,0,self_employed,1096,3,2072,97,10488.65,10821.58,10858.3,5204.79,0.54,0.54,0.54,0.54,10523.1,10853.83,0\\r\\n10534,3127,41,Female,0,self_employed,334,3,500,12,4121.19,1968.11,2248.8,2033.75,2143.53,0.67,89.24,0.67,2887.56,1940.31,0\\r\\n10535,2884,68,Male,0,retired,1020,2,376,166,4771.56,5112.6,5107.79,5380.87,0.01,0.01,685.73,114.3,4928.57,5167.9,0\\r\\n10536,1564,23,Male,0,student,1020,3,406,31,6827.16,7553.38,4237.56,1172.22,0.26,55.19,106.9,206.86,7336.57,3701.01,0\\r\\n10537,1679,34,Female,0,self_employed,546,2,1732,18,70842.27,7311.62,20596.88,6674.77,35714.5,3556.53,2284.56,409.56,56423.34,3566.63,0\\r\\n10538,1275,28,Male,0,self_employed,5,3,2295,212,3258.71,3615.85,3578.91,3597.86,0.53,0.53,0.53,0.53,3505.02,3615.85,0\\r\\n10539,3521,90,,0,self_employed,1258,1,152,18,2075.72,1690.01,1769.81,1615.58,385.89,0.17,0.17,0.17,1929.42,1690.01,0\\r\\n10540,5639,84,Female,0,retired,1020,2,84,46,3039.75,3361.18,3275.47,3583.41,0.21,400.83,321.64,143.07,3159.21,3314.76,0\\r\\n10541,770,33,Female,0,salaried,118,3,325,53,4571.06,8428.21,7872.02,7742.83,0.49,286.2,3857.63,1214.77,5034.12,9515.37,1\\r\\n10543,3500,33,Male,0,self_employed,905,2,34,9,5778,5471.31,3355.33,4643.75,1214.73,4209.01,0.51,214.8,5639.65,2972.36,0\\r\\n10545,4975,36,Female,0,salaried,1020,3,175,23,2380.4,3020.37,2216.88,2240,85.97,0.26,285.97,285.97,2516.09,2235.25,0\\r\\n10546,6638,90,Male,0,self_employed,1232,2,103,,2495.01,2495.01,2492.39,2472.53,0.66,0.66,0.66,0.66,2495.01,2493.66,0\\r\\n10547,526,36,Male,,salaried,834,3,174,56,1784.74,886.73,1799.33,1518.31,0.2,857.34,0.2,5143.06,917.7,1423.77,0\\r\\n10548,1547,66,Female,2,retired,,2,315,25,406.99,163.82,1805.85,640.95,386.07,10481.27,142.9,10857.19,457.71,4413.28,1\\r\\n10549,1384,37,Female,0,salaried,1111,2,2845,14,2317.14,2358.08,2365.99,3400.52,171.3,0.51,212.24,0.51,2268.96,2358.08,1\\r\\n10550,4786,90,Male,0,company,146,2,446,19,3804.59,1047.45,4057.79,3573.97,5714.71,0.43,3071.86,0.43,3717.89,4273.25,0\\r\\n10551,468,43,Female,,salaried,1096,2,1374,19,9291.97,8634.83,8325.48,6334.97,228.89,228.89,0.31,0.31,9035.81,8363.86,0\\r\\n10552,218,61,Male,0,self_employed,491,1,1428,217,2447.6,2447.6,2447.6,42831.92,0.14,0.14,0.14,0.14,2447.6,2447.6,0\\r\\n10553,986,41,Male,0,salaried,1273,2,2800,144,3790.19,4790.19,4732.71,4484.78,0.57,0.57,1000.57,0.57,4617.77,4790.19,0\\r\\n10554,3334,66,Female,0,self_employed,774,2,732,193,3194.3,3189.41,3191.47,3049.85,0.34,0.34,0.34,0.34,3191.94,3184.58,0\\r\\n10555,468,34,Female,0,self_employed,1232,1,103,3,5624.92,12099.83,10053.67,3402.56,2248.3,5759.5,5550.17,5954.01,7014.51,11341.98,0\\r\\n10556,970,33,Male,0,salaried,1583,2,179,132,7682.42,7682.42,7682.42,9302.11,0.31,0.31,0.31,0.31,7682.42,7682.42,0\\r\\n10557,2475,33,Male,0,salaried,409,3,293,151,2926.99,3654.27,3436.92,3535.91,0.46,0.46,0.46,0.46,3002.22,3654.27,0\\r\\n10558,898,62,Male,0,salaried,409,3,293,28,1093.8,2487.84,2207.47,3631.27,30.77,30.77,1429.26,0.69,1190.02,2487.29,0\\r\\n10559,1312,31,Female,0,self_employed,,2,813,35,1866.11,1873.25,1516.03,1148.42,0.24,628.81,7.39,0.24,1866.11,1386.62,0\\r\\n10560,4953,74,Female,0,self_employed,834,2,106,,1754.17,1754.17,1754.17,1743.06,0.29,0.29,0.29,0.29,1754.17,1754.17,0\\r\\n10561,3027,27,Female,0,salaried,221,2,68,,1557.78,1586.35,1877.4,758,0.31,0.31,0.31,0.31,1557.78,1815.04,0\\r\\n10562,5336,45,Male,2,salaried,409,2,1352,77,4088,4252.65,3613.36,25621.6,0.49,0.49,1600.84,3297.3,3291.89,3459.36,0\\r\\n10563,1460,30,Female,0,self_employed,409,2,217,47,2674.13,3210.75,2481.42,1375.97,0.2,548.77,536.81,0.2,2951.69,2993.97,0\\r\\n10564,1149,45,Male,0,self_employed,356,3,2810,151,4614.46,6043.03,4849.11,2627.71,0.01,0.01,1428.59,1785.73,4811.51,5835.66,0\\r\\n10565,3831,35,Male,0,self_employed,1096,2,440,28,1304.6,1587.46,2134.61,5624.66,568.01,1811.57,850.87,643,1469.82,629.92,1\\r\\n10566,3596,45,Male,0,self_employed,1020,3,538,25,950.92,1198.07,2336.26,4882.41,1900.7,1725.7,1933.14,2870.21,1764.69,2285.56,0\\r\\n10567,844,22,Female,0,salaried,1020,2,1085,60,8220.55,8255.87,7176.33,6536.6,0.1,0.1,38.67,63.3,8221.77,8183.83,0\\r\\n10568,1508,58,Male,0,retired,1020,2,239,9,2023.2,1505,2279,5457.36,7428.67,15218.96,1189.15,1819.76,2650.75,3016.61,0\\r\\n10569,1777,23,Female,0,salaried,491,1,279,45,1902.68,1902.68,2419.92,4103.91,0.01,157.43,0.01,0.01,1902.68,1838.7,0\\r\\n10570,1112,50,Female,0,self_employed,334,2,1305,63,178.06,429.29,4660.49,7673.45,0.47,0.47,546.09,3000.47,172.25,1568.69,1\\r\\n10571,6457,48,Male,2,salaried,1020,2,501,0,4792.4,6225.38,3833.69,3593.41,4257.82,3170.66,1786.24,186.24,3452.56,4043.37,0\\r\\n10572,1461,47,Male,3,self_employed,348,3,2437,26,4875.41,3909.79,4513.89,3095.28,1428.63,0.06,605.86,5939.72,4918.28,4134.91,0\\r\\n10573,2435,69,Male,0,retired,904,1,1112,6,4115.76,4501.46,5248.91,5022.94,333.82,569.95,577.42,1096.25,4139.54,5005.14,0\\r\\n10574,1104,30,Male,0,salaried,745,3,2042,159,3092.88,3164.31,3223.24,3329.3,0.59,0.59,0.59,0.59,3154.46,3221.92,0\\r\\n10575,1670,90,,,self_employed,243,2,2542,18,5905904.03,5740438.63,5700289.57,5010170.1,5232.34,1452.87,17327.27,17248.3,5778184.77,5720144.5,0\\r\\n10576,1962,76,Male,0,retired,1020,2,1574,3,9409.47,9841.9,2328.08,325.59,7160.81,9419.29,7571.81,71.81,4699,1743.91,0\\r\\n10577,592,41,Female,,salaried,146,3,2841,0,1216.14,270.88,1483.85,1430.13,23.02,0.53,1982.52,1610.12,2140.36,904.6,0\\r\\n10578,1670,53,Male,0,salaried,363,2,1849,57,2316.22,2316.22,1792.3,2078.21,0.3,1559.91,0.3,0.3,2316.22,2215.6,0\\r\\n10579,1935,34,Male,3,self_employed,1432,3,1059,27,4348.29,334.36,1531.02,259.5,4286.01,607.44,185.51,185.51,4306.65,166.96,0\\r\\n10580,2308,33,Male,0,salaried,623,3,521,41,4205.17,4585.92,4218.74,3287.03,0.41,214.7,516.84,373.81,4303.5,4592.92,0\\r\\n10581,1567,61,Female,0,self_employed,996,2,1308,20,3087.99,3535.19,3725.53,3511.45,1693.54,0.27,2143.13,0.27,4112.98,3531.98,0\\r\\n10582,775,77,Male,,retired,1126,2,2377,42,16605.47,16605.47,211955.47,27790.29,0.47,345357.61,0.47,457143.33,16605.47,138195.41,1\\r\\n10583,2314,14,Male,0,student,578,2,757,,1601.51,1572.94,1559.74,1437.24,0.03,0.03,0.03,0.03,1587.72,1560.04,0\\r\\n10584,886,48,Male,0,salaried,1051,2,1941,30,4102.32,4816.61,4090.9,3959.01,0.57,704.23,714.86,0.57,4521.04,3984.39,0\\r\\n10585,551,31,Male,,self_employed,146,2,76,,2926.39,2212.11,4072.38,4886.78,0.49,0.49,0.49,4925.49,2704.72,5743,0\\r\\n10586,512,36,Female,0,self_employed,1525,3,1235,221,1326.39,1354.96,1541.63,2332.61,0.54,0.54,0.54,211.97,1336.24,1491.43,0\\r\\n10588,2362,51,Female,0,self_employed,752,3,165,27,1480.46,1485.58,1468.65,1045.63,56.66,239.64,0.4,1.2,1437.63,1441.81,0\\r\\n10589,576,48,Female,,salaried,1014,2,3373,140,144.24,144.24,13692.63,14550.3,0.51,0.51,0.51,25714.8,144.24,15075.11,1\\r\\n10590,3981,63,Male,3,,623,3,417,62,6372.32,6372.32,6543.68,6891.87,0.44,0.44,0.44,0.44,6372.32,6369.05,0\\r\\n10591,2856,56,Female,0,self_employed,623,3,81,44,4375.25,4375.25,4177.09,3591.03,0.06,357.2,0.06,0.06,4375.25,4202.44,0\\r\\n10592,1820,29,Male,1,self_employed,623,2,1995,14,7978.64,8510.22,8828.33,9274.72,714.89,1443.62,1766.31,2837.74,8185.76,8830.04,0\\r\\n10594,2966,27,Female,0,salaried,334,1,1939,3,658.06,239.82,2290.13,3833.75,561.76,0.42,64.94,4542.81,311.96,2809.88,1\\r\\n10595,2906,79,Female,0,self_employed,1020,2,114,139,2967.5,2967.5,2967.5,2645.66,0.03,0.03,0.03,0.03,2967.5,2967.5,0\\r\\n10596,3502,60,Male,0,self_employed,,2,1391,6,13587.83,13625.14,13480.75,13169.34,248.96,514.84,0.56,0.56,13560.77,13551.87,0\\r\\n10597,608,44,Male,,salaried,531,2,1266,21,8576.74,8008.57,8271.37,8737.85,747.2,0.46,50.46,84.03,8389.46,8083.66,0\\r\\n10598,485,34,Male,0,self_employed,1467,2,612,0,3032.96,642.77,1697.7,1943.38,1757.6,0.41,77.56,4521.91,992.02,2453.96,0\\r\\n10599,1151,59,Male,0,self_employed,500,2,301,79,2258,2258,2073.05,689.67,0.57,0.57,0.57,0.57,2258,2258,0\\r\\n10600,1460,50,Male,0,salaried,1295,3,2448,228,2234.3,2435.72,2511.39,2410.49,0.59,0.59,666.01,676.43,2246.16,2456.74,0\\r\\n10601,2716,40,Male,0,salaried,1589,3,1241,229,2903.82,3046.67,2976.14,3045.83,0.19,0.19,143.04,0.19,2997.41,3046.67,0\\r\\n10602,3144,29,Male,0,student,1020,2,114,19,31396.07,31253.21,32249.96,40431.75,143.29,143.29,0.43,43.29,31351.74,31221.88,0\\r\\n10603,2687,33,Male,0,salaried,1096,2,43,341,4295.88,4293.65,4329.16,4368.64,0.23,0.23,0.23,62.79,4294.04,4299.82,0\\r\\n10604,2021,34,Male,2,salaried,1004,2,307,277,1536.19,1845.34,1795.6,1843.59,0.4,0.4,309.56,0.4,1696.1,1845.34,0\\r\\n10605,4375,45,Male,0,salaried,7,3,216,12,3281.33,3054.89,2712.74,1676.7,500.04,0.04,311.65,1024.61,3224.3,2980.98,0\\r\\n10606,3294,49,Female,0,self_employed,1033,1,344,213,16711.2,16711.2,16711.2,16635.78,0.7,0.7,0.7,0.7,16711.2,16711.2,0\\r\\n10607,6134,53,Female,1,self_employed,1020,3,84,5,1557.81,2231.19,2150.2,1996.97,25.77,27.91,444.82,351.4,1793.56,2322.57,0\\r\\n10608,4555,38,Female,0,self_employed,146,3,1036,,2548.78,2818.54,1913.52,1569.19,0.21,0.21,245.4,287.21,2664.32,1737.97,0\\r\\n10609,1993,76,Male,0,self_employed,1505,3,1424,,2259.04,2259.04,2259.04,2244.73,0.2,0.2,0.2,0.2,2259.04,2259.04,0\\r\\n10610,1122,28,Female,0,self_employed,409,2,217,3,2088.32,3231.18,2813.8,2583.28,286.37,286.37,1429.23,0.66,2630.19,3045.93,0\\r\\n10611,2729,48,Male,0,self_employed,,2,926,65,9817.59,9815.34,13193.39,5583.99,0.54,0.54,0.54,29066.51,9816.51,17399.46,0\\r\\n10612,5450,41,Male,0,self_employed,822,2,20,62,1247.59,1951.65,2164.06,2611.52,0.69,0.69,776.17,160.83,1668.06,2013.64,1\\r\\n10613,5639,59,Male,0,salaried,61,3,1313,217,16950.98,16950.98,16950.98,16847.39,0.34,0.34,0.34,0.34,16950.98,16950.98,0\\r\\n10614,1891,53,Male,2,self_employed,26,2,221,,3783.98,3783.98,3783.98,3760.01,0.4,0.4,0.4,0.4,3783.98,3783.98,0\\r\\n10615,5056,83,Female,0,self_employed,575,2,44,61,5092.55,5092.55,4502.37,2609.5,0.59,0.59,0.59,0.59,5092.55,4784.92,0\\r\\n10616,1208,31,Female,0,self_employed,15,1,6,10,1257.48,1213.91,1930.34,1869.67,3615.36,3972.5,0.36,286.07,1954.57,1920.43,0\\r\\n10617,368,47,Female,0,salaried,1232,3,149,27,2782.13,1386.87,2232.63,2528.06,1428.97,0.4,43.99,934.68,2696.61,1668.96,0\\r\\n10618,2561,27,Male,0,salaried,1020,3,1108,48,999.61,1071.04,2252.28,2565.53,0.66,922.09,72.09,3579.23,1009.46,2315.97,0\\r\\n10619,1750,64,Male,0,self_employed,623,2,1627,24,14956.17,4956.17,7714.79,4910.93,10000.69,0.69,0.69,0.69,13232.03,4956.17,0\\r\\n10620,6320,41,Male,1,salaried,409,2,925,0,5090.46,4008.09,4092.77,2813.67,1701.21,461.21,183.13,239.2,4548.83,3921.38,0\\r\\n10621,896,29,Female,0,self_employed,991,2,1912,,5437.77,5329.43,5360.34,5339.06,0.43,0.43,71.86,0.43,5400.49,5333.11,0\\r\\n10622,2417,37,Male,0,self_employed,1020,2,546,4,2960.96,2984.6,3026.22,2950.38,357.26,428.69,635.4,1396.51,2970.64,3070.72,0\\r\\n10623,5540,56,Male,0,self_employed,1020,2,5,20,4531.19,6520.71,3643.01,4661.29,175.89,12301.48,2167.23,9964.08,5396,3108.59,0\\r\\n10624,1602,25,Female,0,student,1463,2,387,0,4852.52,4507.42,4194.31,3404.71,545.29,402.43,371.61,85.9,4467.1,4140.5,0\\r\\n10625,1301,56,Male,2,self_employed,,3,1770,118,10480.54,19281.97,17359.71,13543.02,0.1,0.1,8801.53,230.1,13196.15,19326.48,0\\r\\n10626,1797,27,Male,0,self_employed,1111,2,651,53,29098.81,32326.75,30183.26,2329.74,0.66,33.01,3046.37,3302.74,30504.13,34903.39,1\\r\\n10627,4435,90,Female,0,self_employed,1150,3,1395,,1530.3,1538.48,1538.1,1528.32,0.59,0.59,0.59,0.59,1537.35,1538.48,0\\r\\n10628,1925,44,Female,0,self_employed,1020,3,410,33,1417.27,26488.95,4377.26,1444.25,0.51,23386.23,22929.09,907.74,5843.54,5455.19,0\\r\\n10629,1279,32,Male,0,self_employed,1598,2,1087,166,3144.54,3144.54,3144.54,3093.66,0.67,0.67,0.67,0.67,3144.54,3144.54,0\\r\\n10630,1818,43,Male,4,self_employed,,2,335,4,6313.59,9319.33,8803.58,12204.11,5751.5,10636.3,2600.1,3823.44,7036.23,9491.04,0\\r\\n10631,4661,67,Male,0,self_employed,1232,2,185,11,1984,1994.74,2443.79,3190.13,777.87,345.19,849.31,592.23,2200.33,2353.94,0\\r\\n10632,2228,47,Female,0,self_employed,1020,1,455,3,2734.04,2001.72,2155.54,1963.69,1381.07,0.39,651.76,333.73,1802.41,2228.45,0\\r\\n10633,2152,9,Male,0,student,575,2,708,,2131.62,1988.76,1988.76,1553.48,0.53,0.53,0.53,0.53,2131.62,1988.76,0\\r\\n10635,2908,62,Male,0,self_employed,318,2,2760,11,3909.9,4222.76,3734.06,4095.1,2258.64,2121.5,2571.5,1928.64,3598.67,3820.45,0\\r\\n10636,294,65,Male,2,self_employed,178,3,3715,83,7142.82,7228.54,6973.91,227.18,0.29,0.29,0.29,1857.43,7222.63,8035.54,0\\r\\n10637,2126,37,Female,0,self_employed,1096,3,327,144,2700.24,2778.18,2855.67,3351.41,0.06,0.06,463.71,866.71,2758.51,2818.25,0\\r\\n10638,915,26,Male,0,salaried,1348,3,2222,40,700.79,729.36,2149.95,6895.18,0.3,4000.3,0.3,4293.44,709.66,1195.22,1\\r\\n10639,1770,61,Female,0,self_employed,996,1,56,85,4410.2,4410.2,7589.62,4341.21,0.24,0.24,0.24,0.24,4410.2,4410.2,0\\r\\n10640,683,55,Female,,self_employed,489,2,862,,183.41,7707.94,6358.09,7661.01,0.41,0.41,7500.41,0.41,3658.38,7707.94,1\\r\\n10641,390,56,Male,3,self_employed,363,2,729,3,3660.43,3836.9,3754.72,4234.68,1288.93,814.64,797,888.43,3700.24,3669.2,0\\r\\n10642,2425,54,Male,1,salaried,649,2,348,53,6851.82,6851.82,6357.52,2358.36,0.19,375.3,0.19,721.61,6851.82,7353.41,0\\r\\n10643,1582,64,Male,0,salaried,,3,2342,238,1536.67,1536.67,1536.67,1540.61,0.39,0.39,0.39,0.39,1536.67,1536.67,0\\r\\n10646,3176,34,Male,0,salaried,1294,2,719,56,2779.4,1485.68,1721.24,565.98,0.03,3928.6,85.55,5281.54,1532.04,1791.96,0\\r\\n10648,5731,60,Male,0,self_employed,1020,1,60,5,13099.76,6912.62,11051.19,19236.53,19233.94,9239.69,3623.86,15559.1,16050.7,11378.78,0\\r\\n10649,4870,31,Male,0,self_employed,745,1,127,,2588.71,2588.71,2493.2,2431.13,0.41,0.41,0.41,0.41,2588.71,2472.74,0\\r\\n10650,1262,33,Male,0,self_employed,,2,848,19,2477.85,3906.42,3642.08,2305.91,1429.14,1429.14,2857.71,0.57,3078.84,3123.01,0\\r\\n10651,1922,48,Female,0,self_employed,822,2,510,19,3421.11,2701.49,2501.98,3573.77,847.34,847.34,97.76,0.61,3277.45,2537.61,0\\r\\n10652,885,66,Male,0,retired,1338,3,326,190,1837.38,1837.38,1837.38,3148.61,0.67,0.67,0.67,0.67,1837.38,1837.38,0\\r\\n10653,1432,29,Male,0,self_employed,578,2,1474,9,0.71,5158.99,1707.18,6572.71,10736.39,5164.96,18216.39,17.46,1609.6,3499.62,0\\r\\n10654,3358,47,Male,3,salaried,834,3,105,13,4861.34,716.9,2307.07,1504.75,4516.8,0.76,524.3,680.07,2365.11,1952.92,0\\r\\n10655,4189,48,Female,0,self_employed,1643,2,210,284,4432.68,4432.68,4432.68,4947.56,0.56,0.56,0.56,0.56,4432.68,4432.68,0\\r\\n10656,6727,90,Male,0,self_employed,1111,2,88,13,3958.36,8040.7,5173.29,3209.31,428.83,7324.8,3784.31,4866.38,4874.18,5191.42,0\\r\\n10657,660,35,Male,,self_employed,630,2,281,28,2160.24,1703.09,1961.47,2527.16,457.2,0.06,0.06,214.34,2160.24,1806.78,0\\r\\n10658,2046,45,Male,0,salaried,1020,2,591,18,7977.87,7111.93,7174.53,7016.63,866,297.91,0.06,52.73,7708.26,6948.59,0\\r\\n10659,975,36,Female,0,salaried,146,3,2815,319,4128.53,4128.53,4712.39,5570.13,0.33,0.33,0.33,38.17,4128.53,4413.61,0\\r\\n10660,2908,43,Male,0,salaried,320,2,102,,14695.58,14695.58,14668.21,14549.03,0.54,0.54,0.54,0.54,14695.58,14655.49,0\\r\\n10661,1414,69,Male,0,retired,179,2,3450,20,2617.5,2614.74,2642.1,2626.86,71.57,0.09,71.52,571.51,2598,2684.46,0\\r\\n10662,2235,25,Female,0,student,1232,1,1115,179,1908.2,3573.55,3395,2676.21,0.39,0.39,2262.8,786.84,3420.04,3499.02,0\\r\\n10663,2266,44,Male,2,self_employed,1033,2,344,4,9845.16,1638.62,3310.12,1144.82,9614.5,1728.79,0.21,0.21,6820.08,1628.98,0\\r\\n10664,2817,29,Female,0,student,221,1,68,299,2664.92,2664.92,2664.92,3987.11,0.21,0.21,0.21,0.21,2664.92,2664.92,0\\r\\n10665,1382,60,Male,0,self_employed,1232,1,223,19,61.28,657.66,2528.12,4574.42,334.13,10776.99,1789.5,1428.67,536.69,4544.54,0\\r\\n10666,1026,35,Female,0,self_employed,721,3,238,19,1786.32,1631.63,2960.24,8712.35,614.36,3100.07,301.77,4628.76,1834.57,2216.48,0\\r\\n10667,4191,39,Male,0,salaried,409,3,331,8,1553.31,1417.71,1915.31,3540.28,151.24,0.57,0.57,757.39,1488.26,2078.84,0\\r\\n10668,792,35,Male,0,self_employed,905,2,3618,160,5507.75,5936.32,6087.34,7514.11,0.59,0.59,429.16,626.57,5611.2,6013.47,0\\r\\n10669,5847,71,Male,1,self_employed,1232,2,486,24,4128.52,4591.03,4296.67,2743.56,344.83,5937.99,3874.72,409.77,5504.39,4246.24,0\\r\\n10670,851,31,Male,0,salaried,1289,2,1916,50,6295.24,7438.96,6709.46,5420.47,0.14,1524.23,872.36,398.26,6417.96,7157.65,1\\r\\n10671,967,66,Male,0,retired,264,3,2635,61,1598.58,1777.15,1630.69,1504.2,0.01,0.01,178.59,142.87,1752.52,1887.75,0\\r\\n10672,6748,76,Male,5,retired,1020,2,19,5,3849.39,2452.15,2470.47,1952.51,2416.77,0.41,976.67,113.84,2756.34,2436.06,0\\r\\n10673,1754,33,Male,0,self_employed,409,2,391,5,3645.28,3225.71,2328.3,1038.35,714.93,2367.21,0.64,371.62,3414.06,2593.61,0\\r\\n10674,1089,43,Male,0,salaried,531,3,193,3,3641.42,1536.69,1777.8,725.89,6428.64,0.07,4679.42,427.01,3271.5,1605.5,0\\r\\n10675,4938,57,Male,0,self_employed,1154,3,1419,5,945.46,931.17,1678.96,970.76,1014.59,321.73,1143.16,1928.87,969.6,1128.55,1\\r\\n10676,596,90,,,self_employed,665,1,569,11,868.73,868.73,1446.22,1075.53,2571.66,16857.37,2571.66,2571.66,1489.42,1594.91,1\\r\\n10677,4452,36,Female,0,self_employed,834,2,22,12,37303.09,37439.1,37421.62,36503.52,172.07,114.93,7.79,286.36,37317.17,37488.67,0\\r\\n10678,2088,55,Male,0,self_employed,1232,3,39,9,1455.73,1259.12,1564.35,6806.11,5714.3,3571.44,6945.44,2497.86,1369.86,1499.24,1\\r\\n10679,3612,34,Female,0,self_employed,531,3,433,38,2224.01,2652.58,3610.44,6131.79,0.23,785.94,714.51,21.66,2583.62,2141.06,1\\r\\n10680,894,32,Female,0,self_employed,623,3,218,,2035.32,2749.61,5326.15,9217.23,0.3,0.3,714.59,5714.59,2380.15,4869.42,1\\r\\n10681,522,25,Male,0,self_employed,745,3,1093,105,1422.7,1422.7,1442.36,1417.74,0.5,0.5,0.5,0.5,1422.7,1422.7,0\\r\\n10682,562,24,Female,,student,95,2,324,0,8048.73,557.81,1608.93,2782.63,36559.95,37266.9,14286.36,14286.36,1859.1,1866.39,0\\r\\n10683,579,26,Female,,self_employed,146,3,2466,39,1995.42,2344.19,3051.59,3622.62,0.37,114.66,341.8,1435.87,2095.76,3436.02,0\\r\\n10684,1680,42,Male,2,self_employed,409,2,247,0,8448.27,8857.91,12492.58,10498.78,1423.06,5215.5,285.91,11675.91,8643.27,15335.3,0\\r\\n10685,3894,64,Female,0,self_employed,1463,3,484,,1329.74,1472.32,1490.4,936.49,0.64,0.64,143.21,58.47,1436.6,1488.82,0\\r\\n10686,4797,45,Male,3,salaried,146,3,554,19,1449.46,4115.78,2227.74,2173.39,1814.4,1785.83,6206.04,2433.43,2601.8,2397.76,1\\r\\n10687,6239,83,Male,0,retired,1096,2,43,13,9078.47,8993.12,8981.58,10878.38,50.43,26.94,0.54,0.54,9026.69,8982.95,0\\r\\n10688,1359,30,Female,0,student,409,2,503,108,3452.48,3895.21,3928.62,4055.61,0.4,0.4,414.43,225.53,3727.22,3979.94,0\\r\\n10689,2021,30,Male,0,salaried,1180,1,1562,0,9438.76,8139.61,9805.55,11827.15,1768.41,112.15,743.54,2665.84,8937.26,9695.34,0\\r\\n10690,3050,90,,0,self_employed,611,2,155,112,1670.74,2380.31,2440.22,4704.98,0.1,0.1,0.1,0.1,1770.58,2457.12,0\\r\\n10691,2812,53,Female,0,self_employed,15,1,48,41,5943.4,5988.55,5989.82,7622.46,0.59,1979.16,17.16,11.06,5961.31,5709.5,0\\r\\n10692,2336,38,Male,0,self_employed,517,2,1455,4,4721.16,4721.16,4553.41,4412.38,429.11,571.97,429.11,286.26,4706.39,4518.4,0\\r\\n10693,1730,36,Female,0,self_employed,11,3,297,122,11540.7,11878.37,11906.36,11461.85,0.64,0.64,309.74,62.78,11737.24,11925.43,0\\r\\n10694,1473,39,Male,0,self_employed,905,2,1830,14,10318.67,10172.57,9477.42,7220.66,900.21,2957.36,754.11,1000.21,10334.59,9856.9,0\\r\\n10695,1441,54,Male,0,self_employed,1023,3,2131,9,4343.87,4393.87,4332.36,4664.77,14.34,357.2,14.34,0.06,4373.18,4412.99,0\\r\\n10696,4967,36,Female,0,self_employed,649,2,1329,89,2035.24,2209.78,2217.38,465.83,0.24,0.24,0.24,0.24,2203.76,2209.78,0\\r\\n10697,1990,26,Male,0,salaried,905,2,1310,38,628.32,4914.03,3815.86,3535.07,0.14,1357.29,4285.86,0.14,4027.33,3863.34,1\\r\\n10698,2085,58,Male,2,self_employed,1325,3,1427,48,61.88,77.36,2512.16,50.41,0.46,11303.35,0.46,0.46,75.23,7223.7,1\\r\\n10699,2096,17,Female,0,student,623,3,1554,24,6419.25,5879.25,5772.73,4070.16,540.24,540.24,0.24,0.24,6326.15,5774.74,0\\r\\n10700,2382,34,Male,2,salaried,1020,2,143,4,871.35,1427,1508.55,261.65,2.63,3.24,964.12,1488.86,1182.03,1931.49,1\\r\\n10701,627,31,Female,0,salaried,996,2,1307,94,1429.07,5714.79,1721.38,1144.33,0.5,0.5,0.5,0.5,1429.07,1889.9,0\\r\\n10702,2918,70,Male,0,self_employed,409,2,439,0,27186.96,12991.24,15133.63,12863.73,14195.84,0.13,0.13,0.13,19423.02,12991.24,0\\r\\n10703,1176,41,Female,0,self_employed,538,3,760,4,4244.66,3585.8,3198.63,3247.98,1727.4,285.97,354.26,0.26,3177.27,3447.56,0\\r\\n10704,1730,63,Female,1,salaried,1096,2,551,55,5094.74,5541.51,5277.26,5086.81,0.64,386.36,447.41,66.07,5110.15,5500.41,0\\r\\n10705,2697,54,Male,3,self_employed,1096,2,92,,3127.97,3127.97,3127.97,3108.15,0.01,0.01,0.01,0.01,3127.97,3127.97,0\\r\\n10706,5136,90,Female,0,self_employed,656,1,340,146,3121.53,3121.53,3121.53,3085.44,0.67,0.67,0.67,0.67,3121.53,3121.53,0\\r\\n10707,2922,60,Male,0,self_employed,834,1,105,252,1610.68,1616.43,1628.75,1617.69,0.6,0.6,0.6,0.6,1623.18,1625.91,0\\r\\n10708,4997,61,Male,0,salaried,1020,2,16,7,5954.89,6347.57,13535.56,43167.99,115.59,450.47,0.47,564.69,6008.3,10850.29,1\\r\\n10709,360,40,Female,,self_employed,1096,3,132,244,2044.09,2301.23,2266.99,2438.92,0.01,0.01,257.16,0.01,2194.83,2301.23,0\\r\\n10710,912,22,Female,0,student,,3,72,52,555.93,573.07,1724.16,1129.91,0.66,3713.75,17.8,4286.37,569.53,3446.56,0\\r\\n10711,424,6,Male,,student,146,2,1039,,2587.44,2587.44,2842.43,3259.1,0.34,0.34,0.34,743.2,2587.44,2609.56,0\\r\\n10712,4200,37,Male,0,salaried,834,3,28,158,1733.13,2447.42,2123.56,1582.62,0.11,0.11,714.4,0.11,2004.07,2226.22,1\\r\\n10713,2974,70,Male,0,retired,1096,2,92,157,1291.44,1284.42,1797.31,8225.27,0.41,0.41,0.41,1428.99,1288.49,1284.27,1\\r\\n10714,2640,75,Female,0,salaried,1096,1,92,,9690.97,65689.55,62549.1,50712.69,0.26,0.26,57143.11,0.26,58360.19,64844.71,1\\r\\n10715,1376,51,Male,0,self_employed,,3,2765,39,8123.4,8497.78,15556.15,18345.79,0.19,3571.61,285.9,15714.47,8287.92,18931.58,0\\r\\n10716,2043,35,Female,0,salaried,409,3,1092,95,1780.84,1780.84,1995.89,770.18,0.09,0.09,0.09,0.09,1780.84,1780.84,0\\r\\n10717,1225,51,Male,2,self_employed,656,2,1095,6,3652.46,1381.03,2066.79,3262.72,2271.83,0.4,0.4,1000.4,2070.69,1544.09,0\\r\\n10718,2686,42,Male,0,salaried,1271,3,379,0,2044.89,3012.79,2384.16,1497.96,1746.65,2586.24,1770.07,2475.99,1510.35,2856.28,0\\r\\n10719,5231,54,Male,1,self_employed,1020,1,60,35,13702.52,13395.6,12513.96,10318.07,0.3,2571.73,0.3,0.3,13814.45,11515.65,0\\r\\n10720,3179,67,Female,1,self_employed,1096,2,557,11,3439.11,3096.54,3682.41,3245.58,100.21,100.3,0.43,686.14,3340.9,4527.29,0\\r\\n10721,2327,72,Male,0,retired,407,1,1399,3,4301.66,4248.29,4173.01,3901.52,60.9,0.36,0.36,0.36,4258,4204.82,0\\r\\n10722,187,34,Female,,self_employed,394,3,3958,159,1461.33,1461.33,1461.33,3330.4,0.36,0.36,0.36,0.36,1461.33,1461.33,0\\r\\n10724,5520,82,Female,0,self_employed,1232,2,52,33,9275.81,9318.66,9369.22,9646.24,0.21,31.51,43.07,121.64,9297.97,9345.04,0\\r\\n10725,1318,38,Female,0,self_employed,1096,2,1001,,1463.87,1461.65,1458.21,1376.68,0.34,0.34,0.34,0.34,1463.49,1458.9,0\\r\\n10726,5061,72,Female,0,retired,904,3,78,61,1526.25,1526.25,1541.61,1500.93,0.39,0.39,0.39,143.24,1526.25,1581.55,0\\r\\n10727,4690,36,Male,2,self_employed,656,2,341,8,2346.69,2777.98,2676.92,2907.25,7.23,7.23,481.36,435.93,2481.2,2825,0\\r\\n10729,3954,47,Female,1,salaried,1232,2,103,6,2725.05,2320.77,2684.8,4817.6,75.76,0.04,291.03,1437.78,2519.11,2708.59,0\\r\\n10730,428,43,Male,,self_employed,1517,3,1428,62,11434.77,15434.77,16421.85,22053.47,0.7,0.7,1143.56,3143.56,13262.36,18070.72,0\\r\\n10732,1190,33,Female,0,salaried,318,2,35,,2163.72,2092.29,2061.62,1930.13,0.26,0.26,0.26,0.26,2094.75,2069.25,0\\r\\n10733,4258,51,Female,0,self_employed,1020,1,1,,1991.47,1939.36,1942.95,1846.3,0.17,0.17,0.17,0.17,1950.14,1939.36,0\\r\\n10734,4932,47,Male,2,self_employed,1020,1,411,11,9199.78,15891.04,13144.19,26211.55,1.31,6160.21,6157.6,7576.28,11283.62,12629.45,0\\r\\n10735,934,3,Male,0,self_employed,1020,2,490,93,8869.39,8797.96,8788.53,2587.16,0.1,0.1,0.1,0.1,8859.54,8788.75,0\\r\\n10737,1739,34,Male,0,salaried,334,1,687,0,32336.78,31427.19,30785.68,30070.01,1661.89,1269.63,1297.26,839.2,30992.36,30722.68,0\\r\\n10738,3188,32,Male,0,salaried,691,2,680,0,9052.49,8309.6,6979.33,5176.24,1881.11,1881.11,1023.89,491.8,7635.6,6857.3,0\\r\\n10739,5066,42,Male,0,self_employed,956,2,94,5,7547.21,7545.8,9239.76,3809.83,437.56,655.24,4335.69,5651.4,6669.45,10213.12,0\\r\\n10740,2053,71,Female,2,self_employed,822,2,1403,177,21465.22,21555.62,23519.2,28578.32,0.16,0.16,92.84,4378.56,21476.9,23104.51,0\\r\\n10741,596,52,Female,,self_employed,1232,3,1791,111,5361.57,5361.57,5289.84,1637.97,0.03,0.03,0.03,0.03,5361.57,5361.57,0\\r\\n10743,1783,90,,,self_employed,834,2,469,45,3255.75,6679.14,4988.65,1692.59,0.09,763.43,3242.83,0.09,3897.43,6346.23,1\\r\\n10744,866,32,Male,2,self_employed,1232,2,1791,33,683.45,7755.52,2748.55,1704.1,0.19,19130.19,6946.97,11813.86,2640.01,2664.54,0\\r\\n10745,3978,59,Male,0,self_employed,,2,189,174,11668.86,11668.86,11671.02,11598.78,0.27,0.27,0.27,0.27,11668.86,11671.24,0\\r\\n10746,495,48,Male,0,self_employed,168,2,3460,35,26549.78,26549.78,26386.21,22456.65,0.36,714.64,0.36,426.5,26549.78,26394.47,0\\r\\n10747,3314,32,Male,0,salaried,1020,2,114,12,38216.14,14138.68,13599.45,6357.83,30161.01,15164.67,4095.76,3686.93,24788.92,10934.54,0\\r\\n10748,2015,23,Male,0,student,1020,3,490,201,3609.32,3695.11,3757.15,4154.46,0.67,0.67,86.46,0.67,3674.4,3695.11,0\\r\\n10749,2049,71,Female,0,self_employed,622,2,261,,1143.27,1857.56,1709.09,1797.56,0.41,0.41,714.7,286.13,1167.9,1862.17,0\\r\\n10750,1148,26,Male,0,self_employed,1517,2,1428,,5445.98,5445.98,5445.98,5411.48,0.17,0.17,0.17,0.17,5445.98,5445.98,0\\r\\n10752,2811,36,Female,0,student,19,3,319,,2032.46,2032.46,2032.46,2019.59,0.69,0.69,0.69,0.69,2032.46,2032.46,0\\r\\n10753,1248,34,Female,1,self_employed,623,2,1022,210,7706.95,7799.64,5907.73,5850.14,0.56,0.56,93.24,321.81,7719.74,5606.07,0\\r\\n10754,632,54,Female,0,self_employed,575,3,44,12,591.93,894.27,1775.24,1703.25,2685.07,3173.96,3572.03,4307.56,1457.7,2517.12,0\\r\\n10756,2330,44,Female,2,self_employed,1271,3,379,11,8768.47,4837.19,4739.98,5471.88,4646.86,0.63,712.02,735.74,6250.66,5169.4,0\\r\\n10758,1280,30,Male,0,salaried,1096,1,328,24,20508.77,21213.89,20906.19,9048.79,1438.46,15236.34,2143.49,15817.15,20729.22,20908.25,0\\r\\n10759,5758,64,Male,0,salaried,938,2,3394,54,2512.04,2829.43,2917.26,6005.63,0.03,321.1,320.03,814.31,2522.08,3217.44,0\\r\\n10760,922,52,Male,0,salaried,1061,3,2522,191,2055.39,2332.93,2431.36,3609.37,0.51,0.51,251.81,287.6,2122.74,2413.43,1\\r\\n10761,2371,31,Male,0,self_employed,623,3,21,3,2278.45,2822.59,2448.06,334.77,1429.24,0.67,2142.7,0.67,2227.18,2822.59,1\\r\\n10762,3518,52,Female,0,salaried,1020,1,582,32,4741.74,4739.91,4739.97,11292.39,0.31,428.89,0.31,0.31,4740.23,4352.82,0\\r\\n10763,377,52,Male,0,self_employed,1232,2,104,325,1570.44,1570.44,1570.44,1560.13,0.21,0.21,0.21,0.21,1570.44,1570.44,0\\r\\n10764,2937,90,Male,0,self_employed,1096,3,158,41,551.15,3779.68,2276.11,2248.29,0.36,1428.93,0.36,0.36,1640.02,2950.33,0\\r\\n10765,1679,34,Male,0,salaried,92,3,2240,46,3248.18,8666.04,2966.58,647.95,0.36,428.93,5632.5,408.31,6441.16,2181.18,1\\r\\n10766,4317,48,Male,2,self_employed,15,1,300,27,2392.23,1902.12,1862.26,1583.83,714.79,588.36,2214.79,69.13,2008.71,1760.1,0\\r\\n10767,3194,44,Male,2,salaried,334,3,136,38,4240.8,6604.4,4587.61,3808.33,0.57,3572,4643.43,1325.6,4689.91,5436.02,0\\r\\n10768,2984,52,Male,0,self_employed,51,2,131,18,3137.14,3136.95,3182.76,3364.23,107.54,0.4,0.4,0.4,3126.01,3157.65,0\\r\\n10769,3187,31,Male,0,student,1096,2,89,,4907.25,4907.25,4907.25,4876.16,0.01,0.01,0.01,0.01,4907.25,4907.25,0\\r\\n10770,2249,41,Male,0,salaried,623,2,81,,7719.74,9076.86,7704.04,6110.68,0.19,0.19,1267.03,1466.63,8268.13,7722.41,0\\r\\n10771,2099,51,Male,0,self_employed,1020,2,1105,91,5723.57,5723.57,5723.57,6391.97,0.4,0.4,0.4,0.4,5723.57,5723.57,1\\r\\n10772,2232,50,Female,0,self_employed,1494,2,896,11,11657.4,165.26,2498.87,184.88,11432.41,0.27,0.27,146.7,6879.64,301.66,0\\r\\n10773,780,46,Male,,self_employed,1315,2,2537,0,2137.64,2123.36,2037.35,4926.08,14.64,157.5,0.36,0.36,2123.85,2021.97,0\\r\\n10774,1153,59,Male,,self_employed,402,2,3137,1,22487.76,9241.1,8652.67,1158.95,13300.77,0.19,56.71,0.19,10155.02,9239.88,0\\r\\n10775,3981,61,Male,0,self_employed,1020,2,118,266,1854.68,1854.68,1854.68,1842.94,0.27,0.27,0.27,0.27,1854.68,1854.68,0\\r\\n10776,1208,34,Male,0,salaried,724,3,194,0,744.95,1731.03,1768.79,851.34,520.41,9165.63,1626.76,7256.15,699.54,4036.8,1\\r\\n10777,755,62,Female,,self_employed,1020,2,627,153,49509.28,52840.95,52579.81,53266.95,0.16,0.16,4396.87,0.16,51949.39,52840.95,0\\r\\n10778,2456,19,Male,0,student,1569,2,1104,,661.41,661.41,4040.82,21950.3,0.33,0.33,0.33,0.33,661.41,661.41,1\\r\\n10779,2580,59,Female,0,self_employed,1020,3,143,,1443.77,1440.76,1440.25,1423.67,0.03,0.03,0.03,0.03,1443.77,1440.18,0\\r\\n10780,1018,38,Female,,salaried,408,3,2727,91,1390.99,1505.28,1552.89,1881.86,0.16,0.16,0.16,0.16,1440.74,1551.82,0\\r\\n10781,1766,48,Male,3,self_employed,146,3,877,0,14845.31,17670.97,13884.68,14317.63,5234.76,2931.6,13746.13,4194.77,13835,13817.68,0\\r\\n10782,6361,71,Female,0,self_employed,409,3,557,135,566.35,278.58,1457.15,746.34,0.59,0.59,67.1,5032.3,545.76,661.32,0\\r\\n10783,4608,60,Male,0,self_employed,15,3,6,,2720.83,2907.26,2665.36,452.53,0.01,0.01,0.01,0.01,2815.47,2880.55,1\\r\\n10784,670,66,Male,,retired,1003,3,2831,95,1922.66,2065.51,2058.12,442.76,0.43,0.43,143.29,29,1971.92,2078.42,0\\r\\n10785,3971,65,Male,0,retired,1033,3,344,32,1799.89,1829.2,1594.98,1659.38,0.13,442.47,0.13,0.13,1802.76,1524.8,0\\r\\n10787,2683,84,Female,0,self_employed,1020,2,145,,1762.97,1634.4,1773.51,863.62,0.57,0.57,443.43,0.57,2049.67,1634.4,0\\r\\n10788,3930,46,Male,0,salaried,409,3,678,22,2338.42,859.58,1469.56,1358.79,1186.01,428.87,1321.46,1669.84,1938.65,1164.54,0\\r\\n10789,4668,52,Male,2,self_employed,1363,1,222,12,8141.63,8245.21,8775.28,12272.18,1125.5,2250.5,1087.8,3891.26,7912.31,8099.69,0\\r\\n10790,664,37,Female,,salaried,1020,2,1,,357.17,357.17,3555.32,14523.62,0.03,0.03,0.03,0.03,357.17,357.17,1\\r\\n10791,3185,72,Male,0,retired,491,2,615,55,6623.08,7234.98,5643.67,3315.44,0.11,11152.66,599.91,1694.8,6781.95,6683.05,0\\r\\n10792,2047,67,Female,0,self_employed,1020,2,47,23,1548.88,1724.95,1506.63,2795.68,228.99,714.7,0.41,0.41,1610.11,1397.54,0\\r\\n10793,433,59,Female,,self_employed,1046,3,1009,0,1499.06,8275.55,5292.97,10270.79,1112.9,1740.73,7896.04,0.36,2865.8,6769.85,0\\r\\n10794,3313,70,Male,0,retired,1020,3,544,201,8863.21,11733.04,10051.41,6437.29,0.11,0.11,300.11,0.11,9800.25,10996.72,1\\r\\n10795,5646,81,Male,0,self_employed,1494,2,67,39,1466.7,3180.99,2098.41,1102.14,0.3,2143.16,1714.59,3571.73,1983.94,3296.19,0\\r\\n10796,306,26,Male,,self_employed,1016,2,431,308,1755.52,1755.52,1837.09,2464.5,0.63,0.63,0.63,143.49,1755.52,1806.21,0\\r\\n10797,4979,66,Female,1,self_employed,1096,3,144,30,5198.63,4452.23,4650.96,4019.46,0.3,1128.87,139.61,139.61,5217.85,4431.04,0\\r\\n10798,523,67,Male,,self_employed,236,3,2923,12,1335.6,4190.29,4548.59,8525.8,714.79,0.5,3571.93,0.5,2295.77,4190.29,1\\r\\n10799,2871,85,Male,0,self_employed,1232,3,567,54,2961.33,2975.62,1942.41,244.59,0.11,2988.34,0.11,0.11,2965.77,2738.78,0\\r\\n10800,2302,39,Female,0,self_employed,1022,2,577,24,2178.94,2178.94,2847.67,6900.45,1071.7,1071.7,0.27,0.27,2819.33,2478.47,0\\r\\n10801,3365,81,Male,0,self_employed,243,2,122,61,517.43,517.43,5516.18,7441,0.41,0.41,0.41,15357.56,517.43,5194.85,0\\r\\n10802,799,29,Male,1,self_employed,241,1,62,17,8028.5,6171.57,5200.3,15945.17,29062.34,33.63,35776.84,7158.18,6831.53,3307.88,0\\r\\n10803,5897,51,Female,0,self_employed,575,2,44,13,844.18,588.57,2134.39,3831.61,5214.57,9339.69,2483.72,8865.23,1633.41,2235.85,0\\r\\n10804,899,32,Male,0,self_employed,1609,3,2149,3,5994.14,6722.71,6439.86,5062.96,4272.09,195.66,5007.8,0.66,6603.5,6590.62,1\\r\\n10805,263,19,Female,0,student,1446,3,726,143,154.69,154.69,3072.22,209.19,0.59,0.59,0.59,13429.16,154.69,5387.8,0\\r\\n10806,4719,53,Female,0,salaried,224,2,137,3,4256.29,57.66,1767.7,528.3,4270.21,0.16,0.16,4285.87,1327.32,2463.19,0\\r\\n10807,2342,63,Female,0,self_employed,146,3,1745,4,6694.1,6234.17,2846.64,569.41,1.23,6236.02,0.34,1203.49,6410.25,1329.98,0\\r\\n10808,3139,45,Female,2,salaried,180,3,187,12,2327.55,4138.2,1935.02,1234.18,7144.06,4615.91,9358.39,1006.41,3112.71,2575,1\\r\\n10809,2387,43,Female,0,self_employed,146,2,1036,,13502.46,13108.74,13021.74,11607.71,0.46,0.46,0.46,0.46,13393.85,13032.54,0\\r\\n10810,3397,51,Male,0,self_employed,1020,2,424,,14080,14080,14080,13990.8,0.23,0.23,0.23,0.23,14080,14080,0\\r\\n10811,4679,87,Male,0,self_employed,1232,2,52,,1521.56,2950.14,2621.73,4266.24,0.66,0.66,1429.23,0.66,1964.91,2950.14,0\\r\\n10812,2255,82,Female,0,self_employed,1020,2,414,73,235.28,235.28,1863.05,5335.55,0.39,0.39,0.39,4444.39,235.28,3121.56,0\\r\\n10814,3062,40,Male,2,self_employed,,2,671,6,564.39,6385.25,2822.72,1543.25,1467.24,1455.57,6214.66,1642.13,2305.55,4663.2,1\\r\\n10815,2887,55,Female,2,self_employed,579,2,192,97,5099.78,5212.98,4946.65,5462.69,0.51,0.51,470.86,786.23,5155.22,4869.67,0\\r\\n10816,4198,61,Male,0,retired,1020,2,84,14,5291.82,12940.26,6110.66,5791.21,0.83,8571.54,8607.26,2584.54,5073.29,7518.61,0\\r\\n10817,489,33,Male,0,salaried,623,2,318,9,6635.43,7133.06,7137.55,6170.51,442.87,250.01,968.2,508.28,7034.66,7357.41,0\\r\\n10818,492,73,Female,,retired,485,2,20,41,2105.72,2105.72,2076.18,1535.91,0.41,41.73,0.41,0.41,2105.72,2093.72,0\\r\\n10819,1618,44,Male,1,self_employed,630,3,2192,60,2545.79,2547.54,2097.93,1213.17,0.07,0.07,0.07,0.07,2548.48,2556.76,0\\r\\n10820,2383,44,Male,0,salaried,334,3,1225,331,4315.55,3593.02,3675.8,2511.17,0.11,0.11,0.11,0.11,4190.98,3593.02,0\\r\\n10823,1278,57,Female,0,salaried,409,3,287,,4966.22,4966.22,4966.22,4934.76,0.29,0.29,0.29,0.29,4966.22,4966.22,0\\r\\n10824,2770,35,Male,3,self_employed,1020,2,1265,168,2615.81,2649.32,2285.67,1518.36,0.37,0.37,40.37,207.51,2722.1,2921.47,0\\r\\n10825,2665,32,Male,0,self_employed,572,3,189,104,11594.99,11903.09,25910.77,17903.31,0.67,0.67,293.96,12139.5,11666.19,22636.18,1\\r\\n10826,3976,38,Male,2,self_employed,334,2,136,30,831.07,3158.85,2378.75,3801.96,0.27,1071.7,375,281.99,937.57,2504.28,0\\r\\n10827,2538,34,Male,0,salaried,146,3,9,3,2187.36,3609.76,1437.89,1593.99,2227.91,4713.73,986.89,2156.09,796.31,1943.02,0\\r\\n10828,4610,38,Male,0,self_employed,1322,2,176,119,3698.18,3712.46,4513.79,6211.82,0.69,0.69,0.69,429.26,3710,4131.36,0\\r\\n10829,810,19,Female,0,student,1458,3,1647,,2315.5,2334.34,2362.47,2213.14,0.2,0.2,18.33,171.63,2327.52,2390.16,0\\r\\n10830,4048,33,Male,0,salaried,1020,2,84,116,8752.85,8562.73,8608.59,8376.43,0.06,0.06,0.06,0.06,8693.84,8565.1,0\\r\\n10831,1356,51,Male,1,self_employed,1589,2,147,74,12038.02,23715.13,32379.18,41654.25,0.6,0.6,11648.99,25198.21,18002.41,34220.4,1\\r\\n10832,781,43,Female,,self_employed,604,3,527,,367.38,2262.86,2534.69,2248.89,0.6,0.6,14168.82,0.6,3077.93,2263.02,1\\r\\n10833,3797,62,Male,0,self_employed,409,3,292,118,3495.67,3786.59,4260.73,5480.11,0.67,0.67,291.43,939.7,3697.6,4183.14,0\\r\\n10834,2839,13,Female,0,student,1589,2,1711,38,1059.36,1087.93,1667.99,1395.15,0.69,1142.99,0.69,2172.11,1077.09,1956.86,0\\r\\n10835,203,53,Male,0,self_employed,363,3,269,10,764.45,4894.26,3528.89,2157.81,253.01,571.59,0.16,0.16,1548.28,4912.11,1\\r\\n10836,3068,44,Male,2,self_employed,,2,120,0,188.13,1096.98,1520.84,3878.91,143.97,0.21,1521.49,1223.13,628.85,1712.56,1\\r\\n10838,392,48,Female,3,self_employed,1439,1,74,0,7157.2,1249.62,3985.11,1531.72,11872.03,38500.6,6535.87,38785.87,913.01,811.29,0\\r\\n10839,1340,32,Male,4,self_employed,363,3,2407,11,7786.49,9605.68,8834.65,9505.27,1858.96,786.3,3682.77,245.82,8665.18,9698.31,0\\r\\n10840,1733,40,Female,0,salaried,1096,1,327,44,2260.19,2060.19,2054.37,2679.8,0.14,26428.71,0.14,26785.86,2260.19,2156.83,0\\r\\n10841,1510,60,Male,0,self_employed,941,2,2318,24,4103.74,3918,4467.57,4431.15,1786.36,0.64,1429.19,857.79,4153,4749.24,1\\r\\n10842,2128,47,Female,0,self_employed,649,3,1430,21,2921.83,3544.35,3741.24,4702.9,2.06,0.54,373.4,71.46,3154.78,3809.9,0\\r\\n10843,1463,73,Female,0,self_employed,334,2,493,36,4741.25,5012.32,3489.37,2079.82,0.49,2316.27,271.56,243.34,4813.49,3946.11,0\\r\\n10844,5941,60,Male,0,salaried,1096,2,3,42,11381.15,5033.08,5979.51,5702.97,0.07,5941.81,285.79,6892.89,10261.52,4246.72,0\\r\\n10846,4155,45,Female,0,self_employed,623,2,1041,77,1237.6,1814.99,3249.42,3724.11,0.1,0.1,0.1,285.81,1715.44,2317.29,0\\r\\n10847,800,30,Male,,salaried,665,3,177,27,1768.48,1643.16,3364.22,3261.56,715.7,702.54,736.17,157.53,2101.38,3717.18,0\\r\\n10848,2858,50,Female,0,self_employed,334,1,1880,0,3950.4,3034.28,3650.62,8290.44,1507.71,2159.55,1116.57,4675.13,3139.43,3589.8,0\\r\\n10849,5113,54,Male,2,salaried,822,1,20,42,6812.28,10726.2,6515.45,2754.08,0.2,9284.41,5087.66,2378.2,9198.11,6460.93,0\\r\\n10850,625,14,Female,,student,1096,2,92,70,1429.17,1429.17,1472.18,1574.43,0.6,0.6,0.6,0.6,1429.17,1429.17,0\\r\\n10851,370,9,Female,,student,1626,3,744,303,2185.97,2100.26,2100.26,1834.15,0.44,0.44,0.44,0.44,2185.97,2100.26,0\\r\\n10852,1385,52,Male,0,self_employed,841,2,1782,49,6310.29,6481.72,6431.75,6935.02,0.59,4286.3,0.59,0.59,6458.07,6064.21,0\\r\\n10854,3098,36,Female,0,salaried,575,3,184,12,123.9,274.56,1932.66,3508.67,1818.63,4.61,3117.91,4587.87,670.1,1486.06,1\\r\\n10855,2056,38,Female,0,self_employed,1525,3,276,6,2570.14,1856.76,1989.38,1608.01,243.31,0.46,29.93,0.46,2156.72,1881.95,0\\r\\n10857,1302,64,Male,0,self_employed,1589,3,275,123,1435.67,1433.58,1432.13,1462.43,0.06,0.06,0.06,0.06,1434.51,1431.57,0\\r\\n10858,871,55,Male,0,self_employed,180,1,3136,100,17.57,14.97,3006.39,4264.37,0.34,0.34,0.34,2857.49,16.76,1766.12,0\\r\\n10859,6096,62,Male,0,self_employed,1232,3,437,154,6423.85,4753.75,4533.75,1961.8,0.7,0.7,1007.1,3382.54,4946.32,4111.57,1\\r\\n10860,474,41,Male,,salaried,656,2,1391,24,967.06,2164.78,2442.21,2508.82,1374.11,1374.11,2571.83,3000.4,1752.95,3754.27,0\\r\\n10861,6841,69,Male,0,self_employed,1096,1,91,3,3050.36,9859.28,9763.46,8581.59,7685.82,0.24,7345.67,0.24,9571.81,9859.28,1\\r\\n10862,2382,71,Female,0,self_employed,409,2,391,273,2759.17,2759.17,3162.86,4360.12,0.27,0.27,0.27,771.7,2759.17,3198.8,0\\r\\n10864,593,34,Female,0,self_employed,1057,3,2639,75,1407.55,1186.04,1487.86,1555.78,0.33,0.33,5869.78,2810.19,1306.48,1690.91,0\\r\\n10865,210,39,Female,,self_employed,1043,3,2037,121,3091.4,3091.4,3091.4,2968.3,0.16,0.16,0.16,0.16,3091.4,3091.4,0\\r\\n10866,4444,74,Male,0,self_employed,621,3,8,,4151.37,4612.45,4585.9,4554.83,0.54,0.54,0.54,0.54,4532.8,4612.45,0\\r\\n10867,3344,64,Female,0,self_employed,822,3,520,0,19836.45,21115.69,21297.64,22307.87,188.69,20.61,2626.08,714.36,20740.49,21370.54,0\\r\\n10868,2193,47,Female,0,salaried,146,2,1756,0,2818.73,1841.75,1897.75,3678.59,1954.51,2586.33,692.9,1928.61,2029.72,1217.17,0\\r\\n10869,1287,44,Female,0,self_employed,834,2,2667,24,222.79,373.45,2956.32,2392.48,286.21,4494.81,0.5,10356.21,273.66,2988.18,1\\r\\n10870,213,46,Female,0,self_employed,1232,1,5,202,3024.9,4453.47,4240.01,4445.59,0.44,0.44,1429.01,0.44,3813.08,4453.47,0\\r\\n10871,1851,33,Male,2,self_employed,318,3,213,132,3578.67,3588.65,4721.74,3941.04,0.24,0.24,195.96,3053.1,3473.19,3924.69,0\\r\\n10872,383,66,Male,,self_employed,654,2,1423,6,11766.38,1180.66,2348.38,1806.56,11000.1,0.1,42.96,185.81,4372.29,1260.85,0\\r\\n10873,1614,45,Female,0,self_employed,1232,1,52,72,4580.76,3376.58,6406.38,1275.12,0.09,0.09,4857.23,1677.34,4133.54,4094.95,1\\r\\n10874,2089,40,Female,0,salaried,1181,2,273,,3671.62,3671.62,3671.62,3648.48,0.24,0.24,0.24,0.24,3671.62,3671.62,0\\r\\n10875,754,71,Female,0,self_employed,146,2,1036,26,6424.26,6217.59,6332.56,5725.88,357.54,357.54,150.87,190.34,6538.96,6320.64,0\\r\\n10876,6583,51,Male,0,salaried,146,2,9,73,5599.83,8435.91,7572.45,1672.37,0.03,0.03,3149.01,802.74,7651.52,9025.19,1\\r\\n10877,3444,47,Male,1,salaried,1046,2,102,7,1798.3,2335.07,2336.46,2350.18,11742.13,1029.07,12278.9,1172.18,1853.05,2368.02,1\\r\\n10879,1465,58,Female,0,self_employed,334,2,136,,3214.89,2143.46,2500.6,3153.14,0.51,0.51,0.51,0.51,3214.89,2143.46,0\\r\\n10880,3421,29,Female,0,salaried,409,3,1000,329,1398.22,1441.07,1479.75,622.5,0.07,0.07,0.07,0.07,1439.59,1478.4,0\\r\\n10881,1224,35,Female,0,self_employed,271,2,160,49,2670.04,2670.04,1910.3,5283.62,0.24,1665.89,0.24,143.1,2670.04,2137.03,0\\r\\n10882,6061,47,Female,0,self_employed,1096,1,248,20,145370.57,163805.47,143803.53,121066.46,335.97,43714.54,18643.21,8109.34,149554.46,146526.79,0\\r\\n10883,1708,32,Female,0,salaried,623,2,1629,68,43921.05,42171.05,42473.86,40233.87,0.17,0.17,0.17,18.94,43822.52,42004.27,0\\r\\n10884,965,51,Female,0,salaried,409,2,2377,48,4674.36,4674.36,3185.19,2290.56,0.2,43.06,0.2,141.05,4674.36,3366.02,0\\r\\n10885,4090,35,Female,0,self_employed,834,1,18,12,2782.55,2532.44,2352.27,7010.59,250.76,251.01,0.64,87.86,2665.51,2432.7,0\\r\\n10886,4632,69,Female,0,retired,1597,2,170,18,1557.19,1387.5,1429.43,1604.84,189.06,0.51,0.51,0.51,1513.29,1387.5,0\\r\\n10887,471,83,Female,,self_employed,617,2,3169,,8891.1,8891.1,8891.1,8834.78,0.61,0.61,0.61,0.61,8891.1,8891.1,0\\r\\n10888,1858,25,Female,0,self_employed,1232,1,103,28,1382.37,878.11,2029.43,1810.65,578.71,578.71,933.47,90.2,1568.99,1228.15,1\\r\\n10889,5373,47,Male,0,self_employed,1494,3,67,44,1843.43,1843.43,1968.56,3468.16,0.14,990.36,0.14,1204.66,1843.43,2004.51,0\\r\\n10890,345,41,Male,,self_employed,1540,2,1544,30,9452.33,1809.48,2018.75,4794.91,0.2,914.9,785.91,600.2,2688.79,1245.96,0\\r\\n10891,2344,50,Female,0,salaried,1084,1,1030,7,834.35,3212.55,3562.44,6534.67,2143,0.14,4526.02,1210.17,1974.06,3847.28,1\\r\\n10892,1083,62,Female,0,self_employed,1020,2,288,,1461.19,1300.76,1609.97,2029.04,0.36,0.36,0.36,714.64,1068.1,1457.93,0\\r\\n10893,2438,35,Male,3,self_employed,1429,3,966,32,4579.98,4982.13,3065.83,1853.81,0.39,4357.53,36.63,36.63,4610.21,2183.25,0\\r\\n10894,1087,33,Male,0,salaried,1383,3,315,167,3232.93,4405.21,2812.85,1303.53,0.54,0.54,4709.47,2346.05,2759.88,3019.74,0\\r\\n10895,2343,35,Female,0,self_employed,75,3,764,,1798.38,1798.38,1798.38,1786.99,0.03,0.03,0.03,0.03,1798.38,1798.38,0\\r\\n10896,329,68,Female,,retired,252,3,1960,21,2086.63,2358.06,2308.96,2341.72,14.49,0.2,285.91,0.2,2210.77,2358.06,0\\r\\n10897,576,64,Female,,retired,730,2,1852,297,5372.53,5372.53,5372.53,5345.07,0.7,0.7,0.7,0.7,5372.53,5372.53,0\\r\\n10898,2753,36,Male,1,salaried,1415,3,2330,9,500.36,2223.89,2323.03,2789.88,125.76,0.06,173.94,156.63,1951.65,2408.82,1\\r\\n10899,4843,59,Male,0,self_employed,1020,3,47,,194.88,2337.74,1746.61,2329.67,0.04,0.04,2142.9,0.04,564.34,2337.74,1\\r\\n10900,3206,48,Female,0,self_employed,146,2,75,49,3617.35,5877.96,2842.89,956.53,0.04,5690.88,344.26,845.11,3748.84,4449.96,1\\r\\n10901,4332,50,Male,0,self_employed,59,2,257,,4516.4,4516.4,4516.4,4487.8,0.44,0.44,0.44,0.44,4516.4,4516.4,0\\r\\n10902,211,31,Female,,self_employed,241,3,400,21,253.48,460.44,2585.9,23273.17,1.58,1787.3,838.03,4782.84,271.65,1397.48,1\\r\\n10903,1475,58,Female,0,salaried,1424,3,2348,4,5690.92,2433.84,2380.02,1342.02,3298.4,953.66,27.03,7.74,3471.91,2046.74,0\\r\\n10904,4129,44,Male,2,self_employed,,2,335,20,1771.76,5510.65,6803.53,3727.36,1620.44,11501.13,1766.23,13754.93,5337.84,6597.03,0\\r\\n10905,874,6,Male,,student,15,2,2579,146,7715.32,7715.32,7660.02,6901.06,0.16,0.16,0.16,0.16,7715.32,7715.32,0\\r\\n10906,4403,51,Male,1,salaried,1084,3,256,0,8824.95,10829.72,7753.77,3261.72,3.93,0.36,1868.51,4424.18,9501.91,10267.87,0\\r\\n10907,2652,58,Male,0,salaried,1020,3,538,6,27791.22,25910.93,30456.37,30656.67,1963.31,463.55,83.03,7269.86,26305.29,32121.63,1\\r\\n10908,3045,43,Female,0,self_employed,146,2,1755,,4125.99,3765.99,4019.92,2842.39,0.36,0.36,0.36,428.93,4088.75,4052.63,0\\r\\n10909,2179,54,Male,0,salaried,1096,1,272,0,16876.15,16972.97,10982.09,7187.81,9168.53,7062.71,7043.41,286.27,10809.74,10997.88,0\\r\\n10910,2385,44,Female,0,self_employed,649,3,1076,38,3923.28,3923.28,3143.12,1801.9,0.07,1428.64,0.07,43.34,3923.28,2968.1,0\\r\\n10911,3188,55,Male,0,self_employed,623,2,562,94,6989.29,6989.29,7007.22,8524.83,0.26,0.26,0.26,615.97,6989.29,7127.82,0\\r\\n10912,1844,67,Female,0,retired,409,2,293,11,1644.55,1644.55,1650.01,1783.8,642.97,0.11,642.97,0.11,1622.38,1644.55,0\\r\\n10913,1299,28,Female,0,salaried,575,2,3878,0,1738.02,1855.58,1452.21,1728.9,869.85,782.94,820.79,728.91,1206.77,1439.9,0\\r\\n10914,2960,37,Male,0,salaried,1020,3,86,26,3696,3539.43,3827.13,3278.84,1362.39,0.36,290.43,195.41,3823.77,3740.5,0\\r\\n10915,1468,50,Male,3,self_employed,1177,3,1500,24,1868.17,1866.17,1877.62,1926.25,168.77,167.34,166.77,166.77,1885.13,1871.46,0\\r\\n10916,4384,53,Male,0,salaried,1020,2,13,32,2325.73,2319.04,2448.55,2539.23,0.34,9.45,0.34,216.15,2322.86,2501.77,0\\r\\n10917,976,90,Male,0,retired,1020,3,1579,119,401.34,397.05,4891.57,9261.4,0.7,0.7,0.7,7143.56,400.16,6618.25,0\\r\\n10918,3055,57,Male,0,self_employed,630,2,1240,3,12333.86,7771.48,6896.51,5796.92,7142.93,8559.71,53.46,5329.01,9196.53,6184.94,0\\r\\n10920,3547,46,Male,2,self_employed,1020,2,322,0,472.76,19603.16,7841.83,6549.29,18333.41,27341.36,21321.62,24950.64,9729.97,10548.94,1\\r\\n10922,1256,68,Male,0,self_employed,334,2,124,12,16319.94,24366.74,32592.91,58029.49,72226.6,11571.69,917.24,17571.69,29515.3,37253.03,1\\r\\n10923,2734,46,Male,3,self_employed,623,2,1031,55,10992.99,13668.34,15192.99,23995.99,0.54,6186.26,5014.83,8416.66,11725.21,14794.01,1\\r\\n10924,368,16,Female,,student,302,3,402,360,13322.78,13308.5,13297.65,13171.15,0.23,0.23,0.23,0.23,13311.45,13297.9,0\\r\\n10925,1188,27,Female,0,salaried,1096,3,1557,55,3084.25,4137.31,2644.11,1735.75,0.46,3763.19,2203.47,960.44,2181.09,4152.32,0\\r\\n10926,2032,70,Male,0,retired,1096,2,1662,124,3470.9,3499.48,3511.73,3174.17,0.7,0.7,0.7,0.7,3483.71,3511.46,0\\r\\n10927,1281,45,Male,0,self_employed,1271,3,661,27,177.38,6463.1,1784.63,417.57,14.3,6300.01,6300.01,285.73,3472.46,1346.83,1\\r\\n10928,1342,40,Male,0,self_employed,1232,2,2523,9,2155.61,1173.3,2037.74,1645.96,5720.07,0.1,3631.26,392.78,2021.34,3261.32,0\\r\\n10929,2559,37,Male,2,self_employed,621,3,4340,12,2624.37,2125.03,2305.95,2252.69,714.69,357.54,123.92,227,2480.85,2184.83,0\\r\\n10931,5537,67,Male,3,salaried,575,2,3,28,343,2234.55,3522.97,5627.07,185.14,5090.16,3296.1,7546.66,1166.08,3793.84,0\\r\\n10932,1551,74,Male,3,self_employed,905,2,34,20,11440.53,2125.98,4770.76,1373.18,10738.24,1428.71,1428.71,1428.71,9980.54,2309.48,0\\r\\n10933,4013,37,Male,0,salaried,146,2,286,4,1337.3,179.4,4408.01,3243.88,11114.81,2762.16,19682.44,8024.35,3937.2,4922.51,0\\r\\n10934,5063,43,Male,2,self_employed,1020,2,19,4,3.38,1916.73,1533.98,1527.41,19485.86,2688.34,1234.31,2601.68,1628.04,1818.5,0\\r\\n10935,5884,69,Male,3,self_employed,334,2,847,12,4466.97,1201.03,4818.48,8981.95,24245.39,0.49,20994.47,0.49,7151.23,2660.05,0\\r\\n10936,448,30,Female,0,salaried,15,2,6,5,3458.72,2098.7,1442.98,674.87,743.13,1000.27,32.67,0.27,2413.16,1563.34,0\\r\\n10937,2986,34,Female,0,self_employed,551,3,550,30,1642.13,3700.66,4759.62,7291.42,0.6,3143.46,2067.56,5737.81,2584.21,5340.6,1\\r\\n10938,6813,66,Female,0,self_employed,1020,3,628,0,10623.87,10692.34,10733.26,9550.36,229.09,257.84,286.11,121.83,10517.28,10560.86,0\\r\\n10939,822,76,Female,0,self_employed,575,3,2645,20,164.32,5971.86,2971.98,1545.25,3126.4,4285.96,8933.94,117.57,1763.89,5307.11,1\\r\\n10940,2205,36,Male,0,salaried,1037,2,939,16,941.01,5800.29,2452.12,2721.83,78.64,7.2,3273.63,286.4,2074.21,3462.55,1\\r\\n10941,4269,64,Female,0,self_employed,1020,1,39,112,2402.86,5062.64,20534.82,94120.79,0.63,0.63,2733.66,1051.34,2889.18,5214.7,1\\r\\n10942,4870,79,Female,0,self_employed,1020,3,1120,28,615.05,5962.48,2107.75,842.31,1795.8,5166.83,7143.23,0.37,1846.58,3611.54,1\\r\\n10943,1286,35,Male,0,self_employed,1096,3,1671,21,520.14,378.79,1934.23,1429.42,138.34,138.63,0.4,0.4,486.84,347.58,1\\r\\n10944,1864,61,Female,0,self_employed,1020,2,1030,28,95.73,1595.73,2461.16,1650.34,2285.99,1428.84,3785.99,10214.56,487.35,4625.68,0\\r\\n10945,256,69,Female,,self_employed,531,2,2649,252,1439.71,1439.71,1439.71,1436.31,0.59,0.59,0.59,0.59,1439.71,1439.71,0\\r\\n10946,918,41,Male,0,self_employed,905,3,2235,46,17291.65,22717.7,21341.78,15899.49,0.49,306.2,5714.77,71.91,18866.18,22653.27,0\\r\\n10947,5714,34,Male,0,self_employed,834,3,105,0,1429.2,6657.69,8438.58,1366.21,2105.84,514.1,7357.51,4980,6683.38,8519.27,1\\r\\n10949,1454,54,Female,0,self_employed,51,1,2562,10,7649.14,7923.27,6914.85,5809.22,2857.21,0.07,3131.34,0.07,6307.64,7267.06,0\\r\\n10950,2149,38,Male,0,salaried,905,2,1830,3,5620.07,4330.66,4501.01,4299.83,1286.19,0.47,0.47,0.47,4843.82,4330.66,0\\r\\n10951,1266,39,Male,0,self_employed,1448,3,2339,76,3162.82,3162.82,2722.63,1718.54,0.41,0.41,0.41,22.19,3162.82,3167.73,0\\r\\n10952,797,90,,0,self_employed,146,3,1373,343,1867.19,1867.19,1861.1,1839.86,0.33,0.33,0.33,0.33,1867.19,1864.65,1\\r\\n10953,1225,58,Female,0,self_employed,905,2,1341,289,4526.56,4526.56,4526.69,4500.96,0.56,0.56,0.56,0.56,4526.56,4526.72,0\\r\\n10954,390,22,Male,0,self_employed,1139,2,335,14,4966.13,1384.7,2067.78,247.88,4938.81,0.24,1357.39,15.96,3819.38,1390,0\\r\\n10955,2149,45,Male,0,self_employed,409,1,247,5,50069.66,49695.06,42289.13,11877.52,424.27,424.27,51.9,3602.67,49762.65,50337.03,0\\r\\n10956,723,34,Female,,self_employed,1375,3,2659,,6038.92,6038.92,6038.92,6292.05,0.26,0.26,0.26,0.26,6038.92,6038.92,0\\r\\n10957,4811,50,Male,0,self_employed,146,2,140,26,4796,5206.23,4931.76,3124.17,220.47,286.04,308.04,57.46,5296.07,5188.16,0\\r\\n10958,3218,39,Male,2,self_employed,1096,2,328,21,6331.25,6631.25,6659.18,6541.01,143.51,0.66,0.66,0.66,6697.75,6633.09,0\\r\\n10959,1266,51,Male,2,,57,3,1304,18,2293.59,3446.45,3250.65,1327.41,386.36,0.64,1396.36,267.79,3085.66,3802.35,0\\r\\n10960,4870,33,Male,0,self_employed,1525,2,175,186,6304.63,6304.63,6304.63,6269.6,0.5,0.5,0.5,0.5,6304.63,6304.63,0\\r\\n10961,1741,29,Male,0,self_employed,37,3,2107,214,6808.31,6822.6,7012.71,7405.17,0.16,0.16,0.16,358.04,6814.72,7008.34,0\\r\\n10962,3391,41,Male,1,self_employed,162,2,304,3,4219.79,2432.83,2947.86,3993.96,18.37,0.61,0.61,0.61,3971.46,2435.21,0\\r\\n10963,1564,27,Female,0,salaried,575,3,1202,26,4656.65,4220.24,4606.48,4971.21,1129.06,314.77,619.97,1103.91,4880.16,4342.09,0\\r\\n10964,4335,70,Male,0,salaried,409,2,120,104,3557.34,3573.76,3625.08,3344.01,0.69,0.69,82.99,122.29,3570.89,3609.62,0\\r\\n10965,1664,36,Male,0,self_employed,34,3,1937,3,1127.01,11941.76,1677.33,288.06,2372.17,12500.34,13470.59,1042.01,2615.99,2207.89,1\\r\\n10966,3457,85,Male,1,retired,485,1,295,41,46688.04,45613.88,45642.17,42312.94,0.7,64.03,0.7,0.7,45762.04,45595.49,0\\r\\n10967,551,57,Male,0,salaried,623,3,1022,1,9050.86,2011.09,2049.5,2173.8,7257.73,0.59,829.76,320.84,2187.35,1914.6,0\\r\\n10968,453,29,Male,0,self_employed,1322,2,176,38,5856.07,6096.59,6000.37,7017.81,0.07,157.21,0.07,0.07,5908.79,6026.41,0\\r\\n10969,2554,73,Male,0,retired,1020,3,406,56,1622.33,1622.33,1493.75,1299.42,0.2,180.2,0.2,0.2,1622.33,1599.11,0\\r\\n10970,889,43,Female,,self_employed,1271,3,1696,129,1597.46,1597.46,1597.46,1012.28,0.3,0.3,0.3,0.3,1597.46,1597.46,0\\r\\n10971,1645,36,Male,0,salaried,318,2,107,263,1132.11,1410.65,2227.31,5382.77,0.2,0.2,350.17,701.16,1296.13,1891.61,0\\r\\n10973,3043,59,Female,0,salaried,491,3,707,11,22.9,856.73,2524.48,1206.19,93.21,0.19,714.47,21785.9,433.71,5925.86,1\\r\\n10974,2379,25,Female,0,salaried,657,2,180,5,1971.64,1985.26,1950.64,405.1,50.51,26.57,64.14,438.04,1966.71,2191.7,0\\r\\n10975,4547,57,Female,0,self_employed,409,3,1317,91,1666.44,920.02,1669.72,2307.39,0.7,0.7,0.7,13.99,1442.61,1509.11,0\\r\\n10976,2418,50,Female,1,self_employed,1020,1,19,45,8294.26,8294.26,8633.24,11253.05,0.53,765.37,0.53,286.24,8294.26,8208.42,1\\r\\n10977,2991,63,Female,0,self_employed,551,2,550,24,32.55,1532.55,1956.1,63.74,72.09,72.09,1572.09,1429.23,1392.15,2767.57,1\\r\\n10978,2413,38,Female,0,self_employed,409,3,925,261,1758.38,1758.38,1758.38,1788.26,0.6,0.6,0.6,0.6,1758.38,1758.38,0\\r\\n10979,1958,29,Male,0,self_employed,853,2,648,32,43.05,856.97,1457.12,2382.32,0.54,2683.31,671.71,3923.77,273.79,925.43,0\\r\\n10980,1179,33,Female,0,salaried,531,3,2722,11,10345.28,4950.24,5220.38,4345.67,7143.5,1.85,339.78,1616.89,6666.31,4625.58,0\\r\\n10981,559,40,Male,0,self_employed,409,2,1003,26,7314.6,7390.31,5092.85,549.54,714.46,4361.69,1361.6,1228.74,7610.07,7112.8,1\\r\\n10983,1703,39,Male,0,self_employed,1180,2,1330,45,59051.78,39634.69,38697.85,28427.94,0.33,11686.28,2703.39,2861.38,49445.46,38504.31,0\\r\\n10984,2023,34,Female,0,self_employed,,3,2918,25,2388.32,2940.35,1961.71,547.86,91.13,2633.44,2143.16,286.01,2745.92,2026.5,0\\r\\n10985,5024,32,Female,0,self_employed,575,3,1720,5,7232.28,6517.99,6162.16,2132.47,714.5,0.21,0.21,0.21,6665.78,6517.99,0\\r\\n10986,1700,26,Male,0,self_employed,982,2,2292,5,4112.19,3936.47,4079.57,4533.28,179.13,0.56,3.41,177.7,3972.83,4041.45,0\\r\\n10987,1922,45,Female,0,self_employed,1271,2,378,0,2065.65,2039.95,2976.19,4378.64,1044.97,83.48,857.54,0.4,2012.37,1981.5,1\\r\\n10988,3293,83,Male,0,retired,834,3,712,363,8761.19,8775.48,8778.47,8764.97,0.06,0.06,0.06,0.06,8764.64,8778.24,0\\r\\n10989,1171,81,Male,0,retired,834,2,2675,6,2665.76,1314.75,1805.38,1593.49,5155.06,306.21,3801.57,224.18,3015.09,1217.05,0\\r\\n10990,4174,29,Female,0,student,1020,2,35,44,2079.36,2079.36,2075.83,2059.09,0.24,7.39,0.24,0.24,2079.36,2075.91,0\\r\\n10991,3211,45,Female,0,salaried,1096,1,273,17,20532.19,18740.76,18837.96,13704.82,1720.34,1434.63,143.2,284.84,20233.86,18705.79,0\\r\\n10992,2143,19,Male,0,student,574,3,265,,1783.16,1783.16,1783.16,1771.87,0.1,0.1,0.1,0.1,1783.16,1783.16,0\\r\\n10993,594,54,Male,,salaried,668,3,2606,182,1.93,1830.5,1542.91,3251.29,0.23,0.23,3371.66,571.66,350.21,1959.54,1\\r\\n10994,752,53,Female,,salaried,37,3,2107,27,7222.52,2951.09,2921.44,4235.69,4286.03,2857.46,0.31,0.31,7079.17,1572.75,0\\r\\n10995,425,31,Male,2,salaried,1494,3,1704,7,7048.94,7857.69,7630.31,7114.84,862.71,863.29,1667.74,769.42,7505.95,7720.93,0\\r\\n10996,4664,16,Male,0,self_employed,1020,1,15,221,1730.85,1730.85,1730.85,2191.51,0.01,0.01,0.01,0.01,1730.85,1730.85,0\\r\\n10997,2496,64,Male,0,self_employed,1096,3,92,,3174.51,4603.08,4323.94,4574.01,0.56,0.56,0.56,0.56,3765.65,4603.08,0\\r\\n10998,259,59,Female,0,self_employed,649,3,1585,,3035.07,3200.07,1760.45,1311.63,0.14,0.14,165.14,0.14,3132.73,1370.56,0\\r\\n10999,1557,34,Male,5,salaried,334,3,111,56,3553.97,4186.73,3231.05,2512.12,0.3,26.64,912.35,1843.97,4253.89,2978.28,0\\r\\n11000,487,55,Male,0,self_employed,755,3,2642,87,880.46,2949.24,2452.72,1686.52,0.26,0.26,4143.11,0.26,1490.29,2949.24,1\\r\\n11001,2231,40,Male,0,salaried,1576,2,470,25,8064.66,6697.22,5037.32,2658.6,1.24,1.06,90.53,109.1,7439.6,5273.14,0\\r\\n11002,2101,6,Female,0,student,905,3,1319,61,1793.23,2236.08,1547.89,32.57,0.59,0.59,443.44,0.59,2220.81,2236.08,1\\r\\n11004,2258,52,Male,0,salaried,1540,2,1545,314,5732.13,6068.31,6175.9,6772.35,0.09,0.09,307.18,292.73,5902.64,6210.31,0\\r\\n11005,5201,41,Male,0,salaried,491,3,93,10,1873.7,8029.64,6697.59,6316.82,1429.04,1494.6,7488.81,311.56,5592.36,7557.2,1\\r\\n11006,571,79,Female,,self_employed,409,2,1441,108,3630.29,3801.71,3913.91,4748.13,0.59,0.59,0.59,0.59,3747.53,3911.39,0\\r\\n11007,609,36,Female,,self_employed,146,2,77,,1669.57,1669.57,1671.73,1663.64,0.31,0.31,0.31,0.31,1669.57,1671.95,0\\r\\n11008,2787,69,Male,0,retired,409,3,932,159,333.79,1048.08,1625.17,2266.36,0.13,0.13,714.41,1428.7,383.05,2015.82,1\\r\\n11009,1894,32,Female,0,salaried,318,3,3740,3,2902.61,2445.4,2604.3,2312.14,7.94,0.19,446.95,600.1,2924.98,2559.13,0\\r\\n11010,1036,53,Male,0,self_employed,415,2,3369,9,2085.15,2921.33,2423.79,2539.11,235.71,442.89,0.46,71.89,2160.08,2813.98,0\\r\\n11011,1321,48,Male,2,self_employed,146,3,1746,27,3112.88,2907.5,3356.96,8832.44,428.86,0.29,152.06,580.63,3173.22,3268.1,0\\r\\n11012,3822,52,Male,0,salaried,146,1,1226,0,112023.95,108471.86,97928.41,82490.12,7551.49,14902.66,1961.19,3006.8,106263.34,96193.17,0\\r\\n11013,1191,35,Male,1,salaried,409,3,273,151,1965.13,1965.13,1965.13,1893.31,0.63,0.63,0.63,0.63,1965.13,1965.13,0\\r\\n11014,597,22,Female,0,self_employed,146,2,1759,12,635.35,2778.21,2458.01,3517.05,1428.94,0.37,3571.8,0.37,1817.62,2778.21,1\\r\\n11015,920,9,Male,0,student,1589,2,1241,,2020.05,2020.05,2020.05,2008.38,0.66,0.66,0.66,0.66,2020.05,2020.05,0\\r\\n11016,1743,78,Male,0,self_employed,1020,2,1120,21,4638.35,3558.23,3984.31,3075.03,776.16,776.16,0.23,677.01,4193.54,4022.54,0\\r\\n11017,2427,78,Female,0,self_employed,1020,1,60,1,4105.3,1363.07,1806.66,4852.15,4494.44,1465.63,306.65,3.77,1610.82,1393.01,0\\r\\n11018,3733,43,Male,0,salaried,236,3,250,19,1742.51,2251.47,3745.69,4121.42,1428.66,0.09,142.94,0.09,2165.09,3403.36,0\\r\\n11019,2652,61,Male,2,self_employed,334,3,390,9,2643.55,3192.58,2769.79,1819.67,294.23,643.26,700.4,0.4,2667.72,3066.68,0\\r\\n11020,2067,38,Male,0,self_employed,1020,3,356,,1107.41,2246.61,2427.51,3490.32,0.01,0.01,1497.17,1344.37,1549.41,2554.62,1\\r\\n11021,287,64,Male,1,self_employed,834,2,14,0,11554.64,13007.89,12665.03,1200.51,5714.56,0.27,7143.27,0.27,11968.23,13007.89,0\\r\\n11022,1301,31,Male,0,salaried,1620,3,1877,,11326.34,10051.55,10520.2,10567.65,0.44,0.44,0.44,6.57,11446.16,10055.68,0\\r\\n11023,4415,46,Male,2,self_employed,621,2,208,172,3678.03,3706.6,3714.78,3778.44,0.1,0.1,0.1,0.1,3686.89,3714.43,0\\r\\n11024,2607,32,Male,0,self_employed,500,2,301,41,3288.07,3359.5,3387.12,3555.33,0.16,71.59,71.59,71.59,3322.56,3341.07,0\\r\\n11025,2290,35,Male,0,salaried,409,3,1386,32,337.21,2673.74,2086.06,1918.67,0.61,9.19,1194.04,432.04,1423.49,2629.93,1\\r\\n11026,2602,9,Female,0,student,146,2,370,,1429,1429,1429,1087.97,0.43,0.43,0.43,0.43,1429,1429,0\\r\\n11027,469,29,Male,0,salaried,1096,2,396,13,2932.07,2932.35,2932.31,2913.8,104.03,0.03,104.31,0.03,2932.21,2932.35,0\\r\\n11028,572,24,Female,0,salaried,409,3,617,233,2965.97,2965.97,2965.97,2931.36,0.34,0.34,0.34,0.34,2965.97,2965.97,0\\r\\n11029,1900,41,Female,0,salaried,409,2,10,18,33760.16,32647.94,38655.7,37777.61,183.14,0.39,59,362.12,32603.69,38610.08,0\\r\\n11030,6226,76,Female,0,self_employed,822,3,20,86,1201.48,589.24,2590.19,3185.9,0.66,0.66,0.66,210.66,673.69,724.72,0\\r\\n11031,2116,35,Male,1,salaried,1232,2,185,31,99919.19,100073.19,53846.6,27220.49,0.59,71429.16,45.01,0.59,99985.69,33257.28,1\\r\\n11032,1649,64,Male,0,retired,241,3,1240,69,5391.04,4688.19,7698.41,1888.27,0.36,0.36,0.36,0.36,4816.36,4527.17,1\\r\\n11033,1077,32,Female,0,self_employed,913,2,2750,10,1072.07,593.5,3461.87,4.92,16610.03,44868.65,386.36,11007.79,2241.71,6328.22,1\\r\\n11034,491,49,Female,,self_employed,654,2,1423,70,2671.14,2671.14,2523.68,1869.19,0.51,0.51,0.51,0.51,2671.14,2671.14,0\\r\\n11035,4130,40,Female,0,self_employed,146,3,1472,362,1905.97,1905.97,1850.63,1289.63,0.06,0.06,0.06,0.06,1905.97,1905.97,0\\r\\n11036,417,37,Male,,self_employed,121,3,2462,154,557.24,2000.1,1880.14,2140.52,0.39,0.39,1428.96,0.39,1505.03,2011.16,1\\r\\n11037,6130,44,Male,0,salaried,15,3,1083,20,12777.76,11747.31,8815.57,6881.96,3689.81,0.53,3176.59,725.82,10904.33,8734.32,0\\r\\n11039,2792,47,Male,2,self_employed,885,3,871,26,1266.38,1927.28,1434.75,334.37,189.49,1802.2,1561.23,189.49,1461.04,2489.9,0\\r\\n11040,1067,42,Male,0,self_employed,663,2,2551,38,16001.88,16155.44,14884.43,16668.26,0.49,2517.13,87.9,236.2,16094.82,14561.05,0\\r\\n11041,6732,73,Male,0,salaried,334,2,500,14,5911.1,5862.37,5753.33,1788.86,92.81,227.2,0.5,0.5,5886.95,5678.04,0\\r\\n11042,1187,12,Female,0,student,146,2,1226,,8473.66,8473.66,8473.66,8420.1,0.54,0.54,0.54,0.54,8473.66,8473.66,0\\r\\n11043,4830,36,Female,0,self_employed,491,2,271,3,10200.36,6642.41,6554.12,15508.79,28470.96,3257.28,27655.86,1816.75,7865.8,5146.6,0\\r\\n11044,1718,28,Female,0,student,1096,2,1365,0,12223.45,11653.96,11026.99,8792.86,777.07,923.19,207.58,99.43,11604.4,10940.74,0\\r\\n11045,1489,27,Male,0,salaried,11,2,870,21,4324.91,2580.83,1921.03,462.35,6471.93,3115.23,7371.93,5870.5,4096.55,1059.57,0\\r\\n11046,4398,24,Male,0,student,834,2,277,192,11620.1,11620.1,11625.78,11615.34,0.61,0.61,0.61,14.9,11620.1,11622.86,0\\r\\n11047,936,70,Female,0,self_employed,1020,2,84,17,17604.13,17526.88,17272.65,6002.49,575.17,576.19,376.73,780.63,17744.99,17836.51,1\\r\\n11048,852,29,Female,0,self_employed,623,2,1031,73,2489.73,12151.28,10487.22,10958.89,0.63,0.63,10359.63,3.3,7266.48,12129.1,1\\r\\n11049,1251,5,Female,0,student,6,3,1621,,3122.32,3122.32,3122.32,3102.54,0.14,0.14,0.14,0.14,3122.32,3122.32,0\\r\\n11050,1221,40,Female,0,self_employed,550,2,1901,114,2282.84,2407.37,2508.56,1763.03,0.5,0.5,0.5,0.5,2389.11,2505.34,0\\r\\n11051,1585,37,Female,2,self_employed,485,2,1403,33,3402.03,14304.67,3516.32,2903.27,0.41,27828.99,15662.44,18894.46,4513.39,4124.82,0\\r\\n11053,459,57,Male,,self_employed,1611,2,448,46,3589.72,4301.69,3833.76,4557.74,0.53,1730.24,857.67,814.81,3876.54,4239.92,0\\r\\n11054,999,45,Male,0,self_employed,748,3,1960,,1938.27,2006.31,1980.21,1981.71,0.61,0.61,143.47,0.61,1936.99,2004.68,0\\r\\n11055,3048,51,Male,3,self_employed,1020,3,538,0,3722.54,2822.37,5679.45,8179.18,1614.57,1092.55,714.4,1867.7,3027.37,4900.55,0\\r\\n11056,1661,30,Female,0,self_employed,1096,1,121,76,1354.04,3812.29,4106.6,4268.59,0.56,0.56,2195.13,1876.23,5040.67,4238.39,0\\r\\n11057,4217,52,Male,0,self_employed,1232,3,149,124,2695.48,2700.75,1930.63,1732.48,0.13,0.13,0.13,896.51,2672.01,2130.43,0\\r\\n11058,2022,44,Male,0,self_employed,557,3,284,251,746.05,4774.62,4449.33,4580.39,0.51,0.51,5200.51,0.51,3798.76,4774.62,1\\r\\n11059,2301,41,Male,0,self_employed,692,2,1820,12,2930.29,2202.89,2129.04,2410.92,322.87,395.14,23.96,741.03,2555.58,2114.26,0\\r\\n11060,1003,69,Female,0,self_employed,1020,2,16,25,2800.36,2386.08,2415.84,2192.59,72.07,0.64,0.64,0.64,2708.74,2332.07,0\\r\\n11061,594,40,Male,0,salaried,243,3,3718,12,25881.16,25623.82,25333.75,21492.8,286.61,1243.71,0.7,771.87,25722.42,25669.24,0\\r\\n11062,1035,27,Male,0,self_employed,178,2,1888,125,12446.64,12446.64,12446.64,7315.2,0.13,0.13,0.13,0.13,12446.64,12446.64,0\\r\\n11063,5299,54,Male,2,self_employed,656,2,46,4,9541.48,9537.35,8087.01,12759.93,1507.51,5600.37,1503.39,5206.24,9546.23,9340.44,0\\r\\n11064,5290,16,Male,0,self_employed,146,1,53,,2230.15,2230.15,2230.15,2112.16,0.23,0.23,0.23,0.23,2230.15,2230.15,0\\r\\n11065,1995,31,Female,0,salaried,1020,3,143,11,2243.51,1286.34,1917.71,1394.85,1885.86,271.57,1928.6,943.6,1568.53,2167.07,0\\r\\n11066,1301,31,Female,0,self_employed,38,2,1881,24,17149.54,15319.86,15510.91,13535.29,2058.9,2465.06,229.21,714.93,16920.82,15475.37,0\\r\\n11067,4961,78,Female,0,self_employed,575,2,2549,20,4546.22,4671.22,6938.54,14735.87,236.14,236.14,301.61,6202.59,4565.72,5885.28,0\\r\\n11068,1874,40,Female,0,self_employed,1111,3,88,,1646.82,1646.82,1646.82,1115.39,0.4,0.4,0.4,0.4,1646.82,1646.82,0\\r\\n11069,1147,28,Male,1,self_employed,575,3,2972,13,7539.88,4645.15,4383.63,3347.52,3714.66,0.37,819.93,2147.39,6602.81,5486.7,0\\r\\n11071,194,26,Female,1,salaried,15,3,1083,160,2915.6,3421.93,3209.31,2588.26,0.26,0.26,714.54,0.26,3307.1,3470.32,0\\r\\n11072,1033,45,Female,0,self_employed,621,1,208,21,3265.07,3043.9,2990.74,2100.79,219.09,219.09,0.51,0.51,3203.88,2994.55,0\\r\\n11073,1257,54,Female,0,self_employed,1020,1,60,95,368.06,1824.69,2657.76,5917.67,0.53,0.53,1950.01,238.56,1188.75,1929.73,0\\r\\n11074,4386,70,Female,0,self_employed,1020,1,227,116,10752.99,10474.16,7678.63,4822.17,0.47,0.47,125.31,0.47,10600.7,10207.81,0\\r\\n11075,2758,55,Male,0,self_employed,,2,894,6,7939.82,29148.35,10023.61,6282.28,4286.33,38013.81,21914.43,10104.66,15090.09,9140.41,0\\r\\n11076,353,47,Male,3,self_employed,334,1,136,26,7567.26,7626.5,8457.52,12598.4,224.64,224.64,283.88,235.09,7652.94,7644.68,0\\r\\n11077,900,48,Male,0,self_employed,,3,43,174,457.47,957.47,2710.85,10266.76,0.66,0.66,500.66,2307.8,583.09,1410.01,1\\r\\n11078,2313,58,Male,0,salaried,1096,2,249,0,897.9,1617.47,1723.92,2731.44,243.77,172.44,2278.66,1309.98,1716.57,1700.67,0\\r\\n11080,741,47,Female,0,self_employed,1096,2,313,139,3692.27,3763.7,3792.91,3795.99,0.7,0.7,0.7,0.7,3721.83,3791.35,0\\r\\n11081,4473,45,Male,2,salaried,78,3,255,58,3078.32,6633.15,3921.94,3195.7,0.01,7142.87,3663.06,500.01,4386.86,6618.4,0\\r\\n11082,2230,29,Male,0,self_employed,630,1,36,14,937.26,6485.1,4173.45,2717.06,4503.06,9154.84,14476.98,14623.53,7712.72,2803.71,0\\r\\n11083,2779,71,Male,0,retired,571,3,911,242,1449.19,1449.19,1450.73,1475.17,0.56,0.56,0.56,0.56,1449.19,1449.19,0\\r\\n11084,1512,36,Female,0,self_employed,1020,3,1123,,1547.42,1547.42,1554.61,1555.4,0.57,0.57,0.57,17.71,1547.42,1551.84,0\\r\\n11085,797,42,Male,0,salaried,1020,3,425,172,5589.21,5589.21,5589.21,5548.77,0.61,0.61,0.61,0.61,5589.21,5589.21,0\\r\\n11087,6102,66,Male,3,self_employed,834,1,8,4,12625.94,12276.9,8693.94,3380.27,361.19,7557.61,0.44,69.06,12443.45,9117.62,0\\r\\n11088,2222,70,Female,0,self_employed,856,2,1497,28,4774.83,2543.27,2044.64,529.89,2974.76,2374.07,743.2,220.71,5116.43,439.99,0\\r\\n11090,1248,41,Male,0,self_employed,409,2,1566,4,25044.76,1547.27,3450.68,9032.94,44785.84,857.27,10571.61,700.19,7890.45,956.81,0\\r\\n11091,6559,71,Male,0,retired,1020,2,19,40,15134.75,16706.18,9105.57,2841.97,0.36,15657.83,1571.79,286.07,15435.25,7333.24,0\\r\\n11092,279,56,Male,,self_employed,1003,3,2831,86,37408.7,37408.7,37348.22,33463.01,0.29,0.29,0.29,0.29,37408.7,37408.7,0\\r\\n11093,1084,43,Female,0,self_employed,459,2,3257,172,13110.36,13110.36,13083.11,12710.78,0.46,0.46,0.46,0.46,13110.36,13110.36,0\\r\\n11094,5193,80,Female,0,self_employed,221,2,68,,5287.85,5287.85,5287.85,5270.16,0.13,0.13,0.13,0.13,5287.85,5287.85,0\\r\\n11095,2153,54,Male,2,self_employed,1232,2,746,49,6056.76,8141.33,9199.06,6982.7,0.59,3286.3,1574.44,17572.01,6678.59,11400.5,1\\r\\n11096,2878,62,Female,0,self_employed,1006,2,798,307,3522.93,3522.93,3468.85,3404.82,0.44,0.44,0.44,0.44,3522.93,3457.41,0\\r\\n11097,1350,31,Male,2,self_employed,409,3,43,14,2061.64,2010.12,1944.06,2595.86,2.18,1.09,900.6,547.93,2367.96,1553.91,0\\r\\n11098,2384,55,Male,0,salaried,623,2,21,26,11098.48,5925.26,10994.08,8322.58,4307.71,309.14,1572,1326.57,11038.44,8796.58,0\\r\\n11099,1081,4,Female,0,student,61,2,115,90,1777.57,1777.57,1762.21,346.79,0.47,0.47,0.47,0.47,1777.57,1777.57,0\\r\\n11100,3236,32,Female,0,student,1020,2,145,62,6588.8,6573.8,7581.63,7755.25,0.46,0.46,0.46,2046.76,6586.73,7961.83,0\\r\\n11101,1132,34,Female,0,self_employed,146,1,286,13,3477.26,3508.75,2978.2,866.77,987.09,1008.58,1032.02,638.97,3300.78,2895.23,0\\r\\n11102,1559,64,Female,0,self_employed,1020,3,442,212,2936.36,2936.36,2936.36,2930.26,0.4,0.4,0.4,0.4,2936.36,2936.36,0\\r\\n11103,381,32,Male,0,self_employed,1426,3,2638,140,89.13,1517.7,1452.02,1222.24,0.41,0.41,2857.56,0.41,1320.66,1517.7,1\\r\\n11104,2231,39,Female,0,salaried,996,2,1307,4,4949.12,8951.28,8152.08,8514.59,156.87,156.97,16.18,587.61,4877.02,4810.03,0\\r\\n11105,1119,39,Male,0,self_employed,1099,3,2088,38,2348.7,2362.99,2309.81,2222.86,0.16,714.44,0.16,574.2,2358.56,2333.85,0\\r\\n11106,2970,36,Male,0,self_employed,1020,3,626,116,1728.83,1728.83,1728.83,1499.67,0.6,0.6,0.6,0.6,1728.83,1728.83,0\\r\\n11107,829,40,Male,0,self_employed,575,3,2995,62,502.45,5216.82,3956.67,4958.96,0.03,0.03,3285.74,214.31,1620.7,5265.2,1\\r\\n11108,1766,32,Female,0,self_employed,1494,3,955,217,163.53,1020.68,1559.79,2430.31,0.31,0.31,857.46,1428.89,232.5,1997.64,0\\r\\n11109,3246,56,Male,0,self_employed,904,2,78,9,30557.57,27520.92,26617.03,18827.64,3747.37,1604.51,2143.53,0.67,29257.95,26680.02,1\\r\\n11110,2449,45,Male,0,self_employed,623,2,318,14,459.38,170.96,2950.25,4929.46,286.41,13872.13,0.7,17981.27,308.98,4386.2,0\\r\\n11111,1259,46,Male,0,salaried,1339,3,2688,26,1182.6,1902.56,1867.33,1891.06,206.03,0.31,643.17,0.31,1796.85,1902.56,1\\r\\n11112,514,30,Female,0,self_employed,372,2,2873,173,5130.79,5273.65,5278.36,5134.78,0.66,0.66,0.66,0.66,5135.72,5278.26,0\\r\\n11113,5215,49,Female,0,self_employed,15,1,69,65,2128.48,1612.41,1691.92,1706.62,0.39,0.39,0.39,0.39,1902.07,1699.12,0\\r\\n11114,1354,35,Male,0,self_employed,1232,2,148,9,0.59,12559.9,2235.4,617.42,1.9,0.96,5780.69,14120.87,1247.2,2884.43,0\\r\\n11115,402,25,Female,0,self_employed,108,3,3013,20,6392.56,4961.4,4705.8,3178.05,14.47,7.33,1014.47,664.47,5984.82,4617.85,0\\r\\n11116,6881,42,Male,1,self_employed,146,3,540,,2103.65,2069.37,2056.35,2043.37,0.01,0.01,0.01,0.01,2089.47,2016.26,0\\r\\n11117,2925,49,Female,0,self_employed,1388,2,377,7,1223.71,1796.03,2347.52,2883.46,1429.84,1429.07,2165.6,3248.79,928.42,3128.63,1\\r\\n11118,907,63,Male,0,retired,1162,3,2849,14,1444.43,3158.72,1940.65,1313.94,1143.46,3854.37,4814.89,1929.17,2073.49,2646.74,0\\r\\n11119,2667,60,Male,0,self_employed,1020,2,1579,7,6192.92,3854.91,4245.28,3264.67,2338.45,357.59,0.44,100.33,5279.48,3714.86,1\\r\\n11120,465,32,Male,0,self_employed,1226,3,1013,69,192.27,192.27,4566.38,1091.02,0.41,0.41,0.41,10671.84,192.27,3609.2,1\\r\\n11121,2628,65,Male,0,self_employed,334,2,1097,8,7832.42,8379.56,8550.53,7962.65,190.66,0.59,681.16,438.94,8158.74,8716.58,0\\r\\n11122,6239,56,Male,1,self_employed,834,2,40,35,1319.44,2776.78,1602.56,2009.83,0.24,1428.81,1457.59,0.24,1330.35,1647.2,0\\r\\n11123,5095,78,Male,0,retired,1020,2,163,123,2421.43,2405.64,2274.66,2832.98,0.24,0.24,497.31,0.24,2403,2220.42,0\\r\\n11124,2309,68,Male,0,self_employed,334,1,675,4,8703.55,5809.42,6269.49,5271.12,967.2,38816.4,1251.46,41207.74,7717.33,6362.81,0\\r\\n11125,4339,65,Male,0,self_employed,491,2,93,,2556.83,2556.83,2556.83,2540.69,0.1,0.1,0.1,0.1,2556.83,2556.83,0\\r\\n11126,3029,25,Male,0,student,334,2,141,46,1931.24,2192.16,1775.08,384.19,0.14,0.55,478.52,367.13,1635.56,2434.04,1\\r\\n11127,417,70,Female,,retired,1467,2,3880,0,7146.29,7146.29,6970.63,5313.63,495.09,990.09,0.09,1574.53,7146.29,6462.56,0\\r\\n11128,955,56,Male,0,self_employed,834,1,693,3,4998.69,5776.76,4838.09,5254.81,285.79,887.8,1090.14,296.21,5497.86,4930.23,0\\r\\n11129,759,35,Male,,self_employed,1040,2,183,75,1320.52,165.32,3707.22,43.32,0.39,0.39,88134.5,0.39,8101.29,162.3,1\\r\\n11130,347,69,Female,0,self_employed,1020,1,501,83,5512.62,9769.84,9758.2,6552.02,0.46,0.46,0.46,0.46,6232.82,9755.62,0\\r\\n11131,674,50,Male,,self_employed,146,2,1048,35,5428.08,5428.08,7799.83,9895.12,0.17,2614.46,0.17,7144.46,5428.08,8013.33,0\\r\\n11133,5297,41,Female,0,self_employed,1020,2,15,21,3657.13,1538.13,2031.38,1554.97,2211.4,128.83,92.4,0.26,3119.4,1533.98,0\\r\\n11134,1105,35,Male,0,self_employed,231,3,734,10,5021.07,4237.24,3644.08,2258.79,2285.81,1571.53,509.17,2097.09,3975.46,3810.13,0\\r\\n11135,1896,40,Male,0,self_employed,655,2,1423,53,1393.31,8790.62,5153.19,5725.44,0.46,2893.46,0.46,536.17,1393.31,8265.27,1\\r\\n11136,775,49,Male,0,salaried,834,3,22,39,15.15,29.43,1465.13,418.15,0.23,2.7,28.8,73.09,22.04,48.56,1\\r\\n11137,2129,37,Male,2,self_employed,409,1,337,7,7174.99,6482.13,5445.44,1512.19,964.34,2967.2,0.06,0.06,6515.38,5600.47,0\\r\\n11138,6374,57,Male,0,salaried,996,2,56,17,1434.52,1414.43,1496.74,1212.87,228.76,228.76,212.23,396.18,1528.54,1510.81,0\\r\\n11139,4699,45,Male,2,salaried,1020,3,1118,7,6521,6586.3,7729.17,3182.8,77.23,1527.56,676.12,1081.09,6602.19,8495.62,0\\r\\n11140,1960,74,Male,0,self_employed,1232,2,1796,145,4615.14,4900.85,4879.19,5905.13,0.43,0.43,286.14,0.43,4822.03,4900.85,0\\r\\n11141,1836,42,Male,2,salaried,834,2,466,250,12321.99,10329.88,8341.2,6301.09,0.41,0.41,1042.2,283.21,10178.77,8123.13,0\\r\\n11143,5215,42,Female,0,self_employed,409,3,88,26,2289.05,2305.29,2319.26,2364.18,4.51,2.21,0.49,0.49,2303.28,2316.94,0\\r\\n11144,2299,71,Male,0,retired,904,1,78,14,5538.34,2665.57,3211.5,2039.34,9880.51,651.94,2953.79,1099.35,4667.18,2731.03,0\\r\\n11145,1616,41,Male,2,self_employed,409,1,1220,69,648.93,100677.5,69416.7,6009.34,0.37,0.37,200000.37,0.37,74564.2,100699.62,1\\r\\n11146,2203,63,Female,0,self_employed,1020,2,1123,0,9514.25,8814.25,7356.91,8865.23,700.31,3112.13,714.6,1544.17,8883.22,6904.35,0\\r\\n11147,2393,54,Female,0,self_employed,745,2,298,80,5739.98,5750.55,6269.93,10475.16,0.6,0.6,0.6,572.03,5748.72,5851.02,0\\r\\n11148,5044,52,Female,0,self_employed,1232,1,104,6,3912.51,3508.27,8180.92,10410.46,6051.83,0.09,3387.77,1457.53,4455.34,6110.21,0\\r\\n11149,1965,32,Male,2,self_employed,1506,3,2204,9,6029.79,1701.45,4108.42,6743.07,4874.36,0.46,542.74,3057.03,2997.86,4311.05,0\\r\\n11150,4020,43,Female,0,self_employed,1111,3,292,118,1756.47,1920.04,2285.75,1238,0.13,0.13,0.13,168.93,1844.5,2058.96,0\\r\\n11151,6421,58,Female,0,self_employed,,2,435,6,3152.3,61460.63,20054.05,28349.66,51286.2,149129.06,150515,87581.06,6668,45297.65,1\\r\\n11152,1131,28,Male,0,self_employed,1267,2,2795,35,1958.04,1998.87,1489.91,4611.96,0.6,629.53,43.46,250.6,1986.13,1471.86,0\\r\\n11153,2101,39,Female,1,self_employed,834,2,2058,20,7399.71,3576.98,4615.69,1715.74,4286.36,1790.64,382.53,1735.07,6658.49,3274.4,0\\r\\n11154,491,34,Male,0,self_employed,1477,2,1739,7,1636.27,1906.44,2273.52,3618.71,371.74,643.17,913.84,1128.89,1742.79,1890.31,0\\r\\n11155,4624,63,Male,0,self_employed,15,1,6,0,3331.67,8470.34,12572.46,22897.84,29577.04,31057.63,33801.23,37471.2,13694.63,9808.37,0\\r\\n11156,2828,39,Female,0,self_employed,623,2,317,3,6088.49,10976.2,12212.4,12775.97,943.16,570.77,3143.11,714.54,8435.94,12722.93,1\\r\\n11157,6054,49,Female,0,self_employed,575,3,1343,250,3296.53,3310.82,3323.08,4726.3,0.61,0.61,0.61,0.61,3309.34,3322.8,0\\r\\n11158,4357,36,Female,0,self_employed,26,2,221,40,3158.63,3113.93,2815.25,723.75,0.64,483.26,0.64,212.77,3166.51,2949.78,0\\r\\n11159,2567,34,Male,0,student,278,3,749,349,3966.33,2705.96,2327.88,2310.49,0.14,0.14,1466.41,2050.5,2015.34,3036.55,0\\r\\n11160,1061,27,Male,0,salaried,575,3,583,,3874.54,3874.54,3874.54,3850,0.29,0.29,0.29,0.29,3874.54,3874.54,0\\r\\n11161,3091,38,Male,2,salaried,834,2,460,35,2748.68,3392.77,2643.88,3277.38,0.6,191.96,1908.82,1385.06,2394.99,2637.65,0\\r\\n11162,2199,47,Male,0,self_employed,1271,2,378,7,5313.79,5348.44,2913.23,30.52,361.32,4912.57,0.44,71.87,5196.84,3277.64,0\\r\\n11163,1631,22,Male,0,student,1020,1,163,12,2501.47,1072.9,2181.31,3756.86,1428.89,5.88,0.31,1879.46,1664.03,1409.55,0\\r\\n11164,1532,50,Male,0,self_employed,759,2,1630,,4865.57,4865.57,4865.57,4839.39,0.07,0.07,0.07,0.07,4865.57,4865.57,0\\r\\n11165,2809,36,Male,0,self_employed,232,2,350,56,2528.95,2526.84,1884.69,1135.94,0.29,1428.86,0.29,2140.29,2528.15,2255.14,0\\r\\n11166,4101,55,Male,3,salaried,15,3,1337,,10020.8,10028.98,10028.6,9965.09,0.21,0.21,0.21,0.21,10027.85,10028.98,0\\r\\n11167,1040,43,Male,0,self_employed,1096,3,1092,222,2756.67,2837.27,2840.91,3227.26,0.04,0.04,0.04,0.04,2759.45,2841.19,0\\r\\n11168,923,45,Female,0,self_employed,797,2,1631,13,15485.43,6771.15,10702.23,15336.69,35714.46,1428.74,27571.6,6444.4,18495.28,7719.67,0\\r\\n11169,1304,35,Male,0,salaried,623,2,4298,199,6990.35,6990.35,6996.48,6910.17,0.21,0.21,0.21,10.21,6990.35,6998.74,0\\r\\n11170,1277,59,Female,0,self_employed,1150,2,601,230,8066.15,7437.58,7210.53,5668.99,0.03,0.03,0.03,285.74,7380.43,7464.2,0\\r\\n11171,4328,31,Male,0,self_employed,1096,3,1236,20,2134.36,4192.89,1905.95,1209.35,5.83,0.49,608.01,0.49,2363.14,2022.38,0\\r\\n11172,4777,41,Female,0,self_employed,50,2,112,84,835.31,835.31,6672.31,11512.81,0.49,0.49,0.49,9286.2,835.31,8024.25,1\\r\\n11173,1520,50,Female,0,self_employed,1139,2,335,342,5477.45,5477.45,5477.45,5587.21,0.61,0.61,0.61,0.61,5477.45,5477.45,0\\r\\n11174,2870,56,Female,1,self_employed,1096,3,11,0,4100.22,3895.91,3613.24,5588.47,2546.46,0.6,869.53,63.64,4094.42,3931.46,0\\r\\n11175,797,27,Male,0,self_employed,834,2,382,11,3655.75,1884.32,1899.65,3212.61,629.04,2300.47,0.47,286.19,3297.13,1388.93,0\\r\\n11177,5908,62,Male,0,salaried,1540,3,1489,26,3602.41,3613.84,3620.58,3814.19,103.46,103.46,0.6,0.6,3607.14,3621.58,0\\r\\n11178,1311,35,Female,0,salaried,1020,2,80,56,1056.66,1545.45,1745.16,1574.71,0.16,1113.86,591.8,1724.92,1192.98,2027.91,1\\r\\n11179,5264,53,Male,0,salaried,1096,2,924,94,8131.6,8244.19,8290.94,8475.72,0.31,0.31,844.33,89.47,8065.48,8290.01,0\\r\\n11180,1154,35,Female,0,student,656,3,1095,,15881.04,15881.04,16487.41,11669.1,0.4,0.4,0.4,0.4,15881.04,15881.04,0\\r\\n11181,6552,51,Male,0,salaried,1020,3,2501,14,1982.37,6705.31,6518.61,2240.22,172.56,200.17,3772.17,2769.85,2995.65,7007.28,1\\r\\n11182,2724,26,Male,2,self_employed,146,2,1050,9,5813.94,3590.77,3057.91,5162.93,6472.98,4387.77,4590.29,1891.82,7356.5,949.39,0\\r\\n11183,2959,46,Male,0,salaried,491,3,89,5,8611.86,7940.43,8056.57,6822.43,714.73,0.44,0.44,0.44,8080.83,7973.61,0\\r\\n11184,2964,41,Female,0,salaried,1232,3,223,,7344.32,7310.33,7305.33,7162.33,0.14,0.14,0.14,0.14,7322.32,7308.18,0\\r\\n11185,3052,80,Male,1,retired,243,1,2457,24,4.4,2401.45,1574.29,2239.8,555.71,699.9,2913.01,71.71,584.5,2308.03,0\\r\\n11186,5391,47,Female,0,self_employed,1020,1,118,51,2160.58,2280.05,1981.47,957.69,0.3,885.4,455.81,158.09,2365.01,2366.2,0\\r\\n11187,1342,52,Male,0,self_employed,1383,2,2724,,360.39,360.39,3141.79,14090.25,0.1,0.1,0.1,4761.01,360.39,2460.07,1\\r\\n11188,828,46,Male,3,self_employed,950,2,342,77,352,352,2003.91,1972.44,0.46,0.46,0.46,0.46,352,352,1\\r\\n11189,2286,61,Male,0,self_employed,1096,1,327,23,121.99,1550.56,1452.04,1541,1428.7,0.13,2857.27,0.13,1255,1550.56,1\\r\\n11190,6512,89,Male,0,retired,1111,2,88,205,3539,4771.23,3535.85,2637.56,0.46,0.46,1419.03,0.46,4316.17,3607.32,0\\r\\n11193,3075,90,,,self_employed,1173,2,782,42,481.79,4910.36,2253.95,316.63,0.47,9429.04,4286.19,10287.61,742.88,3074,0\\r\\n11194,958,47,Male,0,self_employed,1020,3,13,194,1416.51,1764.44,1722.73,2133.72,0.61,0.61,342.01,14.9,1606.38,1770.37,0\\r\\n11195,1405,51,Female,0,self_employed,542,3,1984,4,9007.72,8746.6,8577.05,7803.95,257.8,257.8,0.66,0.66,8794.77,8589,0\\r\\n11196,727,49,Male,3,self_employed,323,2,2998,18,18.49,13865.49,3857.92,8701.22,286.23,13664.8,17483.23,197.51,4361.87,6582.24,1\\r\\n11200,3186,52,Female,0,self_employed,1173,3,782,24,1982.06,2826.13,2020.39,1452.96,643.14,700.29,857.43,131.17,2230.42,2197.03,0\\r\\n11201,4242,41,Female,0,self_employed,409,2,1565,320,4116.95,4116.95,4117.63,4091.65,0.1,0.1,0.1,0.1,4116.95,4116.95,0\\r\\n11202,2535,36,Female,0,self_employed,1232,3,4187,17,10563.08,7666.35,8004.73,4080.22,1905.47,0.1,335.81,321.53,9683.15,7608.08,1\\r\\n11203,2949,65,Male,0,retired,1496,3,519,102,2418.01,2418.01,2418.01,2158.2,0.39,0.39,0.39,0.39,2418.01,2418.01,0\\r\\n11204,2413,40,Female,0,self_employed,1020,3,425,0,3246.21,3219.68,3150.47,2820.02,150.86,170.14,128.34,73.79,3239.1,3196.91,0\\r\\n11205,3105,29,Male,0,student,61,2,476,,16692.83,16749.97,16755.09,16742.99,0.67,0.67,29.24,0.67,16710.57,16762.88,0\\r\\n11206,3297,43,Male,0,salaried,980,3,572,,1575.16,1503.73,1505.37,1494.2,0.66,0.66,29.23,0.66,1508.65,1503.73,0\\r\\n11209,713,64,Female,0,self_employed,904,2,1943,,3551.91,3551.91,3551.91,3529.41,0.2,0.2,0.2,0.2,3551.91,3551.91,0\\r\\n11210,912,29,Female,0,self_employed,1232,2,7,88,4784.83,4784.83,4754.11,3312.59,0.3,0.3,0.3,0.3,4784.83,4784.83,0\\r\\n11211,1464,42,Male,0,salaried,,3,2603,19,3499.98,2785.7,2596.6,2565.31,714.47,714.47,0.19,0.19,3278.31,2440.07,0\\r\\n11212,1008,28,Female,,student,1198,2,3264,56,20.58,20.58,4222.58,11661.93,0.47,2369.4,0.47,9857.61,20.58,4324.79,1\\r\\n11214,4991,50,Male,0,salaried,623,2,3974,58,11461.81,11646.53,12087.78,14233.54,0.26,1071.69,613.54,912.57,11235.21,11925.5,0\\r\\n11215,1061,30,Male,,self_employed,1068,3,2382,,2374.09,2371.33,2370.25,2351.37,0.16,0.16,0.16,0.16,2372.66,2371.49,0\\r\\n11216,1979,46,Female,0,self_employed,531,1,153,119,68.6,1528.6,3813.57,4094.77,0.4,0.4,0.4,0.4,908.6,1531,1\\r\\n11217,888,25,Female,0,student,645,2,1630,,6932.2,6932.2,6932.2,6885.49,0.3,0.3,0.3,0.3,6932.2,6932.2,1\\r\\n11218,481,65,Male,0,self_employed,745,1,127,90,3880.2,742.16,26332.84,22661.92,0.26,0.26,57143.11,0.26,47701.63,2183.77,1\\r\\n11219,2177,85,Female,0,self_employed,640,2,210,193,8608.29,8608.29,8608.29,12579.19,0.09,0.09,0.09,0.09,8608.29,8608.29,0\\r\\n11220,538,90,,,self_employed,691,2,680,87,14733.07,26244.82,25575.99,48668.3,0.36,0.36,11212.11,10.2,20930.43,26250.99,1\\r\\n11221,419,57,Female,,self_employed,743,3,3221,26,37123.2,37108.91,37113.35,36873.83,14.97,0.69,0.69,0.69,37122.21,37108.91,0\\r\\n11222,933,13,Female,0,self_employed,334,1,17,,1915.63,2087.06,2755.72,4176.43,0.01,0.01,171.44,1671.44,1972.77,2535.91,1\\r\\n11223,638,63,Female,,salaried,369,2,704,111,1895.94,1895.94,1895.94,817.84,0.67,0.67,0.67,0.67,1895.94,1895.94,0\\r\\n11224,5060,71,Male,0,self_employed,1020,2,13,11,49152.49,51105.67,53740.8,54093.36,661.77,8948.95,2493.53,14055.17,50173.57,54585.63,0\\r\\n11225,881,54,Male,0,self_employed,656,3,1391,205,2583.27,2583.27,2603.6,2599.68,0.26,0.26,0.26,0.26,2583.27,2593.16,0\\r\\n11226,3400,62,Male,0,salaried,1643,2,210,331,2781.7,2853.13,2895.55,3087.68,0.3,0.3,0.3,0.3,2826.03,2894.6,0\\r\\n11227,1314,38,Male,2,self_employed,259,3,2414,23,2923.4,2918.3,3391.95,4714.31,286.3,286.3,281.2,1066.91,2941.88,3550.96,0\\r\\n11229,3051,51,Male,0,salaried,146,2,9,11,40764.53,34432.66,32834.62,10681.46,919.86,919.86,6428.83,4554,39466.5,32145.41,0\\r\\n11230,2582,8,Female,0,student,905,3,259,181,3222.63,3222.63,3222.63,3204.48,0.06,0.06,0.06,0.06,3222.63,3222.63,0\\r\\n11231,964,31,Female,0,salaried,478,2,915,23,1767.3,1753.01,1759.16,3537.96,71.83,71.83,0.4,0.4,1768.77,1760.04,0\\r\\n11232,487,31,Female,0,self_employed,848,2,1846,,2291.03,2291.03,2377.05,5197.65,0.4,0.4,0.4,0.4,2291.03,2291.03,0\\r\\n11234,1698,36,Male,0,salaried,1020,2,227,13,3436.96,1151.25,1791.75,2158.1,2857.59,0.44,571.87,743.3,2077.35,1360.46,0\\r\\n11235,1931,58,Male,2,salaried,1084,3,1575,27,22224.44,21936.92,21804.64,8442.16,4415.76,4415.73,4085.94,1314.51,23827.7,21986.89,1\\r\\n11236,811,41,Male,0,salaried,575,3,2852,46,428.23,428.23,1433.99,585.14,0.56,1.29,0.56,10789.13,428.23,1783.02,1\\r\\n11237,4428,64,Male,0,self_employed,1020,3,145,3,2379.17,8807.74,8987.59,8567.83,21429.24,204.24,0.67,0.67,9620.55,8740.16,0\\r\\n11238,1569,36,Female,0,self_employed,621,3,531,59,2068.68,2068.68,2087.12,2055.58,0.04,428.61,0.04,428.61,2068.68,2123.98,0\\r\\n11239,2775,31,Male,0,self_employed,286,2,770,19,8208.49,8558.49,8482.13,8504.27,7.83,0.69,357.83,0.69,8329.42,8558.49,0\\r\\n11241,2502,36,Male,2,self_employed,1589,1,416,1,15620.3,14828.8,17131.82,16554.62,1778.1,304.43,775.61,574.21,15218.04,14849.57,1\\r\\n11242,812,51,Male,,self_employed,1236,2,1651,12,2781.97,2803.4,2806.83,13271.58,0.74,0.54,21.56,7.27,2790.77,2808.68,0\\r\\n11243,3983,47,Male,2,salaried,531,2,975,39,10916.24,11028.88,10429.74,9192.39,0.17,1514.46,0.17,40.42,11007.23,10518.42,1\\r\\n11244,3440,32,Female,0,student,1494,3,388,81,3571.56,3722.33,3846.15,3128.91,0.6,0.6,151.37,114.78,3623.26,4167.31,0\\r\\n11246,1420,68,Female,0,retired,1232,3,2690,55,2815.33,6481.33,4095.62,1392.19,0.59,2143.44,5723.73,311.24,1848.42,6300.56,0\\r\\n11247,4723,62,Female,2,self_employed,575,2,90,19,10678.23,5679.37,5541.38,3801.95,2064.53,23035.24,4300.84,8563.4,5960.18,4004.55,0\\r\\n11248,3351,38,Male,0,salaried,1636,2,375,3,6209.93,20568.97,7189.71,609.44,9926.96,26504.8,24286,13286,12274.1,7650.86,0\\r\\n11249,5287,39,Female,0,self_employed,996,2,1209,35,1073.72,1292.46,2503.46,3483.03,0.17,7143.03,0.17,8571.6,1284.92,3504.44,1\\r\\n11250,2911,37,Male,3,self_employed,1446,2,726,,8958.33,8958.33,8958.33,8951.89,0.23,0.23,0.23,0.23,8958.33,8958.33,0\\r\\n11252,4589,57,Female,0,salaried,1020,3,411,17,10101.87,15042.09,11485.43,5850.28,229.32,43431,5237.47,14979.52,10618.9,16671.86,0\\r\\n11253,2683,41,Male,0,self_employed,1403,3,1076,44,2538.84,2410.69,2379.1,1088.12,0.01,3485.73,265,4125.99,2773.66,2861.63,0\\r\\n11254,5789,65,Male,2,self_employed,334,2,141,4,16661.18,15244.27,12543.09,5587.15,1067.31,13427.74,316.7,3506.6,15355.98,12922.53,0\\r\\n11255,2338,90,,0,self_employed,1494,3,251,70,2854.38,2854.38,2367.97,1712.92,0.43,0.43,0.43,24.97,2854.38,2771.65,0\\r\\n11256,1136,60,Male,0,salaried,283,2,2901,30,8531.38,8531.38,4844.74,1842.24,0.67,5714.96,0.67,0.67,8531.38,3185.75,0\\r\\n11257,2977,37,Male,0,self_employed,665,1,569,116,2607.55,2772.63,3132.61,5778.7,0.69,0.69,0.69,0.69,2630.32,2793.22,1\\r\\n11258,6705,49,Male,0,salaried,834,3,22,31,3596.76,2338.35,1801.57,1006.21,0.17,1172.93,0.17,0.17,2728.89,1345.9,1\\r\\n11259,2267,35,Male,0,self_employed,1603,3,59,9,5353.28,4667.35,4461.96,6069.34,3004.49,2963.44,1112.71,1151.33,4790.99,5006.19,0\\r\\n11260,2838,40,Female,0,self_employed,334,2,166,,9626.5,9626.5,9552.76,8042.66,0.67,0.67,0.67,0.67,9626.5,9626.5,0\\r\\n11261,3535,42,Female,0,self_employed,409,3,585,60,2534.53,19677.39,13013.31,24086.81,0.3,0.3,0.3,7143.16,4899.06,18806.03,0\\r\\n11262,1717,37,Male,0,self_employed,184,2,4720,9,2235.78,1312.29,1549.53,2783.68,1443.4,2715.59,506.18,1469.16,2156.77,551.64,0\\r\\n11263,5269,58,Male,0,salaried,1020,2,19,41,801.99,1152.98,2691.25,4200.66,0.34,34.69,2292.63,0.34,2333.04,1088.96,0\\r\\n11264,829,39,Male,0,self_employed,1294,3,150,41,6498.93,6598.47,5265.08,5125.36,0.39,1214.67,1512.94,2837.64,5332.73,5801.65,0\\r\\n11265,1459,36,Female,0,self_employed,1020,3,423,,3793.67,3793.67,3796.74,3945.41,0.66,0.66,0.66,7.8,3793.67,3795.74,0\\r\\n11266,682,58,Male,,self_employed,691,3,3287,5,9864.64,10174.59,9434.67,8928.76,854.71,1882.94,1307.51,1343.23,9691.59,9598.44,1\\r\\n11267,1555,27,Male,0,student,575,3,622,40,11006.55,10519.52,10496.2,9976.66,0.53,20.03,15.98,1468.51,10528.02,10309.52,0\\r\\n11268,2562,66,Male,0,self_employed,1020,2,16,5,3942.75,3583.79,3202.02,2891.09,357.27,642.99,0.13,0.13,3646.56,3023.4,0\\r\\n11269,487,27,Female,,salaried,531,2,885,136,5328.7,6257.27,6239.18,5744.38,0.21,0.21,0.21,150.21,5873.04,6384,0\\r\\n11270,5441,77,Male,0,self_employed,1020,3,47,0,7889.2,8155.87,8358.56,7362.12,194.28,7.59,618.63,525.36,8251.88,8284.42,0\\r\\n11271,4714,18,Female,0,self_employed,575,2,1202,,1784.5,1784.5,1784.5,1773.2,0.26,0.26,0.26,0.26,1784.5,1784.5,0\\r\\n11272,301,27,Male,,self_employed,59,2,257,35,4752.57,4809.72,8506.26,11184.59,0.53,4286.24,114.81,10714.81,4770.31,9510.18,1\\r\\n11273,1349,40,Female,0,self_employed,234,3,168,12,3172.9,3306.56,3354.11,3790.04,9.37,9.39,0.17,0.17,3217.09,3347.89,0\\r\\n11274,2655,52,Male,0,salaried,1195,2,1331,32,4751.75,4751.75,4416.88,4211.03,0.64,572.07,0.64,0.64,4751.75,4261.43,0\\r\\n11275,4252,90,Male,0,self_employed,1020,2,288,12,3259.87,1161.58,1652.35,1203.93,2098.81,242.91,0.53,167.93,2887.08,1121.61,0\\r\\n11276,762,69,Female,0,self_employed,586,3,2591,8,8582.61,818.9,1628.19,796.91,7764.29,0.57,0.57,0.57,3228.33,818.9,0\\r\\n11277,810,42,Male,2,salaried,334,3,1861,68,1810.95,1964.54,2009.01,2061.48,0.63,0.63,1654.14,858.03,2105.97,2116.88,0\\r\\n11278,4336,63,Female,0,self_employed,1096,2,26,25,9110.52,7447.4,8753.79,4014.13,1785.74,1785.74,146.39,399.44,8919.31,8890.18,0\\r\\n11279,559,84,Male,,self_employed,153,2,1951,,12316.39,12316.39,12316.39,12204.74,0.09,0.09,0.09,0.09,12316.39,12316.39,0\\r\\n11281,4426,84,Female,0,self_employed,1096,2,88,,14445.3,14445.3,14445.3,14351.73,0.51,0.51,0.51,0.51,14445.3,14445.3,0\\r\\n11283,1893,30,Female,0,salaried,1620,3,1877,6,5658.78,5915.21,5499.28,4974.37,22.1,42.17,382.96,345.79,5724.97,5333.22,0\\r\\n11284,2413,31,Female,1,salaried,1096,3,480,0,1681.62,1937.7,1855.61,1483.1,615.71,1211.1,714.66,0.37,1863.35,1921.26,0\\r\\n11285,5049,54,Male,0,self_employed,224,2,137,279,3222.95,3222.95,3222.95,3203.32,0.11,0.11,0.11,0.11,3222.95,3222.95,0\\r\\n11286,1038,59,Female,0,self_employed,575,3,1002,47,21714.98,29500.69,15162.66,983.91,0.1,33571.53,7785.81,4511.81,25557.34,19360.79,0\\r\\n11287,1329,39,Male,0,self_employed,623,2,1629,5,6686.51,6286.51,6380.97,5393.9,486.39,1029.24,0.67,286.39,6621.49,6528.91,1\\r\\n11288,974,21,Female,0,student,,2,538,17,12907.59,12093.3,12161.67,10459.08,657.63,0.49,0.49,0.49,12658.32,12093.3,0\\r\\n11289,6144,58,Male,1,salaried,1096,1,32,4,7438.15,32711.92,8855.53,5825.75,8406.65,37193.01,3247.3,9958.31,6392.26,10554.15,0\\r\\n11290,426,69,Female,0,self_employed,879,3,2285,180,5914.61,6200.33,6305.84,6448.25,0.49,0.49,286.2,286.2,5963.88,6467.61,0\\r\\n11291,1132,90,,0,self_employed,200,2,1648,269,2772.4,2772.4,3402.55,4585.09,0.56,0.56,0.56,1136.14,2772.4,3321.88,0\\r\\n11292,1411,52,Female,0,self_employed,,3,2835,132,1233.75,1461.42,1694.33,4009.98,0.7,0.7,641.76,579.27,1336.33,1562.81,1\\r\\n11293,6222,43,Female,0,salaried,1096,3,43,0,3173.68,1052.37,1479.08,671.62,514.86,514.86,1252.92,4586.72,2364.66,957.77,0\\r\\n11295,1802,56,Male,0,salaried,904,2,1267,,1624.18,1778.24,1738.36,1768.72,0.36,0.36,154.41,0.36,1656.06,1779.14,0\\r\\n11296,2056,59,Male,0,self_employed,1052,3,1370,,3888.63,3767.2,3870.15,4317.26,0.54,0.54,79.11,150.54,3893.56,3718.58,0\\r\\n11297,190,43,Female,0,self_employed,1125,2,1023,,369.49,583.78,2326.48,1890.76,0.27,0.27,214.56,10214.56,532.05,3586.43,0\\r\\n11298,921,33,Female,,self_employed,1107,3,2790,52,4222.9,4437.19,4502.37,3751.4,0.53,214.81,214.81,500.53,4289.4,4494.79,0\\r\\n11299,1350,36,Male,0,self_employed,904,2,596,,13847.06,12704.21,11688.41,8356.55,0.69,0.69,0.69,857.83,13019.48,12082.98,0\\r\\n11300,1596,28,Female,0,salaried,232,3,350,124,2063.75,2091.54,2166.89,2074.31,0.6,0.6,28.4,143.46,2073.33,2192.93,0\\r\\n11301,3198,55,Male,0,self_employed,1096,3,144,62,5565.19,6722.07,5739.3,4722.17,0.11,0.11,142.97,0.11,5962.76,6722.07,0\\r\\n11302,2230,48,Male,0,salaried,1154,3,1325,87,171.84,7093.72,3521.69,1695.54,0.7,0.7,6919.31,0.7,2523.23,7093.72,1\\r\\n11303,3215,46,Male,0,salaried,575,2,572,25,1746.07,2296.72,2792.48,4211.53,57.1,13805.21,1041.69,15250.27,2027.25,2375.18,0\\r\\n11305,5534,52,Female,2,self_employed,1096,3,1349,5,3398.16,3295.1,4245.28,460.57,1185.8,0.09,796.57,14087.43,2756.65,4881.09,1\\r\\n11306,4921,41,Male,2,self_employed,65,3,3078,0,4779.89,4610.73,6735.52,10220.27,3014.34,0.06,2576.13,5090.53,5303.83,6442.13,0\\r\\n11307,1463,42,Female,0,self_employed,1546,3,1626,296,5669.39,5699.97,5721.52,3303.23,0.63,0.63,0.63,0.63,5693.65,5721.17,0\\r\\n11308,2139,42,Female,0,salaried,1096,3,337,0,4214.71,4061.28,3907.95,4718.77,1403.6,8.17,1321.6,0.17,3612.14,4058.44,0\\r\\n11309,1753,90,,0,self_employed,891,3,360,209,783.27,1497.56,1461.13,1447.81,0.33,0.33,714.61,0.33,1399.04,1497.56,1\\r\\n11310,708,74,Female,0,self_employed,1150,3,61,18,1729.41,1657.98,1673.58,1642.7,71.79,0.36,0.36,0.36,1704.78,1657.98,0\\r\\n11311,1016,40,Male,2,self_employed,982,3,2943,3,8681.9,2874.58,2158.28,2080.29,6857.77,272.06,1338.79,453.07,2717.06,1990.35,0\\r\\n11312,6216,63,Male,1,salaried,146,1,9,0,857.09,1635.42,1525.65,12014.34,300.06,2596.49,607.2,2728.59,1431.85,2066.14,0\\r\\n11314,361,58,Female,0,self_employed,611,3,2762,3,1772.09,1272.09,2046.26,7675.55,643.49,0.63,286.34,0.63,1306.57,1272.09,1\\r\\n11315,219,54,Female,,salaried,1540,3,1549,188,3309.07,4575.07,3242.06,331.43,0.4,0.4,1266.4,0.4,3823.93,4515.72,0\\r\\n11316,3948,60,Male,0,self_employed,1096,2,457,83,16525.24,16525.24,16560.99,15722.27,0.07,0.07,0.07,119.36,16525.24,16609.07,0\\r\\n11317,3212,78,Male,0,self_employed,1187,2,797,297,1988.82,1988.82,1988.82,1901.2,0.03,0.03,0.03,0.03,1988.82,1988.82,0\\r\\n11318,1019,55,Female,0,self_employed,575,3,622,,1602.86,1602.86,1602.86,1489.17,0.09,0.09,0.09,0.09,1602.86,1602.86,0\\r\\n11319,2431,46,Male,0,self_employed,1540,3,1549,10,684.87,136.97,1729.28,959.58,11428.89,4286.03,19714.6,4255.54,1823.61,809.58,1\\r\\n11320,717,27,Female,0,self_employed,575,3,1202,0,2778.5,1798.14,2625.73,3150.08,3161.27,1696.07,2202.23,3373.23,2104.54,2395.58,0\\r\\n11321,2850,66,Male,0,self_employed,491,3,707,6,2464.93,2057.79,1596.74,1301.84,1236.13,557.56,1428.99,73.73,2179.71,1677.82,0\\r\\n11322,2039,78,Female,0,self_employed,334,1,444,171,438.91,369.23,1449.49,1403.01,0.07,0.07,0.07,35.79,438.91,2331.22,1\\r\\n11323,1323,53,Male,0,self_employed,311,2,2264,9,5768.23,9245.37,5134.91,15792.09,2743.33,15286.19,5463.33,6913.33,7124.34,7938.88,0\\r\\n11324,1837,24,Female,0,student,491,2,1466,98,564.39,565.21,9475.09,492.38,0.41,0.41,0.41,0.41,564.39,27293.32,1\\r\\n11325,2197,61,Male,0,self_employed,905,2,1341,252,6128.58,6124.89,5951.06,5114.49,0.29,0.29,1571.71,0.29,6128.58,6123.46,0\\r\\n11326,5072,61,Male,0,salaried,1589,3,275,14,19887.85,21854.42,25782.72,5211.96,35.53,0.6,512.09,1857.74,20774.28,27280.18,1\\r\\n11327,4997,32,Female,0,salaried,966,2,37,157,7220.98,7220.98,7232.73,7091.48,0.26,0.26,0.26,0.26,7220.98,7220.98,0\\r\\n11328,2798,10,Female,0,self_employed,1096,3,1365,329,3798.53,3798.53,3798.53,3774.64,0.16,0.16,0.16,0.16,3798.53,3798.53,0\\r\\n11329,3568,11,Male,0,student,146,1,545,,3191.57,3191.57,3191.57,3171.25,0.16,0.16,0.16,0.16,3191.57,3191.57,0\\r\\n11331,1679,62,Female,0,self_employed,1020,3,19,14,18.35,18.35,2235.1,48.33,21428.71,0.14,21428.71,0.14,6668.6,18.35,1\\r\\n11332,4378,47,Female,0,self_employed,1020,2,79,19,873.38,6039.86,4480.3,325,30714.51,0.23,19451.46,1428.8,2967.73,6961.52,1\\r\\n11333,2480,32,Female,0,self_employed,213,3,2108,10,5099.42,3974.52,3896.39,2513.07,1428.9,707.47,304,93.04,4724.37,3604.7,0\\r\\n11334,415,61,Male,0,retired,834,2,1088,17,6265.33,3790.78,4005.39,4189.06,2857.56,71.84,500.9,143.27,4932.35,3666.27,0\\r\\n11335,5796,67,Male,0,retired,621,3,8,32,5292.46,5335.32,5352.76,8221.02,0.14,135.76,0.14,0.14,5346.65,5366.53,0\\r\\n11336,2139,46,Male,0,self_employed,900,2,1828,116,6650.02,6643.72,6643.23,5499.66,0.27,0.27,0.27,0.27,6648.08,6643.11,0\\r\\n11337,1350,60,Male,0,self_employed,0,2,1348,19,1707.06,1707.06,1652.87,2535.26,857.41,0.27,857.41,0.27,1544.5,1707.06,0\\r\\n11338,2694,57,Male,0,self_employed,1494,1,896,210,56067.46,56181.74,56542.33,58552.63,0.6,0.6,114.89,486.31,56071.4,56401.1,0\\r\\n11339,1706,74,Male,0,retired,725,3,2280,20,3184.96,1936.79,2282.09,624.12,1562.94,71.91,0.49,71.91,2843.1,2003.61,0\\r\\n11340,1277,22,Male,0,self_employed,1232,2,29,3,1301.97,343.78,3250.95,137.48,1022.52,34319,85.76,34328.61,453.78,9000.98,1\\r\\n11341,2104,25,Male,0,self_employed,491,3,1466,,1439.6,1439.6,1477.23,1489.88,0.56,0.56,0.56,106.27,1439.6,1489.64,0\\r\\n11342,762,57,Female,0,self_employed,334,2,82,,753.28,5467.57,4762.29,3636.37,0.49,0.49,4714.77,0.49,4457.72,5467.57,1\\r\\n11343,1452,67,Male,0,retired,146,3,2815,227,1660.06,1660.06,1660.06,1649.6,0.41,0.41,0.41,0.41,1660.06,1660.06,0\\r\\n11344,1906,52,Male,2,salaried,409,3,1681,23,2622.38,2428.1,2395.59,1206.35,622.89,622.89,428.6,0.03,2751.45,2307.54,0\\r\\n11345,1614,46,Male,0,self_employed,1020,3,322,187,5938.9,5938.9,5969.62,6519.59,0.43,0.43,0.43,143.29,5938.9,5959.63,0\\r\\n11346,2231,40,Female,0,self_employed,1096,3,1358,7,1496.57,1727.3,1556.6,2061.09,361.04,1044.91,873.95,657.57,1683.25,1715.15,0\\r\\n11347,1162,22,Female,0,student,513,2,216,3,10628.17,536,3036.71,2112.2,10245.61,1929.03,153.44,5513.31,2673.12,2305.36,0\\r\\n11348,1367,42,Male,3,salaried,29,2,1489,97,1661.48,1823.04,2018.36,1492.14,0.41,0.41,168.91,704.63,1671.95,1792.51,0\\r\\n11349,4017,32,Male,0,salaried,1096,1,134,189,10248.17,6255.28,6730,4567.66,0.51,0.51,0.51,1336.71,8878.88,4697.04,0\\r\\n11350,280,64,Male,0,self_employed,15,3,3026,63,910.54,1448.85,1446.87,1870.7,0.06,0.06,538.37,136.5,1102.11,1480.48,0\\r\\n11351,1766,23,Male,0,self_employed,1020,2,118,3,12171.49,10227.29,9722.58,5635.81,2164.7,1144.61,401.23,1501.03,11315.15,9524.98,0\\r\\n11352,289,50,Male,0,self_employed,1111,2,3083,243,395.04,3252.18,2381.9,3631.47,0.2,0.2,2857.34,0.2,641.35,3252.18,1\\r\\n11353,1465,90,Male,0,retired,656,3,340,,2944.08,2944.08,2944.08,3136.31,0.63,0.63,0.63,0.63,2944.08,2944.08,0\\r\\n11354,1189,36,Male,1,salaried,334,2,996,3,1874.54,941.21,2593.87,1046.84,2013.87,0.07,1677.91,984.74,3257.92,2357.68,1\\r\\n11355,3706,46,Male,0,self_employed,1177,2,309,347,3155.09,3155.09,3155.83,3136.63,0.44,0.44,0.44,1.87,3155.09,3155.88,0\\r\\n11356,4053,72,Male,0,retired,1096,2,26,147,18623.95,19195.38,19318.48,15968.39,0.26,0.26,571.69,571.69,18919.52,19269.11,0\\r\\n11357,7314,55,Female,0,self_employed,318,2,1556,60,1903.92,1903.92,2230.35,2232.27,0.43,0.43,0.43,9643.29,1903.92,1903.92,0\\r\\n11358,5012,44,Male,0,salaried,1441,1,1202,277,13174.25,8300.18,11692.18,19684.17,0.21,0.21,7143.07,28755.03,8455.71,6075.1,0\\r\\n11359,4854,43,Male,0,self_employed,1096,3,503,14,562.43,1392.53,1703.9,1308.41,760.81,271.7,1416.68,937.19,1118.27,1733.96,0\\r\\n11360,2405,42,Female,0,self_employed,1180,3,1311,119,2573.22,2587.51,2588.6,1498.09,0.44,0.44,0.44,0.44,2578.64,2587.41,0\\r\\n11361,2455,36,Male,0,salaried,1096,3,273,99,1672.71,1916.17,2028.65,2615.18,0.2,0.2,0.2,0.2,1790.24,2026.12,0\\r\\n11362,1950,57,Female,0,salaried,822,2,520,,1411.33,1839.9,1810.34,1349.31,0.41,0.41,71.84,0.41,1751.23,1839.9,0\\r\\n11363,4513,40,Female,1,salaried,1020,3,84,84,3787.68,3850.62,2723.75,4041.54,0.31,0.31,3037.45,1880.57,2969.83,2771.19,0\\r\\n11364,1919,37,Female,0,self_employed,146,3,77,163,29894.13,29894.13,29926.18,30020.68,0.39,0.39,0.39,78.81,29894.13,29911.84,0\\r\\n11365,2438,49,Male,0,self_employed,996,1,1314,0,2493.2,1025.82,2934.36,5381.15,1584.18,1663.85,1255.67,4900.24,1204.29,2276.27,0\\r\\n11366,1409,47,Female,0,self_employed,1181,2,235,33,6727.67,6727.67,6421.87,5418.94,0.31,360.31,0.31,0.31,6727.67,6425.74,0\\r\\n11367,1493,56,Female,0,salaried,1232,1,29,40,20487.65,20630.51,20439.95,18978.07,0.49,14.91,0.49,143.34,20581.25,20283.92,0\\r\\n11368,1410,4,Male,0,student,575,2,2549,,3477.31,3463.03,3456.43,3393.12,0.07,0.07,0.07,0.07,3470.42,3456.57,0\\r\\n11369,2653,35,Male,0,self_employed,1232,1,104,13,73.75,71.7,2289.28,1035.87,21475.09,12393.14,9179.6,241.07,3386.69,1168.96,0\\r\\n11370,3031,52,Male,0,self_employed,146,2,1206,18,15162.71,14289.04,13641.11,9425.9,514.97,336.4,0.69,0.69,14657.08,13792.31,0\\r\\n11371,1292,56,Male,0,salaried,649,3,1841,23,3005.05,2716.13,2500.52,1385.73,285.94,571.66,0.23,0.23,2955.79,2517.97,0\\r\\n11372,479,32,Male,0,self_employed,1465,2,931,,1559.67,1559.67,1560.09,1570.1,0.17,0.17,0.17,0.17,1559.67,1559.67,0\\r\\n11373,1887,46,Female,0,self_employed,,3,2464,11,3757.26,3235.84,3299.71,3217.42,521.69,0.26,0.26,0.26,3451.6,3235.84,0\\r\\n11374,1678,54,Female,0,self_employed,,3,1892,206,2232.42,2312.03,2342.68,2922.93,0.67,0.67,0.67,0.67,2273.96,2342.74,0\\r\\n11375,4325,74,Male,1,salaried,1096,1,89,5,20823.52,160332.67,47530.97,49679.06,17262.68,18398.56,158571.83,905.43,29720.9,64734.62,1\\r\\n11376,2417,47,Female,0,self_employed,1020,2,322,,4787.98,4787.98,5283.37,5822.29,0.4,0.4,0.4,1071.83,4787.98,5202.72,0\\r\\n11377,1354,68,Male,0,retired,26,3,2520,61,4894.34,4894.34,4859.77,4688.55,0.2,0.2,0.2,0.2,4894.34,4894.34,0\\r\\n11378,4882,32,Male,0,self_employed,575,3,90,67,4739.54,4732.4,3904.84,1789.21,0.01,0.01,0.01,0.01,4734.12,4732.4,0\\r\\n11379,260,45,Female,,self_employed,491,2,4131,14,2915.46,2272.61,2120.77,1628.14,643.44,643.44,0.59,0.59,2605.12,2127.45,0\\r\\n11380,2677,86,Female,0,salaried,1096,1,11,0,95081.54,91188.08,99979.3,137304.15,4569.64,1656.83,661.9,14885.94,91028.33,103781.19,0\\r\\n11381,2228,36,Female,0,self_employed,44,2,409,213,3813.16,4793.3,4591.88,4873.45,0.56,0.56,232.84,0.56,4168.03,4797.08,0\\r\\n11382,832,40,Male,2,salaried,334,2,2461,0,2498.49,11.65,2565.29,7594.3,8122.76,3901.47,5635.91,7060,1232.16,1915.8,1\\r\\n11383,2004,81,Male,0,retired,334,2,141,63,13110.45,13110.45,13110.45,13030.13,0.31,0.31,0.31,0.31,13110.45,13110.45,0\\r\\n11384,2256,50,Male,0,self_employed,409,2,120,44,2874.46,2849.99,3010.42,5721.09,0.66,1429.23,0.66,4286.37,3013.12,3665.61,0\\r\\n11385,1212,41,Female,0,self_employed,1020,3,538,6,16002.68,699.92,1850.15,477.95,15303.45,126.29,0.69,0.69,4393.69,582.43,0\\r\\n11386,2322,63,Female,0,self_employed,146,1,1268,81,28470.09,28508.92,28614.42,34592.28,0.19,0.19,0.19,143.04,28486.16,28532.33,0\\r\\n11387,5871,64,Male,0,retired,1020,2,1357,60,1663.25,2056.1,2245.63,3796.45,0.66,0.66,357.8,771.11,1907.09,2393.21,0\\r\\n11388,2155,18,Male,0,student,656,2,1383,,1797.43,1797.43,1797.43,1786.04,0.56,0.56,0.56,0.56,1797.43,1797.43,0\\r\\n11389,4389,38,Male,0,self_employed,146,2,1226,5,1312.93,1973.65,1544.26,4015.81,859.13,3845.73,4671.62,7088.05,1352.14,2381.95,1\\r\\n11390,2479,49,Female,0,salaried,1096,1,924,13,6506.6,7165.18,7232.85,5178.3,0.29,0.09,436.81,220.31,6899.47,7210.06,0\\r\\n11391,2716,50,Female,0,self_employed,1020,1,19,62,4396.48,4586.48,4434.19,3706.68,0.13,0.13,190.13,0.13,4416.14,4586.48,0\\r\\n11392,3245,33,Female,0,self_employed,649,3,348,5,3436.62,189.91,2628.41,16630.17,3245.36,44.96,0.67,5714.96,750.17,1282.89,0\\r\\n11393,4216,44,Male,0,salaried,1225,2,105,18,14996.71,14315.17,14328.78,11988.86,476.3,423.44,188.8,243.44,14860.51,14131.92,0\\r\\n11394,2886,66,Male,0,salaried,1294,2,150,0,4718.67,5104.23,4842.6,3818.72,500.2,0.2,0.2,0.2,4816.11,5104.23,0\\r\\n11396,6261,66,Female,0,self_employed,623,3,1555,,2853.01,2857.1,2856.91,2829.54,0.2,0.2,0.2,0.2,2856.54,2857.1,0\\r\\n11397,1238,43,Female,0,self_employed,1563,2,3735,13,4725.61,1282.75,3737.65,12716.75,2857.73,0.59,10680.41,237.69,3321.17,1649.51,0\\r\\n11398,3069,63,Male,1,self_employed,,2,793,84,26346.87,26346.87,26116.46,21726.52,0.03,0.03,0.03,0.03,26346.87,26346.87,0\\r\\n11399,628,46,Female,0,self_employed,632,2,1239,30,6202.47,6245.32,4153.07,2845.05,0.01,3557.16,71.44,235.06,6206.9,3349.82,1\\r\\n11400,3506,34,Male,0,salaried,1477,3,2539,3,734.92,1461.52,1545.78,1692.27,1451.23,195.79,2590.5,700.5,1529.88,1693.5,0\\r\\n11401,811,61,Male,0,self_employed,514,3,190,320,2431.39,2431.39,2564.72,2743.28,0.59,0.59,0.59,657.73,2431.39,2502.82,0\\r\\n11402,4337,46,Male,0,salaried,363,2,31,39,3377.9,3377.9,3578.25,3185.93,0.3,58.87,0.3,322.01,3377.9,3641.07,0\\r\\n11403,6316,66,Female,0,retired,318,2,35,14,3457.76,4186.74,4484.29,4091.84,786.13,5581.82,1514.7,3924.51,4486.24,4729.7,0\\r\\n11404,325,52,Male,1,self_employed,834,2,22,3,10453.62,13299.15,11714.15,9532.12,158.71,7200.33,3018.53,4427.21,11537.06,12737.05,0\\r\\n11405,6502,41,Female,0,self_employed,1096,1,503,103,10474.41,11360.12,11527.17,11751.65,0.07,0.07,857.21,5829.4,10764.06,12512.7,0\\r\\n11407,572,11,Female,,student,980,2,285,,1892.11,1892.11,1892.11,1880.33,0.39,0.39,0.39,0.39,1892.11,1892.11,0\\r\\n11408,2993,48,Female,0,self_employed,1525,3,38,12,3563.19,3503.63,3600.59,3032.31,800.64,400.64,714.93,400.64,3642.41,3509.28,0\\r\\n11409,869,63,Male,0,self_employed,1096,2,1985,152,2023.03,2023.03,2023.23,2004.9,0.17,0.17,0.17,0.17,2023.03,2023.03,0\\r\\n11410,2558,40,Male,0,salaried,822,3,684,2,597.97,1001.41,1579.18,2575.36,461.14,542.57,1000.19,1370.69,794.21,1135.49,0\\r\\n11411,6477,62,Female,0,self_employed,1096,2,1345,,4818.09,4818.09,4818.09,4787.57,0.64,0.64,0.64,0.64,4818.09,4818.09,0\\r\\n11412,3525,58,Female,0,self_employed,811,3,54,70,2782.23,2679.28,2813.01,2693.74,0.67,0.67,0.67,143.53,2865.09,2802.24,0\\r\\n11414,403,58,Male,0,self_employed,1232,2,359,9,1549.07,1432.28,1510.55,1013.24,3149.33,3414.99,1345.99,79.61,1259.21,1957.24,0\\r\\n11415,361,22,Male,4,self_employed,522,3,1328,6,15633.97,15050.71,17029.01,14477.4,5058.97,2237.66,4547.14,318.69,15308.96,13502.76,0\\r\\n11416,531,32,Female,,self_employed,649,2,54,4,9104.72,2176.15,2737.12,3568.88,6929,0.43,0.43,0.43,3582.55,2176.15,1\\r\\n11417,5645,88,Female,0,self_employed,15,2,48,151,1634.8,2489.91,2328.32,2659.83,0.1,0.1,857.24,0.1,2009.96,2488.56,1\\r\\n11418,413,34,Male,,self_employed,849,3,2346,61,6074.17,6074.17,5628.7,3933.97,0.11,0.11,0.11,0.11,6074.17,6074.17,0\\r\\n11419,2376,42,Female,0,self_employed,146,3,1226,236,4634.83,7611.58,4424.95,4625.63,0.61,0.61,0.61,0.61,5366.35,3735.28,0\\r\\n11420,1952,56,Female,0,self_employed,579,3,192,41,23.75,23.75,1605.05,1193.49,0.46,5000.46,0.46,9704.74,23.75,3104.85,1\\r\\n11421,2175,87,Male,0,retired,1020,3,835,7,3370.39,2268.75,2374.52,1680.98,1102.11,0.47,0.47,0.47,2572.65,2275.11,0\\r\\n11422,3968,35,Female,0,salaried,1096,3,483,129,9074.24,9067.09,9069.06,8361.62,0.7,0.7,0.7,0.7,9073.01,9067.09,0\\r\\n11423,1394,73,Female,0,retired,665,2,177,22,3489.93,3457.56,3242.39,2596.54,32.46,514.37,0.09,142.94,3483.23,3193.04,0\\r\\n11424,2845,75,Male,4,retired,162,2,304,68,1078.03,1220.89,2781.47,4070.4,0.27,0.27,0.27,7143.13,1114.98,2408.38,1\\r\\n11425,2147,36,Male,0,self_employed,1020,2,546,163,924.35,924.35,1436.73,1859.43,0.49,0.49,0.49,1034.94,924.35,1359.11,0\\r\\n11426,1510,67,Female,0,salaried,905,1,1390,25,12514.04,12228.32,12117.86,13763.77,285.91,357.34,0.2,0.2,12484.48,11997.91,0\\r\\n11427,4107,72,Male,0,self_employed,834,3,349,0,331.96,2814.32,1536.03,269.6,138.96,7.73,2471.81,224.67,540.68,2971.89,1\\r\\n11428,1843,43,Male,0,self_employed,1534,3,996,4,2788.35,2516.21,3000.12,220.81,703.12,1.8,455.96,2004.49,2692.08,3222.8,1\\r\\n11429,403,42,Female,,self_employed,146,2,2841,70,12301.77,12444.62,10996.24,6677.99,0.07,0.07,285.79,857.21,12380.58,12573.66,0\\r\\n11430,3029,36,Male,0,self_employed,501,2,301,,5179.68,5179.68,5179.68,5147.72,0.21,0.21,0.21,0.21,5179.68,5179.68,0\\r\\n11431,2250,26,Female,0,salaried,334,2,4,3,9632.87,4785.73,5522.91,4579.97,4147.74,4391.14,14.89,943.46,6800.94,3056.92,0\\r\\n11432,3700,43,Male,1,salaried,1096,2,2024,14,14887.24,38043.6,30540.66,17265.26,3257.46,400.31,35079.14,3900.07,25403.98,35421.88,0\\r\\n11433,2263,48,Male,0,self_employed,409,3,1657,17,3935.37,192,1994.09,704.32,9482.52,7.01,7067.67,1383.94,3108.45,795.29,0\\r\\n11434,4038,38,Female,0,self_employed,904,1,412,31,17096.77,28492,23931.47,13362.51,0.4,4428.97,10684.37,0.4,21954.53,26703.88,1\\r\\n11435,5395,42,Female,0,self_employed,1621,2,13,,10149.38,8720.8,6214.85,5724.39,0.16,0.16,0.16,0.16,10050.85,3241.54,0\\r\\n11436,2236,48,Female,4,salaried,129,3,1833,,6813.69,7018.4,7161.4,7405.82,0.47,0.47,143.33,0.47,6940.25,7254.49,0\\r\\n11437,1902,59,Male,0,salaried,684,3,936,,11104.99,11104.99,11104.99,11251.54,0.57,0.57,0.57,0.57,11104.99,11104.99,1\\r\\n11438,3029,41,Female,0,self_employed,146,2,75,0,1105.28,763.26,4751.4,4899.93,58.31,60.09,727.96,9067.27,1366.41,4113.68,1\\r\\n11439,1332,29,Male,0,salaried,1247,2,2547,140,4316.17,4306.17,4308.93,4216.62,0.37,0.37,0.37,0.37,4314.45,4306.17,1\\r\\n11440,1977,45,Female,0,salaried,531,1,563,77,7382.52,6296.77,5005.32,2491.43,0.66,0.66,378.54,553.51,6272.49,5193.43,0\\r\\n11441,3507,42,Female,1,self_employed,1232,2,539,3,5388.77,5654.72,7178.18,6515.85,439.86,1142.96,705.81,3244.1,5808.11,7711.06,0\\r\\n11442,489,65,Male,0,retired,372,3,2584,4,1.16,423.19,2018.05,1904.95,357.66,410.51,823.37,4895.23,50.32,751.66,1\\r\\n11443,1486,55,Male,0,self_employed,621,3,2378,61,4822.55,4937.48,6608.33,8136.86,0.24,0.24,20.96,3828.81,4914.95,6437.88,0\\r\\n11444,6695,48,Female,2,self_employed,834,1,593,3,19617.35,14026.97,19200.64,12851.59,8489.53,9131.14,2909.39,21428.89,14523.48,31875.57,1\\r\\n11445,2630,28,Male,0,self_employed,1111,2,330,33,17271.24,17465.99,17538.12,18204.56,0.49,8.2,175.05,156.32,17393.9,17554.55,0\\r\\n11446,2702,64,Male,0,salaried,1020,3,12,7,667.73,554.87,5483.41,10699.24,113.1,203.81,0.24,0.24,589.11,510.31,1\\r\\n11447,1312,20,Female,0,student,630,3,404,,1604.25,1575.68,1569.08,1474.61,0.6,0.6,0.6,0.6,1597.35,1569.23,0\\r\\n11448,2212,67,Male,2,self_employed,1096,3,440,24,3255.6,5075.51,4206.34,2741.66,843.23,5971.8,2875.61,2558.69,5096.21,5594.44,0\\r\\n11449,1375,22,Male,0,self_employed,1096,1,27,203,5234.51,4948.79,4845.29,5675.02,0.44,0.44,0.44,0.44,4778.84,4727.6,0\\r\\n11450,3357,41,Female,1,self_employed,1589,1,147,28,1431.27,1442.85,1459.71,1320.6,314.83,435.09,345.19,309.47,1505.92,1495.66,0\\r\\n11451,5024,32,Male,0,salaried,51,1,131,0,1975.51,1768.74,1636.55,955.79,206.91,352.65,0.14,0.14,1839.29,1645.18,0\\r\\n11452,1836,24,Female,0,salaried,146,2,1753,7,3123.85,2923.85,2795.46,2140.94,286.09,286.09,114.66,58.23,2982.47,2815.95,0\\r\\n11453,3525,61,Male,0,self_employed,1020,3,227,9,15196.59,6736.24,5703.59,5098.92,7164.75,3890.6,4418.69,1086.34,8802.93,4234.69,0\\r\\n11454,1006,39,Female,0,self_employed,526,2,2698,,2445.73,2445.73,1611.91,1555.77,0.2,0.2,0.2,0.2,2445.73,2142.04,0\\r\\n11457,2256,66,Female,0,self_employed,468,3,175,21,7129.01,9001.94,5468.74,2396.68,0.53,5400.53,1908.12,0.53,7781.11,5659.77,1\\r\\n11458,5729,63,Female,0,salaried,1111,2,88,28,2788.75,2850.75,2930.74,3016.97,19.13,19.13,36,87.63,2874.19,2921.13,0\\r\\n11459,321,31,Male,0,,146,3,75,324,1646.48,2649.33,2297.28,2575.68,0.43,0.43,1431.86,13.29,1680.96,2620.12,0\\r\\n11460,2692,46,Male,0,self_employed,409,3,922,0,2378.45,3070.21,4331.82,7544.96,2971.74,0.31,2271.8,984.89,3757.85,4179.89,0\\r\\n11461,2779,47,Female,2,self_employed,1189,3,436,64,2022.18,2022.18,1745.37,1024.21,0.6,0.6,0.6,0.6,2022.18,2022.18,0\\r\\n11462,4779,67,Male,0,retired,1020,3,86,47,1878.22,1900.95,2248.78,2873.46,0.43,571.86,16.53,857.57,1884.23,1995.43,0\\r\\n11463,562,67,Male,,self_employed,241,3,1768,6,1815.62,1244.19,2227.75,3557.11,714.49,0.2,0.2,1428.77,1308.23,2500.02,1\\r\\n11464,406,26,Female,,student,152,2,779,,15654.53,15654.53,12067.37,8144.16,0.61,0.61,0.61,6.31,15654.53,11356.17,0\\r\\n11466,2355,51,Male,0,self_employed,1474,3,1012,7,8951.22,8599.76,8063.12,7228.42,475.84,1169.25,357.27,714.41,8718.85,7637.11,0\\r\\n11467,902,55,Female,0,self_employed,409,2,1236,23,3068.61,778.03,2837.42,2017.17,314.89,0.6,14.79,0.6,2034.87,701.46,0\\r\\n11468,1298,43,Male,0,self_employed,491,2,93,12,290.57,1415.92,1564.3,724.05,5857.61,500.47,32466.66,345.4,1833.18,1440.67,1\\r\\n11469,219,38,Male,,self_employed,,3,2701,20,1414.85,3754.85,4479.28,3429.23,3572.81,1.26,6054.93,4969.13,2823.39,4374.11,1\\r\\n11470,2669,53,Male,0,self_employed,146,2,1268,69,5411.89,5691.56,6678.84,7431.96,0.7,0.7,1208.94,2272.13,5488.35,7264.45,0\\r\\n11471,2912,33,Female,0,salaried,1232,3,825,,30617.61,32258.59,19033.68,4002.84,0.16,0.16,2143.01,0.16,30933.62,18094.69,0\\r\\n11473,1989,48,Male,0,self_employed,328,2,1968,60,5472.82,5491.69,5430.54,5528.28,0.1,0.1,0.1,0.1,5474.12,5491.69,0\\r\\n11474,1879,47,Male,0,salaried,409,3,129,173,2034.27,2017.51,2027.5,1537.28,0.36,0.36,13.97,20.43,1448.39,1538.25,1\\r\\n11475,2373,40,Female,0,salaried,1111,2,651,0,4298.44,4558.76,5162.46,6212.55,5564.43,303.2,506.63,640.22,4491.61,5405.05,0\\r\\n11477,4153,33,Male,5,self_employed,1020,3,47,56,2713.97,2892.54,2679.21,2015.92,0.5,1429.07,179.07,1120.04,2720.13,3137.77,0\\r\\n11478,1095,90,,0,self_employed,1043,2,142,138,2345.64,2359.92,2370.77,2379.07,0.23,0.23,0.23,0.23,2356.97,2370.52,0\\r\\n11479,1986,50,Female,3,self_employed,1615,3,1075,24,117708.47,4921.54,36487.11,3954.27,114849.09,0.14,682.59,682.59,101937.53,5032.06,0\\r\\n11480,1963,33,Female,0,self_employed,60,2,595,61,6718.16,6718.16,6461.6,5314.74,0.6,0.6,0.6,0.6,6718.16,6718.16,0\\r\\n11482,3476,50,Female,0,self_employed,409,2,395,,4642.98,4629.15,4631.5,4562,0.03,0.03,0.03,0.03,4636.22,4629.15,0\\r\\n11483,2211,43,Male,0,self_employed,754,3,1855,,1943.79,1943.79,1943.79,1931.6,0.14,0.14,0.14,0.14,1943.79,1943.79,0\\r\\n11484,229,47,Female,0,salaried,51,3,131,53,4503.48,4503.48,3395.51,1491.77,0.59,8572.01,0.59,4286.3,4503.48,5468.89,0\\r\\n11486,5063,75,Male,3,self_employed,1494,1,67,60,1801.23,1801.23,1805.99,1841.3,0.2,0.2,0.2,14.49,1801.23,1801.23,0\\r\\n11487,257,17,,,self_employed,1076,2,1788,3,8897.08,12657.98,13002.65,6588.08,25371.69,43566.81,29132.6,35697.27,12349.87,14939.14,0\\r\\n11488,2983,33,Male,0,salaried,1381,3,790,9,2872.08,2709.44,2568.65,2541.59,714.81,386.24,1143.39,467.56,2803,2467.42,0\\r\\n11489,1788,5,Male,0,student,1020,2,1085,,3463.98,3463.98,3463.98,3359.08,0.53,0.53,0.53,0.53,3463.98,3463.98,0\\r\\n11491,476,2,Female,,student,1111,2,651,293,344.56,344.56,2218.6,3140.55,0.63,0.63,0.63,0.63,344.56,3109.54,0\\r\\n11492,7265,45,Male,2,salaried,1096,3,1408,0,6899.37,6727.46,4709.81,2459.28,1346.41,1097.56,1452.03,2694.02,5951.77,6076.19,0\\r\\n11493,1330,43,Female,0,self_employed,491,2,2535,13,7895.13,7613.84,7638.68,7387.24,346.26,329.26,50.69,105.76,7807.77,7487.59,0\\r\\n11494,5669,70,Male,1,self_employed,834,2,22,7,7871.1,8236.68,8098.08,5350.13,457.63,241.23,900.79,344.63,7821.85,8392.24,0\\r\\n11496,2929,47,Female,0,self_employed,834,3,8,144,2350.98,2422.41,2310.74,2328.27,0.14,0.14,0.14,0.14,2388.91,2533.98,0\\r\\n11497,1500,90,,0,self_employed,1061,2,1016,343,905.56,1619.85,1513.12,1609.57,0.33,0.33,714.61,0.33,1299.65,1619.85,0\\r\\n11498,3988,61,Female,0,self_employed,745,2,127,68,3912.58,3824.96,3820.58,3531.85,0.53,0.53,0.53,0.53,3843.09,3835.56,0\\r\\n11499,4688,90,Male,0,self_employed,834,3,22,,2545.83,2545.83,2545.83,2755.84,0.16,0.16,0.16,0.16,2545.83,2545.83,0\\r\\n11500,2145,25,Male,0,student,608,2,405,4,3120.46,2162.71,2239.05,1955.66,776.69,62.46,279.43,0.53,2532.41,2120.16,0\\r\\n11501,2084,36,Male,2,self_employed,1096,2,217,73,3831.73,4453.36,5080.64,6938.75,0.64,0.64,622.28,860.83,3946.79,5043.39,0\\r\\n11502,1214,36,Female,0,self_employed,146,2,1930,,3888.65,3539.31,5926.67,6079.8,0.43,0.43,743.61,4857.57,4003.86,6878.75,0\\r\\n11503,2447,54,Female,0,self_employed,51,2,131,133,1509.22,1509.22,1509.22,3386.06,0.31,0.31,0.31,0.31,1509.22,1509.22,0\\r\\n11504,748,53,Female,,self_employed,1046,2,1248,229,7902.29,8015.16,22912.99,37182.36,0.31,0.31,0.31,28748.2,7964.56,23840.23,0\\r\\n11505,972,17,Female,0,student,221,2,1450,282,2287.82,2287.82,2287.82,2269.03,0.63,0.63,0.63,0.63,2287.82,2287.82,1\\r\\n11506,2823,73,Male,0,retired,146,3,312,0,1463.92,666.9,1911.24,1271.8,1675.7,2580.62,0.19,6923.87,1410.58,3146.58,0\\r\\n11507,773,14,Female,,student,1096,2,92,,488,2202.29,2044.54,1635.87,0.14,0.14,1714.43,0.14,1867.31,2202.29,1\\r\\n11508,3999,37,Male,0,self_employed,15,3,6,4,20297.48,20582.23,11326.49,8309.58,1428.71,14812.67,0.14,165.14,20237.63,8053.53,0\\r\\n11509,3590,53,Male,0,self_employed,1525,1,276,95,4609.32,3943.47,4578.49,13095.41,0.66,0.66,0.66,0.66,4235.22,3969.43,0\\r\\n11510,3797,39,Male,0,salaried,1020,2,1248,97,11910.78,11910.78,12546.73,9826,0.07,0.07,0.07,1642.93,11910.78,12175.76,0\\r\\n11511,2459,33,Male,0,student,1096,2,273,298,1448.09,1448.09,1455.69,3040.44,0.31,0.31,0.31,13.64,1448.09,1457.55,0\\r\\n11512,1633,51,Female,0,self_employed,491,2,93,25,9576.11,9145.35,9271.83,9660.17,429.17,0.6,0.6,0.6,9530.95,9143.4,0\\r\\n11513,3086,32,Female,0,self_employed,630,2,404,99,4402.43,4402.43,3808.58,1212.83,0.2,0.2,0.2,3148.77,4402.43,5688.88,1\\r\\n11514,1341,59,Male,1,salaried,834,3,789,19,2678.24,2324.33,2687.41,4207.16,1446.11,912.19,1092.2,1075.47,2776.2,2636.22,0\\r\\n11516,1301,42,Female,0,self_employed,130,3,1766,3,1252.97,1100.77,2001.03,867.96,1162.22,1364.75,1000.69,643.54,796.64,598.76,0\\r\\n11517,1412,63,Female,0,salaried,409,1,248,21,6495.26,9205.4,8013.66,6625.26,1406.94,3828.64,2688.51,6599.03,7318.91,8652.39,0\\r\\n11518,1832,64,Male,0,retired,61,3,1824,203,1358.74,1358.74,2865.49,4769.44,0.64,0.64,0.64,3414.93,1358.74,2461.33,1\\r\\n11519,1206,23,Male,0,salaried,146,3,446,114,320.84,390.98,4699.07,3427.94,0.53,0.53,405.51,369.06,97.36,107.99,1\\r\\n11520,1211,56,Male,0,self_employed,294,3,372,17,1864.71,1786.14,1814.12,3028.53,78.87,0.3,0.3,0.3,1834.91,1786.14,0\\r\\n11521,4896,50,Male,0,self_employed,17,2,181,28,2701.78,2700.24,2700.75,2302.55,1.91,0.37,0.37,0.37,2701.78,2700.24,0\\r\\n11522,403,64,Male,0,self_employed,,2,2622,151,6544.67,6544.67,6544.67,6697.28,0.27,0.27,0.27,0.27,6544.67,6544.67,0\\r\\n11523,5943,54,Male,0,salaried,,2,57,,2166.38,3693.52,3948.92,4559.93,0.66,0.66,1529.23,765.51,3587.66,3725.63,0\\r\\n11524,4857,35,Female,0,salaried,61,3,115,133,1331.01,1331.01,2052.97,2726.63,0.1,0.1,0.1,0.1,1331.01,2068.33,0\\r\\n11526,2712,38,Male,0,self_employed,1096,2,924,,1164.48,1450.19,1738.21,2871.56,0.09,0.09,285.8,543.57,1391.08,1712.63,0\\r\\n11527,2769,77,Male,0,self_employed,409,1,339,8,9686.59,2324.98,9995.62,37220.48,7980.84,0.63,286.67,536.59,6338.59,2334,0\\r\\n11528,627,38,Male,0,self_employed,1525,2,1077,4,9650.31,8078.88,8524.27,12679.86,714.34,2800.06,0.06,0.06,8325.19,6369.67,0\\r\\n11529,2711,74,Male,0,retired,146,1,523,0,1130.87,3899.1,3167.95,1318.74,27.61,29.51,0.11,5.26,1783.14,3871.65,1\\r\\n11530,2192,70,Female,0,self_employed,630,3,281,27,793.75,6897.39,5027.46,4227.62,3563.2,125.51,7857.5,357.5,2983.46,6733.02,1\\r\\n11531,1983,60,Female,0,self_employed,1255,3,789,11,4446.24,3446.24,3123.35,1738.73,1000.51,714.8,0.51,0.51,3860.04,2778.04,0\\r\\n11532,6745,81,Male,0,retired,1096,3,26,3,2432.3,3055.61,2400.92,2345.3,117.25,911.65,919.1,712.25,2639.83,2820.03,0\\r\\n11533,1850,43,Female,0,salaried,146,3,1752,,1566.08,1566.08,1566.08,1555.81,0.36,0.36,0.36,0.36,1566.08,1566.08,0\\r\\n11534,452,6,Male,,student,409,2,1351,44,7480.87,7480.87,5167.35,1826.07,0.14,4214.73,0.14,0.14,7480.87,5169.65,0\\r\\n11535,2456,28,Female,0,self_employed,11,1,294,14,5160.58,5110.49,5837.9,9516.44,1085.56,744.37,3628.87,1637.91,5295.75,5375.59,0\\r\\n11536,275,90,Male,,self_employed,,3,601,32,3140.24,3497.39,3384.71,4592.14,0.27,357.41,357.41,163.99,3423.49,3301.55,0\\r\\n11538,5044,73,Male,0,self_employed,1232,3,79,194,6383.93,6123.78,5453.71,1115.01,0.7,0.7,0.7,5694.01,6212.43,9472.9,1\\r\\n11539,2206,52,Male,1,salaried,575,2,617,104,1486.33,16147.97,14663.29,4696.61,0.2,0.2,14118.57,3728.77,4307.56,18541.89,1\\r\\n11540,1441,28,Male,0,self_employed,834,3,219,5,647.67,1392.91,2462.63,10064.34,7750.86,4285.76,0.04,1297.87,1523.38,2726.95,0\\r\\n11541,1054,40,Male,1,self_employed,1096,2,319,49,12769.03,13758.67,14631.63,12378.85,0.23,2933.87,6907.01,5467.37,13155.73,14812.1,0\\r\\n11542,3143,55,Male,3,self_employed,1363,3,222,33,425.5,2923.55,2425.01,1115.52,0.03,221.46,2500.03,0.03,1718.13,2889.91,1\\r\\n11543,780,27,Male,,self_employed,1582,2,3143,171,3794.13,3794.13,3794.13,3669.75,0.07,0.07,0.07,0.07,3794.13,3794.13,0\\r\\n11544,4465,58,Female,1,self_employed,1232,2,39,0,1940.09,1576.29,1904.29,2707.63,6.83,357.31,0.17,399.16,1933.66,1852.13,0\\r\\n11545,4760,41,Female,0,self_employed,1020,1,239,354,5761.65,5761.65,5761.65,5729.14,0.03,0.03,0.03,0.03,5761.65,5761.65,0\\r\\n11546,871,45,Male,0,self_employed,665,2,177,132,2376.94,2376.94,2094.3,3368.85,0.63,0.63,0.63,0.63,2376.94,2100.45,0\\r\\n11547,1084,64,Male,0,retired,1020,1,5,14,532.7,938.66,1456.94,5440.47,714.71,0.43,1006.6,114.92,1012.88,1229.06,0\\r\\n11548,2761,51,Male,0,self_employed,1085,3,937,,2218.4,2218.4,2218.4,2204.35,0.06,0.06,0.06,0.06,2218.4,2218.4,0\\r\\n11549,1617,40,Female,0,self_employed,409,2,551,5,11687.94,10987.94,10808.72,8107.91,700.34,0.34,0.34,0.34,11132.76,10987.94,0\\r\\n11550,3590,68,Male,0,retired,1149,1,59,39,1445.55,3016.97,2409.63,6607.61,0.07,942.93,1571.5,0.07,2637.66,2378.27,0\\r\\n11551,3181,47,Male,2,self_employed,1522,2,754,35,858.23,2236.23,1572.37,1287.62,0.26,1857.4,11,29.11,1224.11,1181.03,0\\r\\n11553,4920,34,Female,0,self_employed,1020,2,3200,21,3455.51,3181.22,2325.76,1742.65,274.43,0.14,0.14,0.14,3379.84,1844.8,0\\r\\n11554,1186,38,Male,0,salaried,578,3,2721,0,8808.59,8763.09,9239.92,9959.42,357.67,0.53,100.53,1400.53,8674.2,8785.67,0\\r\\n11555,1184,55,Male,0,self_employed,292,3,1652,18,4676.17,593.49,10870.26,570.97,107826.13,0.6,101029.17,5378.17,31258.6,1145.83,1\\r\\n11556,3274,47,Male,0,self_employed,15,3,300,,2597.49,2597.49,2597.49,2580.7,0.53,0.53,0.53,0.53,2597.49,2597.49,0\\r\\n11557,2533,23,Male,0,student,1020,2,455,14,1367.35,1512.88,1534.87,1693.26,18.96,0.53,164.49,34.74,1474.14,1533.14,0\\r\\n11558,1910,8,Male,0,student,1096,2,1558,94,6594.27,6594.27,6594.27,5945.51,0.59,0.59,0.59,0.59,6594.27,6594.27,0\\r\\n11560,2708,70,Female,0,retired,656,2,46,105,3615.98,3615.98,3615.98,727,0.64,0.64,0.64,0.64,3615.98,3615.98,0\\r\\n11561,2676,40,Female,0,self_employed,318,2,235,5,2835.24,2940.39,2949.93,2970.46,252.03,252.03,642.89,314.31,2780.7,3087.57,0\\r\\n11562,5809,54,Male,0,self_employed,318,1,107,,2436.22,2595.51,2610.34,4726.96,0.44,0.44,163.3,186.79,2435.23,2595.51,0\\r\\n11563,1604,40,Male,0,self_employed,6,2,2044,,1574.28,2240.82,2032.04,1951.05,0.1,0.1,612.19,125.08,1728.72,2327.61,0\\r\\n11564,2586,68,Male,0,self_employed,834,3,18,0,2098.85,1788.18,2118.78,2615.71,964.5,582.66,358.5,711.17,2055.63,1854.55,0\\r\\n11565,202,23,Male,,self_employed,857,3,2021,6,1429.16,2000.59,1667.81,1452.6,3418.81,714.87,2857.73,14.87,1619.53,1445.75,0\\r\\n11566,5866,84,Female,0,self_employed,1096,3,557,322,6986.9,6986.9,6986.9,6946.54,0.37,0.37,0.37,0.37,6986.9,6986.9,0\\r\\n11568,859,56,Female,,self_employed,1181,3,2643,161,1614.92,1614.92,1614.92,1613.4,0.27,0.27,0.27,0.27,1614.92,1614.92,0\\r\\n11569,430,59,Female,,self_employed,,2,2393,21,3784.61,3781.61,3737.7,896.65,2056.34,207.77,2053.34,211.91,3728.09,3768.78,0\\r\\n11570,2286,77,Female,0,self_employed,1020,2,1800,173,5063.5,5063.5,4964.03,3782.39,0.57,0.57,0.57,0.57,5063.5,5063.5,0\\r\\n11572,286,23,Male,0,student,409,3,1392,19,363.94,561.08,1675.7,188.54,230.2,0.35,497.33,484.48,415.07,691.76,1\\r\\n11573,1410,90,,0,self_employed,409,3,931,335,4271.18,4271.18,4308.28,4313.69,0.33,0.33,0.33,69.33,4271.18,4313.47,0\\r\\n11574,3484,59,Female,0,self_employed,,1,194,,3061.61,3061.61,3061.61,3232.26,0.01,0.01,0.01,0.01,3061.61,3061.61,0\\r\\n11575,387,48,Male,1,self_employed,1096,3,3756,74,1762.54,4768.31,6221.68,8183.79,0.46,0.46,3006.23,3467.81,3364.12,5758.75,0\\r\\n11576,6265,90,Female,0,self_employed,1020,2,501,74,5053.1,5191.66,5200.91,4977.06,0.33,0.33,0.33,0.33,5064.82,5202.72,0\\r\\n11577,4185,69,Male,0,self_employed,531,2,153,3,3227.49,8302.4,7214.87,6304.8,27944.58,3928.42,25590.47,4399.79,7094.72,6580.4,0\\r\\n11580,4050,54,Male,4,self_employed,334,2,390,,4835.96,4833.38,4375.27,4624.61,0.19,0.19,0.19,0.19,4833.83,4695.91,0\\r\\n11581,2734,55,Male,0,self_employed,1020,2,1027,5,44877.73,2268.58,19251.21,5547.08,89328.43,1968.69,58147.84,5736.07,46727.74,4235.88,0\\r\\n11582,1252,35,Male,0,salaried,844,2,763,,3039.26,3039.26,3039.26,3020.9,0.66,0.66,0.66,0.66,3039.26,3039.26,0\\r\\n11584,2214,45,Male,0,self_employed,1085,3,1694,328,8201.76,8201.76,8302.32,9335.31,0.1,0.1,0.1,0.1,8201.76,8216.26,0\\r\\n11585,2732,16,Male,0,self_employed,1096,3,3,73,1429.15,2174.7,2100.78,2076.57,0.57,0.57,2174.7,0.57,1999.06,2174.7,0\\r\\n11586,816,31,Male,,self_employed,1487,2,1363,28,14334.47,7191.61,8420.49,37.49,7143.3,0.44,0.44,0.44,14334.47,7191.61,0\\r\\n11587,2671,11,Male,0,student,630,2,1405,38,4845.97,4845.97,4639.41,4447.82,0.44,1800.44,0.44,1429.01,4845.97,4596.09,0\\r\\n11588,320,29,Female,0,self_employed,50,2,3993,9,5517.09,5869.95,5478.83,4644.46,1179.09,2640.51,1429.09,616.23,5467.28,5824.2,0\\r\\n11589,2363,24,Male,0,salaried,15,1,3,58,2974.27,2647.56,3566.66,1704.46,0.31,371.46,2059.63,737.89,3794.05,2963.33,0\\r\\n11590,2667,58,Female,0,self_employed,834,3,106,149,1550.14,1528.69,1507.04,2479.29,0.34,0.34,121.76,0.34,1643.47,1510.26,0\\r\\n11591,2437,35,Female,0,self_employed,1271,3,101,5,797.91,799.5,2815.73,4877.78,71.7,17143.09,71.66,20643.09,780.91,3334.06,0\\r\\n11592,4209,38,Male,0,salaried,409,3,249,0,1472.38,4850.11,1917.7,3349.82,4486.11,5746.47,4114.46,1623.3,2792.62,1379.88,0\\r\\n11593,4248,32,Female,0,salaried,15,2,300,,1496.88,1568.31,1631.95,1835.51,0.54,0.54,0.54,0.54,1563.38,1630.52,0\\r\\n11594,1547,59,Female,0,self_employed,582,2,638,21,196.02,170.82,1724.12,2652.24,7608.7,7924.44,7583.5,8361.03,2278.66,2230.63,0\\r\\n11595,811,44,Male,,self_employed,235,2,733,74,10140.56,10229.28,10310.02,10560.16,0.01,0.01,88.73,212.11,10171.39,10333.25,0\\r\\n11596,1192,34,Female,0,self_employed,575,3,2686,5,1478.39,1624.49,1485,1366.73,38.86,0.07,184.95,148.46,1491.81,1733.34,0\\r\\n11597,1668,40,Female,0,self_employed,1020,3,490,44,4970.04,5284.33,5408.73,6228.43,0.5,4510.67,171.93,4296.78,5131.62,5747.63,0\\r\\n11598,566,19,Female,0,student,52,2,654,72,5529.03,5543.31,4935.25,4408.55,0.21,0.21,0.21,0.21,5541.34,5554.83,0\\r\\n11599,5822,68,Male,1,salaried,1096,2,26,263,2158.54,3226.57,3319.17,4236.19,0.3,0.3,1071.73,214.59,2711.79,3392.47,0\\r\\n11600,1837,51,Female,0,salaried,1096,1,43,3,156560.76,3504.85,4983.63,1652.16,154783.76,0.64,3161.82,72.07,7995.29,2448.5,0\\r\\n11601,5144,56,Female,0,self_employed,745,3,127,,1794.72,2033.39,2242.42,2663.13,0.14,0.14,170.81,384.79,1935.08,2287.43,0\\r\\n11602,3455,68,Male,0,self_employed,1337,2,449,20,3718.18,3361.04,3253.53,2075.96,357.33,484.47,0.19,0.19,3619.66,3287.21,0\\r\\n11603,2616,51,Male,0,self_employed,1020,2,145,5,2292.69,5230.79,3889.38,3374.44,1329.73,1667.3,4271.67,237.76,3184.02,4408.01,1\\r\\n11604,1770,44,Female,2,salaried,443,2,1289,25,21841.86,18691.86,18072.84,8475.72,3150.01,3150.01,0.01,0.01,21407.38,17980.57,0\\r\\n11605,186,20,Male,,student,15,2,1337,61,4659.32,4659.32,4436.42,3148.77,0.33,0.33,0.33,0.33,4659.32,4659.32,0\\r\\n11606,1111,32,Male,0,salaried,623,3,2390,9,8478.18,8183.89,6936.5,240.01,500.76,0.6,404.89,385.55,8224.4,8328.92,0\\r\\n11607,1360,37,Male,0,self_employed,,2,1839,32,1872.14,1872.14,3161.23,4846.76,0.53,193.39,0.53,3214.81,1872.14,2717.99,0\\r\\n11608,455,34,Male,2,salaried,168,2,3395,70,1028.11,1437.06,1437.03,277.55,0.01,0.01,480.4,733.33,1092.28,1610.02,1\\r\\n11609,5269,66,Male,0,self_employed,1096,2,503,66,5900.02,5900.02,5858.81,5686.06,0.23,0.23,0.23,0.23,5900.02,5900.02,0\\r\\n11610,2215,34,Female,0,salaried,1096,2,363,159,5130.5,5130.5,5130.45,4849.18,0.41,0.41,0.41,0.41,5130.5,5130.43,0\\r\\n11611,309,70,Male,0,self_employed,179,3,2695,131,68058.41,68058.41,68067.02,57326.57,0.2,0.2,0.2,14.49,68058.41,68069.94,0\\r\\n11612,760,49,Male,3,salaried,334,2,10,31,6557.37,9523.67,5936.95,4.98,0.47,215.17,2979.8,448.73,7611.08,9868.54,0\\r\\n11613,885,47,Male,0,self_employed,856,3,311,116,2634.84,2662.65,2666.64,2733.6,0.69,0.69,0.69,0.69,2638.68,2666.25,0\\r\\n11615,599,39,Male,1,salaried,11,2,121,159,4064.03,4202.69,3621.46,4210.54,0.29,0.29,179.12,174.33,4066.33,3714.19,0\\r\\n11616,2559,36,Male,0,salaried,334,3,795,9,4899.66,668.19,2758,2770.12,3461.33,647.04,2971.49,3700.17,3391.04,1797.89,0\\r\\n11618,1970,48,Female,0,self_employed,96,3,1945,110,547.26,656.92,2806.16,5380.02,0.17,0.17,0.17,4298.87,615.11,2668.19,1\\r\\n11619,684,43,Male,0,salaried,156,3,2904,140,25397.92,25397.92,25397.92,27335.85,0.36,0.36,0.36,0.36,25397.92,25397.92,0\\r\\n11620,592,66,Female,0,self_employed,905,3,606,86,12720.18,12720.18,12728,10706.53,0.19,0.19,0.19,157.33,12720.18,12770.87,0\\r\\n11621,1220,65,Female,0,self_employed,145,3,1366,272,1896.28,1896.28,1896.28,1885.96,0.16,0.16,0.16,0.16,1896.28,1896.28,0\\r\\n11622,200,42,Female,0,self_employed,1589,1,429,26,899.26,2199.26,2050.36,1168.27,285.9,285.9,1571.61,0.19,2160.83,2153.64,0\\r\\n11623,1189,38,Male,1,salaried,1058,2,2099,21,7523.96,6404.42,6872.99,6538.92,1743.31,229.03,949.66,602.51,7284.15,6615.07,0\\r\\n11624,541,41,Male,,self_employed,1076,2,3130,19,6499.29,785,2098.63,779.36,5714.36,0.07,0.07,0.07,4725.89,785,0\\r\\n11626,1957,54,Female,0,self_employed,575,3,1719,131,1609.05,2081.53,2080.87,2261.82,0.04,0.04,1554,1264.8,1945.06,2112.08,0\\r\\n11627,402,14,Female,,student,146,2,361,152,2253.17,2059.11,2113.12,1680.65,0.56,0.56,0.56,0.56,2220.21,2059.58,0\\r\\n11628,341,41,Male,2,self_employed,1071,2,623,28,2277.49,2132.22,2117.02,1450.21,143.01,3.01,0.16,0.16,2276.32,2131.82,0\\r\\n11629,3779,70,Male,0,self_employed,1159,3,1438,103,6276.17,6321.95,6316.75,5475.9,0.07,0.07,48.57,0.07,6314.9,6320.06,0\\r\\n11630,1580,55,Male,0,salaried,904,2,412,0,1947.49,1954.63,2559.37,4614.59,290.26,0.26,304.54,1673.54,1951.23,2218.35,0\\r\\n11631,1725,32,Male,0,self_employed,1096,2,933,60,19460.48,19460.48,17617.16,9927.46,0.36,0.36,0.36,0.36,19460.48,19460.48,0\\r\\n11632,2587,38,Male,2,self_employed,1494,2,67,30,91.95,3043.63,6546.68,933.52,0.2,428.77,14260.87,81733.93,1572.78,6608.76,1\\r\\n11633,3435,70,Male,0,retired,575,3,1202,54,7489.01,8730.41,9377.55,13640.73,0.44,212.94,1241.84,1243.3,7823.66,9583.04,1\\r\\n11634,3175,49,Female,0,self_employed,321,2,311,,1597.73,1595.63,1593.74,1577.53,0.24,0.24,0.24,0.24,1596.36,1594.04,0\\r\\n11635,1651,72,Male,0,retired,623,2,472,115,3572.08,7143.51,6132.56,2191.57,0.2,0.2,10714.49,7390.06,5714.94,5264.6,0\\r\\n11636,192,52,,,self_employed,491,1,619,9,317113.26,95460.2,135000.31,103892.61,223753.26,0.2,2100.2,8571.63,201638.14,99331.17,0\\r\\n11637,1784,38,Male,0,self_employed,1020,3,542,,2836,2836,2836,2818.04,0.33,0.33,0.33,0.33,2836,2836,0\\r\\n11638,4510,65,Male,2,self_employed,623,2,21,7,32.29,275.42,2300.19,346.7,4350.49,429.06,4085.41,7408.54,264.2,3591.93,0\\r\\n11639,2270,87,Male,0,self_employed,1020,2,1105,,4243.31,4243.31,4243.31,4653.3,0.16,0.16,0.16,0.16,4243.31,4243.31,0\\r\\n11640,3351,37,Male,0,self_employed,946,2,727,4,5162.87,5050.02,4723.37,3810.37,371.49,371.49,435.77,87.91,4893.04,4820.34,0\\r\\n11641,3416,38,Female,0,self_employed,623,3,4064,20,14166.43,11877.78,6840.36,1167.54,71.74,1020.04,1942.46,2473.7,12527.19,6228.42,0\\r\\n11642,1584,55,Female,0,self_employed,1328,3,362,6,4139.83,1221.78,1458.92,1486.49,2953.19,0.33,35.13,27.3,1870.52,1160.39,0\\r\\n11643,606,62,Male,0,retired,1020,2,1201,0,2115.93,2195.16,2168.57,2394.91,58.96,63,260.43,209.4,2138.34,2147.07,0\\r\\n11644,2978,64,Male,2,self_employed,334,2,1863,6,10634.37,32755.1,30089.19,38185.61,8571.57,0.14,30761.14,913.01,22079.36,33516.01,1\\r\\n11645,946,78,Male,0,self_employed,486,3,232,38,13624.62,13617.89,13463.9,12966.97,0.09,900.09,0.09,633.51,13622.88,13513.68,0\\r\\n11646,2915,36,Male,0,self_employed,531,2,153,11,3922.76,5414.08,6632.98,11369.32,287.2,0.49,1690.34,1184.56,5110.97,6270.41,0\\r\\n11647,6536,62,Female,0,self_employed,1111,2,329,3,3769.02,2937.59,3859.05,5773.94,701.75,210.54,24.65,21.03,3644.64,2857.69,0\\r\\n11648,313,40,Male,,self_employed,1020,1,425,17,135.03,1019.41,1953.53,5870.09,571.7,0.27,0.27,571.7,470.49,1877.61,1\\r\\n11649,2849,40,Female,0,self_employed,1084,1,175,18,1472.82,1243.3,1446.31,1042.01,500.49,1144.06,0.49,1359.59,1383.2,1502.36,0\\r\\n11650,4513,37,Male,2,self_employed,905,1,34,11,189.86,2311.29,2046.36,601.11,2143,0.14,4978.71,171.57,1926.81,2444.01,1\\r\\n11651,2616,37,Male,0,salaried,409,3,329,0,24844,24772.67,24322.26,23690.83,571.89,1229.03,0.46,225.28,24789.5,24221.01,0\\r\\n11653,555,63,Male,,retired,1589,3,147,42,9783.38,9854.81,5797.78,484.39,0.07,12571.5,42.93,4921.5,9796.19,5664.55,0\\r\\n11654,4150,43,Female,0,self_employed,834,2,23,206,2615.88,2807.22,3187.78,3960.52,0.11,0.11,191.46,949.03,2663.92,3143.29,0\\r\\n11655,1758,45,Female,0,self_employed,1589,2,384,27,3867.41,1924.55,2871.5,2821.49,2857.71,0.57,914.86,0.57,4023.08,1922.36,0\\r\\n11656,1347,26,Female,0,self_employed,146,2,353,49,5799.77,5726.45,5800.5,5451.53,0.59,500.59,0.59,314.29,5735.01,5661.69,0\\r\\n11657,2716,57,Female,0,self_employed,15,2,300,,4372.8,4372.8,4069.87,2787.77,0.51,0.51,0.51,0.51,4372.8,4376.66,0\\r\\n11658,1347,58,Female,0,self_employed,834,2,14,6,23784.76,8164.26,10710.57,6603.48,26963.82,0.39,1.1,1514.67,12487.39,8411.57,0\\r\\n11659,361,29,Male,0,self_employed,409,2,1401,0,3937.86,2783.3,1741.59,549.77,1277.63,1278.34,123.07,0.49,2806.2,1852.77,0\\r\\n11660,2088,51,Male,0,self_employed,506,2,1762,9,3531.75,3624.22,3637.75,3017.48,543.1,143.1,664.14,146.51,3706.26,3654.01,0\\r\\n11661,2443,78,Male,0,salaried,1096,2,292,11,6793.53,274.25,10651.78,26862.71,6525.04,0.04,0.04,23492.9,3203.14,3141.76,0\\r\\n11662,838,49,Female,,self_employed,1636,2,375,182,1572.1,1572.1,1473.79,426.08,0.2,0.2,0.2,0.2,1572.1,1572.1,1\\r\\n11663,1678,70,Male,0,retired,363,2,1588,88,1233.97,23019.69,16071.94,2689.38,0.69,0.69,21786.4,0.69,3487.67,23019.69,1\\r\\n11664,3981,39,Male,2,self_employed,1094,3,473,315,2014.69,2014.69,2014.69,2002.27,0.31,0.31,0.31,0.31,2014.69,2014.69,0\\r\\n11665,513,50,Female,0,salaried,1565,3,2485,341,1546.07,1546.07,1546.07,1536.28,0.34,0.34,0.34,0.34,1546.07,1546.07,0\\r\\n11666,4109,44,Male,2,salaried,146,2,9,110,2554.24,1890.64,1957.45,1726.19,0.3,0.3,7645.47,281.41,2325.79,1947.71,0\\r\\n11667,1390,19,Male,0,student,575,1,572,18,10179.77,10159.26,6323.25,6211.12,50.86,6570.15,30.35,2.76,10172.7,4486.78,0\\r\\n11668,7041,60,Male,0,salaried,1020,2,16,0,2692.65,2738.11,2844.83,4499.33,749.51,671.94,68.49,751.71,2701.56,2845.08,0\\r\\n11669,808,37,Male,1,self_employed,1606,3,422,14,2345.73,2121.26,1475.47,354.06,286.11,1429.14,81.89,90.1,2207.74,1601.53,1\\r\\n11670,2916,62,Male,0,salaried,729,2,674,,2104.68,2397.54,2282.06,2095.52,0.3,0.3,507.44,0.3,2209.6,2397.54,0\\r\\n11671,509,56,Male,3,self_employed,1525,3,146,107,1515.82,1515.82,1515.82,730.5,0.01,0.01,0.01,0.01,1515.82,1515.82,0\\r\\n11672,1139,65,Male,2,self_employed,623,1,2391,12,10780.5,17393.22,14536.36,3244.66,3387.53,5714.53,10000.24,8100.24,15570.89,19219.02,0\\r\\n11673,1301,25,Female,0,student,1525,2,175,,2113.81,2117.08,2122.7,2596.43,0.16,0.16,3.43,12.1,2115.7,2121.91,0\\r\\n11674,2147,48,Male,2,self_employed,834,2,8,12,9557.74,7866.9,13162.95,12315.88,25286.26,1807.95,38376.73,4677.29,17866.96,10156.98,1\\r\\n11675,1019,57,Male,0,salaried,830,1,2016,181,60322.53,103179.67,101209.23,102673.83,0.04,0.04,42857.19,0.04,97268.34,103179.67,0\\r\\n11676,2510,38,Male,0,self_employed,,2,161,104,2939.79,2939.79,2939.79,2275.07,0.49,0.49,0.49,0.49,2939.79,2939.79,0\\r\\n11677,463,39,Female,,self_employed,1020,3,357,75,8.83,2487.73,1852.38,345.36,0.57,0.57,2736.29,600.57,556.86,2692.56,0\\r\\n11678,2023,10,Female,0,student,342,3,374,18,830.48,946.64,3322.5,351.94,23598.74,147.04,23714.9,0.61,8318.81,889.95,1\\r\\n11679,2289,58,Male,0,self_employed,1232,3,104,,6063.62,6063.62,6063.62,6049.03,0.49,0.49,0.49,0.49,6063.62,6063.62,0\\r\\n11680,733,24,Male,0,self_employed,834,2,693,7,3280.83,3280.24,3282.93,2954.02,20.46,0.46,0.46,0.46,3267.01,3282.12,0\\r\\n11681,5070,39,Male,0,salaried,1096,2,614,18,2061.41,1416.02,2095.98,2844.05,3529.2,8116.48,4716.01,9801.34,2892.57,1798.49,0\\r\\n11682,1330,46,Male,0,salaried,1489,2,1412,0,1937.22,7634.58,4530.82,6478.33,1392.1,7277.53,7393.53,11357.64,4362.6,3696.06,1\\r\\n11683,608,37,Male,2,self_employed,361,3,1842,25,5.48,19398.78,1724.96,330.01,58.21,19355.11,19451.51,97.23,1754.92,3284.57,1\\r\\n11684,1333,44,Male,0,self_employed,409,2,1940,5,13995.03,550.15,2472.76,27793.21,7143.41,0.56,829.13,72.7,5916.63,555.52,0\\r\\n11685,2395,33,Male,0,student,1096,3,330,12,4652.76,1188.19,1673.45,1129.86,3250.94,0.66,0.66,0.66,2643.98,1188.19,0\\r\\n11686,4192,49,Male,0,self_employed,,2,1213,182,4117.24,4117.24,4117.24,4336.59,0.23,0.23,0.23,0.23,4117.24,4117.24,0\\r\\n11687,837,62,Male,0,salaried,1223,3,2161,30,1453.98,11539.69,10729.86,11683.87,0.33,143.19,10071.76,0.33,9175.16,11414.81,1\\r\\n11688,2266,39,Female,0,self_employed,1525,3,276,49,4070.44,4331.87,2396.8,100.28,0.5,4286.21,261.93,157.64,4118.82,2968.28,1\\r\\n11689,1027,26,Male,1,salaried,531,3,153,0,3372.08,2808.63,2359.41,1537.45,680.94,683.04,117.5,289.95,2780.58,2294.29,0\\r\\n11691,269,33,Male,1,self_employed,334,2,4,3,13428.94,15624.34,13181.74,10838.43,56.17,1320.46,3792.76,5692.75,15497.36,11948.18,0\\r\\n11692,1865,61,Male,0,retired,485,3,310,28,1703.07,3807.72,3089.86,3549.65,1039,188.97,3715.07,14.59,2028.35,3691.84,0\\r\\n11693,1251,32,Male,0,self_employed,751,3,3277,13,201.97,2971.21,1495.04,388.78,8500.34,8001.49,4050.34,5444.9,2396.66,2077.47,1\\r\\n11694,5075,55,Female,0,self_employed,1020,1,19,131,2584.43,2584.43,2581.36,1124.32,0.69,0.69,0.69,0.69,2584.43,2584.43,0\\r\\n11695,3016,70,Male,0,retired,409,3,1317,28,11652.86,11438.58,11501.93,11257.59,214.66,286.09,0.37,171.8,11652.86,11444.61,0\\r\\n11696,220,55,Male,3,salaried,310,3,762,42,297.34,1637.94,1649.88,251.83,0.27,252.1,1326.59,2857.41,1257.7,3076.97,1\\r\\n11697,1426,27,Male,0,self_employed,337,3,3104,18,1324.29,1538.58,2169.16,2966.94,72,900.57,286.29,2460.86,1319.36,2000.97,0\\r\\n11698,258,44,Male,2,self_employed,,3,2039,17,1742.63,6608.49,5525.89,2779.74,357.71,857.71,223.57,109.29,5283.65,6435.98,1\\r\\n11699,2866,48,Female,0,self_employed,1020,1,114,17,18798.03,24673.56,25542.23,31794.61,714.33,0.04,6589.86,214.33,20719.14,26453.01,1\\r\\n11700,3088,53,Female,0,self_employed,996,2,56,32,6975.76,7633.22,7106.67,6750.7,0.03,744.17,657.49,364.2,7066.44,7065.93,0\\r\\n11701,497,31,Male,0,self_employed,623,2,2826,40,7321.4,8364.26,8689,7994.98,0.2,19.25,1328.77,1439.39,7808.1,9327.51,0\\r\\n11702,402,38,Female,0,salaried,1534,2,172,40,2546.89,3061.18,1608.21,644.59,0.53,2857.67,871.96,327.64,2817.83,1472.32,0\\r\\n11703,4881,68,Female,0,self_employed,11,2,280,6,5896.56,5489.42,5519.47,5456.93,429.14,0.57,29.14,0.57,5579.57,5489.42,0\\r\\n11704,1296,65,Male,0,self_employed,100,2,2233,,4853.31,4853.31,4857.55,4992.46,0.36,0.36,0.36,0.36,4853.31,4853.31,0\\r\\n11705,1160,34,Female,0,self_employed,621,2,1242,14,8869.82,369.79,2068.56,1006.63,11357.57,302.83,2857.57,138.14,5185.07,425.57,0\\r\\n11706,1746,42,Male,0,self_employed,649,1,554,0,368.1,421.49,2095.17,1383.3,96235.89,0.31,92857.46,2266.31,269.38,2318.48,0\\r\\n11708,202,21,Male,0,self_employed,762,2,195,0,2578.48,1838.11,1519.56,936.67,1431.89,1364.67,1552.77,319.53,1979.13,1598.89,0\\r\\n11709,521,90,,,self_employed,1341,2,2688,11,828201.44,828191.67,595422.52,381539.2,9.84,441798.76,0.07,0.07,828195.71,571669.08,0\\r\\n11710,2734,40,Female,0,salaried,1096,2,617,13,291.86,2398.82,2588.1,2485.01,1085.83,1757.61,2153.65,245.19,2194.13,2773.82,1\\r\\n11711,2377,41,Female,0,self_employed,409,3,158,33,599.29,599.29,2170.59,8452.08,0.36,246.79,0.36,539.71,599.29,872.78,1\\r\\n11712,2685,69,Male,0,retired,447,2,989,,7211.44,7211.44,7211.44,7165.76,0.11,0.11,0.11,0.11,7211.44,7211.44,0\\r\\n11713,711,6,Male,,student,1096,1,1661,201,1524.11,2952.69,2788.48,2937.38,0.27,0.27,1428.84,0.27,2460.07,2952.69,0\\r\\n11714,1836,81,Male,0,retired,444,3,1978,14,1878.29,1863.99,1782.31,404.69,235.19,149.47,214.47,0.19,1884.88,1808.09,0\\r\\n11715,822,31,Male,0,self_employed,1648,2,35,11,2148.52,3559.94,2028.34,777.72,4631.26,5060.37,5520.48,1706.78,2468.8,2673.2,0\\r\\n11716,707,36,Male,0,salaried,1511,3,1638,62,1695.09,2182.25,1802.68,774.26,0.21,0.21,0.93,184.49,1546.46,2288.97,0\\r\\n11717,4564,37,Female,0,self_employed,623,3,1067,4,1739.91,2869.99,1542.69,1308.65,3448.2,1.64,8004.28,3418.83,1793.25,1615.55,0\\r\\n11718,593,56,Female,,self_employed,860,2,1255,,23083.21,23084.64,23084.23,22938.4,0.19,0.19,1.61,0.19,23083.41,23084.64,0\\r\\n11719,735,61,Female,0,self_employed,1096,2,1358,,7404.83,7404.83,7404.83,7353.03,0.23,0.23,0.23,0.23,7404.83,7404.83,0\\r\\n11720,1089,56,Male,3,salaried,628,3,1999,6,4258.03,4260.8,3266.02,3085.29,5000.4,4286.11,5217.46,2303.17,2603.17,3228.55,0\\r\\n11721,3026,41,Male,0,self_employed,1150,3,1402,38,30082.23,30082.23,22098.82,16129.54,0.57,14286.29,0.57,0.57,30082.23,20404.81,0\\r\\n11722,1963,27,Male,0,salaried,146,3,76,75,3852.89,3852.89,3852.88,3907.99,0.53,0.53,0.53,0.53,3852.89,3852.89,0\\r\\n11725,2077,58,Male,0,salaried,1181,1,235,13,2871.36,879.12,1842.72,697.78,616.53,357.43,0.29,428.86,2480.29,1665.76,0\\r\\n11726,1402,7,Female,0,student,575,2,1381,,3235.63,3235.63,3235.63,3215.26,0.44,0.44,0.44,0.44,3235.63,3235.63,0\\r\\n11727,6267,56,Female,1,salaried,1232,3,29,,5111.7,5108.13,5104.35,5049.49,0.69,0.69,0.69,0.69,5110.81,5105.74,1\\r\\n11728,2214,29,Female,0,self_employed,409,3,481,21,3581.95,654.38,2005.36,1464.51,2426.79,0.5,2356.36,1435.59,3338.24,1223.63,0\\r\\n11729,2488,56,Male,0,self_employed,623,3,1627,,2152.03,2152.03,2152.84,2139.6,0.47,0.47,0.47,0.47,2152.03,2152.82,0\\r\\n11730,325,45,Male,1,self_employed,15,2,6,10,111,1273.66,1516.79,372.16,5883.5,6332.39,23394.2,5736.59,1554.21,582.46,0\\r\\n11731,1060,40,Male,0,salaried,1111,2,708,91,13502.25,10247.05,8954.5,9171.3,0.33,0.33,1283.84,4057.79,12553.42,8679.65,0\\r\\n11732,1030,32,Female,0,self_employed,1020,2,411,17,117.28,4008.98,1896.63,2975.19,8419.64,1931.54,5168.49,1131.33,710.07,2784.1,0\\r\\n11733,5924,56,Male,0,salaried,1020,3,12,31,2021.44,1551.3,2508.06,3117.46,0.07,4.86,1879.31,644.35,2324.27,2334.98,0\\r\\n11734,1271,35,Female,0,self_employed,1265,3,775,296,1746.98,2477.55,2346.2,2462.89,0.1,0.1,730.67,0.1,2083.48,2477.55,0\\r\\n11735,2650,53,Male,1,salaried,1096,1,271,0,12958.43,12483.97,13782.91,18503.11,2598.9,3862.43,429.85,416.84,10977.14,9072.84,0\\r\\n11736,971,45,Male,0,salaried,1522,2,754,12,12798.85,12227.43,11789.36,10330.1,571.44,707.16,0.01,0.01,12483.58,11679.96,0\\r\\n11737,4794,37,Male,2,self_employed,409,2,558,7,4293.32,3157.6,3396.36,1941.87,300.11,2142.97,592.97,357.26,4570.41,3330.41,0\\r\\n11739,2711,35,Male,0,salaried,409,3,391,13,8600.29,7843.14,7816.91,7201.15,757.36,643.07,0.21,143.07,8430.33,7677.24,0\\r\\n11740,2100,55,Female,0,salaried,1020,2,501,,1472.2,1472.2,1472.2,1462.88,0.04,0.04,0.04,0.04,1472.2,1472.2,0\\r\\n11741,3075,71,Male,0,salaried,111,3,767,0,1442.54,3699.68,2542.63,1847.85,600.49,157.63,2857.63,0.49,3082.44,3107.05,0\\r\\n11742,2887,54,Male,2,salaried,,2,655,0,8709.83,8765.27,9046.89,10089.69,625.59,0.59,423.89,0.59,8800.67,8765.27,0\\r\\n11743,3222,76,Female,0,self_employed,1141,2,710,39,701.54,701.54,1794.87,579.34,0.69,74916.26,0.69,75000.69,701.54,4035.69,1\\r\\n11744,446,47,Male,0,self_employed,1348,2,2410,0,2211.78,2157.81,4883.19,283.54,2200.06,142.91,140.63,26433.31,759.28,6493.96,0\\r\\n11745,4505,46,Male,2,salaried,146,3,184,19,27642.98,36.93,3216.72,911.37,18.39,12866.97,1707.36,13866.64,7682.37,991.32,0\\r\\n11746,2220,90,,0,self_employed,834,1,1224,84,290.96,4633.07,2814.84,2722.09,0.13,0.13,0.13,0.13,747.91,4061.76,0\\r\\n11747,2778,36,Male,0,salaried,1525,3,652,81,1559.09,1559.09,1502.86,1030.15,0.5,0.5,0.5,0.5,1559.09,1559.09,0\\r\\n11748,501,47,Female,2,self_employed,146,1,133,26,9922.99,3759.86,4093.2,907.4,14286.36,3572.07,8123.23,138.36,11414.97,538.5,0\\r\\n11749,3374,33,Male,0,salaried,1145,3,459,9,12060.72,11771.83,4775.96,1243.54,55.39,0.39,253.24,326.81,11746.46,1663.58,0\\r\\n11750,1762,30,Male,0,student,,3,1992,258,2622.82,2622.82,2622.82,3043.08,0.41,0.41,0.41,0.41,2622.82,2622.82,0\\r\\n11751,984,32,Female,0,salaried,951,3,2713,54,10049.21,8683.88,7821.57,5031.51,0.31,5.46,63.55,182.1,8938.34,7317.58,0\\r\\n11752,4944,38,Female,2,self_employed,1020,3,143,40,30119.62,28860.63,26536.15,18688.79,0.54,11.04,535.15,1322.21,28867.43,27673.66,0\\r\\n11753,3999,54,Male,0,self_employed,243,3,122,39,1091.42,3164.38,3002.37,2498.6,0.11,130.11,3428.69,3230.91,1927.97,3786.17,1\\r\\n11754,3199,69,Female,0,self_employed,1020,2,212,12,3370.69,3572.71,5948.95,7626.12,375.41,42.13,539.94,0.53,3271.74,3554.59,1\\r\\n11755,4569,36,Female,0,self_employed,623,2,364,346,6631.19,6459.76,6448.76,5978.14,0.23,0.23,0.23,0.23,6619.37,6445.55,0\\r\\n11756,5219,39,Male,1,salaried,649,2,1430,12,2430.19,753.61,1586.64,13388.14,2714.37,857.23,1037.79,1037.79,2320.4,911.39,0\\r\\n11757,2293,41,Female,0,salaried,1589,3,1713,20,5376.77,7349.73,6910.89,4462.45,3069.13,0.56,760.73,158.9,6567.5,7097.67,0\\r\\n11758,1447,9,Female,0,student,996,3,343,11,3376.5,2612.22,2114.08,916.53,2907.49,707.49,2143.2,0.34,2281.18,2155.99,0\\r\\n11759,412,36,Female,0,salaried,630,2,281,5,3350.85,1636.56,1436.77,1886.18,2857.61,0.47,1143.33,0.47,1247.4,1636.56,0\\r\\n11760,3286,66,Female,0,salaried,513,2,216,44,2358.94,2358.94,2328.39,2625.09,0.03,493.74,0.03,0.03,2358.94,2032.89,0\\r\\n11761,1463,90,,0,self_employed,1096,2,1098,49,6921.11,6921.11,5789.72,2343.76,0.63,2345.64,0.63,0.63,6921.11,6164.65,0\\r\\n11762,235,63,Male,0,self_employed,409,2,1338,186,20.86,20.86,2295.13,6453.9,0.4,0.4,0.4,4580.3,20.86,1807.66,0\\r\\n11763,6150,41,Male,0,salaried,1020,1,240,11,36331.69,36135.14,31554.52,20258.42,12241.97,7016.97,10258.91,8342.91,35550.55,32573.85,0\\r\\n11764,1664,65,Male,1,self_employed,834,3,693,47,442.12,893.5,3482.23,270.92,0.61,35.06,318.86,10560.03,676.76,7083.4,1\\r\\n11765,765,51,Female,0,self_employed,506,2,1762,186,3731.09,3731.09,3731.09,3718.34,0.33,0.33,0.33,0.33,3731.09,3731.09,0\\r\\n11766,1719,50,Male,0,salaried,1135,3,1527,104,2242.54,2601.46,2685.02,2663.55,0.03,0.03,285.74,145.11,2377.71,2761.61,0\\r\\n11767,900,21,Female,0,student,630,1,36,89,5092.67,5142.67,2541.49,413.79,0.36,0.36,57.5,23.76,5105.48,2098.01,0\\r\\n11768,1698,64,Male,0,salaried,822,2,1294,8,5686.6,2406.96,6275.3,9815.05,3406.44,0.27,0.27,4468.13,4453,5765.92,0\\r\\n11769,2837,63,Male,0,self_employed,834,3,18,140,2995.35,4607.32,4685.84,6794.72,0.03,0.03,1612,220.17,4335.72,4635.72,0\\r\\n11770,2774,57,Female,0,self_employed,409,2,1000,53,19538.28,20060.09,18287.68,1291.51,0.04,22886.01,71.47,14297.19,19256.37,23151.73,0\\r\\n11771,3166,64,Male,2,self_employed,485,2,295,90,7113.19,1615.25,5366.07,4987.8,0.29,0.29,2351.44,2351.44,5688.27,3258.86,0\\r\\n11772,978,90,,0,self_employed,658,2,735,,6477.76,2406.33,3105.3,1399.91,0.57,0.57,214.86,100.57,4150.17,2483.75,0\\r\\n11773,3243,37,Male,0,self_employed,1002,2,868,11,2187.35,2051.72,2009,1101.67,135.91,29.3,0.29,0.29,2123.21,2041.43,0\\r\\n11774,2410,33,Female,0,self_employed,1020,1,1,7,33560.27,17494.85,22739.53,14431.31,73366.71,62994.47,68247.66,7531.21,20238.22,31899.28,0\\r\\n11775,1128,38,Female,1,self_employed,409,2,1067,231,691.16,1272.75,2271.32,1906.35,0.29,0.29,1286,2078.86,1273.82,2568.51,1\\r\\n11776,1266,46,Male,2,self_employed,1645,2,1017,77,5726.94,5904.75,5739.1,8503.24,0.44,0.44,178.26,178.26,5751.46,5938.14,0\\r\\n11777,635,31,Female,0,salaried,575,2,336,91,5964.5,5964.5,6395.93,9181.39,0.57,0.57,0.57,0.57,5964.5,5964.5,0\\r\\n11778,3315,54,Male,2,salaried,409,3,2072,217,1802.99,1787.7,1791.39,1759.11,0.37,0.37,0.37,0.37,1798.77,1787.7,0\\r\\n11779,1898,47,Female,0,salaried,1150,3,673,144,1010.19,2720.94,2195.77,1222.56,0.31,0.31,1711.06,0.31,1177.68,2739.37,1\\r\\n11780,5365,44,Male,2,self_employed,409,2,4279,13,23362.44,56904.4,41018.4,68054.36,11758.37,95831.99,45242.52,96247.91,19661.31,46981.54,0\\r\\n11781,1039,32,Female,2,self_employed,1294,3,2063,40,8083.63,373.23,2943.57,326.34,0.19,571.61,6111.21,285.9,8457.54,285.67,0\\r\\n11782,2327,61,Male,0,self_employed,1210,2,772,35,3457.64,3457.64,3423.74,3651.48,0.33,57.47,0.33,0.33,3457.64,3413.4,0\\r\\n11783,4160,42,Male,1,self_employed,11,2,121,7,3102.9,3093.14,3111.25,4740.48,679,3536.14,381.56,2857.57,3004.8,3082.2,0\\r\\n11784,2140,62,Female,0,self_employed,1020,2,1799,94,4376.03,4376.03,4537.32,4437.09,0.3,0.3,0.3,428.87,4376.03,4431.33,0\\r\\n11785,1376,26,Female,0,self_employed,334,1,111,126,879.58,884.13,1884.03,2509.49,0.66,0.66,4.88,1980.81,883.28,1971.46,1\\r\\n11786,1992,43,Female,0,self_employed,623,2,562,179,3930.42,4001.85,4069.57,4270.68,0.64,0.64,0.64,0.64,3999.38,4068.67,0\\r\\n11787,3647,43,Male,0,self_employed,1020,1,1357,19,3636.57,4445.18,4347.49,2476.24,257.51,257.51,1069.19,0.37,4468.13,4351.42,0\\r\\n11788,2462,85,Male,0,retired,1593,2,2051,272,5105.8,5291.51,5357.16,5879.75,0.33,0.33,0.33,0.33,5172.79,5359.25,0\\r\\n11789,1445,33,Male,0,self_employed,1647,2,1400,74,5733.56,5733.56,5684.41,5286.97,0.36,0.36,0.36,0.36,5733.56,5733.56,0\\r\\n11790,675,88,Female,0,retired,1020,2,543,87,5998.5,5712.78,5615.56,2309.28,0.36,0.36,436.07,0.36,6122.14,5800.11,0\\r\\n11791,4223,37,Male,0,self_employed,1096,2,1343,14,3798.19,3805.34,3725.33,3347.98,228.76,228.76,235.9,128.76,3778,3647.73,0\\r\\n11792,552,33,Female,,salaried,1020,3,84,256,1407.29,2505.87,2355.26,4009.52,0.57,0.57,1099.14,19.06,1707.54,2514.81,0\\r\\n11793,5927,64,Male,2,self_employed,1096,2,3,172,1679.47,1755.27,1855.47,1934.03,0.64,0.64,155.64,250.64,1703.95,1801.22,0\\r\\n11794,3086,39,Male,1,self_employed,1415,1,516,28,27320.6,67251.62,90992.26,43485.87,0.75,12.02,35414.87,48090.62,47696.82,90639.59,1\\r\\n11795,535,36,Female,0,self_employed,334,2,2632,,2057.29,2052.14,5768.36,153.62,0.64,0.64,0.64,0.64,2054.09,2050.55,1\\r\\n11797,1042,34,Male,2,salaried,956,3,94,3,117.22,876.46,2109.12,1244.89,893.29,146.71,1542.56,3532.36,103.18,2356.17,1\\r\\n11798,2641,90,Male,0,retired,1111,3,1292,11,1316.14,1924.55,1894.21,1766.29,3253.69,396.55,3858.39,289.37,1754.59,1857.02,0\\r\\n11799,794,38,Male,2,salaried,1565,2,63,13,12742.11,8255.22,10623.46,7418.68,257.83,0.69,942.36,5059.42,10195.5,10172.87,0\\r\\n11800,2461,68,Male,0,retired,666,2,1066,16,5366.37,5298.3,5322.7,5330.1,187.2,281.56,143.49,0.63,5377.84,5228.65,1\\r\\n11801,1212,28,Female,0,salaried,1020,2,1276,4,1282.83,2150.6,1759.79,6874.15,176.64,3.26,1043.85,49.44,1691.32,2164.62,0\\r\\n11802,593,42,Female,,self_employed,409,2,1351,23,5093.13,3342.65,4161.28,10436.76,1751.07,1828.63,0.6,0.6,4791.32,3104.28,0\\r\\n11803,5942,61,Male,0,self_employed,,3,57,104,1820.2,1761.44,2070.81,1527.1,0.04,0.04,298.43,540.63,1654.34,2168.39,0\\r\\n11804,4799,51,Male,3,self_employed,15,1,888,0,4522.2,5143.26,4285.94,3680.66,10844.39,7457.06,3760.07,14220.03,4098.17,6312.18,0\\r\\n11805,1781,24,Male,0,student,491,2,707,18,4744.38,4553.65,5261.19,4357.7,286.31,272.03,71.31,6853.97,4710.53,5900.95,0\\r\\n11806,949,90,,,self_employed,1020,1,1105,3,8916.06,5058.91,6049.18,6204.22,7142.89,4128.46,3285.74,14.31,7024.43,3427.17,1\\r\\n11807,5405,38,Male,0,self_employed,1096,3,120,109,1449.39,1524.77,1619.4,1638.34,0.3,0.3,75.69,214.59,1485.78,1566.25,0\\r\\n11808,779,40,Male,0,salaried,1540,2,57,19,1023.19,24396.69,20553.38,12884.49,4220.29,4132.61,27522.36,1172.15,16998.12,23958.53,1\\r\\n11809,1864,43,Female,0,self_employed,368,3,1060,7,8034.4,2339.76,2827.54,2486.16,6071.54,357.26,0.11,0.11,3696.6,2429.28,0\\r\\n11810,1680,47,Male,0,self_employed,1046,2,102,,2343.51,2378.76,2395.05,2512.1,0.19,0.19,0.19,0.19,2360.53,2394.69,0\\r\\n11811,2330,47,Male,1,self_employed,332,3,1857,6,1751.1,745.34,7977.69,20754.4,3394.41,686.23,2381.63,143.37,1462.09,253.62,1\\r\\n11813,1626,38,Female,0,salaried,575,3,572,86,2619.09,2261.95,1900.86,1704.59,0.24,0.24,2857.39,3386.47,2325.99,1650.43,0\\r\\n11814,1360,28,Female,0,self_employed,579,3,192,3,3999.9,2524.88,2862.2,5047.74,1957.83,0.69,290.46,280.33,2472.06,2801.58,0\\r\\n11815,4065,47,Female,0,self_employed,649,3,289,81,7178.4,7175.19,11901.74,15799.94,0.29,0.29,0.29,7245.7,7178.17,13185.82,1\\r\\n11817,1720,27,Male,0,self_employed,1185,3,2196,76,4254.18,4254.18,4279.26,3653.31,0.5,0.5,0.5,0.5,4254.18,4254.18,0\\r\\n11819,2246,64,Male,0,salaried,623,3,1629,21,2135.42,2297.51,2423.55,2023.44,2857.71,0.57,3091.23,58.96,2443.85,2317.73,0\\r\\n11820,1106,31,Male,0,salaried,21,3,2777,,1776.63,1776.63,1776.63,1765.37,0.26,0.26,0.26,0.26,1776.63,1776.63,0\\r\\n11821,2339,16,Female,0,student,1096,1,924,,3039.36,3039.36,3039.36,3020.11,0.41,0.41,0.41,0.41,3039.36,3039.36,0\\r\\n11822,6242,48,Female,0,self_employed,1020,1,15,95,1319.06,1458.19,1603.6,6224.03,0.46,0.46,17.59,94.74,1336.44,1548.68,0\\r\\n11823,3381,65,Female,1,self_employed,1388,2,377,187,4057.32,4757.32,4587.26,5084.55,0.11,0.11,0.11,0.11,4178.01,4757.32,0\\r\\n11824,2244,37,Male,1,self_employed,578,3,1474,0,1305.56,2133.94,1715.61,2478.36,2571.54,2428.69,3399.93,2266.03,1746.84,1742.5,0\\r\\n11825,3210,35,Male,1,salaried,491,3,93,0,7415.78,6801.08,5800.7,4503.57,15606.63,1335.43,8418.53,1061.39,6481.51,5778.76,0\\r\\n11826,256,28,Female,,self_employed,1096,1,617,35,3687.6,3687.6,3307.42,2961.93,0.6,714.89,0.6,0.6,3687.6,3261.33,0\\r\\n11827,1486,58,Female,0,self_employed,1415,2,2330,76,167.81,2571.96,2244.31,997.72,0.56,0.56,3718.99,1555.49,1255.47,2827.91,0\\r\\n11828,5962,57,Male,0,salaried,649,3,1843,53,1896.58,1898.93,1904.06,2076.53,0.5,643.36,2.86,96.44,1897.23,1910.88,0\\r\\n11829,2550,30,Male,0,self_employed,409,3,457,0,1648.6,2573.6,1642.09,1573.78,936.3,5198.87,2929.16,4800.59,1772.13,1444.78,0\\r\\n11830,5478,61,Male,0,self_employed,505,2,615,17,4035.25,6400.19,6121.93,6344.43,300.36,2286.07,2539.26,2743.74,4576.43,6829.21,1\\r\\n11832,2659,35,Male,1,salaried,1232,1,223,9,12951.69,13925.94,14790.24,18022.55,386.21,0.5,1360.47,1110.43,13426.64,14281.69,0\\r\\n11833,2648,81,Male,0,retired,1020,2,1265,,3434.28,3434.28,3434.49,3415.31,0.66,0.66,0.66,0.66,3434.28,3434.28,0\\r\\n11834,2599,84,Male,0,salaried,409,2,272,,2270.43,2270.43,2684.4,2973.99,0.37,0.37,0.37,700.37,2270.43,2812.36,0\\r\\n11835,489,62,Male,,retired,557,3,3681,24,1784.8,1467.05,2063.08,1072.32,643.36,1000.5,471.47,904.61,1897.54,1127.77,1\\r\\n11836,2589,63,Male,0,retired,575,3,1098,114,4479.4,4487.72,4493.99,3257.03,0.49,0.49,14.77,14.77,4483.09,4499.7,0\\r\\n11837,387,43,Male,2,self_employed,146,3,140,19,3109.83,2581.42,2768.65,2872.07,6142.99,0.13,5428.7,881.9,2618.78,2713.77,0\\r\\n11838,1778,19,Male,0,student,1020,3,419,100,6983.47,6983.47,7067.95,917.26,0.19,0.19,0.19,0.19,6983.47,6983.47,0\\r\\n11839,1732,34,Male,0,self_employed,996,2,1209,28,5979.4,5769.47,5899.84,5877.78,286.37,186.37,22.27,216.14,5995.07,5844.33,0\\r\\n11840,456,38,Male,0,self_employed,146,2,2870,4,1428.77,1457.35,1442.44,1166.2,5039.53,6129.89,5631.16,3466.09,2316.06,1376.94,0\\r\\n11841,514,65,Male,,self_employed,1088,1,3135,48,57108.99,71437.56,73172.5,76991.75,0.69,43.54,14286.4,6043.54,68455.3,73581.8,0\\r\\n11842,401,54,Male,,salaried,409,2,2072,33,2870.79,2870.79,2819.18,2862.77,0.04,227.81,0.04,252.73,2870.79,2735.14,0\\r\\n11844,1597,51,Female,0,self_employed,1498,3,1637,,20647.92,20163.17,20655.55,19467.01,0.09,0.09,0.09,1428.66,20280.18,20850.75,0\\r\\n11846,6732,72,Male,0,self_employed,965,3,37,12,5674.13,5074.5,5198.29,5222.67,857.43,0.29,46.71,46.71,5387.46,5080.49,0\\r\\n11847,1406,30,Female,0,student,1438,1,151,349,2987.11,2987.11,2987.11,2006.01,0.46,0.46,0.46,0.46,2987.11,2987.11,0\\r\\n11848,264,42,Male,2,salaried,623,2,218,100,4825.03,7707.63,9614.98,7793.59,0.2,0.2,3214.49,4285.91,5568.57,9012.24,1\\r\\n11849,2585,34,Female,0,self_employed,427,2,795,,4582.79,4257.79,4214.65,3215.2,0.17,0.17,0.17,0.17,4526.76,4226.34,0\\r\\n11851,375,19,Male,0,self_employed,751,1,2880,249,6062.19,6062.19,6062.19,6508.02,0.34,0.34,0.34,0.34,6062.19,6062.19,1\\r\\n11852,4465,40,Male,0,self_employed,,3,238,89,1944.64,1944.51,1929.36,6.23,0.2,0.2,0.2,0.2,1944.54,1944.49,0\\r\\n11853,1024,51,Female,0,self_employed,1192,2,1518,94,38248.38,39212.89,47046.26,40447.62,0.57,0.57,867.97,12400.57,38548.96,45168.65,0\\r\\n11854,4211,31,Male,0,student,1232,1,52,84,5852.87,6385.95,6858.65,746.54,0.17,0.17,128.74,2143.03,6174.18,7701.68,0\\r\\n11855,1906,6,Female,0,student,146,2,1373,,1334.61,1348.9,1460.75,2770.8,0.57,0.57,0.57,0.57,1342.99,1356.73,0\\r\\n11856,1750,84,Male,0,retired,1020,2,15,27,8876.42,8789.03,8767.23,8292.83,28.53,43.53,0.2,0.2,8830.72,8781.39,0\\r\\n11858,186,23,Male,0,self_employed,687,2,4242,18,8.84,1278.09,2511.9,2902.71,537.21,10142.93,2320.74,9685.57,678.1,2107.74,1\\r\\n11859,271,40,Female,,self_employed,1416,2,346,275,2895.47,2895.47,2895.47,2883.16,0.13,0.13,0.13,0.13,2895.47,2895.47,0\\r\\n11860,4332,59,Female,0,salaried,1020,3,501,220,5392.93,6893.45,7467.24,3114.22,0.46,0.46,1213.63,1544.21,6593.35,7613.23,0\\r\\n11861,820,54,Female,0,salaried,1020,2,567,158,5469.78,5480.5,5477.17,5098.84,0.34,0.34,11.06,0.34,5470.52,5480.5,0\\r\\n11862,958,37,Female,0,self_employed,932,2,1469,285,2988.12,10043.49,9825.92,10463.32,0.64,0.64,7143.5,0.64,9516.7,10054.55,1\\r\\n11863,1162,83,Female,0,retired,146,2,354,22,2675.01,2460.95,2425.95,1841.67,214.27,217.4,0.21,0.21,2634.1,2422.57,0\\r\\n11864,829,60,Female,0,self_employed,1540,2,1537,140,684.26,682.15,8151.56,21928.42,0.09,0.09,0.09,14285.8,682.66,7133.77,1\\r\\n11865,1715,40,Male,0,salaried,363,3,1860,17,4121.75,5275.52,3354.52,1867.33,7.07,0.64,2429.89,1160.27,4136.66,3045.4,1\\r\\n11866,4158,53,Male,3,company,334,2,390,49,2760.75,2758.18,2176.1,1523.78,0.11,936.39,0.11,444.29,2758.26,2583.48,0\\r\\n11867,1213,57,Male,0,self_employed,67,3,993,318,2123.56,2123.56,2123.56,2111.75,0.61,0.61,0.61,0.61,2123.56,2123.56,0\\r\\n11868,2127,90,,0,self_employed,15,2,783,21,155.87,168.87,2096.72,537.97,6987.04,57102.51,17742.94,69328.66,934.91,2539.2,0\\r\\n11869,2008,61,Male,0,self_employed,834,2,1927,11,9158.03,8533.83,8043.76,6532.76,643.29,714.71,19.09,125.36,8794.05,8256.71,0\\r\\n11870,1720,90,,0,self_employed,751,2,138,11,35041.48,6679.61,10338.44,18411.85,28453.87,0.3,92,0.3,18393.43,6679.61,0\\r\\n11871,4104,89,Male,0,retired,1096,1,11,27,6133.06,13266.99,11135.11,13301.59,8.99,0.06,7142.91,0.06,6871.36,13266.99,1\\r\\n11872,5112,39,Male,0,self_employed,630,2,36,19,11196.28,17528.76,14972.27,8959.25,1572.1,14643.53,7907.96,19286.39,17117.54,9068.99,1\\r\\n11873,2364,31,Male,1,self_employed,1592,3,1244,9,4693,50.08,1442.87,543.97,7111.24,0.53,2936.24,1429.1,3401.87,530.88,0\\r\\n11874,809,31,Female,0,salaried,1020,2,967,340,843.01,1028.73,1877.29,2274.37,0.7,0.7,157.84,420.84,901.63,1861.48,1\\r\\n11875,1470,61,Male,0,self_employed,136,3,1885,60,2714.69,2714.69,2668.61,3010.53,0.43,0.43,0.43,0.43,2714.69,2714.69,0\\r\\n11876,978,38,Male,0,self_employed,1014,2,1090,45,3040.63,3040.63,1565.98,177.46,0.47,2857.61,0.47,0.47,3040.63,1473.81,0\\r\\n11877,4792,64,Male,0,self_employed,1046,2,102,35,4415.95,4858.81,2361.48,1715.53,0.19,4285.9,428.76,285.9,4718.91,1335.77,0\\r\\n11878,1284,52,Male,0,self_employed,146,2,53,11,154.34,2400.67,1931.02,2994.7,145.77,0.06,147.7,43.67,2004.65,1681.89,0\\r\\n11879,2479,30,Female,0,self_employed,1004,1,307,19,13078.84,1587.39,6487.16,7752.47,14348.96,0.37,24286.09,0.37,14443.37,1587.39,0\\r\\n11880,1036,36,Male,0,self_employed,905,2,3307,86,793.75,3227.52,5211.64,6357.42,0.69,0.69,857.83,714.97,2613.4,4769.3,0\\r\\n11881,3780,45,Female,0,self_employed,905,2,262,268,23830.33,23995.29,24231.03,24398.22,0.49,0.49,165.44,72.76,23927.29,24324.59,0\\r\\n11882,439,29,Female,,self_employed,61,3,2357,230,2035.36,2035.36,2035.36,5520.88,0.66,0.66,0.66,0.66,2035.36,2035.36,0\\r\\n11883,1009,35,Female,0,self_employed,,2,373,114,1558.86,5069.03,2580.89,707.24,0.49,0.49,37238.24,1587.33,3188.74,2814.43,0\\r\\n11884,2832,48,Female,0,self_employed,1096,1,43,327,65933.35,65933.35,65933.35,65587.56,0.36,0.36,0.36,0.36,65933.35,65933.35,0\\r\\n11885,1897,68,Female,0,self_employed,1020,2,79,46,764.38,1174.15,10650.78,11293.73,0.57,11861.93,410.34,17143.43,962.2,13063.06,0\\r\\n11886,3947,34,Male,1,salaried,318,2,273,18,13085.29,11520.58,11859.85,10913.95,1627.11,1627.11,60.77,1682.82,12512.13,11531.64,0\\r\\n11887,1771,44,Female,0,self_employed,531,2,590,12,111.96,4439.91,2255.25,2267.24,33571.46,10742.89,13714.31,20285.74,287.29,4424.4,1\\r\\n11888,508,51,Male,0,salaried,,2,2593,167,499.19,3658.94,3507.25,2311.28,0.1,0.1,3597.71,18.44,3831.11,3520.07,1\\r\\n11889,2875,68,Male,0,salaried,1232,3,447,210,1690.48,1576.2,1600.73,1267.19,0.33,0.33,286.04,0.33,1744.18,1534.1,0\\r\\n11890,1229,32,Female,0,salaried,1096,3,3,123,8852.55,8852.55,9110.97,9583.15,0.69,0.69,0.69,786.4,8852.55,8910.16,0\\r\\n11891,3310,50,Female,0,self_employed,697,1,2330,0,4826.54,4710.28,3775.2,1095.82,1742.97,0.11,1664.43,5571.54,4659.21,6355.44,1\\r\\n11892,2448,65,Male,0,retired,1020,2,411,28,1483.53,1471.72,1487.1,1296.63,72.1,72.1,5.53,148.24,1490.99,1516.72,0\\r\\n11893,290,43,Male,1,salaried,1181,1,235,283,1550.56,1933.42,1995.46,2923.17,0.53,0.53,247.1,0.53,1793.06,1938.03,1\\r\\n11894,5866,38,Male,2,self_employed,1154,1,171,10,6312.12,5723.42,5468.29,3973.22,586.69,586.69,0.39,0.39,5926.51,5344.82,0\\r\\n11895,891,45,Female,0,salaried,1046,2,1248,20,4894.4,4180.11,4344.32,4024.75,714.51,0.23,0.23,0.23,4672.72,4180.11,0\\r\\n11896,208,58,Male,,salaried,666,2,715,40,1345.1,1361.96,1603.85,5551.27,0.19,21.61,2.76,19.97,1358.4,1372.89,0\\r\\n11897,842,90,,,self_employed,1096,2,1349,40,2096.36,16382.07,3479.19,1295.37,0.23,15447.86,14285.94,0.23,2588.97,6914.17,1\\r\\n11898,1447,36,Male,0,self_employed,21,3,2587,248,3861.36,3861.36,3861.36,3837.11,0.69,0.69,0.69,0.69,3861.36,3861.36,1\\r\\n11899,4841,77,Male,0,,904,2,78,,5008.15,5008.15,4996.25,4936.69,0.2,0.2,0.2,0.2,5008.15,5005,0\\r\\n11900,5145,46,Female,2,self_employed,1020,2,85,56,4159,4183,5181.66,3421.85,0.67,650.64,26.96,2099.6,4159.63,5137.07,0\\r\\n11901,1391,30,Female,0,self_employed,1495,3,2753,326,5418.39,5418.39,5418.39,5403.48,0.23,0.23,0.23,0.23,5418.39,5418.39,0\\r\\n11902,2061,44,Female,1,self_employed,1181,2,1649,163,5453.84,5537.01,5554.43,5028.41,0.46,0.46,83.63,83.63,5473.91,5553.11,0\\r\\n11903,2266,26,Female,0,student,409,2,1347,21,2662.16,39.3,1626.67,559.04,2857.27,0.13,2185.84,6285.84,1903.24,1193.22,1\\r\\n11904,3163,57,Male,0,self_employed,52,2,654,26,292.47,4222.38,4586.42,4572.98,641.94,676.09,4857.57,1857.57,3735.91,4741.95,1\\r\\n11905,1802,42,Female,1,salaried,146,2,523,5,48062.48,47684.31,22354.24,5106.86,108.36,46332.45,4667.76,214.4,49922.59,10571.74,0\\r\\n11906,2760,33,Female,0,salaried,1096,1,319,6,2559.94,1988.51,2402.25,6048.18,571.89,1357.6,0.46,0.46,2148.61,1320.31,0\\r\\n11907,1373,46,Female,0,self_employed,236,2,479,23,11460.28,4776.78,6715.71,9340.37,7255.09,0.16,571.59,0.16,10556.72,4776.78,0\\r\\n11908,837,39,Male,0,self_employed,1096,2,2005,149,4764.69,4764.69,4764.69,4720.94,0.39,0.39,0.39,0.39,4764.69,4764.69,0\\r\\n11909,6648,71,Male,0,retired,623,1,21,44,15286.78,15289.82,15401.1,15583.19,0.24,8.34,3.28,285.96,15287.51,15331.6,0\\r\\n11910,1758,31,Male,0,self_employed,1150,3,3248,0,2031.25,912.82,1916.58,2063.24,1800.4,1000.4,324.83,2243.26,1309.62,2001.66,1\\r\\n11911,2794,79,Male,0,self_employed,1096,2,287,41,2637,2637,2491.45,2997.34,0.29,568.07,0.29,286,2637,2482.43,0\\r\\n11912,3063,43,Female,0,salaried,834,3,23,87,3334.8,3358.21,3170.26,2108.24,0.39,0.39,1428.96,0.39,2811.03,3376.64,1\\r\\n11913,3371,15,Female,0,student,61,2,115,46,5801.15,5801.15,5497.69,5129.62,0.61,643.47,0.61,0.61,5801.15,5531.57,0\\r\\n11914,6940,45,Male,0,self_employed,409,3,922,9,17789.45,14201.88,13170.65,13921.77,3214.76,4364.76,1600.47,2697.61,15047.58,12703.73,0\\r\\n11915,734,39,Female,,salaried,484,3,1641,105,1952.76,1952.76,1951.12,1832.01,0.51,0.51,71.94,0.51,1947.83,1952.76,0\\r\\n11916,2200,50,Male,0,self_employed,1437,3,1063,9,5985.66,6494.16,5916.61,2198.79,857.29,1357.29,1322.93,630.14,6103.25,6161.63,0\\r\\n11917,3310,88,Male,0,retired,1020,2,16,201,2077.04,2077.04,2077.04,2028.23,0.24,0.24,0.24,0.24,2077.04,2077.04,0\\r\\n11918,1718,37,Male,1,self_employed,409,3,709,20,2177.54,377.46,1537.92,552.2,5121.24,0.7,2410.47,392.97,3392.56,538.29,0\\r\\n11919,1510,14,Female,0,student,579,2,192,,1891.9,1820.47,1820.47,1597.6,0.43,0.43,0.43,0.43,1891.9,1820.47,0\\r\\n11920,366,34,Male,,salaried,1024,2,1968,3,5041.22,4356.93,4871.24,6522.22,886.3,0.59,172.01,0.59,4835.35,4356.93,0\\r\\n11921,3491,49,Female,2,self_employed,666,2,2484,103,5948.45,5948.45,5948.45,2272.67,0.29,0.29,0.29,0.29,5948.45,5948.45,0\\r\\n11922,1887,34,Female,0,self_employed,658,2,735,,1502.59,1502.59,1502.59,1493.08,0.6,0.6,0.6,0.6,1502.59,1502.59,0\\r\\n11923,1346,58,Male,2,self_employed,478,2,915,,2151.76,2253.4,2244.42,2325.71,0.2,0.2,71.63,0.2,2194.21,2255.24,0\\r\\n11924,1041,52,Male,0,self_employed,253,3,1960,20,3175.3,2757.62,2800.22,5527.37,243.14,140.09,0.29,0.29,3087.17,2704.9,0\\r\\n11925,1441,40,Male,0,self_employed,7,2,1276,,2378.16,2378.16,2553.28,2277.75,0.31,0.31,17857.46,11714.6,2378.16,2507.2,0\\r\\n11926,1914,49,Female,0,self_employed,1020,3,356,207,2701.49,2701.49,2701.49,2684.4,0.57,0.57,0.57,0.57,2701.49,2701.49,0\\r\\n11927,2786,51,Male,0,salaried,146,2,371,3,3439.29,3418.63,3408.54,3347.31,26.1,26.11,0.27,0.27,3427.55,3407.64,0\\r\\n11928,2044,40,Male,0,salaried,1490,3,243,0,10004.51,10833.6,10413.55,10433.82,441.04,443.83,1269.97,243.11,9989.34,10674.51,0\\r\\n11929,6439,47,Male,0,salaried,491,2,93,147,5428.95,4607.77,5362.22,15501.22,0.21,0.21,357.36,1518.51,5692.31,5248.1,0\\r\\n11930,1538,50,Male,0,self_employed,1525,3,1077,13,3929.13,2586.98,3012.24,2230.58,442.7,2236.27,886.27,0.56,3914.82,2571.09,0\\r\\n11931,2578,64,Female,2,self_employed,1096,3,483,77,3370.8,4442.23,3065.38,4051.7,0.67,0.67,0.67,2143.53,4146.66,3260.2,0\\r\\n11932,1840,48,Male,0,student,802,2,812,23,11673.27,11578.48,11633.86,11505.13,1366.36,0.14,0.14,0.14,11744.61,11578.48,0\\r\\n11933,689,41,Male,0,self_employed,905,2,1336,10,1548.31,2376.08,2415.23,1520.59,545.27,545.27,1373.04,510.47,2562.79,2439.19,0\\r\\n11934,1465,90,,0,self_employed,1598,2,220,210,2688.06,2688.06,2688.06,2907.48,0.63,0.63,0.63,0.63,2688.06,2688.06,0\\r\\n11935,6982,63,Male,1,salaried,1472,3,505,168,1747.08,1747.08,1747.08,1736,0.03,0.03,0.03,0.03,1747.08,1747.08,0\\r\\n11936,1106,29,Male,3,salaried,468,2,967,23,11162.37,11233.8,11302.76,9807.15,357.4,0.26,428.83,0.26,11440.7,11233.8,0\\r\\n11937,708,30,Male,0,self_employed,969,2,2430,54,2001.82,5716.1,4609.13,5446.77,0.03,200.03,3714.31,0.03,2627.43,5683.85,0\\r\\n11938,7034,45,Male,3,salaried,1525,3,1,23,6289.14,6203.5,2325.91,1133.41,0.73,0.41,2226.08,1568.53,2448.5,2471.19,0\\r\\n11939,1559,42,Male,0,self_employed,621,2,1921,95,9162.08,7019.22,7221.72,664.21,0.01,0.01,428.59,142.87,7590.65,6857.88,0\\r\\n11941,3265,45,Male,2,self_employed,694,2,986,0,23463.88,28532.21,33179.89,11133.79,78688.73,82.46,88270.24,1785.84,50607.74,29440.88,1\\r\\n11942,4926,66,Male,2,retired,1232,3,52,18,2721.11,1929.05,2427.31,1336.56,1658.36,1551.06,836.74,2983.41,2551.61,2191.66,0\\r\\n11943,1452,32,Male,0,self_employed,510,3,2678,23,4477.57,3041.81,2961.02,4000.78,1428.64,2928.69,0.07,2928.64,4227.54,1636.58,1\\r\\n11944,1358,54,Male,0,self_employed,1597,2,170,60,15631.33,11946.25,13223.72,19236.88,0.67,0.67,214.96,435.01,13958.88,12192.48,1\\r\\n11945,5476,67,Male,3,retired,1020,2,1108,7,1830.62,1654.91,1555.61,4962.86,213.33,142.26,0.61,0.61,1753.79,1603.57,0\\r\\n11946,807,59,Male,,salaried,790,2,2917,119,1043.06,3903.47,3089.68,4106.99,0.67,0.67,2857.81,0.67,1439.06,3903.47,1\\r\\n11947,2922,68,Male,0,self_employed,15,3,48,133,1570.09,1207.53,2052,2663.84,0.09,0.09,1257.23,2255.4,1837.7,1721.56,0\\r\\n11948,854,31,Male,2,salaried,1598,3,2028,28,5918.16,5789.28,5853.39,4466.74,143.14,1,14.26,37.7,5923.25,5801.83,0\\r\\n11949,3100,51,Male,2,self_employed,15,2,300,17,4484.36,4400.7,4494.19,2332.14,156.76,0.19,0.19,0.19,4479.18,4464.21,0\\r\\n11950,1489,70,Male,0,self_employed,1096,2,1671,28,6679.32,8179.32,7795.28,5943.34,643.4,366.26,2143.4,0.54,7935.48,8169.83,0\\r\\n11951,4456,36,Female,1,salaried,623,2,81,3,2181.83,1393.96,2240.24,1863.8,300.61,800.61,320.69,1817.64,1793.81,1954.76,1\\r\\n11952,2965,38,Female,0,self_employed,802,2,812,24,6379.16,5474.95,5177.88,2157.78,633.1,633.1,0.31,0.31,6133.75,5395.14,0\\r\\n11953,1060,71,Male,0,retired,834,3,452,,930.25,941.95,1812.62,2473.31,0.09,0.09,142.94,1428.66,985.52,2053.47,0\\r\\n11954,690,36,Male,0,self_employed,1353,3,369,46,4295.06,4337.91,4427.2,4881.51,0.23,656.09,0.23,714.51,4311.31,4515.87,0\\r\\n11955,3180,34,Female,0,self_employed,146,2,832,32,1454.93,1367.98,1585.1,1967.61,0.49,6517.89,6.49,7179.08,1379.56,1675.04,0\\r\\n11956,1955,31,Male,0,salaried,657,2,1785,21,657.4,1641.95,1519.45,1489.47,72.11,72.11,1429.26,0.69,1244.95,1655.78,0\\r\\n11957,2239,45,Female,0,self_employed,1076,2,64,54,3569.82,3569.82,3486.87,3116.64,0.61,214.9,0.61,0.61,3569.82,3535.26,0\\r\\n11958,828,57,Male,0,salaried,431,2,906,,12882.93,12882.93,12882.93,12801.32,0.61,0.61,0.61,0.61,12882.93,12882.93,0\\r\\n11960,439,48,Female,,self_employed,907,3,2258,75,4532.68,5242.87,5823.41,9108.42,0.27,0.27,714.56,428.84,4772.51,5574.67,0\\r\\n11961,795,28,Male,,self_employed,1611,3,448,,2078.07,2078.07,2078.07,2050.56,0.63,0.63,0.63,0.63,2078.07,2078.07,0\\r\\n11962,1606,90,,,self_employed,745,3,2080,59,4672.95,4672.95,4127.05,3356.43,0.06,714.34,0.06,99.1,4672.95,4749.63,0\\r\\n11963,1475,28,Female,0,student,623,3,2391,28,16773.76,10345.18,8267.94,76.93,7143.39,10268.39,714.81,0.53,16699.86,8026.64,0\\r\\n11964,2738,66,Female,0,self_employed,996,2,3029,,3519.98,2965.52,5384.95,8039.56,0.51,0.51,0.51,7143.37,3042,4077.62,0\\r\\n11965,1326,46,Male,0,salaried,372,2,1821,33,1379.5,1814.83,2591.31,5079.5,0.41,143.27,0.41,1714.7,1552.85,2430.73,1\\r\\n11966,366,69,Male,,self_employed,146,2,184,,1608.77,1608.77,1608.77,1598.58,0.2,0.2,0.2,0.2,1608.77,1608.77,0\\r\\n11967,3318,43,Male,0,salaried,1525,2,146,,3118.85,3404.56,3479.83,4214.6,0.47,0.47,429.04,214.76,3291.26,3524.45,0\\r\\n11968,749,39,Female,0,self_employed,1084,3,540,91,1477.58,1477.58,2399.23,664.05,0.66,0.66,0.66,0.66,1477.58,1477.58,0\\r\\n11969,1993,36,Male,0,salaried,486,2,232,74,2430.9,2568.68,2515.03,2565.32,0.49,0.49,209.7,619.27,2536.38,2543.4,0\\r\\n11970,1602,90,Male,0,self_employed,387,2,1743,235,21419.67,21419.67,21419.67,21238.52,0.27,0.27,0.27,0.27,21419.67,21419.67,0\\r\\n11971,1016,44,Male,1,salaried,15,2,1288,27,21490.4,258.06,6757.34,1019.51,21428.6,714.31,196.26,524.59,20034.7,110.41,0\\r\\n11972,1537,63,Female,0,self_employed,834,2,1924,21,1477.94,1385.09,2232.15,2677.38,250.24,0.24,200.24,1507.39,1467.35,2288.51,0\\r\\n11973,4687,47,Female,0,self_employed,409,3,4074,35,1332.65,2775.59,1910.08,2343.56,0.57,1276.29,0.57,543.41,1387.84,2031.93,1\\r\\n11974,1181,23,Male,0,student,625,2,1699,31,10206.86,10335.43,9948.96,7045.05,0.7,729.27,0.7,0.7,10246.76,10070.88,0\\r\\n11975,2634,37,Male,0,salaried,409,2,391,55,8290.29,8290.29,8150.21,7191.9,0.24,372.46,0.24,0.24,8290.29,8242.26,0\\r\\n11976,1924,41,Male,3,self_employed,50,1,131,31,3210.98,3210.98,3854.36,3667.07,0.01,2428.87,0.01,564.16,3210.98,1479.66,0\\r\\n11977,1087,25,Male,0,salaried,623,2,1995,35,1773.81,1832.14,2187.98,5575.63,0.4,714.69,58.73,1879.17,1774.84,1661.43,0\\r\\n11979,3384,59,Female,0,self_employed,1020,1,423,6,47756.47,1327.9,6030.43,2024.33,46428.66,0.09,0.09,0.09,10933.81,1327.9,0\\r\\n11981,2266,65,Male,0,self_employed,1096,2,134,4,1995.74,2697.55,2335.9,4291.93,5300.04,2428.61,4801.6,572.31,2671.04,2892.2,0\\r\\n11982,5096,85,Male,1,,334,1,136,45,9044.16,9552.6,9679.93,6999.51,0.39,1336.6,407.53,770.03,9392.62,9525.97,0\\r\\n11983,1353,35,Male,0,salaried,623,2,1929,11,10228.35,9559.3,10392.92,10533.33,714.53,142.07,659.76,1277.06,10282.74,9885.43,0\\r\\n11984,2497,52,Female,0,self_employed,409,1,1985,4,6298.63,4870.06,4065.64,4314.22,1428.76,1397.59,0.19,0.19,5116.36,3607.89,0\\r\\n11985,712,30,Male,0,salaried,623,3,2019,4,3528.77,2955.03,3666.55,8414.34,1745.74,1737.99,1540.21,1748.16,4118.58,3101.79,0\\r\\n11986,1908,54,Female,0,self_employed,822,3,295,28,1865.53,1187.77,1886.08,607.09,15757.79,0.03,15069.53,467.2,4334,1006.47,1\\r\\n11987,1153,90,Male,0,self_employed,526,2,421,,8482.73,8482.73,8482.73,8428.99,0.47,0.47,0.47,0.47,8482.73,8482.73,0\\r\\n11988,2915,55,Female,0,self_employed,574,3,265,,1419.47,1419.47,1880.3,5400.8,0.47,0.47,0.47,0.47,1419.47,1419.47,0\\r\\n11989,1783,50,Male,0,salaried,1589,3,1714,13,5002.94,4864.37,4783.92,5003.56,171.51,151.83,28.66,7.16,4928.36,4784.12,1\\r\\n11990,1489,34,Male,0,self_employed,463,2,2268,26,7458.46,5751.91,7455.74,7128.46,3571.61,0.19,0.19,1143.04,7592.14,6018.45,0\\r\\n11992,7061,57,Female,0,self_employed,996,2,1209,152,12808.92,11586.37,12890.76,11937.74,0.7,0.7,4286.41,2286.41,12007,9272.35,0\\r\\n11993,3470,37,Male,0,self_employed,1004,3,307,0,16746.48,1032.2,1623.33,1007.95,8571.76,0.33,0.33,0.33,2805.59,1032.2,1\\r\\n11994,2231,47,Female,0,salaried,575,3,1717,289,321.43,368.21,3235.1,14526.01,0.13,0.13,0.13,7528.04,322.59,407.49,1\\r\\n11995,4029,31,Male,1,self_employed,1006,2,798,115,2860.37,2860.37,4396.47,5394.33,0.27,0.27,0.27,2857.41,2860.37,4611.52,1\\r\\n11996,2198,66,Male,0,self_employed,243,2,630,30,11905.17,12048.03,11761.63,12289.85,0.17,1039.55,285.89,176.39,11905.17,11172.35,0\\r\\n11997,1615,23,Female,0,salaried,491,2,279,129,8859.02,8880.46,8889.43,8981.04,0.46,0.46,21.9,3.91,8878.24,8882.8,0\\r\\n11998,3380,37,Female,0,self_employed,1020,2,419,,1578.08,1578.08,3390.67,4407.24,0.69,0.69,0.69,2857.83,1578.08,4158.72,1\\r\\n11999,407,30,Male,,self_employed,1208,2,188,153,262.04,3044.03,2229.18,2158.46,0.67,0.67,2786.39,0.67,599.48,3044.03,1\\r\\n12000,2198,65,Male,0,salaried,1598,3,1465,,7589.4,7603.69,7656.13,7830.2,0.1,0.1,0.1,0.1,7595.8,7647,0\\r\\n12002,3631,52,Female,2,self_employed,905,2,1380,12,7315.37,16511.92,16896.07,5403.57,20000.2,0.2,29196.74,7143.06,8839.49,17894.4,1\\r\\n12003,2043,26,Male,0,student,1096,3,588,14,2202.51,1773.94,1649.31,753.01,429.01,429.8,0.44,0.44,1995.61,1607.74,0\\r\\n12004,328,46,Female,0,self_employed,1020,2,356,25,3252.56,2459.28,2087.39,1710.29,2142.97,0.11,0.11,0.11,2694.93,1830.2,0\\r\\n12005,1285,62,Female,0,self_employed,656,2,1383,146,6946.42,7374.99,7684.31,9321.05,0.63,0.63,429.2,643.49,6985.82,7568.54,0\\r\\n12006,639,40,Male,0,self_employed,633,3,1728,25,18344.33,18344.33,7771.21,1442.58,16915.76,16892.34,0.44,0.44,16594.47,5266.73,0\\r\\n12007,180,59,Male,0,salaried,1038,2,156,24,1547.18,1546.56,1555.46,3438.48,41.07,0.44,40.44,0.44,1573.28,1546.56,0\\r\\n12008,3565,38,Female,0,self_employed,800,2,112,0,3719.38,4082.37,8669.95,10265.2,4714.8,2571.94,77.79,9481.94,3847.62,10741.45,0\\r\\n12009,6625,44,Female,0,self_employed,409,1,26,34,914.9,272.05,1822.19,1801.99,0.03,309.05,0.03,2500.03,540.52,2508.55,0\\r\\n12010,260,29,Male,0,self_employed,1467,3,191,38,3579.86,3739.79,2722.23,1800.63,0.19,1428.92,4.46,0.19,3605.11,2781.43,1\\r\\n12011,4060,44,Female,1,salaried,1020,3,425,25,2434.6,983.88,1649.68,2138.81,88.26,428.97,1698.74,1709.74,1519.05,1516.28,0\\r\\n12012,615,72,Female,0,salaried,491,1,279,5,2668.96,2480.62,2607.46,3551.07,2636.26,27636.26,3734.8,28679.11,2818.42,3020.94,0\\r\\n12013,456,60,Male,1,salaried,745,2,2042,74,5301.68,5315.97,7777.27,7343.03,0.31,0.31,0.31,10000.31,5302.66,6929.79,0\\r\\n12014,1271,34,Female,0,self_employed,615,2,1015,219,2307.38,2450.23,2704.99,5332.09,0.41,0.41,0.41,0.41,2354.18,2494.94,0\\r\\n12015,3528,40,Female,0,salaried,1020,2,19,230,9393.62,8936.92,8682.52,8348.08,0.56,0.56,0.56,0.56,9067.63,8786.53,0\\r\\n12016,1924,24,Male,0,self_employed,705,3,1724,13,1081.52,1733.84,2408.81,1287.76,857.39,928.81,1581.13,2010.49,1312.36,2663.07,0\\r\\n12017,1375,68,Female,0,self_employed,318,1,1306,279,18786.83,18786.83,18787.57,22841.9,0.46,0.46,0.46,0.46,18786.83,18786.83,0\\r\\n12018,1925,30,Male,0,salaried,1388,2,632,7,1000.51,279.11,2187.9,6816.94,2361.01,8466.11,1618.41,11916.31,1312.68,3059.24,0\\r\\n12019,5592,48,Male,2,self_employed,409,1,92,45,7665.61,9080.6,7746.84,449.65,0.37,8670.66,0.37,571.8,7932.44,6679.81,1\\r\\n12020,1055,40,Male,0,self_employed,1598,3,1087,,692.66,684.23,1762.36,3055.56,0.17,0.17,0.17,2857.31,692.23,957.87,0\\r\\n12021,1932,60,Male,3,self_employed,1096,2,617,44,48750.03,58233.91,34807.73,2095.57,0.47,68222.34,9486.9,12218.33,52274.8,50903.11,0\\r\\n12022,4494,71,Male,0,retired,1096,2,205,25,1952.62,1530.08,2228.88,5294.57,476.21,119.07,286.23,1714.66,2096.04,1667.41,0\\r\\n12023,2703,37,Male,0,self_employed,1020,3,80,19,5710.58,1952.25,3817.89,1958.83,4286.03,0.31,4.92,240.26,5742.66,2411.09,0\\r\\n12024,444,48,Male,,self_employed,1338,1,1974,28,11494.43,1494.43,4827.76,1278.77,10000.54,0.54,0.54,0.54,11494.43,1494.43,1\\r\\n12025,6176,45,Male,0,self_employed,1096,2,557,35,14306.67,13176.87,12784.33,9000.68,0.16,1548.26,193.69,679.69,14379.09,12639.28,0\\r\\n12026,962,75,Female,0,self_employed,,2,3406,266,1989.13,3417.7,3401.28,3397.57,0.59,0.59,1429.16,0.59,3368.44,3417.7,0\\r\\n12027,5129,59,Male,0,self_employed,1020,3,145,154,1389.52,1666.75,3568.05,1323.86,0.24,0.24,6519.94,3339.97,2303.32,3956.66,1\\r\\n12028,530,65,Male,0,self_employed,1020,1,79,100,1753.17,2056.42,2049.61,1010.18,0.01,0.01,303.27,0.01,2025.05,2056.42,1\\r\\n12029,3238,42,Male,0,self_employed,800,2,112,20,1725.71,1606.45,1542.68,3632.72,114.4,228.69,0.11,0.11,1691.7,1477.93,0\\r\\n12030,1868,49,Male,0,salaried,575,2,1718,17,28904.24,29485.38,19938.65,9765.15,521.63,25353.06,585.91,4020.2,28928.27,22242.46,0\\r\\n12031,2123,42,Male,0,self_employed,87,2,1859,14,0.7,9567.7,5982.72,1031.82,2485.79,3285.79,13352.79,285.79,4493.35,7746.96,1\\r\\n12032,2672,11,Male,0,student,15,1,49,78,18687.39,18834.83,16948.01,3855.16,0.3,0.3,0.3,0.3,18809.41,18945.43,0\\r\\n12033,1971,34,Male,0,salaried,1020,2,16,9,4281.24,3957.1,4189.39,3773.15,857.71,500.57,200.57,1907.71,4185.09,5196.27,0\\r\\n12034,1557,55,Male,4,self_employed,1529,2,1856,19,1007.18,1302.61,1561.37,1791.27,2438.73,2153.01,970.54,649.11,1533.98,1573.03,0\\r\\n12035,6309,44,Male,3,salaried,575,1,90,290,9003.34,15369.74,7295.92,6019.98,0.27,0.27,10467.83,3122.75,7040.6,8505.91,0\\r\\n12036,956,26,Male,0,self_employed,834,2,469,5,403.8,4844,2739.02,917.22,1063.61,10778.54,5292.51,5937.48,4299.99,913.45,0\\r\\n12037,2302,34,Male,0,student,283,2,2581,,3801.99,3801.99,3801.99,3777.9,0.01,0.01,0.01,0.01,3801.99,3801.99,0\\r\\n12038,2649,52,Female,0,self_employed,621,1,219,287,2469.65,4067.7,3874.41,4844.46,0.43,0.43,1316.29,307.57,2913.16,4335.21,0\\r\\n12039,2898,45,Female,0,self_employed,834,2,40,117,2613.95,2371.1,2701.8,2335.62,0.64,0.64,1643.5,1167.69,2978.49,2765.92,0\\r\\n12040,262,43,Male,0,self_employed,832,3,3352,41,14829.89,15158.46,14422.25,9907.26,0.21,1428.79,328.79,328.79,14943.19,14456.32,0\\r\\n12041,2491,44,Male,2,self_employed,905,2,34,53,2555.97,2817.13,2829.14,990.76,0.07,175.07,261.23,174.79,2808.13,2850.88,0\\r\\n12042,1875,71,Female,0,self_employed,334,3,636,47,4593.84,4936.86,4755.14,3112.99,0.09,31.8,328.82,36.03,4849.11,4931.71,0\\r\\n12043,3178,45,Male,0,self_employed,146,2,628,3,3050.37,7395.87,6605.79,4297.42,321.5,107.21,4285.79,0.07,5513.99,7349.64,1\\r\\n12044,2158,41,Female,0,self_employed,65,2,749,345,12445.88,12445.88,12445.88,12367.04,0.01,0.01,0.01,0.01,12445.88,12445.88,0\\r\\n12045,235,42,Female,0,self_employed,1271,2,2012,6,2083.11,1759.86,2576.98,1087.39,279.06,1686.14,0.43,3468.14,1858.22,4394.3,0\\r\\n12046,458,2,Male,,student,1181,3,235,15,2643.27,149.21,1637.32,1877.81,14.41,0.13,4342.99,1600.13,1648.56,1419.26,1\\r\\n12047,4651,38,Female,0,self_employed,1494,3,69,63,7984.23,8900.46,7591.87,9260.28,0.56,0.56,4009.65,1429.13,8379.82,6420.35,0\\r\\n12048,2773,29,Male,0,student,1181,2,477,28,3097.91,2847.06,2882.38,2251.86,243.56,1929.27,0.7,1529.27,3096.15,2377.52,0\\r\\n12050,4268,33,Male,1,salaried,1232,1,48,5,22083.88,3913.14,10490.21,18952.49,28728.31,0.98,32476.67,21655.52,12623.7,10684.84,0\\r\\n12051,1132,27,Male,0,salaried,257,2,2179,,12214.86,12214.86,12178.58,12018.17,0.13,0.13,0.13,0.13,12214.86,12214.86,0\\r\\n12052,4766,43,Female,0,self_employed,1604,3,163,83,1776.79,1295.51,1500.44,715.95,0.64,0.64,1004.45,689.68,1487.26,1514.43,0\\r\\n12053,1386,44,Male,0,self_employed,1337,3,2400,95,7439.75,7439.75,7439.75,7419.8,0.19,0.19,0.19,0.19,7439.75,7439.75,0\\r\\n12054,2843,71,Male,2,retired,334,2,10,61,4900.16,5627.44,5505.47,5285.64,0.44,0.44,0.44,0.44,5476.97,5629.82,0\\r\\n12055,4109,46,Female,0,self_employed,1020,2,419,41,16671.04,18767.91,17111.44,56664.01,0.64,3103.39,2097.51,2501.79,17164.29,17665.41,0\\r\\n12056,1447,47,Male,4,self_employed,719,3,2633,31,14437.79,14432.37,12024.9,139.16,0.13,1.16,0.13,251.54,14435.55,14610.45,0\\r\\n12057,518,43,Female,,salaried,1085,2,1249,19,2700.52,3032.66,6658,2987.61,50780.89,1423.74,1272.31,971.47,13558.55,3107.32,1\\r\\n12058,5774,44,Male,2,salaried,1096,2,27,0,19033.74,17941.42,15864.32,13818.98,3924.87,4304.69,1478.71,1527.29,16663.99,15885.64,0\\r\\n12059,1099,42,Female,0,self_employed,1305,3,2650,310,6675.25,6675.25,6675.25,6954.66,0.59,0.59,0.59,0.59,6675.25,6675.25,0\\r\\n12060,388,49,Male,,salaried,649,2,3741,13,1645.4,3472.66,3506.04,8755.48,571.66,0.23,1714.51,396.36,2490.4,3791.84,1\\r\\n12061,3633,40,Male,0,self_employed,,2,405,139,2737.51,2939.06,3482.31,4877.95,0.27,0.27,0.27,0.27,2738.9,3352.34,0\\r\\n12062,1582,43,Male,2,self_employed,630,1,36,44,18191.02,918.37,5598.88,766.52,0.44,87143.3,0.44,87078.96,6869.53,9230.75,0\\r\\n12063,454,30,Female,,self_employed,575,3,3603,168,902.19,1452.24,1480.29,1827.9,0.11,0.11,550.17,0.11,1038.68,1452.24,0\\r\\n12064,3723,57,Male,2,self_employed,649,2,54,166,2315.84,2315.84,4323.26,2892.87,0.07,0.07,0.07,4285.79,2315.84,5635.08,1\\r\\n12065,570,16,Male,,student,252,3,1960,276,2224.07,2209.78,2207.9,3942.56,0.06,0.06,0.06,0.06,2222.1,2207.94,0\\r\\n12066,2504,37,Female,0,self_employed,904,3,722,,2949.02,2861.54,3387.71,4315.16,0.04,0.04,0.04,0.04,2885.67,2963.38,0\\r\\n12067,306,66,Male,,self_employed,1477,2,1091,70,1412.14,2112.14,2075.33,1806.14,0.09,0.09,700.09,500.09,1879.14,2418.59,1\\r\\n12068,3235,34,Male,0,salaried,834,3,334,312,9333.38,18745.09,8172.39,4508.12,0.7,0.7,14286.41,0.7,5131.66,12414.31,0\\r\\n12069,1250,67,Male,1,self_employed,649,2,2838,4,1429.07,1923.77,1439.01,1022.52,956.34,1596.96,154.7,542.67,1627.1,1736.99,0\\r\\n12070,6317,43,Male,0,salaried,503,1,1292,145,9755.53,9755.53,9755.53,9691.52,0.3,0.3,0.3,0.3,9755.53,9755.53,1\\r\\n12071,403,56,Female,,self_employed,1330,2,3148,68,10460.33,9688.9,9557.89,8535.94,0.59,0.59,143.44,286.3,9631.27,9867.24,0\\r\\n12072,730,90,Male,0,self_employed,751,2,2784,5,22929.48,28109.75,25304.08,23793.7,7348.24,22178.03,12528.51,18169.76,22643.45,33253.29,0\\r\\n12073,1307,81,Male,0,self_employed,409,2,598,7,13887.84,8221.84,7687.91,3017.22,5638.09,27457.34,0.57,21643.43,10826.02,10738.19,0\\r\\n12074,1284,70,Female,0,self_employed,1393,3,1777,,3358.55,3358.55,3358.55,3337.28,0.5,0.5,0.5,0.5,3358.55,3358.55,0\\r\\n12075,1432,43,Female,0,self_employed,15,2,1285,,479.57,2735.47,3424.93,5698.76,0.06,0.06,4285.77,714.34,1464.29,3247.4,1\\r\\n12076,1202,90,,0,self_employed,834,1,174,232,3048.03,3048.03,3048.03,3036.38,0.67,0.67,0.67,0.67,3048.03,3048.03,0\\r\\n12077,1126,27,Female,0,self_employed,904,2,1112,56,3346.16,3346.16,3110.75,2143.65,0.34,626.49,0.34,0.34,3346.16,3265.37,0\\r\\n12078,2387,42,Female,1,salaried,146,2,2858,19,3530.98,4491.02,3807.83,4103.51,13.96,0.46,3082.19,2182.9,4055.7,4036.15,0\\r\\n12079,2054,31,Male,0,salaried,409,3,1442,26,5952.13,320.03,2028.98,818.22,4714.91,0.59,2838.79,3419.4,5256.74,678.59,0\\r\\n12080,1407,47,Female,0,self_employed,905,3,1831,,4987.64,5144.78,5327.87,5382.03,0.4,0.4,486.11,728.97,5074.34,5384.87,0\\r\\n12081,879,61,Female,,self_employed,666,3,2776,13,3180.4,2680.4,2790.41,2467.21,500.23,0.23,0.23,0.23,3010.45,2680.4,0\\r\\n12082,2092,30,Male,0,student,1181,2,186,,6425.42,6425.42,6425.42,6384.72,0.69,0.69,0.69,0.69,6425.42,6425.42,0\\r\\n12083,1220,60,Female,0,self_employed,630,3,2487,231,1472.53,1472.53,1472.53,1463.46,0.01,0.01,0.01,0.01,1472.53,1472.53,0\\r\\n12084,1158,51,Female,0,self_employed,356,3,2810,,5375.48,5375.48,5375.48,5712.53,0.01,0.01,0.01,0.01,5375.48,5375.48,0\\r\\n12085,943,22,Female,0,student,,2,480,18,2284.87,2213.44,1922.44,1954.62,643.41,1286.27,214.84,379.14,2159.26,1933.56,0\\r\\n12086,3469,37,Male,0,salaried,995,1,200,,2485.22,2485.22,2485.22,2469.38,0.19,0.19,0.19,0.19,2485.22,2485.22,0\\r\\n12087,595,42,Female,,self_employed,15,1,300,21,5525.05,4382.19,4026.03,2936.34,1143.21,1428.93,0.36,0.36,5249.19,3875.28,0\\r\\n12088,3217,49,Female,2,self_employed,745,2,298,0,2596.99,2987.28,4447.2,5663.88,714.97,643.54,305.26,5776.66,2673.98,4022.43,0\\r\\n12089,924,46,Female,1,self_employed,623,2,21,39,11767.73,54624.87,22606.78,11608.39,0.44,8643.3,42857.59,4075.39,33935.22,23369.76,0\\r\\n12090,1370,34,Female,0,self_employed,665,2,903,62,10353.69,10353.69,10859.38,11978.19,0.43,0.43,0.43,1530.43,10353.69,10644.09,0\\r\\n12091,695,25,Female,,student,687,2,453,15,7758.18,7551.45,6875.88,4938.92,39.77,22.68,1597.05,838.91,6973.61,6987.95,0\\r\\n12093,2595,30,Male,0,self_employed,1020,2,544,6,1432.36,3833.79,2926.08,2152.02,1170.66,897.8,3572.09,648.44,1539.65,3851.08,0\\r\\n12094,2678,58,Male,0,salaried,334,2,386,7,11019.46,9712.32,10432.73,12264.18,526.03,2113.04,0.31,1428.89,10456.6,10336.01,0\\r\\n12095,1108,36,Male,2,self_employed,190,3,2603,19,2046.95,1890.93,1925.18,3950.17,3286.17,1429.03,72.6,757.6,2524.77,1861.44,0\\r\\n12096,1319,39,Female,0,self_employed,297,1,59,33,10480.64,10480.64,9868.96,6661.92,0.63,986.34,0.63,0.63,10480.64,9934.56,0\\r\\n12097,1154,28,Male,0,salaried,1020,2,546,20,3127.05,4263.15,4330.74,2565.78,1286.41,0.7,2422.51,0.7,4234.5,4263.15,1\\r\\n12099,5618,49,Male,0,salaried,334,2,847,98,26061.55,26775.84,30083.15,11221.97,0.41,0.41,0.41,12.74,26246.28,26882.69,1\\r\\n12100,616,47,Female,0,self_employed,1020,2,424,7,12.56,5722.56,3433.54,3503.01,993.16,186.01,6843.16,1656.64,247.39,5821.1,1\\r\\n12101,1458,40,Male,0,self_employed,87,3,1859,,2372.04,2372.04,2372.04,2361.01,0.39,0.39,0.39,0.39,2372.04,2372.04,0\\r\\n12102,1539,53,Male,2,salaried,724,2,1804,14,7137.32,7601.94,6985.48,5527.81,571.67,571.67,751.03,543.74,6782.29,7451.53,0\\r\\n12103,4448,63,Male,0,retired,1020,2,114,14,2473.58,1562.26,3258.1,2115.47,2714.87,0.59,0.59,0.59,1805.56,3394.32,0\\r\\n12104,1161,75,Male,0,retired,649,3,554,336,3219.17,3219.17,3219.17,3199.21,0.34,0.34,0.34,0.34,3219.17,3219.17,0\\r\\n12105,1853,31,Female,0,student,1096,2,1441,10,9679.83,9224.47,9388.35,15758.99,1429.17,0.6,973.81,18.79,9351.29,9232.71,0\\r\\n12106,1100,30,Male,0,salaried,1096,1,92,35,7135.78,8671.79,8419.78,10698.71,0.03,1428.6,1678.9,727.95,7981.19,7924.52,0\\r\\n12107,2049,19,Male,0,student,1621,2,1243,0,1207.89,1032.79,1612.12,2849.01,1600.89,3984.24,1571.6,4428.74,937.51,1819.49,0\\r\\n12108,3285,40,Male,2,salaried,905,2,259,61,9060.45,9060.45,7868.29,548.85,0.46,0.46,0.46,15304.74,9060.45,12714.54,1\\r\\n12111,3006,41,Male,0,self_employed,1464,2,635,6,2286.75,1838.55,2355.2,3214.97,1180.46,1571.89,586.17,729.03,1968.22,3753.02,0\\r\\n12112,3206,61,Female,0,self_employed,575,1,1202,6,20068.63,10266.14,15500.18,17406.66,7143.03,5516.94,0.17,11264.65,14649.91,13178.46,0\\r\\n12113,2368,37,Female,0,self_employed,1096,3,921,91,1428.82,1428.82,1438.8,1438.3,0.69,0.69,0.69,0.69,1428.82,1428.82,0\\r\\n12114,5616,53,Male,1,salaried,409,1,92,0,30412.69,4094.26,2749.79,2770.67,25598.69,6941.66,25946,5481.96,3333.35,3390.9,1\\r\\n12116,706,39,Male,,self_employed,910,3,2435,69,1640.27,1968.85,2165.72,2285.99,0.59,0.59,329.16,329.16,1923.53,2276.22,0\\r\\n12117,828,6,Female,0,student,1020,2,1574,,3142.61,3142.61,3142.61,2694.77,0.13,0.13,0.13,0.13,3142.61,3142.61,0\\r\\n12118,6915,86,Male,2,retired,575,1,1718,14,13122.32,13939.24,20401.65,42059.75,120.88,0.2,877.46,946.84,13109.84,14016.5,0\\r\\n12119,4701,13,Female,0,student,1020,2,85,40,2454.36,2454.36,2208.58,1719.54,0.59,457.73,0.59,0.59,2454.36,2174.18,0\\r\\n12120,4729,90,Male,0,retired,1271,1,101,48,2664.88,2664.88,2693.32,2235.17,0.14,857.29,0.14,2391.76,2664.88,2598.53,0\\r\\n12121,1195,79,Female,,retired,485,2,1513,,638.15,2961.01,2554.31,3226.16,0.06,0.06,2180.06,0.06,1473.62,3039.35,1\\r\\n12122,425,77,Male,,self_employed,1088,2,3084,49,8432.35,8699.85,7932.89,6708.42,0.46,1900.46,429.03,0.46,8576.87,8103.53,0\\r\\n12124,5618,90,Male,0,self_employed,575,3,90,87,4129.17,4228.33,4211.69,3775.48,0.44,0.44,0.44,0.44,4139.28,4238.9,0\\r\\n12125,3682,39,Female,0,self_employed,1084,3,256,119,1899.63,1924.27,1936.03,1641.26,0.54,0.54,25.19,25.19,1914.07,1934.61,0\\r\\n12126,7164,69,Female,0,retired,1020,3,5,27,4192.72,4121.72,4144.57,3639.77,78.99,0.1,0.1,0.1,4190.27,4121.72,0\\r\\n12127,2972,70,Male,0,retired,1085,2,135,22,3920.92,3808.26,3636.78,2521.86,125.81,0.64,0.64,0.64,3897.61,3808.26,0\\r\\n12128,2015,90,Male,0,self_employed,292,2,1652,,7999.3,7999.3,7999.3,7948.63,0.1,0.1,0.1,0.1,7999.3,7999.3,0\\r\\n12129,6989,55,Male,0,self_employed,996,3,56,292,6301.13,6372.56,6410.27,6582.17,0.37,0.37,0.37,0.37,6340.54,6409.43,0\\r\\n12130,1712,38,Male,2,self_employed,1096,2,587,24,4719.62,5066.05,6943,8168.9,225.44,225.44,571.87,3857.59,4728,7446.35,0\\r\\n12131,4623,33,Male,0,salaried,61,2,115,70,5146.16,5146.16,4918.05,3206.59,0.39,0.39,0.39,0.39,5146.16,5146.16,0\\r\\n12132,1519,56,Male,0,salaried,1232,3,1578,61,5724.39,5724.39,4949.23,3173.87,0.39,0.39,0.39,0.39,5724.39,5724.39,0\\r\\n12134,4070,71,Male,0,self_employed,1232,2,52,328,2003.58,2003.58,2003.61,2119.7,0.21,0.21,0.21,0.21,2003.58,2003.58,0\\r\\n12135,2454,90,,0,self_employed,1020,1,592,55,654.28,7797.13,7221.15,4166.51,0.41,1.24,7143.27,0.41,6072.99,7797.03,1\\r\\n12136,3248,51,Male,0,salaried,334,3,136,110,4230.85,4230.85,4138.93,2862.27,0.4,0.4,0.4,0.4,4230.85,4140.93,0\\r\\n12137,5667,39,Female,0,self_employed,883,2,8,62,5490.46,2742,3258.66,2206.85,0.13,0.13,351.46,0.13,4026.33,2333.04,0\\r\\n12138,1800,29,Male,0,self_employed,409,3,2072,193,4648.97,4791.83,4755.7,4893.61,0.5,0.5,143.36,0.5,4683.46,4791.83,0\\r\\n12139,726,49,Female,,self_employed,318,3,1217,4,2297.77,2297.77,2809.69,1361.2,11428.86,0.29,11428.86,0.29,3874.13,2297.77,0\\r\\n12140,1212,43,Female,0,self_employed,1020,2,145,27,967.36,1113.06,1467.91,928.09,71.59,785.87,545.87,15222.9,1117.6,1621.96,0\\r\\n12141,3121,33,Male,2,self_employed,50,2,162,4,6284.9,5859.1,10572.08,12230.04,322.89,99.76,0.6,9.46,6014.61,6011.35,0\\r\\n12142,2730,35,Male,0,salaried,1494,3,251,12,2522.04,3203.52,2781.46,2259.42,211.83,983.26,739.02,226.01,2839.46,2897.75,0\\r\\n12143,359,34,Male,,self_employed,1402,3,3731,9,13182.18,12823.01,11692.02,7698.91,2143.41,1929.13,1786.27,143.41,12282.46,12044.2,1\\r\\n12144,461,36,Female,,self_employed,834,2,105,,13006.48,13006.48,13006.48,12924.08,0.19,0.19,0.19,0.19,13006.48,13006.48,0\\r\\n12145,1109,35,Male,2,salaried,1294,2,150,152,1817.86,2135.49,2194.04,2292.43,0.16,0.16,460.64,246.36,1968.28,2190.26,0\\r\\n12146,1924,62,Female,0,self_employed,822,3,1294,19,2292,2444.86,2541.02,2503.62,0.53,97.41,10.24,392.69,2403.48,2737.75,0\\r\\n12147,2010,77,Female,0,self_employed,1020,2,406,,3973.32,3987.6,3983.83,3962.18,0.34,0.34,0.34,0.34,3976.27,3987.6,0\\r\\n12148,4074,41,Male,3,self_employed,491,3,93,104,8484.93,8986.68,13471.66,24235.01,0.53,0.53,502.29,13359.43,8606.04,9314.21,1\\r\\n12149,1261,32,Male,0,self_employed,1076,3,2541,17,120.16,1916.09,1850.4,2498.84,498.74,325.6,2143.03,948.59,890.38,2488.06,1\\r\\n12150,4540,61,Female,0,self_employed,983,2,238,24,5111.56,10738.05,11984.9,6939.16,1.99,0.41,1857.56,2143.27,7373.53,14701.18,1\\r\\n12151,2064,41,Male,0,salaried,623,2,1639,44,4762.54,5602.52,5548.47,4726.06,0.39,3.24,840.36,23.73,5461.69,5609.88,0\\r\\n12152,6160,42,Male,2,salaried,834,3,8,93,1848.3,1848.3,1848.3,336.6,0.14,0.14,0.14,0.14,1848.3,1848.3,0\\r\\n12153,2610,41,Female,0,self_employed,409,1,120,12,5104.87,1247.72,2219.12,2164.75,4285.99,0.27,0.27,0.27,3060.53,1556.48,0\\r\\n12154,1017,26,Male,0,salaried,511,3,2962,5,4950.6,4950.91,5847.34,7658.29,324.57,3164.66,324.89,3087.74,4912.56,5507.93,0\\r\\n12155,3176,45,Female,0,self_employed,1020,1,80,12,8015.21,9483.42,9096.76,6490.82,683.16,683.16,2154.74,11.63,9194.43,9422.08,0\\r\\n12156,2893,29,Female,0,self_employed,409,1,217,17,66110.11,65574.39,65384.5,92999.83,536.04,536.04,0.33,0.33,65851.49,65522.55,0\\r\\n12157,1354,41,Male,0,self_employed,409,3,395,,3534.35,3534.35,3534.35,3511.96,0.17,0.17,0.17,0.17,3534.35,3534.35,0\\r\\n12158,3163,51,Male,0,self_employed,1522,3,754,,1551.94,1580.61,1686.88,2294.24,0.01,0.01,0.01,0.01,1551.94,1580.61,0\\r\\n12159,4711,82,Male,0,retired,1020,2,159,24,3564.28,3513.21,3611.05,3296.37,8771.56,0.5,8720.49,0.5,3810.72,3513.21,0\\r\\n12160,2327,90,Male,0,self_employed,61,2,1411,52,98489.38,54220.42,132824.42,239088.71,0.33,58.9,33431.03,143082.21,71340.46,135901.21,1\\r\\n12161,2695,90,,0,self_employed,1494,3,251,9,2147.71,1433.42,1515.53,1424.35,714.64,0.36,0.36,0.36,1679.73,1433.42,0\\r\\n12162,1713,40,Male,0,self_employed,1020,2,1579,294,2594.52,2594.52,2594.52,2702.03,0.63,0.63,0.63,0.63,2594.52,2594.52,0\\r\\n12163,761,29,Male,,self_employed,531,2,1266,0,11617.96,10246.53,9008.24,8136.06,1371.91,2586.2,0.49,143.34,10705.15,8450.45,0\\r\\n12164,2446,14,Male,0,student,665,2,569,41,158.83,158.83,1913.82,3124.36,0.57,157.71,0.57,3572,158.83,2141.32,1\\r\\n12165,2153,67,Female,0,retired,1020,2,16,,2410.6,2594.84,2631.2,3137.21,0.39,0.39,0.39,0.39,2455.07,2633.55,0\\r\\n12166,823,37,Male,0,salaried,1096,2,249,0,2611.03,2554.4,9005.64,12119.34,54.46,0.06,0.06,14285.77,2557.43,7622.76,1\\r\\n12167,2644,28,Female,0,salaried,1020,1,86,11,3085.67,1467.18,2208.55,3529.33,969.52,607.51,69.46,783.04,2651.77,1660.53,0\\r\\n12168,2976,58,Male,3,salaried,394,2,762,,4539,4539,4539,6749.15,0.07,0.07,0.07,0.07,4539,4539,0\\r\\n12169,1519,33,Female,0,self_employed,1494,2,896,266,1588.81,2303.1,1907.61,2224.38,0.46,0.46,3571.89,0.46,1120.83,2301.61,0\\r\\n12170,657,32,Male,0,self_employed,623,2,1022,35,5147.42,5290.28,5271.12,5225.29,0.46,0.66,286.17,7.6,5221.31,5294.63,0\\r\\n12171,250,32,Female,0,salaried,1271,2,379,45,3244.41,3244.41,2931.66,1055.02,0.46,643.31,0.46,0.46,3244.41,2954.09,0\\r\\n12172,1682,34,Male,0,salaried,1020,2,3804,40,4811.03,4031.51,4165.18,3992.52,0.36,12.36,1571.39,398.22,4567.01,4242.98,0\\r\\n12173,4010,51,Female,0,,302,3,402,,1466.96,1609.81,1643.35,2054.52,0.57,0.57,0.57,0.57,1504.89,1641.15,0\\r\\n12174,2266,51,Female,0,self_employed,1096,2,1559,13,11896.14,1405.64,3672.4,10813.18,2661.76,2931.33,28.4,2580.26,8798.93,1556.29,0\\r\\n12175,2124,9,Female,0,student,601,3,1044,33,6578.87,4974.02,4229.04,1979.01,0.04,366.47,0.04,0.04,5915.11,4066.75,0\\r\\n12176,1159,29,Male,0,salaried,1559,1,2350,5,20344.56,22651.17,19261.91,17101.17,708.5,22602.14,3155.56,24004.98,21224.62,12658.34,0\\r\\n12177,1232,62,Male,0,self_employed,675,3,2244,,2862.1,2862.1,2954.27,3150.44,0.26,0.26,0.26,0.26,2862.1,2862.1,0\\r\\n12178,6251,73,Male,0,salaried,15,1,383,9,1381.42,1052.54,1626.32,1209.81,0.53,809.9,698.68,473.47,1257.73,1307.99,0\\r\\n12179,1578,69,Female,0,self_employed,1020,3,541,13,1101.42,23958.57,18138.38,1758.42,5714.61,0.33,28571.76,0.33,20608.81,23957.89,1\\r\\n12180,3953,71,Male,0,self_employed,,2,151,,3454.9,3454.9,3454.9,3433.02,0.53,0.53,0.53,0.53,3454.9,3454.9,0\\r\\n12181,956,30,Male,0,salaried,1477,3,1091,23,3133.77,2919.49,2852.64,2106.77,214.37,285.8,0.09,0.09,3096.83,2827.32,0\\r\\n12182,1328,60,Male,0,self_employed,354,3,2656,105,1465.22,1465.22,1464.36,1560.58,0.16,0.16,0.16,0.16,1465.22,1465.22,0\\r\\n12183,479,74,Male,,self_employed,162,2,77,,4402.9,4402.9,4280.01,1523.23,0.19,0.19,0.19,0.19,4402.9,4402.9,0\\r\\n12184,3285,39,Female,0,self_employed,1589,3,147,,3479.36,3479.36,3479.36,3457.32,0.3,0.3,0.3,0.3,3479.36,3479.36,0\\r\\n12185,1137,62,Male,0,salaried,1020,2,990,10,2036.31,8968.16,5272.97,1676.92,565.71,12387.24,7714.4,740.82,6560.9,7233.94,1\\r\\n12186,3184,30,Male,0,self_employed,656,3,653,25,33238.82,33167.39,33188.74,32957.28,71.77,0.34,0.34,0.34,33231.43,33167.39,0\\r\\n12187,1004,41,Male,2,self_employed,1271,3,1697,97,1866.36,2404.01,3145.56,915.33,0.37,0.37,247.49,414.86,2017.09,2921.76,1\\r\\n12188,2196,38,Male,1,self_employed,1534,2,1496,4,1525.57,871.42,2272.81,1955.99,735.3,352.88,4409.46,2036.64,2794.81,1403.89,1\\r\\n12189,2194,58,Male,0,self_employed,1020,2,86,103,6099.22,6099.22,6099.22,5690.39,0.19,0.19,0.19,0.19,6099.22,6099.22,1\\r\\n12190,1954,33,Female,0,self_employed,575,3,1273,19,17062.73,16831.56,16041.59,15337.14,246.27,0.56,0.56,0.56,16998.01,16792.03,1\\r\\n12191,3230,54,Female,0,self_employed,1020,2,143,4,4137.22,2737.22,3716.93,4713.8,15685.84,1400.13,14285.84,1428.7,4000.77,2523.4,0\\r\\n12192,2436,25,Male,0,self_employed,1487,2,944,14,528.45,505.5,1960.23,1452.74,4.73,2193.07,3.94,5000.66,535.64,2282.07,1\\r\\n12193,1176,49,Female,0,self_employed,1020,1,543,,8730.14,9880.14,9399.51,1902.01,0.36,0.36,1150.36,412.27,8769.8,9566.63,0\\r\\n12194,1789,66,Male,0,retired,787,3,1691,341,2430.75,2433,2535.95,2922.45,0.17,0.17,0.17,143.03,2429.34,2481.66,0\\r\\n12195,5858,77,Female,0,retired,146,2,69,,4833.52,4833.52,4833.52,4802.91,0.59,0.59,0.59,0.59,4833.52,4833.52,0\\r\\n12196,4447,31,Female,0,self_employed,1020,1,79,,3074.7,3073.56,3072.53,3013.56,0.59,0.59,0.59,0.59,3074.38,3073.56,0\\r\\n12197,2258,35,Male,0,salaried,146,2,353,4,1397,2579.79,2075.75,1928.4,426.83,810.67,1509.57,392.63,2005,2341.58,0\\r\\n12198,798,43,Male,,self_employed,147,3,2577,56,1092.01,2520.59,2036.98,1595.58,0.47,686.19,1429.04,0.47,2175.76,2454.23,0\\r\\n12199,1473,43,Female,2,self_employed,905,3,1582,39,112.56,1024.28,2157.45,308.04,0.3,714.59,0.3,0.3,5598.91,563.45,0\\r\\n12201,3575,28,Male,0,salaried,1020,2,84,11,4045.8,8091.05,6377.65,1195.7,1708.64,31607.78,1462.1,24392.79,5468.44,12451.82,0\\r\\n12202,1627,23,Female,0,student,834,1,105,88,1801.82,1801.82,1800.95,1892.54,0.21,0.21,0.21,0.21,1801.82,1801.82,0\\r\\n12203,675,56,Male,,retired,334,2,323,12,2226.88,1539.19,2047.48,2148.03,764.11,0.01,0.01,685.73,1847.46,2070.06,0\\r\\n12204,1038,90,,0,self_employed,665,2,1251,36,8057.06,8057.06,4021.6,1100.09,0.63,6950.58,0.63,0.63,8057.06,2900.64,1\\r\\n12205,2477,74,Female,0,self_employed,1096,2,1317,102,3698.31,3698.31,3698.31,3308.2,0.29,0.29,0.29,0.29,3698.31,3698.31,0\\r\\n12206,2293,61,Male,4,self_employed,1110,3,982,146,1643.08,1670.75,1708.1,2056.2,0.06,0.06,33.44,765.49,1666.4,2030.53,0\\r\\n12208,2524,36,Male,3,salaried,146,3,41,4,4498.54,4080.43,4104.16,7416.86,2888.76,5279.1,4475.78,2865.18,4496.54,4766.19,0\\r\\n12209,2196,72,Female,0,self_employed,485,2,295,68,4000.94,4000.94,4634.58,3355.19,0.37,0.37,0.37,0.37,4000.94,4000.94,0\\r\\n12210,316,66,Male,,,334,2,676,27,187.24,115.81,1437.2,2618.44,71.93,14391.86,0.5,579.84,184.78,1589.49,1\\r\\n12211,321,71,Female,0,self_employed,834,2,4073,10,2964.52,2064.45,2188.91,1217.57,1000.2,81.84,0.11,0.11,2546.48,2029.35,0\\r\\n12212,606,34,Male,0,self_employed,623,2,2826,3,14154.03,13326.79,13617.17,17292.47,919.84,920.23,0.69,0.69,13440.89,12659.38,0\\r\\n12213,1997,75,Female,0,self_employed,579,2,192,227,2796.71,2796.71,2796.71,2788.78,0.5,0.5,0.5,0.5,2796.71,2796.71,0\\r\\n12214,2286,46,Male,0,self_employed,1232,3,149,18,6068.11,5663.11,5573.48,6019.4,810.1,405.1,405.1,0.1,5914.49,5506.33,0\\r\\n12215,5569,64,Male,0,self_employed,1232,2,52,15,1683.75,1261.57,1484.82,1359.06,503.57,0.36,31.06,125.91,1534.01,1405.03,0\\r\\n12216,1586,23,Male,0,self_employed,,2,2200,3,614.81,245.31,1722.19,179.5,729.97,0.43,90.19,463.56,347.54,362.16,1\\r\\n12217,1328,27,Male,1,salaried,827,3,2730,25,4576.21,1496.32,2362.88,1900.43,2286.4,0.69,0.69,0.69,3572.97,1496.32,0\\r\\n12218,5009,49,Male,1,self_employed,1020,1,2,91,16263.18,15220.33,14826.76,11201.83,0.29,0.29,0.29,0.29,15740.28,14852.12,0\\r\\n12219,2665,32,Male,2,self_employed,905,2,634,167,3326.35,3326.35,3339.22,3401.52,0.36,0.36,0.36,0.36,3326.35,3326.35,0\\r\\n12220,3183,48,Female,0,self_employed,1084,1,830,124,1517.48,1524.62,1526.04,653.96,0.04,0.04,0.04,0.04,1518.96,1526,0\\r\\n12221,1414,58,Male,0,salaried,1020,2,47,16,1798.95,1476.06,5822.44,4324.77,173.54,17.77,29.23,7435.23,1562.81,2514.62,0\\r\\n12222,443,47,Female,,self_employed,365,3,849,95,717.23,3574.37,3443.96,2800.13,0.44,0.44,2857.59,0.44,3180.28,3574.53,1\\r\\n12223,4135,39,Male,2,self_employed,11,2,297,5,1047.47,4255.64,3085.76,3750.47,4143.37,1429.09,7351.54,780.11,2420.38,3475.66,1\\r\\n12224,1511,26,Male,0,self_employed,1057,2,695,,1605,1605,1657.59,1818.13,0.01,0.01,0.01,152.87,1605,1609.93,0\\r\\n12225,1543,71,Female,0,self_employed,491,1,279,257,1845.67,1845.67,1845.67,1834.17,0.57,0.57,0.57,0.57,1845.67,1845.67,0\\r\\n12226,4482,43,Male,2,self_employed,834,2,40,0,3801.7,2433.75,1486.65,1770.82,2928.47,1414.97,1847.02,1295.01,1533.01,1501,0\\r\\n12227,605,36,Male,0,self_employed,656,3,1263,91,3532.31,3668.02,3710.83,2775.66,0.46,0.46,0.46,95.7,3536.99,3739.04,0\\r\\n12228,1563,55,Female,0,self_employed,1004,1,307,41,6817.4,6817.4,3265.85,68.9,0.41,6741.1,0.41,0.41,6817.4,2903.45,0\\r\\n12229,1020,53,Female,0,self_employed,15,2,49,234,3197.04,4225.61,4000.98,4187.23,0.61,0.61,1029.19,0.61,3551.72,4225.61,0\\r\\n12230,4066,64,Male,0,self_employed,1016,2,431,202,3110.86,3113.73,3134.67,3169.36,0.64,0.64,3.52,42.79,3112.64,3135.48,0\\r\\n12231,5039,59,Female,0,salaried,1020,2,85,14,3374.07,3365.34,3366.84,3344.13,17.62,0.16,0.16,0.16,3369.85,3365.34,0\\r\\n12232,6047,65,Female,0,self_employed,1589,2,1711,11,10804.88,3360.56,4803.05,3576.1,7478.37,0.53,0.53,0.53,7204.14,3360.56,0\\r\\n12233,749,46,Female,1,salaried,1096,3,1409,55,1411.88,1411.88,1456.74,645.99,0.63,120.26,0.63,0.63,1411.88,1392.58,0\\r\\n12234,1249,27,Female,0,student,318,1,1306,7,9997.8,11274.62,4317.41,540.05,741.27,11429.35,2002.6,1116.73,11107.88,1264.79,0\\r\\n12235,3544,78,Male,0,self_employed,15,1,1285,28,2307.78,201.27,1480.3,1600.88,2142.97,0.11,614.4,3147.1,2227.47,1222.85,0\\r\\n12236,1298,44,Female,0,self_employed,506,3,1762,117,6297.12,9265.92,7514.62,4674.33,0.53,0.53,4483.61,301.83,7634.49,8637.6,1\\r\\n12237,2814,31,Female,0,self_employed,1096,2,503,0,4942.85,1516.33,2197.85,4068.83,4029.11,786.26,564.01,273.71,2541.9,1424.39,1\\r\\n12238,1566,79,Male,0,retired,409,2,293,0,3693.58,3732.38,3752.71,6645.23,47.9,51.16,81.99,82.25,3684.82,3741.55,0\\r\\n12239,1770,76,Male,2,self_employed,1020,1,1118,4,9061.43,2102.41,28186.49,12303.48,114362.14,67327.33,107403.13,143531.69,7658.06,37056.74,0\\r\\n12240,3168,53,Female,0,retired,1363,3,2691,101,2763.68,2763.68,2763.68,2750.77,0.46,0.46,0.46,0.46,2763.68,2763.68,0\\r\\n12241,6171,41,Male,2,self_employed,427,2,244,14,11475.34,10077.6,10256.77,10504.9,1458.31,3571.94,0.51,0.51,10706.44,10022.97,0\\r\\n12242,627,56,Female,,self_employed,146,2,367,72,3253.21,3251.67,3044.4,6357.11,0.59,0.59,0.59,0.59,3251.99,3251.67,0\\r\\n12243,5851,71,Male,1,self_employed,1438,3,1239,254,29313.67,3456.52,3314.61,2244.79,0.59,0.59,0.59,0.59,4348.15,3301.69,0\\r\\n12244,2758,33,Male,0,self_employed,1635,2,961,0,3052.23,1750.8,5724.77,9023.2,2472,0.57,1170.57,6857.4,2204.69,6533.94,0\\r\\n12245,1890,24,Male,0,student,1096,3,585,47,11343.37,12370.84,12143.77,12171.5,0.47,31.81,1027.94,0.47,11733.1,12358.71,0\\r\\n12246,4018,56,Female,0,self_employed,656,1,341,21,2203.81,1489.52,3296.46,5124.3,714.44,1071.59,0.16,7143.01,2031.39,2476.17,0\\r\\n12247,889,73,Female,0,self_employed,518,3,1767,,1547.6,1547.6,1547.6,1537.8,0.33,0.33,0.33,0.33,1547.6,1547.6,0\\r\\n12248,1327,82,Female,0,retired,15,1,2441,62,12551.71,15408.85,14717.05,15317.63,0.5,0.5,2857.64,0.5,13339.89,15408.85,1\\r\\n12249,1687,56,Female,0,self_employed,37,3,2107,121,7480.27,7480.27,7920.21,8820.28,0.43,0.43,0.43,0.43,7480.27,7480.27,0\\r\\n12250,3287,40,Male,0,salaried,1232,3,486,132,13272.18,24357.94,27126.23,21630.76,0.6,0.6,24005.34,4015.6,26461.28,26460.88,0\\r\\n12251,2010,26,Female,0,salaried,146,2,286,18,13006.84,11919.88,11961.97,11447.18,1029.79,1035.86,0.36,228.6,12928.62,11835.34,0\\r\\n12252,4015,48,Male,0,self_employed,146,3,184,46,5360.79,5376.64,5369.54,5961.46,0.59,30.59,0.59,8.03,5362.12,5372.88,0\\r\\n12253,510,35,Male,1,salaried,241,3,2486,6,1247.61,2051.18,1587.84,185.71,528.5,1359.66,1641.36,2890.26,1640.87,2085.92,1\\r\\n12254,782,43,Male,2,self_employed,1004,3,307,133,1303.66,2017.94,1993.31,3520.75,0.19,0.19,0.19,0.19,1944.05,2017.94,0\\r\\n12256,4815,54,Male,2,self_employed,1232,3,103,20,236.38,16933.35,3554.34,813.24,9612.65,20665.68,26106.05,7658.82,3817.43,2841.7,1\\r\\n12257,3457,58,Male,0,self_employed,1363,3,222,4,3818.53,3394.86,2790.23,2757.7,3.68,3578.01,0.01,2142.87,3511.23,2077.95,0\\r\\n12258,2091,42,Male,4,self_employed,292,2,1652,84,7576.13,7581.02,7396.35,4607.78,0.54,0.54,0.54,0.54,7580,7581.02,0\\r\\n12259,1802,59,Male,0,self_employed,286,2,770,9,1520.65,3129.42,3408.13,3213.11,4011.69,2940.26,4714.54,2443.11,1739.85,6613.09,0\\r\\n12260,4331,49,Female,0,salaried,407,1,35,17,1829.85,1978.85,2412.14,1594.38,12857.37,0.23,13014.51,0.23,3278.72,1978.85,0\\r\\n12261,2321,50,Male,0,salaried,283,2,724,,3831.7,3831.7,3831.7,3796.03,0.43,0.43,0.43,0.43,3831.7,3831.7,0\\r\\n12262,1504,55,Female,0,self_employed,630,3,1240,6,25.59,33.21,1982.98,883.65,71.79,0.36,80.36,224.64,36.53,140.99,1\\r\\n12263,1248,65,Female,0,self_employed,1096,3,92,6,4775.73,549.73,1919.97,1792.86,5979.63,3730.06,2474.27,3702.07,2852.39,624.37,0\\r\\n12264,1978,65,Male,0,self_employed,905,3,112,26,1463.04,2701.69,2604.81,3227.34,264.56,422.09,1503.2,584.91,1907.13,2927.86,0\\r\\n12265,258,55,Male,0,self_employed,1232,2,542,4,40946.71,38103.86,36976.1,23394.55,2857.64,0.5,14.79,0.5,38591.54,38103.86,0\\r\\n12266,3427,42,Female,0,self_employed,1020,1,145,4,6693.23,1849.76,3544.39,3649.42,8171.47,3533.26,4676.69,5032.31,3338.93,2396.9,0\\r\\n12267,3475,50,Male,0,self_employed,485,3,309,74,8483.56,5416.85,5966.14,7244.94,0.4,0.4,0.4,0.4,5248.79,5492.29,1\\r\\n12268,1186,70,Male,2,self_employed,623,2,365,4,11504.76,243.76,4027.71,1660.54,20144.38,2.34,8953.9,1133.99,9067.95,743.19,0\\r\\n12269,1850,46,Male,0,self_employed,1494,3,896,,1570.86,1570.86,1570.86,1288.53,0.57,0.57,0.57,0.57,1570.86,1570.86,0\\r\\n12270,920,34,Female,0,self_employed,623,2,218,32,7966.95,7966.95,7405.04,6096.45,0.49,786.2,0.49,0.49,7966.95,7282.62,0\\r\\n12271,3100,40,Female,0,self_employed,1096,1,132,19,1882.53,1774.68,1685.48,2486,107.97,200.11,0.11,0.11,1845.34,1677.9,0\\r\\n12272,568,55,Male,2,self_employed,1096,2,249,254,4670.38,4670.38,4772.52,4860.33,0.27,0.27,0.27,143.13,4670.38,4805.34,0\\r\\n12273,1110,43,Male,0,salaried,797,3,2641,75,3077.6,3519.77,3187.35,3008.54,0.51,0.51,871.26,0.51,3089.33,3519.77,0\\r\\n12274,2088,41,Female,0,salaried,1416,3,872,28,8762.05,8690.62,8746.69,8707.67,71.44,71.44,0.01,103.56,8762.05,8710.66,0\\r\\n12275,4979,59,Male,0,salaried,1525,3,146,251,2030.77,2030.77,2030.77,2017.95,0.43,0.43,0.43,0.43,2030.77,2030.77,0\\r\\n12276,1934,30,Female,0,self_employed,15,2,890,14,10325.36,12426.07,10075.79,4522.31,16.84,0.41,2117.56,214.7,11814.67,12064.78,0\\r\\n12277,2721,58,Female,1,self_employed,15,1,1083,91,19238.56,19303.74,22514.59,43934.56,0.54,0.54,12.39,4786.26,19294.52,22639.15,0\\r\\n12278,1349,61,Male,0,,759,2,1630,4,4627.48,4943.22,9330.6,18480.57,111.81,162.36,714.7,13500.41,4859.21,4804.72,0\\r\\n12279,2011,48,Male,0,self_employed,1238,2,1128,5,3463.28,3446.47,3434.23,2798.9,212.34,0.59,0.59,0.59,3409.76,3446.47,0\\r\\n12280,703,30,Male,0,salaried,684,2,1968,38,2606.29,2913.05,3027.03,651.74,0.49,571.91,290.86,1148,2654.33,2861.04,1\\r\\n12281,4291,90,Male,0,self_employed,1020,2,163,,12401.42,12366.32,12371.62,12291.48,0.5,0.5,0.5,0.5,12382.2,12366.32,0\\r\\n12282,2361,68,Male,0,self_employed,69,2,858,49,31.07,4459.64,2664.98,3178.65,0.7,400.7,4429.27,0.7,50.77,4330.61,1\\r\\n12283,998,58,Male,0,salaried,1003,2,2831,27,2222.81,2008.53,1950,934.46,214.36,142.93,0.07,0.07,2215.42,1994.7,0\\r\\n12284,738,58,Male,0,self_employed,1154,3,3427,,3035.78,3035.78,3035.78,3016.55,0.49,0.49,0.49,0.49,3035.78,3035.78,0\\r\\n12285,881,55,Female,0,self_employed,649,3,3874,27,163.27,2734.69,3240.44,1308.48,5714.51,0.23,8285.94,0.23,4251.94,2734.69,1\\r\\n12286,639,59,Female,,self_employed,456,2,1071,33,4646.59,4646.59,4042.61,4867.63,0.03,1190.14,0.03,0.03,4646.59,3610.03,0\\r\\n12287,4055,47,Male,0,self_employed,61,2,476,39,1999.23,2043.41,1721.19,602.04,0.2,357.34,28.14,306.41,2018.02,1926.65,0\\r\\n12288,5092,43,Female,0,self_employed,1065,2,130,12,1709.59,5843.67,5134.25,6327.36,214.67,0.39,4286.1,0.39,2218.71,5846.62,0\\r\\n12289,4856,34,Male,0,salaried,531,2,433,0,2479.44,24287.1,17966.4,20900.88,18928.84,9285.99,40736.5,3013.13,15342.38,20485.26,1\\r\\n12290,4932,45,Female,0,self_employed,318,3,1395,11,783.36,1069.27,1530.75,1442.16,601.59,2030.16,887.5,2857.3,915.76,1946.92,0\\r\\n12291,1056,29,Male,0,self_employed,334,2,2050,14,4813.21,5165.79,5627.41,2901.71,1.19,0.37,474.37,720.97,4966.4,5593.89,0\\r\\n12293,1031,47,Female,0,self_employed,1076,2,64,294,9497.31,9499.51,9500.72,9523.18,0.57,0.57,3,3,9498.37,9500.65,0\\r\\n12294,1452,42,Female,0,self_employed,706,3,2388,301,1670.19,1741.61,1763.6,1966.54,0.44,0.44,0.44,0.44,1692.35,1764.66,0\\r\\n12295,1272,52,Male,3,self_employed,,3,2392,20,17548.77,30375.44,27378.23,26608.84,2523.97,1717.09,15962.34,1790.91,21666.55,30728.94,0\\r\\n12296,4409,76,Male,0,self_employed,59,3,257,6,5238.18,4955.58,4905.51,4691.39,93.79,171.37,0.17,0.17,5070.24,4889.85,0\\r\\n12297,3968,37,Female,2,self_employed,834,2,105,9,7805.98,8805.21,3028.77,986.92,8920.78,8886.69,10332.87,1185.97,6834.09,1714.73,0\\r\\n12298,6634,56,Male,1,self_employed,1096,2,11,324,5692.31,5692.31,5692.31,5656.27,0.33,0.33,0.33,0.33,5692.31,5692.31,0\\r\\n12299,509,43,Male,2,salaried,623,2,811,4,16381.33,2899.99,4189.41,848.42,28909.94,17169.47,11521.96,16624.85,10751.79,1232.89,0\\r\\n12300,1156,16,Female,0,student,334,2,2043,38,5202.11,5202.11,2607.12,556.27,0.47,4641.52,0.47,0.47,5202.11,2058.18,0\\r\\n12301,5596,47,Female,0,self_employed,1589,3,1241,158,2544.62,9687.48,8834.58,4075.73,0.49,0.49,7143.34,251.63,6731.82,9833.31,1\\r\\n12302,3562,54,Female,1,self_employed,409,2,391,0,44133.23,1276.08,14921.4,4059.64,43600.5,0.5,0.5,0.5,42212.04,1276.08,0\\r\\n12303,2060,57,Male,0,self_employed,557,1,284,11,9468.99,9120,9196.87,11207.4,571.53,285.81,0.1,0.1,9242.31,9075.27,0\\r\\n12305,2708,40,Female,1,self_employed,1057,3,695,102,7792.45,7792.45,7792.45,7446.71,0.43,0.43,0.43,0.43,7792.45,7792.45,0\\r\\n12306,1847,28,Male,0,salaried,1084,3,773,6,2438.75,1964.41,2288.43,2506.32,158.69,98.09,2056.98,1086.53,1925.5,2292.07,0\\r\\n12307,3557,34,Male,0,salaried,491,2,93,5,4348.8,4325.46,7513.88,2059.76,643.3,535.14,2614.26,7654.98,4673.13,8504.16,1\\r\\n12308,3016,58,Female,0,self_employed,15,2,49,7,359.98,2129.64,2078.56,2026.55,4072,0.57,5841.66,127.37,1816.88,2146,0\\r\\n12309,1705,22,Female,0,student,396,2,1825,,3368.32,3368.32,3368.32,3648.44,0.46,0.46,0.46,0.46,3368.32,3368.32,0\\r\\n12310,4928,64,Male,0,salaried,1388,3,42,31,1566.86,2452.57,2177.58,2453.76,0.49,200.49,143.34,57.63,1876.22,2288.98,0\\r\\n12312,1077,48,Male,0,self_employed,980,2,1911,294,14366.94,14366.94,14366.94,14371.4,0.16,0.16,0.16,0.16,14366.94,14366.94,0\\r\\n12313,1627,36,Female,0,salaried,1096,3,11,114,2578.59,2650.01,2668.87,944.14,0.53,0.53,0.53,0.53,2598.29,2668.45,0\\r\\n12314,6173,50,Male,0,self_employed,1020,2,541,24,28421.09,2116.82,10601.88,2020.4,571.74,28531.26,43.17,1411.4,28601.45,1962.6,0\\r\\n12315,2049,44,Male,0,self_employed,834,2,1130,26,289,700.71,2742.51,3636.43,11428.64,4685.79,11842.93,7584,2079.02,2538.9,0\\r\\n12317,3258,90,,,self_employed,146,1,9,350,2044.51,2044.51,2044.51,2066.79,0.43,0.43,0.43,0.43,2044.51,2044.51,0\\r\\n12318,7038,79,Female,0,self_employed,1020,1,240,10,190.04,5300.57,9979.31,11086.31,33743.96,0.03,82854.5,34.81,6881.49,5321.89,1\\r\\n12319,4365,73,Female,0,self_employed,1232,2,1794,116,2361.15,3038.44,3532.57,4052.38,0.34,0.34,746.2,714.63,2808.6,3199,0\\r\\n12320,1770,34,Female,0,self_employed,514,2,190,6,9462.19,7603.72,2330.4,71.58,5753.74,0.41,1586.13,2046.16,5784.57,1050.81,0\\r\\n12321,1573,62,Male,0,self_employed,834,3,1015,158,3771.09,3556.8,3570.2,3141.73,0.31,0.31,0.31,0.31,3578.97,3560.12,0\\r\\n12322,205,31,Male,0,self_employed,241,3,1058,196,5338.49,5338.49,5614.99,8885.2,0.69,0.69,0.69,0.69,5338.49,5338.5,0\\r\\n12323,3377,72,Male,2,self_employed,,2,2253,52,4832.49,4818.77,3068.57,2338.03,0.43,4286.14,0.43,0.43,4821.61,3851.03,0\\r\\n12324,1727,35,Female,0,self_employed,15,2,1288,291,3184.45,3184.45,3184.45,3902.27,0.57,0.57,0.57,0.57,3184.45,3184.45,0\\r\\n12325,2520,62,Female,0,self_employed,409,3,932,293,17806.99,17806.99,17806.99,17698.24,0.04,0.04,0.04,0.04,17806.99,17806.99,0\\r\\n12326,1270,35,Female,0,salaried,1020,3,1316,,6053.92,6053.92,6053.92,5987.08,0.4,0.4,0.4,0.4,6053.92,6053.92,0\\r\\n12327,2288,77,Male,0,retired,1057,3,1879,33,3938.86,4224.99,4569.94,5454.66,0.01,642.87,0.01,0.01,4122.76,4137.35,0\\r\\n12328,2746,64,Female,0,self_employed,,2,419,,6662.65,6381.22,6307.27,5898.19,0.07,0.07,0.07,0.07,6535.78,6283.06,0\\r\\n12329,294,48,Female,,self_employed,833,3,164,231,1456.22,1452.31,1452.83,1444.7,0.1,0.1,0.1,0.1,1453.86,1452.31,0\\r\\n12330,308,46,Female,2,salaried,1368,3,2361,54,2125.79,2157.21,2032.61,2345.72,0.59,572.01,3.44,2.96,2149.33,2069.27,0\\r\\n12331,1152,29,Female,0,self_employed,1271,2,101,0,1882.84,1787.76,1791.08,437.62,2857.19,0.04,1285.76,2857.19,1564.37,2166.13,0\\r\\n12332,4632,36,Female,1,salaried,241,2,62,19,3616.5,3682.66,3469.21,3086.22,0.78,0.62,233,837.84,3531.67,3444.72,0\\r\\n12333,955,31,Female,0,salaried,146,2,53,41,2961.91,5819.05,3468.87,766.64,0.2,2659.96,0.2,11.17,2961.91,4293.67,0\\r\\n12334,2186,25,Male,0,student,,3,1077,3,1729.26,2154.19,2228.62,4801.09,603.86,714.93,1043.83,1398.97,1800.91,2200.61,1\\r\\n12335,712,23,Male,,student,1020,2,1123,363,3246.43,3246.43,3246.43,3225.86,0.47,0.47,0.47,0.47,3246.43,3246.43,0\\r\\n12336,1620,65,Female,0,self_employed,1020,3,1201,,2332.3,2330.48,2345.19,2381.79,0.39,0.39,0.39,0.39,2332.17,2330.48,0\\r\\n12337,839,29,Female,0,salaried,1111,2,43,28,2745.21,2390.98,2504.89,1337.72,685.74,0.03,345.8,0.03,2909.67,2390.98,0\\r\\n12339,368,60,Female,0,self_employed,259,3,2414,332,8760.94,8760.94,8760.94,8705.74,0.37,0.37,0.37,0.37,8760.94,8760.94,0\\r\\n12340,2649,66,Male,0,salaried,1534,2,172,,5330.65,5044.94,5048.33,5049.57,0.14,0.14,0.14,0.14,5202.58,5040.33,0\\r\\n12341,2095,46,Male,0,self_employed,,3,1924,58,3920.74,3920.74,4177.29,3435.09,0.24,128.81,0.24,528.81,3920.74,3916.59,1\\r\\n12342,3950,42,Male,0,salaried,334,3,441,,2770.64,2792.07,2793.95,2839.68,0.54,0.54,0.54,0.54,2772.61,2793.91,0\\r\\n12344,6585,65,Male,0,self_employed,1150,2,61,42,12033.67,17047.61,16100.18,14857.82,0.26,2617.71,3294.11,1169.03,16281.58,16214.6,1\\r\\n12345,339,65,Female,0,self_employed,649,3,54,29,1221.29,5535.89,2389.54,423.02,0.44,3750.82,4286.16,0.44,3448.03,1915.71,0\\r\\n12346,879,35,Female,0,self_employed,1020,2,239,87,2285.79,2285.79,2403.31,2552.26,0.07,0.07,0.07,85.79,2285.79,2299.62,1\\r\\n12347,555,65,Male,0,self_employed,627,3,2544,,1979.49,14162.09,11083.18,14081.27,0.24,0.24,12143.1,0.24,4930.05,14160.56,1\\r\\n12348,375,36,Female,0,self_employed,1388,3,1293,35,3793.52,3144.85,2411.77,582.83,0.31,643.17,123.07,0.31,3793.81,2572.5,1\\r\\n12349,1319,35,Female,0,self_employed,680,3,565,214,920.1,1134.38,1702.3,2675.75,0.6,0.6,214.89,1200.6,949.66,1822.86,1\\r\\n12350,4218,63,Male,0,salaried,1096,3,249,0,3113.47,3298.02,2403.41,1065.62,1359.6,795.4,1546.37,658.87,2371.68,2765.69,0\\r\\n12351,1020,43,Male,0,self_employed,887,2,2606,99,4132.85,4132.85,4132.85,2730.94,0.2,0.2,0.2,0.2,4132.85,4132.85,0\\r\\n12352,2776,27,Male,0,salaried,834,3,516,,400.39,357.54,5716.76,146.12,0.39,0.39,800.39,10607.19,614.68,9180.18,1\\r\\n12353,4445,90,Female,,self_employed,745,1,127,95,4980.21,4532.35,4603.92,19577.03,0.04,0.04,0.04,0.04,4806.74,4532.35,0\\r\\n12354,641,48,Female,0,salaried,1391,3,3024,21,6724.48,7130.38,6466.77,4923.76,286.21,1657.64,27.58,43.49,6921.8,6989.17,0\\r\\n12355,6135,63,Female,0,self_employed,834,2,8,15,523.68,1905.99,2737.97,1695.93,94970.15,0.26,96428.83,0.26,4458.74,1893.42,0\\r\\n12356,691,44,Male,0,self_employed,996,1,3466,72,16527.94,16527.94,16868.71,18051.09,0.27,0.27,0.27,285.99,16527.94,16656.97,0\\r\\n12357,3373,73,Male,0,retired,1621,2,50,174,1771.49,1771.49,1771.49,1733.42,0.03,0.03,0.03,0.03,1771.49,1771.49,0\\r\\n12358,4371,41,Female,0,self_employed,1020,2,288,11,1653.87,1801.67,2393.06,3174.01,428.96,0.39,576.76,5796.82,1800.9,1862.58,0\\r\\n12359,749,47,Male,0,self_employed,1501,2,953,0,5166.56,4266.56,4370.96,4335.88,928.91,0.34,0.34,0.34,4535.03,4274.85,0\\r\\n12360,366,71,Female,,self_employed,1388,2,2479,16,1531.03,1419.96,1461.34,1269.92,111.29,111.47,0.21,232.79,1485.07,1399.4,0\\r\\n12361,2740,79,Female,0,retired,409,1,120,20,452.51,5088.22,3227.67,8075.01,2897.56,2897.56,390.41,390.41,3449.7,4286.66,0\\r\\n12362,1567,49,Male,0,self_employed,243,1,122,112,3546.7,5502.48,7608.3,7377.95,0.04,0.04,0.04,137.59,4210.58,8123.79,0\\r\\n12363,1993,29,Female,0,self_employed,19,3,3199,291,884.03,1810.47,1737.55,3125.48,0.26,0.26,998.13,154.3,1348.83,1864.27,1\\r\\n12364,984,51,Male,0,salaried,1307,3,1775,23,1713.26,3124,2244.83,1132.87,467.67,745.8,2857.56,0.41,2359.19,2729.29,0\\r\\n12365,3374,40,Female,0,self_employed,1020,1,5,49,2438.16,1251.91,1653.53,3150.48,0.04,214.33,1132.29,871.91,930.46,1568.26,0\\r\\n12366,4833,26,Female,0,student,1020,3,13,,4890.55,4890.55,4890.55,4859.57,0.31,0.31,0.31,0.31,4890.55,4890.55,0\\r\\n12367,4773,39,Male,0,self_employed,1494,3,1244,48,5175.1,9253.34,8972.61,9270.17,0.43,59,4000.43,10.43,8144.78,9277.33,0\\r\\n12368,2263,54,Male,0,self_employed,485,3,510,14,3081.71,3567.43,3365.64,3310.7,86.11,71.83,571.83,0.4,3096.49,3539.52,0\\r\\n12369,1186,70,Female,0,self_employed,834,3,466,100,1669.25,1669.25,1669.25,1788.23,0.06,0.06,0.06,0.06,1669.25,1669.25,0\\r\\n12370,3608,59,Male,4,self_employed,224,2,137,,3315.4,3307.4,3308.78,3283.71,0.66,0.66,0.66,0.66,3311.54,3307.4,0\\r\\n12371,1701,42,Male,0,salaried,1232,3,104,3,6009.9,5759,6173.59,7429.14,651.71,771.14,947.33,1044.37,6133.13,5722.01,0\\r\\n12372,2740,41,Male,2,salaried,575,2,90,0,28699.25,27148.97,14626.25,7103.86,1550.69,21105.57,0.4,0.4,27500.75,10612.8,0\\r\\n12373,810,90,Male,0,self_employed,226,2,1736,88,104733.8,106019.43,106859.63,89334.82,0.63,0.63,143.4,0.63,104738.72,106019.43,0\\r\\n12374,4459,35,Female,0,self_employed,1020,2,19,76,3011.61,2998.11,3427.96,3196.46,0.23,0.23,15.27,867.99,2986.64,3734.6,0\\r\\n12375,2187,32,Female,0,self_employed,825,2,402,,1075.63,119.83,3263.69,2802.62,0.43,0.43,0.43,5929,779,698.05,0\\r\\n12376,2937,42,Female,0,self_employed,698,2,231,36,589.3,2758.66,4135.75,7679.69,0.47,1176.85,2143.33,6357.61,1129.12,3216.98,0\\r\\n12377,6393,56,Male,2,self_employed,1020,1,501,7,12747.17,14690.35,14007.23,15719.26,9010.02,19448.27,14870.34,11148.11,15408.09,13852.61,0\\r\\n12378,4958,80,Male,0,retired,146,3,157,171,2131.63,2245.91,2723.15,5507.42,0.43,0.43,0.43,497.41,2573.01,2633.2,0\\r\\n12379,7073,62,Male,3,salaried,575,2,622,5,6011.32,5003.79,5894.04,14309.03,470.94,486.87,27.7,123.81,5565.41,4842.34,0\\r\\n12380,717,34,Female,0,self_employed,146,2,2859,359,3431.27,3431.27,3408.48,3078.16,0.37,0.37,0.37,0.37,3431.27,3428.59,0\\r\\n12381,626,50,Male,,salaried,797,3,1631,19,1597.03,1641.5,1637.28,1698.78,0.95,0.17,27.31,0.17,1603.06,1645.78,0\\r\\n12382,2271,11,Male,0,student,1111,2,88,252,1610.73,1896.44,2324.35,4043.17,0.1,0.1,0.1,1167.49,1719.1,2249.39,0\\r\\n12383,5453,43,Male,0,salaried,1096,3,1376,45,3911.57,4664.88,4659.94,1974.68,0.39,3.24,510.04,3483.09,4169.77,4419.49,0\\r\\n12384,4237,89,Male,1,self_employed,334,1,166,0,16446.73,15786.19,10697.75,12385.3,817.42,16710.56,36457.09,27285.96,14182.29,7650.45,0\\r\\n12385,572,20,Female,,student,1181,3,2851,,1661.05,1734.91,1759.96,1915.93,0.59,0.59,17.3,7.73,1697.78,1763.71,0\\r\\n12386,5032,59,Female,0,salaried,630,3,36,,2615.73,2627.99,2627.15,2611.29,0.04,0.04,0.04,0.04,2625.46,2627.99,0\\r\\n12387,2025,26,Female,0,student,334,1,82,0,2256,2030.72,1755.78,1813.31,421.75,412.94,413.48,467.24,1924.53,1793.41,0\\r\\n12388,6100,44,Male,3,salaried,1020,2,1201,28,11031.04,8016.68,10378.86,9593.66,4260.39,0.67,423.66,351.74,11646.05,7892.28,0\\r\\n12389,4754,42,Male,0,salaried,531,2,2722,21,348.09,2274.41,1760.7,6076.8,7143.24,7143.24,9071.81,5928.96,2622.17,1802.71,0\\r\\n12390,2619,63,Male,0,self_employed,334,3,4,20,1977.15,2539.66,1973.55,1593.14,6.77,5.7,564.41,272.97,2144.6,2587.54,0\\r\\n12391,2243,70,Male,0,self_employed,501,2,2783,67,1088.43,1088.43,1986.01,355.52,0.04,0.04,0.04,0.04,1088.43,1088.43,0\\r\\n12392,1624,65,Male,0,self_employed,1529,3,1856,25,2351.89,2337.6,2336.34,2281.38,14.74,14.74,0.46,0.46,2350.41,2335.76,0\\r\\n12393,3030,31,Male,5,self_employed,245,2,204,102,1705.34,1705.34,1705.34,1172.66,0.47,0.47,0.47,0.47,1705.34,1705.34,1\\r\\n12394,2700,27,Male,0,student,1020,3,835,7,1882.63,1800.56,1809.2,1653.67,85.94,0.23,0.23,0.23,1821.44,1801.26,0\\r\\n12395,2149,24,Male,1,student,1020,2,288,,2788.05,2816.62,2911.66,3227.61,0.31,0.31,0.31,0.31,2788.05,2816.62,0\\r\\n12396,677,90,Male,0,self_employed,75,2,1816,,13571.87,13571.87,13576.48,13911.75,0.07,0.07,0.07,0.07,13571.87,13571.87,0\\r\\n12397,3406,50,Female,0,self_employed,1363,3,222,81,3593.91,3603.84,3469.71,2009.58,0.09,0.09,0.09,0.09,3596.3,3610.38,0\\r\\n12398,4944,46,Male,3,self_employed,1577,2,146,40,9537.53,9537.53,9551.06,9659.27,0.66,16.02,0.66,0.66,9537.53,9528.11,0\\r\\n12399,607,27,Male,0,salaried,1096,3,614,151,6981.19,7038.33,6685.99,5073.54,0.09,0.09,642.94,0.09,7026.51,6704.83,0\\r\\n12400,4220,83,Female,0,retired,,2,345,28,8289.06,6860.49,7304.9,5399.29,1428.76,0.19,0.19,0.19,8239.8,6860.49,0\\r\\n12401,1284,58,Female,0,self_employed,1096,2,11,,1040.41,1792.86,1687.75,1830.38,0.56,0.56,753.01,0.56,1466.43,1792.86,0\\r\\n12402,5964,42,Female,0,self_employed,15,1,6,14,4468.93,4929.7,9904.09,10638.48,648.68,643.39,984.96,390.86,4251.85,4750.61,0\\r\\n12403,629,86,Male,,retired,,2,418,238,1689.02,1903.3,1924.36,2600.99,0.64,0.64,214.93,214.93,1703.8,1924.04,0\\r\\n12404,1626,74,Male,0,self_employed,745,3,1903,,2329.19,2329.19,2281.39,1686.28,0.17,0.17,0.17,0.17,2329.19,2329.19,0\\r\\n12405,2577,48,Female,0,self_employed,1020,1,163,45,30483.74,23224.1,33130.02,34156.21,0.2,67915.85,14.36,28647.57,28664.21,36222.83,1\\r\\n12406,4371,36,Female,0,self_employed,1020,1,145,28,169.11,1410.62,1798.45,5171.07,19286.3,0.59,1955.56,533.3,1339.25,1618.84,1\\r\\n12407,2287,68,Female,0,self_employed,834,2,1088,0,3361.41,4022.63,3802.51,4189.02,10.43,1529.86,714.77,1434.74,3722.23,3751.48,0\\r\\n12410,458,39,Male,,self_employed,1548,3,2703,58,8290.79,17835.63,14989.5,16787.23,0.41,943.27,23688.11,0.41,10270.51,17805.21,1\\r\\n12411,3581,49,Male,3,salaried,146,2,76,14,6055,3228.08,5868.29,5782.89,8.5,0.21,304.99,2754.84,3290.53,5501.2,1\\r\\n12412,1394,34,Male,0,self_employed,11,2,297,87,958.77,2123.8,1982.95,932.02,0.36,0.36,1165.39,0.36,1169.57,2123.8,0\\r\\n12413,1326,26,Female,0,self_employed,1020,2,118,5,2156.16,1201.55,1591.27,1764.36,1119.27,0.46,164.66,280.42,1746.89,1357.3,0\\r\\n12415,1846,65,Male,0,retired,1254,3,25,137,2401.2,1047.77,2330.28,4883.91,0.61,0.61,325.23,575.97,1231.93,1954.82,0\\r\\n12416,6426,60,Female,0,self_employed,1020,2,1,95,2356.87,2356.87,3093.09,10514.67,0.24,0.24,0.24,0.24,2356.87,2356.87,0\\r\\n12418,663,44,Female,,self_employed,1096,3,678,14,752.12,466.41,1659.1,397.44,26000.27,1857.41,25714.56,1545.67,3229.96,747.14,0\\r\\n12419,807,40,Male,,self_employed,409,2,612,14,115.43,72.06,1816.43,4289.67,2543.43,1571.49,5000.06,5171.49,494.48,672.06,1\\r\\n12420,3133,42,Female,0,salaried,146,1,77,,10709.61,61.22,3460.61,3874.9,0.36,0.36,0.36,0.36,10234.05,61.22,0\\r\\n12421,2621,56,Male,0,self_employed,834,3,1242,63,7618.84,2156.54,3231.68,3420.44,0.27,0.27,251.6,134.14,2695.15,2761.9,0\\r\\n12422,2609,42,Male,2,self_employed,1096,2,1069,219,25452.36,25521.08,46723.36,75317.15,0.17,0.17,0.17,37553.09,25721.34,49812.6,0\\r\\n12423,7600,65,Female,0,self_employed,1020,1,5,0,57859.25,50881.95,53187.53,44126.33,2074.7,600.32,3418.12,1473.2,55499.58,51157.86,0\\r\\n12424,290,48,Male,,self_employed,1154,2,3304,13,15758.35,14355.94,95349.9,43708.46,194263.52,358436.96,192857.21,357313.92,95079.77,175773.79,0\\r\\n12425,2421,43,Male,0,salaried,1232,2,52,0,13586.57,25514.15,11349.38,6939.6,3073.04,20897.62,15000.61,0.61,20107.58,6641.2,0\\r\\n12426,2964,30,Male,0,salaried,1020,1,240,31,2628.48,3962.5,1641.52,65.64,0.14,10286.87,1549.01,5327.36,3286.22,1630.82,0\\r\\n12428,2113,38,Female,0,salaried,649,3,554,111,3115.39,2123.57,2147.74,1472.39,0.1,0.1,85.81,0.1,2635.45,2029,0\\r\\n12429,6358,66,Female,0,self_employed,1111,2,1292,0,1054.21,1938.41,1981.8,1965.84,1332.76,914.4,2701.9,1095.53,1321.82,1761.79,0\\r\\n12430,2544,76,Male,0,self_employed,1096,3,1558,6,26635.32,26195.89,26719.77,30154.91,1559.8,770.79,1500.86,1700.43,25814.02,26374.02,0\\r\\n12431,1911,76,Female,0,retired,1020,1,13,65,1160.04,1160.04,5333.04,3584.51,0.23,0.23,0.23,30143.09,1160.04,4952.66,1\\r\\n12432,2571,65,Male,0,self_employed,1221,2,939,58,1442.07,1685.86,1649.3,2086.92,0.64,24.04,230.59,136.9,1543.78,1849.21,0\\r\\n12433,1194,42,Male,0,salaried,575,2,930,7,2763.4,5106.03,1901.39,2184.11,4686.04,4650.14,12600.1,5457.24,3674.56,1061.64,0\\r\\n12434,3502,47,Female,0,self_employed,965,1,37,312,9853.23,9853.23,9853.23,9791.62,0.03,0.03,0.03,0.03,9853.23,9853.23,0\\r\\n12435,1543,33,Male,1,salaried,1073,2,3021,32,32596.67,38771.6,40736.63,43474.77,0.61,32.04,6175.54,6429.19,35729.08,41301.83,0\\r\\n12436,5271,62,Male,0,self_employed,1096,3,1376,,1758.59,1756.3,1734.11,1220.92,0.6,0.6,0.6,0.6,1757.48,1753.45,0\\r\\n12437,1803,33,Male,1,self_employed,409,3,392,47,6002.41,6437.38,7448.7,6989.06,0.64,2.64,1417.92,2266.81,6925.46,7218.59,0\\r\\n12438,2134,69,Male,0,retired,1096,3,328,26,3843.2,3178.91,3537.58,3265.76,1057.56,0.41,393.27,136.13,4014.13,3283.98,0\\r\\n12439,6142,39,Male,0,self_employed,318,1,1307,219,1591.8,1591.8,1609.47,1703.16,0.37,0.37,0.37,36.09,1591.8,1597.56,0\\r\\n12440,714,37,Male,2,self_employed,797,2,1631,95,3097.52,4340.03,4509.3,1028.37,0.06,0.06,571.49,0.06,3873.08,4702.81,1\\r\\n12441,2954,43,Male,0,self_employed,656,3,3272,62,6303.39,6317.67,5970.7,5171.56,0.14,0.14,0.14,0.14,6304.86,6319.05,0\\r\\n12442,361,29,Male,0,self_employed,516,1,2846,33,1144.88,1144.88,23090.03,53287.5,0.11,6000.11,0.11,20000.11,1144.88,24408.1,1\\r\\n12443,456,45,Male,,self_employed,931,2,3031,140,10768.64,10768.64,11308.58,9753.23,0.5,0.5,0.5,0.5,10768.64,11031.31,0\\r\\n12444,824,34,Male,0,self_employed,1338,2,2210,27,848.79,277.36,3459.39,7627.41,714.6,0.31,286.03,7143.17,855.69,2051.56,1\\r\\n12445,3348,40,Male,0,self_employed,235,2,733,0,4677.55,3020.5,3611.17,4600.94,2832.69,2484.21,1318.49,3475.27,3663.86,2914.65,0\\r\\n12446,1131,85,Male,0,retired,1338,2,2067,91,897.28,446.64,3087.93,606.61,0.14,0.14,0.14,5714.43,539.88,2500.79,1\\r\\n12447,250,61,Female,2,salaried,578,2,757,252,1210.8,9531.83,9360.87,10197.99,0.64,0.64,8897.16,840.44,8789.32,9430.43,0\\r\\n12448,2742,50,Male,0,self_employed,905,1,259,55,3592.28,3592.28,3579.58,3536,0.69,34.43,0.69,0.69,3592.28,3587.92,0\\r\\n12449,1396,42,Male,0,self_employed,202,3,2295,24,2568.37,2532.66,3111.28,3935.79,35.86,0.14,0.14,1428.71,2563.44,2809.15,0\\r\\n12450,224,33,Male,2,self_employed,334,3,124,11,1259.85,5026.04,1981.49,448.4,8111.81,13930.9,2040.86,6383.52,1652.73,3326.94,1\\r\\n12451,1003,27,Male,0,self_employed,762,2,1434,45,6282.55,6282.55,6387.33,5418.53,0.23,5712.06,0.23,7197.26,6282.55,5111.71,1\\r\\n12452,2022,48,Female,0,self_employed,485,2,1218,35,168.04,3810.9,2941.52,17.95,0.59,72.06,3643.44,72.01,2303.51,3794.74,1\\r\\n12453,299,49,Male,,self_employed,1156,3,4119,89,2614.49,2614.49,2595.39,202.72,0.43,0.43,0.43,0.43,2614.49,2614.49,0\\r\\n12454,2343,66,Female,3,self_employed,146,1,1755,4,18478.63,17966.27,18559.1,7086.72,1071.61,1228.76,559.26,173.54,18425.89,17538.54,1\\r\\n12455,4305,33,Male,1,self_employed,318,1,35,5,465.14,1749.02,1511.82,2456.38,285.79,115.71,2062.52,764.27,550.89,1891.31,1\\r\\n12456,2304,41,Male,0,self_employed,575,3,616,75,200.29,599.44,3900.54,171.35,0.43,0.43,357.57,6743.29,375.06,3276.67,1\\r\\n12457,1328,68,Male,0,self_employed,89,3,2550,262,1998.02,1998.02,2082.51,2128.92,0.17,0.17,0.17,143.03,1998.02,2108.62,0\\r\\n12458,3845,50,Male,0,self_employed,623,1,81,,3867.35,3867.35,3867.35,3842.85,0.09,0.09,0.09,0.09,3867.35,3867.35,0\\r\\n12459,265,39,Male,0,self_employed,1235,3,2925,21,16867.8,13022.3,14504.33,12383.13,4377.66,0.57,532,86.29,16856.41,13077.6,0\\r\\n12460,2148,59,Male,2,salaried,334,3,1858,24,14997.94,13547.7,11396.24,5312.53,2781.59,6314.76,1106.93,971.07,15265.52,12056.31,0\\r\\n12461,1285,42,Male,0,salaried,1135,2,1527,116,13196.38,13196.38,13196.38,4870.16,0.3,0.3,0.3,0.3,13196.38,13196.38,0\\r\\n12462,1705,35,Female,0,self_employed,146,2,1208,13,102937.1,106927.46,99692.05,2348.95,328.71,314.43,4791.3,1499.45,103833.55,107861.57,0\\r\\n12463,1421,62,Male,0,salaried,578,2,399,60,43219.98,54016.55,40189.54,49078.25,0.56,0.56,10797.13,1429.13,47420.33,58993.51,0\\r\\n12465,320,61,Male,0,self_employed,575,2,90,6,17.34,187.97,2626.87,8298.77,4177.91,1586.14,403.44,425.36,214.89,1965.16,0\\r\\n12466,2769,47,Female,2,self_employed,623,1,700,263,4485.41,4485.41,4485.41,4460.82,0.06,0.06,0.06,0.06,4485.41,4485.41,0\\r\\n12467,5317,64,Female,0,self_employed,169,1,33,13,60776.48,60640.77,60538.64,59769.34,100.13,68.76,116.58,108.4,60740.73,60490.39,0\\r\\n12468,2076,49,Female,0,salaried,1020,2,1799,26,5281.46,5208.64,4649.88,3088.61,42.96,0.1,825.96,1297.57,5491.86,4886.22,0\\r\\n12469,2486,43,Male,0,self_employed,1096,2,393,46,12783.23,11645.25,11786.85,11102.77,0.4,14.69,8.69,64.11,12235.23,11661.27,0\\r\\n12470,430,90,,,self_employed,1474,2,1243,,38.4,38.4,9254.99,28413.67,0.13,0.13,0.13,0.13,38.4,38.4,1\\r\\n12471,1402,68,Male,0,retired,986,2,2593,108,5756.73,5756.73,5756.73,5416.78,0.46,0.46,0.46,0.46,5756.73,5756.73,0\\r\\n12472,5484,44,Female,1,,1020,2,19,25,3122.99,3669.17,3757.72,5241.28,49.33,49.46,290.72,304.04,3128.25,3832.9,0\\r\\n12473,292,51,Male,0,self_employed,1643,2,4315,6,7441.22,15692.27,14757.14,24662.8,1929.01,0.44,0.44,0.44,7430.05,15692.27,0\\r\\n12474,2075,32,Male,0,student,905,1,1336,,3339.55,3339.55,3339.55,3324.57,0.4,0.4,0.4,0.4,3339.55,3339.55,0\\r\\n12476,2803,32,Female,0,salaried,980,2,655,17,1471.6,1912.21,1754.23,444.05,34.51,60.27,485.38,718.38,1718.09,2139.74,1\\r\\n12477,1738,38,Male,0,self_employed,623,2,700,91,2862.15,2862.15,3144.79,3463.1,0.51,0.51,0.51,18,2862.15,2863.58,0\\r\\n12478,282,52,Male,0,salaried,611,3,155,178,5210.33,3793.6,2106.56,291.65,0.41,0.41,0.41,0.41,4298.33,1788.52,0\\r\\n12480,1072,22,Female,0,student,1020,2,47,297,1500.44,1500.44,1500.44,1491.65,0.47,0.47,0.47,0.47,1500.44,1500.44,0\\r\\n12481,695,51,Female,,self_employed,1067,1,1342,199,20419.49,20419.49,20419.49,20254.96,0.37,0.37,0.37,0.37,20419.49,20419.49,0\\r\\n12482,782,66,Female,0,self_employed,834,2,334,77,3026.42,3026.42,3091.07,4109.48,0.23,0.23,0.23,0.23,3026.42,3026.42,0\\r\\n12483,2620,62,Male,0,salaried,187,3,755,,1537.05,1537.05,1537.05,1527.32,0.39,0.39,0.39,0.39,1537.05,1537.05,0\\r\\n12484,535,14,Female,,student,363,3,2334,56,38488.39,38488.39,36921.57,31091.21,0.36,4286.07,0.36,0.36,38488.39,38073.64,0\\r\\n12485,1360,54,Male,0,salaried,578,3,264,7,2423.14,2078.21,2253.17,2015.75,13.09,58.54,41.71,68.94,2347.26,2135.72,0\\r\\n12486,2618,34,Female,0,self_employed,834,3,334,200,6004.05,6018.34,6031.85,6064.31,0.5,0.5,0.5,0.5,6017.85,6031.7,0\\r\\n12487,4106,77,Female,0,self_employed,1181,2,3654,62,3198.81,5255.96,3705.95,15285.01,0.33,0.33,2057.47,3557.47,4227.38,5659.64,0\\r\\n12488,5919,57,Male,3,self_employed,1111,3,27,,2608.89,2608.89,2608.89,2592.37,0.11,0.11,0.11,0.11,2608.89,2608.89,0\\r\\n12489,3348,69,Male,0,retired,1020,3,442,0,7379.83,7027.81,7264.21,3768.5,877.85,0.54,571.97,296.81,7015.89,7206.87,0\\r\\n12490,2853,84,Male,0,retired,334,2,141,3,655.5,235.46,1599.94,4705.34,133.45,928.6,142.89,3571.46,620.12,1257.4,0\\r\\n12491,326,72,Male,0,self_employed,1020,3,1,3,724.93,106.83,1569.36,1423.38,1038.79,36461.57,5327.27,2072.4,141.52,3996.46,1\\r\\n12492,1264,59,Female,0,self_employed,1525,2,276,63,81433.16,123205.93,55442.28,171.35,0.33,0.33,54001.22,10703.41,104202.21,51345.78,0\\r\\n12493,2928,36,Male,0,self_employed,409,3,395,,3677.03,3534.03,3636.13,3734.91,0.44,0.44,0.44,314.73,3603.06,3544.57,0\\r\\n12494,1396,34,Male,2,self_employed,1436,2,1125,77,5445.01,5154.39,5492.82,5252.43,0.61,0.61,481.34,629.21,4835.67,5067.16,0\\r\\n12495,584,29,Male,0,self_employed,1467,3,3595,42,2583.87,2797.15,2431.56,1140.48,0.03,385.87,213.31,0.03,2597.66,2571.29,1\\r\\n12496,6039,90,Male,0,self_employed,1020,2,145,47,5459.12,5456.55,5453.81,5404.59,0.59,7.29,0.59,0.59,5457.61,5453.96,0\\r\\n12497,557,55,Male,0,self_employed,198,2,821,33,263.51,1414.9,1653.82,2063.9,0.1,152.07,165.63,69.1,631.45,1854.69,1\\r\\n12498,1354,33,Male,0,salaried,905,2,634,0,6142.68,5860.18,5613.99,5083.17,209.43,201,0.13,0.13,5887.72,5517.46,0\\r\\n12499,3919,43,Male,0,self_employed,146,3,353,,3608.38,3420.53,3118.96,1253,0.59,0.59,286.3,0.59,2959.02,3506.68,0\\r\\n12500,2009,24,Female,0,student,1258,1,152,153,3781.69,3781.69,3698.48,3327.64,0.34,0.34,0.34,0.34,3781.69,3665.49,0\\r\\n12501,1214,49,Male,0,self_employed,623,1,1041,13,13415.84,13422.44,13310.07,14605.93,1.46,265.83,112.4,63.43,13429.71,13298.91,0\\r\\n12502,1540,33,Female,0,self_employed,1200,2,622,23,2552.11,7249.08,2474.93,92.19,2143.26,0.4,6257.54,0.4,4659.73,2643.27,0\\r\\n12503,4209,39,Male,2,self_employed,409,1,330,39,8816.12,10044.35,6882.85,5260.43,0.01,3569.5,0.01,0.01,8985.92,6727.73,0\\r\\n12504,2595,43,Female,0,self_employed,1020,1,240,61,7130.19,7819.7,8033.43,6005.71,0.33,0.33,2070.3,604.74,7569.64,9214.11,0\\r\\n12505,4015,36,Female,0,self_employed,1020,2,5,280,672.23,4243.66,4737.83,8346.26,0.1,0.1,3571.53,0.1,4120.51,4243.66,1\\r\\n12506,4039,56,Male,2,self_employed,485,2,1296,73,66517.23,69879.25,69665.82,70788.63,0.46,0.46,11283.86,43.31,69439.16,69834.93,0\\r\\n12507,1102,28,Male,0,self_employed,555,3,2773,6,2778.75,2853.1,2878.38,2050.39,0.79,429,77.36,66.81,2838.2,2839.3,1\\r\\n12508,5130,70,Male,0,self_employed,1020,1,211,17,7718.58,7492.79,8401.8,10511.82,314.53,314.53,71.67,549.57,7577.07,7559.38,0\\r\\n12509,2199,58,Female,0,self_employed,15,3,1675,48,2002.54,2002.54,1798.57,1944.17,0.66,572.09,0.66,0.66,2002.54,1799.77,0\\r\\n12510,5194,54,Female,2,self_employed,409,1,92,27,3128.36,1391.98,1940.68,2388.62,1400.19,0.04,0.04,0.04,2998.82,1204.19,0\\r\\n12511,4109,62,,,self_employed,1603,1,72,10,10441.35,10845.64,9264,10565.08,21429.17,21429.17,21833.47,16008.17,9644.88,4919.11,0\\r\\n12512,2453,34,Female,0,self_employed,1076,2,437,315,5301.08,5291.88,5163.86,4190.62,0.56,0.56,134.22,72.81,5306.98,5207.57,0\\r\\n12513,668,51,Female,0,salaried,1020,3,668,21,1832.63,1829.57,2020.59,1271.41,2071.5,0.07,2071.5,571.5,1831.15,1985.03,0\\r\\n12514,4956,42,Male,0,salaried,,2,175,191,18590.78,7099.42,9751.29,7226.93,0.1,0.1,285.81,285.81,14643.58,7361.8,0\\r\\n12515,2921,60,Female,0,self_employed,61,3,476,187,2663.84,2813.91,2890.97,5549.9,0.67,0.67,150.74,143.53,2788.04,2910.69,1\\r\\n12517,1959,7,Female,0,salaried,409,3,2040,360,2292.35,2670.98,2646.87,2739.74,0.7,0.7,357.84,0.7,2560.1,2679.52,0\\r\\n12518,4638,90,Male,0,self_employed,1150,2,61,98,3694.9,3696.53,3696.35,2575.39,0.21,0.21,0.21,0.21,3695.97,3696.53,0\\r\\n12519,3467,69,Male,0,salaried,491,2,396,35,51044.23,7928.65,16387.66,1381.26,0.7,12077.47,43606.39,1312.7,42468.47,4796.84,0\\r\\n12520,1326,85,Female,0,self_employed,191,2,1760,,6864.87,6864.87,6864.87,6821.38,0.53,0.53,0.53,0.53,6864.87,6864.87,0\\r\\n12521,2498,23,Female,0,student,1494,2,67,173,1199.71,1213.99,2186.13,1751.66,0.19,0.19,0.19,7143.04,1204.14,4121.83,0\\r\\n12522,6082,41,Male,2,self_employed,996,3,1307,0,3383.6,2604.01,3545.25,2461.53,4047.53,1661.18,600.29,2137.79,3376.61,3062.75,0\\r\\n12523,5373,38,Female,0,salaried,1111,3,89,118,3764.8,3752.68,3748.57,3701.51,0.6,0.6,0.6,0.6,3759.11,3751.03,0\\r\\n12524,3064,71,Male,0,self_employed,664,2,241,84,7049.26,7049.26,7036.66,6593.2,0.63,0.63,0.63,0.63,7049.26,7049.26,0\\r\\n12525,371,26,Male,0,self_employed,1016,3,1217,0,4269.38,2053.01,2319.8,1078.5,3942.89,7418.46,3734.02,7249.14,3867.9,1529.89,0\\r\\n12526,1433,30,Male,0,self_employed,688,2,763,178,6847.17,6938.85,6998.29,8041.65,0.11,0.11,95.89,95.89,6859.96,6951.21,0\\r\\n12527,4445,61,Male,0,self_employed,983,3,238,81,9785.16,10007.44,10066.41,9934.82,0.6,0.6,0.6,129.17,9894.02,10065.5,0\\r\\n12528,569,66,Male,,retired,44,3,409,35,748.9,920.33,1497.76,3058.63,0.43,429,171.86,1143.29,813.92,1261.34,0\\r\\n12529,2068,43,Male,2,self_employed,,3,1892,88,1923.83,2141.74,2194.55,1740.97,0.1,0.1,218.01,341.67,1952.83,2190.67,0\\r\\n12530,2182,35,Male,0,salaried,623,3,364,18,2564.1,2061.2,1827.13,2716.95,457.79,100.64,924.7,1152.79,2039.59,1730.35,0\\r\\n12531,1697,44,Female,0,self_employed,491,2,1733,101,2179.41,2179.41,2179.41,1961.72,0.63,0.63,0.63,0.63,2179.41,2179.41,1\\r\\n12532,2625,53,Male,1,self_employed,665,1,569,19,689.59,682.17,6949.06,1375.88,42500.2,209285.92,0.2,14738.1,685.4,15436.19,0\\r\\n12533,2785,71,Male,0,retired,680,1,565,6,2586.95,2215.52,2099.9,3195.69,871.29,0.57,1072,0.57,1960.84,2215.52,1\\r\\n12534,439,48,Male,,self_employed,905,2,1340,20,8769.6,7341.03,7685.86,7867.49,1429.27,0.7,0.7,0.7,8375.52,7341.03,0\\r\\n12535,2660,70,Female,0,retired,403,2,749,,4734.2,4734.2,4734.89,4711.31,0.31,0.31,0.31,0.31,4734.2,4734.2,0\\r\\n12536,283,41,Female,,self_employed,623,2,1639,7,2803.36,2831.93,2838.01,3054.55,0.98,0.98,28.73,22.4,2813.59,2836.82,0\\r\\n12537,242,90,,,self_employed,649,2,1437,3,1583.01,1582.96,1759.56,895.93,1013.34,3415.5,1064.87,5114.63,1300.38,1833.25,0\\r\\n12538,1194,35,Male,0,salaried,460,3,1850,18,1495.99,1891.93,1802.34,1913.49,14285.94,0.23,14643.09,0.23,1639.35,1917.89,0\\r\\n12539,2739,56,Male,1,salaried,1096,2,1347,45,561.7,842.92,1533.73,691.42,0.06,495.11,281.27,514.99,644.39,621.69,1\\r\\n12540,1878,63,Male,0,self_employed,834,1,530,0,17960.62,5346.57,7936.36,10629.32,14285.94,491.86,249.82,8229.2,5018.12,7212.47,0\\r\\n12541,1643,14,Female,0,student,1096,3,1660,,3568.63,3568.63,3568.63,3546.03,0.57,0.57,0.57,0.57,3568.63,3568.63,0\\r\\n12542,237,54,Male,2,self_employed,1096,3,905,48,1279.77,2594.3,1541.82,518.21,0.21,1714.5,1314.74,146.93,1578.32,2171.21,1\\r\\n12543,3371,52,Female,0,self_employed,905,2,634,23,2530.72,1303.9,1760.16,224.34,1000.33,3000.33,2854.04,2920.47,1923.75,1180.39,1\\r\\n12544,555,66,Female,,self_employed,50,3,4148,108,1552.24,1552.24,1552.24,1821.54,0.67,0.67,0.67,0.67,1552.24,1552.24,0\\r\\n12545,3596,69,Female,0,self_employed,1463,2,387,9,7220.08,6812.94,11087.1,5123.79,407.79,407.79,0.64,214.93,6911.22,6835.06,0\\r\\n12546,1536,8,Female,0,student,491,2,93,244,7510.23,7510.23,7116.99,6328.39,0.07,0.07,0.07,0.07,7510.23,7104.7,0\\r\\n12547,454,48,Female,0,self_employed,1271,3,379,13,3013.35,3031.48,1500.62,371.89,28.84,2857.41,46.97,191.7,3003.66,1239.59,1\\r\\n12548,2116,28,Male,0,student,623,1,218,28,32850.88,28094.49,16978.62,133.22,4760.79,34285.79,0.07,6289.82,32850.88,17974.9,0\\r\\n12549,4059,32,Male,0,self_employed,1020,2,411,35,113.16,372.25,2518.98,1677.46,0.1,3700.16,0.1,6928.67,1362.98,2426.17,0\\r\\n12550,2205,56,Female,0,self_employed,334,1,386,3,1525.08,1953.28,1712.05,2745,6893.54,1545.09,7143.17,2963.17,1945.87,2257.68,0\\r\\n12551,3202,44,Female,0,self_employed,1020,2,16,6,15287.26,14965.47,14862.01,13535.34,450.66,0.66,128.87,129.23,15041.43,15065.01,0\\r\\n12552,430,49,Male,0,salaried,1440,2,828,136,21061.57,20881.8,20935.93,18759.57,0.44,0.44,0.44,0.44,21024.38,20884.56,0\\r\\n12554,1344,10,Female,0,student,434,3,1975,48,2125.18,2125.18,2060.66,1971,0.57,143.43,0.57,0.57,2125.18,2074.49,0\\r\\n12555,5292,34,Male,0,self_employed,409,3,3,49,17759.75,17788.32,17820.07,17849.78,0.06,28.63,0.06,42.9,17762.7,17783.25,0\\r\\n12556,2012,71,Male,0,self_employed,975,3,1854,,1742.49,1742.49,1742.49,1731.45,0.24,0.24,0.24,0.24,1742.49,1742.49,0\\r\\n12557,2063,45,Male,0,self_employed,1020,3,836,14,2431.74,2465.57,2667.79,4018.49,714.75,0.3,750.23,189.3,2963.69,2600.82,0\\r\\n12558,1796,42,Male,0,self_employed,243,2,640,75,2581.08,2814.75,2545.96,1967.27,0.31,0.31,5.41,0.31,2618.03,2658.07,0\\r\\n12559,1072,28,Male,3,self_employed,1457,3,2190,40,2978.13,2978.13,2973.14,3029.26,0.57,14.5,0.57,0.57,2978.13,2969.59,0\\r\\n12560,742,90,Male,0,retired,848,3,1846,3,718.8,2016.62,2149.73,2315.69,1128.63,1571.49,2428.63,3021.55,776.24,2164.58,0\\r\\n12561,1366,50,Male,2,salaried,393,2,335,75,6371.38,6517.71,6546.88,6878.33,0.66,0.66,103.27,137.24,6420,6561.95,0\\r\\n12562,1966,58,Female,0,self_employed,623,1,368,3,12775.96,11061.68,11226.7,10960.81,643.09,0.23,0.23,0.23,11556.75,11061.68,0\\r\\n12563,1090,26,Female,0,self_employed,409,3,609,59,1940.31,1794.2,2148.08,1917.91,0.37,571.8,569.97,2154.66,1894.41,2289.22,0\\r\\n12564,1324,47,Male,3,self_employed,489,3,2796,69,4535.66,4004.23,6193.98,9565.98,0.27,0.27,742.06,4459.1,4665.5,5809.13,1\\r\\n12565,1546,20,Female,0,student,630,3,281,60,1488.61,1488.61,1465.57,1408.74,0.33,0.33,0.33,0.33,1488.61,1488.61,0\\r\\n12566,190,35,Male,,self_employed,146,2,1050,41,4795.22,2726.82,2369.18,7589.71,0.33,2500.33,786.04,437.38,4775.93,1582.33,0\\r\\n12567,1943,31,Female,0,salaried,1111,2,88,54,4509.51,4509.51,4507.99,4502.97,0.24,4.15,0.24,0.24,4509.51,4508.88,0\\r\\n12568,1055,72,Male,0,retired,146,2,2710,27,3472.05,804.09,1711.01,2696.96,114.24,64.59,520.37,100.8,2408.83,909.84,0\\r\\n12569,2758,33,Male,0,self_employed,572,3,189,0,3760.54,320.54,1700.55,799.54,5086.27,2714.84,1646.27,6372.46,354.82,1024.37,1\\r\\n12570,878,34,Male,2,salaried,318,3,2927,48,1783.85,1701.92,1453.94,3463.58,0.19,71.63,189.87,189.87,1742.23,1425.34,0\\r\\n12571,2039,25,Male,0,student,1020,1,522,30,21071.4,21071.4,20417.63,19843.4,0.17,1013.16,0.17,0.17,21071.4,20124.46,0\\r\\n12572,2658,38,Male,0,self_employed,615,3,1062,0,3679.88,3215.6,3224.26,3322.84,500.63,0.63,0.63,0.63,3200.08,3218.36,0\\r\\n12573,2234,41,Male,0,self_employed,,3,1053,20,2153.78,3161.16,4993.92,4570.23,2720.07,9148.64,1786.26,7211.64,3462.13,5802.25,1\\r\\n12574,3511,46,Female,2,self_employed,630,3,404,3,3012.54,6492.64,4904.51,3855.43,5724.51,9169.5,10239.59,10270.97,3511.91,5787.79,1\\r\\n12575,657,64,Male,0,self_employed,1308,3,430,121,5308.99,5307.02,5307.45,5206.97,0.54,0.54,0.54,0.54,5308.31,5307.02,0\\r\\n12576,608,33,Female,0,self_employed,1020,3,1471,14,49230.03,19187.94,15075.58,474.64,30523.3,18895.63,52.64,32.73,42125.22,2666.75,1\\r\\n12577,3147,90,,0,self_employed,381,2,443,126,3335.83,3857.81,3776.23,3052.39,0.13,0.13,522.11,0.13,3481.99,3857.81,0\\r\\n12578,5151,56,Female,0,self_employed,1020,1,15,55,30802.74,30802.74,32119.85,32173.63,0.4,5.11,0.4,2143.26,30802.74,32115.5,0\\r\\n12579,1101,24,Male,0,student,630,2,1405,52,2216.86,2216.86,1954.19,1305.64,0.43,643.29,0.43,0.43,2216.86,2071.7,0\\r\\n12580,6645,41,Male,2,self_employed,834,1,14,10,22807.06,12640.57,9211.17,1283.73,23428.76,12000.19,12714.47,0.19,22369.56,3673.45,0\\r\\n12581,1984,64,Male,0,self_employed,1271,3,661,36,1689.35,13044.58,2309.96,867.27,0.47,11657.24,11429.04,0.47,1689.09,4223.94,0\\r\\n12582,2031,35,Female,2,self_employed,1198,3,1421,0,9393.19,1550.34,2056.42,1458.66,7843.16,0.3,0.3,0.3,3068.56,1550.5,1\\r\\n12583,4190,22,Male,0,student,623,1,81,55,6723.47,12266.34,6310.54,589.87,0.31,14286.03,5714.6,2857.46,7578.65,10515.19,1\\r\\n12584,856,67,Male,,retired,517,3,1455,4,20351.12,2055.31,4081.34,8904.19,37142.91,69.06,275.67,486.35,5185.89,2214.33,0\\r\\n12585,579,40,Female,,self_employed,187,3,755,69,19167.56,19167.56,18444.74,79.49,0.27,0.27,0.27,0.27,19167.56,26512.05,0\\r\\n12586,996,40,Female,2,self_employed,1096,2,1661,3,2634.4,2377.25,2437.22,2671.27,314.63,0.34,428.91,286.06,2327.01,2478.64,0\\r\\n12587,279,74,Male,,retired,,2,201,25,527.56,644.33,3096.63,9063.8,41.03,0.66,157.8,6572.09,637.17,1436.96,1\\r\\n12588,1151,57,Male,0,self_employed,409,2,32,7,18216.46,17755.95,16876.81,1264.47,826.1,1416.08,3160.45,3538.31,18793.61,18710.67,0\\r\\n12589,1985,90,Male,0,self_employed,630,2,36,66,1651.34,1651.34,1629.4,1525.59,0.54,0.54,0.54,0.54,1651.34,1656.45,0\\r\\n12590,966,28,Female,0,self_employed,1181,3,2532,24,5458.67,2601.53,3422.55,2904.72,2857.37,0.23,0.23,0.23,5064.59,2601.53,0\\r\\n12591,5507,45,Female,1,self_employed,1589,3,33,31,1056.1,1056.1,1958.71,3943.92,0.64,63.6,0.64,143.5,1056.1,1097.09,0\\r\\n12592,599,37,Female,,self_employed,905,2,1582,19,3918.93,382.27,2219.57,1476.26,17822.61,0.24,14285.96,0.24,5894.17,382.27,0\\r\\n12593,4625,69,Male,2,self_employed,834,2,1088,48,1957.54,1957.54,2110.65,2892.65,0.13,33.41,0.13,302.99,1957.54,2130.24,0\\r\\n12594,1335,33,Male,0,self_employed,409,2,1667,6,8538.39,8186.84,8597.24,7734.11,3.28,1.69,1325.76,1826.6,8596.93,8599.42,0\\r\\n12595,3173,66,Female,0,salaried,146,2,261,,12007.61,12042.83,12273.88,12382.46,0.46,0.46,0.46,0.46,12033.11,12326.68,0\\r\\n12597,728,64,Male,0,self_employed,1061,2,1016,28,4995.63,4742.52,6345.01,7416.87,643.46,1435.31,72.03,295.28,5159.58,3690.65,0\\r\\n12598,222,35,Female,0,self_employed,243,2,3722,200,1195.5,1278.85,1604.96,3440.68,0.6,0.6,69.66,0.6,1213.34,1287.6,0\\r\\n12599,1337,65,Male,0,retired,1084,3,489,86,8274.47,8274.47,8147.38,3806.53,0.37,0.37,0.37,428.94,8274.47,8578.61,0\\r\\n12600,2653,30,Female,0,salaried,,2,373,21,4359.26,3787.83,3718.45,2846.43,572.01,429.16,0.59,0.59,4201.63,3594.29,0\\r\\n12601,1986,43,Male,3,salaried,56,3,3327,84,6196.15,6519.04,7254.72,9000.19,0.47,0.47,394.79,1851.26,6265.38,7417.76,0\\r\\n12602,427,44,Male,0,salaried,843,3,1096,,2621.21,2621.21,2623.14,2613.97,0.16,0.16,0.16,0.16,2621.21,2621.82,0\\r\\n12603,889,22,Female,0,student,972,3,1487,60,2703.01,2724.62,2344.12,2212.54,0.7,0.7,22.3,3.89,2707.7,2726.88,0\\r\\n12604,583,25,Female,,salaried,491,2,396,38,150.3,2150.3,1568.73,8351.46,0.27,643.13,2000.27,0.27,357.2,1714.82,0\\r\\n12605,675,54,Male,,salaried,1328,3,243,111,2744.99,2802.13,2843.58,2588.49,0.67,0.67,0.67,0.67,2786.86,2841.3,0\\r\\n12607,5869,53,Male,1,self_employed,1096,1,587,5,4081.38,1994.07,3791.37,4873.38,14310.5,10000.54,12225.41,10512.59,3199.49,4086.29,0\\r\\n12608,1811,31,Female,0,self_employed,15,3,1682,70,6853.42,6582.56,6299.26,2780.29,0.66,0.66,1429.23,686.37,6621.64,6120.11,0\\r\\n12609,1496,36,Female,0,self_employed,582,3,638,,1673.24,1673.24,1673.24,1682.25,0.57,0.57,0.57,0.57,1673.24,1673.24,0\\r\\n12610,3119,90,,0,self_employed,583,3,345,20,2549.09,2316.23,2336.95,1710.93,233.09,0.23,0.23,0.23,2484.85,2316.23,0\\r\\n12611,2337,32,Male,0,self_employed,1020,2,1425,5,2810.09,2501.86,2351.1,2447.73,529.09,0.51,220.86,143.37,2627.91,2612.46,1\\r\\n12612,2268,14,Male,0,student,630,2,281,,4108.5,3537.07,3631.14,2947.1,0.69,0.69,0.69,0.69,3911.45,3537.07,0\\r\\n12613,481,27,Male,0,self_employed,1294,2,719,0,5599.62,5332.26,5339.91,4810.74,1143.44,657.73,1491.8,1540.23,5231.24,5348.71,0\\r\\n12614,6601,90,Female,0,self_employed,485,1,20,13,1278,2109.4,2384.07,552.22,1143.26,47000.4,1974.66,46214.97,2154.28,3531.09,0\\r\\n12615,3881,63,Female,0,self_employed,1020,3,376,20,345.98,1099.49,2226.68,501.12,293.36,1150.5,946.86,21429.03,447.14,1470.43,1\\r\\n12616,4155,90,Male,0,self_employed,1020,2,2,,13068.55,13591.77,9990.49,4069.58,0.2,0.2,0.2,548.57,13573.72,11538.7,0\\r\\n12617,2039,62,Male,0,retired,318,2,1354,9,15988.38,28687.88,22306.84,16895.71,4443.46,7947.24,17142.96,0.1,20121.55,25486.8,0\\r\\n12618,2802,40,Female,0,self_employed,1487,1,807,,24183.68,24183.68,25013.17,25735.86,0.01,0.01,0.01,0.01,24183.68,25243.58,0\\r\\n12619,1375,47,Male,0,self_employed,409,3,158,14,2052.7,755.24,2509.65,3862.34,1771.9,2143.33,18.7,4371.9,1413.92,1403.56,0\\r\\n12620,4060,47,Female,0,self_employed,623,1,317,149,10038.17,7181.03,7716.92,7833.93,0.06,0.06,0.06,692.17,7383,7562.87,0\\r\\n12621,3110,39,Male,2,self_employed,621,2,105,103,2460.93,2532.36,2520.86,2698.11,0.63,0.63,72.06,0.63,2497.87,2532.36,0\\r\\n12622,5100,71,Male,1,self_employed,834,1,105,9,5453.16,48252.83,18563.63,6802.99,53.51,47403.1,57513.83,244.13,49148.9,4017.94,1\\r\\n12623,4346,60,Male,0,salaried,1181,2,186,348,4161.24,4161.24,4161.24,4134.88,0.59,0.59,0.59,0.59,4161.24,4161.24,0\\r\\n12624,4160,55,Female,0,self_employed,44,3,168,17,2454.09,2410.52,2602.78,3463.5,58.4,58.4,14.83,361.84,2437,2494.95,0\\r\\n12625,2373,47,Female,0,self_employed,1096,2,327,7,2386.57,1958,1789.29,1772.99,429.04,429.04,0.47,90.57,2061.45,1762.88,0\\r\\n12626,1864,72,Male,0,retired,1232,2,825,17,1706.3,1148.44,2993.82,9695.12,726.89,730.06,169.03,0.46,1677.45,912.49,0\\r\\n12627,1342,40,Male,1,self_employed,642,3,2367,63,29.5,46.64,2356.68,947.61,0.33,0.33,17.47,12964.56,42.51,4654.88,0\\r\\n12628,1838,48,Male,0,salaried,866,3,1505,13,5347.96,3919.39,4402.73,3497.45,1428.87,0.3,0.3,1428.87,4609.05,3965.47,0\\r\\n12629,2416,48,Male,0,self_employed,1150,2,435,48,6120,6203.39,5873.27,5705.7,0.4,714.69,83.79,0.4,6131.1,5989.64,0\\r\\n12630,4221,74,Female,0,self_employed,334,3,323,,347.46,1960.48,1836.93,1800.46,0.33,0.33,1857.47,0.33,1607.41,1947.96,1\\r\\n12631,1948,62,Male,0,salaried,1020,2,490,3,30026.36,23264.96,23451.48,18290.42,7036.74,2893.89,0.34,273.91,25058.17,23214.88,1\\r\\n12632,373,40,Male,,salaried,1096,3,327,119,2808.07,2803.62,2803.53,1960.81,0.31,0.31,0.31,0.31,2805.69,2803.62,0\\r\\n12633,4034,33,Female,0,self_employed,1020,1,15,12,7733.13,4019.26,4187.45,3985.24,3714.94,0.66,0.66,0.66,5910.63,3959.08,0\\r\\n12634,997,54,Female,0,self_employed,334,1,1216,21,-2287.98,-2178.74,4663.46,2416.97,1.01,384.46,88.53,2190.16,-2227.29,-1696.24,1\\r\\n12635,2009,37,Female,0,self_employed,822,3,1294,241,1017.47,1017.47,2627.83,5787.69,0.46,0.46,0.46,2656.96,1017.47,3012.32,0\\r\\n12636,4202,47,Male,0,salaried,583,2,2141,1,33681.63,33812.33,38295.5,30344.2,1151.39,303.43,1702.46,28572,33759.88,39359.87,0\\r\\n12637,6184,89,Male,0,self_employed,334,2,4,,2953.94,2951.5,2951.24,2931.02,0.57,0.57,0.57,0.57,2951.92,2950.93,0\\r\\n12638,1228,53,Male,0,salaried,1020,3,1120,175,6283.74,6112.31,5812.66,5097.62,0.23,0.23,0.23,47.43,6142.85,5790.15,0\\r\\n12639,1049,70,Male,0,retired,1020,3,84,125,1387.72,1545.04,1610,1397.91,0.06,0.06,157.37,0.06,1539.61,1545.04,0\\r\\n12640,3504,26,Female,0,student,1096,1,1220,258,2550.32,2550.32,2634.65,4285.02,0.31,0.31,0.31,215.6,2550.32,2637.06,0\\r\\n12641,5080,42,Male,2,self_employed,409,2,193,24,11809.85,30331.17,47535.39,378.42,27782.91,0.06,43566.09,28460.43,16872.6,43721.84,1\\r\\n12642,1703,61,Male,0,self_employed,914,2,2027,40,6.39,1495.38,4592.71,4019.53,0.39,1724.84,1486.1,8849.31,212.56,6137,1\\r\\n12643,1403,51,Male,2,self_employed,905,3,34,88,2714.81,4354.24,4603.52,7591.21,0.63,0.63,911.93,1054.79,2934.78,4632,1\\r\\n12644,260,25,Male,,student,1096,3,129,102,1168.05,1424.62,3463.85,5532.49,0.04,0.04,356.61,5386.17,1240.74,3594.84,1\\r\\n12646,1654,25,Male,0,self_employed,409,1,3967,18,4475.37,12022.9,10272.23,4109.21,7.62,0.1,7548.33,3139.79,7639.2,12976.55,1\\r\\n12647,5051,41,Male,0,self_employed,996,3,2460,17,3888.46,3609.97,3490.82,2876.29,369.96,358.36,96.36,22.03,3832.31,3472.62,0\\r\\n12648,534,43,Male,1,salaried,409,2,3830,4,884.16,1277.95,1715.69,5355.6,3262.18,1429.93,3756.56,1953.7,1971.32,1853.13,1\\r\\n12649,1270,48,Female,0,self_employed,649,2,1585,0,19540.06,18106.9,16614.09,11503.19,1612.17,2297.46,0.17,0.17,18761.59,16780.08,0\\r\\n12650,1482,51,Female,0,self_employed,666,3,1279,12,32112.96,31507.15,31597.47,31377.65,605.82,0.01,0.01,0.01,31778.72,31507.15,0\\r\\n12651,735,37,Female,0,self_employed,409,2,1360,42,1088.78,2691.39,2552.48,2199.47,0.46,900.46,1647.61,1108.88,1922.08,2823.78,0\\r\\n12652,2134,30,Male,4,self_employed,1393,2,1777,24,8684.13,9095.5,8857.33,6969.51,24.43,714.8,437.83,186.87,8978.06,9082.57,0\\r\\n12653,1101,33,Male,0,salaried,76,3,1447,,2329.78,2329.78,2395.83,2526.15,0.3,0.3,0.3,143.16,2329.78,2385.08,0\\r\\n12654,1317,39,Female,0,self_employed,1020,2,1333,161,8863.8,8863.8,8863.8,8988.84,0.1,0.1,0.1,0.1,8863.8,8863.8,0\\r\\n12655,2070,74,Male,0,retired,623,3,1628,111,22765.67,22765.67,22765.67,22204.74,0.5,0.5,0.5,0.5,22765.67,22765.67,0\\r\\n12656,3525,66,Female,0,self_employed,575,3,1002,25,4952.86,626.88,2506.35,1616.31,14323.01,95.79,9987.34,0.2,6039.17,617.63,0\\r\\n12657,1470,39,Female,2,self_employed,905,3,1380,95,3130.16,3130.16,2578.53,535.38,0.17,0.17,0.17,0.17,3130.16,2721.02,1\\r\\n12658,5284,68,Male,2,self_employed,834,3,18,5,4216.63,3164.79,3345.02,2582.99,1470.48,18.01,429.19,262.3,3223.23,3363.01,0\\r\\n12659,2667,46,Male,0,salaried,318,2,434,42,7283.03,7283.03,10274.44,12201.95,0.7,1499.69,0.7,7143.56,7283.03,10613.38,0\\r\\n12660,2630,61,Male,0,self_employed,1430,3,1057,94,2271.95,2047.88,1936.24,1294.55,0.51,0.51,143.37,0.51,2164.06,1909.39,0\\r\\n12661,868,26,Male,0,student,1250,3,2400,103,7595.48,7707.19,7799.95,7957.39,0.59,0.59,97.24,227.17,7625.6,7825.58,0\\r\\n12663,4175,66,Male,0,salaried,,2,2835,55,674.13,674.13,2313.91,4999.79,0.03,642.89,0.03,5000.03,674.13,1236.34,1\\r\\n12664,1410,65,Female,0,self_employed,531,2,422,272,5225.38,5225.38,5291.43,5397.22,0.1,0.1,0.1,71.53,5225.38,5287.59,0\\r\\n12665,1472,63,Female,0,salaried,1096,2,467,19,2924.84,2605.19,2282.34,1967.33,500.01,1000.01,180.36,106.94,2882.71,1946.14,0\\r\\n12666,1906,41,Male,0,self_employed,925,3,957,276,3335.28,3335.28,3335.28,3314.44,0.51,0.51,0.51,0.51,3335.28,3335.28,0\\r\\n12667,2393,48,Male,0,salaried,409,1,975,5,1428.89,1216.3,1482.59,1447.27,4065.7,2826.89,0.31,0.31,1573.7,1632.63,0\\r\\n12668,4916,49,Female,0,salaried,1540,1,57,7,2830.61,2371.76,6733.53,6483.53,114.31,114.31,0.03,14285.74,2581.51,7619.68,1\\r\\n12669,3106,78,Female,0,self_employed,996,2,56,6,9882.62,10168.34,16670.65,23537.68,1143.5,0.64,1429.21,749.21,9222.52,10313.22,1\\r\\n12670,3318,30,Female,0,self_employed,623,3,632,17,774.03,25807.19,2137.97,2042.64,20536.3,26357.08,45426.56,693.06,3464.71,2702.6,0\\r\\n12671,2451,37,Female,0,salaried,146,3,617,20,3745.01,4713.66,3613.71,11419.44,1143.03,571.6,783.03,735.17,4162.84,5337.72,0\\r\\n12672,3026,40,Male,2,salaried,,3,2611,62,1793.73,2128.24,1877.71,237.77,0.47,0.47,334.99,830.8,1852.02,2332.38,1\\r\\n12673,6737,47,Male,0,salaried,1111,3,2649,,2428.45,2428.45,2428.45,2417.95,0.4,0.4,0.4,0.4,2428.45,2428.45,0\\r\\n12674,3177,19,Male,0,student,409,2,314,,1689.79,1689.79,1689.79,1678.36,0.47,0.47,0.47,0.47,1689.79,1689.79,0\\r\\n12675,1353,36,Female,0,self_employed,,2,2156,,3705.21,3803.45,3851.76,4069.07,0.49,0.49,100.49,0.49,3724.44,3801.45,0\\r\\n12676,1879,90,,,self_employed,34,1,380,90,164.04,164.04,1447.05,247.04,0.51,0.51,0.51,14420.94,164.04,3600.06,1\\r\\n12677,1962,40,Female,0,salaried,334,3,751,20,2944.63,3158.92,2997.39,2608.89,214.46,214.46,0.17,0.17,3040.69,3075.97,0\\r\\n12678,3043,81,Male,0,retired,491,1,396,5,16744.39,16904.1,20503.14,26774.7,1582.27,41196.56,1741.99,9915.46,16357.19,19757,0\\r\\n12679,5919,61,Male,0,self_employed,531,3,3,147,1587.21,1614.51,1617.39,1508.34,0.47,0.47,0.47,0.47,1611.24,1619.72,0\\r\\n12680,7235,69,Female,0,retired,1084,1,540,11,3994.72,3636.96,4517.68,3818.58,1028.69,385.83,642.97,1844.89,3598.01,5072.04,0\\r\\n12681,952,40,Male,1,self_employed,1020,2,114,30,444.32,1065.77,1753,434.27,0.34,621.8,621.8,58571.77,551.47,4263.21,0\\r\\n12682,1324,36,Male,0,salaried,11,3,870,56,7614.57,8438.09,5329.25,421.74,0.16,9285.87,0.16,143.01,7848.47,7842.22,0\\r\\n12683,4102,31,Female,0,self_employed,1020,1,227,112,6947.35,6947.35,6947.35,5876,0.51,0.51,0.51,0.51,6947.35,6947.35,1\\r\\n12685,4163,44,Female,0,retired,491,3,2034,21,2439.09,1344.38,1608.44,1105.61,1094.99,714.56,0.27,0.27,2215.81,1183.09,0\\r\\n12686,1519,32,Female,0,self_employed,318,1,107,21,5862.14,6087.56,5823.86,3405.02,293.84,689.71,504.56,266.97,5968.28,6274.28,0\\r\\n12687,810,33,Female,0,self_employed,409,2,1981,312,1935.69,1931.24,1931.32,7891.91,0.54,0.54,0.54,0.54,1934.77,1931.24,0\\r\\n12688,4808,64,Male,0,self_employed,102,1,113,,2697.14,2388.57,2417.51,2376.18,0.56,0.56,0.56,0.56,2473.69,2388.57,0\\r\\n12689,2982,35,Female,0,self_employed,526,2,421,145,400.25,453.85,2518.1,5901.31,0.59,0.59,0.59,7143.44,436.09,2645.91,1\\r\\n12690,1613,39,Male,0,salaried,146,2,1047,73,7132.73,10673.83,12803.21,25528.57,0.47,0.47,1735.29,6581.05,8048.32,15217.37,0\\r\\n12691,1151,63,Male,0,self_employed,256,3,2220,144,3521.53,3624.61,5170.87,4303.57,0.01,0.01,103.1,3050.99,3539.3,5297.73,0\\r\\n12692,1368,64,Male,0,salaried,443,2,9,0,2853.07,1434.73,2176.13,1553.82,3600.31,27.47,1935.49,2856.77,1816.13,2438.92,0\\r\\n12693,1447,34,Female,0,self_employed,1096,2,396,25,2314.2,1474.69,3436.36,6697.52,840.06,0.54,0.54,0.54,2198.41,1474.69,0\\r\\n12694,2607,71,Female,0,self_employed,1096,2,588,55,829.85,957.75,1977.95,3003.09,0.21,4585.93,99.34,7143.07,912.78,1932.22,0\\r\\n12695,524,47,Female,0,salaried,75,3,1969,,4098.67,4198.67,4222.12,4336.63,0.29,0.29,0.29,0.29,4124.78,4220.79,0\\r\\n12696,2082,39,Male,0,self_employed,860,2,671,,16221.9,16221.9,16221.9,16119.13,0.57,0.57,0.57,0.57,16221.9,16221.9,0\\r\\n12697,2419,90,,0,self_employed,834,1,1015,28,14097.75,19696.89,20173.41,20622.1,1543.27,324.77,5714.7,317.04,20058.25,20041.54,0\\r\\n12698,5103,45,Female,0,self_employed,1096,1,43,35,424.48,3847.85,1435.04,2663.24,0.34,6078.91,4159.87,4022.1,748.44,1414.2,0\\r\\n12699,865,47,Male,0,salaried,59,2,257,173,1472.98,2777.39,3052.56,1806.88,0.61,0.61,1264.29,829.19,2163.2,2961.22,1\\r\\n12700,3015,24,Female,0,salaried,1020,2,145,27,450.03,3314.32,2526.46,3452.79,4285.87,4602.9,7143.01,4285.87,801.76,3780.32,1\\r\\n12701,2418,59,Female,0,self_employed,623,2,642,9,3808.06,1695.69,2770.51,4214.7,2857.49,0.34,740.21,2143.2,2639.04,2548.22,0\\r\\n12702,852,25,Male,,self_employed,1282,2,1747,,3872.33,3872.33,3872.33,3847.8,0.6,0.6,0.6,0.6,3872.33,3872.33,0\\r\\n12703,6001,33,Female,1,salaried,1020,1,240,67,2456.49,2525.48,1905.57,251.29,0.46,0.46,114.91,0.46,2485.81,2520.66,1\\r\\n12704,5019,32,Female,0,self_employed,1271,2,101,3,12581.3,643.8,2003.49,716.83,11648.39,98.03,0.19,357.33,4435.78,840.01,0\\r\\n12705,3723,44,Male,0,self_employed,834,2,18,292,2476.37,2452.23,2430.42,2243.57,0.33,0.33,0.33,0.33,2470.63,2413.58,0\\r\\n12706,789,36,Female,,self_employed,751,2,2924,,2321.66,2950.23,3124.52,4508.54,0.64,0.64,629.21,429.21,2662.05,3123.04,1\\r\\n12707,4219,48,Female,0,self_employed,409,1,314,3,2169.8,1402.07,1449.81,1438.36,2087.73,14.86,2294.41,87.06,1309.73,1445.25,0\\r\\n12708,384,55,Male,,self_employed,706,3,2388,62,1817.12,3214,2704.97,880.82,0.47,0.47,0.47,2331.9,2876.82,3820.82,1\\r\\n12709,1107,38,Female,0,salaried,575,3,1381,47,2094.06,2138.48,2157.61,2185.52,0.21,214.5,962.36,107.33,2084.32,2227.19,0\\r\\n12710,1920,41,Female,0,self_employed,905,2,1830,101,12711.32,12726.88,12719.02,11481.87,0.3,0.3,0.3,0.3,12710.76,12723.78,0\\r\\n12711,1504,37,Female,0,salaried,623,2,1228,167,3634.66,3634.66,3634.66,3610.21,0.6,0.6,0.6,0.6,3634.66,3634.66,0\\r\\n12712,2655,36,Female,0,self_employed,675,2,867,317,322.56,5465.41,4204.33,5431.63,0.27,0.27,5143.13,0.27,1682.16,5465.41,1\\r\\n12714,1581,31,Male,0,self_employed,1084,3,1575,109,5231.69,5239.83,5416.02,4871.6,0.64,0.64,7.93,351.23,5237.19,5453.88,0\\r\\n12715,826,20,Male,0,student,409,2,339,91,1461.01,1461.01,1461.01,1425.07,0.17,0.17,0.17,0.17,1461.01,1461.01,1\\r\\n12716,5831,72,Female,0,retired,334,3,10,217,5343.83,5343.83,6491.6,7150.28,0.16,0.16,0.16,1803.01,5343.83,6984.29,0\\r\\n12717,2131,39,Female,3,self_employed,1096,3,578,105,1408.27,1408.27,1543.78,2302.56,0.49,0.49,0.49,236.2,1408.27,1532.01,0\\r\\n12718,2719,43,Male,0,salaried,623,2,418,18,3873.76,6563.96,5275.39,5041.67,701.24,1772.1,3391.44,751.85,5523.51,5672.1,0\\r\\n12719,2973,90,,0,self_employed,1525,2,733,,6957.76,6688.32,6664.71,5879.07,0.3,0.3,0.3,0.3,6921.33,6647.26,0\\r\\n12720,570,90,,,self_employed,1583,2,179,3,4407.14,3898.57,3481.95,2441.06,3572.01,0.59,3063.44,0.59,2648.72,3898.57,0\\r\\n12721,3278,54,Male,2,self_employed,653,2,706,318,8112.91,8112.91,8112.91,8099.32,0.59,0.59,0.59,0.59,8112.91,8112.91,0\\r\\n12722,894,67,Male,0,self_employed,687,3,2004,17,12152.11,12080.69,12043.17,11825.24,71.66,71.66,0.23,0.23,12125.02,12016.17,0\\r\\n12723,2775,58,Female,0,salaried,1154,3,171,44,9248.15,9477.29,7875.55,5558.1,0.33,5708.9,215.19,2383.83,9312.5,7508.44,0\\r\\n12725,2296,74,Male,0,retired,146,3,402,54,2262.62,2353.15,1774.34,8764.48,0.01,714.3,85.73,1357.16,2319.29,1897.75,0\\r\\n12726,1249,12,Male,0,student,834,2,349,,3629.34,9343.63,7701.59,9284.43,0.21,0.21,5714.5,0.21,4417.52,9343.63,1\\r\\n12727,1498,46,Male,0,salaried,1004,3,307,76,11781.59,16067.3,14842.02,14459.22,0.1,0.1,4285.81,0.1,12520.5,16067.3,0\\r\\n12728,624,52,Male,0,self_employed,1020,1,288,,1833.73,1833.73,1848.56,1859.84,0.49,0.49,0.49,15.17,1833.73,1846.99,0\\r\\n12729,4171,54,Male,0,self_employed,1020,3,544,23,345.3,1682.05,1997.99,1941.25,100.16,1216.16,1428.73,1543.01,1461.22,2729.33,1\\r\\n12730,653,32,Male,0,self_employed,762,2,3216,23,39.9,0.36,1999.3,0.38,9155.41,0.36,9143.21,0.36,5997.18,0.36,1\\r\\n12731,376,62,Male,,self_employed,460,1,1850,340,154.62,24211.77,16648.22,24058.39,0.6,0.6,24057.74,0.6,1521.12,24211.77,1\\r\\n12732,2970,57,Male,0,salaried,409,3,711,196,2306.62,2323.64,2337.54,2478.84,0.07,0.07,0.07,8.11,2318.75,2335.36,0\\r\\n12733,2127,41,Male,0,salaried,665,2,903,31,1973.43,2287.71,1727.2,4076.29,0.03,785.74,428.6,0.03,2154.71,2090.94,0\\r\\n12734,1633,90,Male,0,self_employed,241,2,1257,,139531.21,139531.21,139531.21,138647.28,0.66,0.66,0.66,0.66,139531.21,139531.21,0\\r\\n12735,1152,41,Male,1,self_employed,644,3,2942,18,1230.26,368.82,2068.12,1160.94,1429.16,1286.3,567.71,2961.17,1042.12,587,0\\r\\n12736,5319,53,Female,2,self_employed,486,2,1589,69,2173.47,2173.47,2991.15,3497.98,0.01,0.01,0.01,1919.41,2173.47,3064.94,0\\r\\n12737,3229,57,Male,0,salaried,1020,2,442,59,3879.58,3802.25,3561.36,3284.09,0.01,111.26,0.01,0.01,3678.7,3582.61,0\\r\\n12738,6030,46,Male,3,salaried,362,1,520,89,6400.3,5995.9,6492.7,10326.73,0.24,0.24,512.05,1027.83,6226.95,6520.91,0\\r\\n12739,2047,37,Female,0,salaried,834,2,22,14,1998.08,2449.03,2559.59,3694.24,423.25,0.43,1205,188.29,2419.18,2482.41,0\\r\\n12740,236,59,Male,2,self_employed,914,3,3883,186,72654.2,72654.2,70671.75,69190.9,0.1,0.1,0.1,0.1,72654.2,70058.99,1\\r\\n12741,1929,46,Male,3,self_employed,749,2,1878,6,358.83,241.77,1515.52,2036.37,10164.4,10028.69,2735.83,9914.4,1880.25,985.26,0\\r\\n12742,3164,62,Male,0,self_employed,834,2,1231,156,7643.24,7643.24,7640,7844.35,0.23,0.23,0.23,0.23,7643.24,7638.63,0\\r\\n12743,4028,34,Male,0,salaried,427,2,244,53,3591.56,4259.1,3506.28,1938.29,0.1,2512.3,666.82,172.41,3689.6,3845.95,0\\r\\n12744,4387,73,Male,1,retired,1020,1,79,14,8252.42,15282.75,14239.15,12240.18,285.09,68.04,7143.54,0.69,12153.78,15359.35,1\\r\\n12745,823,59,Male,0,salaried,572,3,189,12,10283.07,4497.93,5494.68,4478.08,5785.21,0.07,0.07,0.07,7488.19,4497.93,0\\r\\n12746,3380,64,Male,0,retired,1111,2,88,6,5671.12,5577.39,5339.53,5636.79,2.03,2.41,98.68,177,5704.98,5373.32,0\\r\\n12747,1498,32,Male,0,self_employed,,3,2016,13,1830.75,1502.18,1675.97,1001.87,357.51,143.23,28.94,357.51,1655.88,1658.24,0\\r\\n12748,2560,57,Male,0,self_employed,1487,3,944,241,2932.59,3004.02,3079.88,2224.06,0.44,0.44,71.87,143.3,2979.39,3123.83,0\\r\\n12749,2664,44,Female,0,self_employed,1111,3,467,94,3829.54,3829.54,6701.06,2379.07,0.39,0.39,0.39,2817.1,3829.54,6671.92,0\\r\\n12750,2252,31,Female,1,self_employed,1085,3,135,90,2173.56,2499.62,2839.89,2610.75,0.36,0.36,326.41,559.64,2349.35,2853.13,0\\r\\n12751,443,24,Male,,self_employed,649,2,3292,0,8842.33,11106.61,7409.53,6317.98,1707.37,7200.23,4228.8,2643.09,9493.31,7087.07,0\\r\\n12752,1703,28,Male,0,student,491,1,93,4,8877.37,10941.14,10049.76,12452.74,1758.07,1521.51,4068.68,1355.43,9786.97,10188.77,0\\r\\n12753,4655,40,Male,2,self_employed,995,1,200,73,44303.54,44473.3,44563,38535.68,0.44,0.44,170.2,170.2,44344.52,44511.16,0\\r\\n12754,5590,59,Male,1,,1084,1,1028,0,3722.33,7771.72,3824.03,3815.74,1163.13,4755.26,850.71,72.63,3455.58,3386.08,0\\r\\n12755,3299,34,Male,0,self_employed,1232,3,39,4,5340.16,2480.59,2484.13,3626.01,3572.06,0.63,0.63,0.63,2629.46,2443.72,1\\r\\n12756,3271,28,Male,0,salaried,146,2,140,6,1949,2249.23,2474.49,3292.79,1407.16,1734.4,1655.66,1844.93,2275.23,2474.05,0\\r\\n12757,3169,53,Female,0,self_employed,409,3,711,40,1734.6,1763.82,1482.24,820.53,0.69,572.11,3.47,2.24,1754.9,1433.34,0\\r\\n12758,292,26,Male,0,self_employed,1190,3,436,4,2185.66,681.96,2944.54,4102.28,3068.1,0.11,1557.26,2857.26,2213.49,2587.49,0\\r\\n12759,1550,48,Male,0,self_employed,1110,3,2007,266,672.79,4887.07,4511.05,6796.05,0.3,0.3,4214.59,0.3,3758.99,4887.07,1\\r\\n12760,1194,48,Female,0,self_employed,15,2,48,88,7135.66,7135.66,7135.58,6508.7,0.27,0.27,0.27,25.84,7135.66,7151.33,0\\r\\n12761,1486,34,Male,1,self_employed,745,3,2042,166,2701.72,2701.72,2701.72,2692.48,0.69,0.69,0.69,0.69,2701.72,2701.72,0\\r\\n12762,5876,43,Male,0,salaried,1020,3,47,31,6077.59,7148.56,7925.29,2809.41,0.26,3136.09,458.37,2222.97,6739.84,7892.17,0\\r\\n12763,4540,17,Female,0,self_employed,834,1,105,3,1566.2,814.17,30391.05,745.14,276314.55,0.26,627071.02,0.26,89571.99,807.72,1\\r\\n12764,354,60,Female,,self_employed,1388,3,632,69,158.76,3990.19,3672.52,3830.68,0.24,0.24,3831.67,428.81,2447.63,4178.41,1\\r\\n12765,924,40,Male,,salaried,1525,2,51,,3096.49,3096.49,3096.49,3076.87,0.44,0.44,0.44,0.44,3096.49,3096.49,0\\r\\n12766,471,56,Male,0,self_employed,416,2,3239,3,2826.26,13594.6,8779.26,1328.81,6.04,10000.33,11732.19,4303.61,7919.05,10721.13,1\\r\\n12767,1713,57,Male,2,self_employed,800,3,2196,14,10051.45,43191.45,22173.87,14726.37,41714.67,35714.67,74854.67,269.67,25217.68,31714.15,0\\r\\n12768,2664,50,Female,0,self_employed,334,2,354,,3543.54,4223.8,4319.99,6198.19,0.04,0.04,0.04,0.04,4527.33,4216.71,0\\r\\n12769,4413,59,Female,0,self_employed,1020,3,1357,4,5293.94,4822.87,4882.39,9570.72,48.84,0.27,7.77,37.88,4913.96,4695.64,0\\r\\n12770,1901,32,Female,0,self_employed,1084,2,60,314,1844.26,1844.26,1844.26,1833.07,0.03,0.03,0.03,0.03,1844.26,1844.26,0\\r\\n12771,1676,23,Female,0,student,334,3,17,0,2066.46,1799.5,1547.42,841.13,331.9,345.61,64.94,105.04,1800.55,1568.8,0\\r\\n12773,3218,61,Male,0,salaried,1084,2,1925,26,3417.48,3848.52,4154.24,4873.06,3816.33,2670.1,4241.48,3135.02,3704.61,4038.78,0\\r\\n12774,1600,58,Female,0,self_employed,146,2,2047,,5371.42,5367.96,5368.83,5333.07,0.59,0.59,0.59,0.59,5370.58,5367.96,0\\r\\n12775,643,53,Female,,self_employed,146,2,367,301,1897.44,1897.44,1897.44,1887.06,0.43,0.43,0.43,0.43,1897.44,1897.44,0\\r\\n12776,2382,37,Female,0,salaried,491,3,707,41,9760.41,9760.41,5314.37,13610.83,0.24,17578.81,0.24,8293.1,9760.41,4369.97,0\\r\\n12777,1605,51,Male,3,self_employed,1546,1,58,6,1642.98,1061.37,4007.27,17382.28,4286.13,357.56,3860.67,3282.79,2107.3,3387.72,0\\r\\n12778,1469,62,Male,0,retired,1020,2,835,297,1966.1,1966.1,1966.1,2473.17,0.51,0.51,0.51,0.51,1966.1,1966.1,0\\r\\n12779,4063,50,Male,0,self_employed,1020,3,419,49,9673.66,1662.99,3863.46,7407.13,0.51,643.37,561.27,286.23,2862.84,1547.78,0\\r\\n12780,1558,61,Female,0,self_employed,656,1,2238,88,16663.67,17398.23,17558.37,16156.64,0.69,0.69,729.9,0.69,17066.58,17743.85,0\\r\\n12781,2148,31,Male,1,self_employed,1096,2,933,46,1917.85,6971.96,4199.57,1152.29,0.06,2857.2,6482.74,3479.37,2163.84,7290.6,1\\r\\n12782,1658,67,Female,0,retired,649,3,1377,,3127.05,3127.05,3127.05,3107.25,0.29,0.29,0.29,0.29,3127.05,3127.05,0\\r\\n12783,2845,35,Female,0,salaried,409,2,3,0,5642.05,5416.9,4862.49,2779.63,574.24,574.24,949.09,1553.68,5194.88,4988.9,0\\r\\n12785,1036,33,Male,0,self_employed,613,2,1734,21,7038.9,6396.04,6558.6,6360.05,642.87,0.01,0.01,0.01,6883.73,6396.04,0\\r\\n12786,2768,52,Female,0,self_employed,1232,2,962,,3372.91,3372.91,3375.68,3363,0.63,0.63,0.63,4.32,3372.91,3375.05,0\\r\\n12788,4293,54,Male,0,self_employed,15,3,1288,168,5863.63,7621.21,7366.42,4152.66,0.06,0.06,0.06,0.06,5444.65,8317.11,0\\r\\n12789,780,30,Male,,self_employed,1519,2,3600,286,69.89,2221.48,1752.47,3399.13,0.19,0.19,2157.33,0.19,816.77,2221.48,1\\r\\n12790,6557,77,Male,0,retired,1096,2,1343,80,7987.7,7987.7,8055.85,7961.43,0.49,0.49,0.49,0.49,7987.7,7987.7,0\\r\\n12791,509,28,Male,0,self_employed,172,3,2109,40,1583.97,1583.97,3679,5294.98,0.1,20.67,0.1,3788.67,1583.97,4229.64,1\\r\\n12792,5914,90,Female,0,self_employed,146,3,9,,636.41,117.49,1496.2,985.33,0.34,0.34,14286.06,1000.34,3364.17,341.99,0\\r\\n12793,5094,77,Female,0,self_employed,575,3,44,124,6622.51,6620.28,6726.2,6230.95,0.43,0.43,0.43,214.71,6621.2,6715.63,0\\r\\n12794,235,38,Male,,salaried,575,2,1203,4,9252.06,10574.31,9505.84,4677.28,74.01,0.4,4272.96,1100.18,10426.29,9531.08,0\\r\\n12795,1214,31,Male,0,self_employed,759,2,1630,19,7701.84,14375.16,12897.75,13787.75,4285.84,2285.84,10928.7,0.13,12469.44,14157.6,0\\r\\n12796,2729,26,Male,0,student,409,3,1442,25,1610.19,1800.1,1821.23,296.77,248.16,178.87,425.46,156.03,1844.08,1817.95,1\\r\\n12797,5602,55,Male,0,self_employed,1180,2,116,39,2238.71,5095.85,1652.89,94,0.33,10000.33,2857.47,5023,2632.79,2203.3,0\\r\\n12798,478,50,Female,0,self_employed,,3,2971,58,8984.22,10004.22,7979.13,282.74,0.47,1429.04,1020.47,454.76,9627.37,10036.75,0\\r\\n12799,4759,37,Male,0,salaried,169,3,33,161,1886.27,1900.56,1906.21,2494.33,0.23,0.23,0.23,0.23,1892.18,1906.09,0\\r\\n12800,5693,76,Female,0,self_employed,318,1,1306,14,37818.51,33844.88,53568.41,64473.01,1766.74,1766.74,0.17,40000.17,36711.56,54280.68,0\\r\\n12801,310,59,Male,,salaried,461,3,3561,174,1753.64,1753.64,1753.64,1722.9,0.23,0.23,0.23,0.23,1753.64,1753.64,0\\r\\n12802,4108,43,Female,0,self_employed,1020,1,43,241,3282.04,2944.18,3438.04,2476.05,0.3,0.3,41.01,1114.14,3278.81,3392.5,0\\r\\n12803,1013,39,Female,0,self_employed,1020,3,423,354,8413,8413,9204.43,10102.11,0.66,0.66,0.66,1714.94,8413,9058.9,0\\r\\n12804,2758,54,Male,0,salaried,694,3,1358,33,1354.94,1080.62,4684.65,8560.34,0.66,12207.24,154.91,12917.94,1388.37,1506.53,1\\r\\n12805,1745,54,Male,0,salaried,614,3,1992,7,2625.96,2554.53,2555.72,2471.74,71.84,0.41,0.41,0.41,2574.23,2554.53,0\\r\\n12807,6118,62,Female,0,salaried,1096,2,27,69,4066.77,1082.87,5375.6,2421.7,0.53,0.53,10.1,13068.39,3272.34,6842.88,1\\r\\n12808,1329,43,Male,1,salaried,1016,2,431,3,15775.18,14729.56,14509.14,1770.94,3115.49,0.1,3465.57,8075.17,13581.73,14834.54,1\\r\\n12810,1883,48,Male,0,salaried,1138,2,1736,,11206.87,10371.66,9617.03,8825.35,0.61,0.61,0.61,200.61,10297.76,9084.57,0\\r\\n12811,5068,52,Female,0,self_employed,146,3,157,31,8578.71,6031.39,6849.94,9786.55,0.16,57.3,473.99,809.1,5704.2,6138.28,0\\r\\n12812,2827,34,Female,0,salaried,1096,3,467,9,528.72,3850.75,3598.93,2326.85,4888.08,5150.02,216.6,5717.51,2556.07,4207.94,1\\r\\n12813,257,31,Female,,self_employed,623,2,4154,10,7840.42,5217.11,4445.76,13983.75,2909.39,4782.26,286.07,0.36,6133.34,2224.33,0\\r\\n12814,1236,49,Female,0,self_employed,621,2,2856,25,1248.8,1524.87,1612.43,1598.61,714.74,0.46,154.63,0.46,1789.26,1521.44,0\\r\\n12815,4060,40,Female,2,self_employed,318,2,450,5,927.29,819.5,3520.3,649.34,324.44,11290.36,138.09,0.3,1340.91,2306.27,1\\r\\n12816,655,50,Female,1,self_employed,1337,3,449,98,744.69,742.33,1471.98,2798.93,0.34,0.34,0.34,0.34,744.37,742.33,1\\r\\n12817,5884,44,Male,0,salaried,491,1,93,21,4430.09,3713.62,3855.6,2105.77,714.84,0.56,0.56,0.56,4231.84,3713.62,0\\r\\n12818,758,30,Male,,self_employed,1020,2,814,4,4765.02,6218.15,5213.78,616.72,42857.61,18621.9,44310.33,15153.86,11782.32,2807.53,0\\r\\n12819,2697,90,,,self_employed,1621,1,417,103,533.23,1961.8,1830.44,1199.84,0.21,0.21,1428.79,0.21,1567.71,1961.8,0\\r\\n12820,1222,58,Female,0,self_employed,621,2,8,87,4263.71,4253.97,4297.41,4245.92,0.26,0.26,0.26,0.26,4258.67,4253.26,0\\r\\n12821,2922,32,Female,0,salaried,1096,2,129,28,16936.45,17335.91,17420.68,14451.46,999.91,0.16,1398.51,928.26,17798.85,17538.69,0\\r\\n12822,1511,38,Male,2,salaried,1271,3,1697,14,1397.32,1688.73,1436.79,1364.01,430.07,714.36,276.93,276.93,1708.44,1396.69,0\\r\\n12823,2063,57,Male,0,salaried,248,2,792,,143.89,1756.02,2445.49,3768.22,0.47,0.47,1429.04,2857.61,994.3,1932.15,1\\r\\n12824,2639,40,Male,0,self_employed,409,2,314,17,2115.58,2213.77,3296.42,5165.64,481.11,481.11,444.47,982.54,2059.2,2741.11,1\\r\\n12826,885,42,Female,1,salaried,409,3,584,189,2109.18,2109.18,2109.18,2746.88,0.2,0.2,0.2,0.2,2109.18,2109.18,0\\r\\n12828,5590,61,Female,0,self_employed,1020,1,86,3,121340.66,143561,128994.89,1672.89,17559.02,16224.6,39433.04,186.82,121487.29,138935.21,0\\r\\n12829,1550,55,Male,2,self_employed,905,3,1319,,1641.38,1825.6,1849.92,2383.27,0.46,0.46,184.69,184.69,1666.79,1849.38,0\\r\\n12830,3141,39,Male,0,self_employed,1232,3,633,4,1351.57,1181.57,1866.29,2305.57,113.33,750.47,0.47,0.47,1268.81,1142.86,0\\r\\n12831,5283,65,Female,0,salaried,1232,1,39,0,47879.82,68689.69,28962.57,9466.95,688.44,688.44,0.59,0.59,48516.78,22953.75,0\\r\\n12832,576,54,Female,,salaried,514,3,2497,,876.84,876.84,1798.5,262.07,0.04,0.04,0.04,1428.61,876.84,2213.25,1\\r\\n12833,1453,7,Female,0,student,1154,3,171,46,1600.74,1886.45,1650.26,1072.2,0.13,428.7,0.13,285.84,1689.41,1711.34,0\\r\\n12834,1270,51,Male,0,salaried,1573,3,3711,62,1635.64,1645.62,1623.89,1565,0.33,0.33,10.31,0.33,1644.94,1645.62,0\\r\\n12835,1171,42,Male,2,self_employed,848,3,1846,18,210.13,1414.42,1695.91,2457.59,26518.16,27714.3,27722.44,15571.44,1499.03,2827.66,1\\r\\n12836,653,42,Female,0,self_employed,1110,3,2293,33,2528.08,2556.65,1769.4,1299.98,0.26,1314.54,0.26,28.83,2529.06,1479.4,0\\r\\n12837,3052,42,Male,0,salaried,61,3,476,58,3598.32,5136.83,5014.04,7944.91,0.13,0.16,1514.41,0.13,4066.34,5137.01,1\\r\\n12838,1926,44,Female,0,self_employed,1096,2,1719,49,1027.23,1967.83,1796.86,694.19,0.59,1028.26,985.33,631.23,1683.29,2124.56,1\\r\\n12839,1235,22,Female,0,student,491,1,678,12,480.52,55.88,1611.36,515.71,5453.87,7021.6,5029.23,7143.51,773.33,1650.09,0\\r\\n12840,1813,90,,0,self_employed,834,3,428,,1779.15,1779.15,1779.15,1767.89,0.37,0.37,0.37,0.37,1779.15,1779.15,0\\r\\n12841,2792,54,Male,0,salaried,531,3,2649,348,1481.31,1481.31,1481.31,1471.93,0.07,0.07,0.07,0.07,1481.31,1481.31,0\\r\\n12842,457,76,Male,,retired,15,2,3920,7,2264.46,2264.46,2205.89,1097.88,357.17,0.03,357.17,0.03,2252.15,2264.46,0\\r\\n12843,1741,45,Male,0,self_employed,692,2,1820,121,6240.95,6240.95,8549.71,13468.95,0.01,0.01,0.01,0.01,6240.95,6240.95,1\\r\\n12844,1838,66,Female,0,self_employed,649,2,348,86,20275.95,20275.95,20271.34,20076.53,0.21,0.21,0.21,0.21,20275.95,20275.95,0\\r\\n12845,4168,40,Male,0,self_employed,1036,3,1928,,1710.29,1710.29,1710.29,1698.53,0.36,0.36,0.36,0.36,1710.29,1710.29,0\\r\\n12846,3199,27,Male,0,self_employed,751,2,138,63,14685.03,14716.14,14666.44,15686.75,0.24,0.24,0.24,0.24,14691.46,14716.14,0\\r\\n12847,2695,70,Female,0,self_employed,492,2,1414,19,6499.69,6263.12,6373.86,3970.17,825.57,1130.57,0.56,286.27,6813.06,6475.93,0\\r\\n12848,875,39,Male,0,self_employed,61,3,2357,18,2287.68,771.75,1955.83,8187.02,1428.61,0.04,0.04,1428.61,1719.76,1428.44,0\\r\\n12849,5086,59,Male,0,,334,3,136,,297.6,297.6,1573.01,3480.93,0.23,0.23,0.23,3214.51,297.6,914.9,1\\r\\n12850,1044,64,Female,0,self_employed,1096,2,1558,39,12495.72,15683.58,12925.59,14940.89,0.56,7435.93,3086.27,2229.13,14568.73,12180.57,1\\r\\n12851,4365,36,Female,0,self_employed,1096,2,26,91,7519.78,8234.07,9065.93,7091.19,0.06,0.06,714.34,2857.2,7876.92,8234.07,0\\r\\n12852,3433,40,Male,0,self_employed,409,3,395,48,487.09,6201.38,5599.92,5454.48,0.41,143.27,5714.7,0.41,5019.11,6146.08,1\\r\\n12853,5283,22,Male,0,student,1020,2,13,58,8546.46,8689.31,6604.63,3284.5,0.11,5714.4,0.11,0.11,8551.38,8140.93,0\\r\\n12854,2195,86,Male,0,self_employed,1096,1,587,5,5669.07,6040.57,6463.57,23441.22,1014.76,1014.76,1386.26,1657.96,5774.02,6321.4,1\\r\\n12855,2684,52,Male,0,self_employed,1232,2,185,20,3987.23,3791.91,3673.67,2794.77,42.41,428.67,0.1,0.1,3959.06,3596.81,0\\r\\n12856,2773,70,Female,0,self_employed,1096,3,438,0,1884.89,1763.29,1729.23,2456.12,121.81,121.86,0.21,0.21,1848.97,1729.66,0\\r\\n12857,5614,58,Male,0,salaried,146,3,1226,1,4294.81,3739.47,3872.43,4622.37,6.46,25.54,423.91,266.77,3890.53,3873.43,0\\r\\n12858,5022,42,Female,0,self_employed,1020,3,80,7,2929.32,6908.52,3820.84,161.65,2.47,7500.67,8093.95,1191.47,6632.43,4732.26,0\\r\\n12859,1405,30,Male,0,salaried,1096,3,1558,141,5002.14,1184.05,1727.26,2496.59,0.09,0.09,0.09,0.09,3269.59,1255.45,0\\r\\n12860,299,65,Male,,self_employed,438,3,2786,80,9721.56,23650.13,19525.37,19241.09,0.57,0.57,13929.14,0.57,13083.63,23650.13,1\\r\\n12861,4314,67,Male,0,self_employed,409,1,314,83,8578.5,7171.26,8798.79,11442.21,0.63,0.63,42.04,3897.04,7385.93,8627.79,0\\r\\n12862,1764,25,Male,0,self_employed,1598,1,220,21,4626.38,5831.79,5490.51,4872.16,286.04,286.04,1491.46,0.33,5318.34,5703.01,1\\r\\n12863,1319,37,Female,0,self_employed,1608,2,1245,243,2905.52,2903.18,3067.9,5875.02,0.16,0.16,0.16,143.01,2903.59,2980.6,0\\r\\n12864,1827,49,Female,0,self_employed,409,2,1669,18,16690.19,16433.8,16204.84,14451.66,450.49,1317.13,176.51,554.9,16655.02,16313.91,0\\r\\n12865,1304,30,Male,0,self_employed,409,2,923,108,2409.44,3241.79,3152.83,2307.6,0.59,0.59,1902.23,187.94,3475.4,2946.25,0\\r\\n12866,559,20,Male,,student,220,3,1055,17,1409.95,2880.6,2013.26,1387.47,29.09,1062.63,1471.16,81.03,1968.09,2503.44,0\\r\\n12867,1250,25,Male,0,self_employed,,2,632,10,18859.95,17737.58,15596.54,14587.66,2571.74,0.31,1454.79,4111.13,17698.35,18938.44,0\\r\\n12868,1829,43,Male,0,salaried,334,3,3742,53,7846.46,8543.26,5128.63,437.02,0.09,8237.94,553.99,0.09,8384,6683.1,0\\r\\n12869,854,90,,,self_employed,1020,1,501,11,1764.43,121.57,2147.1,6826.06,1643.51,0.66,0.66,0.66,744.72,2094.36,0\\r\\n12870,3507,53,Female,0,self_employed,169,3,389,56,1850.56,1846.31,1846.81,727.71,0.39,0.79,0.39,0.39,1848.25,1846.26,0\\r\\n12871,3174,52,Male,0,salaried,575,2,616,20,576.71,573.14,1897.92,18587.63,285.87,285.87,5282.3,1758.79,595.06,1906.18,0\\r\\n12872,4256,39,Female,0,self_employed,1020,3,501,18,2762.18,10803.74,4297.31,1915.3,9266.31,3980.18,20471.76,2622.69,5489.21,5470.56,1\\r\\n12873,3484,11,Female,0,self_employed,,2,363,30,3710.44,3710.44,3618.27,3767.84,0.36,857.5,0.36,0.36,3710.44,3309.51,0\\r\\n12875,2311,72,Male,0,retired,1593,2,211,184,8759.55,8759.55,8951.56,19365.72,0.16,0.16,0.16,357.3,8759.55,8978.44,0\\r\\n12877,1308,54,Female,0,self_employed,287,2,2673,,2314.44,2314.44,2314.44,2255.35,0.04,0.04,0.04,0.04,2314.44,2314.44,0\\r\\n12878,2242,48,Female,0,self_employed,814,2,827,62,18600.22,18730.3,18194.94,25524.83,0.57,0.57,151.14,100.57,18615.83,18742.09,0\\r\\n12879,528,90,Male,0,self_employed,575,2,2549,47,9684.5,2505.1,7383.87,359.07,0.57,37872.64,0.57,50282.13,7951.54,13545.93,1\\r\\n12880,3181,43,Male,0,self_employed,1020,2,13,,2497.58,2497.58,2497.58,2481.76,0.24,0.24,0.24,0.24,2497.58,2497.58,0\\r\\n12881,3177,38,Female,0,salaried,1020,2,5,,43146.28,42953.91,42847.14,42430.01,0.39,0.39,0.39,0.39,43048.64,42786.29,1\\r\\n12882,4744,36,Male,0,self_employed,1046,3,102,41,3228.36,3228.36,1856.5,550.42,0.66,2857.8,0.66,384.51,3228.36,1807.25,0\\r\\n12883,3997,45,Male,0,self_employed,1020,2,16,25,13170.58,1894.84,2878.99,3329.67,964.83,1200.43,14913.01,544.4,4122.35,1819.74,0\\r\\n12884,1995,70,Female,0,self_employed,751,2,1363,,8691.87,8691.87,8691.87,8636.93,0.56,0.56,0.56,0.56,8691.87,8691.87,0\\r\\n12885,1112,30,Female,0,self_employed,834,2,752,,4467.31,4467.31,4467.31,4439,0.19,0.19,0.19,0.19,4467.31,4467.31,0\\r\\n12886,474,90,Male,0,self_employed,962,2,646,48,300.97,300.97,3922.41,6390.31,0.43,610.61,0.43,744.47,300.97,348.46,1\\r\\n12887,1036,42,Male,,self_employed,1110,3,3053,87,2726.72,2726.72,2689.78,2679.01,0.57,0.57,0.57,0.57,2726.72,2726.72,0\\r\\n12888,2062,16,Male,0,student,1525,3,814,,2005.61,1977.04,1968.55,1871.55,0.21,0.21,0.21,0.21,1996.74,1968.75,0\\r\\n12889,4695,55,Male,2,self_employed,1232,1,825,32,413.81,21942.46,12959.89,23696.21,0.34,10901.46,22278.91,15352.51,4497.01,18504.31,0\\r\\n12890,2620,54,Female,0,self_employed,621,3,718,101,8286.14,8212.39,8592.72,4580.51,0.43,0.43,0.43,1645.61,8220.02,8815.53,0\\r\\n12891,1100,56,Female,0,self_employed,1232,2,837,174,2466.52,2466.52,2466.52,2444.77,0.59,0.59,0.59,0.59,2466.52,2466.52,0\\r\\n12892,749,45,Female,,self_employed,1110,3,3180,174,4014.14,4085.57,4015.76,3159.34,0.6,0.6,0.6,0.6,4026.46,4097.09,0\\r\\n12893,2469,18,Male,0,student,15,2,1086,229,7793.77,7793.77,7793.77,7749.35,0.29,0.29,0.29,0.29,7793.77,7793.77,0\\r\\n12894,1528,26,Female,0,self_employed,623,2,365,238,5153.96,725.39,4831.49,15073.13,0.64,0.64,0.64,3572.07,3016.03,241.52,0\\r\\n12895,1657,69,Female,0,self_employed,1020,3,424,54,1777.02,2404.76,2286.9,2737.94,0.11,130.78,0.11,0.11,1962.15,2556.56,0\\r\\n12896,1202,58,Female,0,self_employed,1111,3,2845,63,419.3,1847.88,1941.64,1437.32,0.13,0.13,1428.7,0.13,1798.62,2216.6,1\\r\\n12897,6678,75,Male,0,salaried,1232,1,52,72,4816.39,4816.39,4948.28,5079.78,0.16,0.16,0.16,0.16,4816.39,4898.1,0\\r\\n12898,2364,42,Female,0,salaried,1232,3,102,,2833.04,2828.94,2828.79,2804.42,0.07,0.07,0.07,0.07,2830.85,2828.94,0\\r\\n12899,1872,65,Male,0,salaried,334,2,323,11,11729.14,10195.04,12188.28,14198.65,4372.19,1553.69,2846.67,4188.7,11086.12,12784.54,0\\r\\n12900,4111,33,Male,0,self_employed,649,2,397,18,4960.66,4639.15,4736.85,4609.76,643.49,0.63,321.97,0.63,4932.26,4639.15,0\\r\\n12901,3213,90,,0,self_employed,,2,231,19,1836.26,1879.07,2060.12,946.03,357.47,0.33,450.29,0.33,2118.48,1879.07,0\\r\\n12902,4098,29,Male,0,self_employed,1096,3,139,88,2067.1,1816,2049.12,3212.84,0.13,0.13,0.13,428.7,1945.88,2009.55,0\\r\\n12905,1292,45,Female,0,self_employed,1509,3,2663,49,6702.26,6702.26,5665.39,4526.63,0.41,2857.56,0.41,0.41,6702.26,5780.6,0\\r\\n12906,3440,36,Male,3,salaried,1020,2,542,28,14238.97,12701.72,11343.33,12497.27,4,3021.04,1417.52,2842.35,10496.41,11797.44,0\\r\\n12907,1706,50,Male,0,salaried,,3,2229,355,2334.74,2334.74,2334.74,2319.92,0.16,0.16,0.16,0.16,2334.74,2334.74,0\\r\\n12908,1284,39,Female,0,salaried,1096,3,614,13,4279.36,2075.59,2316.81,2295.55,429.23,1372.94,1944.99,358,2711.1,2316.35,0\\r\\n12909,412,33,Female,,self_employed,1490,2,2429,,5151.62,5151.62,6007.38,7761.57,0.43,0.43,0.43,714.71,5151.62,5589.41,1\\r\\n12910,237,60,Female,,salaried,409,1,44,72,316.36,316.36,2159.68,306.65,0.53,0.53,0.53,0.53,316.36,316.36,0\\r\\n12911,222,38,Female,0,self_employed,342,2,374,103,3033.26,2681.49,2652.3,1807.33,0.03,0.03,14.31,0.03,2905.2,2652.23,0\\r\\n12912,1160,77,Male,0,retired,146,3,1754,63,4595.1,15.85,3330.73,15.31,0.5,0.5,55429.07,571.93,9811.85,89.95,1\\r\\n12913,5599,53,Male,0,salaried,1020,1,80,53,117354.87,78167.83,49759.59,14199.83,0.31,72867.01,923.81,573.41,78344.52,64352.2,0\\r\\n12914,2767,45,Male,0,self_employed,15,2,888,13,2807.22,3287.33,4247.58,4047.01,143.46,484.51,443.46,2857.74,3012.52,4067.57,1\\r\\n12915,3523,32,Male,1,self_employed,1232,1,427,9,5141.11,16386.38,9413.45,3068.58,24520.6,11428.74,35710.87,1256.17,14236.89,8649.24,0\\r\\n12916,3878,49,Female,0,self_employed,1020,1,212,122,1973.22,3045.52,3229.92,2419.64,0.14,0.14,871.57,808.21,3580.35,3410.1,0\\r\\n12917,5403,38,Male,0,salaried,623,2,91,44,26006.79,30035.88,23205.64,3555.46,0.59,10848.88,572.01,11671.56,24444.65,30503.49,1\\r\\n12918,520,86,Female,0,self_employed,623,2,1626,27,4369.56,4369.56,2994.14,85.68,214.96,214.96,214.96,214.96,4376.95,4376.47,0\\r\\n12919,1123,45,Female,0,self_employed,,3,935,19,3449.16,3664.79,3831.84,7531.3,1024.4,0.49,714.77,0.49,3548.67,3728.1,0\\r\\n12920,1470,44,Male,0,self_employed,905,2,1336,171,3620.85,3620.85,3620.85,3242.26,0.36,0.36,0.36,0.36,3620.85,3620.85,0\\r\\n12921,2900,57,Male,0,self_employed,538,2,760,,634.81,7777.67,6546.14,7728.52,0.36,0.36,7143.21,0.36,4083.09,7777.67,1\\r\\n12922,1398,46,Female,0,self_employed,486,2,1589,,148.06,4203.31,5722.66,9902.29,0.07,0.07,4142.93,5714.36,257.69,6973.35,1\\r\\n12923,1624,74,Male,0,retired,409,2,2091,52,2975.87,2975.87,2964.2,2914.44,0.7,14.99,0.7,0.7,2975.87,2972.65,0\\r\\n12924,187,31,Female,,self_employed,745,2,298,139,1851.72,1764.23,1784.89,1584.68,0.44,0.44,0.44,0.44,1794.4,1772.99,1\\r\\n12925,6143,77,Male,0,retired,,3,814,62,2734.26,3471.93,2826.29,2517.83,0.14,0.14,539.39,720.69,2783.28,3200.91,0\\r\\n12926,2260,40,Male,0,self_employed,1096,2,933,0,999.82,9.46,2019.19,444.57,6238.06,4754.86,7471.57,16100.14,5327.38,645.23,0\\r\\n12927,887,64,Male,0,retired,13,3,890,297,2229.04,2581.79,2464.2,2554.39,0.26,0.26,353,0.26,2229.04,2581.79,0\\r\\n12928,1628,73,Male,0,retired,334,2,141,18,6405.33,6405.33,6432.52,7714.2,1429.01,714.73,1429.01,320.39,6996.46,6290.12,0\\r\\n12929,2327,52,Male,3,salaried,1096,1,134,20,2870.75,1708.64,9093.63,3915.44,2570.2,770.2,8953.3,15610.09,3203.69,6758.28,1\\r\\n12931,3426,43,Male,2,salaried,834,3,349,4,8113.63,7954.07,14840.05,20827.79,2732.26,308.79,2934.3,7445.47,6984.03,15764.98,1\\r\\n12932,642,51,Male,0,salaried,1096,3,1067,0,1103.85,1354.58,1465.29,1789.68,643.5,429.21,837.63,333.5,1384.97,1419.59,0\\r\\n12933,1743,51,Female,0,self_employed,456,2,1071,0,221.45,1425.41,3897.28,5973.89,305.36,7291.13,15.31,11507.29,1434.67,4044.2,1\\r\\n12934,2339,36,Male,2,salaried,15,3,385,6,4767.11,4169.24,3819.49,183.44,714.59,0.3,116.71,248,4220.46,4282.53,0\\r\\n12935,3572,39,Male,0,salaried,1232,2,358,52,1205.87,1481.5,1940.45,3215.03,0.31,0.67,482.9,274.54,1586.58,1696.1,0\\r\\n12936,1669,78,Female,0,self_employed,1020,2,5,140,4353.26,4353.26,4353.26,3999.95,0.47,0.47,0.47,0.47,4353.26,4353.26,0\\r\\n12937,1595,32,Male,0,salaried,623,2,1639,13,3755.65,11612.8,11415.8,17239.05,3572.09,0.66,0.66,0.66,10849.25,11640.44,1\\r\\n12938,1718,48,Male,2,salaried,146,1,184,326,24276.12,26418.98,26660.86,36564.98,0.17,0.17,0.17,0.17,24350.02,26764.6,0\\r\\n12939,1364,66,Male,0,salaried,409,2,193,0,5061.02,4099.14,3200.74,5342.89,962.03,963.71,0.14,0.14,4132.31,3197.73,0\\r\\n12940,2409,25,Male,0,student,491,2,1245,0,4829.56,7728.14,6413.51,6012.79,952.15,1853.27,3326.86,471.47,6575.17,6167.56,1\\r\\n12941,1586,48,Female,0,salaried,1525,2,51,9,2122.12,1938.01,1529.68,1240.72,346.21,346.21,212.1,414.18,1975.83,1883.83,0\\r\\n12942,2921,61,Male,0,salaried,491,3,619,10,14093.17,13799.76,10078.08,566.07,6714.66,81.8,17991.86,41.09,13614.18,8362.29,0\\r\\n12943,5589,38,Female,0,self_employed,649,1,54,126,2618.29,3046.86,2261.49,3144.07,0.31,0.31,286.03,714.6,2812.87,2109.07,0\\r\\n12945,628,50,Male,0,self_employed,1020,2,686,4,7594.04,5702.63,9060.54,10160.96,3996.49,547.7,2047.93,5216.09,6047.08,9915.36,0\\r\\n12946,2446,53,Female,0,self_employed,637,2,102,20,1559.8,2765.65,2813.05,3338.04,143.16,0.3,5857.44,0.3,2731.05,2784.08,0\\r\\n12948,962,54,Male,,self_employed,892,3,2890,62,3264.71,3264.96,3205.33,1720.9,0.16,0.16,0.16,0.16,3266.58,3264.96,0\\r\\n12949,1111,23,Male,0,self_employed,334,3,1305,31,15339.64,21371.85,7795.75,5148.41,0.6,28.6,5993.3,3549.21,15860.93,4701.73,0\\r\\n12950,2440,50,Female,0,salaried,904,3,412,90,1149.28,1039.28,2095.24,657.63,0.69,0.69,0.69,1653.8,1137.9,1239.68,0\\r\\n12951,4028,62,Male,0,salaried,318,3,434,93,8426.53,8455.5,8595.58,9044.61,0.4,0.4,29.21,603.44,8441.69,8555.36,0\\r\\n12952,447,68,Female,0,retired,1020,1,80,27,232895.43,565069.06,206930.92,12836.59,27929.01,555100.44,288674.07,0.44,311693.8,299129.89,0\\r\\n12953,1169,29,Female,0,self_employed,61,2,1359,21,2745.71,6535.29,6343.47,5481.71,643.06,653.61,4432.64,437.2,6205.21,6506.34,0\\r\\n12954,2218,57,Female,0,self_employed,1138,2,1736,,4231.61,4231.61,4231.61,4204.8,0.6,0.6,0.6,0.6,4231.61,4231.61,0\\r\\n12955,4352,35,Male,2,salaried,656,2,340,62,9124.2,9253.53,8866.96,8603.25,0.44,0.44,129.77,129.77,9155.42,9278.56,0\\r\\n12956,4790,47,Male,0,salaried,665,2,177,24,16624.14,16484.14,16366.16,14986.12,426.07,783.44,286.07,171.79,16747.79,16291.07,1\\r\\n12957,720,36,Female,,self_employed,146,2,1206,104,8888.12,8888.12,8888.12,8045.69,0.47,0.47,0.47,0.47,8888.12,8888.12,0\\r\\n12958,2845,71,Female,0,retired,1096,2,457,192,4531.34,4529.11,4527.46,4492.42,0.34,0.34,0.34,0.34,4530.72,4527.69,0\\r\\n12959,1187,90,Male,0,self_employed,15,2,1285,33,4231.45,558.08,1980.45,1120.09,0.41,92.17,489.6,0.41,4486.56,571.77,0\\r\\n12960,2264,45,Male,0,retired,60,3,595,362,2959.43,2957.26,2956.1,2934.76,0.09,0.09,0.09,0.09,2959.05,2956.5,0\\r\\n12961,2236,52,Male,0,self_employed,1096,3,1365,14,6907.48,32684.24,20290.26,25640.25,2944.77,8087.63,32522.83,4700.49,3925.03,30174.19,1\\r\\n12962,677,27,Female,,self_employed,26,2,221,46,668.11,668.11,3498.71,1438.65,0.34,6043.77,0.34,8571.77,668.11,2086.28,1\\r\\n12963,1584,52,Female,0,self_employed,,2,1489,46,15217.55,15841.78,12342.87,12015.91,0.5,7194.49,0.5,2143.36,15217.55,13672.09,0\\r\\n12964,2685,43,Female,0,salaried,575,2,295,13,1233.2,2303.44,1563.1,1287.64,1151.97,0.56,2053.65,9716.51,1944.9,1205.82,0\\r\\n12965,1057,4,Male,0,student,146,3,2394,38,2792.53,2792.53,2815.57,2785.16,0.14,1428.71,0.14,1428.71,2792.53,2861.65,0\\r\\n12966,2396,43,Male,2,self_employed,234,2,250,10,3708.34,3934.13,8722.21,1952.42,5751.97,0.07,5920.61,298.94,6146.93,4041.79,0\\r\\n12968,1101,35,Male,2,self_employed,15,3,2481,41,3523.75,3352.95,3139.73,3033.02,0.51,714.8,0.51,218.93,3462.06,3015.28,0\\r\\n12969,1326,56,Male,0,salaried,829,2,2015,108,1485.32,1485.32,1530.64,1312,0.41,0.41,0.41,28.99,1485.32,1502.83,0\\r\\n12970,1370,65,Female,0,self_employed,1232,2,437,28,3876.85,3248.47,5550.2,2970.02,13200.27,1793.31,12571.89,0.46,13413.8,2192.48,0\\r\\n12971,3971,42,Male,2,salaried,1020,2,212,230,14628.87,14928.48,15559.02,17784.35,0.23,0.23,317.13,1358.29,14789.68,15393.05,0\\r\\n12972,745,41,Female,,self_employed,409,1,336,338,3250.74,3250.74,3156.06,3382.92,0.69,0.69,0.69,0.69,3250.74,3120.73,0\\r\\n12973,251,51,Female,,self_employed,804,3,920,233,3130.13,3144.41,3152.43,3184.02,0.06,0.06,0.06,0.06,3138.5,3152.25,0\\r\\n12974,4006,90,,,company,1096,3,314,53,2733.02,2731.59,2526.75,1277.37,0.37,428.94,0.37,0.37,2732.28,2648.64,0\\r\\n12975,1581,30,Male,1,self_employed,1232,1,7,14,873.62,2202.94,3494.87,13956,783.54,20569.26,2112.86,21109.76,949.98,5421.38,0\\r\\n12976,1028,60,Female,0,self_employed,409,3,2071,21,250.7,134.5,2497.5,3713.5,2165.11,3475.64,2723.81,12439.29,1350.6,1274.43,0\\r\\n12977,1367,5,Male,0,student,1525,2,488,98,1119.76,1119.76,1463.85,789.66,0.26,0.26,0.26,0.26,1119.76,1119.76,0\\r\\n12978,1316,67,Male,1,retired,1322,1,176,67,1610.92,1610.92,1580.2,1500.61,0.44,0.44,0.44,0.44,1610.92,1610.92,0\\r\\n12979,4401,43,Female,1,salaried,179,2,265,,2300.77,2355.97,2373.07,2467.05,0.14,0.14,0.14,0.14,2290.25,2371.26,0\\r\\n12980,1762,34,Male,0,self_employed,1020,2,3200,18,1820.31,2284.18,2958.23,3241.97,1771.64,1714.5,1295.51,1686.4,2441.6,3174.47,0\\r\\n12981,2671,32,Female,0,salaried,491,3,615,4,4159.54,3150.7,4128.88,5081.33,571.87,0.44,0.44,1429.01,3520.72,3821.21,0\\r\\n12982,516,39,Male,,self_employed,557,2,721,69,2310.42,2310.42,2403.64,2197.37,0.46,0.46,0.46,0.46,2310.42,2310.42,0\\r\\n12983,713,30,Female,0,self_employed,1096,2,1955,48,3018.27,3018.27,2652.68,7826.17,0.54,1187.69,0.54,187.69,3018.27,2921.49,0\\r\\n12984,1565,79,Male,0,retired,1150,2,61,31,402.22,399.68,2160.12,29585.45,0.44,14.73,0.44,0.44,400.91,386.78,1\\r\\n12985,4482,30,Male,0,self_employed,318,2,1314,336,1435.94,1435.94,1435.94,1428.47,0.53,0.53,0.53,0.53,1435.94,1435.94,0\\r\\n12986,6961,52,Male,2,salaried,15,2,6,6,2920.34,3202.55,4736.19,5484.63,26.66,67.7,2169.97,3783.43,3822.74,4521.49,0\\r\\n12987,5075,62,Male,0,salaried,169,2,147,25,5008.02,4474.14,4425.69,2695.53,676.86,676.86,128.7,64.8,4988.61,4425.57,0\\r\\n12988,4849,41,Male,0,salaried,575,2,90,103,15592.8,14448.69,12611.48,13484.34,0.09,0.09,653.97,1761.61,13362.19,12843.5,0\\r\\n12989,2193,32,Male,1,salaried,649,2,1843,80,8307.43,7912.15,8463.61,8227.07,0.49,0.49,182.5,821.43,8152.99,8186.24,0\\r\\n12990,527,65,Male,,retired,1096,3,1562,19,904.42,569.08,4965.5,8724.16,7497.04,15873.29,7142.93,22857.21,834.77,6577.06,1\\r\\n12992,3034,59,Male,0,salaried,834,2,349,286,3395.91,2817.96,2943.84,2948.9,0.44,0.44,0.44,0.44,3075.8,2866.34,0\\r\\n12993,1254,40,Male,,self_employed,102,3,113,70,1566.52,1671.89,1667.93,1425.04,0.2,0.2,105.57,62.71,1583.77,1683.99,0\\r\\n12994,1412,28,Male,3,self_employed,931,3,2305,28,5610.72,5158.96,4523.75,2937.85,286.4,1957.83,8.38,72.11,5576.5,4475.13,0\\r\\n12995,1221,65,Male,0,retired,1020,2,455,294,3749.15,3749.15,3787.25,3821.41,0.36,0.36,0.36,96.13,3749.15,3767.68,0\\r\\n12996,277,45,Female,0,self_employed,1456,3,1860,187,2812,2820.05,2810.25,2775.24,0.64,0.64,0.64,0.64,2812.28,2820.33,0\\r\\n12997,5089,14,Male,0,self_employed,575,2,1264,,7647.59,7647.59,7647.59,7595.65,0.53,0.53,0.53,0.53,7647.59,7647.59,1\\r\\n12998,1592,39,Male,0,salaried,91,3,2293,60,1687.55,3147.23,2675.06,2849.98,0.7,0.7,1460.38,370.85,1889.34,3287.34,0\\r\\n12999,1005,35,Male,0,self_employed,988,3,2691,4,2147.27,1163.94,1643.9,1892.33,2643.31,357.6,1409.54,727.6,1656.31,1494.58,0\\r\\n13000,646,41,Female,0,self_employed,1352,3,2608,20,4290.38,3590.38,3494.43,2624,714.87,714.87,0.59,714.87,4100.23,3596.83,0\\r\\n13001,551,35,Male,2,self_employed,1040,2,252,255,4277.12,4277.12,4277.12,4257.81,0.69,0.69,0.69,0.69,4277.12,4277.12,0\\r\\n13002,3201,58,Female,0,self_employed,1577,3,815,48,2677.68,3106.25,2767.44,2655.34,0.23,679.74,428.8,0.23,3032.36,2843.21,0\\r\\n13003,2913,33,Female,0,salaried,1020,3,666,2,1443.32,4160.32,2996.86,3779.55,178.97,60.85,288.58,25.09,2749.01,4132.58,1\\r\\n13004,6085,66,Male,0,salaried,1020,2,2,77,410.23,724.3,2732.15,2362.29,0.39,0.39,8759.1,9116.1,2803.95,2911.46,0\\r\\n13005,5431,50,Female,0,salaried,1096,1,3,58,1241.7,1027.41,2159.3,1560.97,0.66,1832.59,0.66,3573.01,1130.86,2582,1\\r\\n13008,6319,76,Male,0,self_employed,630,3,1329,206,2852.4,2864.21,2871.83,2895.64,0.21,0.21,0.21,0.21,2860.02,2871.59,0\\r\\n13009,3014,21,Male,0,student,1020,2,227,,1163.16,1163.16,2583.07,6302.68,0.31,0.31,0.31,2000.31,1163.16,1330.73,0\\r\\n13010,1554,59,Male,2,self_employed,996,2,1209,21,6631.5,3638.71,4836.11,4471.99,6033.69,1116.81,10577.4,3173.26,7128.19,3518.35,0\\r\\n13012,2054,38,Male,2,self_employed,15,2,383,0,3240.68,4434.07,3855.22,2495.52,786.26,944.04,479.64,848.88,3659.54,4040.58,0\\r\\n13013,4451,90,Male,0,self_employed,492,2,1414,215,1900.15,1900.15,1900.15,1889.12,0.24,0.24,0.24,0.24,1900.15,1900.15,0\\r\\n13014,3012,40,Female,0,self_employed,1306,2,604,62,66.38,168.02,2134.09,950.17,0.14,0.14,0.14,0.14,71.62,3985.78,1\\r\\n13015,5695,58,Male,2,salaried,1149,2,1221,14,5443.49,4599.21,4338.3,2349.86,1428.91,685.04,2969.92,304.49,4797.04,4132.51,0\\r\\n13017,1483,60,Female,0,self_employed,1494,2,896,13,2382.25,1739.39,2216.39,2183.27,642.97,2142.97,0.11,3571.54,2212.3,2182.25,1\\r\\n13018,2664,41,Male,0,salaried,334,3,750,13,1671.61,2827,3077.43,2098.73,1525.49,793.01,3323.73,1395.51,3026.03,3314.1,0\\r\\n13019,2109,55,Male,0,salaried,409,2,391,56,1429.09,1429.09,3720.88,1466.05,0.51,25845.83,0.51,0.51,1429.09,8258.23,1\\r\\n13020,1292,31,Female,0,salaried,1320,3,485,,1976.17,1976.17,1976.17,1963.65,0.44,0.44,0.44,0.44,1976.17,1976.17,0\\r\\n13021,2194,61,Male,0,self_employed,1020,2,5,20,906.82,821.25,1787.12,1734.95,1707.37,5208.09,1632.71,5078.41,1832.68,2558.78,0\\r\\n13023,1788,59,Male,0,salaried,334,1,82,188,5490.73,5490.73,5505.55,5703.72,0.37,0.37,0.37,19.53,5490.73,5505.8,0\\r\\n13024,1635,63,Female,0,self_employed,1576,3,667,8,14.33,11.6,1816.52,646.52,5631.86,0.56,7057.7,5714.84,1371.07,2407.91,1\\r\\n13025,423,66,Female,,self_employed,173,2,2175,263,4599.89,4599.89,4590.46,4415.33,0.01,0.01,0.01,0.01,4599.89,4599.89,0\\r\\n13026,1568,54,Female,0,self_employed,452,2,637,,6719.98,6719.98,6719.98,6677.41,0.04,0.04,0.04,0.04,6719.98,6719.98,0\\r\\n13027,2104,27,Female,0,salaried,1271,3,1698,145,1046.71,1046.71,1613.29,1410.78,0.59,0.59,0.59,786.3,1046.71,1831.34,0\\r\\n13028,2872,34,Female,0,self_employed,67,3,705,104,2331.64,2460.21,2463.98,1895.88,0.3,0.3,0.3,0.3,2335.58,2463.9,0\\r\\n13029,535,31,Female,,self_employed,236,3,479,,885.15,1520.15,1512.85,1510.47,0.21,0.21,635.21,0.21,1498.25,1520.15,0\\r\\n13030,1894,90,,0,self_employed,834,2,277,235,1813.49,1803.49,1792.16,4594.24,0.61,0.61,0.61,0.61,1807.97,1799.07,0\\r\\n13031,2321,35,Male,0,self_employed,623,2,1626,55,244.45,2360.61,2458.93,2928.46,0.3,714.59,2021.73,943.16,2078.94,2608.32,1\\r\\n13032,668,86,Female,,self_employed,318,3,1217,12,3013.27,2841.84,2801.1,5270.33,171.97,171.97,0.54,0.54,2918.69,2814.19,0\\r\\n13033,456,12,Female,,student,15,3,1083,,143.37,4979.79,1813.5,147.17,0.51,0.51,4908.36,0.51,312.61,4979.79,1\\r\\n13034,635,53,Female,0,self_employed,409,2,1202,229,7263.67,7263.67,7263.67,7212.71,0.2,0.2,0.2,0.2,7263.67,7263.67,0\\r\\n13035,732,64,Male,0,retired,1096,3,271,8,1887.72,1951.57,1990.2,2073.71,55.96,56,161.88,135.87,1880.95,2010.78,0\\r\\n13036,1916,44,Female,0,self_employed,1603,2,72,103,3271.67,4128.81,4353.28,3888.3,0.54,0.54,1714.83,0.54,4010.59,4128.81,0\\r\\n13037,1283,90,,0,self_employed,1443,3,2792,,40579.04,40579.04,40579.04,65645.1,0.59,0.59,0.59,0.59,40579.04,40579.04,0\\r\\n13039,1911,56,Male,0,self_employed,,3,408,6,4622.86,4337.92,3878.73,3080.91,571.51,571.51,0.09,0.09,4416.57,3969.25,0\\r\\n13040,6898,59,Male,0,salaried,409,1,92,23,16594.96,8446.09,11426.76,12621,9651.96,28810.53,1503.09,24388.8,15102.45,11371.85,0\\r\\n13041,4770,72,Female,0,self_employed,1465,1,191,,2275.22,2275.22,2276.03,1635.19,0.07,0.07,0.07,0.07,2275.22,2275.22,1\\r\\n13042,1719,25,Male,0,self_employed,409,1,2076,83,1491.78,1997,1841.98,1731.94,0.13,0.13,68.98,1187.25,1964.53,2233.18,0\\r\\n13043,543,90,,,self_employed,649,1,554,4,24759.73,22047.08,20454.91,25719.8,8454.56,13636.96,4741.91,8272.37,24617.19,19932.51,0\\r\\n13044,2630,57,Male,2,self_employed,649,2,54,17,2661.62,3188.5,1748.71,4596.11,601.63,0.34,3714.06,306.88,3198.58,1069.19,0\\r\\n13046,2054,37,Male,0,self_employed,623,3,1625,349,2701.68,2701.68,2725.65,2740.93,0.04,0.04,0.04,50.03,2701.68,2723.61,0\\r\\n13047,3882,51,Male,0,self_employed,1020,1,60,7,18467.12,356602.22,170440.29,113738.06,1383300.84,1971436.45,242838.61,8394.94,131732.17,300160.62,0\\r\\n13048,1101,56,Female,0,salaried,996,3,1209,26,4600.14,5110.8,4789.51,4499.74,139.84,514.67,359.8,7.84,4905.88,4853.38,0\\r\\n13049,625,35,Male,0,self_employed,1181,3,186,58,3856.36,3934.03,4288.02,5700.29,0.47,21.89,78.14,300.4,3901.85,4275.42,0\\r\\n13050,2258,42,Female,0,self_employed,1020,2,1471,133,8603.22,13244.57,10945.78,13773.49,0.31,0.31,8765.53,0.31,8590.52,12413.84,0\\r\\n13051,5961,61,Male,0,self_employed,15,2,6,28,961.51,2317,6544.03,4841.05,93.03,44241.37,1259.1,33439.4,1399.78,12625.76,1\\r\\n13052,1059,52,Male,0,self_employed,1489,2,1412,39,4162.85,7598.28,3187.88,3481.03,0.53,7086.56,3435.96,354.24,4429.71,3309.48,1\\r\\n13053,1966,8,Female,0,student,491,3,1733,,2294.53,2580.25,3697.35,4537.64,0.1,0.1,285.81,1514.39,2481.72,2962.74,1\\r\\n13054,4235,30,Female,0,self_employed,334,1,136,276,1461.72,1461.72,1461.72,2679.94,0.26,0.26,0.26,0.26,1461.72,1461.72,0\\r\\n13055,1549,28,Female,0,self_employed,334,2,260,138,4582.56,4303.56,4344.67,3750.33,0.29,0.29,0.29,7.41,4604.12,4273.13,0\\r\\n13056,688,47,Male,0,salaried,904,3,1908,4,1646.67,1623.47,1465.5,471.98,839.13,0.64,815.93,227.7,1507.06,1638.12,0\\r\\n13057,1451,49,Male,0,self_employed,1305,3,2650,44,8503.99,9387.11,5296.42,3082.33,0.47,8793.2,571.9,571.9,8686.87,5567.8,0\\r\\n13058,1680,57,Male,0,retired,834,3,1219,3,1910.02,1841.3,1874.13,1897.36,114.67,0.39,45.95,37.98,1843.67,1874.04,0\\r\\n13059,4075,38,Female,0,salaried,,2,423,294,2636.28,2636.28,2820.61,4749.27,0.11,0.11,0.11,0.11,2636.28,2636.28,0\\r\\n13060,466,63,Male,0,self_employed,1566,3,3344,258,362.09,495.4,1840.39,414.36,0.16,0.16,1857.3,36285.87,400.87,3845.73,1\\r\\n13061,4434,42,Female,0,self_employed,665,2,177,62,1563.27,2363.56,2074.42,2601.94,0.11,0.11,428.69,0.11,1656.25,2363.56,1\\r\\n13063,863,30,Male,0,self_employed,1049,2,2422,147,3730.66,4002.09,3995.85,3758.64,0.04,0.04,271.47,0.04,3983.37,4002.09,0\\r\\n13064,1591,36,Male,0,salaried,589,3,1987,25,5308.68,4265.82,4497.85,3285.33,1214.43,671.57,314.43,357.29,5340.7,4250.16,0\\r\\n13065,2091,21,Female,0,student,834,2,18,105,10098.17,12600.06,12548.73,13692.93,0.19,0.19,0.19,0.19,11835.47,12726.79,0\\r\\n13066,2376,36,Male,1,salaried,409,1,1662,14,13579.85,15914.55,14690.23,18906.51,1.19,2188.27,2477.76,1364.8,14231.35,14247.55,0\\r\\n13067,634,39,Female,,self_employed,1615,3,2633,49,1027.53,943.11,1819.93,1017.26,0.54,1857.69,44201.84,1860.84,2896.93,1134.57,0\\r\\n13068,3034,58,Male,2,self_employed,623,2,81,26,2798.7,2961.45,3651.93,799.7,7143.11,0.26,7143.11,2003.14,3302.54,3192.14,0\\r\\n13069,4774,49,Female,0,self_employed,1020,3,79,,4411.29,4411.29,4411.29,4383.32,0.19,0.19,0.19,0.19,4411.29,4411.29,0\\r\\n13070,2648,50,Female,0,self_employed,1437,2,1063,38,22146.95,22146.95,22034.38,17373.42,0.49,14.77,0.49,0.49,22146.95,22137.27,0\\r\\n13071,2474,38,Male,0,self_employed,574,3,2208,153,652.2,962.56,2620.71,4581.29,0.53,0.53,1745.76,3832.03,848.88,2205.72,1\\r\\n13072,2115,49,Male,0,self_employed,665,2,1251,0,4439.83,4807.89,4385.67,2214.38,665.39,640.76,863.69,144.59,4653.78,4339.83,0\\r\\n13073,2014,74,Female,0,self_employed,834,2,478,42,1355.42,1355.42,1582.45,2666.03,0.54,14.83,0.54,544.36,1355.42,1506.98,0\\r\\n13074,1025,12,Female,0,student,15,1,306,257,1667.33,1681.61,1718.47,1771.28,0.66,0.66,0.66,0.66,1681.12,1695.44,0\\r\\n13075,5493,36,Female,0,self_employed,834,1,530,178,5193.38,5260.39,5270.94,5497.81,0.6,0.6,63.1,10.03,5234.99,5261.6,0\\r\\n13076,5789,70,Male,0,retired,1020,2,86,9,5138.72,5138.65,7535.06,5417.5,143.46,0.6,50929.17,146.96,12039.98,5203.37,0\\r\\n13079,1160,48,Female,0,self_employed,834,3,28,35,2461.8,1847.52,2540.65,3131.2,0.4,328.97,0.4,1422.54,2313.53,2226.78,0\\r\\n13080,1827,50,Female,0,self_employed,1020,2,627,40,3504.35,3547.64,3131.29,7407.17,0.39,274.24,2900.81,306.81,2347.46,3435.61,0\\r\\n13081,2540,37,Female,0,salaried,1096,3,249,7,4138.91,5482.62,4055.57,2801.98,724.47,724.47,556.64,645.83,4716.35,3903.58,1\\r\\n13082,2373,9,Male,0,student,334,1,675,255,1829.6,1829.6,1782.45,1734.51,0.27,0.27,0.27,0.27,1829.6,1772.24,0\\r\\n13083,4312,38,Male,0,self_employed,745,2,298,,4221.68,4221.68,4221.68,4194.94,0.59,0.59,0.59,0.59,4221.68,4221.68,0\\r\\n13085,718,51,Male,0,salaried,15,2,190,0,3933.84,4165.84,3277.04,1284.07,574.79,5354.52,718.25,5729.7,4254.47,4464.22,0\\r\\n13086,1846,74,Male,0,self_employed,575,2,1718,6,2273.77,2165.23,1643.63,953.64,409.07,1414.3,300.53,235.62,2203.11,1395.76,0\\r\\n13087,1441,42,Female,0,self_employed,1438,1,151,301,2143.96,2215.39,2191.58,2201.74,0.51,0.51,71.94,0.51,2143.96,2215.39,0\\r\\n13088,3076,24,Male,0,self_employed,834,2,531,20,592.34,3734.42,4073.05,879.01,9573.76,17211.01,12643.3,15724.73,1253.48,5839.65,1\\r\\n13089,1673,51,Female,0,salaried,1096,2,757,21,4795.1,1392.49,2074.87,1596.08,671.54,242.97,428.69,14.76,3216.59,1485.56,0\\r\\n13090,568,51,Male,1,salaried,575,3,1720,6,1738.77,5833.53,1924.14,5172.72,81.47,3086.7,3518.93,2080.21,3234.52,1888.59,0\\r\\n13091,3805,44,Female,0,self_employed,1150,3,435,32,204.16,204.16,14308.61,25755.77,0.39,143.24,0.39,30000.39,204.16,12660.38,1\\r\\n13092,2953,61,Male,3,self_employed,860,2,465,,1558.99,1558.99,1558.99,1549.11,0.34,0.34,0.34,0.34,1558.99,1558.99,0\\r\\n13093,3951,41,Male,0,salaried,1020,1,118,14,1419.86,5642.52,9404.57,2141.28,1428.73,12143.01,4478.73,639.9,1483.22,11351.89,0\\r\\n13094,1026,39,Male,0,self_employed,1477,2,2559,315,1842.25,1984.1,2002.82,2409.43,0.59,0.59,142.43,142.43,1861.82,2002.4,0\\r\\n13096,2210,44,Female,0,self_employed,1020,2,1574,356,753.36,781.93,2180.45,4121.02,0.6,0.6,0.6,1429.17,770.11,2087.93,1\\r\\n13097,1199,24,Male,0,salaried,831,3,1930,17,2780.14,2444.42,2312.68,1525.09,357.47,0.33,21.76,0.33,2654.27,2287.74,0\\r\\n13098,1602,56,Female,0,self_employed,1020,2,356,,1050.51,3193.36,2651.49,3178.34,0.39,0.39,0.39,0.39,1567.75,3193.36,1\\r\\n13099,5235,47,Female,0,self_employed,834,2,460,26,5415.29,5475.5,5962.47,4526.26,8571.51,0.09,8644.6,0.09,6354.34,5475.4,0\\r\\n13100,2663,72,Female,0,retired,1020,3,538,62,2233.26,2243.39,2136.96,1541.72,0.57,0.57,10.7,0.57,2238.5,2243.39,0\\r\\n13101,3370,41,Male,1,salaried,834,3,22,27,4401.72,4220.13,4857.02,4803.55,500.6,0.6,127.74,179.17,4541.16,4878.67,0\\r\\n13102,2396,33,Female,0,salaried,623,2,562,66,525.14,525.14,2696.91,2388.59,0.7,0.7,0.7,143.56,525.14,608.09,0\\r\\n13103,3093,33,Male,0,self_employed,1636,3,4195,24,1576.2,2981.08,2617.44,680.71,4500.43,5443.29,2632.59,3517.63,5119.13,1568.45,1\\r\\n13104,409,30,Male,0,self_employed,485,3,684,3,34337.69,0.18,1432.25,605.38,36929.61,515.22,8248.42,804.41,2641.58,46.39,0\\r\\n13105,2758,51,Female,0,self_employed,334,1,1290,38,5001.12,5188.08,5115.24,5174.37,0.67,551.24,187.63,464.04,5053.56,5114.63,0\\r\\n13106,1614,90,,,self_employed,1271,2,101,165,1734.14,1876.99,1840.98,1608.9,0.3,0.3,143.16,12.73,1748.92,1884.61,0\\r\\n13107,3468,71,Male,0,retired,834,2,40,7,2127.09,2153.02,3022.15,5584.74,800.63,2300.63,1114.91,4538.24,1926.51,3506.6,0\\r\\n13108,5029,60,Male,2,self_employed,656,2,1370,0,4410.82,4151.25,3003.97,536.04,3478.43,1427.11,354.14,811.29,4430.44,3860.7,0\\r\\n13109,1960,61,Male,0,retired,1232,3,1115,28,5022.3,5069.34,5068.72,8162.35,21.51,21.51,68.56,2.79,5046,5070.04,0\\r\\n13110,599,24,Male,,student,860,2,671,70,2128.49,2128.49,1974.88,1407.43,0.43,0.43,0.43,0.43,2128.49,2128.49,0\\r\\n13111,1159,24,Female,0,student,812,2,2428,0,18564.58,27632.21,62141.19,55904.89,8743.11,102405.41,17767.89,200328.83,21038.57,40086.53,1\\r\\n13113,4081,49,Male,2,salaried,1181,3,332,62,1025.5,1399.07,1618.45,2910.36,0.4,0.4,316.83,259.69,1176.29,1567.79,0\\r\\n13114,1264,43,Female,0,self_employed,578,3,2721,20,4438.27,4392.85,4357.13,3707.54,402.43,0.14,357.01,0.14,4376.52,4392.85,0\\r\\n13115,3275,43,Male,0,salaried,575,2,1098,21,462.67,777.58,1595.65,3102.34,270.11,290.11,844.13,1234.59,1040.44,1301.84,1\\r\\n13116,680,64,Female,0,retired,848,3,1846,27,1497.94,1545.08,1564.51,1645.07,24.83,0.54,71.97,74.11,1531.58,1558.19,0\\r\\n13117,591,37,Female,0,salaried,1540,2,1541,217,878.92,3450.63,4977.21,6342.41,0.69,0.69,0.69,0.69,2311.81,5013.92,0\\r\\n13118,181,53,Male,0,self_employed,1096,2,1557,86,11989.39,12144.57,15444,3968.17,0.66,0.66,155.83,0.66,12091.06,17674.88,0\\r\\n13119,2580,45,Male,0,salaried,1096,3,581,0,1597.64,2905.13,1887.07,1859.65,1224.54,1209.5,2260.49,600.47,1147.06,2189.18,0\\r\\n13120,1701,33,Male,2,self_employed,1096,2,584,339,6400.8,6400.8,6400.8,6354.83,0.23,0.23,0.23,0.23,6400.8,6400.8,0\\r\\n13121,2110,51,Male,0,self_employed,1247,2,945,0,3212.96,3415.98,3696.75,3885.94,571.99,0.97,229.13,464.5,3128.48,3629.9,1\\r\\n13122,2385,40,Male,0,self_employed,675,2,867,,1660.96,1660.96,1660.96,3720.9,0.17,0.17,0.17,0.17,1660.96,1660.96,0\\r\\n13123,1014,66,Male,0,retired,1020,3,1,76,837.9,692.57,1679.03,2010.64,0.67,0.67,19.73,2806.3,807.14,1154.63,0\\r\\n13124,4702,64,Male,0,self_employed,11,3,3679,101,2100.21,2095.32,2096.16,2064.99,0.17,0.17,0.17,0.17,2097.85,2095.32,0\\r\\n13125,5850,39,Male,0,self_employed,1096,2,11,30,9005.25,8846.14,8588.43,7192.37,0.06,257.2,0.06,0.06,8966.84,8574.79,0\\r\\n13127,1711,90,,0,self_employed,427,1,244,143,6270.21,6270.21,6270.21,5594.68,0.04,0.04,0.04,0.04,6270.21,6270.21,0\\r\\n13128,4689,58,Female,0,self_employed,1096,1,92,5,2406.62,1493.49,1897.24,1291.07,12059.23,240.96,1548.54,1775.25,2962.92,2005.3,0\\r\\n13129,1991,42,Male,0,self_employed,917,2,721,21,9445.66,9398.38,9343.35,9360.42,1500.64,0.64,1500.64,0.64,9236.34,9398.38,0\\r\\n13130,2713,43,Female,2,self_employed,1096,1,551,25,1808.65,1741.1,1782.64,1950.85,67.69,0.13,0.13,42.99,1801.66,1757.69,0\\r\\n13131,2085,35,Male,0,self_employed,334,3,1305,0,41,552.94,2285.01,4786.77,5394.21,2965.1,28.94,1562.12,1353.09,879.17,0\\r\\n13132,679,74,Female,0,self_employed,0,2,3891,38,14734.33,21591.48,20023.3,19327.73,0.64,17166.79,6857.79,15714.93,16039.75,18491.46,0\\r\\n13133,1204,58,Male,0,self_employed,1029,2,2771,149,4753.62,4782.19,4748.69,4587.07,0.4,0.4,0.4,66.1,4781.21,4696.37,0\\r\\n13134,2634,49,Female,0,self_employed,1613,3,50,,3767.31,3771.4,3771.21,3753.29,0.61,0.61,0.61,0.61,3770.83,3771.4,0\\r\\n13136,911,34,Male,0,self_employed,904,3,2806,154,3647.98,3790.84,12833.74,19074.58,0.66,0.66,0.66,14286.37,3647.98,15772.41,0\\r\\n13137,1751,29,Female,0,self_employed,1052,2,1370,3,6620.76,5763.62,4799.28,7201.11,4614.71,5951.04,3800.43,3229,6134.55,4586.92,0\\r\\n13138,2714,44,Male,0,self_employed,491,3,279,5,1891.13,1804.79,1717.68,1972.71,326.47,652.89,282.99,448.63,1632.53,1520.34,0\\r\\n13139,5176,73,Female,0,self_employed,745,2,127,7,2248.96,3949.69,3318.26,3718.32,9.36,0.66,0.66,0.66,2885.4,3590.58,0\\r\\n13140,3140,15,Female,0,student,1020,2,118,70,1991.52,1991.52,1938.92,1669.69,0.21,0.21,0.21,0.21,1991.52,1993.58,0\\r\\n13143,927,47,Male,0,salaried,531,2,975,24,74.18,105.68,9084.38,790.81,143.56,8110.9,32.2,27676.87,102.68,7104.74,1\\r\\n13144,5292,63,Male,0,self_employed,334,3,124,228,1875.1,1875.1,1875.1,1863.67,0.07,0.07,0.07,0.07,1875.1,1875.1,0\\r\\n13145,2772,28,Male,0,student,1589,3,416,21,1787.93,1736.75,1985.58,2367.98,565.76,565.76,514.58,656.93,1865.86,1847.3,0\\r\\n13147,2323,36,Female,0,salaried,1096,1,1565,305,2710.79,2710.79,4508.03,5889.5,0.44,0.44,0.44,3214.73,2710.79,4888.21,0\\r\\n13148,830,53,Male,0,salaried,,1,63,91,894.82,3585.46,3012.11,1239.4,0.63,0.63,3134.12,357.77,2381.07,3506.19,1\\r\\n13149,2071,90,,0,self_employed,409,3,1317,292,2443.29,2443.29,2443.29,2429.56,0.66,0.66,0.66,0.66,2443.29,2443.29,0\\r\\n13150,4591,47,Female,0,self_employed,15,1,1567,7,7731.23,588.38,2755.86,1049.12,8571.54,0.11,7142.97,0.11,7090.84,588.38,0\\r\\n13151,1887,42,Female,0,self_employed,485,2,510,195,5725.86,5725.86,5725.86,5689.33,0.21,0.21,0.21,0.21,5725.86,5725.86,0\\r\\n13152,2726,72,Female,0,self_employed,575,1,90,9,12670.75,18894.17,17072.13,33242.82,1.39,8587.01,5938.87,4144.73,14863.31,15804.3,1\\r\\n13153,5004,74,Male,0,self_employed,146,1,77,342,25238.32,25238.32,25889.37,27335.79,0.63,0.63,0.63,1000.63,25238.32,25503.61,0\\r\\n13154,6176,75,Female,0,self_employed,1020,2,1452,21,3753.98,3691.47,3856.29,3436.7,469.77,0.4,47.34,0.4,3812.17,3725.52,0\\r\\n13155,4961,43,Male,0,self_employed,1020,1,163,6,5349.31,3628.86,4174.98,1393.37,1785.81,715.81,71.53,714.39,4043.93,3327.4,0\\r\\n13156,6101,73,Female,0,retired,1020,1,12,4,4115.57,3396.91,4352.88,5570.04,1144.04,4907.99,0.41,4286.13,3535.55,4044.67,0\\r\\n13157,1098,39,Male,1,self_employed,788,2,3028,24,56.99,8510.82,1801.82,43.87,357.74,717.54,9111.57,2160.94,4809.44,591.12,1\\r\\n13158,1624,24,Female,0,self_employed,,1,137,17,1752.84,1717.13,1686.29,1398.78,36.33,36.33,0.61,0.61,1735.6,1694.09,0\\r\\n13159,814,66,Female,0,self_employed,409,2,553,70,696.64,696.64,2455.78,2354.11,0.41,0.41,0.41,4286.13,696.64,2770.38,1\\r\\n13160,1705,23,Male,0,self_employed,1097,2,1555,139,1863.55,1863.55,5207.63,21247.15,0.59,0.59,0.59,0.59,1863.55,1751.05,1\\r\\n13161,1705,41,Male,1,salaried,146,2,2394,52,960.1,2022.61,3023.92,3231.32,0.56,1214.84,1036.48,3395.69,1203.84,3522.96,1\\r\\n13162,3716,52,Female,0,salaried,1096,3,1345,17,1662.99,56963.35,39964.39,6746.55,3195.08,28129.1,1352.58,4441.5,46254.26,48532.8,1\\r\\n13163,2446,40,Female,0,self_employed,1020,1,455,,2815.57,2724.08,2142.06,1090.84,0.24,0.24,0.24,0.24,2767.24,2287.44,0\\r\\n13164,2949,36,Male,0,self_employed,953,2,470,185,2144.92,2144.92,2145.01,2141.68,0.57,0.57,0.57,0.57,2144.92,2144.92,0\\r\\n13165,2062,32,Female,0,self_employed,363,2,4,28,9786.56,8594.9,8793.99,6631.65,1277.74,0.37,86.09,61.83,9853.06,8632.12,0\\r\\n13166,5371,90,Female,0,self_employed,996,2,1307,,5213.33,5213.33,5549.73,6173.62,0.33,0.33,0.33,714.61,5213.33,5489.82,0\\r\\n13167,817,21,Male,0,student,669,3,2592,12,198.74,492.35,2763.95,1736.6,2213.56,414.31,2585.74,5792.89,1450.69,2959.63,1\\r\\n13168,1432,12,Female,0,student,575,2,2549,,2180.62,2180.62,2180.62,2166.41,0.1,0.1,0.1,0.1,2180.62,2180.62,0\\r\\n13169,1593,72,Female,0,self_employed,1020,2,522,,4031.71,4745.99,4696.73,4716.09,0.61,0.61,714.9,0.61,4598.21,4745.99,0\\r\\n13170,1123,31,Female,0,self_employed,1598,2,1465,126,1005.27,8762.41,8307.14,7596.57,0.13,0.13,7857.27,2800.13,2077.69,11281.31,1\\r\\n13171,419,90,Male,,self_employed,1020,2,990,305,1783.89,1727.24,1779.95,2334.38,0.21,0.21,0.21,0.21,1462.7,1633.02,1\\r\\n13173,261,90,,,self_employed,1322,2,2066,38,8139.3,8139.3,6738.26,2918.02,0.5,15.5,0.5,0.5,8139.3,8127.69,0\\r\\n13174,2681,33,Male,2,self_employed,15,3,300,39,3242.16,3502.96,2921.91,1530.79,0.59,1533.56,191.84,572.01,3401.06,2724.98,0\\r\\n13175,2237,32,Male,0,self_employed,1232,3,900,3,951.12,7955.84,1900.54,591.57,1845.6,17475.33,8130.31,11803.39,976.3,2547.31,1\\r\\n13176,230,83,Female,,self_employed,15,3,3904,21,1428.59,1750.01,1607.63,1240.93,321.44,572.53,254.67,251.1,1562.45,1677.43,0\\r\\n13177,1053,27,Female,0,self_employed,21,3,2587,222,1857.12,1999.98,2096.12,1718.17,0.36,0.36,143.21,143.21,1970.42,2069.1,0\\r\\n13178,2983,90,,,self_employed,1577,3,815,24,4837.87,4780.73,4760.24,4576.86,72.11,72.11,0.69,0.69,4834.92,4738.79,0\\r\\n13179,2992,67,Female,0,retired,1084,2,240,,9898.56,9898.56,9896.31,9502.78,0.46,0.46,0.46,0.46,9898.56,9895.36,0\\r\\n13180,1867,28,Male,0,student,1034,1,65,,1615.63,1615.63,1615.63,1607.54,0.34,0.34,0.34,0.34,1615.63,1615.63,0\\r\\n13181,2194,46,Male,3,salaried,1232,2,437,98,2251.1,2408.5,2429.28,1587.74,0.23,0.23,157.63,157.63,2272.81,2428.81,0\\r\\n13182,2770,43,Female,0,self_employed,834,1,8,69,1340.1,1340.1,2901.39,4882.18,0.33,0.33,71.76,1474.56,1335.18,3418.3,0\\r\\n13183,2939,47,Male,0,salaried,1221,3,315,9,855.64,1359.26,1855.54,2759.2,2500.74,0.54,3063.68,1804.68,1273.51,1905.65,1\\r\\n13184,2041,49,Female,0,self_employed,615,2,282,31,2217.42,2217.42,2355.77,1292.51,0.43,9.28,0.43,103.29,2217.42,2226.38,0\\r\\n13185,5968,61,Female,0,self_employed,836,2,1404,15,2042.87,3055.91,4586.93,3257.28,9521.74,193.37,10681.31,1414.8,5814.85,3661.79,0\\r\\n13186,1993,33,Female,0,self_employed,491,3,396,35,1536.62,1536.62,2206.23,1897.83,0.5,857.64,0.5,2004.69,1536.62,1821.43,0\\r\\n13187,3110,44,Female,0,self_employed,295,1,671,,1714.53,1714.53,1722.83,1732.06,0.26,0.26,0.26,0.26,1714.53,1714.53,0\\r\\n13188,3349,42,Male,0,salaried,1525,3,322,,2847.76,2717.12,3080.2,3735.22,0.2,0.2,694.84,1145.44,3101.67,3101.69,0\\r\\n13189,2375,60,Male,0,self_employed,625,2,1699,,3586.53,3591.43,3591.21,3568.68,0.01,0.01,0.01,0.01,3590.76,3591.43,0\\r\\n13190,1337,28,Female,0,self_employed,1525,2,146,17,491.25,687.67,1522.65,2821.12,864.39,657.24,0.1,2571.53,749.87,2076.38,0\\r\\n13191,886,60,Male,3,self_employed,334,2,847,19,1887.53,2132.24,2467.42,3244.11,586.21,17220.91,1759.5,10188.07,707.68,2896.47,0\\r\\n13192,656,43,Female,0,self_employed,1294,3,2687,160,10881.45,10973.66,11260.7,11877.29,0.66,0.66,38.61,343.06,10914.39,11289.07,0\\r\\n13193,3192,38,Male,0,salaried,146,2,2011,361,2414.31,2414.31,2414.31,2399.02,0.5,0.5,0.5,0.5,2414.31,2414.31,0\\r\\n13194,201,45,Male,0,self_employed,245,2,204,91,1909.27,3000.23,2977.47,1542.39,0.37,0.37,1178.94,2777.73,2088.19,2279.3,1\\r\\n13195,1269,45,Male,0,self_employed,797,2,4146,325,1500.84,1500.84,1500.84,1481.9,0.16,0.16,0.16,0.16,1500.84,1500.84,0\\r\\n13196,4218,64,Male,0,salaried,1085,3,135,80,1428.79,1571.65,1553,1419.23,0.13,0.13,142.99,0.13,1561.79,1571.65,0\\r\\n13197,1636,42,Female,0,self_employed,318,3,1217,0,923.11,274.32,2091.47,3911.13,643.49,0.63,0.63,4243.49,299.47,1776.52,0\\r\\n13198,1218,42,Male,0,salaried,623,2,2390,4,8584.03,5394.97,4397.04,1682.73,5850.41,4026.24,1674.14,2257.21,5061.53,4025.86,0\\r\\n13199,5028,61,Male,0,self_employed,803,2,150,118,4347.53,4433.3,2998.52,2200.07,0.44,0.44,95.93,404.51,4434.74,2370.23,0\\r\\n13200,2412,67,Male,0,self_employed,286,2,278,33,7056.27,7056.27,6271.09,5271.65,0.57,814.86,0.57,0.57,7056.27,6347.05,0\\r\\n13201,1257,54,Female,0,salaried,1111,2,293,3,2888.92,1483.1,2341.62,2180.22,3243.26,12528.97,2301.73,27351.22,1773.57,4310.7,1\\r\\n13202,969,35,Male,,self_employed,219,2,3171,33,5313.39,5313.39,5411.3,5162.56,0.6,72.03,0.6,0.6,5313.39,5253.48,0\\r\\n13203,4505,51,Male,3,salaried,1020,2,240,0,2782.53,3096.93,3209.56,2660.21,42.44,6.5,537.91,890.67,2664.87,3302.5,0\\r\\n13204,1698,39,Male,0,salaried,1070,2,571,55,987.81,1057.81,1848.18,1553.55,0.06,11.91,27.2,1793.06,1019.93,1437.53,0\\r\\n13205,1157,82,Male,0,retired,834,2,428,136,9132.48,9132.48,9132.48,6232.46,0.46,0.46,0.46,0.46,9132.48,9132.48,0\\r\\n13206,2312,67,Male,0,self_employed,1438,2,151,137,1658.05,1658.05,1658.05,984.09,0.04,0.04,0.04,0.04,1658.05,1658.05,0\\r\\n13207,971,53,Female,0,self_employed,1020,2,816,27,16531,15008.86,16436.5,13550.2,5152.76,5152.76,3630.61,5019.67,17663.18,16036.57,0\\r\\n13208,416,43,Male,,self_employed,623,3,1625,38,925.44,925.44,2024.55,2928.35,0.06,870.17,0.06,57.2,925.44,2210.85,1\\r\\n13209,1232,64,Male,4,self_employed,1540,2,347,47,1441.95,1284.74,1797.31,1582.95,0.64,444.87,7884.49,170.2,3139.86,1200.88,0\\r\\n13210,1411,36,Male,0,salaried,19,2,1814,42,2611.23,2896.94,4230.64,832.84,0.5,571.93,571.93,3888.11,2887.09,4420.41,1\\r\\n13211,2129,73,Female,0,self_employed,1020,3,1123,103,2739.86,2811.29,2837.53,2015.17,0.04,0.04,0.04,0.04,2766.96,2836.64,0\\r\\n13212,1867,38,Male,0,salaried,745,3,1904,88,3159.46,3159.46,3158.88,3124.23,0.6,0.6,0.6,0.6,3159.46,3159.46,0\\r\\n13213,2244,30,Female,1,salaried,1020,3,1333,28,1536.07,1384.29,1935.89,1502.9,1704.11,5445.84,1629.81,4565.37,2770.83,1769.65,0\\r\\n13214,2082,61,Female,0,self_employed,146,1,53,,17335.35,16974.82,17059.62,16905.27,0.03,0.03,0.03,0.03,17222.76,16977.2,0\\r\\n13215,2517,43,Female,0,salaried,1092,3,624,76,2724.78,2724.78,2775.45,3052.78,0.54,0.54,0.54,100.54,2724.78,2769.94,0\\r\\n13216,5789,60,Male,1,self_employed,1232,3,39,51,1762.58,1797.42,2037.84,2020.66,0.3,315.27,13.31,1062.64,1779.66,2232.34,0\\r\\n13217,6163,48,Male,0,salaried,1020,1,5,167,71674.09,71674.09,71674.09,71088.45,0.24,0.24,0.24,0.24,71674.09,71674.09,0\\r\\n13218,580,59,Female,0,retired,1096,3,2040,308,2313.69,2313.69,2273.99,2170.99,0.36,0.36,0.36,0.36,2313.69,2303.18,0\\r\\n13219,372,56,Male,,self_employed,1338,2,3539,153,640.04,9925.76,8644.97,9065.27,0.37,0.37,9286.09,0.37,6083.39,9925.76,1\\r\\n13221,4829,87,Female,0,self_employed,1020,2,182,0,150.55,721.98,3642.21,624.34,4357.16,1442.16,5714.3,14622.79,1507.7,3775.65,1\\r\\n13222,1582,50,Male,0,salaried,1020,2,592,149,6388.33,6542.97,6519.41,6505.14,0.03,0.03,137.53,14.31,6420.39,6554.26,0\\r\\n13223,1027,50,Female,0,self_employed,904,2,722,55,5082.46,6796.75,6373.85,6829.48,0.31,43.17,2571.74,0.31,5703.15,6735.92,0\\r\\n13224,2200,48,Male,0,self_employed,1180,2,342,49,8063.48,12684.92,11302.95,9037.9,0.31,2499.31,4286.03,1915.97,11500.62,13128.18,0\\r\\n13225,1984,32,Female,0,salaried,1096,1,314,23,5341.1,3345.38,3846.76,1088.59,529.03,538.43,1681.74,0.1,5354.24,2878.59,0\\r\\n13226,2756,52,Male,0,salaried,1084,3,542,3,1657.23,3061.67,1650.97,762.34,1900.54,3205.98,1582.96,2658.35,703.45,1187.99,0\\r\\n13227,291,67,Male,1,self_employed,439,3,3405,31,8468.65,8715.18,5005.21,268.12,0.7,8650.33,244.99,3889.27,8485.49,6257.94,0\\r\\n13228,2243,45,Female,0,self_employed,1096,2,392,266,15196.5,15196.5,15010.08,14956.85,0.46,0.46,0.46,92.3,15196.5,14945.45,0\\r\\n13229,2769,28,Female,0,salaried,409,2,11,214,2226.08,2226.08,2226.08,2292.71,0.47,0.47,0.47,0.47,2226.08,2226.08,0\\r\\n13230,2375,90,Male,0,self_employed,1020,1,542,350,8390.24,8390.24,8390.24,8341.71,0.11,0.11,0.11,0.11,8390.24,8390.24,0\\r\\n13231,1020,84,Female,0,self_employed,531,2,573,286,4554.78,4554.78,4554.78,4533.04,0.47,0.47,0.47,0.47,4554.78,4554.78,0\\r\\n13232,2266,37,Male,0,self_employed,1635,3,961,0,10713.69,9370.83,8361.88,2292.03,2057.59,2586.16,714.73,1357.59,9728.47,9008.16,0\\r\\n13233,2848,38,Male,0,salaried,1135,3,117,48,221.31,221.31,8368,4721.05,0.61,35903.41,0.61,35714.9,221.31,13064.01,1\\r\\n13234,1439,48,Male,0,self_employed,1388,2,42,12,2111.07,1676.96,1610.72,1519,571.79,714.64,137.67,1730.14,1810.01,1703.51,0\\r\\n13235,6629,39,Female,0,self_employed,334,1,10,,4259.55,4320.32,5279.85,7225.49,0.04,0.04,60.04,2893.61,4302.8,4322.85,0\\r\\n13236,407,37,Female,0,self_employed,904,2,78,336,2146.22,717.65,1519.82,2380.4,0.6,0.6,0.6,393.34,1949.18,767.15,0\\r\\n13237,5599,53,Male,0,company,1020,3,442,11,22127.95,760.49,5572.32,2.89,28586.09,3200.37,7209.74,10521.8,11815.29,2043.3,0\\r\\n13238,1182,68,Male,0,retired,118,2,325,20,3140.14,2283,2262.74,1681.77,1143.26,643.26,286.11,0.4,3019.46,1930.47,0\\r\\n13239,1804,56,Male,2,self_employed,1195,2,1331,31,2432.46,2432.46,1796.93,1352.76,0.27,13571.7,0.27,12857.41,2432.46,1594.35,0\\r\\n13240,1770,88,Male,0,retired,334,3,24,227,3021.38,3102.93,3124.71,3689.35,0.4,0.4,81.94,78.74,3049.5,3118.09,0\\r\\n13242,773,37,Female,0,salaried,1020,2,212,32,4293.31,4652.03,4664.89,5569.43,0.07,199.07,358.79,377.31,4345.52,4686.95,0\\r\\n13243,4630,62,Male,0,self_employed,752,3,165,161,1659.93,1650.15,1651.84,1612.12,0.27,0.27,0.27,0.27,1655.21,1650.15,0\\r\\n13245,3270,45,Female,0,self_employed,78,2,255,251,2053.53,2053.53,2226.17,2707.36,0.07,0.07,0.07,214.36,2053.53,2253.99,0\\r\\n13246,289,28,Female,0,salaried,704,2,3280,222,8571.85,8571.85,8571.85,8536.06,0.49,0.49,0.49,0.49,8571.85,8571.85,0\\r\\n13247,1372,42,Female,0,self_employed,834,1,1015,18,2335.99,3255.52,2645.22,271.01,1078.41,0.53,2000.53,0.53,3857.28,3254.3,0\\r\\n13248,2205,47,Female,0,self_employed,334,3,136,47,7228.19,4153.23,4364.87,2825.04,0.17,185.89,0.17,0.17,5689.6,3782.72,0\\r\\n13249,812,90,Male,0,self_employed,1570,2,119,0,22042.01,41280.69,68336.96,60879.66,104241.34,143656.11,37370.29,72471.74,64219.04,64444.74,0\\r\\n13250,2422,30,Male,1,salaried,1020,3,542,129,1883.67,1990.41,1947.54,1009.14,0.1,0.1,155.81,17218.16,2111.75,2924.51,0\\r\\n13251,2132,35,Male,0,self_employed,1415,2,548,0,7062.17,6437.95,6016.58,7445.05,2356.63,5782.54,1723.76,6102.07,6571.2,6429.53,0\\r\\n13252,714,42,Male,0,salaried,146,2,286,,3495.91,3493.66,3567.36,3921.61,0.4,0.4,0.4,28.97,3493.74,3508.22,0\\r\\n13253,2984,41,Male,0,self_employed,996,2,154,24,1704.36,2179.51,5324.09,29127.87,1.42,0.69,429.26,504.97,2055.36,3308.14,0\\r\\n13254,2650,45,Male,1,salaried,1232,2,149,12,8426.14,8569.56,9899.7,10351.41,46.12,113.57,622.8,1010.15,9478.34,9926.71,0\\r\\n13255,2861,48,Female,0,self_employed,563,2,1557,52,8336.27,5572.76,6441.28,9146.82,0.23,428.8,6000.23,0.23,8408.73,5475.98,0\\r\\n13257,2015,40,Male,0,self_employed,1046,2,102,19,10772.7,72.7,2692.5,88.87,10714.49,0.2,0.2,0.2,7897.82,81.36,0\\r\\n13258,583,62,Female,,retired,1020,2,998,,3418.21,3418.21,3418.21,3392.34,0.19,0.19,0.19,0.19,3418.21,3418.21,0\\r\\n13259,1193,45,Female,0,self_employed,1020,2,652,6,3198.65,3055.79,3067.29,3127.43,142.87,0.01,0.01,0.01,3090.27,3055.79,0\\r\\n13260,2021,53,Male,0,self_employed,1020,3,522,,1465.07,1465.07,1465.07,1455.37,0.01,0.01,0.01,0.01,1465.07,1465.07,0\\r\\n13261,1848,57,Female,0,self_employed,578,3,758,27,3634.27,3561.31,3505.7,3153.44,214.51,240.94,141.56,141.56,3646.37,3529.73,0\\r\\n13262,1645,84,Male,0,retired,1149,2,59,45,3965.12,4022.27,3838.24,2971.72,0.5,200.5,214.79,0.5,3951.33,3874.8,0\\r\\n13263,2952,66,Female,0,self_employed,526,2,421,,3403.8,3403.8,3403.8,3382.24,0.41,0.41,0.41,0.41,3403.8,3403.8,0\\r\\n13264,1446,36,Male,0,salaried,578,3,631,117,1452.32,1480.89,1871.32,1919.27,0.7,0.7,0.7,861.69,1461.19,1860.3,0\\r\\n13265,1352,49,Male,0,self_employed,649,2,1843,26,10001.56,11139.79,10955.39,9398.11,385.86,385.86,141.57,0.14,10340.99,11226.4,1\\r\\n13267,1690,60,Male,0,salaried,1294,3,1470,10,2804.59,2229.99,4351.04,2496.21,800.14,1771.57,373,5014.36,2422.6,4103.71,1\\r\\n13268,1285,4,Female,0,student,409,2,2074,,301.64,1431.82,1630.52,4449.5,0.27,0.27,1293.31,714.56,197.5,2030.9,1\\r\\n13269,1138,31,Male,0,self_employed,1477,3,2581,4,1355.64,3807.02,3452.61,2837.98,4764.31,2857.17,8406.67,22012.89,1862.38,5699.74,0\\r\\n13270,1004,38,Male,0,self_employed,61,3,3250,0,14970.26,27513.02,24479.33,28400.13,8768.01,0.61,20867.76,572.04,16986.62,27817.7,1\\r\\n13271,3898,50,Male,0,salaried,1020,2,1573,121,10567.86,11247.93,12305.13,14658.51,0.23,0.23,285.94,1117.5,10967.83,11844.57,0\\r\\n13273,5135,75,Female,0,self_employed,745,3,127,62,9168.56,9274.4,9253.3,9514.49,0.41,0.41,106.26,71.84,9181.79,9296.02,0\\r\\n13274,2021,75,Male,0,retired,409,2,272,40,1468.11,1483.53,1469.44,1560.68,0.07,19.36,15.5,0.07,1472.36,1471.71,0\\r\\n13275,1557,13,Female,0,student,,2,374,313,4249.82,4249.82,4249.82,4223,0.44,0.44,0.44,0.44,4249.82,4249.82,0\\r\\n13276,2987,68,Male,0,self_employed,1020,2,2,21,3849.41,3926.64,3755.2,7341.7,26.15,451.69,0.47,143.33,3901.47,3800.08,0\\r\\n13277,2600,46,Female,0,salaried,1020,2,1108,24,2529.66,2207.92,2085.7,1034.9,531.27,531.27,50.94,93.8,2556.06,1899.19,0\\r\\n13278,4049,40,Female,0,self_employed,834,2,22,,8170.17,8170.17,8170.17,8118.41,0.09,0.09,0.09,0.09,8170.17,8170.17,0\\r\\n13279,183,81,Female,,self_employed,996,2,2760,18,3201.7,2456.94,2201.07,1173.37,657.6,629.03,0.46,571.89,2987.02,2121,0\\r\\n13280,3584,38,Female,0,salaried,1020,3,425,104,2135.04,2135.04,2135.04,2092.37,0.43,0.43,0.43,0.43,2135.04,2135.04,0\\r\\n13281,4388,54,Male,2,self_employed,649,2,54,140,6114.07,6221.85,6236.08,3697.79,0.2,0.2,107.99,107.99,6128.93,6235.76,0\\r\\n13282,5576,63,Female,0,self_employed,146,1,1208,27,12427.03,13739.61,12322.63,14368.9,714.99,500.7,1444.7,617.59,13138.68,11914.12,0\\r\\n13283,600,48,Male,0,salaried,1477,2,850,,9327.05,9327.05,9327.05,9277.72,0.67,0.67,0.67,0.67,9327.05,9327.05,0\\r\\n13284,1767,43,Male,0,self_employed,337,2,1770,136,7056.16,7056.16,7056.16,6678.08,0.56,0.56,0.56,0.56,7056.16,7056.16,0\\r\\n13285,2523,51,Male,2,self_employed,1076,2,793,160,7806.92,8252.54,8398.66,8542.5,0.54,0.54,35.4,47.97,7945.22,8407.23,0\\r\\n13286,6109,52,Male,0,salaried,169,2,33,0,3771.3,3518.51,3637.53,5436.49,2057.07,2633.22,321.34,368.43,3142.93,2428.3,0\\r\\n13287,227,57,Male,,salaried,1145,2,2952,67,2939.72,3651.82,3388.19,3452.78,0.37,0.37,714.66,0.37,3129.72,3651.38,0\\r\\n13288,3166,43,Male,2,self_employed,1111,2,728,0,10103.35,9181.32,8981.14,6742.14,18.59,0.46,2263.46,1470.32,10880.04,8948.73,0\\r\\n13289,1764,11,Male,0,student,146,2,1752,213,2587.32,2587.32,2587.32,2570.93,0.49,0.49,0.49,0.49,2587.32,2587.32,0\\r\\n13290,2465,24,Female,0,student,1096,1,483,234,6271.95,6288.3,6305.51,6309.97,0.14,0.14,2.21,20.34,6272.09,6302.77,0\\r\\n13291,1086,62,Male,0,self_employed,834,2,2734,,2432.71,2561.28,2589.75,2794.96,0.1,0.1,128.67,0.1,2485.42,2561.28,0\\r\\n13293,1766,61,Female,0,self_employed,334,3,1947,73,1648.65,1648.65,1622.53,1498.54,0.24,0.24,0.24,0.24,1648.65,1648.65,0\\r\\n13294,1822,70,Female,0,self_employed,1589,3,416,,3281.18,3276.61,3276.95,3212.74,0.24,0.24,0.24,0.24,3278.97,3276.61,1\\r\\n13295,5864,61,Female,0,self_employed,834,2,23,26,10140.76,14527.37,13140.86,8716.99,8007.23,0.03,3750.99,827.19,14451.49,14853.66,0\\r\\n13296,4241,74,Female,0,self_employed,1020,1,669,3,13103.66,5019.89,3527.43,1349.35,12647.24,4312.8,4143.36,0.5,4157.58,4273.1,0\\r\\n13297,1098,39,Female,0,salaried,1389,2,42,3,9544.18,8933,8357.53,6164.35,673.54,673.95,62.36,114.67,8974.89,8424.49,0\\r\\n13298,1175,36,Female,0,self_employed,187,3,174,61,2377.65,2377.65,2176.73,1482.42,0.44,0.44,0.44,0.44,2377.65,2377.65,0\\r\\n13299,2413,39,Female,0,salaried,334,2,206,30,634.66,4206.09,2299.21,2759.93,0.16,1428.73,7143.01,0.16,1250.43,2869.69,1\\r\\n13300,522,45,Female,0,self_employed,15,2,6,0,596.2,383.77,1454.82,618.8,267424.33,230693.77,16200.69,851.14,3111.6,517.49,0\\r\\n13301,3085,40,Female,0,self_employed,334,2,44,300,2566.8,2366.8,2491.45,2318.46,0.07,0.07,0.07,318.97,2525.42,2419,1\\r\\n13302,2594,30,Male,0,self_employed,1020,2,543,12,932.9,858.09,2248.83,2995.54,3715.45,858.87,689.6,923.71,2146.52,1124.33,0\\r\\n13303,783,27,Male,,self_employed,,3,2587,24,2465.93,2070.29,4217.09,3780.96,724.3,919.3,0.01,7142.87,2632.25,2878.15,1\\r\\n13304,864,52,Female,0,self_employed,341,3,910,67,1987.51,1987.51,1966.58,1604.04,0.21,0.21,0.21,0.21,1987.51,1987.51,0\\r\\n13305,2156,90,Male,0,self_employed,1467,2,191,54,453172.56,453172.56,436114.35,387695.06,0.11,44067.14,0.11,0.11,453172.56,446064.97,0\\r\\n13306,2816,54,Female,0,self_employed,1096,1,27,62,25121.97,26122.11,18405.35,177.46,0.36,0.36,1000.5,75.64,25537.17,26131.82,0\\r\\n13307,2104,52,Male,0,self_employed,1096,3,1375,0,1463.96,1178.25,1471.69,1758.21,285.94,214.51,0.23,971.66,1188.1,1826.77,0\\r\\n13308,416,28,Female,,self_employed,630,2,3855,0,1571.49,1000.06,1501.76,1569.87,1637.93,142.91,1352.21,0.06,1482.13,1456.28,0\\r\\n13309,1386,4,Female,0,student,1020,1,625,2,1749.27,1746.47,1745.29,1728.67,3.47,3.49,0.67,0.67,1746.76,1745.47,0\\r\\n13310,1818,67,Male,0,self_employed,1020,1,16,75,1024.59,4514.11,14650.49,62827.79,0.23,0.23,0.23,0.23,2698.56,15500.18,0\\r\\n13311,1269,26,Male,0,salaried,1096,2,249,33,4841.78,4858.04,4676.93,4296.83,0.27,25.63,321.5,145.16,4786.39,4670.08,0\\r\\n13312,2634,44,Male,0,self_employed,1271,2,1253,13,878.42,1075.76,1465.87,990.76,16591.01,15004.96,17443.3,14286.16,1504.15,1315.01,0\\r\\n13313,2378,53,Female,0,self_employed,409,2,217,45,362.09,2859.87,2140.78,685.95,0.51,357.66,2500.51,0.51,1223.86,2698.58,1\\r\\n13314,2774,65,Male,1,self_employed,1020,2,414,4,8302.19,8164.6,6688.75,2284.3,600.69,643.54,335.67,335.67,7888.69,7684.79,0\\r\\n13315,646,27,Female,0,student,1096,2,2005,27,58184.85,52684.85,34944.68,12475.79,5500.49,38392.26,0.49,0.49,57995.19,40593.16,0\\r\\n13316,1101,51,Male,5,salaried,937,3,2647,11,1521.89,1401.65,1583.72,1719.19,200.01,0.01,73.77,751.03,1424.32,1675.16,1\\r\\n13317,4809,40,Male,4,self_employed,1643,1,210,35,29848.39,6828.42,7931.12,1695.41,0.17,14505.05,32143.03,18350.8,14523.07,7649,0\\r\\n13318,568,33,Male,0,self_employed,1551,3,3724,28,2056.76,2770.19,2720.43,2226.49,500.16,243.01,1213.5,359.04,2258.54,2741.22,0\\r\\n13319,248,51,Female,0,self_employed,882,2,743,100,128.77,2985.91,2754.97,530.34,0.46,0.46,2857.6,6429.03,818.43,3746.28,0\\r\\n13320,4986,44,Male,1,salaried,1565,2,172,17,1219.85,1227.78,2072.97,2489.39,226.46,169.6,204.3,1499.17,1244.97,1901,0\\r\\n13321,1780,89,Female,0,retired,278,2,749,0,14879.16,13544.01,13765.7,14222.45,3727.59,2231.21,714.37,771.51,14586.66,13576.52,0\\r\\n13322,2718,43,Male,0,self_employed,1020,2,627,108,4692.62,4692.62,4692.62,3852.3,0.31,0.31,0.31,0.31,4692.62,4692.62,0\\r\\n13323,1922,16,Male,0,student,1096,3,586,,6507.38,6507.38,6337.79,5785.02,0.61,0.61,0.61,0.61,6507.38,6341.48,0\\r\\n13324,3178,47,Male,1,self_employed,759,2,518,55,1335.58,1407.01,2069.05,2231.1,0.59,163.44,143.44,1029.16,1382.38,1819.09,1\\r\\n13325,2027,43,Male,0,salaried,656,2,1391,4,6891.96,6429.1,5753.3,3802.31,462.94,1382.94,0.09,0.09,6492.94,5713.25,0\\r\\n13326,1113,31,Male,0,salaried,572,2,222,23,5623.15,352.47,2042.07,6047.59,256.2,1086.83,715.9,639.7,3750.74,1183.65,1\\r\\n13327,2804,58,Male,0,salaried,1096,2,584,20,14614.28,14518.65,14519.69,14357.95,95.97,0.34,0.34,0.34,14587.9,14495.23,0\\r\\n13328,3521,59,Male,0,salaried,1076,2,1788,2,9335.92,8316.07,11270.03,15468.23,2717.27,1881.56,1193.61,7185.84,9898.89,9324.8,0\\r\\n13329,3098,44,Female,0,self_employed,1301,2,692,24,13967.5,1053.51,3022.4,3459.76,56.91,0.07,0.07,159.93,2974.44,1192.75,0\\r\\n13330,2648,55,Female,0,self_employed,78,2,255,,3239.95,3239.95,3239.95,3264.75,0.1,0.1,0.1,0.1,3239.95,3239.95,0\\r\\n13331,1256,28,Male,1,self_employed,1096,3,438,52,1036.11,3159.98,1600.72,926.52,0.37,2557.51,1857.51,0.37,1639.4,2582.56,0\\r\\n13332,1160,39,Male,0,self_employed,617,2,229,60,13037.76,13337.57,10368.36,4343.53,0.46,0.46,300.27,192.97,13132.26,13413.38,0\\r\\n13333,1843,81,Male,0,retired,1435,2,1890,73,686.77,6401.05,6072.51,6356.46,0.49,0.49,5714.77,0.49,5415.83,6401.05,1\\r\\n13334,2008,40,Female,0,self_employed,656,3,1383,233,2441.31,2312.74,2352.04,1752.04,0.54,0.54,286.26,214.83,2553.62,2411.05,0\\r\\n13335,322,28,Female,,self_employed,1378,3,3129,265,5.35,2862.49,2139.99,2878.47,0.49,0.49,2857.63,0.49,695,2862.49,1\\r\\n13336,2674,74,Male,0,self_employed,575,2,1264,12,3912.52,1863.74,2161.23,5180.16,2105.47,0.11,56.69,118.07,2723.22,1943.64,0\\r\\n13337,4966,51,Female,0,self_employed,1020,2,159,0,2166.24,38982.08,14680.4,2186.37,3297.07,1666.69,111911.27,9831.01,30977.76,9737.36,1\\r\\n13338,976,42,Female,0,self_employed,1096,1,91,54,6338.42,6381.28,25523.82,35842.73,0.23,20000.23,0.23,0.23,6366.5,27965.61,1\\r\\n13339,2391,73,Female,0,self_employed,1084,3,1575,277,2104.04,1972.34,2534.84,1837.38,0.2,0.2,857.34,391.86,2478.7,2300.82,0\\r\\n13340,2832,75,Male,0,self_employed,1258,3,769,101,4534.28,4819.99,7270.7,10901.88,0.51,0.51,286.23,0.51,4706.69,4819.99,0\\r\\n13341,618,31,Male,0,self_employed,1585,3,2644,42,855.98,4177.4,2314.08,787.85,0.27,7380.01,3321.7,3580.27,2202.03,4362.54,1\\r\\n13342,2232,40,Male,3,self_employed,995,3,200,6,1633.31,2051.09,1722.78,1586.06,529.13,1214.84,824.33,402.16,1599.25,1869.07,0\\r\\n13343,3139,39,Female,0,self_employed,623,2,45,,5163.81,5299.52,5329.28,5342.34,0.61,0.61,286.33,132.04,5380.07,5331.64,0\\r\\n13345,1838,44,Female,0,self_employed,745,2,1903,3,2698.39,2787.04,1831.75,543.83,94.77,199.06,38.06,33.34,2765.73,1817.97,0\\r\\n13346,919,32,Male,0,salaried,,3,2171,0,4193.49,4725.13,5811.4,7063.79,1037.67,881.64,1476.98,2914.55,4388.23,6100.82,0\\r\\n13347,2384,46,Female,0,self_employed,1020,1,143,286,6257.81,6267.1,6267.85,6264.57,0.53,0.53,0.53,0.53,6255.05,6267.1,0\\r\\n13348,1978,55,Female,0,self_employed,630,2,36,4,57.2,585.77,1512.34,628.48,18757.17,114.31,19285.74,0.03,3557.2,537.84,1\\r\\n13349,5390,66,Female,0,self_employed,649,3,107,141,1979.61,1979.61,1989.45,3202.86,0.16,0.16,0.16,0.16,1979.61,1979.61,0\\r\\n13350,783,26,Male,,student,1315,3,2537,44,2448.25,2451.08,2426.08,2405.69,0.04,20.43,2.87,42.23,2450.3,2400.98,0\\r\\n13351,395,31,Female,,self_employed,1020,2,455,104,3413.21,3413.21,3413.21,2217.86,0.16,0.16,0.16,0.16,3413.21,3413.21,0\\r\\n13352,4298,29,Female,0,self_employed,334,1,41,7,2986,2584.32,2621.25,2392.34,803.45,0.09,0.09,0.09,2695.12,2584.32,0\\r\\n13353,356,20,Male,,self_employed,180,2,2218,10,1007.38,1003.09,6319.94,10659.15,221.6,0.17,217.31,357.31,1004.72,1455.02,0\\r\\n13354,318,46,Male,,salaried,1181,2,477,91,3711.24,2282.67,2299.09,1269.9,0.24,0.24,0.24,0.24,2331.93,2282.67,1\\r\\n13355,2730,39,Female,0,salaried,698,2,231,231,4251.66,4321.02,4314.32,4389.07,0.5,0.5,143.36,0.5,4301.67,4321.02,0\\r\\n13356,4659,49,Female,0,salaried,61,1,115,24,4256.41,4338.52,4571.77,4785.69,346.53,346.53,0.07,0.07,4514.04,4560.06,0\\r\\n13357,3288,50,Female,0,self_employed,486,2,232,17,209.98,1570.97,3198.71,6316.14,3571.64,0.21,0.21,0.21,1224.32,3112.05,1\\r\\n13358,1683,57,Female,0,self_employed,236,2,479,339,1916.3,1916.3,1916.3,1963.18,0.29,0.29,0.29,0.29,1916.3,1916.3,0\\r\\n13359,2221,89,Male,0,self_employed,1020,2,146,131,1674.77,1674.77,1772,1994.41,0.21,0.21,0.21,244.6,1674.77,1722.07,0\\r\\n13360,1099,71,Male,0,retired,834,2,174,153,14982.25,14982.25,14982.25,14116.48,0.16,0.16,0.16,0.16,14982.25,14982.25,0\\r\\n13361,2227,25,Male,0,salaried,15,3,890,56,4276.36,3748.23,3163.04,4059.8,0.34,1261.41,291.66,509.9,3655.42,3109.73,0\\r\\n13362,1758,60,Female,0,salaried,1096,2,391,153,6093.54,6093.54,6093.54,6033.16,0.6,0.6,0.6,0.6,6093.54,6093.54,0\\r\\n13363,1335,47,Male,0,salaried,409,2,278,,2871.4,2871.4,2999.2,3263.2,0.33,0.33,0.33,257.47,2871.4,2949.28,0\\r\\n13364,1159,44,Female,0,self_employed,834,2,8,7,6252.71,4107.27,3751.17,2551.25,2143.4,2554.19,0.54,412.13,5388.15,3871.59,0\\r\\n13365,3400,43,Female,2,salaried,1096,2,26,13,5927.42,4438.31,4871.47,4412.23,1651.46,260.44,145.06,414.31,5105.43,4699.86,0\\r\\n13366,412,39,Female,,self_employed,235,2,733,14,2658.61,2049.64,1720.97,970.55,607.61,729.04,0.47,0.47,2363.74,1648.94,0\\r\\n13367,5249,59,Male,2,self_employed,834,2,8,,2796.5,2803.64,2812.83,2741.31,0.54,0.54,7.69,57.69,2802.65,2803.64,0\\r\\n13368,4079,38,Male,0,self_employed,1020,3,419,13,4372.32,4261.95,4418.45,2099.94,114.44,228.73,0.16,257.3,4312.7,4316.33,0\\r\\n13369,3111,33,Male,0,salaried,904,3,723,166,3527.4,3670.26,3664.06,5486.73,0.7,0.7,286.41,0.7,3542.18,3670.26,0\\r\\n13370,1580,24,Female,0,student,1020,2,836,298,1425.41,1425.41,4263.2,6183.81,0.2,0.2,0.2,4285.91,1425.41,5158.13,1\\r\\n13371,1685,50,Female,0,self_employed,409,2,1392,152,1772.24,1772.24,1772.24,63106.47,0.63,0.63,0.63,0.63,1772.24,1772.24,0\\r\\n13372,1167,63,Male,0,self_employed,1020,1,60,138,3602.97,3602.97,3602.97,2592.78,0.2,0.2,0.2,0.2,3602.97,3602.97,0\\r\\n13373,2412,36,Female,0,self_employed,15,3,783,329,1494.58,1494.58,1494.58,1485.22,0.07,0.07,0.07,0.07,1494.58,1494.58,0\\r\\n13374,1462,51,Female,0,self_employed,1407,2,2068,200,1537.86,1531.25,1809.04,8937.77,0.44,0.44,0.44,0.44,1535.53,1531.25,0\\r\\n13375,2796,44,Female,2,salaried,409,3,292,0,8151.9,7861.57,7612.46,7220.18,560.36,553.21,270.03,469.73,7724.84,7478.37,0\\r\\n13377,703,32,Female,,self_employed,860,3,2811,48,9375.14,9375.14,9031.06,8215.65,0.69,774.46,0.69,0.69,9375.14,9075.61,0\\r\\n13378,1594,37,Female,0,self_employed,864,3,2494,54,1933.5,1947.79,1707.75,1097.07,0.24,643.1,0.24,0.24,1943.36,1832.9,0\\r\\n13379,3881,80,Male,0,self_employed,1325,2,1209,,3713.63,3713.63,3713.63,3690.11,0.47,0.47,0.47,0.47,3713.63,3713.63,0\\r\\n13380,7385,44,Female,0,self_employed,1564,3,401,196,3845.4,4563.45,5137.66,7513.22,0.19,0.19,718.23,1018.11,4209.25,4571.65,0\\r\\n13381,2781,60,Male,0,salaried,1477,1,415,47,4716.43,4716.43,4712.39,5033.66,0.27,350.27,0.27,328.84,4716.43,4609.96,0\\r\\n13382,2011,48,Male,0,salaried,1449,3,1413,28,673.24,9090.41,10438.81,9325.85,8012.09,0.69,16429.26,0.69,13136.29,9090.41,1\\r\\n13383,252,79,Male,0,self_employed,1020,3,592,90,322.49,15322.49,4688.45,7512.48,0.26,0.26,15000.26,0.26,839.73,12188.85,0\\r\\n13385,746,52,Male,0,self_employed,409,1,158,279,1707.74,1707.74,1707.74,1698.31,0.31,0.31,0.31,0.31,1707.74,1707.74,0\\r\\n13386,6330,70,Female,0,self_employed,491,2,93,7,6956.28,7975.93,7515.86,6578.15,337.11,457.1,2680.57,1080.31,7673.52,7800.87,0\\r\\n13387,2872,51,Female,0,self_employed,146,2,75,28,71.71,71.77,4692.53,6824.94,88.56,133.03,143.6,6148.97,48.19,3044.6,1\\r\\n13388,4248,90,Male,0,self_employed,1004,2,307,5,7160.99,2355.3,2686.73,12691.98,4805.87,0.19,0.19,0.19,3349.58,2355.3,0\\r\\n13389,4849,90,Male,0,self_employed,1020,1,163,,1771.99,1764.28,1764.37,1725.64,0.04,0.04,0.04,0.04,1764.55,1764.28,0\\r\\n13390,1934,69,Male,0,retired,745,2,127,2,37480.64,949.91,2196.87,5166.98,36621.74,28,0.3,0.3,4734.1,940.36,0\\r\\n13391,1893,39,Male,4,self_employed,1117,2,822,88,3202.68,3276.4,3319.46,4392.33,0.69,0.69,0.69,143.54,3217.93,3347.83,0\\r\\n13392,4560,54,Female,0,salaried,1180,2,116,318,11437.27,11148.7,11221.67,11107.68,0.46,0.46,0.46,0.46,11367.62,11148.7,0\\r\\n13393,1648,32,Male,0,salaried,575,2,572,3,9053.8,8530.2,6700.46,4255.8,5207.56,4180.53,3732.37,2662.29,7357.27,6778.29,0\\r\\n13394,2042,29,Male,0,salaried,531,3,590,116,2396.18,1092.65,1471.15,6381.76,0.57,0.57,0.57,0.57,2216.38,1092.65,0\\r\\n13395,1697,51,Female,0,self_employed,409,2,2076,12,3130.79,3140,3238.03,3493.82,14.97,0.69,22.46,124.03,3130.19,3235.73,0\\r\\n13396,5077,42,Female,0,self_employed,146,1,3635,63,5415.81,39012.44,20929.01,7437.51,0.2,0.2,31428.77,0.2,17774.66,39083.39,1\\r\\n13397,1304,41,Male,0,self_employed,50,3,2562,28,2821.47,8535.76,12399.9,12540.95,14286.34,4286.34,20000.63,8264.91,13018.52,11666.86,1\\r\\n13398,1171,78,Female,0,retired,409,2,1358,18,11371.4,11648.71,10619.75,6953.56,485.71,0.19,714.47,357.33,11543.38,11775.44,0\\r\\n13399,3269,36,Male,0,self_employed,409,2,1442,32,6102.69,6345.16,5211.82,1838.68,0.04,371.33,241.8,245.19,6248.76,6227.61,0\\r\\n13400,741,7,Female,0,student,1020,2,667,103,4359.29,4359.29,4359.29,3066.58,0.36,0.36,0.36,0.36,4359.29,4359.29,0\\r\\n13401,387,28,Female,0,self_employed,1546,3,58,319,7105.49,7105.49,7120.24,7224.25,0.59,0.59,0.59,0.59,7105.49,7105.49,0\\r\\n13402,1494,78,Female,0,retired,334,2,847,189,1569.46,1569.46,1568.94,1555.81,0.54,0.54,0.54,0.54,1569.46,1569.32,0\\r\\n13404,1465,40,Male,0,self_employed,1494,2,1249,4,3669.62,7391.58,8345.5,10456.1,3572.09,0.66,7436.9,3676.24,5532.14,9237.21,1\\r\\n13405,1393,49,Male,0,self_employed,1076,2,878,86,4136.36,4207.79,4401.15,88.31,0.21,0.21,0.21,0.21,4163.46,4577.61,0\\r\\n13406,828,58,Female,0,self_employed,146,3,1298,5,1469.74,814.68,1605.2,2449.32,6232.74,0.5,6833.93,0.5,2139.61,897.42,0\\r\\n13407,908,43,Female,0,salaried,,2,1257,,8080.26,8080.26,8080.26,8029.87,0.29,0.29,0.29,0.29,8080.26,8080.26,0\\r\\n13408,4907,51,Female,0,self_employed,1525,2,175,5,1520.06,1760.45,1699.04,2797.1,996.54,1187.13,629.16,362.1,1502.46,1982.65,0\\r\\n13410,1134,14,Female,0,student,329,3,2651,47,2293.03,2402.5,2164.73,1532.08,0.49,571.91,0.49,0.49,2345.88,2213.56,0\\r\\n13411,3306,59,Male,0,self_employed,491,3,459,144,5505.18,5796.29,6098.48,5034.18,0.1,0.1,1428.67,2103.33,6363.62,6135.52,0\\r\\n13413,1348,66,Female,0,self_employed,1232,2,1115,,1425.31,2568.17,2515.62,2318.18,0.19,0.19,1428.76,0.19,2410.53,2568.17,0\\r\\n13414,3311,50,Female,0,self_employed,1020,2,376,7,2532.11,2817.82,2847.75,2256.54,571.57,0.14,857.29,195.51,2750.83,2937.87,0\\r\\n13415,6782,80,Male,0,self_employed,1020,1,16,5,14968.96,14205.51,21720.41,76324.51,6555.06,23857.51,5104.59,16322.88,15039.35,13949.56,0\\r\\n13416,4423,47,Female,0,self_employed,834,1,8,0,2243.24,335,1442,3082.56,4127.74,3905.8,2639.5,4923.69,1798.3,1433.87,0\\r\\n13418,4872,54,Male,0,self_employed,221,3,30,47,6065.2,6065.2,5957.43,5383.25,0.43,196.94,0.43,0.43,6065.2,5989.13,0\\r\\n13419,2976,36,Female,0,self_employed,409,3,609,81,1877.09,1877.09,2058.34,2554.52,0.4,0.4,0.4,363.94,1877.09,2047.62,0\\r\\n13420,1285,64,Male,0,self_employed,1608,3,1295,26,12630.64,12479.56,12526.33,17300.37,151.29,0.2,0.2,0.2,12620.22,12479.56,0\\r\\n13421,1463,42,Male,2,self_employed,372,3,2694,14,11522.92,5347.02,6669.4,8100,1165.6,0.46,754.26,579.01,8109.66,5508.41,0\\r\\n13422,795,16,Male,0,student,477,3,2363,,1848.69,1848.69,1848.69,1837.1,0.21,0.21,0.21,0.21,1848.69,1848.69,0\\r\\n13423,3373,40,Male,1,self_employed,956,2,94,17,2297.12,954.19,2191.97,4417.24,7597.35,13856.39,4426.26,11291.27,3575.05,2338.72,0\\r\\n13424,2301,49,Male,0,self_employed,582,2,638,227,3303.7,3303.7,3303.7,3284.35,0.66,0.66,0.66,0.66,3303.7,3303.7,0\\r\\n13425,1963,36,Female,0,salaried,623,2,81,,1398.62,1512.9,1561.93,1898.01,0.6,0.6,0.6,0.6,1449.85,1560.83,0\\r\\n13426,224,31,Female,1,,363,3,1588,143,2081.39,2281.43,2822.54,4126.41,0.6,0.6,167.74,0.6,2220.85,2360.89,1\\r\\n13427,770,46,Female,0,self_employed,1096,2,92,,1503.29,1503.29,1503.29,1493.76,0.2,0.2,0.2,0.2,1503.29,1503.29,0\\r\\n13428,5130,83,Female,0,self_employed,1096,1,27,,109275.45,108541.79,109225.39,109785.58,0.61,0.61,0.61,0.61,109904.48,108659.62,0\\r\\n13429,547,61,Male,,self_employed,1288,2,848,91,8703.65,10132.23,9754.56,1079.71,0.41,0.41,1428.99,0.41,8999.22,10132.23,1\\r\\n13430,957,27,Male,0,salaried,1020,2,1027,0,3571.68,3471.68,3320.02,2179.31,329.23,357.8,229.23,0.66,3569.71,3349.56,0\\r\\n13431,383,63,Male,0,self_employed,1002,3,2112,223,67.73,4924.87,4962.06,7189.2,0.01,0.01,4857.16,2142.87,1082.51,6722.11,1\\r\\n13432,188,2,Female,0,student,1096,3,1664,54,2146.43,2146.43,1655.65,813.74,0.66,1286.37,0.66,0.66,2146.43,1959.79,0\\r\\n13433,2617,33,Male,0,self_employed,557,2,721,180,16522.88,18237.16,17461.91,15572.18,0.04,0.04,1000.04,602.2,17557.36,17761.18,0\\r\\n13434,5876,55,Male,2,self_employed,1020,2,39,38,3769.17,3708.2,2028.49,1463.5,0.57,1072,1738.46,4333.71,3526.53,1686.26,0\\r\\n13435,897,41,Male,4,self_employed,834,3,1129,4,2065.57,49.56,1687.12,507.91,2780.09,0.09,864.06,3947.03,558.49,1089.26,1\\r\\n13436,2737,39,Male,0,self_employed,1096,2,311,14,1312.75,4157.71,3740.16,4173.63,1421.8,1707.51,800.09,970.84,2908.09,4145.69,0\\r\\n13437,2700,54,Female,2,salaried,1020,3,652,,2047.15,1866.02,1447.81,2598.92,0.53,0.53,325.99,343.46,1558.03,1586.38,0\\r\\n13439,2624,41,Female,0,self_employed,623,1,545,,1434.28,1719.99,1826.06,1583.28,0.64,0.64,572.07,857.79,1473.69,1881.28,0\\r\\n13440,4169,49,Female,0,self_employed,1020,2,322,49,2838.79,2972.72,2566.54,1399.65,0.39,71.81,134.31,505.9,2858.72,2321.03,0\\r\\n13441,2532,37,Female,0,self_employed,834,2,174,46,3168.55,3168.55,2999.58,2576.45,0.1,357.24,0.1,0.1,3168.55,3018.78,0\\r\\n13442,849,37,Male,0,self_employed,398,3,1780,95,1472.05,1472.06,1562.69,998.83,0.07,0.07,0.07,142.93,1472.05,1601.09,0\\r\\n13443,451,35,Female,0,self_employed,1525,2,376,6,2019.52,4160.44,3644.86,4026.93,2871.3,3752.93,5013.96,4605.61,3262.26,4048.15,0\\r\\n13444,4941,55,Female,0,self_employed,665,1,177,0,10789.46,10413.16,10474.18,16989.43,227.14,407.74,0.53,487.67,10605.87,10468.55,0\\r\\n13445,4982,39,Male,2,self_employed,665,2,307,7,3821.44,2980.56,2751.36,1896.48,1501.81,3546.1,10380.81,178.31,3163.4,2468.71,0\\r\\n13446,5757,38,Female,0,self_employed,575,2,1202,123,3887.28,3998.6,3959.38,3812.66,0.59,0.59,111.9,0.59,3891.12,3993.77,0\\r\\n13447,1238,86,Male,0,retired,61,3,856,42,2324.55,2463.63,2165.09,206.33,0.07,0.24,142.93,2.93,2378.35,2464.33,0\\r\\n13449,1505,66,Male,2,self_employed,608,2,405,42,4476.29,4582.66,4324.7,3504.42,0.2,714.49,1.06,280.7,4476.73,4306.64,0\\r\\n13450,2148,30,Male,0,salaried,1020,2,129,0,5784.69,7101.37,5912.13,4305.4,3040.49,3041.9,0.03,0.03,4152.03,5618.85,0\\r\\n13451,1786,18,Female,0,student,834,1,202,21,7226.03,4089.34,4882.52,1745.51,3485.84,0.63,0.63,0.63,6468.9,4089.34,0\\r\\n13452,4308,48,Male,1,salaried,1020,3,3354,0,5303.54,6154.56,3026.49,3472.6,5576.53,5612.51,4964.27,2579.97,3877.52,4109.95,0\\r\\n13455,1045,66,Male,0,,561,2,3339,62,9248.55,9248.55,9035.65,8318.35,0.03,0.03,0.03,0.03,9248.55,9248.55,0\\r\\n13456,1643,54,Female,0,self_employed,834,3,1924,70,125.57,7740.83,8880.94,11227.57,0.33,0.33,3571.76,5714.61,3719.7,11334.59,1\\r\\n13457,1448,7,Male,0,student,146,3,2729,,1542.2,1542.2,1542.2,1540.12,0.23,0.23,0.23,0.23,1542.2,1542.2,1\\r\\n13458,2032,59,Male,0,self_employed,1576,3,908,,2530.08,2530.08,2652.24,2777.48,0.27,0.27,0.27,192.83,2530.08,2704,0\\r\\n13459,1889,43,Female,0,self_employed,1020,2,501,44,47528.52,45725.05,34641.51,10102.49,0.7,43817.24,359.64,14286.41,46017.95,42483.15,0\\r\\n13460,2587,47,Male,2,salaried,1619,3,994,20,357.01,3844.44,2892.34,2115.59,1246.94,1273.29,4623.1,612.34,1352.19,3831.28,0\\r\\n13461,2047,52,Male,0,salaried,575,2,1098,361,6204.26,5323.95,5792.96,4064.1,0.54,0.54,234.52,2381.57,5888.29,5574.52,0\\r\\n13462,522,58,Male,2,self_employed,1271,3,379,17,7577.3,126.14,1791.67,2298.43,7428.93,286.07,1571.79,0.36,3977.56,153.79,0\\r\\n13463,3240,50,Male,0,self_employed,1020,1,419,81,4989.68,5411.52,7025.91,2334.83,0.1,0.1,421.94,0.1,5193.33,5414.32,0\\r\\n13464,473,80,Male,0,retired,615,2,981,7,10825.42,2640.89,3943.78,2675.47,8194.43,0.4,358.69,0.4,6552.45,2640.89,0\\r\\n13465,2712,28,Female,0,salaried,1020,2,114,,3217.57,3217.57,3217.57,3199.17,0.27,0.27,0.27,0.27,3217.57,3217.57,0\\r\\n13466,5546,53,Female,1,salaried,1096,1,92,5,4871.48,3696.04,2908.61,2551.79,5009.61,5014.2,4055.93,6416.27,2845.35,2747.38,0\\r\\n13467,3082,80,Male,0,retired,1096,1,27,5,-5503.96,423.06,1694.57,868.26,9471.01,2680.04,15229.44,7859.37,1050.17,2002.97,1\\r\\n13468,1348,69,Female,0,retired,1232,2,962,363,9090.42,9462.42,9446,8933.69,0.61,0.61,544.04,186.33,9167.48,9570.25,0\\r\\n13469,1864,51,Male,0,self_employed,1525,3,358,60,963.66,1742.31,1435.78,824.36,0.11,0.11,637.44,8509.47,1105.55,3066.2,0\\r\\n13470,2418,90,,0,self_employed,180,2,187,31,4272.91,22593.48,27907.61,26346.45,0.56,3891.83,18321.13,15506.13,6013.37,29951.45,1\\r\\n13471,1118,62,Female,0,self_employed,904,3,412,26,3137.31,2950.62,2883.78,2282.22,538.04,538.04,0.61,0.61,3438.89,2898.61,0\\r\\n13472,4637,57,Male,0,self_employed,1020,2,143,242,4249.45,4249.45,4645.32,6229.47,0.5,0.5,0.5,857.64,4249.45,4581.13,0\\r\\n13474,3547,70,Female,0,retired,904,2,296,27,2132.03,4130.24,3600.71,3700.93,429.14,1054.86,1916.74,873.73,3096.42,3906.69,0\\r\\n13475,1606,25,Male,0,student,531,2,433,221,664.35,2724.47,3113.74,4262.19,0.39,0.39,2000.39,857.53,2223.07,3517.84,1\\r\\n13476,3364,68,Male,1,salaried,334,2,323,9,15793.52,29102.23,23468.48,31078.95,9.11,0.4,18612.11,4562.83,15212.89,25534.2,0\\r\\n13477,1687,38,Male,0,salaried,611,2,1433,25,2299.01,13228.79,11657.96,11027.65,643.14,321.71,0.29,1072.7,5868.61,14058.44,0\\r\\n13478,2743,47,Female,2,self_employed,834,1,516,97,2661.16,2845.81,2945.48,3610.37,0.51,0.51,156.59,257.17,2692.18,2985.08,0\\r\\n13479,1903,76,Male,0,retired,623,3,1031,14,13686.81,8786.81,9775.99,8514.6,7143.4,0.54,2243.4,1386.26,11426.71,9079.9,0\\r\\n13480,232,54,Male,5,self_employed,557,3,284,104,6639.68,6639.68,10894.67,10370.91,0.67,0.67,0.67,2857.81,6639.68,9312.49,0\\r\\n13481,1704,90,,0,self_employed,834,1,22,84,6287.4,6287.4,6078.54,3318.99,0.49,0.49,0.49,0.49,6287.4,6287.4,0\\r\\n13482,1589,18,Male,0,student,1388,2,621,111,2309.94,2309.94,2309.94,2187.09,0.29,0.29,0.29,0.29,2309.94,2309.94,0\\r\\n13483,2985,55,Male,4,salaried,814,2,827,241,1980.86,1690.12,1877.87,3061.16,0.67,0.67,129.93,428.64,1707.93,1782.59,0\\r\\n13484,1390,38,Female,0,salaried,1020,2,13,0,1137.4,3709.41,2164.02,3097.25,205.34,114.69,300.4,1386.11,2562.08,1795.6,0\\r\\n13485,411,44,Male,0,self_employed,146,3,1268,19,31271.29,28657,20180.85,4167.04,8572.09,486.37,5932.09,3234.94,33429.42,14050.09,0\\r\\n13486,2663,58,Female,0,self_employed,630,3,1240,28,779.57,1247.2,1516.46,699.15,589.84,589.84,1057.31,428.74,1560,1449.38,0\\r\\n13487,4598,47,Male,0,salaried,1181,2,186,9,1724.24,949.79,3388.06,6442.37,1357.49,2857.49,400.34,4883.59,1700.11,2303.28,0\\r\\n13488,3518,58,Male,2,self_employed,1020,3,288,61,5658,5673.78,5151.11,4108.83,0.47,0.47,277.46,277.46,5601.02,5622.89,0\\r\\n13489,294,67,Female,,self_employed,1020,1,60,19,52979.11,42757.75,19447.08,1233.74,0.4,0.26,10000.26,7143.11,43671.33,13826.94,0\\r\\n13490,1278,29,Male,0,self_employed,905,2,1390,19,148.8,4699.87,4887.04,4813.26,4102.3,0.16,8571.59,0.16,5239.55,4707.78,1\\r\\n13491,4541,64,Male,0,retired,1020,3,686,184,2179.46,2708.03,2636.93,2651.62,0.46,0.46,529.03,0.46,2494.73,2708.03,0\\r\\n13492,1086,64,Male,0,self_employed,1452,3,2735,27,1631.04,1102.51,1916.5,377.76,4243.46,272.03,2857.74,57.74,3824.66,1030.62,0\\r\\n13493,1397,13,Male,0,student,146,3,1752,60,1610.72,4467.86,3734.78,1019.7,0.3,0.3,2857.44,2235.07,4369.34,5428.74,1\\r\\n13494,4169,34,Female,0,self_employed,1076,2,64,28,2181.87,5161.76,8269.17,8665.42,79.27,79.27,10404.13,1071.12,4312.3,7573.53,1\\r\\n13495,6552,49,Male,0,self_employed,363,2,31,38,4667.63,7981.59,9874.88,13705.05,0.59,361.3,1672.79,572.01,8175.14,10092.39,1\\r\\n13496,2087,19,Female,0,student,649,3,348,217,2572.87,2572.87,2646.6,2993.76,0.07,0.07,0.07,0.07,2572.87,2572.87,0\\r\\n13497,1947,40,Female,0,self_employed,407,1,225,,22434.38,22434.38,22434.38,22292.26,0.06,0.06,0.06,0.06,22434.38,22434.38,0\\r\\n13498,817,36,Female,0,student,1315,3,250,61,4441.69,4527.41,3610.29,1156.68,0.64,0.64,0.64,357.79,4465.34,4706.36,0\\r\\n13499,6061,52,Male,4,self_employed,1096,3,43,21,3482.27,3399.13,3573.92,2018.25,10.36,1438.94,0.14,1820.76,3440.54,3811.68,0\\r\\n13500,2543,90,Male,0,self_employed,320,2,1053,21,2954.21,2775.31,2735.9,2195.04,179.24,179.24,0.33,0.33,2911.03,2740.68,0\\r\\n13501,4142,43,Male,0,self_employed,1033,3,186,10,1513.69,2142.26,1695.7,2104.77,14.8,0.51,1500.51,4.3,994.48,2089.4,0\\r\\n13502,2415,44,Male,0,self_employed,575,2,1002,12,2647.6,2852.44,2206.51,1519.09,286.37,286.37,205.31,2.37,2775.95,2289.69,0\\r\\n13503,3954,20,Male,0,student,834,2,1242,10,14444.21,7264.93,5657.06,3014.02,8565.07,4258.65,1385.79,0.07,10546.37,3418.47,0\\r\\n13504,5182,42,Female,0,self_employed,1020,1,60,0,550.15,15422.37,11920.73,8609.06,178858.46,4414.34,216573.29,43786.14,30604.65,2971.04,1\\r\\n13505,2673,65,Male,0,retired,834,3,2667,35,6997.43,6997.43,6913.86,6934.16,0.69,714.97,0.69,267.34,6997.43,6837.21,0\\r\\n13506,392,84,Female,,self_employed,630,2,1240,43,7287.24,7287.24,4758.85,92.63,0.36,1477.52,0.36,0.36,7287.24,6524.84,1\\r\\n13507,1431,25,Female,0,salaried,1232,3,1115,191,4481.55,4481.55,4481.55,4460.04,0.13,0.13,0.13,0.13,4481.55,4481.55,0\\r\\n13508,4301,40,Male,0,salaried,623,2,2398,58,4152.76,4248.27,4080.85,3163.54,0.33,1124.61,0.33,0.33,4289.17,4660.98,0\\r\\n13509,2469,37,Female,0,salaried,146,3,76,143,1150.95,328.38,1458.74,24687.52,0.61,0.61,1234.29,4425.7,144.91,834.21,0\\r\\n13510,2981,66,Female,0,self_employed,224,2,137,339,3395.6,3395.6,3395.6,3373.32,0.29,0.29,0.29,0.29,3395.6,3395.6,0\\r\\n13511,1834,83,Male,0,self_employed,577,2,1415,,2969.3,2964.09,2965.08,2945.32,0.31,0.31,0.31,0.31,2967.05,2964.09,0\\r\\n13512,1708,39,Male,0,self_employed,905,2,1832,76,8102.3,8916.58,8964.57,8576.09,0.27,0.27,0.27,0.27,8881.61,8923.04,0\\r\\n13513,4002,39,Male,0,self_employed,318,1,873,14,8412.44,10091.01,11132.58,15856.78,3992.05,4152.27,5812.19,10167.45,9426.7,11517.31,1\\r\\n13514,2983,63,Male,0,salaried,334,2,751,24,11540.64,11559.64,11515.15,10978.86,0.59,0.51,22.17,0.51,11557.84,11559.64,0\\r\\n13515,611,40,Male,0,self_employed,219,2,3171,4,1280.03,2580.03,2175.73,821.31,1843.23,3086.09,4214.66,5857.51,1398.25,2416.89,1\\r\\n13516,3219,64,Male,0,salaried,,2,741,47,473.05,4215.91,1889.35,7126.7,0.29,1857.43,3743.14,643.14,1282.9,3872.59,0\\r\\n13517,1470,26,Male,0,self_employed,1181,3,1649,0,8363.74,6065.9,8232.21,10096.4,3471.57,5863.17,383.11,10481.04,8093.85,7528.57,0\\r\\n13518,4709,47,Male,0,salaried,1096,2,129,61,872.26,4732.01,2763.16,359.83,0.1,0.1,3145.56,288.65,2410.59,4936.62,0\\r\\n13519,1339,22,Female,0,student,334,1,141,186,4533.87,4533.87,4533.87,7844.91,0.5,0.5,0.5,0.5,4533.87,4533.87,0\\r\\n13520,378,67,Male,,self_employed,,3,2002,52,2092.3,2092.3,1433.01,883.51,0.13,1714.41,0.13,0.13,2092.3,1705.2,0\\r\\n13521,2344,38,Female,2,salaried,1111,1,563,31,2400.25,3838.52,3741.94,3039.56,0.19,4887.05,1395.6,5085.5,2873.74,4977.69,0\\r\\n13522,535,66,Male,0,retired,1238,3,2507,63,9292.71,10064.14,10819.86,11894.08,0.36,0.36,1200.36,3014.64,9805.03,10812.53,0\\r\\n13523,2945,39,Male,1,self_employed,934,2,649,62,2578.1,2862.78,2562.36,1992.66,0.66,0.66,285.34,285.34,2646.82,2917.88,0\\r\\n13524,602,30,Male,0,self_employed,409,2,677,87,3569.38,3569.38,3569.17,3631.97,0.3,0.3,0.3,0.3,3569.38,3569.38,0\\r\\n13525,2356,45,Male,0,self_employed,598,2,943,,4391.48,4391.48,4391.48,4366.31,0.67,0.67,0.67,0.67,4391.48,4391.48,0\\r\\n13526,2157,78,Female,0,self_employed,762,2,1434,100,933.35,7361.92,6401.33,4202.54,0.21,0.21,6428.79,0.21,4480.15,7361.92,1\\r\\n13527,1711,40,Female,0,self_employed,15,3,49,13,1144.59,1697.22,1585.55,2109.41,239.86,257.71,786.29,72,1667.21,1558.8,0\\r\\n13528,6272,54,Male,3,salaried,334,1,347,13,3321.25,2600.02,1967.66,928.76,833.21,4.64,1973.63,4300.33,3240.85,2010.99,0\\r\\n13529,3946,54,Male,2,salaried,15,2,305,12,1116.77,657.49,2219.38,2849.3,3314.54,2585.97,2428.83,7543.11,1066.48,2154.78,1\\r\\n13530,2012,68,Male,0,self_employed,834,2,1088,159,6552.99,6232,6357.67,5089.4,0.64,0.64,857.79,1463.17,6854.31,6449.35,0\\r\\n13531,4864,48,Male,0,self_employed,1322,2,176,231,6315.48,6106.81,6052.15,4933.22,0.31,0.31,0.31,0.31,6279.5,6069.48,0\\r\\n13532,6701,75,Male,0,retired,1347,2,37,6,1710.38,1571.98,1707.06,2077.62,154.87,67.06,43.41,325.09,1602.38,1670.34,0\\r\\n13533,413,46,Male,0,self_employed,1096,2,292,7,6936.95,864.97,1886.03,2075.08,10714.59,1428.87,4623.41,1766.27,3978.63,1021.03,0\\r\\n13534,5862,67,Female,3,self_employed,949,1,342,48,2205.15,2506.76,2109.76,10813.31,0.19,3281.47,305.47,610.76,2246.88,1589.62,0\\r\\n13535,2987,60,Male,2,self_employed,680,3,565,42,629.27,3191.47,1767.15,431.41,0.13,5261.56,0.13,100.13,1953.25,2359.99,0\\r\\n13536,1259,85,Male,0,retired,1096,3,26,83,4900.18,4897.89,4886.22,4678.25,0.43,0.43,0.43,0.43,4899.08,4897.89,0\\r\\n13538,2631,75,Male,0,retired,1477,2,724,243,1563.13,1577.41,1585.9,1618.38,0.44,0.44,0.44,0.44,1571.99,1585.71,0\\r\\n13539,1329,23,Female,0,student,1322,3,176,42,771.03,1156.74,1476.35,53.22,0.66,1.27,701.17,327.14,900.77,1344.69,1\\r\\n13540,5032,31,Male,1,salaried,15,2,6,4,8159.53,8393.09,8008.19,14967.2,364.03,364.03,609.01,0.46,8124.36,8137.65,0\\r\\n13541,4101,45,Female,0,self_employed,1525,2,276,4,777.54,378.97,2334.84,2819.17,400.6,400.6,2.03,4401.61,471.39,2494.47,1\\r\\n13542,2050,28,Male,1,salaried,409,2,481,0,2554.69,2623.66,1981.87,2202.28,960.74,1314.77,1174,1797.99,1875.03,1930.6,0\\r\\n13543,1531,82,Female,0,self_employed,334,1,17,25,22324.4,8038.68,10513.22,3115.56,14285.96,3734.23,0.24,0.24,20846.56,7175.6,0\\r\\n13544,3128,48,Male,0,self_employed,146,2,261,33,8815.3,10084.02,9920.25,15288.87,0.61,0.68,985.13,583.94,9192.93,9979.12,1\\r\\n13545,232,83,Female,,self_employed,221,3,68,12,4715.82,1545.05,1440.18,796.93,313.84,328.21,0.21,1.61,1882.69,1376.48,0\\r\\n13546,2169,48,Female,0,salaried,575,3,44,12,1349.1,1180.6,2096.09,603.38,428.64,7285.79,84.43,6549.41,1388.96,1694.54,1\\r\\n13547,2882,40,Male,0,self_employed,1334,3,813,172,2173.94,2173.94,2173.94,2152.43,0.03,0.03,0.03,0.03,2173.94,2173.94,0\\r\\n13549,891,36,Female,0,self_employed,1020,1,182,42,176.53,1554.08,2345.2,1276.49,0.67,15444.5,806.47,220.18,927.66,5040.06,1\\r\\n13550,1208,65,Female,0,self_employed,345,3,2221,31,569.44,6998.01,1672.3,811.07,0.01,6181.78,6428.59,0.01,2786.19,1414.48,1\\r\\n13551,3129,53,Male,0,salaried,1111,2,3,23,4196.35,2715.74,7807.1,5786.58,2403.09,2917.37,1136.76,9916.94,4324.55,9074.56,0\\r\\n13552,671,30,Male,,salaried,630,3,1771,9,1881.05,1429.79,1581.18,1406.82,458.9,0.5,14.79,126.21,1585.89,1529.33,0\\r\\n13553,660,90,,,self_employed,1020,2,1027,151,1307.07,2021.36,1783.26,1503.22,0.33,0.33,714.61,0.33,1307.07,2021.36,0\\r\\n13554,3044,63,Female,0,retired,1096,1,27,23,1034.71,698.42,1835.86,532.86,643.5,0.64,592.93,286.36,949.44,698.42,1\\r\\n13555,5123,48,Female,0,self_employed,1096,2,11,74,1465.79,2849.4,2225.2,2114.6,0.67,0.67,1366.57,2099.39,1656.78,2816.02,0\\r\\n13556,1561,42,Female,0,salaried,980,2,285,,1716.94,1689.08,2429.96,4230.63,0.67,0.67,0.67,0.67,1692.4,2257.23,0\\r\\n13557,4235,37,Female,0,self_employed,1232,3,1794,39,408.07,6397.98,5585.73,379.31,0.57,43027,871.23,33966.99,2200.49,13068.76,1\\r\\n13558,4025,90,Male,0,self_employed,1494,2,67,13,3071.28,1999.86,1627.35,914.63,1071.47,1071.47,0.04,0.04,2714.14,1239.49,0\\r\\n13559,1306,31,Male,2,self_employed,545,2,784,11,1205.84,1031.55,1489.48,2269.16,843.24,582.53,668.96,28.96,1032.04,1494.45,0\\r\\n13560,653,57,Female,,self_employed,352,2,595,283,1847,1847,2154.22,3260.37,0.46,0.46,0.46,0.46,1847,1847,0\\r\\n13562,4053,69,Female,0,self_employed,1020,2,398,62,4461.17,4553.97,4632.91,3823.79,0.51,0.51,143.37,143.37,4456.37,4638.88,0\\r\\n13563,4018,45,Male,2,salaried,1020,3,422,75,1856.88,1856.88,1966.96,1962.99,0.69,0.69,0.69,100.9,1856.88,1920.26,0\\r\\n13564,777,21,Female,,student,575,1,44,114,2104.12,2104.12,2104.12,2049.31,0.64,0.64,0.64,0.64,2104.12,2104.12,0\\r\\n13565,457,77,Male,,self_employed,1232,1,3422,347,2260.72,2646.44,2663.07,4277.07,0.59,0.59,386.3,0.59,2562.69,2646.44,0\\r\\n13566,488,49,Male,0,self_employed,452,2,2672,89,1239.88,6344.89,6198.5,8005.14,0.66,0.66,5366.24,1214.94,3081.71,6898.34,1\\r\\n13567,6068,41,Male,0,self_employed,1150,2,108,35,11877.09,11721.18,11566.11,11522.71,0.13,517.68,87.79,219.6,11793.19,11522.77,0\\r\\n13568,5401,62,Male,0,salaried,996,3,2103,83,1440.34,914.46,2283.67,2318.06,0.67,0.67,383.46,72.1,1470.93,1107.37,0\\r\\n13569,1588,62,Male,0,retired,409,2,905,342,3280.53,3280.53,3287.44,3473.41,0.21,0.21,0.21,0.21,3280.53,3280.53,0\\r\\n13570,552,29,Male,0,salaried,492,2,1414,301,4361.78,4004.64,4073.08,4130.63,0.17,0.17,0.17,0.17,4103.16,4037.32,1\\r\\n13571,2639,34,Female,0,self_employed,1020,3,443,,2273.21,2344.64,2261.13,2342.97,0.06,0.06,0.06,24.06,2310.16,2367.07,0\\r\\n13572,1679,58,Female,0,self_employed,834,2,1224,9,10886.68,4495.12,7838.06,6109.43,6403.94,0.61,0.61,6159.89,9121.63,8684.04,0\\r\\n13573,883,90,,,self_employed,1271,1,379,124,8747,8747,8747,3394.34,0.31,0.31,0.31,0.31,8747,8747,0\\r\\n13574,1880,31,Female,0,self_employed,334,2,111,76,7046.15,14189,11377.31,139.86,0.61,0.61,7143.47,0.61,12464.87,14189,1\\r\\n13575,2418,73,Female,0,self_employed,834,2,469,0,1001960.31,1001088.1,1192704.04,251523.86,57143.49,102.81,215561.7,568052.57,1001725.71,1326486.64,0\\r\\n13576,1272,37,Female,0,self_employed,67,2,705,,6945.11,6945.11,6481.82,5612.96,0.03,0.03,0.03,0.03,6945.11,6298.11,0\\r\\n13577,5088,73,Male,2,self_employed,334,3,575,4,3258.6,1183.11,2025.34,1632.35,57.23,85.8,17.23,57.23,2586.71,1194.08,0\\r\\n13578,1418,39,Male,2,salaried,843,3,1096,12,672.58,1111.64,1826.43,2830.83,87.49,607.49,747.69,2890.54,930.64,1682.34,1\\r\\n13579,1174,39,Male,2,salaried,1020,2,2082,125,4693.46,6978.55,6147.47,5832.1,0.67,0.67,2428.54,1399.45,5478.87,6476.36,0\\r\\n13580,1759,31,Female,0,salaried,905,3,1832,108,2767.75,3247.29,3194.37,3107.56,0.4,0.4,564.03,0.4,3052.18,3247.45,0\\r\\n13582,1227,43,Female,0,self_employed,745,3,2042,116,3037.78,3110.45,3157.46,1839.58,0.24,0.24,0.24,0.24,3087.9,3156.53,0\\r\\n13583,784,20,Female,0,self_employed,318,2,1217,0,7246.92,2972.87,3267.07,4788.94,6329.08,0.37,514.66,0.37,3228.63,2975.82,0\\r\\n13584,5268,49,Male,1,salaried,575,2,1721,26,6303.74,19459.87,13881.13,3971.67,400.69,4317.3,17817.1,22061.48,15108.22,23828.1,1\\r\\n13585,7333,73,Female,0,self_employed,334,3,1216,147,3855.15,4047.2,4032.73,4650.76,0.51,0.51,0.51,0.51,3994.22,4046.7,0\\r\\n13586,3161,32,Female,0,salaried,491,2,279,42,9284.17,10940.63,8614.33,8917.66,0.16,7571.59,602.88,3938.23,9648.53,9010.95,0\\r\\n13587,1380,64,Female,0,retired,61,2,856,123,5568.68,5568.68,5568.68,5533.4,0.69,0.69,0.69,0.69,5568.68,5568.68,0\\r\\n13588,591,25,Male,0,student,76,1,216,0,5523.92,1993.82,1701.88,576.45,3725.23,1562.37,195.13,6.11,2712.27,1846.87,1\\r\\n13589,1394,30,Male,0,self_employed,1020,2,118,,9765.52,8085.97,7256.35,5074.04,0.56,0.56,16.2,417.7,8889.23,6835.53,0\\r\\n13590,220,52,Male,1,salaried,409,3,43,3,2216.46,443.24,1466.43,9338.84,6318.94,0.37,3114.09,1193.1,687.26,982.59,1\\r\\n13591,2623,43,Male,0,self_employed,318,2,873,13,8844.25,485.51,3189.66,540.29,14909.3,154.16,6482.51,0.37,8706.01,460.71,0\\r\\n13592,2095,43,Female,2,self_employed,334,2,206,27,4216.9,2459.57,4107.14,3088.05,0.86,23.25,0.13,2149.08,3740.93,4379.67,0\\r\\n13594,1285,36,Female,0,self_employed,694,3,986,362,1526.28,1526.28,1526.28,1516.62,0.19,0.19,0.19,0.19,1526.28,1526.28,0\\r\\n13595,626,41,Male,0,self_employed,1643,2,872,4,2194.79,1429.61,1459.7,842.96,1429.26,714.97,286.4,1572.11,1633.33,1623.16,0\\r\\n13596,946,32,Female,,salaried,623,2,1021,2,1444.69,36960.23,19191.74,18637.93,77.77,14356.44,26307.51,157.51,20561.08,19951.6,1\\r\\n13597,775,53,Male,0,salaried,1150,2,61,28,295.23,303.99,8495.55,1477.03,1686.41,11114.99,1622.93,11769.37,515.66,7904.77,1\\r\\n13598,4133,43,Male,0,company,834,3,382,338,2685.27,2685.27,2683.74,2657.81,0.47,0.47,0.47,0.47,2685.27,2685.17,0\\r\\n13599,214,43,Male,,self_employed,1150,2,597,216,3165.57,3165.57,3165.57,3158.37,0.36,0.36,0.36,0.36,3165.57,3165.57,0\\r\\n13600,1440,44,Female,0,self_employed,,2,234,137,3277.18,3848.61,3785.52,3786.24,0.03,0.03,571.46,0.03,3631.86,3848.61,0\\r\\n13601,578,30,Female,,self_employed,649,2,348,20,2820.76,2392.19,2432.59,1384.46,429.07,429.07,0.5,197.64,2702.53,2448.31,0\\r\\n13602,2222,36,Male,0,self_employed,1183,3,1393,19,12825.13,11219.52,11315.93,9605.42,2322.01,2786.3,715.59,0.59,12839.62,8825.51,0\\r\\n13603,693,38,Male,0,self_employed,186,3,1784,13,1629.58,1906.03,1952.52,2299.81,1400.6,0.6,1676.9,0.6,2045.5,1906.03,1\\r\\n13604,3022,51,Male,3,self_employed,1540,2,1259,23,1954.16,2261.09,2250.1,2436.07,5426.8,0.06,5714.34,0.06,2229.97,2261.09,0\\r\\n13605,6020,75,Male,0,retired,146,2,41,313,1843.52,1843.52,1843.52,1810.4,0.07,0.07,0.07,0.07,1843.52,1843.52,0\\r\\n13606,1400,76,Male,0,self_employed,409,2,1309,23,9994.05,7436.91,8565.3,5287.37,1343.54,2152.11,0.69,2143.54,9835.43,7769.63,0\\r\\n13607,2784,49,Female,0,self_employed,241,2,62,102,4852.76,5387.84,4555.27,3245.33,0.64,0.64,1634.75,943.86,4445.21,4656.3,0\\r\\n13608,2629,63,Male,0,salaried,1020,3,1123,163,17568.41,16634.37,16429.91,11935.76,0.11,0.11,0.11,0.11,17500.5,16342.29,0\\r\\n13609,3602,27,Female,0,self_employed,623,2,81,17,4903.02,5188.74,9657.15,9457.02,229.04,286.19,514.76,7778.04,5080.36,11642.86,0\\r\\n13612,5170,51,Male,3,self_employed,11,3,121,5,9092.57,9991.35,9828.96,6693.42,129.24,136.39,20.93,20.93,9752.13,10080.81,1\\r\\n13613,1110,90,,0,self_employed,1494,2,1008,53,133.24,2276.09,2033.97,319.03,0.33,58.19,2143.19,0.33,1758.85,2263.03,1\\r\\n13614,832,36,Male,2,self_employed,680,3,565,117,1338.04,1372.6,1644.66,2493.44,0.66,0.66,0.66,1157.8,1364.26,1466.24,0\\r\\n13615,696,30,Male,,self_employed,58,3,1209,6,1921.91,1964.63,2014.81,2583.87,0.64,0.5,57.64,110.5,1944.96,1948.24,0\\r\\n13616,2884,27,Female,0,self_employed,1020,2,522,17,3469.59,3255.31,3299.64,3234.69,214.87,0.59,0.59,0.59,3388.31,3255.31,0\\r\\n13617,3359,44,Female,0,salaried,834,2,282,160,4708.68,4606.74,5675.37,10167.76,0.3,0.3,0.3,0.3,4604.96,5530.66,0\\r\\n13618,4016,52,Female,0,self_employed,15,2,305,5,1959.54,2291.8,2499.09,7962.59,3573.19,3.8,3952.49,356.89,2155.82,2427.39,0\\r\\n13619,4055,75,Female,0,self_employed,1388,1,377,14,145.14,3096.93,3123.57,2073.54,3046.79,0.3,5886.01,0.3,4155.66,2859.6,1\\r\\n13620,348,24,Male,0,student,1096,2,129,52,2235.93,2281.52,2277.59,2361.77,0.29,0.5,45.49,0.29,2258.94,2281.47,0\\r\\n13621,264,71,Male,1,self_employed,409,3,329,46,9108.17,9754.07,8589.63,8542.69,0.29,3047.03,646.19,907.17,9254.22,8690.98,0\\r\\n13622,290,73,Female,,self_employed,409,2,4177,264,1809.64,1809.64,1809.64,1802.05,0.36,0.36,0.36,0.36,1809.64,1809.64,0\\r\\n13623,5813,70,Male,0,self_employed,334,2,10,0,5293.65,5206.8,5210.04,5159.09,154.35,15.06,0.66,0.66,5242.06,5195.65,0\\r\\n13624,4886,70,Male,0,retired,1525,3,194,14,3460.84,5849.91,4672.26,2671.69,964.47,3633.04,714.47,4928.76,3502.53,5663,0\\r\\n13626,1360,28,Male,0,self_employed,491,2,2445,10,1854.05,2016.3,1643.49,2712.72,1457.64,886.21,2732.65,4064.13,1212.56,1823.7,0\\r\\n13627,2412,63,Male,0,retired,334,3,675,75,587.1,891.11,4737.8,9661.09,0.63,0.63,0.63,56.49,679.77,4742.23,1\\r\\n13628,611,43,Male,0,self_employed,378,2,2767,118,2414.32,2414.32,2414.32,4042.61,0.06,0.06,0.06,0.06,2414.32,2414.32,0\\r\\n13629,2837,34,Female,0,self_employed,1032,3,381,0,6471.84,6568.66,5692.35,5117.02,1506.54,1516.43,1606.3,1685.52,5740.79,5879.55,0\\r\\n13630,2128,41,Male,0,salaried,1232,2,52,217,249.74,5363.01,3189.4,6308.29,0.21,0.21,5639.85,5038.67,1807.34,4435.93,1\\r\\n13631,4653,43,Female,0,self_employed,146,3,184,17,1386.17,167.04,1601.19,115.82,9841.92,0.29,9586.35,1529.54,3955.42,285.42,0\\r\\n13632,3516,57,Female,0,salaried,1181,1,186,3,3434.84,3790.14,3668.47,3785.37,500.57,500.86,485.11,186.54,3394.37,3626.83,0\\r\\n13633,605,30,Male,2,self_employed,623,2,642,28,21982.97,21387.75,21228.81,20963.31,4.03,23.89,1726.78,777.3,21630.82,21432.38,0\\r\\n13634,1936,58,Female,0,salaried,146,2,2011,76,1752.8,1752.8,1679.68,607.06,0.04,0.04,0.04,0.04,1752.8,1752.8,0\\r\\n13635,256,21,Male,0,self_employed,1096,3,4363,94,1580.33,1608.9,1679.74,1029.82,0.03,0.03,0.03,0.03,1602.99,1630.56,0\\r\\n13636,1127,42,Male,0,self_employed,762,2,1434,276,18074.49,18074.49,18073.66,19670.76,0.49,0.49,0.49,0.49,18074.49,18074.49,0\\r\\n13637,922,28,Female,0,self_employed,1020,2,13,,1682.44,1711,1707.72,1299.17,0.67,0.67,29.23,0.67,1701.15,1711,0\\r\\n13638,1713,27,Male,0,self_employed,1096,1,328,54,3153.53,2810.26,2199.99,808.13,0.36,2442,657.5,1176.07,2767.98,2612.48,0\\r\\n13639,843,65,Female,,self_employed,649,2,54,69,1304.39,1304.39,1466.78,2941.27,0.51,0.51,0.51,714.8,1304.39,1534.8,0\\r\\n13640,327,34,Male,0,self_employed,1232,2,437,19,3142.07,2745.02,2658.94,3590.73,1732.44,1031.46,4691.32,3523.2,3547.36,1157.56,0\\r\\n13641,398,62,Male,1,salaried,579,2,1468,328,16346.89,16489.74,27788.22,43261.08,0.47,0.47,0.47,11429.04,16409.94,29596.59,0\\r\\n13642,2878,48,Male,2,self_employed,904,3,78,26,1303.84,1891.26,1889.12,1879.77,1414.8,0.51,1357.66,0.51,1884.82,1891.26,0\\r\\n13644,2566,8,Female,0,student,1020,1,80,,3416.55,3416.55,3416.55,3394.91,0.04,0.04,0.04,0.04,3416.55,3416.55,0\\r\\n13645,1972,66,Female,0,self_employed,363,1,2334,0,17352.66,14321.99,28340.59,10076.44,18813.55,1433.77,14286.26,33971.59,9492.21,28602.7,0\\r\\n13646,4610,14,Male,0,student,1232,3,149,,2256.7,2228.12,2228.12,2129.47,0.14,0.14,0.14,0.14,2256.7,2228.12,0\\r\\n13647,1160,40,Male,0,self_employed,,2,2676,0,6245.36,1892.82,2322.48,4706.83,5665.29,857.46,1865.35,8421.73,1764.06,2577.13,0\\r\\n13648,604,57,Female,0,self_employed,833,2,164,38,36.31,2909.17,2133.11,2984.57,0.06,642.91,2857.2,645.96,923.55,2552.21,1\\r\\n13649,1225,35,Male,0,salaried,209,2,2746,20,4428.05,7532.98,4659.68,3618.85,3857.83,6429.26,7486.63,1044.14,6526.93,4839.19,1\\r\\n13650,1571,47,Female,0,self_employed,40,2,1919,336,501.51,498.84,1974.79,8806.84,0.39,0.39,0.39,2500.39,500.87,1201.6,0\\r\\n13651,2566,72,Female,0,self_employed,1096,3,1568,6,23556.67,22221.96,21180.71,17090.98,1379.13,2259.34,0.13,0.13,22767.45,21187.28,0\\r\\n13652,1405,35,Female,0,self_employed,1589,2,147,0,1640.73,1975.33,12841.88,14378.64,69880.31,2857.77,70000.63,18686.34,18271.93,2448.17,1\\r\\n13653,7086,75,Male,0,retired,409,1,3,20,2850.52,2900.52,3420.4,5602.52,4629.99,1610.66,4622.84,2361.01,4027.92,2849.64,0\\r\\n13654,664,57,Female,,self_employed,15,2,69,,6730.78,6730.78,6776.67,7005.84,0.23,0.23,0.23,0.23,6730.78,6730.78,0\\r\\n13655,2011,52,Male,0,self_employed,834,2,1128,23,2216.04,1475.6,7391.79,5158.83,9301.16,3356.92,8572.13,9827.08,6811.89,8023.28,1\\r\\n13656,238,45,Male,1,self_employed,630,2,1771,4,64.74,1437.6,1807.2,2066.54,560.63,0.63,2019.2,1042.06,1073.46,1975.94,1\\r\\n13657,2300,60,Male,0,self_employed,487,2,868,,4717.13,4717.13,4717.13,4687.03,0.06,0.06,0.06,0.06,4717.13,4717.13,0\\r\\n13658,1016,37,Female,0,self_employed,1084,3,1029,19,2909.04,2060.46,2308.64,2150.73,864.69,0.41,16.1,16.27,2703.18,2068.98,0\\r\\n13659,3231,38,Female,0,self_employed,802,2,812,,1587.34,1580.84,1582.6,1566.03,0.66,0.66,0.66,0.66,1586.12,1580.84,0\\r\\n13660,441,65,Female,0,self_employed,623,2,1995,,30786.66,31015.23,31029.14,31157.58,0.07,0.07,228.64,0.07,30904.89,31015.23,0\\r\\n13661,430,44,Female,0,self_employed,905,2,34,18,2552.56,1395.41,4460.02,1995.23,22586.26,514.83,21429.11,26814.23,2852.56,4659.31,0\\r\\n13662,1115,41,Male,3,self_employed,1141,2,710,28,7799.58,7860.37,7900.24,6524.97,171.79,928.93,232.57,1032.57,7831.61,8013.37,0\\r\\n13663,1426,36,Female,0,self_employed,15,3,2480,287,4776.08,4889.42,4880.85,4907.96,0.51,0.51,99.57,0.51,4827.45,4901.28,0\\r\\n13664,1079,63,Female,,salaried,1061,2,2522,30,6038.55,6038.55,6638.63,8375.92,0.43,1846.91,0.43,0.43,6038.55,5952.68,0\\r\\n13665,1362,49,Male,0,self_employed,665,2,177,11,933.5,15530.79,7165.76,1669.27,714.51,14285.94,15300.23,1143.09,5981.62,13131.84,1\\r\\n13666,2344,49,Male,0,self_employed,925,2,957,58,2202.01,2202.01,2180.87,2369.65,0.13,61.56,0.13,0.13,2202.01,2200.03,0\\r\\n13667,263,26,Male,0,self_employed,1074,3,3021,14,3183.61,3483.61,2726.32,2713.59,714.9,1329.19,1314.9,0.61,2933.86,2453.66,0\\r\\n13668,1649,46,Female,0,self_employed,834,2,1925,205,10246.38,10246.38,10246.38,10184.7,0.17,0.17,0.17,0.17,10246.38,10246.38,0\\r\\n13670,250,4,Female,0,student,1020,2,145,24,2457.09,1715.41,1528.87,227.68,741.81,0.13,0.13,0.13,2354.79,1715.41,0\\r\\n13671,4590,53,Female,2,self_employed,617,2,229,25,985.33,946.12,1508.75,1313.03,429.11,571.97,678.2,717.91,1167.06,1117.81,0\\r\\n13672,2190,45,Male,3,self_employed,623,2,1629,58,15112.48,16593.12,16630.25,8591.53,0.14,21428.71,1480.79,21623.64,15558.55,23312.88,0\\r\\n13673,1302,30,Female,0,student,,2,2141,46,7604.55,7654.93,7405.79,7414.32,0.23,571.66,50.61,51.28,7631.38,7451.44,0\\r\\n13674,2145,49,Female,2,self_employed,1020,1,79,77,1355.75,1700.8,1747.55,1819.13,0.59,0.59,350.53,350.53,1401.65,1745.95,0\\r\\n13675,293,35,Male,2,self_employed,1570,2,1273,13,3172.01,5729.15,7063.53,10337.64,6486.33,0.61,7143.47,686.33,5434.08,6392.74,0\\r\\n13676,1979,35,Female,0,self_employed,146,2,1226,167,10916.8,10216.8,10329.45,9785.07,0.3,0.3,0.3,0.3,10554.74,10216.8,0\\r\\n13677,4160,42,Female,0,self_employed,1020,2,322,33,2221.81,2207.51,1708.55,1990.67,0.59,56.3,0.59,286.3,2213.92,2225.51,0\\r\\n13678,1110,62,Male,,self_employed,656,2,3272,,661.09,4858.19,4654.99,4827.41,0.21,0.21,4983.03,0.21,4248.61,4858.19,1\\r\\n13680,991,63,Female,0,retired,,3,352,12,3295.84,3248.65,3227.19,6534.74,50.86,50.92,0.64,0.64,3273.56,3227.14,0\\r\\n13681,4354,48,Male,2,salaried,623,3,218,12,2847.2,1521,1568.29,1050.33,57.84,103.56,929.27,500.7,1807.23,1248.78,0\\r\\n13682,882,46,Female,0,self_employed,1096,1,249,9,6710.64,12517.02,10839.28,14326.73,297.44,0.51,6103.81,71.64,7398.92,12530.78,0\\r\\n13683,3439,28,Female,0,salaried,1096,2,3,118,1461,3603.86,2348.91,1355.31,0.61,0.61,2143.47,0.61,3086.62,2497.76,0\\r\\n13684,3034,51,Male,0,salaried,146,1,77,0,63832.13,58203.63,51975.99,33968.2,10356.77,8753.31,3831.6,5073.71,56087.45,52429.64,0\\r\\n13685,2033,48,Male,2,salaried,146,3,1048,131,1894.08,2082.76,1683.52,1366.27,0.64,0.64,141.1,111.59,2054.94,2085.98,0\\r\\n13686,1002,21,Female,0,self_employed,15,2,48,3,25.27,590.32,1486.31,488.81,31.56,0.13,646.6,6162.55,220.79,1590.41,1\\r\\n13687,2842,62,Female,0,self_employed,834,1,219,9,3185.45,2756.87,3006.01,8289.19,5286.33,0.61,2857.76,0.61,3875.1,2756.87,0\\r\\n13688,4065,40,Female,0,self_employed,1020,2,5,,1760.29,1765.76,1724.06,1666.62,0.11,0.11,0.11,0.11,1764.73,1729.57,0\\r\\n13689,933,30,Male,0,salaried,891,2,360,157,2847.71,2834.74,3103.44,4060.68,0.63,0.63,829.2,0.63,2766.49,2893.55,0\\r\\n13690,1637,42,Female,0,self_employed,318,2,1379,25,4893.79,3901.14,3709.51,6666.86,1000.63,714.91,7.77,0.63,4790.6,3670.72,0\\r\\n13691,1400,26,Female,0,salaried,15,3,2441,189,1684.98,1684.98,1684.98,1674.91,0.36,0.36,0.36,0.36,1684.98,1684.98,0\\r\\n13692,1766,58,Male,0,salaried,1096,3,480,,2505.45,2505.45,2505.45,2489.56,0.1,0.1,0.1,0.1,2505.45,2505.45,0\\r\\n13693,2390,33,Male,0,self_employed,146,3,2829,4,25683.64,2851.26,4535.08,2745.93,25002.05,1143.89,2073.67,1768.79,8185.41,2876.13,0\\r\\n13694,5969,76,Female,0,self_employed,334,1,10,0,2105.69,2512.25,1949.25,1541.38,412.31,496.82,1000.23,714.51,2458.73,2213.54,0\\r\\n13695,2128,55,Female,0,self_employed,0,2,1348,338,3094.57,3094.57,3094.57,3075.09,0.51,0.51,0.51,0.51,3094.57,3094.57,1\\r\\n13696,830,59,Female,0,self_employed,623,3,472,23,5146.29,3.43,1860.61,1590.88,7143.49,0.63,2000.63,572.06,4505.89,58.73,0\\r\\n13697,6809,59,Male,0,salaried,1020,1,240,0,231195.3,30468.91,36449.78,38978.66,468086.23,26328.58,73819.76,96212.01,29462.87,63384.74,0\\r\\n13698,181,40,Female,0,self_employed,334,2,847,52,3501.18,3358.33,2104.55,250.26,0.63,2857.77,0.63,0.63,3486.41,2436.67,0\\r\\n13699,3500,40,Male,0,salaried,82,2,157,126,15964.2,1683.39,1942.33,4063.62,0.09,0.09,0.09,0.09,2175.33,1683.39,0\\r\\n13700,1923,44,Male,0,self_employed,834,2,1923,227,28092.3,28106.58,28249.76,31327.19,0.46,0.46,0.46,0.46,28100.18,28113.96,0\\r\\n13701,5231,50,Female,0,self_employed,1256,1,1454,,2027,2026.98,2029.14,2018.04,0.04,0.04,0.04,0.04,2026.99,2029.36,0\\r\\n13702,4989,71,Male,0,self_employed,11,2,121,,3657.59,3657.59,3657.59,3635.31,0.56,0.56,0.56,0.56,3657.59,3657.59,0\\r\\n13703,6440,62,Female,0,retired,905,3,34,32,3701.48,9787.18,7234.91,19478.87,0.3,6000.3,6086.01,0.3,4570.44,4367.83,0\\r\\n13704,2126,8,Male,0,student,649,2,1377,41,1462.81,1462.81,1440.23,1387.56,0.17,43.03,0.17,0.17,1462.81,1437.93,0\\r\\n13705,1797,50,Male,0,self_employed,1416,3,346,251,3020.67,4446.53,8363.47,2320.18,0.63,0.63,1429.2,10102.14,4153.3,6391.83,0\\r\\n13706,737,40,Male,,salaried,1467,1,191,4,35980.84,459.97,2501.4,1437,35521.27,0.4,0.4,0.4,6584.26,459.97,1\\r\\n13707,1166,66,Male,0,retired,146,2,2815,301,2894.92,3106.96,3065.7,3154.98,0.07,0.07,214.36,0.07,2982.74,3106.96,0\\r\\n13708,4332,31,Female,0,salaried,1020,2,542,132,237.54,960.72,1753.59,1952.63,0.63,0.63,995.24,1968.86,544.81,1576.63,1\\r\\n13709,2835,39,Male,2,self_employed,623,2,1628,9,1429.2,1655.91,1701.42,2800.22,637.86,917.06,643.49,143.49,1607.97,1576.42,0\\r\\n13710,442,36,Male,,self_employed,998,3,1729,76,71.5,2305.35,1698.17,414.65,0.06,0.06,2236.13,4.34,869.19,2308.11,1\\r\\n13711,2756,57,Male,0,salaried,623,3,621,0,5733.87,6809.87,3232.19,2304.81,4305.03,4305.03,3149.17,1060.47,3003.7,3907.55,0\\r\\n13712,1165,59,Male,0,self_employed,899,2,1828,105,5673.86,5673.86,6425.54,6787.97,0.4,0.4,0.4,1428.97,5673.86,6503.35,1\\r\\n13713,1388,44,Male,1,salaried,1084,2,540,58,1704.61,2315.44,1919.36,1263.86,0.64,4286.36,611.47,2739.16,2009.88,2958.14,0\\r\\n13714,1775,44,Male,2,self_employed,372,2,1973,9,1946.12,3229.25,3080.07,3190.4,5714.86,0.57,0.57,0.57,2786.82,3227.83,0\\r\\n13715,7265,57,Male,0,salaried,15,1,6,12,4666.71,6226.22,5395.07,8129.26,428.59,0.01,2637.94,1054.38,4838,5870.77,0\\r\\n13716,1888,45,Male,0,self_employed,1258,3,1280,203,3442.18,3442.18,3586.6,3981.57,0.64,0.64,0.64,143.5,3442.18,3549.23,0\\r\\n13717,2494,90,Male,0,self_employed,1020,2,114,129,1599.87,1599.87,1599.87,1209.54,0.57,0.57,0.57,0.57,1599.87,1599.87,0\\r\\n13719,1821,45,Female,0,salaried,1020,3,182,5,2901.28,2612.7,3192.21,3940.21,228.81,228.81,196.03,1745.13,2843.9,2961.48,0\\r\\n13720,2721,16,Female,0,student,1084,2,582,,2228.75,2157.32,2157.32,1932.31,0.6,0.6,0.6,0.6,2228.75,2157.32,0\\r\\n13721,4060,36,Male,0,self_employed,409,2,26,,2580.6,2723.46,2688.97,2806.89,0.5,0.5,143.36,0.5,2620.01,2723.46,0\\r\\n13722,802,50,Female,0,self_employed,904,3,2248,159,1788.67,1860.1,1842.85,1838.12,0.57,0.57,143.43,0.57,1808.37,1860.1,0\\r\\n13723,582,65,Female,,self_employed,465,3,2468,0,5812.41,1759.84,1524.16,3167.56,4707.8,813.37,655.23,655.23,1425.45,1418.6,0\\r\\n13724,3058,30,Male,0,student,1096,3,480,19,1170.55,590.34,2739.61,2689.81,2940.78,0.7,3835.5,2143.56,1773.93,1281.58,1\\r\\n13725,438,21,Female,,student,334,3,260,9,24035.71,16197.11,11562.15,5509.89,8571.93,8571.93,733.33,1192.9,18721.46,15031.69,0\\r\\n13726,1317,46,Female,0,self_employed,628,2,1999,25,6283.82,6283.82,6285.13,6247.08,29.2,0.63,57.77,0.63,6287.76,6283.82,0\\r\\n13727,6734,49,Female,1,salaried,1525,1,13,139,1076.07,3243.54,11403.57,16609.73,0.37,0.37,2788.39,17886.09,2410.66,12384.8,1\\r\\n13728,2655,65,Female,0,self_employed,589,2,802,,1792.32,1792.32,1792.32,1773.73,0.49,0.49,0.49,0.49,1792.32,1792.32,0\\r\\n13729,1630,30,Male,0,self_employed,762,3,1260,21,504.04,718.32,2140.36,1204.63,714.71,0.43,929,0.43,750.34,718.32,1\\r\\n13730,2378,37,Female,0,salaried,623,2,1627,98,4468.31,4499.02,4541.67,4035.29,0.3,0.3,31.01,88.22,4473.61,4540.51,0\\r\\n13731,1627,81,Male,0,retired,363,3,2334,28,1710.51,746.09,4166.41,4227.4,5.81,12.24,500.1,357.24,1626.45,2045.6,0\\r\\n13732,2839,37,Female,0,self_employed,44,2,539,14,3279.21,3286.85,3325.64,4169.1,685.77,363.53,683.44,429.8,3532.36,3047.03,0\\r\\n13733,3036,44,Female,0,self_employed,491,2,619,40,3094.25,3485.96,3643.19,5591.02,0.34,1135.16,629.2,2857.49,3020.16,4728.73,0\\r\\n13734,5444,59,Female,0,self_employed,1020,2,86,40,2237.14,3685.97,4535.1,5779.83,0.6,357.74,1446.46,15.8,2758.24,3576.06,0\\r\\n13735,502,40,Male,0,self_employed,1057,2,1879,40,22333.97,22444.28,20343.64,19221.8,0.03,5057.17,100.03,0.03,22412.24,20280.03,0\\r\\n13736,6277,50,Male,2,self_employed,1096,1,43,17,3126.49,5060.68,6131.6,4641.12,160.1,61.58,2890.97,2636.67,3550.73,6047.75,0\\r\\n13737,911,66,Female,,self_employed,409,3,934,271,2357.73,2643.45,2558.06,2626.92,0.66,0.66,286.37,0.66,2387.29,2643.45,0\\r\\n13738,942,50,Female,0,salaried,1096,2,158,28,6791.39,5734.24,5768.35,2593.76,1057.7,0.56,0.56,0.56,6791.39,5734.24,0\\r\\n13739,1568,64,Male,0,self_employed,334,2,1284,114,6308.88,7737.45,7491.15,7436.34,0.59,0.59,1429.16,0.59,6998.54,7737.45,0\\r\\n13740,1963,41,Male,0,salaried,1096,2,1671,147,168.64,171.84,6193.77,7657.11,0.59,0.59,3572.01,13957.73,2755.62,8864.65,1\\r\\n13742,6717,85,Male,0,self_employed,1020,1,240,209,36906.32,18918.77,35235.79,64661.42,0.06,0.06,0.06,0.06,34699.64,28795.82,0\\r\\n13743,2969,90,Male,0,self_employed,1096,1,480,81,3763.48,3987.77,4079.48,3985.91,0.59,0.59,224.87,129.16,3809.98,4095.75,0\\r\\n13744,2713,20,Female,0,student,531,2,590,39,18392.52,16400.54,14801.8,12516.4,0.06,7505.85,114.17,0.06,17890.89,13923.09,0\\r\\n13745,502,64,Male,0,salaried,146,2,1226,26,1737.15,2725.61,3488.96,9104.25,308.4,422.04,1332.94,1409.67,2310.76,3368.79,1\\r\\n13746,2795,45,Male,0,self_employed,,3,366,205,2390.01,2390.01,2390.01,2373.13,0.61,0.61,0.61,0.61,2390.01,2390.01,0\\r\\n13747,1054,56,Male,0,self_employed,980,3,1462,5,7161.21,10714.88,8153.97,8522.08,1471.59,6003.43,5025.26,4353.83,7867.76,9625.93,0\\r\\n13748,3071,35,Female,0,salaried,1232,3,84,313,2962.8,1299.94,1734.46,1386.39,0.03,0.03,137.17,7.94,2588.42,1307.09,0\\r\\n13749,630,27,Female,0,self_employed,1020,2,79,17,15729.4,1446.31,3780.01,259.87,14285.84,0.13,0.13,0.13,8833.84,1446.77,0\\r\\n13750,3315,37,Female,0,self_employed,146,3,353,343,2290.52,2479.21,2639.2,2108.99,0.64,0.64,176.83,265.67,2384.2,2716.09,0\\r\\n13751,1262,64,Male,0,retired,575,3,1717,3,1216.27,1341.89,2648.57,684.93,5378.56,2604.8,4569.55,654.56,1622.98,2410.31,0\\r\\n13752,2242,44,Female,0,salaried,1111,2,92,,1949.66,1949.66,1949.66,1937.31,0.06,0.06,0.06,0.06,1949.66,1949.66,0\\r\\n13753,5663,81,Male,0,self_employed,1020,1,19,0,3326.96,5889.59,5949.17,7638.56,253.87,0.06,1478.49,627.48,4814.76,5768.14,1\\r\\n13754,290,59,Male,0,self_employed,759,3,4170,55,2789.39,2803.68,1788.83,1759.44,0.09,1428.66,0.09,185.8,2788.6,2446.76,0\\r\\n13755,630,65,Female,,self_employed,1219,3,2416,284,2390.09,2390.09,2390.09,2375.22,0.4,0.4,0.4,0.4,2390.09,2390.09,0\\r\\n13756,2714,61,Male,0,salaried,1597,2,1109,24,2853.87,2510.34,3851.17,4098.98,654.11,668.4,360.26,3343.78,2970.6,4132.76,0\\r\\n13757,3511,90,Male,1,company,318,3,434,214,11967.84,12559.26,12433.57,12344,0.29,0.29,714.57,0.29,12538.87,12444.33,0\\r\\n13758,2616,61,Male,1,self_employed,1316,3,725,6,3902.95,3917.24,1848.27,1654.5,2857.21,2087.81,2857.21,0.07,1847.28,2094.97,0\\r\\n13759,2152,49,Male,0,self_employed,992,3,1446,25,1409.7,1283.79,2724.43,4189.82,714.84,0.56,851.46,2508.6,1451.6,2802.63,1\\r\\n13760,1439,65,Male,0,retired,531,2,2722,20,4437.8,4671.28,5771.69,6869.29,1809.72,1998.79,72.33,5286.27,3806.89,5312.5,0\\r\\n13761,4952,63,Male,4,salaried,227,3,408,3,13947.56,13819.66,13609.64,12781.8,143.54,186.4,17.47,29.04,13832.67,13694.49,0\\r\\n13762,3046,45,Male,0,self_employed,243,1,630,19,8153.35,9571.63,11763.2,23019.5,401.71,143,1891.43,3583.76,8978.51,11292.12,1\\r\\n13763,1773,45,Female,0,self_employed,15,2,6,13,2895.65,2453.9,2294.92,1400.83,1273.94,641.37,467.39,223.46,2753.48,2295.74,0\\r\\n13764,2082,28,Male,0,self_employed,623,2,317,6,2481.48,3962.6,3178.05,5160.12,488.14,1298.24,4779.49,2840.59,3335.19,3135.38,0\\r\\n13765,936,26,Male,,self_employed,1473,2,1396,129,5555.41,6067.49,6395.27,7935.82,0.2,0.2,428.77,590.51,6013.99,6177.08,0\\r\\n13766,2183,41,Male,0,self_employed,334,3,444,4,2268.67,1740.11,1707.31,852.68,1748.56,346.41,2725.39,1261.7,2202.18,1685.26,0\\r\\n13767,729,62,Female,,self_employed,1127,3,2048,153,3312.94,3327.22,3323.61,2480.93,0.24,0.24,14.53,0.24,3316.39,3327.22,0\\r\\n13768,2094,28,Female,0,salaried,531,2,563,80,3213.62,7226.05,6582.4,7319.22,0.03,0.03,4051.3,357.17,4617.68,7571.67,0\\r\\n13769,2743,58,Male,0,self_employed,146,3,1047,227,2870.82,2870.82,2886.95,2877.09,0.16,0.16,0.16,25.16,2870.82,2894.2,0\\r\\n13770,408,70,Female,0,self_employed,905,2,2888,0,10640.67,5783.53,6737.55,5753.1,4857.4,0.26,0.26,0.26,8645.6,5783.53,0\\r\\n13771,1600,53,Male,4,salaried,859,3,464,9,3636.5,3667.58,3405.17,2475.65,714.91,714.91,268.5,268.5,3403.05,3153.47,0\\r\\n13772,2064,36,Male,2,self_employed,169,2,384,14,15305.7,8351.07,16111.34,5342.7,33553.49,630.63,26598.86,6034.96,17586.44,12352.28,1\\r\\n13773,620,90,,,self_employed,150,2,2505,255,1049.39,1049.39,1804.96,2949.04,0.13,0.13,0.13,154.99,1049.39,1901.02,1\\r\\n13776,2114,7,Female,0,student,1020,1,240,,2038.59,2038.59,2038.59,2025.99,0.64,0.64,0.64,0.64,2038.59,2038.59,0\\r\\n13777,1910,40,Female,0,self_employed,1214,3,787,120,571.74,3428.88,3449.59,3816.01,0.34,0.34,2857.49,0.34,3034.79,3428.88,1\\r\\n13779,2202,74,Male,0,self_employed,1096,1,43,27,385.11,674.9,1758.18,288.87,20000.56,0.56,20277.11,0.56,4144.41,714.99,1\\r\\n13780,1287,53,Female,0,self_employed,221,2,1450,5,4100.57,4357.71,2119.89,904.76,786.13,5308.83,1328.99,1524.56,3671.51,1639.43,0\\r\\n13781,3453,46,Male,0,salaried,146,3,53,,2681.33,2186.33,1831.55,1463.33,0.34,0.34,0.34,0.34,2271.67,2026.65,0\\r\\n13782,1134,43,Female,0,self_employed,752,3,165,,10809.63,10809.63,10809.63,10740.74,0.47,0.47,0.47,0.47,10809.63,10809.63,0\\r\\n13784,1979,35,Male,0,salaried,1020,3,1230,19,10953.7,7254.55,7422.48,4180.59,4003.66,2493.56,500.31,246.2,9931.5,6926.98,0\\r\\n13785,1627,56,Female,0,self_employed,904,3,1112,,3485.59,3485.59,3485.59,3463.51,0.61,0.61,0.61,0.61,3485.59,3485.59,0\\r\\n13786,4989,37,Male,0,self_employed,1494,2,67,,3440.79,3440.79,3440.79,3419,0.51,0.51,0.51,0.51,3440.79,3440.79,0\\r\\n13787,1746,33,Female,0,self_employed,15,3,1285,115,2353.67,2500.81,2497.32,1222.95,0.21,0.21,147.36,0.21,2485.59,2500.81,0\\r\\n13788,1834,26,Male,0,self_employed,334,2,444,31,7013.29,4079.08,3281.36,2803.74,0.24,29309.74,6962.89,21968.32,3137.09,3078.91,0\\r\\n13789,2984,51,Female,0,self_employed,479,3,234,94,8602.74,8978.58,9210.77,12250.21,0.67,0.67,0.67,0.67,8857.25,9007.34,0\\r\\n13790,2596,14,Female,0,student,1002,3,303,,2825.17,2825.17,2825.17,2807.27,0.24,0.24,0.24,0.24,2825.17,2825.17,0\\r\\n13791,3111,40,Male,0,self_employed,,3,388,,4086.36,4086.36,4086.36,4785.26,0.19,0.19,0.19,0.19,4086.36,4086.36,0\\r\\n13792,2817,90,Male,0,retired,833,2,164,,4120.89,4120.89,4366.66,5230.4,0.14,0.14,0.14,0.14,4120.89,4120.89,0\\r\\n13793,2994,66,Male,0,retired,1540,3,1259,110,4614.57,4877.6,5628.34,7203.44,0.06,0.06,285.77,1428.63,4734.7,5639.06,0\\r\\n13794,584,41,Male,1,self_employed,,2,2929,273,3719.24,3719.24,3719.24,3723.02,0.41,0.41,0.41,0.41,3719.24,3719.24,0\\r\\n13795,3224,56,Female,0,self_employed,146,1,353,,1613.92,2685.35,2439.04,2668.34,0.41,0.41,1071.84,0.41,1946.43,2685.35,0\\r\\n13796,1539,33,Male,0,self_employed,904,1,1908,6,2618.78,13867.6,5967.82,29.54,2228.86,1428.86,16263.39,3276.77,2546.49,14290.53,1\\r\\n13797,4742,66,Female,0,self_employed,146,2,184,3,15420.1,16535.5,14427.4,10270.97,11.3,3982.63,1429.23,1429.23,15853.39,13614.33,0\\r\\n13798,1412,41,Female,0,self_employed,569,2,3285,,2198.06,2198.06,2198.06,2179.01,0.61,0.61,0.61,0.61,2198.06,2198.06,0\\r\\n13799,2405,26,Male,0,student,1494,3,1007,70,1553.27,2981.92,1963.02,297.91,0.57,0.57,0.57,0.57,1651.81,2981.92,0\\r\\n13800,2147,25,Male,0,student,409,2,3,23,4710.52,4232.74,4397.09,4158.28,714.71,84.52,236.93,134.66,4649.07,4324.88,0\\r\\n13801,4773,70,Male,0,retired,1111,3,88,11,6364.75,7034.9,4208.3,4811.33,916.86,5.64,1077.1,326.53,3387.01,4692.88,0\\r\\n13802,540,29,Male,,salaried,1220,2,1994,,6024.1,6026.96,6027.49,6250.63,0.24,0.24,3.1,0.24,6024.4,6026.96,0\\r\\n13803,1827,49,Female,0,self_employed,15,3,1285,6,1740.82,2649.59,2616.71,1963.93,4948.94,667,5714.86,29.14,3323.19,2499.92,0\\r\\n13805,2278,90,Male,0,self_employed,1181,1,1471,0,1523.28,499.13,9764.42,5102.11,484.21,206.49,0.54,0.54,1018.35,417.21,1\\r\\n13806,549,31,Female,,self_employed,623,2,3817,61,6118.79,6133.39,6850.8,10791.68,0.11,0.11,14.71,282.75,6123.82,6197.44,0\\r\\n13807,2337,15,Female,0,student,623,3,1031,,1460.26,1317.41,1530.72,2993.42,0.21,0.21,0.21,357.36,1450.41,1561.64,0\\r\\n13808,1556,90,,,self_employed,100,2,2233,146,39205.36,39205.36,36970.57,25836.19,0.49,0.49,0.49,0.49,39205.36,37995.69,0\\r\\n13809,3334,62,Female,0,self_employed,14,1,149,12,3483.6,3209.49,4245.52,6789.01,1845.6,0.06,1571.49,1000.06,2776.11,2971.46,0\\r\\n13810,3824,62,Female,3,self_employed,1020,1,159,24,57018.59,56379.64,56630.58,56418.88,1157.21,1157.21,351.77,435.66,57114.11,56510.3,0\\r\\n13811,943,26,Male,0,student,953,3,470,0,154.5,172.85,2392.4,1174.39,2071.47,8228.61,1442.9,12871.47,259.14,5574.13,1\\r\\n13812,2632,38,Male,0,self_employed,623,3,1990,9,77.64,10909.24,9393.96,2400.81,16150.09,10892.94,38490.51,2703.61,18925.24,5527.04,1\\r\\n13813,1261,66,Male,0,retired,623,2,1472,17,24720.86,6327.36,14800.95,7821.75,16994.3,6755.29,0.29,14286,19582.84,11328.9,1\\r\\n13814,3416,54,Female,0,self_employed,904,3,412,26,1261.65,1507.99,1673.39,2892.04,56.47,17.76,3.15,92.57,1302.19,1589.3,0\\r\\n13815,527,62,Male,0,retired,1232,3,185,7,6599.96,0.41,3210.81,3300.92,6599.96,0.41,0.41,6544.44,1820.98,1267,1\\r\\n13816,2348,58,Female,0,self_employed,623,3,642,24,4715.11,1477.96,2543.99,1202.56,700.03,0.03,0.03,0.03,4175.36,1477.96,0\\r\\n13817,1540,43,Female,2,self_employed,,1,1292,9,1976.27,1865.79,2020.55,1890.83,896.79,271.97,786.3,523.91,2123.35,1957.7,0\\r\\n13818,2425,90,Male,0,self_employed,1096,1,1127,90,193.62,7350.77,5779.41,3930.72,0.36,0.36,28571.79,0.36,3395.59,7246.92,1\\r\\n13819,4239,45,Female,0,self_employed,1096,1,249,9,2148.5,1969.6,3058.61,11249.14,500.7,500.7,464.66,685.28,1874.41,2040.43,0\\r\\n13820,1920,34,Female,0,self_employed,1033,1,344,,6870.6,6570.6,6576.67,5709.98,0.41,0.41,0.41,0.41,6860.25,6570.6,0\\r\\n13821,1375,64,Male,0,retired,409,2,2072,61,8529.51,8529.51,8585.44,8564.25,0.59,0.59,0.59,286.3,8529.51,8594.02,0\\r\\n13823,1333,53,Male,0,self_employed,587,3,954,115,29416.77,29416.77,29416.77,23319.28,0.11,0.11,0.11,0.11,29416.77,29416.77,0\\r\\n13825,1098,36,Female,0,salaried,1020,1,80,11,3983.07,117.35,1607.05,259.9,5785.79,0.07,2634.36,1114.36,2556.35,302.76,0\\r\\n13826,1320,39,Male,0,self_employed,201,2,913,,10134.98,541.45,2298.82,129,0.44,0.44,1116.31,313.06,2523.45,480.95,0\\r\\n13828,3425,87,Male,0,retired,491,1,396,24,16930.87,18005.44,18388.14,20885.72,323.74,429.2,1382.24,1137.97,17811.74,18198,0\\r\\n13829,4504,49,Male,0,self_employed,1232,1,7,,610.75,610.75,8631.71,8337.8,0.06,0.06,0.06,14285.77,610.75,12592.32,1\\r\\n13830,2077,43,Male,2,self_employed,834,3,1925,123,547.16,1293.35,1621.38,4623.98,0.59,0.59,1263.21,1495.31,989.14,1671.86,1\\r\\n13831,4652,37,Female,0,self_employed,1096,3,27,278,2299.92,2299.92,2299.92,2286.06,0.49,0.49,0.49,0.49,2299.92,2299.92,0\\r\\n13832,1547,33,Male,2,self_employed,1589,2,1714,5,6286.85,7752.56,8270.29,9487.77,2857.76,2639.69,4323.47,3255.41,6495.13,8697.19,0\\r\\n13833,1215,72,Male,0,retired,1477,2,415,145,2441.36,2441.36,2441.36,3022.56,0.61,0.61,0.61,0.61,2441.36,2441.36,0\\r\\n13834,3192,43,Male,2,self_employed,334,3,24,12,437.58,1276.14,1971.32,3880.86,1057.73,1538.31,481.76,3041.63,357.12,3327.35,1\\r\\n13835,4041,55,Male,0,self_employed,620,2,351,125,3145.08,1847.73,3327.35,2055.1,0.41,0.41,388.59,473.7,3529.75,3705.13,0\\r\\n13836,1589,50,Female,0,salaried,195,3,639,58,3793.9,3793.9,5999,1704.47,0.36,7063.99,0.36,7057.5,3793.9,8207.59,1\\r\\n13837,5273,40,Male,0,self_employed,531,2,1266,6,4632.01,4975.92,5278.5,5788.37,1537.81,7206.84,1864.31,13893.56,4729.9,4717.99,0\\r\\n13838,1051,59,Female,0,self_employed,479,3,234,24,1706.56,1620.85,1661.15,1602.5,85.87,0.16,0.16,0.16,1694.74,1620.85,0\\r\\n13839,5143,40,Male,0,self_employed,649,3,54,24,7936.38,7436.38,7580.05,7185.83,500.21,0.21,0.21,0.21,7867.41,7436.38,0\\r\\n13840,5764,22,Male,0,self_employed,1020,2,541,94,4430.19,4344.47,4323.44,4355.1,0.26,0.26,85.97,243.11,4338.56,4282.43,0\\r\\n13841,1030,37,Female,0,self_employed,1020,2,52,,1813.37,1813.37,1813.37,2058.06,0.36,0.36,0.36,0.36,1813.37,1813.37,0\\r\\n13842,833,57,Male,0,salaried,1271,3,379,31,5748.46,5748.46,2642.68,1692.97,0.54,5000.54,0.54,0.54,5748.46,1232.33,0\\r\\n13843,1262,64,Male,0,salaried,834,2,105,45,8441.62,23091.01,34418.17,22252.08,0.07,1780.75,0.07,1635.31,11927.74,41685.68,0\\r\\n13844,3229,90,Male,0,retired,1096,1,134,9,20926.3,17891.6,19296.05,16340.95,7483.2,0.2,3700.2,2243.06,18117.85,18919.25,0\\r\\n13845,901,38,Female,0,self_employed,16,2,1836,6,10842.03,9856.32,9781.72,9289.91,1000.1,400.1,14.39,0.1,10187.35,9701.48,0\\r\\n13846,1663,62,Male,0,salaried,802,1,2322,332,41823.05,42539.23,42744.36,43417.38,0.01,0.01,0.01,0.01,42094.7,42884.85,0\\r\\n13847,2625,34,Female,0,self_employed,656,2,1263,,7928.77,7928.77,7928.77,7878.54,0.14,0.14,0.14,0.14,7928.77,7928.77,0\\r\\n13848,619,30,Female,0,salaried,146,2,76,6,4497.56,3919,3591.21,4946.47,772.19,509.83,193.63,193.63,3931.95,3543.19,0\\r\\n13849,809,4,Female,0,student,575,3,1098,,7946,7946,7946,7895.66,0.4,0.4,0.4,0.4,7946,7946,0\\r\\n13850,1616,48,Male,2,self_employed,1494,2,251,132,878.35,914.92,2835.79,8420.91,0.24,0.24,36.81,3505.16,882.13,3521.2,0\\r\\n13851,5177,64,Male,0,self_employed,1096,2,1343,5,5255.47,3083.78,11898.93,18619.07,2988.19,591.6,2791.04,18164.5,3747.13,9987.73,0\\r\\n13852,1101,57,Female,0,self_employed,531,3,433,75,3411,3639.57,4016.08,4892.9,0.69,0.69,229.26,743.54,3518.88,4024.82,0\\r\\n13854,329,34,Male,2,self_employed,1612,3,960,23,2278.06,4877.99,2320.76,3123.98,857.4,4021.69,3578.76,335.9,3001.94,2748.51,0\\r\\n13855,1817,32,Male,0,self_employed,334,2,688,25,2290.85,13990.36,11639.03,13909.48,1257.19,0.04,9952.56,0.04,6933.38,13990.36,1\\r\\n13856,196,46,Female,,self_employed,63,3,2839,20,1978.5,1970.5,1979.87,1784.71,22.9,0.61,0.61,0.61,1976.02,1974.65,1\\r\\n13857,1473,47,Male,0,self_employed,917,2,1909,38,175.66,218.52,8722,24767.56,0.03,13642.89,28.6,28214.31,193.89,10166.45,1\\r\\n13858,2240,52,Female,0,self_employed,1020,3,410,14,2352.77,2869.37,2809.13,732.28,314.7,0.41,821.05,65.54,2466.81,2929.8,1\\r\\n13859,6601,44,Male,0,self_employed,1096,1,91,80,3414.31,1440.81,3752.7,2924.48,0.24,0.24,10.39,11442.53,3244.41,1398.43,0\\r\\n13860,1813,38,Female,0,self_employed,1020,2,182,23,13740.52,13097.67,13480.4,12397.38,643.2,0.34,0.34,0.34,13629.69,13097.67,0\\r\\n13861,561,43,Male,,salaried,466,3,2908,140,1428.94,1428.94,1428.94,1521.7,0.37,0.37,0.37,0.37,1428.94,1428.94,1\\r\\n13862,3294,64,Female,0,self_employed,1020,2,1,,5679.94,6466.77,4538.65,3417.33,0.39,0.39,0.39,0.39,6110.9,4298.17,0\\r\\n13863,1174,20,Male,0,student,1621,2,4011,3,4840.43,2193.8,2409.61,7157.98,2857.39,0.24,185.94,351.64,2440.22,2244.73,0\\r\\n13864,2399,35,Male,0,self_employed,834,2,8,167,11689.96,11687.37,11707.45,11245.65,0.54,0.54,0.54,0.54,11688,11683.83,0\\r\\n13865,531,60,Female,,self_employed,146,2,157,24,74945.69,88223.7,92639.98,33973.49,125.54,0.7,13143.56,8798.96,82028.57,93038.77,0\\r\\n13866,3065,59,Male,0,self_employed,1020,1,60,35,3087.83,9359.99,6079.76,15814.81,0.03,6428.6,6272.19,714.31,6744.47,7335.26,0\\r\\n13867,5260,50,Female,0,self_employed,1135,2,117,8,1544.46,1397.05,1453.69,1378.42,147.43,0.01,0.01,49.14,1442.8,1439.84,0\\r\\n13868,861,50,Male,0,self_employed,34,3,380,4,6113.47,5701.25,5286.82,5370.46,1182.05,1529.9,817.38,1453.08,5408.03,5417.79,0\\r\\n13869,2452,32,Male,0,salaried,834,3,4481,276,1688.09,1689.73,1749.81,1879.51,0.16,0.16,0.16,133.36,1689.5,1736.99,0\\r\\n13870,4452,36,Female,0,self_employed,1258,2,152,75,1510.87,1525.16,1725.15,1814.89,0.11,0.11,0.11,309.64,1523.19,1806.27,0\\r\\n13871,4487,73,Female,0,self_employed,1020,2,239,21,3193.31,3293.72,3000.93,4392.62,335.76,0.04,760.04,602.3,2956.65,3694.01,0\\r\\n13872,1028,90,,0,self_employed,482,2,2278,0,19631.56,21310.37,18364.63,13942.2,13403.41,7024.66,0.39,0.39,17672.87,18637.43,0\\r\\n13873,1888,33,Male,1,salaried,231,3,1436,0,2321.38,2460.38,2544.04,1491.78,112.63,0.7,180.2,128.66,2296.96,2542.82,1\\r\\n13874,559,34,Female,,self_employed,306,3,2007,202,19539.6,19539.6,19539.6,19448.83,0.03,0.03,0.03,0.03,19539.6,19539.6,0\\r\\n13875,2153,28,Male,0,salaried,146,3,1232,5,2957.59,2100.45,2205.86,552.43,1428.59,500.01,714.3,857.16,2238.38,2466.81,0\\r\\n13876,1756,37,Female,0,self_employed,1096,2,2035,,3622.55,3622.55,3622.55,3599.59,0.29,0.29,0.29,0.29,3622.55,3622.55,0\\r\\n13877,2224,52,Male,2,self_employed,996,2,1308,13,2413.54,2494.77,3073.02,3648.14,22000.26,0.26,580.26,580.26,3315.12,2628.04,1\\r\\n13878,1085,43,Male,0,self_employed,1020,2,990,292,3757.34,3800.2,3814.34,3432.97,0.17,0.17,0.17,0.17,3772.12,3814.02,1\\r\\n13879,1423,36,Male,3,self_employed,1020,3,538,4,9466.42,35967.23,31190.22,5884.03,15714.94,0.66,98572.09,0.66,22459.28,35967.23,1\\r\\n13880,2823,90,,,self_employed,1020,2,12,49,819.44,467.31,1452.58,377.03,0.26,932.69,8000.26,4143.11,1949.84,588.38,1\\r\\n13881,3198,33,Male,1,salaried,1020,3,165,325,7202.12,5580.22,4364.83,4611.24,0.51,0.51,1566.69,1360.39,6023.02,5321.04,0\\r\\n13882,2414,31,Male,2,salaried,1258,3,3656,14,1739.07,1683.23,1974.54,4068.63,1433.17,428.93,1143.21,2376.35,1603.89,1714.61,0\\r\\n13883,825,36,Male,0,salaried,1525,2,1265,84,12596.1,12752.43,12489.06,8731.93,0.34,0.34,158.49,53.37,12690.78,12782.58,0\\r\\n13884,1026,24,Female,0,student,1415,2,548,175,7109.8,7109.8,7109.8,6977.37,0.06,0.06,0.06,0.06,7109.8,7109.8,0\\r\\n13885,1983,60,Female,0,salaried,247,3,792,28,624.17,1907.24,6232.96,4041.15,8571.93,3657.64,9814.79,7157.64,9392.06,4288.66,1\\r\\n13886,1472,61,Male,0,retired,572,3,2477,35,2038.28,2897.3,2594.77,2129.37,0.66,286.37,143.51,0.66,2497.57,2676.11,0\\r\\n13887,2368,75,Male,0,salaried,363,3,2231,0,3422.15,3420.33,3139.74,3358.14,3.29,0.49,0.49,143.34,3421.34,3586.27,0\\r\\n13889,1369,5,Male,0,student,799,3,2487,,3571.81,3571.81,3571.81,2971.54,0.37,0.37,0.37,0.37,3571.81,3571.81,0\\r\\n13890,5184,60,Female,0,self_employed,834,2,28,4,1609.79,2997.54,2676.58,1754.05,686.03,0.31,2143.17,0.31,2769.5,2978.74,0\\r\\n13891,4178,73,Male,0,self_employed,1020,1,240,167,34535.76,26378.15,33338.25,61071.82,0.61,0.61,6972.91,9602.67,30788.54,30842.2,1\\r\\n13892,2501,46,Female,0,self_employed,61,2,476,97,5115.04,5115.04,5115.04,1149.78,0.57,0.57,0.57,0.57,5115.04,5115.04,0\\r\\n13893,2732,71,Male,0,retired,1527,2,146,,2151.76,2230.52,2214.23,2222.23,0.19,0.19,78.94,0.19,2181.64,2230.52,0\\r\\n13894,1934,57,Male,0,salaried,1194,2,952,,3233.98,3207.65,3197,3101.37,0.33,0.33,0.33,0.33,3220.36,3197.13,0\\r\\n13895,2903,55,Female,0,self_employed,1534,2,63,11,23415.56,22919.79,22416.17,22092.02,1764285.97,71428.83,1764285.97,71428.83,23278.8,22617.63,0\\r\\n13896,2023,33,Male,0,salaried,1621,3,1243,13,2132.85,3099.53,3178.42,85.79,143.01,0.16,395.41,483.6,2612.05,4441.48,1\\r\\n13897,819,58,Female,2,salaried,363,2,269,27,213.4,10096.83,7949.79,9205.15,2392.3,1.36,11477.57,561.77,3444.39,10392.68,0\\r\\n13898,1135,25,Female,0,self_employed,526,2,421,4,3094.22,2379.94,2552.35,3452.75,3571.99,0.56,2857.7,0.56,2897.18,2379.94,0\\r\\n13899,3000,42,Female,0,salaried,623,1,521,179,12003.83,14337.31,15807.28,15802.74,0.53,0.53,2857.67,3015.11,13621.36,16695.6,0\\r\\n13900,5908,71,Male,1,retired,623,2,21,77,6281.75,4376.03,4770.63,2498.27,0.69,0.69,0.69,453.54,6694.44,4473.15,0\\r\\n13901,1448,52,Female,0,self_employed,409,2,1386,62,2028.97,2028.97,3827.12,21815.46,0.54,0.54,0.54,514.83,2028.97,2310.99,0\\r\\n13902,6841,46,Male,0,self_employed,1232,3,103,,4337.45,4337.45,4337.45,4309.97,0.49,0.49,0.49,0.49,4337.45,4337.45,0\\r\\n13904,5060,73,Male,0,retired,1020,2,86,62,3080.18,3637.57,3050.25,1902.04,0.56,0.56,557.94,0.56,3233.95,3284.62,0\\r\\n13905,2633,26,Female,0,student,1232,1,7,25,2460.13,3575.92,3265.2,2469.19,1428.83,2143.11,1830.33,1933.55,2716.7,3701.42,0\\r\\n13906,1226,43,Female,0,salaried,848,3,2510,61,7811.29,7811.29,5644.62,733.24,0.01,0.01,0.01,0.01,7811.29,7811.29,1\\r\\n13907,275,73,Male,,retired,67,2,705,144,6047.82,3904.97,4599.47,3793.68,0.03,0.03,0.03,0.03,5973.93,3904.97,0\\r\\n13908,1097,33,Female,0,salaried,834,1,469,27,11044.82,10974.36,10716.71,8895.72,126.2,529.03,43.14,43.14,11055.7,10875.7,0\\r\\n13909,1991,78,Male,0,retired,1096,2,27,5,12286.59,11870.54,12185.31,13919.88,462.25,434.69,0.3,714.59,12210.79,12026.8,0\\r\\n13910,2058,24,Male,0,student,834,2,1130,4,9995.87,14350.61,12959.9,12030.32,443.2,586.06,4797.77,271.77,12262.95,13551.84,1\\r\\n13911,2880,36,Female,0,self_employed,213,2,765,278,3122.98,3122.98,3123.51,3097.84,0.7,0.7,0.7,0.7,3122.98,3123.16,0\\r\\n13912,5081,46,Female,0,self_employed,1020,2,143,21,6121.74,6894.98,6587.16,6163.56,1072.07,2143.5,1794.46,0.64,6367.35,6949.96,0\\r\\n13913,1903,30,Female,1,salaried,,3,1640,0,13.83,6.96,1814.86,813.69,325.96,325.96,319.09,411.57,4.6,33,1\\r\\n13914,1205,38,Female,0,self_employed,1294,3,2063,0,5056.46,4885.03,4876.02,4558.13,171.9,229.04,0.47,0.47,4958.93,4811.3,0\\r\\n13915,1254,48,Male,0,self_employed,146,1,3780,7,6266.59,11849.49,11722.5,10827.17,2286.6,2285.74,7869.5,2930.86,8552.74,12927.24,0\\r\\n13916,4503,47,Male,2,self_employed,1096,1,134,12,18600.1,26.26,3683.91,2360.65,106827.35,0.67,32714.96,536.39,10577.28,74.48,0\\r\\n13917,724,28,Male,0,salaried,494,3,604,47,1452.3,1495.16,1604.58,1946.32,0.4,500.4,86.11,728.97,1458.21,1618.2,0\\r\\n13918,1841,57,Male,2,self_employed,1020,2,19,60,584.85,1149.52,1913.24,1426,0.1,0.1,564.77,1428.67,1013.22,1981.39,0\\r\\n13920,5106,50,Male,2,self_employed,531,2,153,69,4040.93,4112.36,4121.71,4255.04,0.57,0.57,0.57,0.57,4050.78,4121.58,0\\r\\n13921,3395,58,Female,0,self_employed,409,2,481,0,21666.81,20369.67,19176.66,8199.99,1423.73,352.3,0.06,90.06,21139.67,20216.66,0\\r\\n13922,3600,62,Male,2,salaried,1096,2,484,0,4408.07,3679.5,3339.04,2320.3,786.17,429.03,0.46,0.46,3741.57,3335.21,0\\r\\n13923,270,32,Female,,self_employed,623,3,1639,32,0.06,2953.69,3781.19,2835.86,0.06,10881,9401.03,10392.91,5527.7,4834.96,1\\r\\n13924,911,26,Female,0,salaried,1354,3,1966,58,4375.44,4375.44,4191.1,1807.73,0.53,4286.24,0.53,0.53,4375.44,3960.69,1\\r\\n13925,324,60,Female,0,self_employed,658,3,735,186,1725.4,1739.68,1763.9,1891.91,0.47,0.47,0.47,0.47,1729.83,1743.83,0\\r\\n13926,2459,21,Male,0,student,1096,1,92,,3033.08,3033.08,3033.08,7368.81,0.5,0.5,0.5,0.5,3033.08,3033.08,0\\r\\n13927,2740,37,Male,0,self_employed,409,2,503,14,10380.5,11300.51,12017.24,12790.44,0.86,0.41,1730.42,1525.84,10684.01,12571.79,0\\r\\n13928,1649,34,Male,0,salaried,334,2,1864,19,28349.6,44921.92,42352.84,30536.22,2013.51,4807.49,26926.84,757.53,46791.17,42925.23,0\\r\\n13929,4869,68,Male,1,salaried,,3,205,18,2530.4,9257.09,6548.38,5488.47,1159.87,1288.89,7772.67,786.3,3763.71,9026.46,1\\r\\n13930,486,46,Female,0,self_employed,1589,3,384,114,1511.28,1700.05,1796.34,1824.8,0.24,0.24,185.15,208.04,1578.41,1821.81,0\\r\\n13931,6012,60,Female,1,self_employed,15,3,49,6,508.35,983.97,1618.02,3018.17,23.59,26.86,714.79,1672.64,1006.04,1577.67,0\\r\\n13932,851,34,Male,0,self_employed,834,2,219,20,504.57,7830.35,1858.19,595.37,340.29,7836.4,7394.77,0.1,1253.08,2941.62,1\\r\\n13933,4344,41,Male,0,self_employed,500,3,301,174,1221.17,1792.6,1713.78,1781.8,0.67,0.67,572.1,0.67,1556.15,1792.6,0\\r\\n13934,6130,67,Male,0,retired,409,3,1350,21,2532.95,2490.1,3061.79,5213.28,214.94,214.94,143.51,1429.23,2512.76,2934.33,0\\r\\n13935,831,47,Male,0,salaried,1598,3,2028,19,5560.18,3703.03,3664.84,1882.82,2142.89,2143.2,285.74,1177.59,4988.75,3117.47,0\\r\\n13936,2606,52,Female,0,self_employed,1084,2,1028,21,7410.95,8127.07,4564.26,2487.56,142.09,7692.89,7651.06,782.78,7687.41,4725.1,0\\r\\n13937,3323,17,Female,0,student,531,1,153,160,2834.14,2834.14,2834.14,2686.29,0.06,0.06,0.06,0.06,2834.14,2834.14,0\\r\\n13938,199,37,Male,1,salaried,1084,3,4360,6,17048.04,16711.54,18129.07,47613.31,13.49,0.4,717.27,443.81,17071.37,17804.06,0\\r\\n13939,1710,8,Female,0,student,1020,1,19,31,16205.12,31847.98,26073.51,28298.98,0.37,7293.26,14286.09,643.23,24200.19,26438.11,0\\r\\n13940,193,39,Male,0,self_employed,1522,2,754,28,17495.38,16851.87,11743.36,2562.55,230.33,13922.04,0.61,72.04,17502.28,14590.12,0\\r\\n13941,3166,75,Male,0,self_employed,409,2,587,54,5105.17,5105.17,4812.84,4335.79,0.09,734.86,0.09,0.09,5105.17,4962.96,0\\r\\n13942,3094,58,Male,2,self_employed,621,2,531,,8001.97,7988.71,7986.65,8730.45,0.2,0.2,0.2,0.2,8004.86,7986.63,0\\r\\n13943,1497,54,Male,0,self_employed,496,2,2661,356,1434.28,1434.28,1434.28,1453.26,0.47,0.47,0.47,0.47,1434.28,1434.28,0\\r\\n13944,1346,47,Male,0,self_employed,893,2,2369,73,2157.92,2787.04,2486.6,2464,0.16,0.16,914.99,714.44,2351.18,3137.27,0\\r\\n13946,773,33,Female,,salaried,,3,2975,273,2029.35,2029.35,2029.35,8419.82,0.64,0.64,0.64,0.64,2029.35,2029.35,0\\r\\n13947,6167,40,Female,0,salaried,1020,3,5,5,2841.22,4368.28,1856.24,6872.91,5392.06,3914.47,4804.72,5237.31,1799.35,2538.67,0\\r\\n13948,1979,80,Female,0,self_employed,617,2,1362,237,5698.97,6413.26,6176.96,5627.44,0.01,0.01,110000.01,0.01,6585.67,6281.14,0\\r\\n13949,2089,34,Male,0,self_employed,1020,3,1201,,1692.82,1666.54,1661.28,804.91,0.03,0.03,0.03,0.03,1677.42,1666.54,0\\r\\n13950,3315,72,Female,0,self_employed,1643,1,210,227,3174.19,3174.19,3174.19,3156.75,0.1,0.1,0.1,0.1,3174.19,3174.19,0\\r\\n13951,3384,72,Male,0,retired,1155,2,1213,164,754.95,1439.61,1832,4961.64,0.47,0.47,500.47,543.61,1109.02,1807.46,0\\r\\n13952,2157,34,Male,0,self_employed,879,3,1906,41,8532.02,8860.59,6092.18,2474.82,0.37,6603.05,657.51,1000.37,8690.15,6760.53,0\\r\\n13953,300,30,Male,,self_employed,965,3,370,77,2519.76,2519.76,2419.91,227.35,0.41,0.41,0.41,0.41,2519.76,2519.76,0\\r\\n13954,4617,43,Female,0,self_employed,1020,1,542,140,39410.63,41585.98,41378.29,32669.88,0.5,0.5,2286.21,194.21,40558.9,41603.22,0\\r\\n13955,1671,19,Male,0,student,1232,2,104,139,1873.44,2152.35,2131.62,5715.33,0.57,0.57,279.47,72,2011.84,2154.65,0\\r\\n13956,1513,56,Female,0,self_employed,232,2,350,,173.38,2744.48,2646.7,3524.58,0.03,0.03,1156.84,0.03,1858.37,2744.48,1\\r\\n13957,397,67,Female,,retired,979,3,2593,,2494.3,2494.3,2494.3,2478.5,0.7,0.7,0.7,0.7,2494.3,2494.3,0\\r\\n13958,682,31,Male,0,self_employed,621,3,1921,3,5238.76,4551.22,4083.79,2631.4,686.29,686.29,0.57,657.71,4646.31,4052.71,0\\r\\n13959,559,33,Female,0,salaried,1426,3,2638,4,5325.19,15267.24,5253.82,7138.67,2252.44,29582.38,13395.3,61771.91,11521.98,2258.97,1\\r\\n13960,934,59,Male,0,self_employed,334,2,1866,11,2263.4,2367.72,2706.22,3745.31,595.44,27.33,1187.67,815.38,2424.56,2846.37,0\\r\\n13961,1107,49,Male,2,salaried,575,3,622,28,11130.49,11978.84,12162.05,14392.17,1349.64,1265.4,1055.13,1077.33,12271.72,12239.68,0\\r\\n13962,4420,64,Male,0,retired,531,2,92,13,7757.31,7803.34,8218.05,6672.53,272.9,272.9,314.02,1370.44,7744.31,7997.74,0\\r\\n13963,1914,56,Male,0,self_employed,577,2,1415,278,12110.1,13552.96,13088.59,13835.24,0.06,0.06,1442.91,0.06,12159.85,13552.96,0\\r\\n13964,6482,90,Male,0,self_employed,1096,1,92,56,20441.69,20396.41,20325.22,14262.79,0.09,1429.57,0.09,1426.26,20405.86,20379.66,0\\r\\n13965,269,39,Male,3,salaried,623,3,4111,17,5323.5,856.26,7346.01,4522.43,10157.37,2571.66,4668.45,9970.75,5249.45,3855.6,1\\r\\n13966,1264,34,Male,0,self_employed,696,2,753,118,6747.44,6747.44,7225.9,7377.34,0.39,0.39,0.39,1133.19,6747.44,7064.31,0\\r\\n13967,2174,39,Female,0,salaried,363,3,31,194,5995.48,6019.14,6016.42,6020.1,0.34,0.34,24,0.34,6010.98,6019.14,0\\r\\n13968,2721,55,Male,0,self_employed,1096,3,586,20,4014.94,3720.86,4007.17,3854.38,292.34,309.26,0.49,0.49,3932.82,3652.02,0\\r\\n13969,4708,72,Female,0,self_employed,1020,3,143,28,6096.43,4959.58,5228.01,3922.72,1219.24,0.39,84.21,74.94,6103.43,5051.42,0\\r\\n13970,1501,60,Male,0,self_employed,146,3,1751,35,7151.05,116.77,2015.44,3396.17,0.6,72.03,152.03,1400.6,4704.94,210.32,0\\r\\n13972,3222,54,Female,1,self_employed,653,2,706,,23104.14,23104.14,23104.14,23087.43,0.49,0.49,0.49,0.49,23104.14,23104.14,0\\r\\n13973,241,36,Male,,self_employed,486,2,232,23,6521.79,4499.36,4661.45,1663.19,1226.34,0.41,0.41,0.41,5951.22,4499.36,0\\r\\n13974,2438,67,Male,0,retired,15,3,1337,27,2261.19,2386.55,1860.58,479.37,143.51,1493.51,192.04,7.8,2338.35,2315.12,0\\r\\n13975,763,44,Female,,self_employed,1096,2,609,19,4659.32,4816.89,4835.85,4939.88,206.29,206.29,357.71,327.07,4770.01,4802.98,0\\r\\n13976,4065,42,Male,0,salaried,1096,3,2902,5,3608.36,2867.16,2106.39,2590.16,1714.3,1566.94,1142.87,121.03,2561.97,1922.39,0\\r\\n13977,812,48,Male,0,self_employed,531,2,4177,95,2157.14,2084.37,3911.48,2688.68,0.39,0.39,61.76,1867.07,2199.41,2658.57,0\\r\\n13978,3019,35,Male,0,salaried,905,2,259,14,27321.05,27758.84,26682.72,24522.04,1071.86,1071.86,1509.64,0.43,27108.02,27067.6,0\\r\\n13979,3002,34,Female,0,self_employed,1232,3,825,6,2499.02,0.39,1873.2,823.3,3228.94,0.37,1516.03,336.24,1626.62,777.85,0\\r\\n13980,1551,40,Male,2,salaried,146,2,1048,69,1893.33,2747.95,1977.88,2145.93,0.37,0.37,2416.74,1097.92,1776.76,2896.64,0\\r\\n13981,6830,90,Female,0,self_employed,15,3,6,17,944.59,629.53,2297.91,1233.34,411.86,411.86,96.8,2162.51,786.77,2486.9,1\\r\\n13982,1435,51,Male,0,salaried,456,2,1071,87,2672.53,2788.01,2887.32,2869.44,0.21,0.21,0.21,0.21,2704.47,2877.98,0\\r\\n13983,2735,40,Female,0,self_employed,1589,2,33,49,6833.92,7143.71,6367.54,7517.22,0.37,713.94,1081.59,61.26,6637.61,6778.61,0\\r\\n13985,3476,43,Female,0,self_employed,1020,1,2,202,17587.83,17734.16,17916.05,18101.19,0.59,0.59,146.91,403.01,17659.22,17969.18,0\\r\\n13986,2312,51,Male,0,self_employed,409,3,614,17,2849.29,3437.29,2842.86,1612.99,142.87,2142.87,838.01,519.07,3061.81,2876.62,0\\r\\n13987,3220,62,Female,0,self_employed,1096,2,273,74,3638.35,3638.35,3656.19,3924.48,0.2,0.2,0.2,0.2,3638.35,3638.35,0\\r\\n13988,1265,50,Female,2,self_employed,61,2,2759,58,44335.97,45157.28,45001.28,37237.76,0.26,314.54,272.06,792.45,44542.37,45242.41,0\\r\\n13989,1239,33,Male,0,self_employed,1224,2,1915,99,3593.74,3426.74,3458.88,3461.57,0.3,0.3,12.81,0.3,3492.3,3435.03,0\\r\\n13990,2480,58,Female,0,self_employed,1084,2,258,117,3825.4,3539.69,3405.87,2673.62,0.49,0.49,0.49,0.49,3717.03,3429.16,1\\r\\n13991,474,34,Female,0,self_employed,1085,3,1694,24,25435.65,220.17,11736.34,2027.69,55714.86,0.57,30499.37,0.57,34001.58,220.17,1\\r\\n13992,4042,62,Male,0,self_employed,1031,2,381,38,18771.23,18782.64,16820.33,10998.69,0.5,3124.36,0.5,0.5,18781.85,16374.1,0\\r\\n13993,1956,54,Female,0,self_employed,980,3,1462,77,743.34,1731.77,1828.17,286.94,0.3,0.3,1000.14,1003.86,896.88,2621.74,0\\r\\n13994,3296,21,Female,0,student,7,2,216,,4869.48,4869.48,4869.48,5038.27,0.47,0.47,0.47,0.47,4869.48,4869.48,0\\r\\n13995,1859,57,Male,0,salaried,1020,2,322,0,16250.92,11373.88,9776.5,6676.48,7089.31,7266.8,2207.36,3823.23,10325.69,6056.47,0\\r\\n13996,997,73,Female,0,self_employed,1096,3,1673,30,406.13,577.19,4198.06,3242.02,0.24,4353.33,173.53,10971.67,454.23,7535.42,1\\r\\n13997,1308,26,Male,0,self_employed,1204,3,2543,49,4005.86,4597.12,4553.7,3639.43,0.61,132.76,1149.01,407.02,4666.55,4655.36,0\\r\\n13998,2692,27,Male,0,student,1232,2,837,45,3673.01,3673.01,2769.44,1782.46,0.47,1929.04,0.47,71.9,3673.01,2843.51,0\\r\\n13999,2403,64,Female,0,self_employed,257,2,863,35,84.1,84.1,9882.29,8512.06,0.29,10091.15,0.29,23000.29,84.1,12998.06,1\\r\\n14000,392,39,Female,,salaried,146,2,1036,327,1087.04,2612.76,2134.69,2671.22,0.43,0.43,1526.14,0.43,1173.15,2612.76,0\\r\\n14001,197,32,Female,,salaried,649,3,3468,24,2860.94,8446.66,6723.13,2292.52,128.86,0.29,5714.57,86.93,3631.39,8488.58,1\\r\\n14002,9364,90,Male,0,self_employed,,2,1502,4,4742.44,5193.2,5210.12,7804.54,3.6,0.07,454.36,199,4880.63,5205.54,0\\r\\n14003,1517,66,Female,0,self_employed,1495,2,1344,188,31156.49,31156.49,31156.49,31042.67,0.49,0.49,0.49,0.49,31156.49,31156.49,0\\r\\n14004,2841,58,Male,1,self_employed,1316,3,725,12,2093,2677.81,2967.86,1697.12,1000.03,5000.03,815.33,4447.9,1862.98,5208.63,0\\r\\n14005,1701,37,Female,0,salaried,1084,3,1102,,2291.69,5134.54,4514.84,5105.13,0.03,0.03,2857.17,0.03,3275.43,5134.54,1\\r\\n14006,507,34,Male,0,salaried,1020,3,411,0,1074.8,940.31,1741.2,1034.06,457.27,1037.33,10754.5,776.14,3607.38,1007.13,0\\r\\n14007,4078,49,Male,2,salaried,834,1,382,31,2635.57,4611.47,1840.85,1560.48,0.3,3774.02,1976.2,17.44,3113.11,1296.31,0\\r\\n14008,2200,32,Female,0,salaried,1020,2,667,2,5193.29,5013.49,3656.93,4908.53,1723.44,2056.61,0.19,0.19,4171.44,3686.36,0\\r\\n14009,904,79,Female,0,self_employed,409,2,1317,28,3194.52,3415.8,4626.04,5924.01,529.03,1100.46,718.1,2094.68,3451.9,4137.11,0\\r\\n14010,887,90,,,self_employed,1437,2,1063,,67041.4,69725.16,38393.78,78138.44,0.1,0.1,2683.86,16712.94,67411.57,18556.64,0\\r\\n14012,604,32,Female,,self_employed,623,2,1640,55,661.42,661.42,2293.53,1533.83,0.56,2857.7,0.56,7143.41,661.42,1272.02,0\\r\\n14013,959,38,Female,0,self_employed,623,2,418,249,9215.59,9214.87,9245.7,9420.83,0.61,0.61,29.19,0.61,9215.19,9214.87,0\\r\\n14014,758,27,Male,0,self_employed,236,2,479,2,373,873.05,2678.18,1337.43,1143.16,0.3,2314.59,4500.3,320.79,2922.63,1\\r\\n14015,2359,41,Male,0,self_employed,1621,2,417,0,108942.75,109780.6,110268.88,105328.35,36.46,7760.61,1038.83,1536.23,109346.86,109995.99,0\\r\\n14016,2630,22,Male,0,student,1348,1,178,5,14527.84,6527.84,11987.78,83.64,14285.93,11428.79,6285.93,0.21,4715.04,14435.68,1\\r\\n14017,3457,29,Female,0,student,1020,2,1027,10,9828.6,2365.37,3569.42,3510.41,16284.5,0.04,8291.47,0.04,6171.36,2365.63,1\\r\\n14018,724,26,Male,0,salaried,1020,2,490,14,1263.83,893.18,1555.11,1236.82,511.9,7386.06,174.46,10951.66,1129.44,1744.61,0\\r\\n14020,354,43,Male,,self_employed,943,2,743,20,896.55,1140.83,1509.4,5174.12,0.74,0.74,394.86,893.43,1022.18,1360.39,1\\r\\n14021,1628,27,Female,0,student,409,3,193,94,1428.76,1428.76,1428.76,1486.43,0.19,0.19,0.19,0.19,1428.76,1428.76,0\\r\\n14022,3318,35,Male,0,salaried,834,2,14,9,1517.66,1470.28,1460.16,1679.62,34.13,0.66,0.66,7.8,1485.35,1453.52,0\\r\\n14023,1368,4,Female,0,student,409,2,396,,2899.46,2899.46,2861.83,2396.48,0.37,0.37,0.37,0.37,2899.46,2899.46,0\\r\\n14024,4608,49,Female,0,self_employed,575,2,1202,333,444.56,366.49,2259.06,5055.02,0.27,0.27,0.27,0.27,401.49,268.75,1\\r\\n14025,2888,35,Male,1,salaried,623,3,621,1,5206.07,2600.31,2000.05,1890.45,1546.17,5415.29,1216.75,8731.63,1813.96,1716.75,0\\r\\n14026,526,60,Male,0,self_employed,11,1,3750,,16395.73,16395.73,16425.61,16642.84,0.04,0.04,0.04,28.61,16395.73,16405.87,0\\r\\n14027,863,39,Male,0,self_employed,1154,3,3427,45,13315.72,13315.72,12979.31,5518.99,0.06,2142.91,0.06,1428.63,13315.72,12808.8,1\\r\\n14028,1234,44,Male,0,self_employed,146,2,53,4,2348.49,2164.8,1967.61,2334.49,1858.59,2135.8,5761.03,6999.3,1434.11,2035.35,0\\r\\n14029,1377,30,Female,0,salaried,409,3,485,58,1504.69,1504.69,1519.89,1518.77,0.67,36.39,0.67,57.81,1504.69,1528.88,0\\r\\n14030,1777,45,Female,0,self_employed,1020,2,60,3,1826.23,687.97,2072.29,612.6,4943.49,0.63,76503.96,1786.34,2780.26,785.3,0\\r\\n14031,1359,90,,0,self_employed,1020,3,118,258,3438.6,3438.6,3438.6,3416.27,0.36,0.36,0.36,0.36,3438.6,3438.6,0\\r\\n14032,2174,44,Male,0,salaried,218,3,963,18,2294.82,2067.51,2748.88,3973.76,1472.21,1225.71,1244.82,1754.32,2605.8,3113.68,0\\r\\n14033,3081,37,Female,1,salaried,1020,1,79,17,3471.69,1937.52,3087.81,4976.49,572.1,15.59,824.71,3121.55,3324.82,2523.43,0\\r\\n14034,412,29,Male,,self_employed,774,2,732,335,5765.92,5765.92,5782.97,6337.96,0.7,0.7,0.7,43.56,5765.92,5774.22,0\\r\\n14035,2388,43,Female,0,salaried,914,3,123,,2444.02,1801.16,1870.53,972.93,0.39,0.39,0.39,0.39,2133.68,1801.16,0\\r\\n14037,1483,72,Male,1,self_employed,409,3,932,,1532.94,1532.94,1532.94,1526.8,0.13,0.13,0.13,0.13,1532.94,1532.94,0\\r\\n14038,1919,67,Male,0,self_employed,11,2,1461,144,7130.2,7130.2,7130.2,7082.81,0.47,0.47,0.47,0.47,7130.2,7130.2,0\\r\\n14039,1171,90,Male,0,retired,1020,2,321,38,9553.94,9553.94,9375.81,9176.87,0.69,637.83,0.69,0.69,9553.94,9338.13,0\\r\\n14040,1786,33,Female,0,salaried,563,3,1098,28,4847.5,5109.74,2974.23,695.79,1072.13,0.7,4095.19,3374.63,5610.97,2721.79,0\\r\\n14041,1949,51,Female,0,self_employed,146,2,1298,7,760.78,5810.51,1659.68,2437.36,949.67,5363.1,7417.5,2404.34,977.18,2437.07,1\\r\\n14042,786,48,Male,0,salaried,1020,2,114,,3105.37,3110.27,3110.05,3090.57,0.2,0.2,0.2,0.2,3109.6,3110.27,0\\r\\n14043,2945,45,Female,0,self_employed,1096,2,129,236,1757.15,1757.15,1757.15,1709.75,0.3,0.3,0.3,0.3,1757.15,1757.15,0\\r\\n14044,1448,52,Male,2,self_employed,640,1,2919,3,5343.81,7669.69,6514.53,10406.78,2857.34,600.2,5183.23,620.13,4135.06,7626.18,1\\r\\n14045,2603,53,Male,0,salaried,489,2,862,28,16260.77,13730.44,13025.68,7930.02,2530.73,3049.46,0.4,0.4,16260.77,12255.09,0\\r\\n14046,1478,14,Male,0,student,409,2,1261,14,4820.27,4105.99,4229.14,3804.4,714.3,0.01,0.01,0.01,4475.44,4105.99,0\\r\\n14048,726,50,Male,2,self_employed,665,2,177,23,1067.02,733.69,1585.18,2158.24,333.88,0.54,0.54,1633.61,1009.55,1379.23,0\\r\\n14049,4524,33,Male,0,salaried,1020,2,19,0,6790.76,5067.54,4779.95,5645.84,2450.07,1111.46,775.56,177.61,5607.11,4589.61,0\\r\\n14050,1073,45,Male,1,self_employed,,2,2218,4,478.97,1970.71,1460.07,1959.9,643.4,429.11,2143.4,0.54,1158.85,1683.05,1\\r\\n14051,572,64,Female,0,self_employed,243,3,122,160,2860.48,2870.29,2872.59,2489.88,0.2,0.2,10.01,10,2864.54,2873.14,0\\r\\n14053,2259,38,Female,3,salaried,1589,3,1711,14,1747.96,9794.08,9124.59,3033.78,60261.1,571.5,68878.64,23.36,8654.13,9438.93,1\\r\\n14054,3080,58,Male,0,self_employed,630,2,1240,244,2985.54,2733.73,2504.32,1719.38,0.39,0.39,0.39,0.39,2768.46,2498.16,0\\r\\n14055,3257,50,Male,0,salaried,176,3,800,5,11126.3,10049.95,4310.81,2024.66,5571.9,0.47,12208.71,301.13,6472.23,3879.76,1\\r\\n14056,440,58,Female,2,salaried,1232,1,148,14,10819.27,10819.27,10860.58,13355.91,714.86,0.57,714.86,0.57,10883.31,10819.27,0\\r\\n14057,686,68,Male,0,retired,1020,1,145,,1583.56,1583.56,1583.56,1573.53,0.27,0.27,0.27,0.27,1583.56,1583.56,0\\r\\n14058,3231,51,Male,0,self_employed,1076,3,793,336,3095.36,3404.72,3497.7,4394.05,0.49,0.49,0.49,0.49,3191.01,3502.38,0\\r\\n14059,2022,25,Male,0,student,1096,3,247,23,3500.49,3143.35,3247.25,3203.58,357.46,71.74,0.31,0.31,3438.91,3143.35,0\\r\\n14060,2285,81,Female,0,retired,745,3,127,144,2548.9,1620.32,2163.32,1834.08,0.4,0.4,428.97,695.43,2307.52,1911.19,0\\r\\n14061,538,39,Male,,self_employed,,3,809,95,298.23,3155.37,2920.3,2504.61,0.23,0.23,2857.37,57.37,2367.19,3181.18,1\\r\\n14062,2593,49,Female,0,self_employed,1589,2,416,146,5597.06,6483.09,6380.93,4744.86,0.2,0.2,886.23,0.2,6176.62,6483.09,0\\r\\n14063,2789,32,Male,0,salaried,146,2,56,,1882.46,2239.6,2436.08,2823.91,0.41,0.41,500.41,857.96,2261.77,2370.08,0\\r\\n14064,2263,65,Male,0,salaried,834,3,2421,15,709.83,426.67,1464.99,2392.43,147.19,343.49,2829.2,5829.2,732.37,1164.92,0\\r\\n14065,342,38,Male,,self_employed,363,3,4133,35,9543.97,9543.97,4098.95,297.84,0.39,6378.1,0.39,0.39,9543.97,2443.77,1\\r\\n14066,2624,41,Male,0,salaried,146,2,1750,0,18950.13,18607,17711.97,12911.8,542.9,1542.9,391.19,292.9,18540.5,18307.23,0\\r\\n14067,1233,56,Female,0,self_employed,1580,2,2333,1,3345.62,3423.88,3481.75,3655.12,16.53,0.54,94.79,347.2,3348.84,3468.25,0\\r\\n14068,1016,81,Female,0,self_employed,1111,3,2830,200,463.34,126.72,1615.88,5839.22,0.31,0.31,8490.67,2714.6,874.97,988.47,1\\r\\n14069,1393,71,Male,0,retired,611,2,2762,138,1223.34,1314.81,5159.84,8353.33,0.09,0.09,91.56,8571.51,1245.41,4353.47,1\\r\\n14070,1664,61,Male,0,salaried,338,3,2213,,973.41,2259.13,2185.23,2244.81,0.34,0.34,1286.06,0.34,2037.45,2259.13,1\\r\\n14071,5957,45,Male,0,salaried,557,3,284,194,2189.04,2189.04,3200,2021.89,0.63,0.63,0.63,6366.83,2189.04,5220.69,0\\r\\n14072,2935,63,Female,0,self_employed,905,3,259,233,1648.21,2123.48,2411.17,3339.06,0.53,0.53,475.8,591.09,1762.93,2293.57,1\\r\\n14073,649,45,Male,2,self_employed,335,3,1529,3,368.3,4125.09,2723.74,1175.5,4571.92,4286,8281.47,4026.6,3316.94,3093.73,1\\r\\n14074,1439,50,Male,0,salaried,667,3,2016,25,3076.25,2871.91,2595.08,2627.02,504.99,944.41,0.49,0.49,3095.04,2736.59,0\\r\\n14076,420,58,Male,,self_employed,1004,1,307,178,10502.52,10500.56,15030.28,17485.12,0.13,0.13,0.13,7142.99,10502.25,16950.46,0\\r\\n14077,650,19,Female,0,student,1180,2,1330,40,1921.44,1921.44,1822.97,1730.28,0.27,208.97,0.27,28.84,1921.44,1806.15,0\\r\\n14078,2793,62,Male,0,salaried,146,2,832,212,4693.77,9600.28,9553.93,20021.24,0.03,0.03,72387.6,0.03,4679.28,10863.82,1\\r\\n14079,1640,46,Female,0,salaried,1020,1,1799,4,8986.64,615.72,2606.12,401.28,81798.07,0.43,87251.23,39429,7025.5,585.45,0\\r\\n14080,3513,37,Male,0,salaried,1232,2,2524,129,4572.51,4256.95,3829.28,3931.79,0.46,0.46,560.63,740.1,4000.33,3787.36,0\\r\\n14081,3165,45,Female,0,self_employed,,3,632,0,7381.34,9430.8,7787.49,10499.72,14.03,67.81,3379.09,4572.91,6431.95,9114.37,1\\r\\n14082,658,33,Female,,self_employed,146,3,1749,14,2697.15,2715.01,2434.06,1433.92,143.01,0.16,160.87,1.87,2795.67,2531.73,0\\r\\n14083,2867,68,Male,0,retired,1621,2,50,132,45374.91,20446.34,24852.6,10129.51,0.46,0.46,35143.31,25314.74,42384.76,12282.65,0\\r\\n14085,1762,36,Female,0,self_employed,1020,2,1452,12,8445.66,2874.23,3481.87,1722.25,5572.06,572.06,0.63,0.63,5618.07,2818.93,0\\r\\n14087,4995,78,Male,0,retired,1096,1,144,27,2210.56,2120.72,2393.5,2540.02,100.51,0.69,0.69,357.83,2207.46,2397.21,0\\r\\n14088,1694,63,Male,0,salaried,334,2,136,0,6252.23,5431.69,4596.5,4125.46,10248.83,6039.05,5857.83,0.69,7084.38,3721,0\\r\\n14089,3945,35,Male,0,salaried,575,1,292,23,2106.82,2644.63,1980.48,2267.2,48.3,48.3,571.83,45.26,2543.88,2346.66,0\\r\\n14090,1006,4,Male,0,student,1076,2,2041,293,1477.34,1477.34,1477.34,1468.14,0.23,0.23,0.23,0.23,1477.34,1477.34,0\\r\\n14092,1069,31,Female,0,self_employed,29,2,520,27,7350.2,2350.2,3959.4,7179.13,5000.21,0.21,0.21,0.21,7177.79,2350.2,0\\r\\n14093,2229,27,Male,0,self_employed,1525,1,814,171,2183.31,2183.31,2183.31,3702.12,0.61,0.61,0.61,0.61,2183.31,2183.31,0\\r\\n14094,1563,32,Male,0,self_employed,905,3,606,40,1577.42,1577.42,1780.55,1103.12,0.26,21.02,0.26,0.26,1577.42,1564.7,0\\r\\n14095,1308,49,Male,2,self_employed,1005,3,2842,21,5113.97,4638.26,4663.8,3721.9,926.16,926.16,600.44,643.3,5156.04,4649.5,0\\r\\n14096,348,44,Female,2,self_employed,904,3,1884,32,12242.34,12261.17,10757.33,4538.72,0.06,2142.91,4.6,0.06,12245.92,10743.2,0\\r\\n14097,2313,65,Male,2,self_employed,514,3,190,25,28813.21,28461.28,25803.85,15621.9,353.84,4613.99,353.84,0.27,28764.89,24475.98,0\\r\\n14098,5927,40,Male,0,self_employed,15,3,6,0,2678.62,100.72,3004.74,1468.04,7025.97,5714.69,3000.4,974.31,2251.41,2121.41,0\\r\\n14099,1458,43,Female,0,self_employed,1096,2,578,165,9942.23,13961.83,37511.74,97929.35,0.47,0.47,3980.83,58333.37,12781.11,14608.5,0\\r\\n14100,2245,90,,,self_employed,665,2,177,31,859.31,2724.84,1676.39,840.23,0.27,7250,4000.27,232.56,1219.78,1655.06,0\\r\\n14101,1329,69,Female,0,self_employed,1111,2,1351,18,6298.68,5898.68,6203.78,6159.84,400.67,0.67,0.67,676.87,6146.95,6101.04,0\\r\\n14102,6449,54,Male,2,self_employed,834,1,8,103,30083.42,30083.42,30128.04,30633.27,0.06,0.06,0.06,100.06,30083.42,30093.09,0\\r\\n14103,4692,48,Female,0,self_employed,1525,1,146,12,4234,3625.38,3872.59,13209.32,673.57,674.86,0.39,0.39,4038.34,3441.45,0\\r\\n14104,2224,57,Male,0,salaried,915,2,1014,90,1486.59,2197.68,1966.27,5024.81,0.14,0.14,0.14,285.86,1828.34,2428.1,0\\r\\n14105,324,63,Male,,self_employed,401,2,749,264,8814.11,9528.4,9364.2,9820.64,0.03,0.03,714.31,0.03,9035.79,9528.4,0\\r\\n14106,261,82,Male,,self_employed,1020,2,114,76,585.89,585.89,3436.82,16583.7,0.01,0.01,0.01,5714.3,585.89,2613.54,1\\r\\n14107,3576,64,Male,0,retired,834,3,1231,173,12070.27,12126.94,12111.72,10562.86,0.66,0.66,57.33,0.66,12083.95,12126.94,0\\r\\n14108,6202,46,Female,0,salaried,822,2,1218,4,995.25,1429.45,2255.7,6356.82,7.26,0.11,1013.83,2782.69,983.9,2249.33,1\\r\\n14109,1803,53,Female,0,self_employed,38,3,1881,138,1152.61,1152.61,1813.13,2321.99,0.7,0.7,0.7,1286.41,1152.61,1848.46,0\\r\\n14110,1057,44,Male,0,self_employed,1212,3,3326,0,4201.92,4207.88,4406.6,5217.22,632.97,3.04,74.47,7.71,3693.07,4728.02,0\\r\\n14111,2362,45,Female,0,self_employed,1232,2,7,72,2338.75,2253.44,2305.22,1888.58,0.14,0.14,164.43,85.43,2419.66,2263.41,0\\r\\n14112,524,55,Male,0,salaried,791,3,2127,16,7398.41,3759.73,4081.75,808.25,3695.33,0.69,27.14,16.4,5893,3777.89,0\\r\\n14113,3451,51,Male,3,salaried,931,3,436,33,1787.87,2032.89,2062.86,2310.52,0.56,665.56,0.56,0.56,2032.77,2077.39,0\\r\\n14114,1886,34,Male,0,salaried,334,2,4,6,7032.87,31843.65,25961.88,19611.74,4494.63,16276.66,2293.33,6364.92,21300,32409.98,1\\r\\n14115,403,76,Female,,self_employed,486,3,1250,12,5287.56,5144.7,5166.05,5230.38,142.93,0.07,0.07,0.07,5208.74,5144.7,0\\r\\n14116,6074,55,Female,0,self_employed,1020,1,13,27,64900.06,65141.38,65951.18,68144.92,28.73,31.69,590.89,443.53,65215.84,65362.34,0\\r\\n14117,2228,41,Male,0,self_employed,751,2,1584,23,1682.62,1726.62,2047.89,2057.65,4000.19,0.19,3928.76,0.19,2552.65,1737.79,0\\r\\n14118,1374,90,,0,self_employed,409,2,3,287,38416.28,38416.28,38416.28,38191.74,0.46,0.46,0.46,0.46,38416.28,38416.28,1\\r\\n14119,2200,36,Female,0,self_employed,334,2,1863,27,4294.88,899.17,3951.51,3142.38,296.1,2296.1,0.39,7143.24,2645.28,5726.45,0\\r\\n14120,1089,43,Female,0,self_employed,318,2,1217,238,22710.1,29336.29,27970.17,30152.49,0.59,0.59,6600.59,0.59,25237.93,29336.29,0\\r\\n14121,2741,40,Male,0,self_employed,905,2,606,126,10614.63,10614.63,10614.63,10455.24,0.24,0.24,0.24,0.24,10614.63,10614.63,0\\r\\n14122,1227,47,Male,0,self_employed,409,2,331,249,2436.94,2436.94,2436.94,2285.96,0.5,0.5,0.5,0.5,2436.94,2436.94,0\\r\\n14123,2400,42,Male,2,self_employed,995,2,1318,31,2149,2086.43,2333.11,3199.85,0.47,1000.47,0.47,1546.54,2129.58,1709.59,0\\r\\n14124,651,40,Male,0,self_employed,705,2,3597,24,6519.04,5447.61,4926,4326.07,1071.51,1285.8,0.09,0.09,6371.26,4244.85,0\\r\\n14125,4543,54,Male,0,self_employed,409,2,120,,4985.18,5303.18,5274.08,5290.35,0.41,0.41,0.41,0.41,5215.87,5303.18,0\\r\\n14126,2467,42,Male,0,self_employed,1258,3,769,,4869.42,3491.05,3784.59,3397.57,0.19,0.19,0.19,0.19,4489.18,3444.97,0\\r\\n14127,4961,39,Female,0,self_employed,1096,2,32,39,2158.84,2158.84,2139.25,2085.74,0.16,35.87,0.16,0.16,2158.84,2135.8,0\\r\\n14128,1320,90,Male,0,self_employed,1071,2,623,325,9808.4,2725.3,3139.9,4506.08,0.21,0.21,59.97,0.21,3940.08,2725.3,0\\r\\n14129,1139,47,Female,0,self_employed,575,2,1202,,7909.59,7909.59,8038.63,8140.5,0.4,0.4,0.4,0.4,7909.59,8010.98,0\\r\\n14130,1314,64,Male,2,self_employed,623,3,318,88,3964.06,8557.69,9465.22,7283.97,0.16,0.16,3039.96,2502.91,7775.83,9753.33,0\\r\\n14131,3983,53,Female,0,self_employed,905,3,1388,153,7059.7,7088.28,7109.96,7145.51,0.39,0.39,0.39,0.39,7082.36,7109.47,0\\r\\n14132,5256,33,Male,0,salaried,1020,2,357,4,2854.11,2900.83,2151.1,1144.54,6.2,6.2,2199.19,2407.44,1762.5,1599.68,0\\r\\n14133,1472,61,Male,0,salaried,26,3,2126,21,800.37,1234.94,1625.95,3390.27,714.67,0.39,571.81,271.81,1003.58,1492.91,1\\r\\n14134,1036,59,Female,0,salaried,409,2,120,,5733,5733,5733,5690.57,0.67,0.67,0.67,0.67,5733,5733,0\\r\\n14135,348,46,Female,,self_employed,579,3,192,70,3003.76,3003.76,2939.08,2698.05,0.5,0.5,0.5,0.5,3003.76,3002.82,0\\r\\n14136,1830,76,Male,0,retired,745,2,1904,139,4450.95,4036.66,4141.56,3694.81,0.49,0.49,14.77,0.49,4392.82,4036.66,0\\r\\n14137,2483,31,Male,0,salaried,1020,3,455,210,7184.97,9173.87,9573.31,11264.02,0.56,0.56,2003.74,1001.27,8540.5,9413.84,0\\r\\n14138,1137,22,Male,0,self_employed,751,2,3291,7,1615.13,2201.95,2453.22,4698.22,48.01,277.85,952.96,1101.89,1841.8,2506.89,0\\r\\n14139,2703,77,Female,0,self_employed,15,2,889,7,2936.15,949.01,1929.21,1831.58,1987.36,815.93,0.21,2285.93,1917.92,1644.68,0\\r\\n14140,4813,50,Male,2,salaried,1525,2,175,44,3902.94,4057.98,3957.84,4174.74,0.23,2857.37,814.76,840.36,4190.22,3809.29,0\\r\\n14141,4604,69,Male,3,retired,1096,3,129,23,140.87,56.03,1804.93,8911.35,85.19,0.34,0.34,2800.34,126.24,197.5,0\\r\\n14142,1493,55,Female,0,self_employed,1096,1,294,25,6320.83,5799.4,5835.8,5079.24,571.56,271.56,100.13,0.13,6285.11,5694.33,0\\r\\n14143,1049,90,,0,self_employed,409,2,1127,10,4507.88,1103.79,1714.69,2499.09,12021.04,0.63,8616.96,0.63,3282.76,1103.79,0\\r\\n14144,735,77,Female,0,self_employed,1096,2,2024,315,16296.66,16296.66,16296.66,16193.4,0.6,0.6,0.6,0.6,16296.66,16296.66,0\\r\\n14146,4527,66,Female,0,self_employed,531,2,88,12,732.99,2063.13,3219.57,4935.71,4778.64,0.57,1958.79,4543.43,1679.7,2828.11,1\\r\\n14147,2620,56,Male,1,salaried,,2,216,83,4347.13,5779.07,6133.2,4339.52,0.44,0.44,1575.24,1737.31,5387.24,5834.04,1\\r\\n14148,765,21,Male,0,self_employed,615,2,1922,7,15508.57,480,2597.68,734.26,7857.41,0.27,8543.13,571.7,6237.64,609.04,0\\r\\n14149,883,30,Female,0,salaried,844,3,918,4,6486.51,3230.56,3779.95,4146.18,3108.73,0.06,45.64,0.06,3922.23,3217.42,0\\r\\n14150,4990,38,Male,0,self_employed,1583,3,179,119,20847.2,14875.78,9276.1,7039.54,0.63,0.63,1172.06,867.13,19495.48,6779.08,1\\r\\n14151,1840,55,Female,1,self_employed,1494,3,388,77,3396.42,3396.42,3081.87,1298.6,0.33,0.33,0.33,0.33,3396.42,3396.42,0\\r\\n14152,2230,52,Male,3,salaried,1096,3,1672,88,26.61,55.18,1597.38,646.9,0.37,0.37,0.37,4578.94,48.29,494.81,1\\r\\n14153,2945,54,Female,0,self_employed,409,2,612,56,7175.51,10147.41,10121.34,9634.28,0.6,2.32,3014.13,6413.08,9230.18,13405.22,1\\r\\n14154,342,44,Female,0,self_employed,1020,3,288,76,4810.93,6425.21,6374.57,6876.68,0.36,0.36,1614.64,500.36,5870.04,6651.02,0\\r\\n14155,3399,59,Male,2,salaried,409,2,503,21,13351.1,13588.22,13888.28,14516.83,1600.44,1600.44,2266.13,1931.54,13817.6,14050.43,0\\r\\n14156,2042,54,Male,0,self_employed,834,2,1130,10,6916.23,6397.45,6783.01,8125.83,2476.04,1208.9,1315.21,1315.21,6837.61,6685.75,0\\r\\n14157,4156,75,Male,1,self_employed,1020,2,322,23,3249.25,2474.91,3243.09,3821.24,1428.99,2225.16,510.48,1482.65,3073.8,2848.37,0\\r\\n14158,783,70,Female,0,retired,409,2,484,167,1169.1,2044.28,2985.83,5938.31,0.09,0.09,875.27,1327.73,1923.57,2760.3,0\\r\\n14159,1911,38,Female,0,self_employed,409,3,1566,104,2159.18,2162.04,2164.4,585.75,0.03,0.03,0.03,0.03,2161.65,2164.35,0\\r\\n14160,2705,76,Male,0,retired,1534,2,1506,364,2232.23,2446.51,2414.34,1884.36,0.2,0.2,571.63,714.49,2296.27,2564.02,0\\r\\n14161,257,43,Female,0,company,649,3,2837,26,756.69,5399.54,3420.29,2366.23,428.69,714.4,5071.54,0.11,1140.92,4984.8,1\\r\\n14162,2978,55,Male,2,self_employed,1612,3,532,5,3314.67,3234.48,3228.58,3428.99,128.93,56.34,0.69,0.69,3226.05,3230.43,0\\r\\n14163,5763,83,Female,0,retired,,2,11,21,2105.09,804.29,8164.55,10936.38,2370.39,2391.96,0.39,21483.37,2648.6,5290.6,0\\r\\n14164,1872,30,Female,0,salaried,146,2,9,32,119.08,4833.37,4514.16,8504.91,0.64,4796.82,4714.93,8572.07,1094.45,3852,1\\r\\n14165,741,47,Female,,self_employed,1084,1,228,,3483.13,3483.13,3483.13,3461.06,0.64,0.64,0.64,0.64,3483.13,3483.13,0\\r\\n14167,2752,25,Male,0,salaried,1494,3,388,14,657.86,1382,1568.14,397.47,36.19,29.04,1441.9,37.61,1703.31,1429.38,1\\r\\n14168,3449,38,Male,2,self_employed,1578,2,1778,175,9169.88,9389.34,9418.3,9817.7,0.44,0.44,219.9,219.9,9200.15,9417.65,0\\r\\n14169,2473,41,Female,0,self_employed,146,2,184,4,1734.58,331.5,2073.17,8437.45,358.32,2745.77,668.93,3911.21,960.15,878.74,0\\r\\n14170,1349,49,Male,3,self_employed,102,3,713,103,3792.74,4291.36,4156.39,2630.9,0.47,0.47,499.09,499.09,3844.32,4339.61,0\\r\\n14171,1012,19,Male,0,student,578,3,264,,3014.26,3014.26,3014.26,2401.12,0.5,0.5,0.5,0.5,3014.26,3014.26,0\\r\\n14172,1894,6,Male,0,student,575,2,1717,,4387.36,4101.65,4043.16,3927.4,0.63,0.63,457.77,143.49,3989.33,4053.72,0\\r\\n14173,2835,66,Male,0,retired,836,2,515,19,5021.39,5049.96,5044.55,5172.95,71.77,0.34,100.34,0.34,5026.81,5049.96,0\\r\\n14175,579,70,Male,0,self_employed,318,2,1314,48,2509.02,2524.06,2567,1908.63,0.06,320.46,14.34,357.2,2513.98,2813.18,0\\r\\n14176,2372,81,Male,0,retired,146,1,875,33,5977.98,14477.64,16939.3,25332.92,0.39,34940.77,8500.04,47516.59,8363.87,11600.07,0\\r\\n14177,3165,39,Male,0,self_employed,1009,1,130,283,2030.85,2030.85,2030.85,2018.17,0.11,0.11,0.11,0.11,2030.85,2030.85,0\\r\\n14178,369,37,Female,,self_employed,146,2,1748,9,2683.78,2516.18,1738.25,1511.25,2000.41,0.41,1832.81,729.7,2021.54,2823.69,1\\r\\n14179,1675,43,Male,0,self_employed,1525,3,1085,32,1.31,1.31,2205.77,6.61,0.5,2143.36,0.5,0.5,1.31,47.63,1\\r\\n14180,5858,32,Female,1,self_employed,1020,1,544,53,11216.42,9954.99,11136.02,7692.74,0.1,1237.24,0.1,0.1,10824.94,9715.54,0\\r\\n14181,5091,64,Male,0,retired,224,2,137,166,3907.11,3907.11,3907.11,3888.49,0.21,0.21,0.21,0.21,3907.11,3907.11,0\\r\\n14182,1798,50,Male,0,self_employed,834,3,1015,0,2383.19,1264.62,1807.03,2975.4,2564.9,350.61,1446.33,4063.07,1197.04,1340.66,1\\r\\n14183,2959,42,Male,0,salaried,877,3,788,10,3572.08,1224.21,1880.18,2691.07,2348.26,538.66,0.39,0.39,2308.16,1025.19,0\\r\\n14184,1033,21,Female,0,student,630,2,404,77,1063.42,1551.51,1441.65,3422.61,0.39,0.39,571.81,0.39,1004.28,1503.13,0\\r\\n14185,3173,65,Male,2,self_employed,1096,2,314,9,2293.75,2674.47,1983.64,729.2,5149.15,0.46,8715.66,838.84,2595.99,2705.54,1\\r\\n14186,1928,38,Female,0,self_employed,15,2,1680,24,4794.35,3175.92,3598.23,2556.03,1785.97,0.26,310.4,0.26,4719.35,3125.23,0\\r\\n14187,1903,49,Female,0,self_employed,575,2,930,4,4595.3,517.93,2022.35,1299.17,18743.3,0.44,377.76,0.44,4978.92,517.93,0\\r\\n14188,1104,63,Male,0,retired,,2,438,0,2586.99,12552.15,7406.31,5833.39,429.39,61.93,10443.03,285.89,2897.65,12747.83,1\\r\\n14189,950,40,Female,0,self_employed,,3,926,10,6579.47,5293.76,3614.24,77.84,1429.04,2571.9,143.33,0.47,5732.18,3745.37,0\\r\\n14190,2861,33,Male,2,salaried,334,3,124,256,1384.48,1670.19,1626.41,2127.28,0.34,0.34,286.06,0.34,1433.74,1670.19,0\\r\\n14191,2667,67,Female,1,self_employed,1232,2,39,104,2028.68,2028.68,2033.16,2056.25,0.03,0.03,0.03,7.16,2028.68,2033.51,0\\r\\n14192,2359,33,Female,0,salaried,1232,1,38,63,19252.39,19252.39,20350.86,24749.69,0.09,0.09,0.09,2857.23,19252.39,19713.22,0\\r\\n14193,1364,32,Male,0,self_employed,1084,3,540,7,1424.42,2012.7,2010.3,1890.87,47.69,0.54,1286.26,61.96,1871.41,2072.14,0\\r\\n14194,1596,41,Male,0,self_employed,1435,2,1890,68,9938.99,9938.99,9819.17,7274.36,0.7,0.7,0.7,0.7,9938.99,9938.99,0\\r\\n14195,1047,56,Female,0,salaried,1096,2,26,189,1474.35,1474.35,1624.5,2331.4,0.59,0.59,0.59,0.59,1474.35,1474.35,0\\r\\n14196,3113,24,Female,0,salaried,1020,2,19,194,2632.17,2660.74,2911.57,3265.43,0.51,0.51,29.09,143.37,2643,2776.17,0\\r\\n14197,357,19,Male,0,student,834,2,2666,184,3945.97,3206.7,3500.87,3324.85,0.33,0.33,3.91,260.29,3906.32,3282.5,0\\r\\n14198,2667,48,Male,0,self_employed,334,3,880,46,2721.99,2721.99,2655.25,1734.86,0.2,171.63,0.2,18.65,2721.99,2656.48,0\\r\\n14199,2174,46,Male,0,self_employed,334,3,1073,33,684.39,1644.06,1459.7,1547.1,0.07,232.57,1120.23,31.44,1128.13,1535,0\\r\\n14200,234,61,Male,0,retired,1135,2,117,234,2185.97,2185.97,2152.75,2405.11,0.44,0.44,0.44,0.44,2185.97,2171.81,0\\r\\n14201,2145,46,Male,2,salaried,409,3,319,2,2265.75,1283.93,2208,1767.99,4051.81,3889.31,3155.07,2869.35,2906.93,1986.16,0\\r\\n14202,2440,67,Female,0,self_employed,1020,3,19,31,2490.9,3919.47,2386.22,893.89,0.17,1630.49,1428.74,0.17,2884.99,2675.04,0\\r\\n14203,2243,44,Female,0,self_employed,363,3,1068,71,4295.21,4355.21,3514.54,409.37,0.67,0.67,120.67,14.96,4325.21,4358.67,1\\r\\n14204,573,68,Male,0,retired,,3,2311,272,5995.28,5995.28,5995.28,6048.38,0.06,0.06,0.06,0.06,5995.28,5995.28,0\\r\\n14205,1805,90,,0,self_employed,363,1,1971,5,1622.08,2796.81,2975.52,2255.42,20322.3,0.06,21555.46,206.06,3697.93,2916.42,0\\r\\n14206,2437,71,Male,0,retired,623,3,1554,14,4927.39,5062.53,4495.59,2787.42,1.71,0.26,132.54,14.69,5038.1,5067.01,0\\r\\n14207,2489,59,Male,0,self_employed,1061,3,1016,0,3214.07,3301.82,3302.76,2781.35,142.94,0.09,2.37,1.8,3232.68,3300.5,0\\r\\n14208,3391,52,Male,3,salaried,1096,2,4364,3,5655.5,7435.76,5196.53,2364.89,4214.46,10018.96,6051.86,7862.77,3787.53,7852.49,0\\r\\n14209,901,34,Male,4,self_employed,956,2,4012,0,2704.12,21528.6,10506.94,8240.4,1628.97,14850.11,19924.89,1544.31,10552.32,11552.09,1\\r\\n14210,2021,82,Male,0,retired,409,3,925,,2333.45,2333.45,2333.45,2318.67,0.06,0.06,0.06,0.06,2333.45,2333.45,0\\r\\n14211,1995,34,Male,4,self_employed,1563,2,1271,5,23.02,145,2020.59,888.74,7646.37,700.1,11160.63,371.53,632.06,207.05,1\\r\\n14212,2571,35,Male,2,self_employed,1593,2,953,3,7627.59,1910.49,3107.57,2718.43,16228.17,3572.09,10445.51,2552.07,5219.69,2212.98,0\\r\\n14213,4806,45,Male,2,salaried,1020,3,542,9,6695.83,462.41,12612.83,2460.26,47731.96,42391.93,23851.59,2345.27,9938.74,3460.2,0\\r\\n14214,2899,65,Female,0,self_employed,278,1,749,35,705.42,679.01,1552.94,189.11,0.5,22257.64,7143.36,28571.93,945.35,3111.28,1\\r\\n14215,1174,32,Female,0,self_employed,356,3,786,,4762.74,4762.74,4347.99,3314.02,0.23,0.23,0.23,0.23,4762.74,4762.74,0\\r\\n14217,1478,39,Female,0,self_employed,146,2,2565,,2360.53,2360.53,2360.53,2410.45,0.24,0.24,0.24,0.24,2360.53,2360.53,0\\r\\n14218,1047,40,Male,3,self_employed,526,2,421,26,4082.6,5518.52,4759.59,5548.25,157.67,1300.53,1579.3,150.73,5243.98,4640.22,1\\r\\n14219,2113,81,Male,0,company,1598,3,1465,,2184.07,2370.52,1695.49,1213.29,0.04,0.04,192.55,234.56,2281.57,1622.16,0\\r\\n14221,2938,9,Female,0,student,1020,3,114,46,2609.76,2802.62,1742.5,408.02,0.57,2337.14,0.57,0.57,2686.61,1900.19,0\\r\\n14222,4060,84,Female,0,self_employed,834,1,14,149,6045.11,6045.11,6045.11,6795.88,0.01,0.01,0.01,0.01,6045.11,6045.11,0\\r\\n14224,1265,22,Male,0,student,623,2,218,91,1549.42,2835.13,2714.01,357.25,0.3,0.3,1428.87,0.3,2283.41,2835.13,1\\r\\n14225,217,1,Female,0,student,1020,3,159,46,1796.43,1767.86,1578.98,543.62,0.06,1715.99,0.06,1714.34,1792.49,1210.49,0\\r\\n14226,891,38,Female,0,self_employed,762,1,195,18,2840.92,2340.93,2181.3,1364.04,500.19,500.19,0.19,0.19,2668.51,2179.63,0\\r\\n14227,406,23,Female,,salaried,649,2,987,65,2071.6,2099.28,2149.13,761.09,0.53,0.53,395.26,338.42,1889.36,2232.43,0\\r\\n14228,2710,28,Female,0,student,623,1,42,14,3613.46,2763.97,3198.33,1767.08,8454.94,2707,7593.17,498.34,7376.04,1822.96,0\\r\\n14229,479,50,Female,0,self_employed,1096,2,292,9,29894.11,29186.97,28743.6,27095.94,707.59,1414.73,0.44,0.44,29430.81,29027.29,0\\r\\n14230,2133,34,Female,0,salaried,485,2,1218,154,8053.91,9286.06,9519.84,7150.42,0.34,0.34,4089.63,0.34,10692.46,9147.81,0\\r\\n14231,4006,79,Female,0,self_employed,617,2,1362,105,62655.11,62655.11,62655.11,16766.58,0.06,0.06,0.06,0.06,62655.11,62655.11,1\\r\\n14232,1284,43,Male,0,self_employed,1394,3,2143,11,2450.08,2450.08,2390.54,6385.05,2000.43,0.43,2000.43,71.86,2346.63,2496.17,0\\r\\n14233,5563,77,Female,0,self_employed,318,1,1306,0,12314.19,14878.72,13939.2,16728.49,322.56,333.36,2857.21,0.07,12130.43,14597.31,0\\r\\n14234,2114,25,Female,0,student,409,2,272,,2110.54,2124.82,2133.93,3377.89,0.54,0.54,0.54,0.54,2119.9,2133.58,0\\r\\n14235,970,42,Male,2,self_employed,398,3,1780,4,312.68,14306.07,1442.38,8181.13,2098.31,14714.6,15718.42,442.17,751.86,3267.17,1\\r\\n14236,1763,55,Female,0,self_employed,334,1,10,44,1807.1,1933.76,1927.76,2829.56,0.14,1.01,66.48,64.73,1943.05,1960.08,0\\r\\n14237,3853,61,Male,0,self_employed,617,3,1435,279,2367.45,2367.45,2364.67,2769.4,0.63,0.63,0.63,0.63,2367.45,2366.24,0\\r\\n14238,3367,39,Female,0,self_employed,1084,3,1028,9,6164.16,1131.88,1482.34,773.92,6993.41,1114.84,525.89,1864.21,3441.77,343.44,0\\r\\n14239,1402,33,Male,0,salaried,409,3,2076,28,4079.2,4120.16,4203.3,3458.12,500.79,500.79,856.03,349.6,4346.86,4192.33,0\\r\\n14240,2218,80,Male,0,retired,531,3,573,28,3277.4,3252.53,3128.85,2952.24,24.9,24.9,0.03,0.03,3277.4,3090.62,0\\r\\n14241,1225,44,Male,2,self_employed,1232,2,29,20,3009.88,3007.73,2659.21,839.18,285.73,4681.44,3497.87,1624.3,3068.47,3061.73,0\\r\\n14242,591,34,Female,0,salaried,318,2,435,,11508.92,11609.02,10241.06,10014.99,0.16,0.16,100.25,61.97,11571.05,9755.28,0\\r\\n14243,1448,25,Female,0,student,1096,2,337,47,720.65,720.65,1490.59,8275.55,0.4,1428.97,0.4,3088.58,720.65,1365.64,0\\r\\n14244,1634,55,Female,0,self_employed,1145,2,459,149,2137.42,2137.42,2137.42,1797.5,0.56,0.56,0.56,0.56,2137.42,2137.42,0\\r\\n14245,3068,54,Male,0,salaried,575,2,44,10,916.43,4813.87,4358.7,7191.98,298.39,0.24,2980.24,114.6,2255.48,4836,1\\r\\n14246,1172,28,Female,0,self_employed,29,3,1496,,5181.42,4995.71,4990.64,5424.23,0.46,0.46,0.46,0.46,5168.61,4990.15,0\\r\\n14247,3067,54,Male,3,salaried,531,2,563,293,10913.31,10911.06,10509.79,12340.94,0.64,0.64,4478.5,0.64,9985.07,10911.06,0\\r\\n14248,3960,31,Male,1,salaried,1525,3,146,20,656.35,653.69,1962.33,824.79,1505.85,3.21,1824.44,1382.7,832.53,1969.98,1\\r\\n14249,1410,31,Male,0,self_employed,773,2,2010,58,6186.66,6178.67,5721.46,4777.97,0.41,1428.99,0.41,60.44,6184.86,6169.38,0\\r\\n14250,2831,63,Female,0,salaried,409,2,481,7,5745.43,6907.57,6543.71,6517.36,306,611.36,1468.14,571.9,6017.14,6749.27,0\\r\\n14251,3189,36,Male,0,salaried,604,3,527,41,3196.06,3196.06,2793.79,2868.55,0.67,36.39,0.67,0.67,3196.06,2719.33,0\\r\\n14252,4378,66,Female,0,self_employed,146,3,157,202,2967.18,2967.18,3098.67,2445.03,0.69,0.69,0.69,0.69,2967.18,2967.18,1\\r\\n14253,2691,65,Female,0,self_employed,1020,3,667,48,22608.97,23492.48,20799.88,13195.64,0.63,4286.34,1429.2,0.63,23960.48,21948.45,0\\r\\n14254,6388,43,Male,1,self_employed,409,2,92,105,2140.03,2207.23,2329.91,1424.97,0.36,0.36,67.56,143.21,2158.57,2280.97,0\\r\\n14255,2064,35,Male,0,,334,3,444,23,12253.64,3437.67,5816.75,5740.94,4109.76,29.69,335.21,3.69,7773.5,3419.04,0\\r\\n14256,2966,63,Male,0,salaried,485,1,520,41,4159.76,4171.71,4555.07,5301.5,0.69,62.52,0.69,769.26,4170.58,4529.49,0\\r\\n14257,7166,72,Male,1,salaried,1602,2,374,14,9559.99,10095.28,11296.79,14351.1,1.32,1455.36,513.69,2346.59,9766.08,11398.54,0\\r\\n14258,450,63,Male,0,salaried,146,1,1755,80,284468.68,187080.29,201313.54,99219.04,0.49,0.49,0.49,5817.46,247528.26,197251.66,1\\r\\n14259,2101,47,Female,0,self_employed,1096,3,614,210,2015.83,2015.83,2015.83,1998.56,0.61,0.61,0.61,0.61,2015.83,2015.83,0\\r\\n14260,4736,60,Male,2,self_employed,800,2,112,11,12712.59,11373.31,14915.84,15849.66,2719.99,1450.16,1368.13,7469.29,12333.89,14730.72,0\\r\\n14261,1400,13,Male,0,student,409,2,139,33,6863.13,6863.13,4190.32,2562.62,0.69,4286.4,0.69,0.69,6863.13,3130.41,0\\r\\n14262,2075,66,Male,2,retired,295,3,2811,277,12014.86,12437.72,13816.46,16165.79,0.07,0.07,422.93,2857.21,12291.9,13635.87,1\\r\\n14263,4316,44,Female,0,self_employed,479,2,234,6,1026.63,1401.99,1967.56,1625.01,3487.05,3437.73,3131.12,2680.46,1680.53,1842.28,0\\r\\n14264,4624,47,Male,0,self_employed,1546,3,58,40,1784.78,1784.78,1773.25,1841.36,0.47,21.9,0.47,0.47,1784.78,1771.64,0\\r\\n14265,1664,35,Male,2,self_employed,621,3,531,7,7004.29,5078.19,4815.19,2252.29,357.69,0.54,312.3,410.87,6748.46,4629.81,0\\r\\n14266,5814,59,Female,0,self_employed,1020,1,12,300,3636.46,2200.69,2301.64,2113.01,0.16,0.16,0.16,0.16,2456,2216.55,0\\r\\n14267,3386,50,Male,0,salaried,1589,2,147,42,2720.36,4658.82,3237.55,11719.32,0.07,0.4,3491.44,2289.36,2419.48,2004.23,0\\r\\n14268,4050,71,Male,0,self_employed,232,2,350,,4692.66,4692.66,4692.66,4797.43,0.64,0.64,0.64,0.64,4692.66,4692.66,0\\r\\n14270,1132,52,Male,5,self_employed,1227,2,1005,117,6729.82,7482.42,7622.21,27390.6,0.66,0.66,753.26,753.26,6892.4,7614.7,0\\r\\n14271,622,33,Male,2,self_employed,1648,3,3163,13,6593.68,6075.25,6097.78,5020.62,1314.8,1043.51,972.03,304.74,6263.22,5760.26,0\\r\\n14272,6166,69,Female,0,self_employed,1232,1,52,13,22384.86,20390.85,19843.29,20319.68,2500.13,2500.17,0.26,147.59,21976.89,19785.89,0\\r\\n14273,5387,69,Male,2,self_employed,1096,3,614,27,3040.04,2797.18,3069.25,2946.62,243,485.86,0.14,1371.57,3023.29,3166.77,0\\r\\n14274,1451,51,Female,0,self_employed,1494,3,904,39,3200.41,3200.41,3253.42,3454.62,0.19,61.34,0.19,212.01,3200.41,3208.78,0\\r\\n14275,353,30,Male,0,self_employed,1096,3,1001,5,1601.41,1544.29,1487.61,1230.54,243.24,571.81,186.13,323.27,1569.16,1525.78,0\\r\\n14276,2639,52,Female,0,self_employed,,2,216,13,2154.03,1965.46,1686.83,766.86,188.89,0.31,0.31,0.31,2056.5,1965.46,0\\r\\n14277,3225,10,Male,0,student,491,1,27,91,2843.54,2843.54,2939.63,2746.81,0.14,0.14,0.14,0.14,2843.54,2843.54,0\\r\\n14278,2837,43,Male,0,self_employed,1004,2,307,49,966.56,1823.7,1663.45,1550.31,0.44,7409.62,857.59,7143.81,1464.1,1968.37,0\\r\\n14279,4386,49,Female,0,salaried,1232,1,114,4,0.67,2500.7,1749.47,2089.93,475.66,214.94,3674.94,2557.8,2112.23,2173.55,1\\r\\n14280,2849,58,Male,1,self_employed,578,2,264,53,41545.12,42647.85,42181.33,40764.69,0.5,1429.07,388.94,485.7,42225.95,42576.97,0\\r\\n14281,305,35,Female,,self_employed,90,2,4257,60,4424.05,4424.05,3039.72,1790.09,0.44,0.44,0.44,0.44,4424.05,4424.05,0\\r\\n14282,242,51,Male,,self_employed,718,2,188,175,3788.52,5231.38,5646.82,11482.77,0.26,0.26,1428.83,1428.83,3997.88,5934.14,1\\r\\n14283,883,43,Male,,self_employed,575,3,2972,143,391.8,391.8,1820.38,8268.43,0.24,0.24,0.24,1428.81,391.8,1497.79,1\\r\\n14284,1867,43,Male,0,self_employed,1022,3,577,26,3673.45,3366.76,4578.07,7822.22,306.73,313.66,0.04,2428.61,3671.85,3442.13,1\\r\\n14285,1708,34,Male,0,self_employed,1096,3,485,26,1142.49,1216.74,1578.2,1501.06,1214.56,2771.84,286.91,212.66,1457.98,1770.49,0\\r\\n14286,741,39,Female,0,self_employed,617,1,3318,47,22504.37,22516.07,22553.58,23509.07,0.29,14.57,0.29,14.57,22509.48,22521.6,0\\r\\n14287,223,39,Female,0,self_employed,1224,3,1841,20,2912.64,1784.07,2454.86,1403.85,600.44,543.3,0.44,1000.44,2754.51,2178.08,0\\r\\n14288,2698,23,Male,0,student,1020,3,1027,174,4734.69,4734.69,4734.69,4415.06,0.49,0.49,0.49,0.49,4734.69,4734.69,0\\r\\n14289,1496,30,Male,0,self_employed,630,3,36,6,1572,1857.92,2025.61,3556.58,4267.7,5286.27,6053.63,4711.99,1527.21,2317.69,0\\r\\n14290,1167,56,Female,0,salaried,334,2,2082,88,689.7,689.7,3890.36,1196.96,0.59,0.59,0.59,395.61,1083.78,1159.26,1\\r\\n14291,1180,15,Male,0,student,575,2,1394,,3154.9,3154.9,3144.14,2961.77,0.27,0.27,0.27,0.27,3154.9,3154.9,0\\r\\n14292,1883,47,Male,0,self_employed,1020,2,1452,117,507.16,42.48,15599.45,1833.18,0.57,0.57,6680.57,22143.43,913.03,16604.7,1\\r\\n14293,4519,50,Male,0,self_employed,15,1,6,20,6781.24,7032.72,9606.55,11043.07,432.65,0.26,684.32,3193.37,7114.27,9621.67,1\\r\\n14294,851,32,Male,3,self_employed,1072,2,2382,12,4900.97,4890.39,4821.2,6089.44,286.01,286.01,275.44,305.57,4809.74,4809.32,0\\r\\n14295,5805,72,Male,0,self_employed,1096,2,3,81,2843.25,2843.25,3130.09,2712.79,0.36,0.36,0.36,643.21,2843.25,3276.43,0\\r\\n14296,1722,52,Male,0,salaried,1043,3,2037,80,1147.55,1181.87,2289.88,1464,0.24,0.24,34.56,2643.1,1180.68,1930.71,1\\r\\n14297,2853,38,Male,0,salaried,980,3,285,145,1804.19,1804.19,1804.19,1693.6,0.57,0.57,0.57,0.57,1804.19,1804.19,0\\r\\n14298,2298,46,Male,0,self_employed,1322,3,2066,40,8263.52,8985.28,4956.46,25875.63,0.47,10714.76,0.47,1157.61,8811.27,5228.88,0\\r\\n14299,5877,51,Male,0,self_employed,1020,1,143,28,6336.15,6272.29,6301.46,6842.4,44.71,0.14,0.14,44.71,6326.93,6284.42,0\\r\\n14300,438,76,Female,,retired,834,2,712,75,1945.73,1945.73,1715.31,249.31,0.16,0.16,0.16,0.16,1945.73,1945.73,0\\r\\n14301,1721,34,Male,1,salaried,1232,1,63,81,465.05,2294.91,1892.88,389.29,0.53,0.53,1641.81,1762.42,1439.5,2180.58,1\\r\\n14302,3282,90,,0,self_employed,15,2,69,143,6958.55,6649.98,6752.83,4734.52,0.27,0.27,0.27,0.27,6958.55,6649.98,0\\r\\n14303,1533,33,Female,0,self_employed,334,2,1765,2,44691.48,8700.35,27661.98,51728.97,36101.96,0.7,110.83,13572.13,12379.23,18331.69,0\\r\\n14304,1917,36,Female,0,self_employed,1096,2,585,11,158.63,219.43,4628.48,295.83,592.11,428.97,652.91,11096.54,606.73,3248.24,1\\r\\n14305,583,43,Female,0,self_employed,38,3,1464,4,6176.56,6516.88,5770.23,3286.79,8257.01,1428.79,9996.81,507.95,7169.88,5335.23,0\\r\\n14306,221,53,Male,0,salaried,578,2,2282,135,8193.39,8193.39,8600.91,8191.69,0.31,0.31,0.31,0.31,8193.39,8193.39,0\\r\\n14307,1732,77,Male,0,retired,1020,3,239,154,1877.3,1766.05,1907.92,2446.48,0.19,0.19,0.19,65.84,1872.33,1885.91,0\\r\\n14309,2069,35,Female,3,self_employed,1525,2,1235,3,1410.42,2437.87,4251.6,5848.61,305.37,371.77,1122.57,12041.64,1993.54,4860.47,1\\r\\n14310,1326,36,Male,0,salaried,980,1,285,9,1669.31,808.74,9492.71,62127.41,857.5,46664.64,0.36,46664.64,1107.38,807.52,1\\r\\n14311,1055,44,Male,1,self_employed,405,3,2115,17,1722.7,9508.29,7935.29,5023.21,1.92,0.31,7528.93,216.27,4586.89,9459.56,1\\r\\n14312,1262,90,Male,0,self_employed,996,2,35,,1456.74,1456.74,1456.74,1447.51,0.14,0.14,0.14,0.14,1456.74,1456.74,0\\r\\n14313,2056,29,Female,0,salaried,1150,3,61,139,19527.21,19575.51,19574.44,19512.34,0.31,0.31,27.01,7.93,19558.54,19581.65,0\\r\\n14314,1280,36,Male,0,self_employed,904,2,2623,5,1683.83,541.12,2302.61,2659.25,4445.38,857.51,3060.38,4443.23,871.59,2642,0\\r\\n14315,2118,36,Male,0,self_employed,621,3,219,,4215.58,4215.58,4215.58,4188.84,0.1,0.1,0.1,0.1,4215.58,4215.58,0\\r\\n14316,319,90,,,self_employed,1104,2,2925,291,115811.97,119691.46,118833.3,102868.15,0.64,0.64,3880.13,0.64,117116.99,119691.46,0\\r\\n14317,185,34,Male,0,self_employed,1020,2,1030,158,2099.21,2201.87,2299.87,2738.79,0.46,0.46,78.76,24.66,2134.22,2297.51,0\\r\\n14318,192,42,Female,0,self_employed,1232,2,486,138,2061.67,1775.96,1765.36,1226.18,0.14,0.14,0.14,0.14,1854.77,1775.96,0\\r\\n14319,1857,60,Male,2,self_employed,15,2,6,5,1538.62,9298.66,5479.86,1012.23,1934.01,7331.33,10836.91,931.14,5898.25,8143.23,1\\r\\n14320,1265,62,Male,0,salaried,615,2,1922,2,5117.01,4477.67,4375.86,4478.16,130.91,130.96,0.09,128.66,4873.68,4241.99,0\\r\\n14321,2036,40,Male,2,self_employed,146,3,1744,48,1627.24,6812.95,3751.12,532.19,0.21,7143.07,5371.64,1285.93,4880.44,5075.62,0\\r\\n14322,600,45,Female,2,self_employed,65,3,183,38,1502.39,1502.39,1544.01,1359.21,0.27,57.41,0.27,220.99,1502.39,1463.68,0\\r\\n14324,2720,69,Male,3,self_employed,675,2,867,3,22548.28,21727.52,21818.88,37843.84,1057.12,544.53,554.41,837.04,21955.2,21763.67,0\\r\\n14325,1368,43,Male,0,salaried,623,2,2390,0,9858.97,8977.08,7967.33,7800.37,1716.34,1829.91,363.03,783.56,8518.6,7773.63,0\\r\\n14326,5742,42,Male,1,salaried,334,2,260,68,5954.19,6595.76,3315.91,5692.15,0.07,0.07,2843.33,2509.11,4371.72,2435.53,0\\r\\n14327,2431,57,Male,0,,1096,3,313,48,8394.52,8394.52,8002.42,4024.39,0.29,1358.47,0.29,571.71,8394.52,8004.75,0\\r\\n14328,2049,34,Male,0,salaried,1385,3,1847,7,3396.27,2281.6,2405.82,2117.96,1832.9,0.59,298.87,0.59,2666.16,2279.65,0\\r\\n14329,2454,66,Male,0,retired,1020,3,1333,,2911.51,2911.51,2817.81,2610.66,0.69,0.69,0.69,0.69,2911.51,2837.89,0\\r\\n14330,988,32,Male,0,self_employed,1494,2,1702,6,14979.08,13113.06,13602.7,14585.93,3714.59,0.3,12839.59,0.3,13661.89,13255.98,0\\r\\n14331,1200,67,Male,0,retired,409,3,327,5,1770.63,970.63,1990.73,1572.18,800.17,600.17,0.17,0.17,1379.5,600.12,0\\r\\n14332,1754,40,Female,0,self_employed,1096,3,1375,172,3122.22,3119.16,2989.12,2721.2,0.36,0.36,0.36,0.36,3120.74,3119.16,0\\r\\n14333,3026,51,Male,0,salaried,1525,2,408,23,8059.68,2286.43,3484.44,969.33,7143.24,0.39,16.3,17.19,7368.16,2200.76,0\\r\\n14334,2575,27,Female,0,student,623,2,696,,1744.13,1744.13,1744.13,1733.08,0.11,0.11,0.11,0.11,1744.13,1744.13,0\\r\\n14335,3049,39,Female,0,self_employed,1020,2,79,0,3711.45,2934.3,2983.44,3155.79,777.29,222.19,0.14,428.71,2961.1,2993.26,0\\r\\n14336,4035,40,Male,0,salaried,1315,2,250,262,29903.88,28542.51,27982.62,24427.12,0.56,0.56,278.69,0.56,28989.09,27706.49,0\\r\\n14337,1195,48,Male,0,salaried,318,2,1354,,5893.41,5893.41,5892.19,5836.66,0.17,0.17,0.17,0.17,5893.41,5893.41,0\\r\\n14338,1407,40,Male,0,salaried,146,3,2841,14,1429.98,20000.47,2875.25,1138.59,1429.04,0.47,2143.33,0.47,1232.63,4175.13,1\\r\\n14339,5422,90,Female,0,self_employed,1020,3,501,32,2161.26,2180.67,2157.15,2116.3,0.17,31.66,7.31,0.17,2169.01,2153.25,1\\r\\n14340,1858,43,Male,0,student,409,2,1069,14,2016.13,2747.37,3181.78,4027.42,3.88,119.1,709.62,1175.76,2291.37,3032.03,1\\r\\n14341,2649,25,Female,0,student,15,3,49,74,567.65,3708.25,2546.4,475.55,0.16,0.16,3219.33,202.61,1755.53,3795.83,0\\r\\n14342,2240,80,Female,0,retired,1096,2,2005,104,2590.7,2662.13,2671.03,2710.74,0.66,0.66,72.09,0.66,2647.35,2662.13,0\\r\\n14343,4195,58,Female,1,self_employed,1294,3,150,44,1601.74,3857.45,5709.27,7425.61,0.24,697.39,2255.95,944.45,3579.22,4045.77,1\\r\\n14344,828,67,Male,,self_employed,1088,3,2338,18,16503.49,14082.06,14848.71,11181.1,2422.03,1429.17,0.6,1643.46,15727.63,14406.95,0\\r\\n14345,3216,66,Female,1,self_employed,1020,3,424,31,868.04,1218.72,1793.39,3125.71,0.17,82.65,474.87,39.38,930.99,2003.7,0\\r\\n14346,1417,56,Male,3,self_employed,1521,3,2618,18,1120.01,1296.17,1531.95,6101.74,1000.6,5652.4,843.46,1486.31,1077.03,1670.32,1\\r\\n14347,4398,75,Male,0,retired,1020,1,5,4,5054.98,2195.69,2879.3,1782.64,4007.94,340.71,1119.13,1089.17,3657.6,2222.24,0\\r\\n14348,1066,55,Male,0,self_employed,1494,3,896,96,528.48,6242.77,4469.37,1358.1,0.06,0.06,5714.34,0.06,922.57,6242.77,1\\r\\n14349,2008,57,Female,0,self_employed,802,3,56,,1538.87,1414.17,1440.56,1196.98,0.4,0.4,47.13,51.53,1469.71,1436.23,0\\r\\n14350,4875,49,Male,2,self_employed,1020,2,118,0,5017.97,4900.99,3961.71,2914.73,765.9,1212.94,648.91,1048.91,4934.42,4065.78,0\\r\\n14351,860,90,Male,0,self_employed,1644,2,210,,18460.99,18460.99,18460.99,18343.48,0.23,0.23,0.23,0.23,18460.99,18460.99,0\\r\\n14352,4732,66,Female,0,self_employed,762,2,249,27,3629.94,4194.14,3737.76,2821.88,28.63,20.06,674.3,288.89,3994.82,4289.46,0\\r\\n14353,3556,33,Female,0,self_employed,1020,2,3904,11,2674.38,1932.38,3139.48,4416.99,4270.87,399.44,3386.01,1943.16,2640.05,2930.71,0\\r\\n14354,2247,41,Male,0,self_employed,623,3,1628,76,69.48,48.05,5332.63,259.23,0.69,0.69,0.69,12857.83,52.49,8749.43,1\\r\\n14355,1342,30,Male,0,self_employed,546,2,1732,14,24.56,1717.02,2847.23,77.17,2042.87,76.43,4592.47,30786.95,502.42,7920.49,1\\r\\n14356,4466,37,Female,0,self_employed,1020,2,2,73,1611.64,1325.92,8718.18,10254.16,0.07,0.07,0.07,0.07,1591.93,1270.62,0\\r\\n14358,2454,59,Female,0,self_employed,551,2,550,,2269.18,2262.93,2264.14,2245.06,0.56,0.56,0.56,0.56,2266.54,2262.93,0\\r\\n14359,1162,34,Male,0,salaried,1020,2,16,26,145.95,1072.06,9567.97,9806.84,1746.19,11128.76,1803.97,36782.59,825.09,18064.31,1\\r\\n14360,926,90,,,self_employed,1449,2,610,,5659.34,5659.34,5659.34,5623.46,0.37,0.37,0.37,0.37,5659.34,5659.34,0\\r\\n14361,4104,58,Female,0,salaried,409,2,1561,3,3854.14,2284.38,2543.45,2261.35,1571.51,0.09,1.76,4.7,3054.57,2286.79,0\\r\\n14362,3111,50,Female,0,self_employed,1020,2,212,,2075.29,2072.29,2072.05,2688.45,0.29,0.29,0.29,0.29,2075.29,2071.61,0\\r\\n14363,4688,42,Female,0,self_employed,,1,175,33,3529.58,3529.58,3485.8,3436.43,0.47,71.9,0.47,0.47,3529.58,3469.67,0\\r\\n14364,3186,57,Male,0,salaried,962,2,1481,235,7490.27,7490.27,7490.27,7609.95,0.11,0.11,0.11,0.11,7490.27,7490.27,0\\r\\n14365,1798,32,Female,0,salaried,1388,3,632,,1446.52,1446.52,1446.52,1437.36,0.69,0.69,0.69,0.69,1446.52,1446.52,0\\r\\n14367,4018,51,Male,0,self_employed,1020,2,544,6,2768.9,3923.19,3243.67,5653.08,1140.33,9696.33,2294.61,8973.81,2965.95,3427.02,0\\r\\n14368,2354,37,Female,2,self_employed,409,2,339,6,71.5,77.45,1750.25,1663.48,2643.07,7143.07,2643.07,17857.36,256,3349.67,1\\r\\n14370,5203,65,Male,0,self_employed,1494,2,388,108,3588.8,3588.8,3613.38,3040.28,0.31,0.31,0.31,71.74,3588.8,3591.1,0\\r\\n14371,1792,32,Male,2,self_employed,334,2,4,,8601.21,7981.21,8834.24,8179.6,0.17,0.17,523.03,1871.6,8548.6,8891.81,0\\r\\n14372,245,90,Male,,self_employed,656,2,46,4,753.31,123326.21,116281.79,254350.16,5998.64,2142.97,64285.83,2142.97,102192.96,123326.21,1\\r\\n14374,2073,63,Male,0,self_employed,1020,3,1204,77,10933.84,10933.84,10932.85,10855.95,0.43,0.43,0.43,0.43,10933.84,10933.85,0\\r\\n14375,670,39,Male,,self_employed,491,2,1466,125,1076.71,1112.38,2590.68,4274.5,0.14,0.14,0.14,0.14,1083.74,1116.99,0\\r\\n14376,408,78,Male,,,19,3,3199,40,2802.43,2802.43,1696.2,740.12,0.34,2057.93,0.34,0.34,2802.43,1541.33,0\\r\\n14377,641,30,Female,0,salaried,146,3,2565,0,404.18,1783.12,1716.99,1557.83,55.3,57.14,1428.71,0.14,1735.57,1735.12,1\\r\\n14378,4529,78,Female,0,self_employed,1232,2,223,0,4157.95,3384.55,3798.83,4008.37,834.58,975.01,76.27,1347.14,3614.26,3824.2,0\\r\\n14379,278,24,Male,,self_employed,1299,3,2327,227,3179.71,3179.71,3179.71,3135.52,0.6,0.6,0.6,0.6,3179.71,3179.71,0\\r\\n14381,1280,50,Male,0,salaried,1525,2,2865,17,3166.77,2159.63,2482.28,2245.46,2686.33,0.61,1857.76,86.33,3005.93,2195.57,0\\r\\n14382,321,37,Male,2,self_employed,1096,1,26,10,996.88,682.85,2005.74,1883.67,6028.6,3176.39,5714.57,5800.34,2125,2060.75,1\\r\\n14383,3167,47,Female,0,salaried,1096,2,588,7,1526.52,1537.41,1750.76,961.83,822.23,0.03,821.06,520.36,1807.83,1722.07,0\\r\\n14384,2197,61,Male,0,salaried,623,1,968,31,2911.74,2483.17,1839.7,15454.11,0.4,1605.76,286.11,950.31,2571.84,1717.06,0\\r\\n14385,2179,73,Male,0,self_employed,409,2,1070,13,2040.39,3240.21,2378.37,218.11,1329.07,5734.05,1293.36,3097.26,2547.2,3836.18,0\\r\\n14386,3129,58,Female,0,salaried,491,2,459,214,3382.6,3408.6,3641.14,3862.27,0.04,0.04,0.04,357.19,3385.3,3746.39,0\\r\\n14387,2039,25,Male,0,student,1020,1,84,149,2290.87,2290.87,2290.87,1747.2,0.44,0.44,0.44,0.44,2290.87,2290.87,0\\r\\n14388,589,68,Male,,retired,169,2,1241,145,3548.27,3544.09,3542.25,2669.45,0.7,0.7,0.7,0.7,3546.25,3542.08,0\\r\\n14390,1491,46,Female,0,self_employed,491,3,2582,90,19662.73,21398.47,17945.77,10220.92,0.03,0.03,1717.48,1514.37,20381.21,22064.8,0\\r\\n14391,1477,46,Female,0,self_employed,243,3,122,112,3665.24,3693.89,3889.05,3874.45,0.61,0.61,29.26,250.14,3689.94,3895.12,0\\r\\n14392,2501,90,Male,0,self_employed,860,3,671,17,2720.37,1527.51,1740.44,2286.76,700.01,0.01,0.01,21.44,1986.13,1543.41,0\\r\\n14393,3164,74,Female,0,self_employed,1232,2,52,185,11325.59,12272.11,10220.23,9943.26,0.09,0.09,982.33,1493.63,11583.81,10381.23,0\\r\\n14394,4196,61,Female,0,self_employed,409,3,293,45,6395.01,6466.44,5611.77,3964.65,0.56,3398.2,143.41,1857.7,6441.81,5462.97,0\\r\\n14395,881,38,Male,0,salaried,557,2,721,83,9931.51,9931.51,9877.74,9166.18,0.5,0.5,0.5,0.5,9931.51,9931.51,0\\r\\n14396,1444,29,Female,1,self_employed,1525,2,1105,27,665.7,1982.85,1513.57,4714.74,1714.51,1714.51,1602.28,17,993.97,1819.12,0\\r\\n14397,1703,24,Male,0,student,1494,2,1704,35,8222.85,8222.85,8084.14,7833.58,0.31,186.03,0.31,0.31,8222.85,8067.09,0\\r\\n14398,1480,23,Male,0,student,623,2,317,30,9.73,9.73,1819.49,5113.12,0.16,2743.01,2743.01,3628.73,877.71,1091.76,1\\r\\n14399,5537,43,Female,0,salaried,,3,882,4,4621.29,4216.24,3888.71,3718.46,774.74,833.84,0.2,0.2,3992.66,4159.05,0\\r\\n14400,5053,39,Male,2,self_employed,1085,2,135,48,957.9,1037.5,12931.43,30648.65,0.47,8114.76,80.07,33693.26,1015.54,11032.52,1\\r\\n14401,2337,29,Female,0,student,1232,3,149,19,4021.07,1607.76,2189.64,1937.9,2913.84,0.53,429.1,429.1,3153.89,1987.94,0\\r\\n14402,3313,45,Female,0,salaried,1020,2,239,32,5270.28,6495.96,6059.6,5475.62,0.69,396.84,2395.21,7135.7,6327.38,6890.68,0\\r\\n14403,4884,30,Male,0,salaried,1096,2,1360,0,7412.16,7371.7,7271.67,1624.16,40.56,0.1,0.1,0.1,7373.1,7371.7,0\\r\\n14404,676,44,Male,2,self_employed,363,3,2194,149,1327.72,1583.43,1498.19,1589.9,0.4,0.4,256.11,0.4,1327.72,1583.43,0\\r\\n14405,279,39,Female,0,self_employed,1096,3,2008,76,8.39,8.39,1969.45,468.23,0.63,0.63,0.63,8993.49,8.39,354.93,1\\r\\n14406,3248,37,Male,0,self_employed,1150,1,108,12,1801.26,4373.44,4907.82,4318.93,8571.57,0.14,11428.71,0.14,6114.66,4373.29,0\\r\\n14407,5049,79,Female,0,self_employed,146,1,9,21,8246.04,7155.01,6877.01,6201.38,113,117.31,103.54,71.8,7909.25,7011.85,0\\r\\n14408,1244,58,Female,0,self_employed,630,3,2487,278,2128.5,2128.5,2128.5,2450.5,0.14,0.14,0.14,0.14,2128.5,2128.5,0\\r\\n14409,1705,37,Male,2,salaried,1336,2,1732,101,243.09,407.72,1457.62,583.33,0.54,0.54,200.63,2057.77,301.49,1304.15,1\\r\\n14410,5759,55,Female,0,self_employed,623,2,21,265,3241.62,3241.62,3241.62,3221.3,0.5,0.5,0.5,0.5,3241.62,3241.62,0\\r\\n14411,2134,60,Male,1,self_employed,745,2,1475,44,12484.37,12770.09,12082.54,29992.2,0.61,5714.9,286.33,2713.39,12691.27,10795.88,1\\r\\n14412,2442,61,Male,0,self_employed,1525,3,408,,18596.72,18596.72,18184.36,13038.17,0.2,0.2,0.2,0.2,18596.72,18596.72,0\\r\\n14413,4384,86,Female,0,self_employed,1020,2,1207,67,4372.72,4587,4907.09,5754.03,0.64,0.64,214.93,445.02,4550.06,4967.42,0\\r\\n14414,2845,69,Male,0,retired,363,3,31,56,3578.3,3685.45,2597.84,204.94,0.06,2967.67,107.2,4.34,3644.8,3442.3,1\\r\\n14415,1571,31,Male,0,salaried,1574,3,570,,2440.25,2440.25,2440.25,2418.81,0.14,0.14,0.14,0.14,2440.25,2440.25,0\\r\\n14416,4555,78,Female,0,self_employed,1020,2,143,19,3598.57,3490.02,3499.69,2117.05,13.6,0.03,0.03,0.03,3519.03,3490.02,1\\r\\n14417,3347,56,Male,1,self_employed,1084,2,685,58,2932.2,2989.31,2892.2,2658.55,0.63,607.77,52.42,271.68,2960.68,3054.48,0\\r\\n14418,897,63,Male,0,self_employed,1436,2,986,38,3164.9,3164.9,3763.97,4564.37,0.44,4286.16,0.44,5714.73,3164.9,3533.56,0\\r\\n14419,971,64,Male,4,salaried,29,3,1488,3,3400.87,3261.59,3168.7,3882.7,493.56,386.41,140,140,3074.02,3110.9,0\\r\\n14420,3299,31,Male,0,salaried,1608,2,4,0,9837.81,9903.18,8268.27,3379.38,1161.43,821.3,1241.6,348.69,9503.89,9136.86,0\\r\\n14421,2515,29,Female,0,salaried,409,2,439,25,8081.5,7901.3,7758.09,6920.79,392.46,425.84,240.89,39.17,8162.1,7758.61,0\\r\\n14422,2249,47,Male,2,self_employed,1639,3,1798,13,48.29,519.77,1451.63,1324.54,13358.76,12569.03,6998.09,8961.14,952.05,2842.61,0\\r\\n14423,527,20,Male,,student,575,3,822,,9319.37,9319.37,9319.37,14643.82,0.47,0.47,0.47,0.47,9319.37,9319.37,0\\r\\n14424,2153,67,Male,0,retired,334,2,4,40,131.95,2131.95,1845.42,2514.04,0.47,20.33,2000.47,0.47,1304.37,2119.78,1\\r\\n14425,1052,42,Male,0,self_employed,1096,3,11,11,863.54,4256.24,7266.77,8931.31,4286.24,75.96,7664.66,5501.72,2457.43,6699.07,1\\r\\n14426,6563,77,Female,1,retired,1020,2,501,7,15866.09,15793.57,16297.66,16292.69,71.97,0.54,0.54,4.87,15814.67,15797.62,0\\r\\n14427,775,22,Female,,student,905,2,1830,0,3570.76,2140.47,2199.16,1698.97,1571.5,285.79,141.21,0.07,2495.56,2108.21,1\\r\\n14428,626,35,Female,0,self_employed,860,2,1255,,2110,2110,2083.28,2163.76,0.17,0.17,0.17,0.17,2110,2110,0\\r\\n14429,1460,70,Female,0,self_employed,1020,3,13,13,2976.04,537.35,8351.59,5661.44,2510.71,58.84,72.03,12857.74,1712.18,10066.24,1\\r\\n14430,1253,65,Male,0,retired,1111,3,2845,55,5467.05,1320.42,4384.79,5375.49,0.09,26.94,2243.03,4008.29,5412.34,2523.24,0\\r\\n14432,2480,44,Male,0,self_employed,1020,3,686,,2958.27,2958.27,2958.27,2934.27,0.03,0.03,0.03,0.03,2958.27,2958.27,0\\r\\n14433,794,44,Male,,self_employed,887,3,2531,,522.38,1250.95,1692.94,3325.09,0.06,0.06,714.34,714.34,1067.7,1807.17,1\\r\\n14434,1268,24,Male,2,self_employed,1154,2,2707,89,1423.87,1423.87,1433.37,553.75,0.41,0.41,0.41,0.41,1423.87,1443.45,0\\r\\n14435,4090,58,Male,0,salaried,146,3,354,115,47316.84,33659.37,30678.5,10555.87,0.59,0.59,3642.4,2523.47,40767.07,25216.52,0\\r\\n14436,1579,49,Female,0,salaried,1111,3,930,265,3993.55,4369.99,4558.19,5080.58,0.01,0.01,376.46,714.3,4058.46,4561.24,0\\r\\n14437,2376,90,Female,0,self_employed,318,2,450,58,3213.59,3213.59,3300.52,3860.41,0.6,439.2,0.6,429.17,3213.59,3442.92,0\\r\\n14438,1304,48,Female,0,self_employed,917,2,1909,210,8806.91,8806.91,8806.91,7603.31,0.17,0.17,0.17,0.17,8806.91,8806.91,0\\r\\n14439,2110,25,Male,0,salaried,409,2,3666,48,2882.39,2925.24,2510.69,3610.51,0.04,631.47,0.04,0.04,2895.69,2715.01,0\\r\\n14440,3993,55,Male,0,self_employed,1180,2,1330,0,14782.37,13433.81,13512.5,11638.44,1321.43,0.6,643.46,219.03,13953.4,13496.13,0\\r\\n14441,2112,49,Male,0,self_employed,61,3,115,45,418.47,401.32,2231.21,6870.2,0.24,739.84,0.24,698.53,404.28,395.78,0\\r\\n14442,2347,70,Female,0,self_employed,657,2,486,11,7602.4,6173.83,5120.98,3039.06,1785.87,32.54,357.3,0.16,6629.49,6159.5,0\\r\\n14443,4854,58,Female,0,self_employed,1096,3,120,31,8125.55,8125.55,7525.41,7104.92,0.59,1016.3,0.59,0.59,8125.55,7272.28,0\\r\\n14444,596,39,Male,0,self_employed,1551,3,3724,6,1661.71,2490.77,3021.88,2213.62,143.29,776,244.06,33.05,1816.07,3053.48,0\\r\\n14446,977,36,Female,0,self_employed,1392,2,2337,14,4145.95,2678.81,3064.85,3697.84,989.2,303.49,1093.49,143.49,3682.75,2555.67,0\\r\\n14447,1788,43,Female,0,self_employed,1020,3,1230,112,4738.14,4535.43,4697.03,4523.73,0.66,0.66,12.23,443.51,4731.75,4643.73,0\\r\\n14448,1810,42,Male,2,self_employed,656,2,653,95,2253.7,2310.84,2476.68,2719.04,0.06,0.06,0.06,381.89,2285.22,2401.45,0\\r\\n14449,1260,25,Male,0,self_employed,15,1,2480,112,4004.74,4296.95,3102.61,927.37,0.09,0.09,3863.72,485.15,1517.95,4860.19,0\\r\\n14450,1953,47,Female,0,self_employed,146,3,877,186,2539.48,2539.48,2539.48,3329.13,0.13,0.13,0.13,0.13,2539.48,2539.48,0\\r\\n14451,4794,63,Female,0,self_employed,409,1,89,3,5581.52,21474.66,16833.04,22335.55,4226.98,1465.11,20118.81,2720.53,7801.94,21436.61,0\\r\\n14452,1460,29,Male,0,self_employed,167,2,1840,114,3095.43,4452.57,4734.08,6004.07,0.44,0.44,2714.73,2143.3,3735.82,4807.41,0\\r\\n14453,514,50,Female,,self_employed,243,3,3722,21,13449.08,5659.16,7836.83,5969.95,8143.46,0.6,0.6,0.6,11912.62,5681.47,0\\r\\n14454,2558,8,Male,0,self_employed,623,2,1021,116,1362.26,1290.83,2076.07,1658.84,0.04,0.04,0.04,2142.9,1340.1,1546.6,1\\r\\n14455,2418,26,Female,0,student,116,2,2732,174,5592.78,5592.78,5592.78,5251.65,0.09,0.09,0.09,0.09,5592.78,5592.78,1\\r\\n14456,4045,60,Male,0,salaried,745,2,127,31,1486.93,2949.27,3055.04,4163.76,0.57,387.71,3500.57,1496.32,3186.68,3027.68,0\\r\\n14457,1425,32,Female,0,self_employed,1525,2,358,19,11535.44,11397.9,11322.27,10088.96,136.4,136.4,0.69,0.69,11486.88,11343.32,0\\r\\n14459,1175,51,Male,1,self_employed,,3,273,4,3186.27,1057.28,1990.69,1158,4846.16,4484.66,4392.38,2510.34,2212.49,1686.96,0\\r\\n14460,3201,65,Male,3,self_employed,334,1,124,14,0.06,69.96,2097.44,3401.54,357.2,0.06,511.06,17.49,540.33,363.11,1\\r\\n14461,1959,37,Male,0,salaried,575,2,1719,24,11784.68,11871.31,11335.73,9949.99,299.1,1352.47,364.3,0.53,12042.39,11416.41,0\\r\\n14462,1319,41,Female,1,self_employed,15,1,48,19,22664.12,35479.83,32483.23,16941.63,48784.47,49093.68,65171.61,82817.57,37153.77,44503.29,0\\r\\n14463,1646,36,Female,0,self_employed,660,2,2062,277,5867.91,5867.91,5867.91,5745.66,0.4,0.4,0.4,0.4,5867.91,5867.91,1\\r\\n14464,1419,80,Female,0,retired,1096,2,1338,,2345.88,2115.88,2078.56,1422.07,0.3,0.3,0.3,0.3,2290.36,2088.6,1\\r\\n14465,793,35,Male,0,self_employed,491,2,1733,21,5489.95,5318.52,5360.7,5946.36,172.04,0.61,0.61,429.19,5448.57,5355.26,0\\r\\n14466,1603,26,Male,0,salaried,1474,3,1623,0,4553.66,3273.48,3834.94,3951.5,214.54,13.83,519.29,387.46,4437.48,3263.14,0\\r\\n14467,1894,30,Female,0,salaried,1020,2,1471,126,2288.44,2359.87,2567.7,3406.59,0.6,0.6,0.6,0.6,2320.46,2389.82,0\\r\\n14468,3544,66,Female,1,self_employed,575,1,280,21,7181.79,7158.93,6930.19,4557.24,321.83,321.83,671.83,181.7,7304.25,7005,0\\r\\n14469,489,34,Male,0,self_employed,1076,3,793,31,85.36,3717.22,2032.11,4758.54,0.11,2857.26,3657.26,642.97,1593.95,1470.95,0\\r\\n14470,3155,54,Female,0,self_employed,1356,2,801,124,2230.09,2230.09,2230.09,1334.07,0.01,0.01,0.01,0.01,2230.09,2230.09,0\\r\\n14471,655,34,Male,1,self_employed,357,3,504,13,454.43,3516.91,1832.85,1520.05,2571.67,2571.67,5619.86,1405.57,1323.46,2260.74,0\\r\\n14472,2861,75,Male,0,retired,1253,3,766,13,705.09,447.95,1619.28,3718.51,257.64,257.64,0.5,0.5,572.08,348.41,0\\r\\n14473,712,63,Male,0,self_employed,356,3,2810,0,645.3,2381.01,1705.55,91.85,1000.09,6928.66,2735.8,4571.51,1050.47,4042.3,1\\r\\n14474,589,40,Male,3,self_employed,623,2,1042,0,1732.54,4255.12,2311.61,10499.7,4387.63,4386.47,3707.27,2699.81,2148.5,2096.89,0\\r\\n14475,983,41,Female,0,self_employed,243,3,3722,25,4410.85,3490.59,3979.36,6249.4,2057.74,2057.74,1437.84,2114.88,4656.87,4057.38,0\\r\\n14476,289,28,Male,,self_employed,1232,1,746,84,7117.08,7117.08,9794.67,5362.83,0.67,0.67,0.67,0.67,7117.08,7117.08,0\\r\\n14477,1516,60,Female,0,self_employed,1327,2,161,26,6278.06,6336.42,6392.19,6869.29,235.8,342.94,571.87,500.44,6405.53,6359.88,0\\r\\n14478,1844,35,Male,2,self_employed,146,2,2855,24,6809.75,4416.43,4566.01,7816.56,63.81,21.2,10491.78,4513.31,4507.37,2530.16,0\\r\\n14479,653,80,Female,0,retired,575,2,572,7,13504.39,11516.44,17158.48,17026.54,2701.57,55894.96,484.21,63980.77,12877.42,19035.17,0\\r\\n14480,3853,13,Male,0,self_employed,409,1,1374,3,2750.79,2485.07,7888.58,10073.91,266.27,10920.99,0.56,18571.99,2494.23,11035.44,0\\r\\n14481,1544,7,Female,0,student,1232,3,539,,2883.33,1454.75,1930.95,1450.68,0.67,0.67,0.67,0.67,2883.33,1454.75,0\\r\\n14482,476,59,Male,0,self_employed,1020,2,258,,1867.39,2029.32,2050.7,2593.94,0.64,0.64,162.57,162.57,1889.73,2050.22,0\\r\\n14483,2812,38,Female,0,self_employed,491,2,93,20,10243.38,243.38,2696.4,260.27,10000.39,371.81,0.39,362.9,7484.75,370,0\\r\\n14484,1294,34,Male,0,self_employed,409,2,614,9,3674.42,3388.7,3144.62,2358.08,286.27,571.99,0.56,0.56,3467.52,3185.94,0\\r\\n14485,255,33,Female,0,self_employed,1020,2,227,69,91.77,91.77,2948.65,389.17,0.53,0.53,0.53,7143.39,91.77,6082.55,1\\r\\n14486,1800,51,Male,0,self_employed,146,3,1748,258,19026.97,18641.4,18497.22,17294.01,0.06,0.06,0.06,0.06,18864.98,18471.84,1\\r\\n14487,5552,80,Male,0,retired,1020,3,2,26,687.71,3697.29,3622.93,3265.33,629.99,8.8,0.47,0.47,3482.32,3695.96,1\\r\\n14488,1435,43,Male,0,self_employed,,2,1963,,4006.73,4006.73,4006.73,3988.77,0.44,0.44,0.44,0.44,4006.73,4006.73,0\\r\\n14489,2296,59,Male,0,self_employed,,2,1555,46,5026.91,5039.7,4066.94,4867.99,0.63,43740.11,653.27,43196.13,4981.77,5332.14,0\\r\\n14490,5869,38,Female,2,self_employed,1096,2,1001,6,9241.7,1188.82,7293.58,4337.35,582.61,764.34,0.06,0.06,8370.74,5850.47,0\\r\\n14491,2015,47,Male,0,self_employed,1096,3,578,7,997.2,851.89,1971.64,1683.17,182.14,93105.56,18926.99,78901.12,959.01,2724.33,0\\r\\n14492,1053,85,Male,0,self_employed,675,3,2244,,4972.47,4966.43,4966.82,4919.5,0.14,0.14,0.14,0.14,4969.97,4966.43,0\\r\\n14493,2819,34,Female,0,self_employed,680,3,565,,2376.83,2376.83,2376.83,2351.52,0.19,0.19,0.19,0.19,2376.83,2376.83,0\\r\\n14494,1106,49,Female,0,self_employed,848,1,167,17,2859.49,900.22,1566.11,1357.16,222.13,234.49,1533.96,2769.84,1422.89,1946.11,0\\r\\n14495,1981,51,Male,0,self_employed,200,2,1648,14,2973.35,2730.5,3150.4,3500.1,243.16,243.16,0.3,1428.87,2856.11,2782.57,0\\r\\n14496,1446,5,Female,0,student,146,2,75,39,7727.06,7743.43,7462.22,7192.04,0.41,471.84,0.41,0.41,7709.92,7450.8,0\\r\\n14497,1764,34,Male,0,salaried,904,2,594,4,4917.22,4502.93,4290.34,4580.93,429.24,572.8,0.67,0.67,4576.33,3981.54,0\\r\\n14498,1767,30,Male,1,self_employed,,3,3029,3,3504.29,9402.6,7636.18,5258.67,3636.36,0.64,17010.7,219.06,5252.25,9487.12,1\\r\\n14499,1558,32,Male,0,self_employed,575,2,589,20,3201.3,3070.3,3279.04,3325.95,400.11,400.11,114.4,467.26,3210.66,3336.83,0\\r\\n14500,200,26,Female,,salaried,915,2,1014,163,4359.32,4359.32,4359.32,4350.93,0.26,0.26,0.26,0.26,4359.32,4359.32,0\\r\\n14501,1972,30,Male,0,self_employed,1020,2,3354,0,512.23,983.14,2657.13,26631.77,756.6,571.96,1648.94,1087.95,978.92,1347.72,1\\r\\n14503,3236,67,Male,0,salaried,15,3,48,23,2565.87,1550.64,1718.97,2430.53,1142.9,178.19,2037.61,331.47,1887.62,1641.6,0\\r\\n14504,2568,72,Male,2,self_employed,1096,1,158,0,9359.48,5540.31,6688.71,4946.55,4614.79,16373.37,681.33,16040.26,8941.07,5627.71,0\\r\\n14505,4609,78,Male,0,retired,245,2,204,54,2684.44,2684.44,2709.86,3018.4,0.57,8.14,0.57,0.57,2684.44,2683.83,0\\r\\n14506,345,30,Male,,salaried,615,2,298,0,2401.33,1616.54,1575.53,953.46,993.56,20.7,371.04,402.37,1558.06,1700.47,0\\r\\n14507,623,25,Female,,student,409,2,1664,101,19743.88,19743.88,25227.66,30416.69,0.16,0.16,0.16,9281.49,19743.88,26904.38,0\\r\\n14508,1588,53,Male,0,salaried,1525,2,4359,17,7769.13,7453.84,7999.49,8023.55,892.79,21.83,1020.36,1330.67,7365.95,8109.96,0\\r\\n14509,4027,43,Female,2,self_employed,1096,3,327,30,902.21,491.32,2003.39,432.95,0.39,886.1,38160.93,663.93,5243.71,314.15,1\\r\\n14510,522,45,Male,0,self_employed,1041,3,2036,0,458.88,1699.16,1754.65,1634.57,1757.41,1571.7,3792.03,84.89,610.68,1993.75,1\\r\\n14511,285,77,Male,,retired,1139,2,335,20,11847.09,11693.09,7139.87,3842.02,152.24,7237.73,0.46,0.46,11803.47,5186.75,0\\r\\n14512,4242,38,Female,0,self_employed,232,2,350,61,3064.88,3064.88,2788.39,1492.12,0.04,0.04,0.04,0.04,3064.88,3064.88,0\\r\\n14513,3177,52,Female,0,self_employed,29,2,682,31,1394.96,1729.74,1510.69,2142.56,0.6,714.89,0.6,0.6,1713.48,1155.9,0\\r\\n14514,1694,37,Female,0,self_employed,334,2,166,98,5716.64,5762.7,5754.98,6190.27,0.09,0.09,46.14,0.09,5739.55,5762.7,0\\r\\n14516,4872,29,Male,0,self_employed,1096,1,92,18,2583.24,2511.81,2515.53,2556.08,72.03,47.74,0.6,12.01,2558.61,2511.89,0\\r\\n14517,227,54,Female,,self_employed,1301,2,692,153,1640.4,1640.4,1640.4,3793.91,0.29,0.29,0.29,0.29,1640.4,1640.4,0\\r\\n14518,489,68,Female,,self_employed,1557,3,3152,3,3349.38,2874.22,2774.25,1887.66,475.94,238.09,0.23,0.23,2949.87,2836.12,0\\r\\n14519,5333,49,Male,0,salaried,834,2,14,0,1751.28,4813.89,5883.83,4307.13,15842.53,1753.36,17702.43,974.96,7691.78,4056.3,1\\r\\n14520,801,42,Female,,salaried,894,2,2597,182,1559.49,1559.49,1559.49,1553.01,0.36,0.36,0.36,0.36,1559.49,1559.49,0\\r\\n14521,1750,41,Male,0,self_employed,1135,3,1535,,7115.32,7642.45,8744.83,12664.84,0.07,0.07,527.2,1303.28,7326.8,8323.53,0\\r\\n14522,759,39,Male,2,self_employed,1232,2,1445,18,6336.14,6058.92,5963.88,5412.07,277.32,293.77,0.1,0.1,6240.54,5964.19,0\\r\\n14523,6590,50,Male,1,salaried,1096,3,134,114,2617.58,3907.43,4531.84,9280.89,0.41,0.41,1231.71,3396.06,3387.76,3430.35,0\\r\\n14524,1514,47,Female,0,self_employed,1494,3,1008,285,6090.66,6090.66,6090.66,6054.15,0.3,0.3,0.3,0.3,6090.66,6090.66,0\\r\\n14525,320,29,Female,,salaried,1096,1,4279,39,115.24,115.24,2865.57,9485.02,0.17,2285.89,0.17,5357.31,115.24,3133.68,1\\r\\n14526,740,27,Male,0,salaried,1085,1,2221,4,13811.51,1377.47,2888.5,1048.55,38400.69,0.69,25966.64,94.53,5653.93,1449.03,0\\r\\n14527,3250,39,Female,0,salaried,42,1,59,28,1847.98,1846.26,1790.29,1868.09,266.93,0.5,250.93,96.09,1991.14,1623.2,0\\r\\n14528,4191,45,Male,0,self_employed,1232,2,103,6,2843.22,1705.03,1727.67,502.12,382.33,2149.83,2618.71,927.65,3194.52,753.07,0\\r\\n14529,2700,44,Male,0,self_employed,279,2,948,49,925.72,923.67,1961.38,1203.73,0.07,314.27,0.07,2857.21,925.01,1481.3,1\\r\\n14530,2037,56,Female,0,self_employed,834,2,1129,3,8405.24,24099.49,9461.58,13368.56,7949.31,102892.69,42256.06,94348.75,8687.69,16693.62,1\\r\\n14531,1965,50,Male,0,salaried,334,2,136,,9394.81,9394.81,9396.97,9339.94,0.06,0.06,0.06,0.06,9394.81,9397.19,0\\r\\n14532,4172,37,Male,0,salaried,1020,3,18,,1999.69,2245.51,2235.87,5633.59,0.6,0.6,817.85,0.6,2020.99,2245.51,0\\r\\n14533,1333,21,Male,0,student,409,3,249,24,987.12,1032.79,2010.3,4019.49,2.57,0.33,19.37,94.38,1004.15,1094.5,1\\r\\n14534,310,43,Male,2,self_employed,169,3,1712,35,18226.8,18226.8,8140.3,14407.7,0.23,16457.37,0.23,0.23,18226.8,4424.2,0\\r\\n14535,403,25,Male,0,self_employed,656,2,1315,0,310.09,16.95,4974.73,19.45,157701.04,4181.04,171681.04,4181.04,14874.06,33.19,1\\r\\n14536,2414,20,Male,0,student,1181,3,451,,2105.24,2105.24,2105.24,2096.69,0.16,0.16,0.16,0.16,2105.24,2105.24,0\\r\\n14537,2697,27,Female,0,student,1232,3,104,81,3185.42,3185.42,3178.5,3094.23,0.2,0.2,0.2,0.2,3185.42,3185.42,0\\r\\n14538,1360,30,Male,0,salaried,623,2,642,39,6260.72,6260.72,5869.01,5515.43,0.44,714.73,0.44,0.44,6260.72,5799.89,0\\r\\n14539,2629,33,Female,0,salaried,1154,3,1419,84,2601.14,4465.43,4229.92,2899.3,0.29,0.29,2578.86,436,3996.22,4503.22,0\\r\\n14540,5052,46,Male,0,salaried,318,2,1379,3,7171.66,1388.35,3525.27,3733.1,7925.59,4994.94,863.67,3523.95,4250.93,1559.62,0\\r\\n14541,985,33,Female,0,salaried,,2,42,101,2645.44,2694.52,3023.44,1928.53,0.49,0.49,335.2,1761.14,2553.41,2945.57,0\\r\\n14542,568,78,Male,,retired,834,2,334,0,19218.93,13046.1,10941.22,8144.85,7146.69,7143.04,831,2303.99,12531.3,11275.37,0\\r\\n14543,1559,31,Female,0,self_employed,485,2,1403,63,2637.74,2637.74,1874.06,7.23,0.16,0.16,0.16,0.16,2637.74,2637.74,1\\r\\n14544,3236,71,Male,0,self_employed,968,2,268,3,2600.44,2428.03,2752.35,3267.99,145.8,0.09,0.09,373.24,2466.62,2675.23,0\\r\\n14545,1948,32,Male,0,self_employed,19,3,1814,,3345.03,3368.36,3386.89,3437.45,0.17,0.17,0.17,0.17,3364.34,3386.46,0\\r\\n14546,4136,68,Female,0,self_employed,1096,2,1561,63,5203.51,5203.51,5571.95,5874.87,0.14,0.14,0.14,0.14,5203.51,5596.25,0\\r\\n14547,742,35,Female,0,self_employed,1598,2,2028,11,4551.02,979.59,1431.15,976.98,3571.44,0.01,0.01,0.01,2334.27,979.59,0\\r\\n14548,1257,44,Female,0,self_employed,1050,2,810,131,1828.66,1871.51,1906.84,1884.41,0.67,0.67,0.67,0.67,1864.12,1904.69,0\\r\\n14549,3159,39,Male,3,self_employed,1015,2,741,73,11713.23,11838.23,12869.13,16069.78,0.14,0.14,125.14,428.71,11777.88,12382.16,0\\r\\n14550,1670,30,Female,0,salaried,1525,3,276,25,3102.01,2948.16,2851.28,1654,229.04,0.47,32.26,62.21,3095.34,2983.01,0\\r\\n14551,4524,37,Female,0,self_employed,1150,2,435,,4538.72,4551.22,4550.64,4523.56,0.29,0.29,12.79,0.29,4549.49,4551.22,0\\r\\n14552,3238,53,Male,1,self_employed,623,1,317,15,3929.74,3968.14,5657.05,10583.33,567,847.76,758.25,100.5,3744.13,3597.03,0\\r\\n14553,2576,42,Male,0,salaried,243,3,122,12,4974.75,4998,5052,5221.38,57.33,0.19,0.19,0.19,4990.73,5042.44,0\\r\\n14554,370,38,Male,0,self_employed,409,3,609,47,7759.4,8430.83,4373.9,32.2,0.61,8729.19,814.9,300.61,7912.36,5197.88,1\\r\\n14555,2012,51,Female,0,self_employed,1494,3,1026,,1980.37,1980.37,2153.19,3450.6,0.31,0.31,0.31,286.03,1980.37,2079.45,0\\r\\n14557,1265,69,Female,0,self_employed,623,2,2705,11,403.74,4484.85,2785.94,909.87,16021.23,2643.1,20000.24,0.24,3066.67,4062.71,1\\r\\n14558,4491,73,Male,0,retired,575,3,44,,2707.65,2679.08,2693.42,2709.28,0.66,0.66,0.66,0.66,2682.03,2679.08,0\\r\\n14560,1386,51,Female,0,self_employed,334,3,1587,340,1893.63,1393.63,1798.19,2161.92,0.5,0.5,429.07,472.54,1891.16,1365.98,0\\r\\n14561,521,45,Male,0,self_employed,29,2,1488,318,11079.61,12071.31,12373.87,13005.65,0.27,0.27,875.27,857.41,11316.72,12801.43,0\\r\\n14562,3228,46,Male,0,self_employed,1464,2,635,,3620.46,3620.46,3622.61,3600.39,0.47,0.47,0.47,0.47,3620.46,3622.83,0\\r\\n14563,2466,62,Male,2,self_employed,233,2,1033,31,1598.32,2108.68,5724.23,1995.06,0.6,5714.89,1510.74,12939.31,1806.62,7287.87,1\\r\\n14564,6977,41,Male,0,salaried,1111,3,27,0,1169.46,2178.58,1633.2,1821.76,471.7,471.7,1009.39,366.53,1329.7,1984.76,0\\r\\n14565,3125,70,Male,0,self_employed,649,2,289,25,1730.89,651.32,1955.12,1760.36,5357.24,714.96,5714.39,4028.96,644.66,2149.69,0\\r\\n14566,1509,54,Male,0,self_employed,146,3,1050,269,1868.34,2291.09,2123.29,1997.08,0.5,0.5,423.24,0.5,2127.43,2236.26,0\\r\\n14567,2040,86,Male,1,retired,318,2,873,17,14359.42,11490.72,10067.73,6603.69,2120.09,2120.09,0.2,1276.81,12910.94,9677.77,0\\r\\n14568,741,41,Male,,salaried,623,2,1554,186,2099.37,2813.65,2678.14,259.27,0.13,0.13,0.13,0.13,2340.75,3226.17,1\\r\\n14569,1115,31,Female,0,student,,3,1912,,2524.28,3614.76,2210.42,1327.34,0.03,0.03,3544.59,2616.16,2787.71,1852.03,0\\r\\n14570,5655,90,Female,0,self_employed,1111,2,88,,6005.03,6005.03,6005.03,5966.99,0.21,0.21,0.21,0.21,6005.03,6005.03,0\\r\\n14571,909,62,Male,2,self_employed,1525,3,1803,63,1448.95,1447.13,1456.16,1446.69,0.67,0.67,0.67,0.67,1448.39,1447.13,0\\r\\n14572,301,48,Male,,self_employed,318,3,2760,140,15470.3,15484.58,15484.25,14850.96,0.31,0.31,14.6,0.31,15483.6,15484.58,0\\r\\n14573,2441,47,Female,0,self_employed,1347,2,817,24,242.73,2254.31,1458.26,2110.48,214.37,142.94,2215.66,142.94,240.31,2147.9,0\\r\\n14574,534,33,Female,,self_employed,1127,2,2426,26,4288.18,438.18,1971.72,538.26,1429.01,1114.73,571.87,843.3,2172.42,1881.04,0\\r\\n14575,1662,37,Male,0,salaried,1020,2,2973,353,5893.97,5697.43,5387.01,5490.75,0.49,0.49,143.34,0.49,5747.35,5340.62,0\\r\\n14576,919,69,Female,0,self_employed,834,2,1923,195,2086.16,2371.87,2276.63,2713.42,0.59,0.59,572.01,0.59,2086.16,2371.87,0\\r\\n14577,1640,35,Male,0,salaried,341,3,910,41,1242.54,1456.82,5473.78,3058.93,0.64,14286.36,214.93,6572.07,1294.26,1568.05,1\\r\\n14578,532,56,Male,,self_employed,15,2,1288,12,1778.06,2853.16,10825.11,27953.35,7239.69,682.19,8314.79,23190.94,2544.94,16607.24,0\\r\\n14579,2312,29,Male,0,salaried,690,2,1312,0,917.95,1416.58,1666.37,1714.78,899.57,474.5,810.63,136.95,1179.43,1515.83,0\\r\\n14580,3083,42,Female,0,self_employed,649,1,644,322,1669.55,3334.05,3522.5,4802.63,0.31,0.31,1628.89,2159.63,2129.19,4253.57,0\\r\\n14581,3465,46,Male,0,salaried,666,2,243,152,1363.54,1355.44,1541.08,7900,0.24,0.24,0.24,0.24,1359.35,1355.44,0\\r\\n14582,1598,55,Female,0,self_employed,1020,1,321,6,3953.41,7257.55,3919.52,7641.36,314.8,15814.51,1389.14,23.31,5016.83,3870.47,0\\r\\n14583,1829,51,Male,0,self_employed,1020,2,1574,11,533.89,570.32,2328.21,901.88,109668.29,1524.89,171071.86,2267.2,5787.79,927.08,0\\r\\n14584,1996,27,Female,0,self_employed,1096,3,294,18,910.88,1908.42,1842.49,1766.77,424.64,424.64,1401.94,558.54,1591.33,2025.93,0\\r\\n14585,1525,38,Male,0,salaried,1020,2,182,,1878.16,2065.75,2022.33,2323.83,0.56,0.56,0.56,0.56,1884.63,2065.91,0\\r\\n14586,4331,72,Female,0,self_employed,409,1,217,23,32262.57,29658.39,25050.98,13764.98,329.17,13733.47,68.14,1833.46,31502.26,25757.05,0\\r\\n14587,2118,57,Male,1,salaried,413,3,759,25,817.31,4987.47,1880.6,1519.88,429.13,9071.99,5046.14,4735.1,1012.09,2044.16,1\\r\\n14588,5008,66,Male,0,retired,1020,3,159,20,2126.78,2321.12,2096.59,2119.22,285.8,438.13,486.87,111.99,2245.67,2185.95,0\\r\\n14589,2671,36,Female,0,self_employed,1494,1,67,55,58.77,324.18,1494.13,1745.03,0.56,1429.13,571.99,1575.56,238.06,2062.32,0\\r\\n14590,1260,47,Male,0,salaried,615,2,981,97,2615.42,2709.86,2704.17,1522.7,0.11,0.11,94.56,0.11,2638.51,2709.86,0\\r\\n14591,4821,54,Female,0,salaried,904,3,78,3,707.7,1337.89,2011.66,1535.61,1523.42,14.31,1497.46,1671.46,1429.14,2102.44,1\\r\\n14593,1857,11,Female,0,student,146,1,140,,1679.11,1679.11,1679.11,1668.47,0.36,0.36,0.36,0.36,1679.11,1679.11,0\\r\\n14594,981,43,Male,1,self_employed,1643,3,3253,24,3408.95,3521.68,3388.17,3034.51,186.24,186.24,268.09,1071.79,3443.91,3250.27,0\\r\\n14596,657,42,Male,1,self_employed,,2,3225,7,11230.89,595.5,1471.47,580.86,3571.91,0.49,0.49,0.49,3208.4,648.45,0\\r\\n14598,2682,56,Male,0,self_employed,,2,619,26,3504.59,3081.61,3021.85,719.83,423.17,423.17,0.19,0.19,3475.42,3013.38,0\\r\\n14599,2146,57,Female,1,self_employed,861,2,1456,23,43317.03,42254.06,44777.62,42807.76,1155.09,1155.09,908.1,4091.38,42521.96,45640.24,0\\r\\n14600,1510,28,Female,0,salaried,1096,2,92,39,1719.77,1853.23,2550.12,4149.68,0.3,15624.02,133.76,15357.44,1801.81,4261.89,0\\r\\n14601,434,42,Male,,self_employed,146,3,1472,46,5426.56,5426.56,4665.28,893.63,0.46,33439.58,0.46,5.62,5426.56,7753.14,0\\r\\n14602,664,47,Male,,salaried,1096,3,1660,25,2165.94,3768.79,2651.83,1327.93,745.93,2245.93,2200.2,369.9,2358.16,3520.23,0\\r\\n14603,2250,29,Male,1,salaried,1096,3,1365,35,2872.45,3316.26,1593.11,1479.38,0.49,3111.57,444.3,124.1,2946.37,932.08,1\\r\\n14604,2101,38,Female,0,salaried,1135,2,1534,3,2362.09,2611.53,2574.56,3947.14,171.53,171.53,226.96,376.1,2281.9,2607.02,0\\r\\n14605,4042,81,Female,0,self_employed,485,3,295,242,2610.77,2610.77,2611.86,2619.22,0.04,0.04,0.04,0.04,2610.77,2610.77,0\\r\\n14606,1969,69,Male,0,retired,468,2,175,,2816.22,3028.69,3097.17,3939.69,0.47,0.47,214.76,6.78,2852.54,3030.05,0\\r\\n14607,1084,30,Male,2,salaried,1096,3,1671,12,2164.06,1743.46,1668.27,1126.23,1.19,4459.56,39.34,2828.19,1843.91,2893.38,0\\r\\n14610,1861,32,Male,0,salaried,146,2,1208,16,11688.77,9971.17,10487.13,8337.31,2074.77,2064.03,0.03,1221.41,11051.93,9545.64,0\\r\\n14611,2771,10,Male,0,student,1262,2,215,89,1586.95,1579.81,1629.15,2411.44,0.11,0.11,0.11,1428.69,1584.74,1531.65,0\\r\\n14612,2258,77,Male,0,self_employed,834,1,8,0,62581.34,3853.3,4526.42,5439.98,58837.15,1004.09,112.9,288.1,6824.9,3609.27,0\\r\\n14614,5499,61,Male,0,self_employed,221,2,68,41,17188.57,17221.41,15269.24,2884.75,0.5,37.54,0.5,9747.56,17338.32,24698.72,0\\r\\n14615,1535,53,Male,0,self_employed,6,3,2276,21,1386.21,93.35,2565.14,1832.89,1293.21,0.36,0.36,4214.64,1074.14,2540.36,0\\r\\n14616,1964,44,Male,0,self_employed,1337,3,449,6,2314.33,2219.86,2292.57,2136.57,446,17.43,8.67,8.7,2178.45,2395.52,0\\r\\n14617,3357,67,Male,0,retired,834,3,4276,19,3650.24,4120.65,3938.18,4422.72,199.84,0.26,1134.16,243.11,3868.21,4054.75,0\\r\\n14618,1473,29,Female,0,self_employed,545,2,784,25,2858.61,2802.82,2828.51,2779.59,63.61,0.66,5.69,17.56,2855.1,2806.72,0\\r\\n14619,1157,35,Male,0,salaried,822,3,1218,3,4605.4,2862.54,3369.06,2267.45,2785.86,771.61,1028.71,1385.86,2781.26,3728.41,1\\r\\n14620,5901,90,Female,0,self_employed,1020,1,1357,21,9795.51,7301.13,7326.21,10091.94,4587.53,2127.89,2091.51,0.44,9214.61,7026.63,0\\r\\n14621,931,57,Male,3,self_employed,180,3,3138,32,4267.99,4439.89,3712.72,4045.07,0.23,1428.8,216.76,216.76,4261.1,3231.88,0\\r\\n14622,1855,10,Male,0,student,834,2,460,,2375.52,2375.52,2349.41,2250.66,0.07,0.07,0.07,0.07,2375.52,2350.64,0\\r\\n14623,2649,31,Female,0,salaried,1608,2,694,13,4356.84,7742.91,6373.22,5132.96,1563.24,4.81,3656.47,18.9,6637.51,6502.14,0\\r\\n14624,438,27,Male,0,self_employed,1477,3,2518,25,1748.98,1805.8,1629.72,1804.12,144.57,193.14,201.4,137.54,1756.98,1790.87,0\\r\\n14625,1440,42,Male,0,self_employed,623,3,2604,19,1614.89,1132.03,2306.17,5010.1,1429.07,0.5,0.5,286.21,1489.66,1354.97,1\\r\\n14627,1047,39,Female,0,salaried,1096,2,92,33,3406.3,9940.11,7244.54,9092.63,0.44,371.94,7429.74,598.38,3512.13,8957.18,0\\r\\n14629,4769,47,Female,0,self_employed,1020,2,163,,3057.7,3057.7,3316.36,3544.74,0.34,0.34,0.34,653.69,3057.7,3323.2,0\\r\\n14630,1704,53,Male,0,self_employed,409,3,925,199,3865.6,654.64,1448.7,188.24,0.17,0.17,406.25,2928.74,3985.63,265.33,0\\r\\n14631,645,70,Female,0,self_employed,479,3,234,10,4515.32,4796.98,4830.06,3562.77,333.06,571.86,614.71,429,4877.73,4962.24,0\\r\\n14632,1159,64,Female,0,self_employed,241,3,2486,238,4191.55,4191.55,4191.55,4165,0.47,0.47,0.47,0.47,4191.55,4191.55,0\\r\\n14633,2987,40,Male,0,salaried,1322,2,176,18,1608.54,642.69,1800.15,588.84,5400.04,1428.61,4285.76,2285.76,3360.57,1067.92,0\\r\\n14634,1358,39,Female,0,self_employed,1020,2,212,20,2786.01,2388.09,2247.34,2151.97,467.01,467.01,21.99,40.49,2668.07,2238.34,0\\r\\n14635,2296,37,Female,0,self_employed,1084,2,258,320,2299.27,2299.27,2299.27,2284.71,0.57,0.57,0.57,0.57,2299.27,2299.27,0\\r\\n14636,1592,52,Male,0,salaried,1220,3,1994,44,10109.63,10109.63,9998.41,9475.04,0.7,143.56,0.7,0.7,10109.63,10040.5,0\\r\\n14637,857,67,Male,0,salaried,1020,3,1230,40,2725.84,2725.84,2646.06,3079.62,0.69,314.97,0.69,0.69,2725.84,2527.68,0\\r\\n14638,758,32,Male,2,self_employed,623,3,2068,6,2203.91,2813.1,1484.13,774.55,122.09,4443.51,374.13,2329.07,2518.48,1485.81,0\\r\\n14639,429,64,Male,0,retired,980,3,1462,3,2139.41,2526.17,3280.83,1282.2,3034.86,14709.64,3885.79,20400.07,1756.39,3431,1\\r\\n14640,1728,25,Male,0,self_employed,905,1,1320,11,2686.94,2822.2,4603.17,2859.1,2143.51,33572.09,1493.55,49973.44,3072.78,5397.62,0\\r\\n14641,2163,12,Male,0,student,1096,2,1670,17,2708.3,2636.87,2649.18,2620.16,71.56,0.13,0.13,0.13,2673.81,2636.87,0\\r\\n14642,499,40,Male,2,self_employed,1612,3,960,73,1267,1454.75,1475.02,1819.18,0.47,0.47,181.43,241.43,1299.94,1615.99,0\\r\\n14643,1306,68,Male,0,self_employed,409,1,134,227,1511.6,1511.6,1511.6,5051.21,0.1,0.1,0.1,0.1,1511.6,1511.6,0\\r\\n14644,5537,43,Male,3,self_employed,1020,2,1201,21,309.25,160.14,2720.33,851.71,372.03,14286.31,1220.71,10248.94,368.33,5208.74,0\\r\\n14645,1628,64,Female,0,self_employed,,2,90,32,4090.77,4346.79,3936.31,3679.51,0.09,1428.66,256.1,758.48,4310.84,3766.49,0\\r\\n14646,2595,33,Female,0,self_employed,575,2,393,,1642.51,1642.51,1642.51,1632.11,0.24,0.24,0.24,0.24,1642.51,1642.51,0\\r\\n14647,644,48,Female,0,self_employed,1180,3,756,0,2078.27,1506.84,1513.41,1497.3,571.79,0.36,0.36,0.36,1526.55,1506.84,0\\r\\n14648,5268,40,Female,2,self_employed,409,3,120,86,5491.68,5113.11,5348.39,958.41,0.16,0.16,0.16,0.16,5491.68,5113.11,0\\r\\n14649,1712,49,Male,2,salaried,,3,2106,74,1840.86,2276.32,1985.38,1621.08,0.47,0.47,414.46,694.59,1922.28,1981.42,0\\r\\n14650,356,67,Male,,self_employed,1235,3,4141,59,3206.19,3206.19,3909.72,4321.64,0.47,286.19,0.47,1429.04,3206.19,4173.93,0\\r\\n14651,1272,41,Male,0,self_employed,372,2,236,91,2381.83,4524.69,4581.68,4047.62,0.47,0.47,2143.33,163.63,4450.79,4606.4,0\\r\\n14652,2812,37,Male,0,self_employed,279,2,948,118,2620,2617.95,2633.09,2313.3,0.3,0.3,0.3,0.3,2618.87,2616.9,0\\r\\n14653,839,46,Female,0,self_employed,1232,2,185,,1610.44,1610.44,1610.44,1600.23,0.61,0.61,0.61,0.61,1610.44,1610.44,0\\r\\n14654,3230,42,Male,0,self_employed,1597,2,737,224,2394.15,2255.18,2273.79,2306.76,0.44,0.44,0.44,0.44,2161.83,2270.48,0\\r\\n14655,2960,71,Male,0,self_employed,491,2,279,,5177.93,5177.93,5177.93,5145.14,0.66,0.66,0.66,0.66,5177.93,5177.93,0\\r\\n14657,2391,29,Male,0,self_employed,0,2,1348,252,3037.82,3039.23,3346.15,4462.25,0.59,0.59,2,6.49,3038.84,3040.95,0\\r\\n14658,2888,71,Male,0,salaried,,2,59,62,21383.79,20001.59,21084,17922.69,0.17,0.17,428.74,3428.74,21569.93,20412.26,0\\r\\n14659,2650,58,Female,0,salaried,1477,2,724,30,1856.08,1852.62,4759.78,9606.9,0.67,1143.53,0.67,2043.53,1855.13,3435.54,1\\r\\n14660,3449,45,Female,0,salaried,664,2,413,7,8520.49,1574.4,5145.18,1532.37,5374.95,22111.53,2626.19,22897.23,5385.27,7771.26,0\\r\\n14661,2440,33,Male,0,salaried,1096,1,89,42,434.27,1078.02,1728.93,705.01,0.39,286.1,2346.55,1298.67,733.48,1885.4,1\\r\\n14662,1113,30,Male,0,self_employed,55,2,816,248,1434.55,1443.88,1443.84,1488.32,0.2,0.2,9.53,4.47,1438.38,1444.98,0\\r\\n14663,2721,37,Male,0,self_employed,391,3,980,4,2876.62,2898.05,2503.42,1703.73,285.97,643.11,571.69,0.26,2699.28,2773.62,0\\r\\n14664,4162,61,Male,0,self_employed,146,2,184,328,1734.13,1734.13,1734.13,1715.86,0.66,0.66,0.66,0.66,1734.13,1734.13,0\\r\\n14665,1558,62,Male,0,salaried,334,2,1852,137,2942.18,4849.05,5119.95,7069.45,0.47,0.47,380.16,278.36,3839.23,5106.16,1\\r\\n14666,3327,59,Female,0,self_employed,623,2,562,102,1078.63,1519.35,1598.89,6934.56,0.46,0.46,12.6,0.46,1435.41,1519.35,1\\r\\n14667,2226,39,Male,0,salaried,1020,1,15,4,3363.79,3305.23,2583.42,944.31,1440.51,0.5,810.52,458.91,3489.4,3442.84,0\\r\\n14668,1187,79,Female,0,self_employed,1589,1,33,12,1868.63,3065.45,2749.54,2912.2,965.97,1411.61,1786.45,0.74,2785.72,2731.09,0\\r\\n14669,2029,65,Female,0,self_employed,479,1,234,11,6191.65,6934.51,1746.59,790.55,5614.99,13886.77,6357.84,7457.84,3177.36,1181.77,0\\r\\n14670,5914,64,Male,0,salaried,1232,1,56,21,1428.91,4299.47,6666.82,14013.63,368.99,6316.04,71.77,144.63,3745.88,6507.5,1\\r\\n14671,3456,54,Female,0,self_employed,822,2,20,62,5251.2,5251.2,4653.75,3603.52,0.56,0.56,0.56,514.84,5251.2,5267.79,0\\r\\n14672,3198,53,Male,0,salaried,623,2,512,3,1110.78,1772.82,1508.48,717.01,357.23,25550.88,1576.41,27194.31,1009.5,2303.2,1\\r\\n14673,4578,47,Male,0,self_employed,1020,1,85,2,3736.49,4259.89,4742.87,2423.59,1520.14,1479.23,1929.26,30894.59,4642.54,4989.56,0\\r\\n14674,4665,54,Male,0,self_employed,1020,3,227,,3693.81,3691.99,3689.89,3663.1,0.6,0.6,0.6,0.6,3692.05,3689.96,0\\r\\n14675,1818,11,Male,0,student,206,2,865,357,4102.64,4102.64,4102.64,4076.78,0.27,0.27,0.27,0.27,4102.64,4102.64,0\\r\\n14676,2251,39,Male,3,self_employed,969,2,1910,94,5895.06,6067.12,7963.87,6151.63,0.6,0.6,172.66,3029.8,5918.79,8669.96,0\\r\\n14677,4069,38,Male,0,self_employed,169,2,389,61,75621.87,73680.69,77991.03,71790.05,0.66,0.66,2129.47,14098.27,72913.2,82424.6,0\\r\\n14678,2583,14,Male,0,student,15,2,349,,3285.43,3285.43,3168.68,2697.81,0.37,0.37,0.37,0.37,3285.43,3285.43,0\\r\\n14679,1844,33,Male,0,salaried,334,2,24,3,5930.76,5788.72,7504.6,7433.87,3218.33,908.8,3076.3,4473.47,5877.29,7765.5,0\\r\\n14680,395,35,Male,0,self_employed,1016,3,1418,11,3550.11,3264.39,3428.23,2759.84,286.39,0.67,0.67,357.81,3382.62,3358.51,0\\r\\n14681,1644,63,Female,0,salaried,575,2,1394,12,8198.1,6968.08,5246.22,2944.23,1230.4,3075.9,0.39,0.39,7519.47,4190.2,0\\r\\n14682,2415,32,Female,0,self_employed,1096,1,337,32,2102.56,3502.56,1862.82,1515.1,0.03,1017.84,1400.03,0.03,2633.59,2163.17,0\\r\\n14683,1656,23,Male,0,student,1494,2,1416,3,1306.08,484.51,2831.36,2159.19,3143.21,0.36,2343.07,1167.47,1413.34,1591.11,0\\r\\n14684,775,21,Male,,student,1328,2,243,126,114.38,242.32,1676.93,262.2,0.36,0.36,171.16,5857.5,216.54,3832.18,1\\r\\n14685,1700,62,Female,0,self_employed,1096,3,1360,91,5648.84,5645.44,5749.57,5370.33,0.09,0.09,0.09,0.09,5648.49,5645.44,1\\r\\n14686,2606,70,Male,1,self_employed,834,3,8,190,3556.51,3556.51,3556.51,3537.9,0.16,0.16,0.16,0.16,3556.51,3556.51,0\\r\\n14687,4780,54,Male,0,salaried,724,3,194,349,2936.51,2933.51,2933.33,2907.82,0.6,0.6,0.6,0.6,2936.51,2933.12,1\\r\\n14688,2755,75,Male,0,retired,334,2,847,103,5005.23,5065.31,5057.15,4688.38,0.2,0.2,96.1,3.6,5053.25,5060.01,0\\r\\n14689,514,33,Male,0,self_employed,621,3,219,,1991.93,2158.87,2124.33,2302.13,0.13,0.13,167.07,0.13,2055.25,2158.87,0\\r\\n14690,4378,44,Male,2,self_employed,409,2,1442,20,14555.51,13031.83,12043.86,5065.39,1428.67,1428.67,45.87,613.64,14312.09,13388.02,0\\r\\n14691,1334,90,,0,self_employed,1020,2,145,,3570.05,3584.33,3596.59,3616.07,0.13,0.13,0.13,0.13,3582.86,3596.31,0\\r\\n14692,1124,40,Male,2,self_employed,680,2,565,45,5597.45,5831.09,5962.09,3422.96,0.27,71.84,97.24,236.53,5639.7,5854.3,0\\r\\n14693,2386,45,Male,0,self_employed,1096,3,1409,14,3800.58,3782.9,3786.14,3167.12,14.96,0.67,0.67,0.67,3792.63,3782.9,0\\r\\n14694,4256,52,Female,0,self_employed,1096,1,319,0,2421.56,2563.83,11073.36,33383.55,11702.74,0.29,11428.86,7143.14,2937.48,7106.76,1\\r\\n14695,2602,69,Male,0,retired,1096,2,392,28,1730.88,1726.98,1452.49,1136.42,78.07,792.37,22.76,22.76,1759.03,1529.6,0\\r\\n14696,248,60,Male,2,self_employed,334,3,4297,0,1074.34,834.63,1876.97,432.05,38270.66,5776,3186.99,10750.27,3535.59,1134.64,0\\r\\n14697,2358,72,Male,0,self_employed,1494,1,251,12,6130.51,370.35,4952.62,3336.66,5942.1,17815.67,181.95,21570.96,4062.74,5630.6,0\\r\\n14698,1219,38,Male,2,self_employed,318,2,61,47,11490.51,9950.14,9960.22,6829.54,0.36,357.5,817.13,0.36,11610.77,9530.78,0\\r\\n14699,2014,36,Male,0,salaried,1232,2,794,0,7114.93,6201.51,5693.8,4513.56,1348.73,780.11,351.64,179.14,6125.44,5682.43,0\\r\\n14700,1778,33,Female,1,self_employed,146,3,261,27,621.33,3049.9,2129.93,845.57,429.03,1857.6,2857.6,0.46,2971.08,2252.33,0\\r\\n14701,5012,42,Male,0,salaried,1274,2,162,74,7141.33,7141.33,7010.76,6387,0.6,0.6,0.6,0.6,7141.33,7141.33,0\\r\\n14702,1320,26,Female,0,salaried,531,2,153,45,3291.31,3307.32,5978.9,5246.52,0.31,56.03,16.33,5828.01,3295.77,7513.91,0\\r\\n14703,2728,85,Male,0,self_employed,409,2,483,149,10644.19,10741.21,10767.96,10504.55,0.6,0.6,61.46,58.31,10704.3,10762.47,0\\r\\n14704,2515,66,Male,0,retired,1020,2,1118,2,15178.22,8.84,4911.21,1041.12,38144.09,10857.47,22974.7,25257.47,7047,6279.81,0\\r\\n14705,1260,31,Female,0,self_employed,363,3,2334,122,6651.95,7480.52,28368.71,31589.04,0.29,0.29,857.43,38857.43,7138.65,31014.16,1\\r\\n14706,2434,43,Male,0,self_employed,949,2,342,203,1649.74,1649.74,1673.55,2171.59,0.49,0.49,0.49,0.49,1649.74,1649.74,0\\r\\n14707,3037,39,Male,2,self_employed,968,2,268,3,4413,1221.79,3825.64,6990.34,7857.43,13240.23,3337.41,2118.84,2151.83,3385.7,0\\r\\n14708,506,42,Female,0,self_employed,1613,2,1456,12,9749.51,8678.08,9818.58,9534.16,2500.11,1928.69,1428.69,2857.26,9461.33,9811.72,0\\r\\n14709,1105,24,Male,0,salaried,1437,2,1063,3,4905.06,6252.32,4660.23,1561.15,98.99,99.16,1894.75,1945.6,5802.17,7191.33,1\\r\\n14710,1171,62,Male,,self_employed,49,3,2555,,1821.94,1836.22,1924.35,1714.41,0.19,0.19,14.47,0.19,1828.83,1835.07,0\\r\\n14711,3492,36,Male,0,salaried,949,1,342,74,12653.19,5503.79,20829.89,69652.61,0.44,0.44,0.44,0.44,5753.87,5502.61,1\\r\\n14712,558,40,Male,2,self_employed,598,2,943,,1494.87,1494.87,1494.87,1485.4,0.17,0.17,0.17,0.17,1494.87,1494.87,0\\r\\n14713,4118,61,Male,2,salaried,1096,1,327,12,1513.02,1415.04,1761.03,1837.81,666.9,9549.49,568.16,10392.45,1457.91,1675.31,0\\r\\n14714,4017,19,Female,0,self_employed,1111,1,52,116,2622.51,2622.51,2622.51,2190.59,0.59,0.59,0.59,0.59,2622.51,2622.51,0\\r\\n14715,1724,43,Female,1,self_employed,334,1,10,13,1117.54,5581.82,4730.56,4524.7,1250.23,476.73,5714.51,0.23,3623.69,5482.01,1\\r\\n14716,2663,42,Female,0,self_employed,,2,806,24,22.55,22.55,2101.94,7272.55,1285.89,0.17,1285.89,5571.6,57.04,1793.06,1\\r\\n14717,291,35,Male,,self_employed,575,2,583,19,5833.76,5655.19,5696.24,5628.34,179.06,0.49,0.49,0.49,5778.34,5655.19,0\\r\\n14719,1602,44,Male,0,salaried,146,2,1750,3,1429.07,3378.42,1962.39,1774.28,3925.06,3925.06,2442.14,4752.71,2039.7,1771.89,0\\r\\n14720,2114,29,Male,0,salaried,97,2,735,3,7776.51,5705.08,5816.34,7388.99,2143.49,2829.2,72.06,3714.91,6803.6,5520.05,0\\r\\n14721,2224,73,Male,1,retired,146,3,361,20,447.96,1851.34,1800.68,1365.49,1607.67,1636.24,1457.67,1429.1,802.08,1715.87,1\\r\\n14722,411,27,Female,,salaried,739,2,4373,7,1069.73,5355.44,3129,5329.85,714.91,0.63,5000.63,14286.34,1414.56,5355.44,1\\r\\n14723,1375,12,Female,0,student,1020,2,118,,1781.48,1781.48,1781.48,1770.2,0.27,0.27,0.27,0.27,1781.48,1781.48,1\\r\\n14724,5205,46,Female,0,self_employed,1020,1,1211,131,23625.05,23950.82,31115.1,94741.53,0.67,0.67,683.59,2567.66,23740.08,25496.6,0\\r\\n14725,1668,39,Female,0,self_employed,334,2,1867,5,16065.71,15886.08,15969.99,14522.03,1385.71,1068,1184.51,283.47,16274.82,15909.14,0\\r\\n14726,375,56,Male,,self_employed,951,2,2713,255,2560.67,2560.67,2560.67,2539.89,0.43,0.43,0.43,0.43,2560.67,2560.67,0\\r\\n14727,308,40,Male,0,salaried,856,3,71,95,10716.52,10716.52,11871.25,2409.6,0.46,0.46,0.46,0.46,10716.52,12106.38,0\\r\\n14728,2809,53,Male,0,self_employed,1190,3,436,21,2174.98,2183.41,2621.43,3238.84,3395.04,5312.57,3247.85,4468.03,2331.91,2421.57,0\\r\\n14729,2215,34,Male,0,salaried,1356,2,801,135,8350.56,8350.56,8351.45,8334.14,0.57,0.57,0.57,0.57,8350.56,8350.56,0\\r\\n14730,1256,39,Female,0,self_employed,856,2,1499,,1814.09,1814.09,1814.09,1799.41,0.07,0.07,0.07,0.07,1814.09,1814.09,0\\r\\n14731,1181,90,Male,0,self_employed,1643,1,210,5,1072.82,2087.1,2013.29,2992.89,1143.11,0.26,2143.11,0.26,1947.69,2066.26,0\\r\\n14732,496,32,Female,0,self_employed,1232,2,7,12,48.43,2255.57,1599.28,1344.86,214.74,1246.17,2857.6,0.46,1789.81,2108.43,1\\r\\n14733,1520,42,Female,0,self_employed,418,3,812,,2069.38,2212.24,2267.55,2964.78,0.16,0.16,285.87,1463.01,2172.83,2092.98,0\\r\\n14734,1498,58,Male,1,self_employed,409,2,1441,63,1631.73,1631.73,2027.67,821.5,0.1,0.1,0.1,1428.67,1631.73,2193.02,0\\r\\n14735,3836,47,Male,1,salaried,241,3,554,0,3803.59,2349.28,2833.14,4219.98,2321.36,1640.51,380.39,6297.74,2017.74,2675.77,0\\r\\n14736,3050,42,Female,0,self_employed,575,3,622,,10019.52,10019.52,10021.83,9976.5,0.11,0.11,0.11,0.11,10019.52,10019.52,0\\r\\n14737,2447,7,Male,0,student,1487,3,944,81,3598.51,3598.51,3570.86,3291.81,0.1,0.1,0.1,0.1,3598.51,3598.51,0\\r\\n14738,4690,55,Female,0,self_employed,1020,1,212,6,334487.08,2931.75,23482.49,4439.41,10000.2,0.2,98.01,0.2,53616.95,2889.52,0\\r\\n14739,1358,32,Female,0,self_employed,189,3,253,,3532.23,3532.23,3532.23,3509.84,0.07,0.07,0.07,0.07,3532.23,3532.23,0\\r\\n14740,6202,61,Male,3,salaried,1096,1,27,12,450.44,4893.1,8405.22,20226.42,85773.83,71429.19,578.66,86.33,3869.08,15289.89,0\\r\\n14741,298,90,,,self_employed,1231,3,1724,104,77209.73,77606.36,77682.77,78298.36,0.67,0.67,397.3,322.2,77345.03,77706.1,0\\r\\n14743,5116,57,Female,0,self_employed,224,1,137,13,8583.88,6658.47,6946.08,9080.27,2857.44,0.3,789.17,0.3,7279.88,6681.51,0\\r\\n14744,2797,61,Male,2,self_employed,1020,2,1265,,4740.07,4740.07,4962.81,5322.7,0.56,0.56,0.56,4286.27,4740.07,5293.07,0\\r\\n14745,632,33,Female,0,self_employed,905,3,259,138,89.39,317.96,3130.02,160.67,0.47,0.47,414.76,4967.61,116.97,4101.53,1\\r\\n14746,689,15,Female,,student,726,2,320,87,1678.66,1692.95,1694.36,1710.62,0.47,0.47,0.47,0.47,1680.14,1694.33,0\\r\\n14747,719,38,Male,,self_employed,1315,3,3526,12,906.36,863.5,1575.45,1184.81,1471.5,1428.64,1428.64,3000.07,1119.17,1665.35,0\\r\\n14748,2300,42,Male,0,salaried,1096,1,313,90,49024.68,59110.39,56196.5,57577.1,0.09,0.09,10228.66,0.09,50400.04,59110.39,0\\r\\n14749,2148,40,Female,0,self_employed,848,3,1846,69,5020.81,5131.53,5142.46,4507.59,0.1,0.1,71.53,287.1,5050.86,5302.43,0\\r\\n14750,4044,30,Female,0,self_employed,1195,2,55,,6983.25,6983.25,6983.25,7094,0.5,0.5,0.5,0.5,6983.25,6983.25,0\\r\\n14752,1919,32,Male,0,self_employed,1020,1,1201,3,37.57,3279.86,2462.38,4479.16,25737.29,4286.86,41801.86,257.44,3792.98,1177.67,0\\r\\n14753,3959,73,Male,0,retired,904,3,412,26,6796.94,3749.01,6868.61,6204.44,12016.03,611.56,8525.07,0.39,12976.29,3903.83,1\\r\\n14755,606,39,Male,1,self_employed,834,2,4073,14,3956.18,4335.11,4185.5,5390.68,1587.03,243,1434.01,219.27,4367.26,4478.32,0\\r\\n14756,2715,69,Female,0,self_employed,1096,3,26,327,2318.51,2318.51,2355.37,2607.2,0.16,0.16,0.16,0.16,2318.51,2318.51,0\\r\\n14757,1095,49,Male,0,salaried,1020,1,501,53,16907.27,17335.84,30406.22,67554.21,0.59,64613.71,429.16,64319.04,17202.83,44237.33,0\\r\\n14758,4734,39,Female,0,self_employed,834,2,14,21,6.99,26.54,1744.44,717.02,1750.87,52865.16,9.44,28585.87,193.8,1928.05,1\\r\\n14759,1301,43,Female,0,self_employed,1387,3,1801,11,2751.32,2754.68,2512.13,1769.09,0.39,0.23,3.59,0.23,2752.47,2754.68,0\\r\\n14760,4549,40,Male,0,self_employed,146,2,157,,1776.64,2062.35,2009.8,2049.28,0.51,0.51,571.94,0.51,1904.71,2062.35,0\\r\\n14761,492,38,Male,,self_employed,905,2,34,60,11538.39,11577.71,12135.75,12925.08,0.43,0.43,214.71,729,11526.46,12191.34,0\\r\\n14762,594,28,Female,,salaried,904,3,1908,122,2846.3,2860.58,1999.71,93.23,0.69,0.69,14.97,0.69,2858.61,2860.58,0\\r\\n14763,3389,74,Male,0,self_employed,834,2,8,13,1309.9,672.03,2609.81,1720.6,10250.4,1678.97,6661.42,5157.54,2452.5,2907.59,0\\r\\n14764,1176,47,Male,0,salaried,1020,3,455,13,7489.92,7247.49,4051.1,2021.08,242.63,0.2,0.2,0.2,7364.53,2745.17,0\\r\\n14766,1108,14,Male,0,student,1020,2,159,114,1524.28,1524.28,1524.28,1410.77,0.2,0.2,0.2,0.2,1524.28,1524.28,0\\r\\n14767,4989,48,Female,0,self_employed,745,1,127,41,2450.5,2450.5,3230.48,4135.21,0.1,1428.67,0.1,1428.67,2450.5,3532.69,1\\r\\n14768,1279,54,Male,0,salaried,1232,2,1227,28,136.74,299.51,1854.17,972.8,1428.96,86.1,1777.44,3531.15,862.69,1001.33,1\\r\\n14769,5830,44,Female,1,self_employed,1020,3,47,26,4646.36,406.88,2350.76,961.99,7789.91,871.51,3571.51,1328.66,5058.94,909.85,1\\r\\n14770,998,37,Female,0,salaried,146,3,1569,,4383.35,4383.35,4383.35,4355.59,0.34,0.34,0.34,0.34,4383.35,4383.35,0\\r\\n14771,2123,49,Male,0,self_employed,138,3,1656,0,9267.36,9267.36,6185.9,1759.24,2857.84,357.84,2857.84,0.7,7050.61,9048.47,0\\r\\n14772,2973,37,Female,0,self_employed,623,2,81,4,5491.96,21982.03,9975.12,6671.54,4285.94,17857.37,21589.57,519.01,10092.85,13516.5,1\\r\\n14773,2787,41,Male,0,self_employed,531,3,193,327,1569.27,1569.27,1569.27,1555.15,0.54,0.54,0.54,0.54,1569.27,1569.27,0\\r\\n14774,3766,90,Male,1,retired,384,2,183,,2056.05,2056.05,2708.89,4172.31,0.41,0.41,0.41,714.7,2056.05,2056.05,0\\r\\n14775,1956,75,Female,0,retired,318,3,1217,112,1438.2,1438.2,1438.2,653.74,0.34,0.34,0.34,0.34,1438.2,1438.2,0\\r\\n14776,901,54,Female,0,self_employed,363,2,31,199,5145.83,4176.72,4581.51,3851.91,0.06,0.06,102.37,46.19,5230.51,4212.43,0\\r\\n14777,2212,69,Male,0,retired,579,3,1468,28,1379.07,2761.8,1472.96,672.2,72.13,1658.11,1429.27,29.27,2046.59,1491.71,0\\r\\n14778,887,48,Female,1,salaried,1247,3,2547,14,7404.51,4351.41,5401.66,3845.5,3804.35,0.01,722.69,132.07,5806,5069.89,0\\r\\n14779,2142,36,Female,0,self_employed,1494,3,251,27,1535.48,468.78,1529.1,4489.1,1067.33,1067.33,0.63,1086.34,1465.24,1134.83,0\\r\\n14780,2469,59,Male,0,self_employed,1400,3,4212,137,1429.14,1429.14,1429.14,1717.37,0.56,0.56,0.56,0.56,1429.14,1429.14,0\\r\\n14781,1683,51,Male,0,self_employed,745,1,127,3,1671.63,2104.93,2881.64,2322.76,353.12,1371.94,1086.76,3417.75,1798.97,3758.29,0\\r\\n14782,3204,69,Male,0,self_employed,1232,1,447,13,14879.11,7659.43,9636.09,18969.03,7913.72,336.65,13.56,2.93,13944.77,7880.98,0\\r\\n14783,2300,40,Female,0,self_employed,43,3,1255,,8432.78,8432.78,8432.78,8379.3,0.1,0.1,0.1,0.1,8432.78,8432.78,0\\r\\n14785,1191,47,Male,0,salaried,146,2,2855,5,26839.98,4684.72,8768.57,7703.08,172.84,249.21,5708.9,15706.27,6943.62,10488.31,0\\r\\n14786,2620,37,Male,0,salaried,834,3,18,0,3425.96,1533.67,2441.15,2094.69,180.1,918.61,1297.67,2388.85,1238.45,1728.55,0\\r\\n14787,6690,64,Female,0,self_employed,575,2,88,48,6776.59,9026.29,10200.98,9705.45,0.51,1429.09,2290.51,4531.54,7049.51,11283.15,1\\r\\n14788,4889,32,Female,0,self_employed,1020,1,60,6,4003.94,692060.83,63253.07,6072.43,479824.21,454882.64,220117.42,715116.59,70003.82,96969.94,0\\r\\n14789,5834,83,Male,0,retired,834,2,40,19,1993.13,2723.85,2215.68,968.48,1714.9,1607.73,7508.53,504.05,3285.53,1525.97,0\\r\\n14790,481,29,Male,0,self_employed,1271,3,379,4,755.01,242.12,2402.38,5076.45,950.04,1434.04,2423.66,3651.46,641.64,1229.06,0\\r\\n14791,3093,60,Female,0,self_employed,1096,1,482,0,4378.56,4371.17,1582.98,3981.35,3021.9,4500.47,0.47,0.47,1475.6,1500.1,0\\r\\n14792,1142,66,Male,0,retired,,3,2644,7,92.57,97.94,3495.31,15.5,24637.62,24596.76,24642.99,24514.41,10388.35,82,1\\r\\n14793,3203,27,Male,0,student,1020,3,47,,1566.13,1566.13,1566.13,1556.21,0.23,0.23,0.23,0.23,1566.13,1566.13,0\\r\\n14794,965,71,Male,0,retired,1020,3,924,122,2094.57,2112.95,2166.28,1806.01,0.01,0.01,14.3,71.44,2108.44,2159.03,0\\r\\n14795,5162,62,Male,0,retired,623,2,364,9,3539.84,4696.27,6126.89,1955.43,52978.56,43.41,54075.94,393.13,8061.57,4905.28,0\\r\\n14797,4079,42,Female,0,salaried,1020,2,406,18,3480.35,3183.21,3085.15,3997.93,297.63,297.63,0.49,0.49,3377.89,3068.19,0\\r\\n14798,3019,35,Male,0,salaried,1111,2,1351,296,4692.14,4692.14,4692.14,4636.93,0.11,0.11,0.11,0.11,4692.14,4692.14,0\\r\\n14799,635,15,Male,,student,69,3,2564,13,6120.24,2086.07,2951.74,2073.27,4034.87,0.7,0.7,0.7,4682.67,2086.23,0\\r\\n14800,761,39,Female,0,self_employed,243,2,4724,7,1234.9,761.63,1929.72,1041.11,2993.69,747.26,3025.24,559.09,1337.48,2202.64,0\\r\\n14801,1592,35,Male,0,self_employed,409,2,1070,13,6943.11,10285.96,9581.48,7206.97,1014.67,557.53,4428.96,0.39,9798.77,9854.63,1\\r\\n14802,1388,32,Male,0,self_employed,911,3,2353,96,1621.56,1635.85,1648.53,1169.48,0.39,0.39,0.39,0.39,1633.39,1646.91,0\\r\\n14803,5525,51,Male,3,salaried,1096,2,134,40,11653.56,13547.92,12908.22,11530.63,0.07,3382.99,1896.66,3884.15,12997.82,12649.25,0\\r\\n14804,3241,59,Male,2,self_employed,1271,2,378,23,77.91,810.05,2165.62,1993.77,982.33,2410.9,1714.47,4285.9,1031.72,2970.19,0\\r\\n14805,2909,22,Male,0,self_employed,15,2,300,4,1.62,9.39,1826.21,965.72,14617.21,30258.34,14285.79,28581.63,2013.55,1858.44,1\\r\\n14806,812,18,Male,,student,334,2,1880,61,18815.88,18815.88,17272.1,7491.3,0.06,0.06,0.06,0.06,18815.88,18815.88,0\\r\\n14807,5791,49,Female,0,self_employed,730,2,879,141,157.66,8286.23,8099.37,4868.6,0.16,0.16,8128.73,0.16,7725.64,8286.23,1\\r\\n14808,4286,14,Male,0,self_employed,834,1,8,252,5932.06,5864.17,5867.29,15117.75,0.69,0.69,0.69,0.69,5873.54,5864.17,0\\r\\n14809,648,75,Male,0,retired,1084,2,258,52,1518.94,1521.9,1677.13,1848.92,0.26,351.54,0.26,727.1,1520.07,1590.97,0\\r\\n14810,2258,44,Male,2,self_employed,1232,3,104,20,9285.97,9014.54,9072.61,8706.9,271.8,0.37,0.37,0.37,9201.74,9014.54,0\\r\\n14811,1156,32,Female,0,self_employed,745,3,1093,61,2130.12,2130.12,2105.54,786.02,0.5,0.5,0.5,286.21,2130.12,2249.94,0\\r\\n14812,727,38,Male,0,self_employed,649,3,554,186,1535.64,1535.64,1535.64,1525.95,0.43,0.43,0.43,0.43,1535.64,1535.64,0\\r\\n14813,5395,47,Male,0,salaried,1020,2,15,14,3511.29,5769.54,4188.97,1630.47,2.08,317.81,14486.06,4817.56,4888.26,5816.23,0\\r\\n14814,1784,44,Male,0,salaried,1096,2,483,12,9875.97,9293.88,9239.48,8149.82,586.27,357.7,4.19,12.97,9641.65,9231.31,0\\r\\n14815,717,34,Male,0,self_employed,621,3,980,7,1833.25,1198.97,2025.12,2150.66,643.2,0.34,8.91,1428.91,1429.51,2014.63,0\\r\\n14816,679,55,Female,0,salaried,1111,3,1358,11,1604.92,2004.28,1532.86,752.75,1928.89,1465.29,2791.97,3176.5,1828.68,1288.99,1\\r\\n14817,4358,25,Female,0,self_employed,905,2,259,,3030.32,3030.32,3030.32,3011.12,0.47,0.47,0.47,0.47,3030.32,3030.32,0\\r\\n14818,1436,24,Male,0,self_employed,409,2,1441,8,4175.46,4.95,1991.13,4493.8,6737.87,6733.63,2567.36,7478.06,1330.29,455.24,0\\r\\n14819,1542,50,Female,0,salaried,649,3,2838,102,2708.69,1296.36,1718.15,12201.74,0.49,0.49,0.49,563.77,2513.88,1218.48,0\\r\\n14820,2933,30,Male,1,salaried,1096,1,329,3,11695.72,14146.17,13349.11,9673.71,3316.05,2700.64,1458.56,295.77,15083.95,13636.24,0\\r\\n14821,2864,90,,0,self_employed,834,1,14,318,1466.03,1466.03,1466.03,1454.15,0.59,0.59,0.59,0.59,1466.03,1466.03,0\\r\\n14822,1553,48,Male,3,self_employed,1328,3,362,,1369.17,1612.03,1627.33,1887.98,0.43,0.43,314.71,0.43,1566.21,1612.03,0\\r\\n14823,2435,31,Male,0,salaried,977,3,811,29,610.36,4190.97,4806.22,1993.83,0.29,3703.64,3583.19,8584.74,3697.56,5320.22,0\\r\\n14824,1763,23,Male,0,student,1181,2,235,33,1541.46,1541.46,1856.65,2423.14,0.01,21.17,0.01,98.47,1541.46,1695.64,0\\r\\n14825,1318,22,Male,0,student,649,2,54,241,3998.33,4034.04,4115.08,4309.07,0.6,0.6,50.6,207.74,4020.25,4108.23,0\\r\\n14826,409,26,Male,0,self_employed,249,2,1256,0,3642.51,2497.15,2049.77,430.61,1150.64,1585.84,4833.27,733.36,2715.77,2640.03,1\\r\\n14827,1941,30,Female,0,salaried,1020,2,291,30,4288.84,5439.09,5038.08,5094.71,0.59,1665.17,586.76,1363.23,4696.59,4692.69,0\\r\\n14828,1264,35,Female,0,salaried,1096,3,924,72,0.84,227,1924.97,102.21,0.16,0.16,126.31,5214.44,123.72,287.55,1\\r\\n14829,1090,47,Male,0,self_employed,1487,3,944,19,2111.25,1648.39,1738.33,4500.85,463.07,0.21,0.21,0.21,1967.6,1647.6,0\\r\\n14830,454,30,Male,0,self_employed,878,2,3896,40,4448.7,4877.3,4504.52,2073.78,0.46,14.38,429.03,0.46,4448.73,4868.77,1\\r\\n14831,1285,37,Female,0,self_employed,1643,2,210,56,3922.62,4225.3,3974.95,3654.16,0.7,1000.7,334.67,334.67,3966.52,4171.62,0\\r\\n14832,2861,33,Female,0,self_employed,409,2,217,60,1774.03,1774.03,1894.17,1216.73,0.13,0.13,0.13,0.13,1774.03,1774.03,1\\r\\n14833,1152,78,Female,0,self_employed,834,2,8,129,2718.38,2715.8,2715.33,1818.39,0.54,0.54,0.54,0.54,2717.49,2715.8,0\\r\\n14834,2041,35,Male,0,self_employed,442,2,1006,27,2094.67,2909.91,8867.02,9026.79,129.82,1428.84,5223.61,360.99,4653.28,2409.89,0\\r\\n14835,1172,90,,0,self_employed,222,3,916,137,4454.97,4454.97,4454.97,2419.74,0.23,0.23,0.23,0.23,4454.97,4454.97,0\\r\\n14836,3532,61,Male,3,self_employed,1636,2,2096,24,5756.67,3445.33,3241.31,1233.82,386.34,0.63,490.13,345.84,4240.29,3489.87,0\\r\\n14837,3703,58,Male,2,salaried,630,2,1405,12,534.56,475.98,1526.2,836.99,11571.46,1058.6,11571.46,1000.03,4170.02,164.31,1\\r\\n14838,4520,62,Male,0,self_employed,1438,2,151,18,3800.74,4369.9,5122.98,3489.14,144.21,2572.74,714.49,6643.06,3948.61,5226.75,0\\r\\n14839,1703,46,Male,0,self_employed,619,2,1761,9,2525.03,1561.92,5837.87,12288.95,2571.54,1142.97,1428.69,8926.11,1746.57,2363.86,0\\r\\n14840,772,90,Male,0,self_employed,167,2,1840,135,28971.41,31393.22,30885.85,19509.95,0.19,0.19,2422,8895.14,29867.73,32185.11,0\\r\\n14841,1601,35,Male,2,self_employed,409,2,1409,7,30921.08,159.03,3450.01,12092.82,32071.84,1000.41,1309.79,2571.84,8625.52,559.49,0\\r\\n14842,1306,71,Male,2,self_employed,1003,3,2831,,1318.61,1390.04,1601.07,2171.43,0.2,0.2,0.2,0.2,1328.46,1649.59,0\\r\\n14843,3317,31,Female,0,student,1020,2,16,224,5947.09,5947.09,5716.17,3926.6,0.17,0.17,0.17,0.17,5947.09,5947.09,0\\r\\n14844,5645,74,Male,1,retired,649,3,54,10,7890.29,7765.62,7826.74,7105.23,214.9,42.61,90.23,43.47,7905.07,7749.39,0\\r\\n14845,456,20,Male,0,self_employed,133,3,366,83,2904.37,2904.37,2781.48,1466.46,0.5,0.5,0.5,0.5,2904.37,2904.37,0\\r\\n14846,2453,72,Male,2,retired,492,2,1414,67,3605.54,3605.54,3603.77,3575.6,0.34,0.34,0.34,0.34,3605.54,3605.54,0\\r\\n14847,4527,37,Male,0,salaried,1232,3,52,27,3985.97,3760.05,3929.04,4083.42,306.11,0.57,49.64,0.57,4012.02,3794.35,0\\r\\n14848,1454,37,Male,0,self_employed,510,2,2678,0,6136.14,6059.92,6013.48,5597.3,71.6,0.17,0.17,0.17,6066.02,6058.18,0\\r\\n14849,1373,65,Female,0,retired,38,3,2434,4,4142.07,2942.07,3069.92,3095.05,6285.86,0.14,5085.86,71.57,3194.29,3001.98,0\\r\\n14850,1633,69,Male,0,retired,623,2,2023,13,10756.38,3913.52,3657,559.24,571.54,0.11,1571.54,6838.37,4655.89,5456.26,1\\r\\n14851,507,15,Male,,student,904,3,594,,2667.43,2667.43,2667.43,2650.77,0.13,0.13,0.13,0.13,2667.43,2667.43,0\\r\\n14852,1328,35,Male,0,salaried,,3,2499,24,9000.09,1857.24,3909.92,1856.07,7143.54,0.69,0.69,0.69,8014.87,1857.4,0\\r\\n14853,1997,57,Male,2,self_employed,487,3,868,49,2259.92,2415.33,2364.58,2560.22,0.3,357.44,159.44,159.44,2281.49,2523.69,0\\r\\n14854,2863,65,Female,0,self_employed,1494,2,67,102,6576.26,6576.26,6576.26,6510.02,0.09,0.09,0.09,0.09,6576.26,6576.26,0\\r\\n14855,1472,37,Male,0,salaried,861,2,1573,164,12068.96,12811.82,11306.26,11579.06,0.3,0.3,3957.29,800.43,12835.78,10682.6,0\\r\\n14856,2769,37,Female,0,self_employed,1096,2,551,0,1036.99,1036.99,1429.6,1039.94,3571.77,2143.2,2143.2,2143.2,2145.36,1106.11,0\\r\\n14857,3595,63,Male,3,salaried,1232,2,447,86,3110.37,3210.37,3195.31,3379.68,0.06,0.06,200.06,7.2,3110.37,3212.05,0\\r\\n14858,1631,24,Female,0,student,146,2,140,42,3238,3686.53,4626.07,3181.31,0.2,16260.73,463.01,16238.99,3419.36,6679.36,0\\r\\n14859,306,39,Male,,self_employed,15,3,3582,9,5869.72,5334.21,5429.46,2945.29,644.24,643.91,107.3,28.73,5728.34,5293.07,0\\r\\n14860,5336,90,,,self_employed,318,3,1379,48,1805.94,1805.94,2047.42,1610.21,0.03,607.53,0.03,996.61,1805.94,1990.29,0\\r\\n14862,4303,63,Female,0,self_employed,1088,2,1328,0,2156.96,1799.81,1795.22,1676.3,500.24,0.24,143.1,0.24,1792.43,1799.81,0\\r\\n14863,3402,43,Male,0,salaried,888,2,306,,4191.4,4216.91,4548.66,5321.48,0.23,0.23,0.23,65.42,4210.51,4255.6,0\\r\\n14864,510,54,Female,0,self_employed,1232,2,1578,9,1858.18,603.19,2369.12,3955.47,715.23,10198.69,513.71,17518.08,747.13,3044.1,0\\r\\n14865,1192,50,Female,,self_employed,15,3,2616,18,1554.4,1517.6,1505.54,1390.51,37.26,37.33,0.46,0.46,1541.71,1505.7,0\\r\\n14866,2638,49,Male,0,self_employed,236,2,479,67,3117.91,4131.21,4768.4,9775.95,0.47,0.47,1004.76,48.66,3360.35,4154.63,0\\r\\n14867,2227,54,Female,0,self_employed,1326,2,657,,4412.01,4412.01,4415.26,3421.38,0.16,0.16,0.16,0.16,4412.01,4416.6,0\\r\\n14868,2595,50,Male,2,self_employed,,2,919,,4725.1,4725.1,4725.1,4695.28,0.21,0.21,0.21,0.21,4725.1,4725.1,0\\r\\n14869,2621,44,Male,0,self_employed,231,2,734,298,4438.55,4435.42,4432.69,4396.51,0.16,0.16,0.16,0.16,4436.71,4433.46,0\\r\\n14870,3168,52,Female,0,salaried,1589,1,147,3,13988.47,405.62,2751.94,6678.17,14654.97,1802.11,1072.11,2857.83,5403.74,1460.16,0\\r\\n14871,4996,50,Male,0,salaried,334,2,10,5,812.19,930.89,1543.86,2952.93,714.83,0.54,603.24,425.45,771.63,1563.8,0\\r\\n14872,1370,71,Male,0,retired,65,3,183,42,3231.85,3874.71,3196.26,2692.6,0.57,1143.43,643.43,0.57,3576.68,3247.98,0\\r\\n14873,445,23,Female,,self_employed,231,2,915,119,1850.82,3379.77,2990.08,3079.49,0.31,0.31,1514.97,0.31,2190.22,3380.23,0\\r\\n14874,966,50,Male,0,salaried,665,3,177,153,2084.42,2230.76,1773.92,1492.25,0.67,0.67,1000.67,957.81,2185.94,1884.96,0\\r\\n14875,2628,41,Male,0,salaried,856,3,71,173,193.49,193.49,3537.54,25228.43,0.07,0.07,0.07,3857.21,193.49,1631.91,1\\r\\n14877,771,90,,,self_employed,502,2,946,6,10732.89,22732.89,10310.29,3934.3,857.79,14143.5,12857.79,0.64,12299.4,10871.14,1\\r\\n14878,2448,72,Male,0,salaried,1020,2,38,,1767.69,1767.69,1767.69,1755.74,0.2,0.2,0.2,0.2,1767.69,1767.69,0\\r\\n14880,4212,56,Female,0,self_employed,1020,2,227,132,22379.59,22379.59,22379.59,18139.79,0.54,0.54,0.54,0.54,22379.59,22379.59,0\\r\\n14881,1104,68,Male,0,self_employed,61,3,3139,24,136.79,1351.08,1534.09,2649.63,1071.7,0.27,2285.99,857.41,1875.71,2152.92,1\\r\\n14882,1334,88,Male,0,retired,623,2,642,,11404.5,11404.5,11441.37,15310.97,0.21,0.21,0.21,0.21,11404.5,11404.5,0\\r\\n14883,5585,72,Male,0,retired,649,2,1377,264,1758.28,1758.28,1758.28,1762.63,0.61,0.61,0.61,0.61,1758.28,1758.28,0\\r\\n14884,2138,76,Female,0,retired,1232,2,1791,112,7498.29,7241.15,7244.1,7209.14,0.53,0.53,0.53,0.53,7250.02,7241.15,0\\r\\n14885,2653,62,Male,0,self_employed,334,2,1073,26,1038.98,1033.83,4331.76,8516.47,14286.07,0.36,14286.07,0.36,2021.18,1031.63,0\\r\\n14886,3125,42,Female,0,self_employed,1111,1,2649,14,1947.1,1871.07,2827.11,4942.62,1500.23,0.23,1428.8,130.03,2452.27,1960.5,0\\r\\n14887,905,49,Male,0,self_employed,679,2,266,11,1839.06,6110.19,3880.33,10165.19,14.61,0.03,4285.74,0.03,3455.63,6110.19,1\\r\\n14888,1200,26,Male,0,student,1020,2,47,56,2916.06,2993.2,3191.91,2988.87,0.39,178.96,0.39,379.14,2963.94,3252.56,0\\r\\n14889,4073,52,Male,0,self_employed,517,2,420,5,16008.41,14780.98,14532.48,16971.89,2857.29,1428.71,1629.85,1288.57,14401.7,14661.69,0\\r\\n14890,1965,57,Female,0,self_employed,1020,2,1,17,3217.15,3947.46,4416.47,6291.23,2435.25,2287.14,3165.56,1041.43,3611.14,4475.17,1\\r\\n14891,3001,29,Male,0,salaried,1020,2,79,35,698.74,550.12,2275.3,6458.6,0.57,33.86,9381.51,24643.43,1200.98,3208.71,0\\r\\n14892,495,51,Female,0,self_employed,146,2,261,167,789.41,1663.9,1829.98,2752.19,0.4,0.4,267.31,494.81,1198.42,1780.28,0\\r\\n14893,1083,24,Male,0,student,1531,3,776,28,1794.29,10365.71,2294.34,746.58,5714.9,9187.81,16525.61,0.61,3735.42,1969.08,0\\r\\n14894,1865,30,Female,0,salaried,1020,2,182,242,15280.21,17436,17606.04,20209.95,0.03,0.03,1727.24,392.96,16424.71,17774.72,0\\r\\n14895,2103,21,Male,0,student,762,2,195,105,866.04,2651.75,2077.04,459.78,0.24,0.24,1785.96,0.24,927.61,2651.75,1\\r\\n14896,2497,42,Female,0,self_employed,1020,2,1027,14,9426.18,9140.47,9125.35,8855.28,286.03,643.17,0.31,657.46,9288.25,8934.02,0\\r\\n14897,642,53,Female,0,salaried,1378,2,3129,46,4750.06,2017.61,1924.87,1388.35,0.53,1041.81,0.53,429.1,3167.97,1697.48,0\\r\\n14898,1977,62,Male,0,self_employed,334,2,136,14,13888.56,28098.1,20184.32,16996.44,5098.01,3407.44,20407.79,6292.79,17496.02,27325.83,0\\r\\n14899,3223,70,Male,0,retired,623,2,365,0,11215.38,6562.25,6721.73,5105.16,5232.99,0.46,775.65,115.27,8023.26,6625.09,0\\r\\n14900,3964,42,Female,0,self_employed,1096,3,134,39,361,361,2626.75,1953.92,0.6,9286.31,0.6,10429.17,361,6043.03,1\\r\\n14901,1387,39,Male,0,self_employed,146,3,3690,19,3411.43,2158.73,2090.95,458.43,581.11,459.69,6.95,725.94,2893.33,1916.02,0\\r\\n14902,4843,84,Male,0,self_employed,1020,2,85,8,6236.33,4910.19,6253.54,9228.82,3336.06,330.89,1925.14,2004.9,6294.23,5359.5,0\\r\\n14903,1641,55,Male,0,salaried,967,3,1848,62,1739.67,1192.16,1628.38,3280.92,0.04,0.04,1262.09,1176.44,1391.98,1651.05,0\\r\\n14904,1574,42,Female,0,self_employed,621,2,531,24,4269.19,2726.33,3179.36,781.46,1543,0.14,0.14,15.66,4056.38,2739.84,0\\r\\n14905,1127,34,Female,0,self_employed,1236,3,1651,21,1872.79,1729.93,1766.05,1718.97,143.56,0.7,0.7,0.7,1838.3,1729.93,0\\r\\n14907,2119,57,Male,0,salaried,491,3,62,19,632.09,11388.96,10770.31,4667.77,3578.67,1965.96,14335.54,218.67,11958.17,11000.84,1\\r\\n14908,209,34,Female,0,salaried,1589,3,429,215,1450.14,1464.43,1477.63,1517.02,0.26,0.26,0.26,0.26,1463.93,1477.33,0\\r\\n14909,6005,55,Male,0,self_employed,905,3,34,124,1427.52,1427.52,1437.04,938.24,0.67,0.67,0.67,22.1,1427.52,1434.66,0\\r\\n14910,4105,62,Female,0,retired,834,1,18,28,1569.33,1463.22,1498.59,1453.95,106.12,0.01,0.01,0.01,1569.33,1463.22,0\\r\\n14911,4921,16,Male,0,student,1096,3,483,345,1622.33,1608.04,1608.04,1555.59,0.14,0.14,0.14,0.14,1622.33,1608.04,0\\r\\n14912,932,36,Male,3,self_employed,1020,3,501,294,1416.97,1498.64,1627.54,2088.17,0.29,0.29,52.67,306.24,1449.56,1581.81,0\\r\\n14913,3412,63,Female,0,salaried,1020,2,410,0,1690.92,1722.27,1836.78,5943.1,622.7,580.8,796.91,718.87,1749.81,1797,0\\r\\n14915,759,40,Female,0,self_employed,1020,1,501,0,1598.21,1410.27,1430.75,1297.91,3114.93,0.07,778.64,0.07,1447.88,1497.17,0\\r\\n14916,5243,63,Male,2,,295,3,125,0,1683.48,1623.71,1642.53,1652.06,131.8,163.19,226.44,203.49,1638.51,1596.07,0\\r\\n14917,1937,73,Male,0,retired,334,2,575,,4804.28,4804.28,4804.28,4783.44,0.39,0.39,0.39,0.39,4804.28,4804.28,0\\r\\n14918,3426,38,Male,0,self_employed,649,2,504,275,2443.33,2443.33,2443.33,2428.76,0.04,0.04,0.04,0.04,2443.33,2443.33,0\\r\\n14919,1197,46,Female,0,self_employed,1494,2,67,175,10604.37,12032.94,12707.01,14019.59,0.4,0.4,1428.97,1428.97,11096.98,13000.68,0\\r\\n14920,1984,72,Female,0,retired,15,2,1288,347,9903.77,9950.2,10046.81,10239.22,0.09,0.09,0.09,0.09,9947,10085.95,0\\r\\n14921,1260,10,Female,0,student,334,2,1866,357,1292.4,2720.98,2356.87,1471.32,0.5,0.5,1429.07,0.5,1932.8,2628.81,0\\r\\n14922,2967,54,Male,2,self_employed,15,2,300,25,7056.93,5566.54,5944.29,6570.9,2143.39,2857.67,653,2694.58,7091.12,4752.5,0\\r\\n14923,2223,49,Male,0,salaried,334,2,1073,18,18500.21,3471.42,9875.72,19507.32,19933.36,59.24,6541.34,10448.85,12612.65,2359.23,0\\r\\n14924,4046,50,Female,0,salaried,1046,1,1248,4,5772.58,5205.4,9503.64,29421.88,471.83,0.4,471.83,357.54,5475.59,5246.85,0\\r\\n14925,1279,23,Male,0,student,834,2,14,4,4484.25,2494.35,2585.84,2481.61,1990.34,0.44,0.44,0.44,2768.82,2494.35,0\\r\\n14926,6596,72,Male,1,retired,822,2,20,72,5412.93,5412.93,5134.66,3990.11,0.49,0.49,0.49,0.49,5412.93,5412.93,0\\r\\n14927,3416,88,Female,0,self_employed,1020,2,16,196,3993.73,4475.41,4247.83,4227.42,0.1,0.1,690.81,523.46,3925.63,4528.06,0\\r\\n14928,1289,53,Female,0,salaried,1020,2,5,14,6067.6,5978.85,6425.12,10908.71,58.59,110.72,31.77,28.64,6028.99,6104.85,0\\r\\n14929,3217,67,Female,0,self_employed,180,3,187,228,2348.92,2348.92,2348.92,2333.48,0.57,0.57,0.57,0.57,2348.92,2348.92,0\\r\\n14930,2207,78,Female,0,self_employed,834,3,593,143,2027.6,2027.6,2027.6,2014.17,0.67,0.67,0.67,0.67,2027.6,2027.6,0\\r\\n14932,2265,54,Male,0,self_employed,931,3,4017,26,8147.17,1895.44,3583.71,1343.22,7143.31,829.03,877.3,0.46,7953.34,1712.5,0\\r\\n14933,788,32,Male,0,salaried,837,3,683,49,21729.19,21423.03,11633.61,1310.45,0.4,4286.11,3393.04,1747.7,21261.54,12158.22,0\\r\\n14934,5301,59,Male,1,salaried,649,2,3874,221,2156.51,2299.37,2403.08,2808.69,0.03,0.03,0.03,0.03,2264.89,2400.75,0\\r\\n14935,5879,84,Male,1,self_employed,1034,2,41,28,11035.02,11537.02,10467.82,9739.84,9.64,9.64,0.51,0.51,11169.01,11641.48,0\\r\\n14936,1483,41,Male,0,self_employed,409,1,32,72,557.31,1414.46,1550.47,902.54,0.17,0.17,0.17,0.17,1421.85,1523.4,0\\r\\n14937,4994,44,Male,0,self_employed,224,2,137,4,2191.11,2175.9,2115.46,1356.06,1667.59,1875.3,1690.19,1428.59,2443.58,2018.85,0\\r\\n14938,760,57,Male,0,retired,369,2,704,26,50377.97,43663.7,40133.31,35484.33,7143,11428.71,0.14,1454.71,50262.22,35657.83,0\\r\\n14939,287,48,Male,0,self_employed,905,2,2235,207,2734.09,2900.68,3039.24,3541.41,0.19,0.19,0.19,0.19,2871.96,3029.65,0\\r\\n14940,1353,46,Male,0,self_employed,1111,3,651,27,2729.12,2152.82,3552.26,3430.95,642.91,0.06,66.62,2700.36,2723.02,3442.44,0\\r\\n14941,1766,31,Male,2,salaried,625,2,405,26,36897.88,16896.31,7187.18,7154.73,157.36,14443.07,14441.5,155.79,7909.82,11022.74,0\\r\\n14942,4389,66,Male,0,self_employed,664,2,241,12,9455.62,9247.05,8974.03,7411.3,214.67,214.67,571.81,214.67,9673.16,9174.06,0\\r\\n14943,4385,56,Female,0,self_employed,1020,2,1357,25,2605.86,2605.84,13661.04,4071.41,1171.63,16885.91,1171.63,17957.34,2586.64,4725.66,1\\r\\n14944,1433,56,Male,2,salaried,822,2,1403,0,6878.63,6882.89,6906.1,6716.36,193.31,80.4,0.46,214.74,6882.3,6907.48,0\\r\\n14945,457,44,Male,,self_employed,905,2,1382,,1149.52,2220.94,2589.99,5130.49,0.6,0.6,1929.17,2286.31,1671.68,2502.05,1\\r\\n14946,2236,50,Male,0,salaried,60,3,595,,6018.73,1980.87,3366.77,3727.35,0.1,0.1,706.26,1032.49,5185.96,1974.23,0\\r\\n14947,3215,41,Male,0,salaried,834,3,90,20,1574.6,2922.85,1661.58,851.91,36.11,0.4,1768.41,2021.39,1814.06,2004.3,0\\r\\n14948,815,18,Female,0,student,334,2,881,254,4247.22,4247.22,4247.22,4223.75,0.4,0.4,0.4,0.4,4247.22,4247.22,0\\r\\n14949,3572,70,Female,0,self_employed,12,2,68,51,2972.62,2972.62,2962.92,2911.75,0.17,5.06,0.17,0.17,2972.62,2971.36,0\\r\\n14950,205,29,Male,0,self_employed,1096,3,551,13,2778.07,2898.25,3276.15,3447.14,43.34,0.31,222.31,237.74,2873.69,3282.59,0\\r\\n14951,1591,42,Male,0,self_employed,1111,2,578,40,1458.06,713.71,1517.34,944.34,0.57,5714.86,3546.86,8831.78,989.02,1860.33,0\\r\\n14952,528,62,Male,,self_employed,630,3,281,12,136.18,6582.32,1503.38,1950.42,3024.26,12567.54,9470.4,6143.26,1113.33,1110.32,1\\r\\n14953,6184,46,Male,0,salaried,1020,2,19,,12713.58,12713.58,12711.09,12561.99,0.5,0.5,0.5,0.5,12713.58,12710.03,0\\r\\n14954,2128,90,,0,self_employed,1020,1,2,63,1360.28,1360.28,2183.41,2397.9,0.13,0.13,0.13,1973.07,1360.28,2187.93,0\\r\\n14955,250,28,Female,0,salaried,363,2,4264,104,4142.29,4850.68,3447.23,2174.43,0.5,0.5,1570.97,1744.53,4171.34,3157.11,0\\r\\n14956,1150,57,Male,0,self_employed,1020,1,5,11,98829.14,30167.34,44808.06,43383.32,68786.75,14286.01,281.06,14815.44,72030.97,29093.9,0\\r\\n14957,557,30,Male,25,self_employed,905,2,34,0,5153.48,102.01,1526.61,1612.37,13100.21,5949.14,1737.36,3155.14,631.42,442.29,0\\r\\n14958,2879,41,Male,0,salaried,1388,3,377,14,487.56,142.19,1448.59,2950.34,12944.39,276.53,0.1,0.1,1245.87,265.93,1\\r\\n14959,2153,33,Female,0,self_employed,575,2,1717,,3911.84,4023.12,4024.67,4200.29,0.49,0.49,0.49,0.49,3926.48,4027.84,0\\r\\n14960,2886,33,Male,0,self_employed,522,3,1410,,3340.32,3340.32,3340.32,3267.91,0.06,0.06,0.06,0.06,3340.32,3340.32,0\\r\\n14962,6004,61,Male,0,self_employed,169,3,33,4,3043.83,3052,2258.52,2712.84,3000.01,0.01,3000.01,0.01,671.57,3052,0\\r\\n14963,460,72,Female,0,self_employed,409,3,1439,272,1440.77,1440.77,1440.77,1434.69,0.17,0.17,0.17,0.17,1440.77,1440.77,0\\r\\n14965,3086,45,Male,1,self_employed,649,2,54,14,16846.42,2467.68,2940.85,4518.64,5964.94,1818.67,19406.31,882.27,6066.41,1634.98,0\\r\\n14966,965,44,Female,0,self_employed,1046,3,1031,23,13999.73,12727.73,10647.18,11126.66,1272.27,1272.27,0.27,0.27,13780.42,12481.53,0\\r\\n14967,188,54,Female,0,self_employed,1020,1,19,60,2340.98,2340.98,1852.97,363.23,0.27,0.27,0.27,0.27,2340.98,2713.68,0\\r\\n14969,2075,46,Male,0,self_employed,1551,2,445,9,4399.89,336.25,1793.44,1011.01,1443.46,2572.03,14.89,0.6,4038.82,407.79,0\\r\\n14970,4749,35,Female,0,self_employed,1020,2,159,73,2633.63,9176.04,7271.84,12268.07,0.19,0.19,6542.44,0.19,4075.99,6178.4,0\\r\\n14971,4451,60,Male,0,self_employed,637,3,224,,2511.01,2868.15,3836.78,5016.16,0.29,0.29,714.57,4277.43,2535.64,3965.52,0\\r\\n14972,5668,61,Male,0,self_employed,295,2,86,14,2241.6,2402.76,2836.33,4205.22,24.72,0.27,476.9,596.39,2345.73,2556.04,0\\r\\n14973,640,39,Male,,self_employed,1108,3,805,,1583.47,1583.47,1583.47,1572.22,0.41,0.41,0.41,0.41,1583.47,1583.47,0\\r\\n14974,220,31,Male,2,self_employed,1076,2,793,33,929.95,22919.77,15889.92,9848.24,0.57,14500.57,22463.71,6200.69,15991.73,17600.79,1\\r\\n14975,2296,64,Male,0,retired,334,3,1864,35,1790.56,2039.3,2029.57,3321.76,0.2,243.06,0.2,0.2,1970.68,2185.6,0\\r\\n14976,3442,34,Male,0,self_employed,118,3,325,68,13532.88,13532.88,12967.75,6070.28,0.04,0.04,0.04,0.04,13532.88,13532.88,0\\r\\n14977,1309,4,Male,0,student,834,2,105,,2678.13,2678.13,2678.13,2661.81,0.06,0.06,0.06,0.06,2678.13,2678.13,0\\r\\n14978,1728,50,Male,2,salaried,706,2,2388,20,5972.54,10829.69,5756.87,3320.07,15143.1,34285.96,0.24,24685.96,6782.65,8545.25,0\\r\\n14979,3274,61,Male,0,salaried,905,2,34,4,15194.32,15702.18,15740.23,18210.89,21.35,1497.01,794.11,2448.3,15397.71,15251.25,0\\r\\n14980,1651,72,Female,0,self_employed,621,2,208,27,1448.96,1392.16,1430.54,1359.51,58.4,58.56,0.09,0.09,1449.66,1390.27,0\\r\\n14981,893,29,Male,0,salaried,765,3,2009,,27182.45,27182.45,27182.45,19128.27,0.31,0.31,0.31,0.31,27182.45,27182.45,0\\r\\n14982,949,63,Male,0,self_employed,897,3,2627,315,788.98,1474.7,1503.95,1842.08,0.67,0.67,1114.96,286.39,1027.9,1723.54,1\\r\\n14983,4710,48,Female,0,self_employed,1232,1,52,48,8358.73,11715.87,11143.12,16482.98,0.46,2444.74,3357.6,500.46,10304.54,10866.47,0\\r\\n14984,3060,66,Male,0,self_employed,1449,3,610,3,35292.51,35078.46,27039.78,14110.84,409.88,450.05,191.97,11.1,35253.35,31968.57,0\\r\\n14985,5691,45,Male,2,self_employed,856,2,1502,69,1554.67,1832.11,1724.44,484.34,0.34,0.34,571.77,0.34,1808.45,2030.68,0\\r\\n14986,2224,34,Female,0,salaried,1020,3,1030,,1364.97,1776.22,2002.25,2834.98,0.49,0.49,0.49,0.49,1563.5,1987.6,0\\r\\n14987,2630,47,Female,0,self_employed,1609,2,230,32,439.39,2367.96,2326.52,278.76,0.56,2143.41,2171.99,2779.43,717.23,1703.05,0\\r\\n14988,2691,51,Female,0,salaried,656,2,55,35,646.82,2263.94,2311.49,4711.3,0.63,24.23,0.63,0.63,1067.42,2566.93,0\\r\\n14989,739,32,Male,0,salaried,146,3,1036,,7062.34,7062.34,7194.45,7479.13,0.21,0.21,0.21,285.93,7062.34,7172.94,0\\r\\n14990,774,46,Male,0,self_employed,1468,3,345,10,3482.46,3197.26,3790.36,5331.86,1186.13,157.56,1722.36,3514.7,3247.75,3762.7,0\\r\\n14991,1865,40,Female,0,self_employed,180,2,187,11,1986.41,1754.1,1598.5,461.03,671.99,1271.99,0.56,29.13,1838.4,1398.04,0\\r\\n14992,3261,40,Male,1,self_employed,575,3,90,166,3088.66,3353.69,3388.68,3816.96,0.16,0.16,265.19,265.19,3125.22,3387.89,0\\r\\n14993,377,84,Female,,self_employed,834,3,469,13,6592.11,6463.54,6453.87,2857.24,128.61,0.04,0.04,0.04,6521.17,6463.54,0\\r\\n14994,2859,57,Female,0,self_employed,1020,2,474,12,8999.38,10204.75,9866.67,8521.43,214.93,414.93,1422.87,80.35,10028.38,9849.03,0\\r\\n14995,243,39,Male,0,self_employed,372,3,4347,9,10210.01,8824.3,8539.99,4736.84,1386.17,1514.74,0.46,356.64,9577.99,8740.18,0\\r\\n14996,1173,42,Male,0,self_employed,1489,2,3586,0,1690.98,670.54,1611.6,526.27,2566.83,2031.01,1885.97,4380.69,599.71,638.71,0\\r\\n14997,2557,43,Male,0,self_employed,1416,2,346,18,2431.43,2415.39,2543.24,698.61,257.56,0.41,0.41,0.41,2516.92,2516.06,0\\r\\n14999,5522,63,Female,0,self_employed,1020,1,501,20,1534.89,470.33,2204.6,7772.89,950.99,53232.34,60714.39,56470.96,3594.77,1933.45,0\\r\\n15001,237,68,Female,0,self_employed,1020,1,85,14,1249.95,1610.03,2936.96,5406.1,6.4,0.69,7.56,0.69,1586.27,1846.44,0\\r\\n15002,3637,46,Male,0,,363,2,1588,12,1012.74,1718.81,5628.61,4692.76,2857.27,1595.43,714.41,2404.26,1303.53,6804.32,1\\r\\n15003,354,55,Female,,self_employed,904,3,3941,30,1923.88,1836.4,1578.87,1211.55,0.23,428.8,0.23,224.52,1848.46,1490.32,0\\r\\n15004,1510,55,Male,0,salaried,363,2,572,103,6280.38,6280.38,6280.38,7253.19,0.49,0.49,0.49,0.49,6280.38,6280.38,0\\r\\n15005,1197,63,Male,0,salaried,623,3,472,327,2921.34,2921.34,2631.02,2028.97,0.61,0.61,0.61,0.61,2921.34,2693.23,0\\r\\n15007,732,51,Male,0,self_employed,575,3,1719,21,209.76,184.31,1437.29,1139.04,428.96,643.24,350.39,2868.67,214.44,421.4,1\\r\\n15008,1161,11,Female,0,student,557,1,284,312,2739.33,2739.33,2739.33,2722.5,0.67,0.67,0.67,0.67,2739.33,2739.33,0\\r\\n15009,1432,78,Female,0,self_employed,1438,2,1239,17,2257.59,586.28,1934.04,2079.2,240.47,240.47,5714.81,10000.53,1646.93,2001.79,0\\r\\n15010,341,20,Male,0,student,649,3,348,42,36.94,2179.8,1467.72,450.89,0.67,7143.53,2143.53,35720.78,554.18,3332.25,1\\r\\n15011,2199,39,Female,0,self_employed,1232,2,539,3,3450.9,4128.9,4047.96,4040.92,35.77,0.06,985.2,478.42,4157.03,4032.59,0\\r\\n15012,2660,41,Male,0,self_employed,1510,3,1432,13,2275.42,2703.1,2353.99,4418.3,983.22,1771.54,1827.51,1092.93,2558.11,2238.93,0\\r\\n15013,4204,53,Female,0,self_employed,1589,2,147,18,3235.12,3127.82,3213.1,3895.5,286.04,0.33,71.76,41.61,3174.77,3136.6,0\\r\\n15014,3287,73,Female,0,self_employed,1141,3,710,121,946.74,1159.52,1464.68,1541.98,0.26,0.26,213.04,119.65,1137.51,1109.91,1\\r\\n15015,760,41,Female,,self_employed,458,3,1815,18,9964.44,9921.87,9550.28,8213.06,2257.79,829.21,0.64,0.64,10009.41,9734.78,0\\r\\n15016,898,22,Male,0,salaried,1020,2,443,9,6544.06,5979.78,6504.76,6078.42,0.73,1.55,150.53,21.96,6580.25,5908.6,0\\r\\n15017,867,40,Female,0,self_employed,1096,2,327,,1829.13,1829.13,1829.13,1828.82,0.69,0.69,0.69,0.69,1829.13,1829.13,0\\r\\n15018,2426,40,Female,0,self_employed,575,2,1394,0,485.61,4128.48,3202.56,4753.38,1481.56,1481.56,3643.29,246.23,3289.46,3208.3,0\\r\\n15019,539,42,Male,0,salaried,1598,3,3945,31,2870.54,2783.06,2533.22,2778.6,0.24,428.81,0.24,0.24,2819.26,2403.79,0\\r\\n15020,3100,50,Male,1,self_employed,1140,3,663,60,1118.87,2037.87,2395.05,1779.52,0.07,0.07,532.23,1635.3,1323.27,2613.05,0\\r\\n15022,1102,25,Female,0,self_employed,1112,2,2135,,142.89,142.89,1494.03,4059.6,0.03,0.03,0.03,5351.4,142.89,1143.91,1\\r\\n15023,2375,43,Male,3,self_employed,834,3,219,25,396.56,6599.35,8091.5,9255.43,2520.46,686.17,8918.54,6357.6,2652.28,10395.9,0\\r\\n15024,760,51,Female,,self_employed,1271,3,1697,299,2981.54,3336.49,3561.24,3929.91,0.34,0.34,359.13,608.84,3165.93,3564.82,0\\r\\n15025,5101,74,Male,0,retired,224,1,137,143,4885.3,5264.97,5282.9,6056.58,0.2,0.2,714.49,0.2,5447.25,5168.88,1\\r\\n15026,4756,43,Male,2,self_employed,,3,217,44,8399.23,8466.6,7995.8,6359.06,0.57,22,51.27,647.09,8417.26,8309.68,0\\r\\n15027,4966,52,Female,1,self_employed,575,1,90,5,8.19,25590.64,99606.28,123036.81,161006.52,28000.17,14273.47,15308.36,12659,124713.35,1\\r\\n15028,1718,54,Female,0,self_employed,491,2,1466,0,2758.04,1893.34,1788.9,3184.44,874.09,425.6,0.6,0.6,2263.93,1648.13,0\\r\\n15029,4720,79,Female,0,self_employed,623,1,218,30,12444.3,12444.3,12292.37,10500.4,0.44,139.86,0.44,0.44,12444.3,12313.88,0\\r\\n15030,539,45,Male,1,self_employed,578,3,2282,25,732.3,872.84,1552.2,1122.46,1429.14,0.57,1558.29,1701.14,1297.17,1243.2,1\\r\\n15031,7329,31,Female,0,salaried,1096,2,3,17,17449.03,16805.07,16938.3,16649.44,644.44,0.47,0.47,0.47,17204.77,16805.07,0\\r\\n15032,583,90,,,self_employed,905,2,34,0,12215.65,11850.1,6343.48,1898.65,406.57,13250.24,41.02,4325.38,11978.51,5614.66,0\\r\\n15033,1101,29,Female,0,self_employed,146,2,2011,58,1733.45,2923.14,2341.34,450.09,0.23,714.51,1189.91,857.37,2816.4,2979.13,0\\r\\n15034,1491,42,Male,0,self_employed,1032,2,381,,535.38,6678.64,5801.9,8765.62,0.63,0.63,0.63,0.63,3841.04,6678.64,0\\r\\n15036,1778,45,Male,0,self_employed,,2,2031,58,2594.09,2759.15,2370.3,2277.04,0.31,1428.89,0.31,0.31,2655.33,2770.38,0\\r\\n15037,1379,70,Female,0,retired,1096,3,1409,212,1448.02,1448.02,1448.02,1442.27,0.34,0.34,0.34,0.34,1448.02,1448.02,0\\r\\n15038,3099,21,Female,0,student,1020,1,321,199,5687.08,5115.65,5273.29,5099.93,0.6,0.6,0.6,0.6,5588.56,5115.65,0\\r\\n15039,1937,77,Male,4,retired,1469,2,859,182,17477.55,17477.55,17477.55,17204.12,0.27,0.27,0.27,0.27,17477.55,17477.55,0\\r\\n15040,347,26,Female,0,self_employed,1004,2,307,296,7418.46,7418.46,7418.46,7364.61,0.57,0.57,0.57,0.57,7418.46,7418.46,0\\r\\n15041,724,58,Male,,self_employed,1516,2,3259,,1596.17,1450.97,1450.97,1016.8,0.16,0.16,0.16,0.16,1596.17,1450.97,0\\r\\n15042,720,61,Female,,self_employed,334,3,10,17,195.06,690.45,1715.13,1796.45,7790.6,23371.56,8285.99,24285.99,382.97,3157.53,0\\r\\n15043,1068,42,Female,0,self_employed,146,3,75,35,3383.87,3324.28,2539.66,1845.81,0.21,1310.35,12.06,0.21,3371.55,2300.77,0\\r\\n15044,6662,37,Male,0,self_employed,15,1,6,342,5742.78,5958.06,6053.44,6476.04,0.56,0.56,157.7,0.56,5897.65,5985.71,0\\r\\n15045,2905,36,Female,0,self_employed,848,2,167,,2675.05,4746.48,4660.27,4716.41,0.19,0.19,2071.61,0.19,4487.85,4746.48,1\\r\\n15046,2474,38,Male,2,salaried,1540,1,670,23,37043.61,28269.68,40073.11,73958.81,1428.7,3031.97,21225.39,27238.03,39445.51,34076.03,0\\r\\n15047,1926,46,Male,0,salaried,146,2,2047,159,1615.35,1832.49,1753.73,1817.54,0.6,0.6,0.6,0.6,1683.03,1805.3,0\\r\\n15048,328,37,Male,1,self_employed,656,2,2884,6,2136.52,3191.96,1891.64,285.82,312.11,3071.8,1617.56,2314.55,2864.92,2036.36,1\\r\\n15049,1652,37,Male,3,self_employed,372,2,2272,11,5461.23,2494.83,4149.98,1056.77,7857.56,3278.04,1599.73,4006.01,5690.65,3745.95,0\\r\\n15050,3027,35,Male,0,salaried,1020,3,84,0,4475.33,4116.37,4120,3725.7,357.47,0.33,0.33,0.33,4129.87,4116.37,0\\r\\n15051,2435,39,Male,2,self_employed,1034,2,65,83,1323.66,2247.52,2054.78,1774.33,0.36,0.36,912.73,778.26,1505.42,2199.44,1\\r\\n15052,2451,41,Male,0,salaried,1096,2,132,60,5851.76,6543.55,6872.48,8147.68,0.09,0.09,124.12,23.51,6405.04,6949.54,0\\r\\n15053,1283,46,Male,3,self_employed,995,3,1424,5,3170.51,1389.39,1475.24,72.27,19981.77,3600.16,23457.79,2229.21,4306.66,101.3,0\\r\\n15054,1529,33,Female,0,salaried,,2,1442,,27020.74,25985.67,25737.76,22161.71,0.07,0.07,0.07,0.07,26628.13,25728.92,0\\r\\n15055,943,56,Male,0,salaried,,3,2434,24,154.11,4579.36,5663.36,11887.64,642.94,0.09,6071.51,3214.37,1989.08,7275.21,1\\r\\n15056,2862,72,Male,0,self_employed,1096,2,272,196,777.01,777.01,4960.57,26651.67,0.61,0.61,0.61,2442.71,777.01,1249.68,1\\r\\n15057,2288,57,Male,0,self_employed,1020,2,1799,91,10084.05,10084.05,10084.05,9668.98,0.06,0.06,0.06,0.06,10084.05,10084.05,0\\r\\n15058,3044,54,Female,0,self_employed,1181,1,2514,38,1333.57,1566.07,1746.46,2324.75,0.7,572.13,0.7,72.13,1524.02,1807.14,0\\r\\n15059,3096,37,Male,0,salaried,1020,2,666,61,8089.56,8089.56,5943.16,4754.9,0.01,0.01,0.01,0.01,8089.56,8089.56,0\\r\\n15060,5180,86,Male,0,self_employed,1020,1,5,11,5374.1,7081.76,5575.3,3706.48,445.4,112.6,4500.24,2143.8,4035.18,6315.32,1\\r\\n15061,1984,69,Male,0,self_employed,1589,2,1712,76,1225.51,3170.69,3266.85,3621.5,0.69,0.69,1872.11,218.27,3031.13,3396.85,1\\r\\n15062,1889,36,Female,0,self_employed,1232,2,52,4,14031.67,43226.11,34710.95,42081.58,3909.01,257.74,35917.74,4286.31,16637.4,44670.59,1\\r\\n15063,1610,51,Male,0,self_employed,1494,2,209,52,9824.06,9824.06,9401.9,9450.06,0.49,2829.06,0.49,500.49,9824.06,9344.83,0\\r\\n15064,5968,48,Female,0,self_employed,1020,1,5,7,5762.33,5771.03,7797.03,7027.67,14030.19,14416.27,91409.76,32281.24,11707.78,8270.1,0\\r\\n15066,5865,66,Male,0,salaried,,3,503,52,274.92,2280.59,5404.98,85.9,0.67,42857.81,3863.48,42853.29,955.9,15172.9,0\\r\\n15067,234,40,Male,2,self_employed,572,3,4370,5,7967.84,1000.56,1766.06,2463.86,14168.43,0.43,7201.14,10.41,2934.78,1008.46,0\\r\\n15068,1602,29,Male,0,salaried,146,2,1750,328,1588.06,1223.84,1597.63,2593.94,0.61,0.61,88.73,872.04,1214.84,1931.79,0\\r\\n15069,1830,33,Female,0,self_employed,1096,3,439,18,10392.52,9808.59,9518.26,8114.84,584.6,584.6,0.67,133.17,10191.17,9508.8,0\\r\\n15070,2585,16,Female,0,student,146,1,1232,,14315.51,17329.79,9574.06,38.13,0.51,0.51,3014.8,2716.23,15909.6,12774.22,0\\r\\n15072,1422,28,Male,0,self_employed,1494,2,1008,45,6394.18,8997.04,7956.43,5874.73,0.17,2033.14,2603.03,143.03,8469.05,8115.79,1\\r\\n15073,2133,44,Female,1,self_employed,1020,3,411,21,2900.82,2622.29,2528.99,1845.66,286.17,286.17,0.46,0.46,2822.01,2461.04,0\\r\\n15074,1387,24,Male,0,student,965,2,37,6,23160.82,357.72,2303.65,1683.59,22129.93,0.69,1312.84,0.69,6094.39,357.72,0\\r\\n15075,2498,71,Male,0,retired,1020,3,591,173,3943.03,3854.26,6255.98,7853.61,0.1,0.1,642.96,430.1,3931.2,4719.73,0\\r\\n15076,3151,35,Female,0,self_employed,905,1,34,73,9827.63,10004.22,9965.54,8068.61,0.19,0.19,176.77,0.19,9947.94,10004.22,0\\r\\n15077,2312,56,Male,0,self_employed,1232,3,1546,311,4891.78,4891.78,4891.78,6026.63,0.4,0.4,0.4,0.4,4891.78,4891.78,0\\r\\n15078,2863,73,Male,0,retired,680,3,565,229,1579.1,1583.18,1583,1561.37,0.6,0.6,0.6,0.6,1582.62,1583.18,0\\r\\n15079,326,57,Female,0,self_employed,745,3,1903,3,5261.56,7018.71,3176.38,2987.84,4643.34,7143.34,6400.49,1200.49,4686.19,3424.7,0\\r\\n15081,6591,64,Male,3,salaried,834,2,28,7,7915.97,7138.48,7412.9,8459.19,80.35,0.01,142.87,105.38,7980.48,7075.94,0\\r\\n15082,3158,28,Female,0,self_employed,1020,3,376,2,13128.38,597.88,5211.58,6567.53,32670.4,37636.81,21814.34,37591.52,12424.95,1139.48,0\\r\\n15084,3867,48,Male,0,self_employed,617,2,1432,21,1930.32,854.42,3561.05,6710.02,1476.03,0.13,385.84,6071.56,1668.16,1133.68,1\\r\\n15085,2959,44,Female,1,self_employed,1525,3,51,28,211.44,2291.05,1524.14,1492.45,214.97,0.69,2286.4,0.69,297.31,2291.05,1\\r\\n15086,1116,33,Male,0,self_employed,763,3,1584,,20935.31,20935.31,20900.25,20673.88,0.31,0.31,0.31,0.31,20935.31,20921.17,0\\r\\n15087,1678,39,Female,0,self_employed,1232,3,825,68,2671.68,2457.4,2508.24,2655.59,0.41,0.41,71.84,393.27,2656.9,2544.72,0\\r\\n15088,361,54,Female,0,self_employed,1020,3,414,13,1492.86,1530.28,1543.55,1874.65,6.12,0.37,14.97,0.37,1512.32,1539.5,0\\r\\n15089,181,34,Female,0,self_employed,208,2,1956,87,3697.68,3840.54,3841.67,2699.22,0.36,0.36,0.36,0.36,3712.46,3854.36,0\\r\\n15090,4702,74,Female,0,self_employed,1020,2,159,283,1863.48,1863.48,1863.48,1876.92,0.19,0.19,0.19,0.19,1863.48,1863.48,0\\r\\n15091,286,47,Female,0,self_employed,1084,1,1030,83,2153.81,2153.81,2046.29,721.84,0.39,0.39,0.39,0.39,2153.81,2153.81,0\\r\\n15093,6130,74,Male,0,retired,656,2,46,63,1069.27,1354.99,1711.31,1832.5,0.14,0.14,285.86,143,1172.72,1389.55,0\\r\\n15094,4702,21,Female,0,student,1589,2,33,40,5211.51,5211.51,5198.63,5079.6,0.4,19.68,0.4,5.95,5211.51,5200.76,0\\r\\n15095,1766,56,Male,0,self_employed,834,2,352,46,9072.25,9786.53,8451.79,7207.58,0.37,5714.66,714.66,3428.41,9417.07,8883.1,1\\r\\n15096,2169,52,Female,0,salaried,122,3,866,,2714.49,2714.49,2766.72,2839.25,0.6,0.6,0.6,143.46,2714.49,2728.32,0\\r\\n15097,4835,68,Male,0,self_employed,146,2,75,12,26547.12,26290.25,26417.18,28198.15,502.26,82.93,251.31,260.31,26466.92,26351.45,0\\r\\n15098,2763,57,Male,0,salaried,1070,2,571,,5057.3,5057.3,5057.3,5025.26,0.66,0.66,0.66,0.66,5057.3,5057.3,0\\r\\n15099,1561,73,Male,1,self_employed,146,2,1047,35,10607.72,10607.72,9941.05,12186.55,0.3,1200.3,0.3,0.3,10607.72,9678.69,0\\r\\n15100,4427,34,Female,0,self_employed,146,1,582,,1553.51,1553.51,1552.52,4748.9,0.04,0.04,0.04,0.04,1553.51,1552.09,0\\r\\n15101,2407,40,Male,1,self_employed,61,3,1407,19,1532.92,2573.01,1517.49,198.04,28.7,3445.6,969.65,1042.99,1899.79,2597.18,1\\r\\n15102,1228,72,Female,0,self_employed,596,3,659,291,4875.81,4873.28,4871.94,5112.49,0.2,0.2,0.2,0.2,4875.11,4871.13,0\\r\\n15103,5192,49,Female,0,salaried,1020,1,16,22,30372.34,32388.39,33387.48,26926.37,166.41,0.06,691.97,0.06,31246.44,33144.98,0\\r\\n15104,1525,79,Female,0,retired,146,2,2377,57,4711.34,4711.34,4703.42,4653.4,0.16,22.46,0.16,0.16,4711.34,4709.9,0\\r\\n15105,3212,87,Male,0,retired,146,1,75,7,10805.59,9961.38,10076.33,8649.63,101.63,2266.8,162.21,3857.59,10250.78,9905.92,0\\r\\n15107,5687,40,Male,0,salaried,1133,3,3,3,1628.68,936.86,1757.15,849.85,933.61,1430.95,125.21,603.37,1553.4,1135.04,0\\r\\n15108,679,31,Male,0,self_employed,617,2,229,186,3699.73,3699.73,3699.73,3683.57,0.14,0.14,0.14,0.14,3699.73,3699.73,1\\r\\n15109,1573,31,Male,0,salaried,822,2,295,166,1813.51,1856.37,1829.95,2215.81,0.24,0.24,85.96,0.24,1833.71,1856.37,0\\r\\n15110,2798,63,Male,1,salaried,146,2,1758,13,13881.31,5702.88,18358.66,17897.23,9060.33,3208.99,824.14,29847.41,9823.9,20254.46,0\\r\\n15111,2992,50,Male,0,self_employed,545,2,784,123,3987.67,4125.93,4316.64,2797.46,0.2,0.2,285.91,535.91,4095.59,4195.05,0\\r\\n15112,252,40,Male,0,salaried,1076,3,2041,23,5378.17,2978.17,3613.94,864.63,1214.77,0.49,0.49,0.49,4720.04,3010.04,1\\r\\n15113,1397,38,Female,0,salaried,526,2,421,244,2531,2531,2531,2512.19,0.41,0.41,0.41,0.41,2531,2531,0\\r\\n15115,829,34,Male,2,self_employed,1086,3,2605,7,1598.63,2557.78,2062.82,363.95,178.09,1438.03,1782.04,800.3,2037.35,2177.13,0\\r\\n15117,1136,51,Female,0,self_employed,409,2,292,23,3243.71,2886.47,3365.75,3340.65,428.63,428.63,0.06,1428.63,3175.73,2978.35,0\\r\\n15118,3001,40,Male,0,salaried,621,2,382,20,4970.66,1556.51,2857.33,1929.4,251.39,680.5,83.18,3309.27,4966.98,2346.7,0\\r\\n15119,4589,50,Male,0,salaried,956,2,94,77,14153.13,14013.77,12828.45,9357.52,0.21,0.21,1557.36,431.93,14353.83,11978.35,0\\r\\n15120,3979,60,Female,0,salaried,802,3,301,284,220.95,3155.45,1795.7,3745.1,0.66,0.66,72.09,0.66,329.44,3156.07,1\\r\\n15121,6582,59,Male,1,self_employed,575,2,503,9,3836.84,3718.64,3538.14,2308.17,1403.01,3698.13,1800.3,3211.84,3773.82,4183.72,0\\r\\n15122,1644,60,Male,3,self_employed,1096,2,1360,19,17176.68,11511.85,13217.26,14987.42,7279,136.14,5071.86,857.57,14248.94,11150.66,0\\r\\n15123,2273,90,Male,0,self_employed,61,2,263,23,1294.48,1283.36,1688.37,867.62,2143.07,1868.76,2143.07,109.07,1655.93,1772.8,0\\r\\n15124,3287,42,Male,0,self_employed,1301,2,692,4,10335.61,1072.71,1967.27,2786.66,9274.38,0.2,18.13,76.3,2666.91,1078.69,0\\r\\n15125,2715,58,Female,0,self_employed,834,1,122,28,25121.89,24988.54,33367.15,8461.06,64.9,20064.9,16.44,1223.59,25068.92,42531.84,1\\r\\n15126,745,23,Male,0,student,773,3,2010,76,3724.29,3724.29,3706.48,3369.07,0.11,0.11,0.11,57.26,3724.29,3729.82,0\\r\\n15127,700,66,Male,0,self_employed,994,3,1460,11,5010.5,3596.21,3573.78,1511.24,1428.93,0.36,0.36,7.5,4173.06,3600.13,0\\r\\n15128,1363,64,Male,0,self_employed,488,2,2163,47,6198.29,6195.75,4804.65,3180.45,0.17,2857.31,0.17,14.04,6197.94,4911.25,0\\r\\n15131,1439,41,Female,0,salaried,762,2,195,90,29691.8,29691.8,29691.93,1386.42,0.69,0.69,0.69,0.69,29691.8,29691.95,0\\r\\n15132,3423,70,Female,0,retired,623,2,364,124,1363.73,978.02,1668.01,1890.43,0.14,0.14,0.14,571.57,1350.43,1629.04,0\\r\\n15133,524,78,Male,0,retired,385,3,2300,19,3417.46,3089.44,3017.79,2399.27,407.4,499.96,38.7,183.23,3306.47,2911.29,0\\r\\n15134,5691,61,Female,2,salaried,1020,2,543,3,4296.16,5875.95,6582.35,5811.37,3138.66,29.39,2466.9,1583.84,5753.25,6095.6,0\\r\\n15135,400,30,Female,,self_employed,905,1,1320,94,1526.39,1526.39,1526.39,1595.56,0.23,0.23,0.23,0.23,1526.39,1526.39,0\\r\\n15136,1083,59,Female,0,retired,834,2,1355,246,5124.52,5124.52,5286.24,5796.39,0.6,0.6,0.6,0.6,5124.52,5124.52,0\\r\\n15137,476,37,Male,2,self_employed,1525,3,38,126,4092.52,5061.67,5195.33,4921.87,0.47,0.47,968.8,875.94,4227.32,5207.39,1\\r\\n15138,1253,83,Female,0,self_employed,579,2,192,,2123.1,2480.24,2476.14,2522.08,0.49,0.49,714.77,0.49,2467.93,2480.24,0\\r\\n15139,624,26,Male,0,salaried,575,3,3565,86,5481.72,3745.43,2395.81,2442.01,0.51,0.51,93.37,214.8,4218.7,2174.2,0\\r\\n15140,6402,32,Male,0,student,409,1,92,87,1071.33,1109.61,1438.12,796.62,0.14,0.14,38.42,81.28,1092.86,956.41,1\\r\\n15141,443,27,Female,,self_employed,146,2,1749,16,2335.39,2206.16,2118.89,1904.72,393.81,394.53,14510.93,105.3,2345.5,2119.79,0\\r\\n15142,210,28,Male,0,self_employed,1234,3,2085,60,22000.57,22072,20201.52,8666.56,0.57,0.57,72,581.98,22007.96,21644.48,1\\r\\n15143,633,63,Female,0,self_employed,666,3,2752,4,11190.33,11005.67,10668.04,9612.17,184.7,1044.78,0.04,0.04,11037.51,11005.67,0\\r\\n15144,2626,40,Male,0,self_employed,1403,2,1076,164,9256.58,11137.72,10683.65,10927.05,0.34,0.34,1881.49,0.34,9775.51,11137.72,0\\r\\n15145,2827,74,Female,0,self_employed,726,2,320,102,7239.38,7234.5,7235.97,5091.26,0.16,0.16,0.16,0.16,7234.67,7229.93,0\\r\\n15146,2194,58,Male,2,self_employed,334,3,1237,14,1362.39,1755.18,1881.12,1227.25,8384.95,1548.14,8084.46,23.59,3369.63,1206.82,0\\r\\n15147,4534,39,Male,0,self_employed,1020,2,143,0,15108.41,14600.31,10329.12,1941.52,751.59,10823.01,172.06,329.2,14411.42,12970.41,0\\r\\n15148,605,58,Female,0,self_employed,484,3,1641,8,1553.41,1669.13,1825.97,976.65,49.64,49.7,4.67,314.49,1620.78,1804.18,0\\r\\n15150,273,20,Male,,self_employed,1203,3,1484,270,2737.84,2737.84,2737.84,2753.67,0.26,0.26,0.26,0.26,2737.84,2737.84,0\\r\\n15151,230,35,Male,0,self_employed,1438,2,528,13,1357.84,1587.99,1467.2,1219.98,1504.99,1192.84,752.84,385,1585.99,1418.64,0\\r\\n15152,1862,69,Female,0,self_employed,1096,3,392,297,3452.31,3452.31,3452.31,3431.34,0.44,0.44,0.44,0.44,3452.31,3452.31,0\\r\\n15153,2663,34,Female,0,salaried,,2,79,17,4695.54,6786.18,5543.61,3014.87,3.89,3233.4,2094.52,8572.15,5376.61,9371.46,0\\r\\n15154,6678,55,Female,0,self_employed,1020,3,19,11,409.77,7971.84,1992.71,1216.34,857.39,7256.9,8419.46,0.24,1382,4218.45,0\\r\\n15155,1978,17,Male,0,student,1020,3,145,49,3309,3309,3176.79,2530.38,0.37,216.09,0.37,0.37,3309,3232.45,0\\r\\n15156,3112,52,Male,0,salaried,1020,1,227,0,6387.87,16023.56,10535.1,2398.11,6207.6,29242.76,1337.97,8316.69,8850.85,12906.38,0\\r\\n15157,3329,34,Male,1,self_employed,517,2,420,318,2974.88,2974.88,3508.22,1355.49,0.23,0.23,0.23,33.76,2974.88,2912.24,0\\r\\n15158,3171,11,Female,0,student,1439,1,74,202,9440.79,9440.79,8590.78,6284.63,0.41,0.41,0.41,6.33,9440.79,9027.71,0\\r\\n15159,6473,90,Male,0,self_employed,656,2,340,11,33389.98,32189.98,32327.04,33897.34,1200.01,0.01,0.01,0.01,32686.53,32189.98,0\\r\\n15160,1226,66,Female,0,self_employed,751,3,2889,61,5.84,5.84,2942.86,232.97,0.36,0.36,0.36,7857.5,5.84,4568.06,1\\r\\n15161,1389,28,Male,0,student,905,1,634,19,10097.55,5379.59,5858.94,6116.5,1401.9,1401.9,29.87,35723.99,8718.69,5648.03,0\\r\\n15162,2094,35,Female,0,salaried,146,2,4033,5,4879.38,3464.28,3151.19,2083.27,500.6,0.62,71.93,224.72,3924.2,3328.58,0\\r\\n15163,346,60,Female,2,self_employed,905,2,1380,18,1108.7,44053.7,22553.87,900.19,158.01,21729.73,743.16,0.3,12946.06,41920.48,1\\r\\n15164,4373,75,Male,0,retired,1020,3,145,25,1852.97,1110.11,1734.68,2094.3,3729.19,0.61,2986.33,0.61,2024.89,1110.11,0\\r\\n15165,1800,43,Female,0,self_employed,1467,1,191,25,42918.02,49197.09,50578.29,61799.3,3330.66,2096.77,9686.87,2861.31,47442.22,51796.72,0\\r\\n15166,4333,38,Male,0,self_employed,905,2,1238,287,2215.91,2230.2,1566.53,133.08,0.6,0.6,0.6,0.6,2227.74,2241.26,0\\r\\n15167,5243,53,Male,0,self_employed,1096,2,129,18,2877.24,2911.74,3229.52,2718.72,7414.41,3103.19,7448.91,508.7,3640.97,2002.28,0\\r\\n15168,3189,37,Female,0,salaried,1020,3,322,,1438.59,1438.59,1438.59,1429,0.67,0.67,0.67,0.67,1438.59,1438.59,0\\r\\n15169,2412,69,Female,0,self_employed,1096,2,587,104,549.32,3555.29,3558.47,4889.11,0.53,0.53,2857.67,0.53,2136.1,3784.64,0\\r\\n15170,2027,49,Female,0,self_employed,575,2,1721,21,138.2,186.33,1887.4,7821.53,378.8,380,1351.4,2500.23,393.47,631.06,1\\r\\n15171,1866,28,Female,0,self_employed,334,2,10,39,9446.88,9033.97,9446.37,9336.31,0.4,786.11,740.4,650.86,9322.57,9336.96,0\\r\\n15172,1392,48,Male,0,self_employed,1005,2,2842,33,12605.97,17405.97,13909.42,16124.13,0.37,9147.09,4714.66,714.66,14872.97,17206.21,0\\r\\n15173,1432,71,Female,0,self_employed,409,2,2549,261,2712.61,2855.46,2841.19,1625.91,0.43,0.43,143.29,143.29,2727.38,2947.63,0\\r\\n15174,2075,39,Male,2,self_employed,,2,1742,18,9222.78,7643.04,7715.23,5677.35,1765.59,700.7,185.84,185.84,8917.48,7407.8,0\\r\\n15175,4235,37,Female,0,self_employed,501,2,6,0,8804.65,5226.65,7549.24,8048.47,3284.47,141.61,0.04,3790.43,6716.09,7406.03,0\\r\\n15176,4766,44,Male,3,self_employed,51,2,131,53,14.87,11.25,3229.05,285.49,0.11,57142.97,0.11,0.11,14.87,9661.7,1\\r\\n15177,1684,37,Male,0,self_employed,885,3,871,23,1436.97,1809.36,1591.82,543.56,0.43,0.23,731.66,1433.93,1452.55,2638.48,0\\r\\n15179,2490,90,,,self_employed,649,2,289,5,1324.85,6205.61,7133.77,2680.02,833.66,5407.03,5714.41,28785.84,1863.74,2753.97,0\\r\\n15180,585,51,Male,,self_employed,1525,2,2864,45,5828.19,5828.19,5651.54,5149.14,0.6,357.74,0.6,0.6,5828.19,5655.38,0\\r\\n15181,1888,64,Male,2,self_employed,1636,2,375,11,3725.84,5097.27,3867.46,4964.6,1500.43,3500.43,2857.57,714.71,5653.92,2876.99,0\\r\\n15182,2774,34,Male,0,self_employed,1004,2,307,27,4784.54,4784.54,6368.29,9045,2857.44,0.3,2857.44,4357.44,5178.63,4784.54,1\\r\\n15183,4101,50,Female,2,self_employed,1020,3,1221,209,3351.22,3351.22,3357.37,3410.3,0.31,0.31,0.31,0.31,3351.22,3351.22,0\\r\\n15184,5879,53,Male,0,self_employed,1020,1,240,14,1866.89,7568.95,45607.15,36620.92,10837.51,8587.09,598777.72,35630.54,86949.28,15028.9,0\\r\\n15185,966,47,Female,0,self_employed,1150,2,61,100,4789.98,4789.98,4812.26,4942.41,0.69,0.69,0.69,0.69,4789.98,4789.98,0\\r\\n15187,6897,90,Male,0,retired,1150,1,107,0,1180.53,2466.24,1937.72,1598.54,192.99,192.99,1285.84,0.13,1421.91,2298.27,0\\r\\n15188,4546,90,Male,0,self_employed,1449,3,1413,,2727.24,2727.24,2727.24,2709.96,0.57,0.57,0.57,0.57,2727.24,2727.24,0\\r\\n15189,733,27,Male,1,self_employed,969,3,2430,14,136.58,263.12,1779.21,2117.45,1000.36,14.64,1843.21,1718.3,569.49,846.6,0\\r\\n15190,2611,47,Female,0,self_employed,1020,2,212,224,15291.81,15291.81,15291.81,15201.93,0.1,0.1,0.1,0.1,15291.81,15291.81,0\\r\\n15191,724,27,Male,0,self_employed,784,2,1816,,13781.21,13781.21,13781.21,14048.79,0.56,0.56,0.56,0.56,13781.21,13781.21,0\\r\\n15192,5270,56,Male,0,self_employed,1020,1,79,5,2861.43,1300.44,1584.94,10150.87,1786.13,0.41,0.41,0.41,1563.87,1302.82,0\\r\\n15193,1388,30,Male,0,salaried,951,2,2713,,4516.68,4802.39,4746.56,4560.51,0.29,0.29,286,0.29,4634.9,4802.39,0\\r\\n15194,492,43,Female,0,self_employed,334,2,3742,,1624.71,1624.71,1624.71,1648.72,0.19,0.19,0.19,0.19,1624.71,1624.71,0\\r\\n15195,2172,67,Female,0,self_employed,1393,2,1777,42,4501,4498.74,3820.81,3619.41,0.16,1254.05,0.16,0.16,4500.14,3809.35,0\\r\\n15196,1456,72,Male,0,retired,15,3,2481,11,1568.94,1713.48,1779.16,2848.59,212.7,213.06,285.81,147.96,1700.71,1718.12,0\\r\\n15197,1358,38,Female,0,self_employed,1232,3,223,215,9752.32,9752.32,9752.32,9665.29,0.09,0.09,0.09,0.09,9752.32,9752.32,0\\r\\n15198,6272,70,Male,2,self_employed,1096,2,27,3,2450.4,244.18,2138.03,2832.47,1750.51,1157.66,1246.05,3082.58,977.63,2221.02,0\\r\\n15199,1633,63,Male,2,retired,1347,3,37,12,11938.9,12484.46,12916.48,18483.17,58.69,146.79,875.67,971.54,12173.65,12786.66,0\\r\\n15200,3104,76,Male,0,retired,409,3,585,,3031.17,3031.17,3215.09,2991.27,0.51,0.51,0.51,2143.37,3031.17,3307.67,0\\r\\n15201,713,28,Female,2,self_employed,1057,3,2639,11,5719.48,6719.48,5860.76,2840.26,714.6,1203.89,3428.89,200.31,5438.69,6560.15,1\\r\\n15202,5218,46,Male,0,salaried,409,2,132,28,38755.68,36272.08,36503.68,29688.41,2957.76,2957.76,517.01,500.73,39064.58,36592.45,0\\r\\n15203,2230,41,Female,0,self_employed,675,2,867,,16006.76,16006.76,16006.76,15905.35,0.04,0.04,0.04,0.04,16006.76,16006.76,0\\r\\n15205,1894,76,Male,0,retired,575,2,1721,19,7061.33,5743.67,5965.26,2857.3,1766.19,9709.31,429.1,18457.67,6729.6,6084.77,0\\r\\n15206,628,31,Female,,self_employed,409,3,2071,67,1161.26,1161.26,6151.79,2099.6,0.37,0.37,0.37,24286.09,1161.26,4294.9,1\\r\\n15207,3241,80,Male,0,retired,575,2,1202,26,2559.57,1688.08,1573.2,1384.98,369.21,0.16,0.16,0.16,2293.21,1462.71,0\\r\\n15208,2561,46,Male,0,salaried,665,2,177,108,4440.75,4455.03,4663.88,973.63,0.03,0.03,0.03,514.31,4445.18,4558.72,0\\r\\n15209,195,61,Male,0,self_employed,58,2,803,101,36218.98,98518.98,92195.86,68315.15,0.09,0.09,62285.8,21428.66,40815.53,106127.73,1\\r\\n15210,2165,8,Female,0,student,834,2,1923,,14298.6,11.46,1498.74,11.38,0.16,0.16,7143.01,428.73,4445.64,39.11,0\\r\\n15211,4963,77,Male,0,retired,531,2,573,126,4333.51,4333.51,4967.29,4481.35,0.34,0.34,0.34,1100.34,4333.51,5098.95,1\\r\\n15212,816,33,Male,0,self_employed,557,2,721,,1222.76,5651.31,5661.96,7939.9,0.66,0.66,4143.51,2286.37,3789.25,6213.52,1\\r\\n15213,1188,32,Female,0,self_employed,1020,3,667,227,1531.72,1415.09,1640.77,1579.43,0.01,0.01,11.95,336.8,1575.25,1629.52,0\\r\\n15214,403,36,Male,0,self_employed,1221,2,939,67,248.17,1582.39,1655.35,645.38,0.56,0.56,1071.99,1429.13,943.88,3111.42,1\\r\\n15215,2592,41,Male,1,self_employed,623,2,642,0,310.34,148.14,1639.82,1656.96,5857.54,500.4,10662.33,4889.69,2151.16,983.04,0\\r\\n15216,5557,45,Male,0,salaried,146,3,514,53,9869.22,6138.96,5348.43,3805.68,0.44,6070.44,2519.5,10143.75,6358.78,4896.59,0\\r\\n15217,1308,41,Male,0,self_employed,,3,2577,12,4145.72,3574.29,3702.37,2787.27,571.44,0.01,0.01,0.01,3958.53,3574.29,0\\r\\n15218,1009,46,Female,0,self_employed,623,2,696,153,1340.47,1340.47,2118.47,955.49,0.1,0.1,17857.24,0.1,3803.52,1340.47,0\\r\\n15219,1791,75,Male,0,self_employed,799,3,912,47,3901.82,3901.82,3571.56,3167.35,0.53,714.81,0.53,0.53,3901.82,3625.32,0\\r\\n15220,1710,25,Male,0,student,1096,2,3,249,1975.44,1975.44,4233.51,11901.3,0.34,0.34,0.34,0.34,1975.44,1975.44,1\\r\\n15221,1231,25,Male,0,self_employed,334,3,323,5,3632.3,1447.5,2472.73,3181.91,2643.1,400.24,457.8,1865.87,2516.36,2659.93,0\\r\\n15223,2139,74,Male,0,retired,579,2,192,6,1365.49,1298.81,1448.52,1305.01,157.89,0.96,162.1,847.81,1347.98,1421.85,0\\r\\n15224,3177,59,Male,0,self_employed,1084,2,2493,69,1829.72,2982.58,2503.11,1014.43,0.61,0.61,3143.47,1303.47,3182.23,2702.3,0\\r\\n15225,1878,64,Male,0,retired,318,3,434,5,1441.47,2230.57,2153.65,604.24,14.01,1037.94,128.98,1037.94,2133.35,2096.71,1\\r\\n15226,1726,37,Female,0,self_employed,820,3,1837,7,1888.3,1874.02,1875.33,1862.15,14.64,0.36,0.36,0.36,1877.96,1874.02,0\\r\\n15227,1148,90,Male,0,self_employed,,2,2172,,1484.6,1484.6,1484.6,1475.2,0.2,0.2,0.2,0.2,1484.6,1484.6,0\\r\\n15228,1089,13,Male,0,student,146,1,1208,103,1621.68,1621.68,1621.68,1550.75,0.03,0.03,0.03,0.03,1621.68,1621.68,0\\r\\n15229,1683,43,Female,0,salaried,318,3,35,90,4447.87,4462.15,4639.6,5961.28,0.26,0.26,0.26,0.26,4456.24,4469.99,0\\r\\n15230,2766,40,Female,0,salaried,1477,2,415,,8715.95,8715.95,8757.1,8795.77,0.06,0.06,0.06,123.53,8715.95,8715.95,0\\r\\n15231,3247,67,Male,0,retired,334,1,17,20,3619.19,3445.62,3902.89,4433.27,173.81,170.53,0.24,1431.67,3571.31,3445.98,0\\r\\n15232,1657,62,Male,0,self_employed,834,1,693,14,22823.41,12817.77,16151.2,12792.04,17149.54,167.7,1429.21,3565.47,15335.92,15188.03,0\\r\\n15233,1347,40,Male,2,self_employed,1096,3,480,12,759.17,794.89,3453.45,5693.83,3571.71,0.29,3607.43,4943.14,2138.24,1466.78,1\\r\\n15234,1742,60,Male,0,salaried,1435,3,1890,192,28246.06,13817.49,11424.56,8786.4,0.09,0.09,285.8,0.09,16117.98,11930.39,0\\r\\n15235,4029,56,Female,0,self_employed,834,2,277,,7704.48,7704.48,7704.48,10051.5,0.63,0.63,0.63,0.63,7704.48,7704.48,0\\r\\n15236,4725,46,Female,0,salaried,1096,3,134,26,207.1,932.48,1487.38,3262.74,349.96,349.96,1075.34,42.37,763.89,941.39,1\\r\\n15237,251,24,Male,0,self_employed,1181,3,2851,27,4340.52,4471.15,2849.53,3476.17,71.96,7.33,202.59,2424.23,4353.12,1722.08,0\\r\\n15238,4532,46,Male,0,self_employed,1315,3,250,319,2446.22,2443.81,2441.41,2612.79,0.67,0.67,0.67,0.67,2444.47,2441.37,0\\r\\n15239,3063,43,Female,2,self_employed,78,1,255,98,1555.5,1996.92,1918.33,2725.71,0.46,0.46,527.6,0.46,1648.16,1922.27,0\\r\\n15240,678,70,Female,0,self_employed,245,2,204,24,6297.06,4725.37,4281.31,3064.33,1571.83,1571.84,0.14,0.14,6080.27,3609.97,0\\r\\n15241,2517,54,Male,0,salaried,34,2,380,18,8902.62,8576.28,9263.7,9010.33,381.4,487.54,55.06,1687,8776.91,9554.06,0\\r\\n15242,1267,28,Male,0,salaried,1477,2,724,6,11837.82,9284.62,9321.32,8297.52,2561.36,9.49,8.16,21.99,9899.2,9288.73,0\\r\\n15243,4994,59,Male,0,self_employed,1020,3,143,3,5031.86,4640.41,4589.28,4265.84,581.77,0.7,377.94,0.7,4651.46,4639.15,0\\r\\n15244,976,25,Male,0,salaried,1020,3,591,24,2147.66,2334.37,2483.93,2418.77,1181.81,1181.81,781.9,361.4,2618.26,2548.62,0\\r\\n15245,1704,50,Male,2,self_employed,1020,3,669,,3322.03,3323.27,4259.14,5137.09,0.21,0.21,0.21,1846.96,3323.1,4284.3,0\\r\\n15246,1260,34,Male,0,self_employed,623,3,418,46,2486.87,2671.35,2324.15,1023.58,0.57,850.57,352.54,587.68,2558.96,2552.45,0\\r\\n15247,6365,50,Male,0,salaried,1096,3,1220,237,9716.86,4440.97,5308.78,2988.95,0.43,0.43,44.29,1320.02,8075.94,3957.55,0\\r\\n15248,4494,90,Female,0,self_employed,1020,1,114,65,4207.1,4158.53,4161.06,4048.5,0.11,0.11,0.11,0.11,4186.12,4158.53,0\\r\\n15249,1917,52,Male,2,salaried,409,2,3,101,253.4,1254.4,1883.57,2761.44,0.23,0.23,1622.15,1683.45,530.42,2333.87,1\\r\\n15250,3959,67,Female,0,self_employed,1463,3,387,5,1118.29,1175.31,1768.61,1521.53,9318.9,0.92,9314.39,28.67,2763.65,1240.75,0\\r\\n15251,1494,67,Male,1,self_employed,1521,3,2618,9,25931.16,25637.32,25506.33,24693.56,571.46,428.6,277.61,277.61,25693.58,25484.19,0\\r\\n15252,2235,90,,0,self_employed,623,2,368,,8732.48,9149.62,9437.77,10081.04,0.7,0.7,0.7,0.7,9077.7,9472.57,0\\r\\n15253,754,60,Female,0,salaried,1096,1,11,17,168630.54,156727.04,159989.81,167666.43,11904.1,0.6,0.6,1686.31,162884.02,157433.95,0\\r\\n15254,5173,42,Male,3,self_employed,623,3,45,318,52441.59,84.21,6505.34,164.94,0.41,0.41,0.41,0.41,19219.72,98.91,0\\r\\n15255,405,90,,,self_employed,1525,3,488,,2088.37,1802.66,1699.37,823.6,0.03,0.03,0.03,0.03,1999.7,1664.41,0\\r\\n15256,4100,83,Male,0,self_employed,161,2,209,133,2968.82,2968.82,2942.31,2247.4,0.36,0.36,0.36,0.36,2968.82,2968.82,0\\r\\n15257,2107,37,Male,2,self_employed,1565,3,1599,72,7653.08,102.5,7073.5,818.47,0.69,0.69,22048.25,2115.9,19986.29,406.22,1\\r\\n15258,1522,41,Male,0,salaried,1540,2,1523,9,13991.1,1327.15,4586.98,581.37,13474.27,0.54,796.04,570.27,12431.75,397.68,0\\r\\n15259,1287,51,Male,0,salaried,334,2,1869,0,3933.77,2422.61,1639.66,1520.25,3707.67,7262.39,651.61,11886.93,1190.48,1944.89,0\\r\\n15260,4149,40,Male,3,salaried,1494,3,251,5,7715.74,-488.66,4129.82,1926.17,20785.89,1025.13,14430.52,2386.46,10961.28,-337.52,0\\r\\n15262,1586,62,Female,0,salaried,1534,2,1596,114,2661.98,2717.61,2742.84,4934.64,0.46,0.46,0.46,0.46,2709.94,2757.44,0\\r\\n15263,3598,24,Male,0,salaried,1020,2,2,331,5415.29,6881.32,6151.72,5944.27,0.49,0.49,1766.51,107.56,5375.88,6645.6,0\\r\\n15264,5941,50,Male,0,salaried,,3,51,23,1241.65,2174.81,2710.15,5183.2,307.19,307.01,934.64,0.64,1972.78,2116.22,0\\r\\n15265,2689,39,Male,2,self_employed,1020,1,625,3,2749.53,1939.74,2039.76,1859.17,1242.93,0.07,0.07,0.07,1722.9,1981.65,0\\r\\n15266,1929,59,Male,3,salaried,1020,2,1114,,11291.03,12303.71,12618.39,15003.56,0.16,0.16,0.16,1063.01,11522.92,12753.85,0\\r\\n15267,592,90,,,self_employed,1020,3,1123,3,251.27,1207.51,2638.37,2785.11,1818.94,7.42,2785.9,1785.9,1442.98,3448.35,0\\r\\n15268,1279,8,Male,0,student,834,1,219,,2299.02,2227.59,2182.8,1971.33,0.64,0.64,0.64,0.64,2252.22,2183.81,0\\r\\n15269,3478,49,Female,0,self_employed,905,2,34,6,136812.28,1779.42,11442.49,2034.3,142176,1461.71,7143.14,0.29,32007.06,1590.85,0\\r\\n15270,1917,34,Male,1,salaried,834,2,18,135,366.32,631.16,2869.59,6605.19,0.69,0.69,10944.8,1660.51,887.8,888.07,1\\r\\n15271,719,40,Male,0,self_employed,61,3,1334,18,2672.19,2906.35,2814.38,2871.73,14.99,0.7,14.99,0.7,2699.86,2847.89,0\\r\\n15272,3992,90,Male,0,self_employed,146,1,53,72,60193.76,67333.04,66985.24,63984.52,0.2,0.2,0.2,0.2,67086.86,67333.04,0\\r\\n15273,2115,9,Female,0,student,656,2,46,,4319.09,4319.09,4319.09,4307.9,0.51,0.51,0.51,0.51,4319.09,4319.09,0\\r\\n15274,2203,7,Male,0,student,995,2,1318,53,33884.59,33884.59,33884.17,33669.93,0.1,1.74,0.1,0.1,33884.59,33884.27,0\\r\\n15275,5722,66,Male,0,salaried,1096,3,1365,38,1553.41,14475.78,1996.24,737.67,0.01,14285.73,0.01,0.01,1593.11,3844.91,0\\r\\n15276,5015,42,Female,0,self_employed,1525,3,175,,2019.83,2019.83,2019.83,2007.03,0.07,0.07,0.07,0.07,2019.83,2019.83,0\\r\\n15277,1925,63,Male,0,retired,724,1,194,,18835.63,18833.8,18832.95,19244.39,0.31,0.31,0.31,0.31,18835,18833.51,0\\r\\n15278,1992,64,Male,0,self_employed,334,3,687,10,246.26,860.54,2204.11,112.42,586.3,0.59,1872.01,4159.97,590.1,1850.69,1\\r\\n15279,843,37,Female,0,self_employed,682,3,951,14,2146.86,2132.57,2148.45,2138.09,43.09,0.23,0.23,0.23,2135.04,2140.87,0\\r\\n15280,2077,61,Male,0,self_employed,321,2,311,42,3305.92,3305.92,3418.1,3963.39,0.47,714.76,0.47,714.76,3305.92,3416.87,0\\r\\n15281,496,36,Female,,self_employed,146,3,1569,87,3145.23,3145.23,3097.93,1230.18,0.47,0.47,0.47,0.47,3145.23,3145.23,0\\r\\n15282,823,45,Male,,self_employed,1271,3,1697,63,1108.21,2338.6,2502.09,4482.13,0.03,0.03,542.13,542.13,1487.2,2701.88,0\\r\\n15283,1604,5,Female,0,student,1096,2,1563,,3122.23,3122.23,3122.23,2672.68,0.16,0.16,0.16,0.16,3122.23,3122.23,0\\r\\n15284,5010,63,Female,2,retired,665,2,177,103,1641.81,1641.81,1816.93,2490.58,0.03,0.03,0.03,285.74,1641.81,1881.44,0\\r\\n15285,5081,43,Male,0,self_employed,1589,3,147,21,4284.36,4604.15,4603.11,7616.09,286.3,286.3,252.13,343.44,4335.65,4841.93,0\\r\\n15287,326,44,Female,0,self_employed,1232,2,1445,,5278.61,3730.44,3393.12,4393.45,0.07,0.07,642.93,0.07,3675.73,3219.3,0\\r\\n15288,1111,24,Male,0,self_employed,531,2,926,74,2500.62,2500.62,2681.88,3121.42,0.4,0.4,0.4,500.4,2500.62,2839.33,0\\r\\n15289,1944,67,Female,0,self_employed,409,2,1668,24,3006.88,2845.41,3182.97,3218.34,286.23,429.09,124.76,811.04,2984.61,3320.92,0\\r\\n15290,609,48,Male,0,self_employed,178,3,1888,266,6185.24,6199.53,6200.47,5985.64,0.4,0.4,0.4,0.4,6186.23,6200.45,0\\r\\n15291,388,58,Female,,self_employed,146,2,1754,,3447.04,2688.32,3163.34,4300.97,0.06,0.06,0.06,0.06,3873.43,2173.97,0\\r\\n15292,1954,27,Female,0,student,1096,2,1127,23,1987.88,1992.96,1994.48,3011.95,0.71,0.69,5.61,4.26,1988.43,1994.87,0\\r\\n15293,3259,44,Male,3,self_employed,235,2,733,129,2021.72,2321.76,2370.04,1688.37,0.04,0.04,657.67,0.04,2400.2,2321.76,0\\r\\n15294,984,69,Male,0,retired,,2,1932,6,1298.44,1793.57,1651.34,2173.64,3902.27,0.53,5171.41,0.53,1350,1784.2,1\\r\\n15295,4239,57,Male,0,salaried,409,2,886,7,9902.09,84.95,1924.36,822.05,12050.46,2007.6,2143.31,1121.89,4410.62,550.43,0\\r\\n15296,2388,53,Female,0,self_employed,1525,2,15,172,4903.75,1780.33,2582.48,823.25,0.57,0.57,0.57,0.57,3537.28,2021.06,0\\r\\n15297,842,41,Male,3,self_employed,334,2,2094,25,6394.12,10098.14,18990.63,35522.19,35714.5,0.21,8023.41,58571.64,7332.58,20189.27,1\\r\\n15298,7423,74,Male,0,self_employed,1020,3,240,5,2126.44,2256.89,2336.67,1843.48,18.07,0.21,71.64,190.21,2312.61,2282.17,0\\r\\n15299,2301,16,Female,0,student,1076,3,1246,7,4853.67,710.82,1617.33,1000.77,4285.8,0.09,0.09,0.09,3006.38,927.41,0\\r\\n15300,1402,38,Female,0,self_employed,812,2,1812,31,2540.73,2540.73,2522.6,2669.46,0.7,29.27,0.7,0.7,2540.73,2514.92,0\\r\\n15301,277,39,Female,,self_employed,146,1,4117,268,2287.49,2947.33,3180.01,2467.34,0.09,0.09,659.92,0.09,2570.33,2947.33,0\\r\\n15302,3983,54,Male,0,self_employed,1523,3,465,14,4878.1,1607.71,1766.65,934.37,1934.71,12454,422.57,14804,1780.71,2836.15,0\\r\\n15303,1338,90,,0,self_employed,1232,2,148,38,47542.74,1812.24,12242.98,8413.93,0.17,6500.17,0.17,0.17,35010.8,940.66,0\\r\\n15304,1997,76,Male,1,self_employed,1020,2,13,39,3207.21,4635.78,2269.44,429.56,0.01,35810.79,1785.73,31448.99,3231.84,2422.82,0\\r\\n15306,732,90,,,self_employed,241,2,1058,20,10029.75,9647.03,9461.32,7799.01,382.77,382.77,0.06,0.06,9910.97,9560.61,0\\r\\n15307,4851,35,Female,0,self_employed,649,2,54,52,13221.09,13221.09,11767.06,60233.29,0.07,3572.17,0.07,0.07,13221.09,12414.48,0\\r\\n15308,4238,73,Male,0,self_employed,1154,2,171,41,40311.51,47451.97,30437.13,4740.04,0.36,47871.79,7143.21,18593.36,40309.78,36099.44,0\\r\\n15309,626,52,Male,0,self_employed,834,1,516,8,22696.36,21237.01,21389,9731.87,1621.71,0.21,0.21,0.21,21689.91,21236.4,1\\r\\n15310,1307,79,Female,0,retired,409,3,932,68,1961.51,1997.22,1627.4,528.03,0.63,0.63,0.63,0.63,1963.97,1999.52,0\\r\\n15311,2106,24,Female,0,student,1096,1,1665,26,6205.89,6098.75,6082.38,5719.79,107.63,107.63,0.49,0.49,6194.81,6074.55,1\\r\\n15312,1125,41,Female,0,self_employed,1589,2,384,136,1586.1,1600.39,1993.26,1872.64,0.4,0.4,0.4,657.54,1590.54,2113.29,0\\r\\n15313,2620,56,Female,0,self_employed,,3,821,132,1548.61,1548.61,1548.61,1274.23,0.07,0.07,0.07,0.07,1548.61,1548.61,0\\r\\n15314,2732,35,Male,2,salaried,334,3,1052,48,5324.21,5461.34,3471.29,792.44,0.09,1089.2,1948.52,3025.09,3874.95,5139.24,1\\r\\n15315,5787,43,Female,0,self_employed,146,1,2777,57,189.1,325.13,1654.22,557.28,0.21,15700.75,571.95,28170.57,193.7,830,1\\r\\n15316,3975,54,Male,0,self_employed,409,2,339,3,441.07,742.08,2709.68,6774.02,2173.34,758.33,6743.24,11500.39,498.98,1672.74,0\\r\\n15317,5009,43,Male,1,self_employed,621,3,8,3,791.61,6542.11,1736.4,2020.31,199.54,23.8,11649.88,7267.94,2394.46,1467.21,0\\r\\n15318,676,31,Male,2,self_employed,146,2,133,24,6451.5,0.29,2608.88,2420.77,1519.34,0.29,11812.84,2576.67,3123.14,296.28,1\\r\\n15319,347,30,Female,,self_employed,334,3,441,26,1454.32,1546.23,1572.07,1833.1,4.26,5814.64,89.94,5839.5,1504.96,1546.92,0\\r\\n15320,200,90,,,self_employed,675,2,867,80,5919.56,5919.56,5842.75,3344.2,0.1,0.1,0.1,0.1,5919.56,5919.56,0\\r\\n15321,559,42,Female,0,self_employed,146,2,286,5,61.07,0.06,1463.61,0.06,28921.86,0.06,27575.13,0.06,4390.72,0.06,0\\r\\n15322,2545,37,Male,2,salaried,231,2,734,9,12405.12,12654.28,12491.8,15522.53,1085.87,2028.73,1694.44,1785.87,12289.74,12488.45,0\\r\\n15323,2630,45,Female,3,self_employed,409,2,2072,12,1718.23,1503.94,1535.96,1501.28,214.83,0.54,0.54,0.54,1600,1503.94,0\\r\\n15324,2655,61,Male,2,self_employed,146,3,891,3,8658.97,8658.97,8668.69,8682.01,8.6,6.39,8.6,6.39,8658.42,8658.78,1\\r\\n15325,703,36,Female,,salaried,1020,2,1118,25,6655.71,6015.61,6132.18,2395.27,743.27,786.33,103.17,1651.53,6565.56,6537.6,0\\r\\n15326,309,25,Male,0,self_employed,173,2,1735,233,5452.54,5969.69,5962.24,9613.35,0.33,0.33,660.33,29.56,5921.71,5980.38,1\\r\\n15327,982,40,Female,1,self_employed,372,3,1821,,3367.36,3387.9,3390.61,3429.91,0.07,0.07,20.61,20.61,3370.19,3390.55,0\\r\\n15328,4084,50,Female,0,self_employed,409,3,129,28,1437.77,1538.16,1707.7,1380.54,257.24,258.67,500.49,443.34,1615.11,1692.54,0\\r\\n15329,4267,52,Male,0,self_employed,1274,3,1693,6,14916.93,13550.83,13825.31,18532.43,1714.36,0.07,0.07,0.07,13638.21,13687.27,0\\r\\n15330,5285,44,Male,3,salaried,334,2,17,3,8693.4,6261.18,6659.82,5038.03,3314.36,3317.01,1526.03,5509.64,5817.44,7070.87,0\\r\\n15331,2657,43,Male,0,self_employed,489,2,862,44,7627.26,7627.26,7587.32,7164.87,0.67,114.96,0.67,72.1,7627.26,7583.48,0\\r\\n15332,4352,90,Male,0,company,,3,1494,,2353.12,2353.12,2353.12,2338.22,0.53,0.53,0.53,0.53,2353.12,2353.12,0\\r\\n15333,3325,47,Male,0,self_employed,637,2,224,143,2673.24,2887.52,2939.46,4412.32,0.53,0.53,0.53,0.53,2724.96,2936.78,0\\r\\n15334,1863,38,Female,0,self_employed,575,3,1394,60,5116.96,5116.96,4563.97,3381.12,0.41,0.41,0.41,0.41,5116.96,5116.96,0\\r\\n15335,2471,51,Male,3,self_employed,1338,2,326,256,2513.19,2892.19,3038.91,4550.11,0.27,0.27,379.27,379.27,2565.47,2941.1,0\\r\\n15337,1507,72,Female,0,self_employed,328,3,1968,89,3561.61,3457.35,3554.67,3560.58,0.7,0.7,314.99,400.7,3564.76,3536.47,0\\r\\n15338,1088,52,Male,2,self_employed,1382,3,629,25,70410.95,519.92,21396.59,7181.39,2200.63,0.63,1170.34,194.94,25826.45,695.43,1\\r\\n15339,1177,35,Male,0,salaried,1020,2,114,0,1577.45,1907.46,2256.1,2711.16,542.96,0.1,10.92,0.1,1591.86,2080.27,0\\r\\n15340,1713,51,Female,0,self_employed,834,2,1929,,2535.87,2535.87,2535.87,2634.77,0.3,0.3,0.3,0.3,2535.87,2535.87,0\\r\\n15341,781,33,Male,0,self_employed,1315,3,2364,234,659.36,659.36,1972.72,2767.25,0.5,0.5,0.5,2143.36,659.36,2456.59,0\\r\\n15342,5201,49,Male,0,self_employed,,2,3,0,454.68,1569.04,2368.21,1171.32,386.13,26286.2,1500.49,28000.49,652.29,4684.25,1\\r\\n15343,5873,56,Male,0,self_employed,1020,1,1,12,5170.16,5092.43,5717.95,5262.54,2684.57,13256,3226.84,10274.2,4991.12,5799.55,0\\r\\n15344,3117,66,Male,0,retired,623,2,621,26,10699.78,10664.44,10745.37,10756.31,62.97,63.13,30.34,167.54,10710.55,10756.61,0\\r\\n15345,4330,65,Male,1,self_employed,43,2,310,3,13056.77,16145.63,15188.51,17468.32,120.41,0.67,3219.53,362.39,13079.21,16166.26,0\\r\\n15346,1221,58,Male,0,salaried,531,2,193,,31481.73,30345.18,30080.53,32258.68,0.47,0.47,1429.04,2129.04,29144.47,28937.61,0\\r\\n15347,2230,41,Female,0,self_employed,904,1,1112,56,4603.57,4603.57,5479.14,8734.41,0.26,7143.11,0.26,8571.69,4603.57,5755.64,0\\r\\n15348,2564,90,,0,self_employed,1033,3,344,17,231.86,473.19,1528.35,2113.83,607.33,557.33,0.19,0.19,388.99,980.49,1\\r\\n15349,3112,44,Male,0,self_employed,538,2,760,28,4205.3,3865.38,4018.96,4127.18,516.99,283.23,179.96,251.39,4202.51,3886.12,1\\r\\n15350,5162,49,Male,0,self_employed,575,2,1264,30,2614.53,2718.21,2515.97,2547.98,0.57,1827.07,189.97,1501.03,2644.47,2501.85,0\\r\\n15351,502,35,Male,,self_employed,665,3,903,114,1014.33,3850.04,4325.62,1887.5,0.16,0.16,5171.59,2285.87,2303.49,4643.59,0\\r\\n15352,3357,81,Male,0,salaried,1477,2,415,70,5385.58,5671.29,5368.84,4866,0.21,0.21,285.93,857.36,5607.25,5675.9,0\\r\\n15353,5339,27,Female,0,self_employed,409,1,3,72,3728.7,3728.7,7693.37,4709.79,0.34,0.34,0.34,357.49,3728.7,3797.82,0\\r\\n15354,659,67,Female,,self_employed,61,3,3139,80,3252.11,3252.11,3021.69,1102.14,0.27,0.27,0.27,0.27,3252.11,3252.11,0\\r\\n15355,4564,41,Male,2,self_employed,904,1,78,146,5587.47,6545.36,13704.2,25372.85,0.6,0.6,944.2,14229.91,5702.43,13041.81,1\\r\\n15356,6723,41,Female,0,salaried,363,1,545,53,90286.95,91191.49,80106.64,38512.03,0.36,19989.44,863.47,695.09,90420.68,87379.11,0\\r\\n15357,2998,36,Female,0,self_employed,409,1,249,,15633.36,16350.5,16271.91,13997.07,0.14,0.14,717.29,0.14,15864.98,16350.5,0\\r\\n15358,2954,42,Female,0,self_employed,666,2,715,40,7232.3,2672.58,3062.81,1625.36,0.16,1143.01,0.16,0.16,5038.56,2271.66,1\\r\\n15360,2440,17,Female,0,student,1020,2,1471,349,3085.38,3056.81,3048.33,3157.28,0.43,0.43,0.43,0.43,3076.52,3048.52,0\\r\\n15361,524,33,Female,,self_employed,146,2,53,48,1618.77,1492,1480.55,1532.17,0.49,214.77,16.57,0.49,1548.76,1590.05,0\\r\\n15362,3136,43,Female,0,self_employed,1020,2,212,49,5054.63,5074.63,3962.46,3841.26,0.41,2771.84,63.27,237.64,5056.8,4331.62,0\\r\\n15363,1769,54,Female,3,self_employed,1232,2,2710,16,1506.26,2433.78,1975.65,1611.51,24.8,24.84,502.63,957.88,1545.88,2453.92,0\\r\\n15364,2357,40,Female,0,self_employed,1388,2,377,0,6920.95,5909.53,4878.43,2192.24,1247.84,1248.26,150.7,1023.56,5817.31,5137.06,0\\r\\n15365,2833,44,Female,0,self_employed,575,2,572,153,30438.44,36136.53,15000.11,4059.47,0.31,0.31,15743.57,857.46,24518.78,18146.48,0\\r\\n15366,5882,40,Female,0,self_employed,318,3,107,,426.48,1838.81,1479.67,1789.93,0.54,0.54,1429.11,0.54,804.88,1826.23,1\\r\\n15367,2274,62,Male,1,self_employed,1636,2,375,213,5586.44,5594.05,5600.54,5876.48,0.57,0.57,0.57,0.57,5585.66,5592.42,0\\r\\n15368,870,38,Female,0,self_employed,1020,2,411,,3192,3192,3193.84,3185.98,0.6,0.6,0.6,0.6,3192,3192,0\\r\\n15369,738,22,Female,,student,1096,2,438,132,499.26,609.28,4501.79,6110.12,0.01,0.01,76.84,4750.17,571.38,4564.05,1\\r\\n15370,2776,90,,0,self_employed,1085,2,135,31,4155.85,5077.82,4075.06,4586.56,0.63,1422.51,714.91,0.63,4568.3,3793.55,0\\r\\n15371,1966,42,Male,0,self_employed,491,2,1466,49,73420.95,73420.95,73159.11,71354.05,0.24,575.13,0.24,0.24,73420.95,73214.36,0\\r\\n15372,2636,62,Female,0,self_employed,875,3,742,10,2734.91,2596.07,2514.31,2092.54,139.44,139.6,0.6,0.6,2648.73,2515.36,0\\r\\n15373,465,49,Male,0,self_employed,409,1,217,71,5015.54,7347.51,5622.92,577.57,0.06,0.06,2332.03,469.77,5818.6,7695.73,1\\r\\n15374,4832,33,Male,0,self_employed,1096,2,3142,73,10401.71,9747.5,9496.04,8124.11,0.53,0.53,0.53,0.53,10008.36,9314.68,0\\r\\n15375,1049,56,Male,2,self_employed,1597,2,737,115,2493.74,2493.74,2573.65,2264.32,0.1,0.1,0.1,0.1,2493.74,2508.27,0\\r\\n15376,1473,34,Female,0,salaried,409,2,932,228,6438.52,6438.52,6438.52,6113.99,0.56,0.56,0.56,0.56,6438.52,6438.52,0\\r\\n15377,1402,71,Male,0,retired,834,3,1927,12,3041.92,3056.21,3082.12,3226.5,129.03,143.31,0.46,0.46,3059.66,3049.77,0\\r\\n15378,3451,35,Male,2,salaried,1020,2,542,24,15439.48,2199.38,4779.86,3821.19,1785.96,1786.02,15659.35,558,10333.92,2077.17,0\\r\\n15379,415,55,Female,,self_employed,1343,2,2331,,7406.16,7406.16,7406.16,7359.05,0.39,0.39,0.39,0.39,7406.16,7406.16,0\\r\\n15380,536,47,Female,0,salaried,15,2,1337,38,530.05,433.09,3271.87,1549.14,0.34,714.63,456.67,714.63,352.44,419.27,1\\r\\n15381,1682,37,Male,1,salaried,611,2,1433,21,5185.36,4583.3,4087.87,1223.76,2121.61,2440.94,285.91,778.49,5166.02,4509.17,0\\r\\n15382,569,40,Female,0,self_employed,436,3,605,40,3099.96,3099.96,2754.34,2441.59,0.17,643.03,0.17,0.17,3099.96,2705.95,0\\r\\n15383,2928,67,Female,0,self_employed,1589,1,33,4,2106.53,1174.49,3054.07,3182.03,1107.16,31094.07,0.64,30286.36,1396.84,3729.22,0\\r\\n15384,6187,47,Female,0,self_employed,1020,1,5,91,1189.36,2046.51,3989.66,1361.29,0.56,0.56,0.56,447.95,1534.19,2389.34,0\\r\\n15385,4199,38,Male,0,salaried,1020,3,159,4,4366.79,9325.14,9894.52,4745.43,7508.47,1.63,12609.43,4767.77,5728.7,11127.34,0\\r\\n15386,1558,38,Male,3,self_employed,491,3,707,52,4258.34,4309.01,4645.26,7304.81,0.49,714.77,51.16,714.77,4267.07,4585.51,1\\r\\n15387,1680,40,Female,0,self_employed,1525,3,488,83,120.96,192.39,1699.51,994.08,0.04,0.04,0.04,0.04,189.93,256.91,1\\r\\n15388,4322,44,Female,0,salaried,146,3,41,31,1717.83,1786.21,12535.08,11437.01,0.36,1.36,81.07,1.36,1736.84,1798.56,1\\r\\n15389,407,63,Male,,self_employed,201,3,913,4,90.55,160.33,7301.27,27262.56,2857.59,0.44,2929.01,5714.73,148.75,159.99,1\\r\\n15390,1453,42,Male,2,self_employed,1105,2,2588,5,721.19,8.62,1475.01,3786.09,800.67,0.67,86.39,2893.53,248.61,983.32,0\\r\\n15391,1503,40,Male,0,self_employed,15,2,2480,,2836.12,2836.12,2793.18,2156.42,0.26,0.26,0.26,0.26,2836.12,2836.12,0\\r\\n15392,1991,63,Female,0,self_employed,1020,3,425,73,1420.66,1428.6,1494.96,1691.14,0.03,0.03,0.03,0.03,1427.23,1428.6,0\\r\\n15393,1922,31,Female,1,self_employed,1020,1,541,17,18277.94,18040.54,31748.74,13854.71,420.06,420.06,5.91,173.5,18080.77,17963.59,0\\r\\n15395,4332,42,Female,0,self_employed,1020,3,288,0,4873.98,3559.69,2381.63,3958.32,1828.71,2430.14,514.43,0.14,4263.14,2306.88,0\\r\\n15396,2283,38,Female,0,self_employed,334,2,1587,27,1454.77,1443.16,1538.61,4294.31,1486.01,0.3,0.3,0.3,1701.87,1443.16,0\\r\\n15397,4847,40,Male,0,self_employed,61,2,115,11,799.24,266.65,1690.15,7440.8,714.69,143.26,10.67,1166.14,500.72,1074.51,0\\r\\n15398,2078,25,Male,0,student,1150,2,61,84,17592.62,17678.79,17489.27,11271.81,0.4,0.4,86.57,70.32,17657.99,17739.69,0\\r\\n15399,1691,44,Female,0,self_employed,457,3,1980,,1495.32,1381.03,1449.9,1825.95,0.54,0.54,629.11,314.83,1314.04,1459.61,0\\r\\n15400,2735,28,Female,0,student,15,2,6,102,7118.34,7374.8,7582.14,3878.13,0.17,0.17,0.17,0.17,7153.74,7512.96,0\\r\\n15401,2735,40,Male,0,salaried,513,2,216,202,8964.78,990.19,1554.21,1242.36,0.01,0.01,17.52,44.07,2356.06,1004.4,0\\r\\n15402,1739,49,Male,0,salaried,146,2,1751,41,25505.15,27095.79,19952.75,16100.6,0.26,22931.11,1227.57,36884.73,26240.36,16170.15,0\\r\\n15403,230,44,Male,,self_employed,53,3,2002,19,3210.33,1496.04,1602.73,147.18,2571.63,0.2,1000.2,71.63,3092.1,1416.91,0\\r\\n15404,1826,36,Female,0,self_employed,762,2,195,215,2566,2823.15,2946.93,3701.29,0.16,0.16,0.16,0.16,2693.1,2944.41,0\\r\\n15405,1369,90,,0,self_employed,834,2,8,104,275.11,365.11,3292.26,3426.59,0.37,0.37,9000.37,5000.37,2211.07,2300.59,1\\r\\n15406,1502,32,Female,0,salaried,1020,2,118,80,960.38,2136.03,1758.86,638.44,0.43,0.43,1171.17,114.71,1738.5,2106.92,0\\r\\n15407,3022,40,Female,0,salaried,15,1,590,14,2550.38,1375.41,2654.07,3565.66,2092.34,3277.6,4963,11285.86,2541.86,1749.1,0\\r\\n15408,451,33,Female,0,salaried,1020,2,60,,3286.99,3286.99,3295.09,3491.12,0.51,0.51,0.51,3.07,3286.99,3289.05,0\\r\\n15409,612,67,Female,,self_employed,630,3,36,154,856.06,856.06,9980.49,33142.44,0.16,0.16,0.16,0.16,856.06,856.06,1\\r\\n15411,2362,49,Female,3,self_employed,1636,2,375,19,32159.91,11596.85,11787.37,245.5,8571.47,32036.57,5151.27,3663.58,30294.94,4943.08,0\\r\\n15412,6012,53,Female,0,self_employed,1020,3,60,84,269.98,1780.45,1754.66,2931.57,0.03,0.03,1571.46,0.03,1659.13,1760.17,1\\r\\n15413,2621,54,Male,1,salaried,1388,3,126,44,2459.1,2993.46,2812.86,4240.16,0.16,714.44,225.87,6.39,2547.08,2764.84,0\\r\\n15414,2972,44,Male,0,salaried,1096,2,440,154,1685.2,1756.63,2579.36,2775.2,0.49,0.49,0.49,2419.46,1707.37,1849.22,0\\r\\n15415,1312,45,Male,0,self_employed,125,3,2467,13,1412.69,1412.77,1438.81,1715.61,481.76,0.33,0.33,0.33,1449.4,1423.83,0\\r\\n15416,2432,39,Female,0,self_employed,1016,2,431,306,4639.04,4639.04,4674.83,4773.84,0.37,0.37,0.37,0.37,4639.04,4639.04,0\\r\\n15418,1735,34,Male,0,salaried,611,2,155,23,22166.28,19909.13,19702.03,15607.35,2257.27,2257.27,0.13,396.56,21777.11,19718,0\\r\\n15419,1565,77,Male,0,retired,11,3,2286,153,8381.31,8304.24,8272.54,7937.56,0.04,0.04,0.04,0.04,8345.08,8271.98,0\\r\\n15421,3327,49,Male,2,self_employed,146,2,41,171,12068.92,11649.33,13880.3,8472.93,0.59,0.59,0.59,0.59,11851.27,14193.01,0\\r\\n15425,2880,31,Male,0,salaried,1096,2,249,0,4146.47,7372.81,3090.68,1470.36,4074.74,18061.1,5086.95,22540.65,3515.12,4091.73,0\\r\\n15426,1375,27,Male,0,salaried,419,2,887,272,5698.52,5698.52,5698.52,8440.29,0.31,0.31,0.31,0.31,5698.52,5698.52,0\\r\\n15427,1142,39,Male,0,self_employed,499,2,2892,19,6225.32,5780.88,5258.65,5213.17,444.56,1214.4,0.11,0.11,6072.06,5022.81,0\\r\\n15429,937,21,Male,0,student,409,2,392,196,5584.16,5589.71,9422.06,12817.64,0.09,0.09,5.64,89.61,5587.61,9776.61,0\\r\\n15430,1271,64,Female,0,retired,1232,3,29,,5923.12,5923.12,5931.53,6059.9,0.41,0.41,0.41,20.27,5923.12,5927.6,0\\r\\n15431,1906,32,Female,0,self_employed,920,3,1729,174,3284.4,3298.69,3301.99,3326.56,0.17,0.17,0.17,0.17,3287.85,3301.91,0\\r\\n15432,1491,36,Male,0,salaried,1388,3,1870,25,7389.55,3408.97,5757.84,4423.34,4500.51,4500.51,246.96,316.16,7171.52,2897.19,0\\r\\n15434,578,25,Female,,self_employed,1020,2,424,215,1507.79,1507.79,1507.79,1499.65,0.56,0.56,0.56,0.56,1507.79,1507.79,0\\r\\n15435,1732,18,Female,0,student,1111,3,1898,7,1464.26,476.32,5119.28,473.31,32417.12,0.61,35714.9,0.61,14405.21,476.32,1\\r\\n15436,469,56,Female,0,self_employed,394,3,762,256,1455.16,1455.16,2114.91,2656.52,0.59,0.59,0.59,1357.73,1455.16,2077.28,0\\r\\n15437,4631,42,Male,1,salaried,15,3,147,9,529.6,1846.62,2048.64,1703.66,961.97,940.93,2566.74,840.81,1854.12,2052.83,1\\r\\n15438,4157,34,Female,0,self_employed,65,2,183,22,5003.16,4977.91,4981.61,3901.46,28.24,15.55,2.99,0.19,4997.94,4976.67,0\\r\\n15439,2929,66,Male,0,self_employed,334,1,2094,,3037.29,3219.84,3313.37,3547.48,0.33,0.33,0.33,0.33,3207.26,3316.81,0\\r\\n15440,2441,32,Female,1,self_employed,180,2,187,31,5528.94,6248.92,5377.09,2314.48,0.59,1072.01,0.59,0.59,5732.98,5372.89,0\\r\\n15441,2008,68,Female,0,self_employed,318,2,1209,283,4335.26,4211.06,4230,4371.4,0.03,0.03,0.03,285.74,4228.2,4200.27,0\\r\\n15442,3339,48,Male,0,salaried,15,3,383,11,1664.48,2811.66,2891.21,4166.88,358,0.29,1477.67,221.71,2424.96,3012.35,0\\r\\n15444,1377,70,Female,0,self_employed,988,3,2691,0,1724.63,1573.14,1937.41,1746.59,796,126.24,930.23,742.79,1347.92,2074.07,0\\r\\n15445,2165,51,Female,0,self_employed,657,3,1785,39,1615.81,1802.73,1602.22,1462.71,0.46,514.74,187.39,183.36,1764.06,1571.24,0\\r\\n15446,475,46,Male,,self_employed,579,3,1468,328,11760.81,11760.81,13062.6,18733.17,0.53,0.53,0.53,0.53,11760.81,11757.3,0\\r\\n15447,2980,39,Male,0,self_employed,977,2,1041,30,3942.96,4968.08,5633.83,16839.83,0.06,0.22,617.17,555.66,4447.63,5516.74,0\\r\\n15448,656,40,Female,0,salaried,146,2,2047,143,12216.28,11076.22,11318.75,9652.7,0.13,0.13,1404.92,1446.87,11268.71,11401.36,0\\r\\n15449,824,66,Female,0,self_employed,1525,2,1077,6,3479.99,3365.71,3426.38,5605.63,114.3,0.01,0.01,81.84,3389.35,3442.26,0\\r\\n15451,2209,29,Female,2,student,1096,3,679,0,2943.24,2650.28,2219.98,5044.19,520.86,520.86,276.47,55.37,2568.59,2210.28,0\\r\\n15452,2737,53,Male,2,self_employed,15,2,48,0,5351.3,4790.94,6413.72,7012.76,3739.41,1979.13,2440.22,4714.28,4528.76,5396.93,0\\r\\n15453,373,74,Male,,retired,1494,2,209,359,9645.07,9645.07,9645.07,9583.97,0.44,0.44,0.44,0.44,9645.07,9645.07,0\\r\\n15454,2531,56,Female,0,self_employed,1525,1,146,95,5964.64,5956.81,5957.88,5970.53,0.11,0.11,0.11,0.11,5959.77,5956.81,0\\r\\n15455,4379,38,Female,0,self_employed,1096,2,557,24,8194.62,8119.12,21740.72,11377.25,90.11,12143.19,0.33,35000.33,8189.13,22522.73,1\\r\\n15456,963,41,Male,0,self_employed,1096,2,1985,6,27922.63,27734.15,28096.09,27247.59,2.61,2.51,2072.52,1812.09,28871.75,28034.73,0\\r\\n15457,2464,40,Male,0,salaried,976,2,605,,3735.62,3735.62,3735.62,3712.48,0.46,0.46,0.46,0.46,3735.62,3735.62,0\\r\\n15458,7282,64,Female,0,self_employed,1020,3,2,95,5354.64,5357.4,5130.38,6309.66,0.46,0.46,286.17,107.14,5284.04,5152.49,0\\r\\n15459,1132,40,Female,0,self_employed,409,2,585,23,9226.9,4827.27,5684.14,1565.28,14286.31,219257.74,4171.99,219090.14,7915.18,4731.64,0\\r\\n15460,1162,31,Male,0,self_employed,146,2,312,26,2809.79,3250.32,4827.17,4224.65,677.6,1391.89,1285.81,14599.58,3586.54,4296.1,0\\r\\n15461,192,25,Female,,salaried,905,3,1336,0,1959.27,1965.69,1845.9,946.82,487.1,579.32,462.16,834.69,1639.47,1862.14,0\\r\\n15462,2143,47,Male,2,self_employed,11,2,297,9,79367.98,86666.99,86236.92,51438.59,21.44,21429.01,7320.44,28833.84,81950.22,96471.17,0\\r\\n15463,7110,58,Male,0,self_employed,1020,1,159,13,2983.36,48514.88,19803.2,6936.45,73552,47239.84,103678.65,58201.94,28775.47,16512.67,1\\r\\n15464,4273,83,Male,0,retired,1020,1,16,49,4984.29,4816.29,4324.34,3773.34,0.5,1151.93,0.5,0.5,4897.4,4410.76,0\\r\\n15465,1664,81,Female,0,self_employed,1096,2,1003,55,27645.18,29149.29,19366.73,3943.24,0.16,27143.01,1502.23,1428.73,28787.78,25877.4,0\\r\\n15466,2061,46,Female,0,self_employed,15,2,890,35,1134.34,1924.05,1561.35,1731.79,0.1,641.71,789.81,64.55,1698.39,1468.89,0\\r\\n15467,3961,70,Male,0,self_employed,318,1,107,86,9070.69,9070.69,8899.8,4834.06,0.04,0.04,0.04,0.04,9070.69,8927.26,0\\r\\n15468,895,47,Female,0,salaried,1096,3,1557,14,1315,2158.19,1960.44,1858.08,1385.73,785.73,2664.3,385.73,1796.08,2098.73,0\\r\\n15469,6473,56,Male,0,self_employed,905,3,34,5,1184.72,1635.38,1571.12,1094.67,970.13,0.2,1414.49,0.2,1492.94,1641.08,0\\r\\n15470,1843,6,Female,0,student,1020,3,686,,2271.31,2228.45,2208.65,2067.87,0.67,0.67,0.67,0.67,2250.62,2209.09,0\\r\\n15471,1105,34,Male,0,self_employed,,2,1360,12,6549.86,6712.28,5732.51,5150.44,1579.21,3871.06,2769.02,1548.06,7377.44,4412.74,0\\r\\n15472,1276,39,Male,2,self_employed,390,3,914,9,14302.13,1535.66,1632.65,3627.78,6829.11,9143.4,7350.46,1367.29,1535.67,885.53,0\\r\\n15473,1321,90,,0,self_employed,409,2,249,14,3319.35,12662.21,10394.57,3512.67,657.39,0.24,10000.24,0.24,5859.25,12662.21,1\\r\\n15474,4303,67,Male,3,self_employed,78,2,255,258,3939.52,3939.52,3945.36,4015.35,0.56,0.56,0.56,29.13,3939.52,3942.75,0\\r\\n15475,2235,47,Male,2,self_employed,61,1,263,4,4198.89,4199.7,4651.59,4517.07,7143.46,5714.89,14286.31,11429.17,4692.12,4580.58,0\\r\\n15476,560,37,Male,0,self_employed,1096,3,2074,23,39168.17,21811.03,45972.12,39303.7,42857.2,0.06,1214.34,2627.48,44414.48,37644.57,0\\r\\n15477,5250,56,Female,0,self_employed,1621,3,50,13,6926.55,3427.95,3965.33,3614.48,3498.9,50.3,0.3,0.3,5125.55,3406.99,0\\r\\n15478,1536,35,Female,0,self_employed,834,1,14,364,909.58,3766.72,6197.73,2967.82,0.09,0.09,2857.23,6428.66,1451.45,6946.44,1\\r\\n15479,4659,56,Male,2,salaried,1589,2,540,20,2246.98,7617.75,6185.73,7364.14,57.96,200.16,4000.16,357.3,2958.11,7893.1,1\\r\\n15480,362,30,Female,0,self_employed,1020,2,240,10,14427.8,14664.81,14649.82,14773.44,0.63,450.3,237.64,296.21,14621.71,14707.18,0\\r\\n15481,2722,80,Male,0,self_employed,1494,2,1026,9,13544,13401.14,13371.48,13035.24,142.91,0.06,0.06,0.06,13450.4,13401.14,0\\r\\n15482,1407,58,Female,0,salaried,834,3,277,42,1597.83,1597.83,1566.87,1726.42,0.19,60.19,0.19,0.19,1597.83,1564.93,0\\r\\n15483,1814,15,Male,0,student,409,2,272,168,3450.77,3450.77,3450.77,3409.8,0.46,0.46,0.46,0.46,3450.77,3450.77,1\\r\\n15484,1126,28,Female,0,self_employed,750,2,748,237,1435.49,1435.49,1435.49,1431.28,0.4,0.4,0.4,0.4,1435.49,1435.49,0\\r\\n15485,387,19,Female,,student,37,3,2107,244,2212.89,2212.89,2212.89,2198.91,0.09,0.09,0.09,0.09,2212.89,2212.89,0\\r\\n15486,236,38,Female,,self_employed,623,2,88,88,7516.75,7588.18,4109.86,674.99,0.57,0.57,700.57,0.57,7188.67,4602,0\\r\\n15487,3136,43,Female,0,self_employed,1084,2,685,17,1298.88,1330.31,1520.89,3020.14,111.86,62.57,286.14,286.14,1353.46,1324.09,1\\r\\n15488,5421,35,Male,0,self_employed,834,1,1242,75,1528.98,1671.84,4550.27,4111.6,0.59,0.59,0.59,4286.3,1591.05,5324.37,0\\r\\n15489,805,60,Female,,self_employed,1232,2,746,2,11501.08,1489.45,1817.92,1687.37,10905.1,57.46,893.47,0.61,2586.71,1434.44,0\\r\\n15490,2642,43,Female,0,self_employed,665,1,177,0,1343.32,1371.85,1989.6,1100.17,0.41,1941.99,28.93,1223.03,1367.91,1179.14,1\\r\\n15491,553,48,Male,0,salaried,61,2,1367,21,1344.59,5837.55,6782.64,4771.65,3.35,0.64,1515.86,78.03,3113,7396.65,1\\r\\n15492,2392,26,Female,0,student,1314,2,1059,,3352.44,3352.44,3352.44,3332.4,0.21,0.21,0.21,0.21,3352.44,3352.44,0\\r\\n15493,1964,33,Female,0,salaried,1020,3,1357,13,8452.9,8358.43,7441.93,6636.63,336.39,2231.46,241.91,524.1,8414.49,7255.16,0\\r\\n15494,7049,76,Female,0,retired,1020,2,2,25,9360.7,10412.74,9759.84,6229.35,351.31,1279.89,1403.35,180.6,10327.67,9605.4,0\\r\\n15495,609,31,Female,,self_employed,1084,3,1436,104,778.72,3987.63,1780.2,497.09,0.34,0.34,3209.25,3571.77,1406.82,3388.55,1\\r\\n15496,2587,57,Male,2,self_employed,1096,2,589,24,1104.09,992.88,1709.17,5681.37,7890.44,3461.87,7731.87,1942.94,2480.22,1229.28,0\\r\\n15497,2210,50,Male,0,self_employed,578,2,631,124,1353.15,1938.86,2487.57,5948.49,0.06,0.06,571.49,0.06,1521.13,2280.12,1\\r\\n15498,435,69,Male,0,retired,409,2,1261,7,126305.82,84669.33,75054.22,18430.67,5978.65,9708.96,58.67,0.39,104813.49,82518.18,1\\r\\n15499,516,47,Female,,self_employed,65,3,2415,123,7253.58,7253.58,7253.58,2644.58,0.57,0.57,0.57,0.57,7253.58,7253.58,0\\r\\n15500,1756,33,Female,0,self_employed,1096,2,1670,4,1688.54,2399.74,2102.39,3054.39,1328.6,1428.6,285.74,0.03,1662.28,2117.71,0\\r\\n15501,2294,22,Male,0,self_employed,1494,2,388,89,10342.72,10342.72,10492.26,6206.67,0.63,0.63,0.63,197.56,10342.72,10536.82,0\\r\\n15502,1535,49,Male,0,salaried,232,2,1959,49,1084.53,2527.38,1720.43,2054.14,0.29,3116.9,714.57,1224.46,2197.33,1968.97,0\\r\\n15503,1372,30,Male,0,salaried,860,2,2325,35,389.51,489.51,2859.39,3808.23,0.46,1071.89,129.03,8143.31,403.3,581.67,0\\r\\n15504,1603,27,Male,0,student,1508,3,1930,5,770.55,1913.41,1812.13,3053.26,429.13,0.56,1571.99,0.56,1775.48,1913.41,1\\r\\n15505,4290,34,Male,0,self_employed,1111,3,26,,3542.66,3542.66,5693.2,13323.33,0.2,0.2,0.2,2857.34,3542.66,4003.49,0\\r\\n15506,741,34,Female,0,self_employed,579,3,192,63,1248.1,1068.43,1616.6,1201.13,0.54,0.54,0.54,0.54,1136.58,1076.73,1\\r\\n15507,2470,29,Female,1,student,15,2,1288,30,1266.75,1396.16,1677.09,144.33,0.07,287.7,126.77,400.97,1334.2,695.62,1\\r\\n15508,5129,50,Male,0,self_employed,574,2,46,6,2518.24,1003.44,1452.94,2272.36,1436.36,772.99,2009.11,1935.32,1089.3,1070.49,0\\r\\n15509,4164,66,Female,0,self_employed,1020,1,60,5,181240.04,176013.76,170854.12,144820.53,5111.51,7651.22,0.34,0.34,178307.9,171415.09,0\\r\\n15510,3463,37,Male,2,salaried,485,2,2835,0,6947.39,6739.8,6938.23,6752.83,222.54,78.83,0.13,0.13,6866.6,6933.66,0\\r\\n15511,1028,31,Male,0,salaried,274,3,2785,41,2913,3124.11,2924.17,2944.82,0.31,7.46,164.73,941.04,3004.03,2761.98,0\\r\\n15512,2418,45,Male,0,salaried,232,3,350,0,1264.2,984.94,1622.91,2314.04,545.12,527.53,495.79,993.1,1237.53,1453.46,0\\r\\n15513,298,28,Male,0,self_employed,905,2,3317,0,10671.97,4250.54,9264.18,11765.83,6421.44,0.01,0.01,7714.3,6565.57,6901.05,0\\r\\n15515,2111,34,Male,0,self_employed,409,3,1317,335,17467.58,17467.58,17467.58,17356.92,0.21,0.21,0.21,0.21,17467.58,17467.58,0\\r\\n15516,4522,71,Male,1,salaried,834,2,40,70,6622.13,7446.75,6444.55,2644.53,0.61,0.61,867.84,214.9,7009.15,7449.51,0\\r\\n15517,896,21,Female,0,student,531,2,88,18,1448.33,1459.37,1488.23,278.68,720.4,0.5,715.35,1034.1,1449.36,1641.79,0\\r\\n15518,5214,55,Female,0,salaried,1020,1,425,19,1559.5,1194.68,2235.86,2708.83,144.65,0.61,757.76,1221.8,1679.6,1474.51,0\\r\\n15519,2529,51,Female,0,salaried,1034,3,1272,12,1005.36,1319.31,1640.23,1373.99,612.56,476.53,660.91,943.41,1152.27,1848.72,0\\r\\n15520,3257,39,Female,1,self_employed,623,3,512,47,669.69,951.92,2860.69,8180.4,0.16,0.16,0.16,658.61,765.92,909.46,1\\r\\n15521,1452,51,Female,0,salaried,575,2,2549,151,835.23,5468.44,5023.02,5031.65,0.19,0.19,4633.4,713.86,3395.47,5491.46,1\\r\\n15522,6103,45,Female,0,salaried,334,1,10,0,50509.23,59593.17,54431.45,49825.91,4952.55,3444.82,2830.31,1853.17,50932.93,57094.14,0\\r\\n15523,1349,43,Male,0,salaried,1020,3,1471,27,652.26,237.98,2567.93,3433.52,414.47,414.47,0.19,6147.69,623.69,1287.24,0\\r\\n15524,851,73,Male,,self_employed,61,2,3499,4,30951.84,22130.27,21992.82,6177.07,8822.19,1429.19,0.61,2857.76,23685.72,23051.93,0\\r\\n15525,738,47,Male,,self_employed,146,3,1039,290,7712.85,4855.71,5081.35,9195.84,0.03,0.03,0.03,0.03,5348.32,4487.04,0\\r\\n15526,1103,51,Female,0,self_employed,1613,3,109,115,1114.15,2285.58,1884.97,2757.24,0.57,0.57,1257.71,117.57,1153.56,2166.56,0\\r\\n15527,1960,59,Male,0,salaried,1598,2,1087,73,1939.33,12012.45,6963.74,1350.91,0.64,0.64,10488.63,0.64,6936.64,11100.47,1\\r\\n15528,1206,45,Male,0,self_employed,61,2,2759,47,1287.07,1479.92,2545.24,13081.34,0.63,357.77,0.63,0.63,1449.14,1481.77,0\\r\\n15529,2245,45,Female,0,self_employed,1096,2,1343,24,185.72,4897.81,3061.79,2604.44,4176.59,3755.2,8888.67,1698.44,1486.44,4881.65,0\\r\\n15530,6290,61,Female,1,salaried,1589,3,33,11,2202.97,2366.07,3472.82,6262.91,0.34,49.53,836.37,0.17,2325.88,3635.68,1\\r\\n15531,1990,56,Female,0,self_employed,623,2,2826,9,2910.55,1075.89,1548.74,2405.01,2263.56,3406.41,428.9,3428.9,1926.85,1249.76,0\\r\\n15532,4811,26,Male,0,salaried,1096,1,43,0,26694.31,26631.04,26304.92,27357.67,2225.91,746.91,2606.52,3358.01,26488.02,25867.33,0\\r\\n15533,2244,42,Male,0,salaried,146,2,1748,31,970.41,8223.89,2214.88,1004.13,0.61,6106.44,6489.74,0.61,1073.98,4836.96,1\\r\\n15534,2018,19,Female,0,student,1437,2,1063,,2733.25,2733.25,3808.63,16912.26,0.59,0.59,0.59,0.59,2733.25,2733.25,0\\r\\n15535,4382,66,Male,0,self_employed,724,3,194,77,2110.11,2129.74,2241.86,2858.55,0.53,0.53,5.87,286.24,2114.09,2237.11,0\\r\\n15536,3968,41,Female,0,salaried,146,3,354,0,4089.55,1828.48,2411.82,1138.61,857.72,8785.15,10876.43,10871.46,4640.5,1589.06,0\\r\\n15537,1391,56,Female,0,self_employed,531,2,433,18,16150.58,7656.32,9511.39,6039.21,8494.45,0.19,0.19,0.19,13221.53,7656.32,0\\r\\n15538,5821,40,Male,0,self_employed,1020,3,60,28,63982.66,63887.93,58678.91,47305.2,11.46,7154.31,0.59,0.59,63933.15,59279.63,0\\r\\n15539,1908,51,Female,0,self_employed,623,2,521,243,6278.3,7188.58,6689.82,6137.04,0.49,0.49,910.76,807.75,6584.05,7440.46,0\\r\\n15540,4536,40,Male,0,salaried,409,3,483,17,2056.22,3067.05,3340.84,2363.18,772.77,227.16,748.86,5543.85,2585.79,3297,0\\r\\n15541,2598,36,Female,0,self_employed,800,2,112,149,2835.54,4308.55,4149.01,4528.78,0.06,0.06,1428.63,0.06,3083.38,4308.55,1\\r\\n15542,2616,28,Male,0,student,146,2,875,20,5785.82,5320.7,2534.98,2556.76,243.23,0.37,20.97,0.37,5509.62,1514.71,0\\r\\n15543,2911,41,Female,0,self_employed,834,3,28,33,2064.37,2064.37,1940.71,1748.33,0.39,214.67,0.39,0.39,2064.37,1907.69,0\\r\\n15544,1400,73,Male,0,retired,578,2,1064,172,4458.04,4458.04,4458.04,3983,0.61,0.61,0.61,0.61,4458.04,4458.04,0\\r\\n15545,1614,7,Male,0,student,834,3,334,63,6604.14,6604.14,5774.65,3505.83,0.47,0.47,0.47,0.47,6604.14,6604.14,0\\r\\n15546,2698,68,Female,2,self_employed,1232,3,39,0,2334.15,2252.49,2238.05,2179.82,81.97,0.31,0.31,0.31,2255.31,2200.35,0\\r\\n15547,1267,58,Female,0,self_employed,102,2,455,19,7893.75,10379.18,12361.5,21656.64,1484.5,7142.9,3135.47,35348.07,7947.99,18628.51,1\\r\\n15549,2203,40,Male,0,salaried,409,3,1669,32,870.03,1332.37,1481.12,2629.89,0.6,1.01,605.8,737.6,1110.32,1620.8,0\\r\\n15550,1856,41,Male,1,salaried,1111,3,651,,874.62,2303.28,1958.43,2288.35,0.37,0.37,0.37,0.37,1268.75,2303.28,1\\r\\n15551,306,10,Female,,student,656,2,1315,273,10132.52,10132.52,10132.52,10089.15,0.59,0.59,0.59,0.59,10132.52,10132.52,0\\r\\n15552,2534,45,Female,0,self_employed,834,2,14,22,17353.34,11166.44,13025.14,10232.21,6187.59,0.69,0.69,0.69,16073.29,10936.02,0\\r\\n15553,997,44,Female,0,self_employed,38,2,2434,152,3301.24,3379.06,3419.84,3726.23,0.66,0.66,64.02,58.4,3344.59,3407,0\\r\\n15555,1020,35,Male,3,self_employed,494,3,604,27,5969.51,5373.49,5896.33,6969,786.06,0.34,162.78,733.64,5990.83,5620.24,0\\r\\n15556,2448,66,Female,3,self_employed,409,2,925,299,1357.76,1286.33,1528.63,1533.5,0.61,0.61,0.61,0.61,1589.28,1341.63,0\\r\\n15557,419,62,Female,0,self_employed,1232,2,1794,25,425.24,2267.47,1860.99,1543.3,98.9,98.9,2143.19,0.33,1447.4,2198.73,1\\r\\n15558,3070,34,Female,0,self_employed,,2,402,,4411.38,4411.38,4413.69,4416.68,0.66,0.66,0.66,0.66,4411.38,4411.38,0\\r\\n15559,772,39,Male,,self_employed,65,1,183,28,2304.96,1283.54,1630.1,605.81,1064.94,3186.37,86.37,0.66,2310.88,2170.64,0\\r\\n15560,708,61,Male,1,self_employed,1096,2,1401,26,2896.47,3789.33,3970.52,3143.27,1000.37,1000.37,1893.23,1214.66,3288.09,4238.64,0\\r\\n15561,4408,89,Male,0,retired,1020,2,143,,5963.47,5963.47,5963.47,5929.39,0.07,0.07,0.07,0.07,5963.47,5963.47,0\\r\\n15562,653,37,Male,0,self_employed,462,3,2475,6,1428.67,19252.96,1506.2,2184.2,6510.76,21363,9542.96,3818.39,876.44,3413.09,0\\r\\n15563,4553,34,Male,0,self_employed,630,3,36,19,41.15,299.08,3691.03,7532.14,861.51,1097.66,628.94,3000.37,396.71,3057.02,1\\r\\n15564,2831,43,Male,0,salaried,154,2,658,,1366.06,1449.22,2358.89,3772.07,0.21,0.21,71.64,1448.79,1431.12,2375.65,0\\r\\n15565,377,53,Male,1,self_employed,578,2,2916,0,14529.61,820.46,2744.42,1801.48,42143.46,3857.74,11719.2,3390.63,6616.08,680.38,1\\r\\n15566,189,22,Male,0,student,623,3,418,13,1555.25,8861.15,5833.97,5620.85,700.03,1400.03,8005.93,23.32,2701.68,8560.04,1\\r\\n15567,2786,40,Male,0,self_employed,15,3,783,13,4222.03,2080.32,7737.91,4050.21,2314.61,23749.3,30.04,35755.36,3806.75,5469.28,0\\r\\n15568,1563,18,Female,0,student,320,2,1053,278,2599.34,2599.34,2869.97,3546.3,0.49,0.49,0.49,283.34,2599.34,2690.58,0\\r\\n15569,1419,29,Female,0,self_employed,387,3,1743,284,3760.35,3760.35,3759.62,3734.83,0.6,0.6,0.6,0.6,3760.35,3760.35,0\\r\\n15570,1936,59,Female,0,self_employed,834,2,1929,27,9632.44,10492.5,11917.33,5323.66,1.43,3116.64,571.87,71.87,9904.51,14457.35,0\\r\\n15571,1441,34,Female,0,self_employed,,3,1747,18,3347.87,1687.43,1696.76,1470.01,1700.64,857.79,25.21,12.79,3040.45,1184.06,0\\r\\n15572,4562,48,Female,0,self_employed,617,3,1362,146,1465.45,1580.01,1585.9,1783.4,0.54,0.54,3.4,10.07,1470.35,1587.98,0\\r\\n15573,200,37,Male,,self_employed,1477,2,2708,46,5349.3,6170.73,3918.87,1439.87,0.49,5869.06,429.06,1143.34,5800.04,4511.56,0\\r\\n15575,6239,62,Male,0,self_employed,15,2,6,0,1720.84,2410.53,2693.12,3376.23,2745.15,1253.27,3830.74,568.13,3104.99,2380.08,0\\r\\n15576,1681,61,Male,0,salaried,1020,2,414,139,23513.55,1989.48,9077.68,10110.83,0.63,0.63,160.86,318,21627.57,1927.53,0\\r\\n15577,1251,44,Female,0,self_employed,905,3,1390,12,9650.73,9087.17,8298.19,9869.53,1679.38,2198.57,589.24,362.39,9387.35,8092.51,0\\r\\n15578,2196,37,Male,1,salaried,427,2,244,206,7154.31,7154.31,7161.4,7242.24,0.36,0.36,0.36,0.36,7154.31,7154.31,0\\r\\n15579,570,70,Male,0,retired,834,2,1231,134,25570,25570,25569.87,21653.88,0.23,0.23,0.23,0.23,25570,25570,1\\r\\n15580,1053,64,Female,0,self_employed,834,1,40,29,3635.65,3564.22,2554.25,1911.79,0.04,3328.09,328.61,0.04,3544.52,949.7,0\\r\\n15581,4476,38,Female,0,salaried,574,3,265,53,1966.87,1966.87,1455.52,592.22,0.07,1283.5,0.07,0.07,1966.87,1718.47,0\\r\\n15582,2241,77,Female,0,self_employed,,2,519,10,6190.81,3279.67,3582.66,3095.55,2911.57,0.43,0.43,0.43,4383.9,3279.9,0\\r\\n15583,318,29,Male,,self_employed,1208,2,188,307,4582.85,6511.42,7663.26,12869.18,0.7,0.7,3857.84,3314.99,5829.16,7265.34,1\\r\\n15584,1011,42,Male,0,self_employed,1315,3,2537,13,2503.16,2526.27,2508.84,1920.16,2744,0.54,2009.97,235.69,2160.39,2666.35,0\\r\\n15585,4590,37,Male,0,salaried,1020,1,16,11,20176.33,21533.63,17605.06,16006.33,12.11,7143.11,1369.25,2416.39,20932.76,16113.23,0\\r\\n15586,1350,37,Female,0,salaried,409,3,144,11,3530.21,3142.05,2776.76,1721.42,388.44,935.67,0.29,284.64,3302.67,2824.6,0\\r\\n15587,1537,72,Male,0,retired,1096,1,89,23,7284,8036.01,10264.78,19302.03,8534.32,8534.45,9286.33,10000.61,11256.02,9713.19,0\\r\\n15588,3114,61,Female,0,self_employed,146,3,9,19,6961.12,6866.26,6975.1,7367.13,156.7,0.26,0.26,71.69,6940.18,6914.31,0\\r\\n15589,2869,8,Female,0,student,905,2,259,67,34660.76,34660.76,32587.03,24603.39,0.34,0.34,0.34,0.34,34660.76,34660.76,0\\r\\n15590,3127,52,Female,1,self_employed,584,3,451,214,3640.07,3697.21,3685.39,3673.25,0.37,0.37,57.51,0.37,3661.74,3697.21,0\\r\\n15591,2566,36,Male,0,salaried,318,2,1307,4,23157.32,21944.35,20919.17,9096.04,1220.07,1349.63,7.1,0.4,22398.31,21121.71,0\\r\\n15592,7352,42,Male,0,self_employed,491,2,1568,4,7173.52,7085.98,12302.17,11626.59,414.69,7914.69,327.14,14891.11,6883.09,15347.38,1\\r\\n15593,966,37,Female,0,self_employed,905,3,1830,73,4411.82,4554.68,4407.76,2364.55,0.56,0.56,0.56,0.56,4411.82,4554.84,0\\r\\n15594,2929,31,Male,0,self_employed,15,2,6,0,8399.93,35986.1,8246.63,6706.96,24975.6,56248.58,20071.63,38600.2,5458.89,12250.35,0\\r\\n15595,2174,48,Female,0,self_employed,1593,3,211,241,1457.87,1457.87,1457.87,1448.47,0.13,0.13,0.13,0.13,1457.87,1457.87,0\\r\\n15596,1043,80,Male,0,self_employed,54,3,2663,47,2105.21,2348.06,2290.84,3993.85,0.57,429.14,214.86,14.86,2137.23,2205.67,0\\r\\n15597,980,48,Male,0,salaried,834,3,2017,91,5292.58,4389.6,4488.5,1350.1,0.57,0.57,14800.8,0.57,4981.59,4389.6,1\\r\\n15598,2277,32,Female,0,salaried,834,2,2807,2,13006.19,8156.97,7119.65,8572.85,4851.8,2887.73,0.26,206.54,11062.75,5987.74,0\\r\\n15599,911,45,Female,0,self_employed,977,2,2395,33,2274.6,2274.6,7008.09,11586.1,0.41,500.41,0.41,11214.7,2274.6,6196.26,1\\r\\n15600,1738,26,Male,0,student,511,2,2183,23,8931.53,8745.23,8721.07,8457.21,186.81,179.8,0.51,0.51,8899.41,8710.53,0\\r\\n15601,318,63,Female,,self_employed,604,2,527,317,5961.84,5961.84,5961.84,5929.54,0.53,0.53,0.53,0.53,5961.84,5961.84,0\\r\\n15602,1402,48,Male,0,self_employed,409,3,2074,140,9025.39,9025.39,9025.39,7627.21,0.39,0.39,0.39,0.39,9025.39,9025.39,0\\r\\n15603,3962,90,,0,self_employed,834,2,219,81,440.47,1369.04,2062.23,1748.47,0.33,0.33,928.9,1428.9,1144.9,2244.61,1\\r\\n15604,870,90,Male,0,self_employed,361,3,2613,140,1946.17,60517.6,47726.14,34053.66,0.34,0.34,58571.77,0.34,22143.22,60517.6,1\\r\\n15605,5001,60,Male,0,retired,1232,2,104,21,1428.76,1493.04,6338.88,1352.81,271.61,335.9,0.19,0.19,2301.47,2093.71,1\\r\\n15606,345,25,Female,0,self_employed,834,2,105,343,2949.36,3059.36,3125.81,3747.72,0.51,0.51,39.09,16.09,3033.35,3124.3,0\\r\\n15608,1135,62,Male,0,self_employed,1643,2,2563,35,2845.99,2585.28,2336.55,2137.43,0.1,714.39,285.81,0.1,2874.67,1999.21,0\\r\\n15609,1624,47,Male,0,self_employed,677,2,2124,,6141.1,6141.1,6141.1,5871.61,0.33,0.33,0.33,0.33,6141.1,6141.1,0\\r\\n15610,1981,40,Male,1,self_employed,451,3,1928,251,2275.37,2769.3,2907.72,4633.84,0.49,0.49,480.13,479.11,2568.13,2831.05,1\\r\\n15611,5109,45,Male,0,salaried,1020,2,13,52,1534.77,1090.18,1886.05,1013.64,0.63,2143.49,0.63,0.63,1389.92,2233.35,0\\r\\n15612,3189,55,Female,3,self_employed,1020,2,501,,6229.5,7633.07,7166.8,7286.51,0.66,0.66,1429.23,0.66,6248.96,7633.07,0\\r\\n15613,1134,88,Female,0,retired,822,3,1218,18,4659.58,4377.02,3448.22,1933.7,287.16,2142.87,0.53,0.01,4562.14,3547.52,0\\r\\n15614,1608,32,Male,0,salaried,,2,763,178,6730.75,7066.37,7269.28,6872.27,0.53,0.53,335.98,805.88,6991.51,7289.94,0\\r\\n15615,1059,62,Male,0,self_employed,1020,2,79,3,22931.53,13861.84,16339.57,7130.54,50000.61,3572.04,92857.76,4729.27,13875.54,16967.42,1\\r\\n15616,513,62,Male,,retired,1076,2,2541,85,2511.41,2582.84,2467,309.01,0.09,0.09,0.09,0.09,2547.37,2582.84,0\\r\\n15617,2496,41,Male,2,self_employed,61,2,856,245,3769.42,3809.68,3843.98,3937.55,0.57,0.57,0.57,0.57,3805.87,3843.55,0\\r\\n15619,1528,30,Female,0,salaried,334,2,260,,15360.15,15360.15,18385.82,23873.36,0.29,0.29,0.29,4947.43,15360.15,19183.38,0\\r\\n15621,1192,65,Male,2,self_employed,649,2,1437,24,6000.66,5035.36,4809.73,1821.81,111.84,239.56,0.41,0.41,5863.77,4861.12,0\\r\\n15622,1743,31,Male,0,salaried,146,3,286,78,16063.23,16063.23,14494.03,10117.33,0.26,0.26,0.26,0.26,16063.23,16063.23,0\\r\\n15623,719,27,Female,,salaried,578,3,399,76,1467.32,1536.52,1544.76,1446.63,0.11,0.11,69.31,107.86,1529.66,1567.5,0\\r\\n15624,4745,45,Male,0,self_employed,1020,1,16,0,6106.84,43173.19,37351.48,14148.1,16000.17,18189,3723.09,1107.79,41479.23,36283.59,0\\r\\n15625,2740,50,Female,0,self_employed,1232,2,825,28,10961.22,10889.79,8939.28,14493.16,72.04,56.79,0.61,2874.63,10961.22,10758.55,0\\r\\n15626,588,34,Male,,self_employed,1494,2,67,,82.44,82.44,2432.06,30367.48,0.04,0.04,0.04,198.04,82.44,159.09,1\\r\\n15627,2447,57,Male,2,salaried,409,2,1442,5,6206.37,2817.68,3162.42,3313.97,4286.14,26643.29,895.81,7536.49,3510.96,2920.45,0\\r\\n15628,2646,10,Female,0,student,1494,1,67,54,1873.16,2444.59,2142.3,1320.88,0.57,24.35,572,0.57,2089.91,2442.67,0\\r\\n15629,1500,45,Male,0,self_employed,996,3,656,,2174.04,2174.04,2174.04,2160.27,0.01,0.01,0.01,0.01,2174.04,2174.04,0\\r\\n15630,5674,62,Male,0,self_employed,905,1,34,284,5027.84,4449.26,4387.02,9134.86,0.01,0.01,0.01,357.16,4808.38,4255.49,0\\r\\n15631,2651,76,Female,0,self_employed,1020,1,212,331,323.97,323.97,3826.28,6000.6,0.03,0.03,0.03,5714.31,323.97,5116.6,1\\r\\n15632,3134,50,Female,0,self_employed,213,2,765,83,1558.25,1634.57,2745.63,199.15,0.27,0.27,0.27,0.27,1567.9,1639.18,1\\r\\n15633,2426,43,Male,2,self_employed,334,2,17,24,28.97,15864.95,4690.56,2580.73,429.03,20020.56,16310.44,7467.96,6577.3,7386.1,1\\r\\n15634,1630,40,Male,0,salaried,1020,2,288,3,35493.57,33577.39,33654.79,30211.5,2045,568.81,128.81,261.67,34343.07,33581.21,0\\r\\n15635,622,40,Male,,self_employed,1257,2,1384,41,11616.84,14892.33,17151.33,13569.47,0.09,1142.94,551.51,5548.66,12316.07,18002.1,1\\r\\n15636,3243,68,Male,0,salaried,318,3,434,185,4382.37,4382.37,4239.78,4182.25,0.06,0.06,0.06,0.06,4382.37,4169.16,0\\r\\n15637,703,24,Female,,self_employed,1540,3,1539,157,3088.54,3088.54,3357.36,3409.68,0.37,0.37,0.37,0.37,3088.54,3180.71,0\\r\\n15638,525,36,Female,,self_employed,684,3,936,76,1.92,6430.49,5917.7,14498.43,0.07,0.07,6428.64,2857.21,1553.64,6919.78,1\\r\\n15639,2424,58,Female,2,self_employed,1621,2,1243,20,2505,2390.71,2660.55,2954.14,714.4,0.11,500.11,1071.54,2438,2447.92,0\\r\\n15641,723,90,,,self_employed,279,2,948,221,10791.7,10791.7,10791.7,10728.06,0.57,0.57,0.57,0.57,10791.7,10791.7,0\\r\\n15642,4084,66,Male,0,self_employed,834,2,1303,289,1585.11,1585.11,1585.11,1562.24,0.26,0.26,0.26,0.26,1585.11,1585.11,0\\r\\n15643,2113,71,Male,0,self_employed,1449,2,1413,18,2715.9,883.9,1468.26,375.3,286.19,0.47,4541.97,297.27,2531.7,943.84,0\\r\\n15644,4077,48,Male,0,salaried,1232,2,40,12,10346.8,5448.01,25320.63,84963.41,7143.53,0.67,747.81,4853.23,7500.11,7267.12,1\\r\\n15645,1770,49,Male,1,self_employed,7,2,216,63,708.87,1925.04,2283.61,1567.07,0.14,0.14,190.39,440.04,1137.05,2870.23,1\\r\\n15647,2336,56,Female,0,self_employed,1096,2,134,,2907.4,1490.18,2794.26,946.5,0.27,0.27,11.63,1435.99,2765.1,2691.8,1\\r\\n15648,3324,67,Male,2,self_employed,1020,1,159,23,960.28,8385.81,4518.08,15243.87,72.01,72.01,7156.97,4571.98,1365.77,2196.53,0\\r\\n15649,5950,61,Male,0,salaried,1096,2,482,3,15112.58,3798.72,4519.21,4068.54,57.5,0.29,10533.03,5777.04,7573.08,2827.18,0\\r\\n15650,4293,35,Male,0,salaried,61,3,1407,17,3445.92,3980.6,3545.79,1986.35,26.24,669.1,743.39,488.03,3698.08,3544.98,0\\r\\n15651,1171,32,Female,0,self_employed,477,3,2363,317,6923.22,9094.65,8895.99,9129.73,0.36,0.36,2143.21,0.36,8457.21,9101.1,0\\r\\n15652,2289,39,Male,3,salaried,485,3,3845,0,1982.49,2725.58,3630.43,4254.48,2796.94,2863.55,8958.11,6439.59,2690.84,3712.39,1\\r\\n15653,2383,62,Male,0,self_employed,409,3,193,101,5651.86,5651.86,6343.1,2719.68,0.69,0.69,0.69,1429.26,5651.86,6297.02,0\\r\\n15654,202,36,Male,0,salaried,,1,14,126,7332.43,8061,8430.6,7883.07,0.03,0.03,0.03,0.03,7718.64,8422.29,0\\r\\n15655,209,28,Female,,self_employed,1154,1,2707,38,514.4,14800.11,7800.27,877.34,0.37,7143.23,14286.09,0.37,14307.5,8578.92,1\\r\\n15656,3216,47,Female,0,salaried,1111,3,480,19,5834.42,816.49,3495.61,1388.32,14650.54,503.54,10275.69,443.19,8597.24,943.61,0\\r\\n15657,956,37,Male,0,salaried,61,3,1407,165,3061.97,2890.54,2879.1,2687.92,0.13,0.13,0.13,0.13,3044.24,2885.01,0\\r\\n15658,548,70,Female,,self_employed,1096,3,617,10,6153.13,6154.76,6024.12,5162.23,214.99,214.99,214.99,0.7,6154.43,6030.34,0\\r\\n15659,565,49,Female,,self_employed,574,2,3255,136,8064.19,18635.62,16645.47,16353.01,0.37,0.37,11428.94,0.37,12665.18,18635.62,0\\r\\n15660,1389,35,Female,0,salaried,,3,2392,313,187.19,1472.91,2797.89,7051.72,0.7,0.7,1429.27,1429.27,1216.75,2302.4,0\\r\\n15661,6813,83,Female,0,self_employed,1096,1,578,102,18998.81,18998.81,18839.88,17818.08,0.06,0.06,0.06,4.8,18998.81,18899.3,0\\r\\n15662,2465,18,Female,0,student,1020,2,145,89,1560.73,1489.3,1439.05,101.38,0.43,0.43,0.43,24.88,1496.69,1445.96,0\\r\\n15664,2116,33,Female,0,salaried,1180,3,1330,59,11634.35,1205.78,10549.94,4978.92,0.37,478.94,0.37,10000.37,11412.68,10238.04,0\\r\\n15665,1728,72,Female,0,self_employed,834,3,1355,42,2690.58,2119.15,2990.71,3426.96,0.67,3638.7,0.67,4814.96,2138.85,3513.04,0\\r\\n15666,2279,60,Male,0,self_employed,1629,3,1448,56,2720,2720,2601.72,2278.42,0.66,286.37,0.66,0.66,2720,2692.35,0\\r\\n15667,4337,42,Male,4,self_employed,15,2,288,3,2203.11,6738.38,11654.32,5882.05,152934.86,12809.73,4079.96,3857.31,26068.11,5258.53,0\\r\\n15668,2119,39,Male,0,self_employed,1400,2,4212,,3692.21,3692.21,6411.1,7916.8,0.13,0.13,0.13,4285.84,3692.21,7563.17,1\\r\\n15669,2394,44,Female,0,self_employed,146,1,354,112,3945.92,3924.48,4381.54,4536.55,0.4,0.4,992.91,891.85,3928.4,4297.45,0\\r\\n15670,3532,73,Female,0,self_employed,621,2,208,164,2523.62,2532.92,2533.52,2540.42,0.47,0.47,9.77,9.77,2526.18,2533.86,0\\r\\n15671,1397,43,Female,0,self_employed,15,2,890,91,1736.74,1736.74,1736.74,1238.46,0.19,0.19,0.19,0.19,1736.74,1736.74,0\\r\\n15672,4722,53,Female,0,self_employed,169,2,33,26,1626.52,1887.24,1647.42,2455.51,315.34,339.63,571.77,157.49,1803.74,1910.9,0\\r\\n15673,5051,45,Male,0,self_employed,52,3,654,26,557.14,2244.66,1544.19,626.73,714.6,714.6,2357.46,378.89,1252.54,2011.31,0\\r\\n15675,2784,45,Male,0,self_employed,69,3,858,256,3622.79,3642.33,3740.24,4000.58,0.09,0.09,0.09,161.87,3628.92,3764.21,0\\r\\n15676,2629,21,Male,0,student,15,2,69,91,7473.06,7473.06,7510.6,5961.56,0.69,0.69,0.69,0.69,7473.06,7473.06,0\\r\\n15677,2649,32,Male,0,salaried,445,3,948,25,2984.39,2770.09,2981.69,2656.14,246.16,158.14,28.86,0.29,2970.72,2740.36,0\\r\\n15678,4886,47,Male,3,self_employed,1525,3,1235,6,3182.25,2295.55,3875.9,11477.08,106.98,86.26,1038.24,1620.58,2440.77,3361.59,0\\r\\n15679,2884,57,Female,0,self_employed,617,2,229,124,1814.01,1864.11,1544.55,1209.08,0.56,0.56,24.7,11.41,1827.67,1735.77,0\\r\\n15680,2462,47,Male,2,salaried,1195,2,1331,21,4165.58,3616.51,3278.08,4903.15,571.89,1000.46,14.74,14.74,4042.31,3021.58,0\\r\\n15681,1002,8,Male,0,student,334,2,2590,,18571.97,18571.97,20534.34,20574.16,0.54,0.54,0.54,0.54,18571.97,18571.97,0\\r\\n15682,1428,39,Male,0,salaried,531,3,708,24,471.62,413.34,2250.46,1391.33,1226.31,0.67,7.96,1389.23,469.61,842.41,1\\r\\n15683,1301,65,Female,0,self_employed,623,2,218,13,4819.16,4247.73,2804.14,1481.73,571.94,3543.37,0.51,3591.94,4523.59,1745.38,0\\r\\n15684,3121,70,Female,0,self_employed,1020,3,5,,2089.05,2124.15,3200.12,2140.94,0.07,0.07,0.07,0.07,2096.72,3668.87,0\\r\\n15685,2305,9,Male,0,student,146,3,1206,120,2810.65,3097.47,1896.52,945.77,0.26,0.26,0.26,0.26,2810.65,1816.28,0\\r\\n15686,3499,41,Male,0,retired,1294,2,150,,9074.47,9074.47,9074.47,9017.11,0.69,0.69,0.69,0.69,9074.47,9074.47,0\\r\\n15687,1323,30,Female,0,self_employed,1043,2,2037,361,4442.01,4442.01,4442.01,4412.82,0.67,0.67,0.67,0.67,4442.01,4442.01,0\\r\\n15688,4724,65,Male,0,retired,407,1,200,0,20255.51,35076.14,25462.99,2338.09,2247.99,1380.76,17125.76,966.03,30898.66,34524.81,0\\r\\n15689,1609,43,Female,1,salaried,1366,2,1412,9,16631.94,15922.13,15667.05,14692.04,812.64,886.93,102.83,352,16270.98,15456.32,0\\r\\n15690,6223,58,Male,0,self_employed,834,1,2754,94,13137.97,13137.97,13982.82,11544.99,0.21,0.21,0.21,1428.79,13137.97,14243.96,1\\r\\n15691,4664,37,Female,0,self_employed,146,3,80,21,3916.31,3887.23,2977.57,306.89,428.84,428.84,0.27,5.67,4066.83,4026.16,0\\r\\n15692,507,31,Female,,self_employed,146,1,53,,1462.47,1462.47,1462.47,1451.76,0.67,0.67,0.67,0.67,1462.47,1462.47,0\\r\\n15693,2103,7,Female,0,student,15,1,299,61,2746.35,2746.35,2729.76,2636.69,0.44,0.44,0.44,0.44,2746.35,2746.35,0\\r\\n15694,2630,27,Male,0,salaried,759,3,518,59,1.15,2896.63,2585.98,4172.37,0.27,14.56,4313.7,4114.56,952.16,5349.17,1\\r\\n15695,724,63,Male,,retired,146,3,1373,243,24415.65,24415.65,24414.85,24260.56,0.09,0.09,0.09,0.09,24415.65,24415.65,0\\r\\n15696,7436,84,Male,0,retired,1020,2,2,24,5524.62,5427.51,5373,5034.12,97.39,133.47,0.27,0.27,5511.23,5397.43,0\\r\\n15697,5331,87,Male,0,retired,1020,1,114,62,5706.42,5706.42,5692.94,5609.3,0.04,0.04,0.04,0.04,5706.42,5706.42,0\\r\\n15698,2656,47,Male,1,salaried,1096,1,586,7,11.86,237.72,32313.88,4175.83,2144.62,2858.94,309.16,400329.51,90.58,79060.6,1\\r\\n15699,999,27,Female,0,self_employed,1582,3,1692,26,1067.81,1266.04,1496.98,7506.92,643.29,0.43,929,0.43,1239.25,1290.43,1\\r\\n15700,2775,47,Male,4,self_employed,1494,3,67,45,1673.55,2059.81,3471.66,1496.99,0.26,571.69,1303.66,1829.53,2352.11,2947.86,1\\r\\n15702,780,69,Female,0,self_employed,834,3,1929,80,781.49,1555.28,1593.36,1326.55,0.23,0.23,1193.15,756.19,1283.58,1620.07,0\\r\\n15703,2653,53,Male,0,self_employed,334,1,1225,5,6390.73,4563.56,4907.58,2224.59,2317.67,586.82,473.61,533.84,5584.42,4618.57,0\\r\\n15705,4821,42,Male,0,self_employed,656,3,1391,25,11471.84,10529.78,11230.53,10186.06,1762.06,1762.06,1023.75,2135.95,11706.46,10708.54,0\\r\\n15706,2918,44,Male,0,salaried,1020,2,582,12,11251.15,12323.15,11132.32,7598.38,0.55,0.5,1937.03,0.5,11970.94,11099.94,0\\r\\n15707,6930,71,Male,3,self_employed,965,2,1221,0,13054.89,12959.6,12758.11,12012.36,370.17,640.17,614.46,414.46,13004.62,12765.14,0\\r\\n15708,736,39,Male,0,self_employed,1558,2,1856,20,14984.9,15659.91,17076.57,19594.82,244.43,0.37,461.48,3105.8,15075.6,17412.69,0\\r\\n15709,1847,39,Male,0,self_employed,914,3,2087,109,9125.76,9257.99,11763.83,5209.51,0.59,0.59,0.59,4286.3,9171.45,12575.96,0\\r\\n15710,2128,31,Female,0,self_employed,318,2,107,186,2574.39,2574.39,2574.39,2557,0.67,0.67,0.67,0.67,2574.39,2574.39,0\\r\\n15711,2277,59,Male,0,self_employed,1271,3,1698,21,5206.37,3996.37,3872.02,4707.2,1429.26,1429.1,219.1,0.53,5272.99,3085.18,1\\r\\n15712,518,34,Male,2,self_employed,179,2,641,38,2371.94,3303.37,3424.82,4335.92,0.04,321.47,1314.33,671.47,2935.19,3666.91,0\\r\\n15713,1592,90,Female,0,self_employed,1020,2,84,90,5933.54,5933.54,5932.62,5173.84,0.5,0.5,0.5,0.5,5933.54,5933.54,0\\r\\n15714,2333,41,Female,0,self_employed,1232,3,962,196,2674.16,3402.73,3357.87,3376.07,0.01,0.01,714.3,0.01,3245.1,3407.34,1\\r\\n15715,2419,61,Female,0,salaried,1235,3,1117,,3566.7,3595.43,3619.52,3682.92,0.44,0.44,0.44,0.44,3591.95,3618.93,0\\r\\n15716,401,61,Male,0,self_employed,872,3,2951,298,77.2,148.63,3993.44,12885.34,0.01,0.01,71.44,328.59,89.52,182.73,0\\r\\n15717,1735,41,Female,0,self_employed,688,2,763,173,3670.96,3670.96,3670.96,3590.71,0.29,0.29,0.29,0.29,3670.96,3670.96,0\\r\\n15718,1338,32,Male,0,self_employed,1081,3,1692,89,5720.43,5720.43,5700.46,3838.88,0.34,0.34,0.34,0.34,5720.43,5720.43,0\\r\\n15719,2454,48,Female,0,salaried,146,2,714,40,5798.83,3939.92,4948.45,4177.44,0.4,286.11,1791.37,2171.83,5723.5,5112.53,0\\r\\n15720,252,62,Male,,retired,797,3,4151,46,201.33,5487.05,2106.81,643.38,0.19,474.13,5285.9,0.19,201.33,5288.3,1\\r\\n15721,2657,81,Female,0,self_employed,1232,3,427,0,148210.21,32456.02,70729.64,25903.6,396058.79,23923.79,0.23,108503.04,87211.21,45061.42,0\\r\\n15722,1879,81,Female,0,self_employed,1096,2,1001,14,7028.6,6895.55,6457.9,5564.65,133.49,9645.49,0.43,8571.86,6964.37,6586.6,0\\r\\n15723,2245,45,Male,0,self_employed,694,2,1420,173,144.13,1272.71,2217.69,6229.12,0.57,0.57,1129.14,312.01,299.8,1533.92,1\\r\\n15724,656,66,Male,,retired,1058,3,1455,168,83227.59,82867.06,84879.1,85997.44,0.54,0.54,0.54,4286.26,83202.72,84251.39,0\\r\\n15725,3171,49,Male,0,self_employed,745,3,127,,5831.8,5831.8,5831.8,5788.32,0.43,0.43,0.43,0.43,5831.8,5831.8,0\\r\\n15726,2172,59,Male,0,salaried,,3,203,61,770.83,13390.56,12532.45,499.39,0.46,0.46,12857.6,4286.17,11779.87,13206.97,1\\r\\n15727,934,69,Male,0,retired,743,2,270,,917.56,931.85,1652.61,2595.83,0.11,0.11,0.11,1214.4,925.93,1840.6,1\\r\\n15728,1947,25,Female,0,student,828,3,1542,209,1598.82,2252.81,2332.85,776.56,0.5,0.5,426.93,17.64,2101.83,2331.86,1\\r\\n15730,4724,62,Female,0,self_employed,409,1,120,,12856.63,12856.63,12856.63,12798.13,0.33,0.33,0.33,0.33,12856.63,12856.63,0\\r\\n15731,3409,43,Male,3,self_employed,1190,2,436,7,3989.4,2818.38,3809.68,5645.05,7143.09,0.23,8442.97,1300.11,4771.42,3134.03,0\\r\\n15733,1264,35,Male,0,self_employed,1020,2,567,20,292.42,15286.4,11061.82,2296.74,642.93,642.93,15636.91,653.11,6536.54,15438.09,1\\r\\n15734,1956,41,Male,0,self_employed,222,3,916,54,10.2,10.2,2285.71,25.86,0.41,12058.7,0.41,12128.99,10.2,6763.01,1\\r\\n15735,4938,56,Female,0,salaried,959,3,1572,7,2391.91,2109.15,2693.74,3007.99,1453.17,1514.74,656,1547.89,2628.73,2472.78,0\\r\\n15736,1315,34,Male,0,self_employed,89,3,2550,91,4464.38,4497.08,4942.49,3769.73,0.16,0.16,0.16,0.16,4472.28,4497.85,0\\r\\n15737,772,11,Female,0,student,1329,2,2836,,3854.78,3854.78,3854.78,3830.48,0.54,0.54,0.54,0.54,3854.78,3854.78,0\\r\\n15739,1177,38,Female,0,self_employed,146,2,1047,21,2179.72,1822.58,1762.77,750.26,357.5,357.5,0.36,38.41,2081.2,1784.25,0\\r\\n15740,1392,36,Male,0,salaried,1020,1,542,0,156841.54,114770.01,99040.35,29116.57,40110.9,74059.44,2797.9,5745.48,137572.38,118008.27,0\\r\\n15741,366,70,Male,0,self_employed,426,1,2891,0,35851.83,62923.26,61014.39,54408.43,6500.01,0.01,33571.44,0.01,57196.66,62923.26,1\\r\\n15742,4009,54,Female,0,retired,1232,2,29,5,2749.12,2672.05,2759.68,7540,205.05,0.33,163.35,155.44,2628.46,2709.45,0\\r\\n15743,2721,45,Male,0,salaried,1032,2,381,11,8182.07,23072.49,18306.46,14486.95,1428.79,0.21,0.21,0.21,17550.18,23235.71,0\\r\\n15745,2442,32,Male,0,salaried,334,2,541,21,10434.93,9290.53,9287.45,6107.18,1.21,0.63,506.8,300.69,9848.02,9496.22,0\\r\\n15746,468,60,Male,,self_employed,1046,3,2451,12,2912.39,5698.39,2353.11,654.25,7166.69,15564.5,2717.04,8572.82,3120.65,3726.36,1\\r\\n15747,5296,52,Female,0,self_employed,1020,2,60,0,193.48,9484.99,6962.82,6899.86,18458.06,10304.47,1816.01,3199.79,11446.78,6899.45,1\\r\\n15748,403,42,Male,3,self_employed,1096,2,1408,23,395.43,1792.57,2396.41,4004.59,31.8,143.23,1428.94,410.37,1473.75,1766.53,1\\r\\n15749,774,31,Male,,self_employed,905,2,1320,6,1144.14,901.28,1890.68,1649.95,7400.46,257.6,7143.31,0.46,1937.24,1730.77,1\\r\\n15750,1442,35,Female,0,self_employed,1076,2,542,73,14018.36,14018.36,10882.61,0.12,0.11,0.11,0.11,0.11,14018.36,14018.36,0\\r\\n15751,2801,31,Male,0,salaried,,3,452,206,3582.33,3698.04,3299.51,1775.04,0.23,0.23,3143.09,0.23,4538.24,2688.11,0\\r\\n15752,2511,36,Male,0,salaried,905,2,1390,32,11320.12,11320.12,10945.77,7714.44,0.19,64.47,0.19,0.19,11320.12,11264.13,0\\r\\n15753,1916,63,Male,3,self_employed,1540,3,1538,21,2495.14,3588.78,2545.4,2295,500.47,2857.61,131.79,131.79,2594.26,2872.73,0\\r\\n15754,775,74,Male,0,self_employed,878,3,1716,219,2263.93,2263.93,2263.93,2239.46,0.66,0.66,0.66,0.66,2263.93,2263.93,0\\r\\n15755,4423,52,Male,2,self_employed,1597,2,170,9,11705.46,10594.41,10306.91,6825.03,1116.53,1056.84,0.57,56.84,11364.57,10311.3,0\\r\\n15757,1201,71,Male,0,retired,1034,2,3668,33,5682.75,5705.42,4632.2,2816.54,0.14,14.43,0.14,98.73,5695.56,5728.28,0\\r\\n15758,2198,46,Male,3,self_employed,15,1,48,6,1381.91,1373.13,3350.22,2657.14,8886.04,43214.61,140958.67,42359.53,2532.16,3411.16,0\\r\\n15759,949,66,Male,0,self_employed,630,3,1405,97,1072.87,1328.69,2689.17,570.9,0.53,0.53,0.53,0.53,1260.03,1476.15,0\\r\\n15760,1759,63,Female,0,self_employed,,3,1319,69,1071.69,1428.83,1457.03,910.88,0.26,0.26,357.4,0.26,1416.51,1428.83,1\\r\\n15761,476,26,Female,0,self_employed,1525,3,1077,27,1453.73,1448.13,1435.09,1502.16,171.8,171.8,166.2,168.94,1453.54,1436.89,0\\r\\n15762,718,36,Male,0,self_employed,349,2,1638,357,3863.73,4685.76,5544.83,2809.24,0.41,0.41,822.44,1286.67,4269.05,5052.46,0\\r\\n15763,376,37,Male,,self_employed,132,3,2994,56,18.17,4103.88,2783.54,5046.65,0.31,714.6,4071.74,143.17,2692.06,4054.58,1\\r\\n15764,1800,30,Male,1,self_employed,491,3,279,21,1869.23,1654.94,1597.18,824.98,357.3,357.3,143.01,175.64,1829.82,1559.88,0\\r\\n15765,766,47,Male,2,salaried,334,3,1225,326,735.54,975.82,3057.23,4057.87,0.1,0.1,0.1,1428.66,875.82,1260.07,0\\r\\n15766,2509,38,Male,2,salaried,1525,3,38,102,21677.86,20334,18620.19,18879.25,0.56,0.56,332.64,980.53,19275.72,18359.45,0\\r\\n15767,949,19,Male,0,student,146,2,53,,1605.77,1462.91,1487.54,1454.62,0.37,0.37,0.37,0.37,1536.81,1462.91,0\\r\\n15768,2970,37,Male,0,salaried,1020,3,410,32,19194.24,35481.59,26467.57,30221.49,0.24,14293.07,2000.24,291.17,22160.32,22660.39,1\\r\\n15769,5064,71,Female,0,self_employed,623,2,521,,2045.95,1401.36,1498.68,774.13,0.63,0.63,116.34,2088.07,1650.92,1368.31,0\\r\\n15770,2314,51,Male,0,self_employed,598,2,943,320,1966.86,1966.86,1966.86,2750.62,0.53,0.53,0.53,0.53,1966.86,1966.86,0\\r\\n15771,5268,40,Male,0,self_employed,996,3,1306,94,8438.01,8495.46,8608.35,10177.01,0.19,0.19,57.63,340.93,8445.52,8539.42,0\\r\\n15772,2573,51,Male,1,salaried,834,2,469,17,632.98,2140.12,2451.21,1836.96,64.66,32.51,1571.8,1516.14,1614.26,3475.06,0\\r\\n15773,3467,36,Female,0,self_employed,146,1,2377,39,2565.03,2596.58,3076.13,6591.23,0.14,20.09,31.69,61.44,2590.05,2605.41,1\\r\\n15774,2235,56,Male,0,self_employed,886,3,1905,32,2794.44,3106.08,2158.96,573.28,0.67,1429.24,0.67,0.67,2954.74,1817.71,0\\r\\n15775,570,51,Male,0,self_employed,575,3,622,30,2510.66,2510.66,1797.29,1466.29,0.29,1786,0.29,614.57,2510.66,1541.99,0\\r\\n15776,2491,43,Male,0,self_employed,774,2,732,208,2574.25,2574.25,2098.06,2193.35,0.11,0.11,0.11,642.97,2574.25,2677.93,0\\r\\n15777,3294,52,Male,0,self_employed,1020,2,522,4,13366.93,14377.31,14394.13,14085.08,800.26,0.26,383.89,686.54,13844.76,14509.07,0\\r\\n15778,1194,90,,,self_employed,1239,3,2804,33,2245.08,2245.08,1685.79,694.25,0.63,4286.34,0.63,0.63,2245.08,1203.68,1\\r\\n15779,1739,49,Male,0,salaried,1525,3,86,0,5567.89,4828.48,2166.86,3265.87,4791.82,4364.44,621.07,658.84,2548.54,1804.77,0\\r\\n15780,4316,65,Male,0,retired,,2,1972,0,5929.21,4762.19,5025.01,3186.54,1597.28,302.77,421.33,30.55,5822.86,4762.19,0\\r\\n15781,2826,44,Male,0,salaried,531,3,433,17,3243.43,3664.39,3478.9,2859.61,717.4,745.99,1281.22,703.73,3153.94,3891.72,0\\r\\n15782,2042,32,Male,0,salaried,1525,2,1085,7,1692.12,1634.63,1689.4,2565.63,126.27,0.11,26.49,44.09,1708.57,1663.39,0\\r\\n15783,1513,36,Female,0,self_employed,1096,2,304,9,10867.19,4787.72,5604,4102.05,5775.14,0.39,0.39,0.39,7236.57,4787.72,0\\r\\n15784,1108,64,Male,0,retired,154,3,658,,4772.42,4772.42,4927.92,5855.91,0.4,0.4,0.4,343.26,4772.42,4872.42,0\\r\\n15785,5483,16,Male,0,self_employed,1096,2,91,7,3397.83,3397.83,3716.23,5351.24,285.93,285.93,0.21,0.21,3417.54,3499.22,0\\r\\n15786,1684,36,Female,0,salaried,334,3,1880,202,4103.1,4103.1,4103.1,4154.45,0.63,0.63,0.63,0.63,4103.1,4103.1,0\\r\\n15787,3216,46,Male,0,self_employed,334,1,10,33,5596.19,9173.29,4459.21,9051.92,0.7,10000.7,3577.8,5714.99,7518.16,3044.26,0\\r\\n15788,4875,53,Female,0,self_employed,848,3,1846,59,2344.5,2344.5,2201.79,1896.16,0.2,467.94,0.2,28.76,2344.5,2355.56,0\\r\\n15789,4941,46,Male,0,self_employed,575,2,90,52,215.36,213.14,2133.69,4367.07,0.4,786.11,0.4,4143.26,215.13,2231.57,0\\r\\n15790,4053,39,Male,0,salaried,1020,3,114,6,2002.72,2837.21,1976.93,18556.34,718.89,2883.22,1692.96,2255.81,2349.36,1630.98,0\\r\\n15791,1648,44,Female,0,self_employed,905,1,1320,13,1442.99,4728.71,4457.72,4892.86,285.94,0.23,3571.66,0.23,4127.72,4728.71,1\\r\\n15792,5303,74,Female,0,retired,1020,1,541,11,2036.99,1914.39,1780.2,2387.37,196.87,166.73,105.53,175.52,1949.87,1742.45,0\\r\\n15793,2073,16,Female,0,student,575,2,500,,2314.39,1957.25,2479.9,2518.39,0.5,0.5,0.5,1000.5,2203.55,2688.12,0\\r\\n15794,1073,26,Female,0,self_employed,15,2,300,14,250.42,1462.82,1884.2,3223.15,5714.43,285.86,6926.83,2154.04,817.62,1503.97,0\\r\\n15795,980,28,Male,1,self_employed,1020,2,3354,10,1682.54,4303.74,3441.15,1158.96,7.44,0.07,2628.64,354.01,2173.24,4372.25,1\\r\\n15796,310,57,Male,0,salaried,1096,2,273,161,1357.59,1357.59,1464.58,1610.49,0.44,0.44,0.44,0.44,1357.59,1357.59,0\\r\\n15797,3201,64,Male,0,self_employed,1020,2,667,0,7931.87,87775.89,68170.4,107029.68,283196.17,15.21,93039.38,102857.36,38681.48,91462.52,1\\r\\n15798,6005,39,Male,0,self_employed,1150,2,154,77,3738.86,4270.23,4531.13,5096.69,0.69,0.69,286.4,0.69,3798.07,4298.74,0\\r\\n15799,1234,37,Female,0,self_employed,1525,3,1333,18,225.94,888.6,4034.59,2639.79,42840.11,0.11,58806.64,0.11,5248.6,1520.85,1\\r\\n15800,712,51,Male,,salaried,1262,2,215,11,10251.2,8157.63,7526.85,7177.92,2179.77,2154.06,0.49,43.34,9018.52,6894.84,0\\r\\n15801,1900,26,Male,0,student,1096,2,587,86,4892.11,4892.11,4889.27,5132.43,0.26,0.26,0.26,0.26,4892.11,4892.11,1\\r\\n15802,4808,52,Male,2,self_employed,956,2,94,4,1828.3,1898.73,2181.49,2033.86,1.66,0.66,0.66,927.83,1874.24,2318.87,0\\r\\n15803,636,30,Male,0,self_employed,891,3,360,18,1175.16,1617.74,1879.74,1563.59,0.58,1611.8,370.97,1876.34,1330.52,2237.47,1\\r\\n15804,671,28,Male,,self_employed,868,2,3128,28,2156.3,2170.49,2411.82,3293.9,0.42,12.2,0.33,0.33,2164.18,2177.11,0\\r\\n15805,712,65,Male,,self_employed,145,3,1366,341,4994.82,4994.82,4994.82,4963.18,0.27,0.27,0.27,0.27,4994.82,4994.82,0\\r\\n15806,298,20,Female,,self_employed,1096,2,92,45,5496.81,5918.93,5904.87,4525.03,0.13,6142.99,422.24,8571.56,5818.16,6366.16,0\\r\\n15807,3205,47,Female,0,self_employed,409,1,144,115,3679.82,3465.22,3268.94,5010.3,0.29,0.29,0.29,0.29,3337.44,3105.76,0\\r\\n15808,2902,33,Female,1,student,745,1,127,21,39.61,3579.62,4159.14,4668.94,321.47,7464.33,10285.76,7142.9,3690.31,3517.41,1\\r\\n15809,3603,47,Female,0,self_employed,1020,3,288,9,890.74,1399.44,1798.86,2537.92,815.32,770.8,1295.46,143.19,1111.83,1185.37,0\\r\\n15810,2109,34,Female,0,self_employed,834,3,593,27,5620.5,4962.46,4223.99,5089.8,168.39,2077.96,1621.64,174.5,5900.47,3185.73,0\\r\\n15811,2404,36,Male,2,self_employed,1494,3,209,203,19764.87,19766.51,19766.06,19698.33,0.03,0.03,0.03,0.03,19765.15,19766.51,1\\r\\n15812,811,38,Male,2,self_employed,834,1,2114,23,23183.12,1611.69,12680.72,17130.09,35714.43,2143,14143,3428.71,28860.46,2675.67,1\\r\\n15813,2151,71,Female,0,self_employed,834,2,219,41,6818.48,60598.8,16790.77,1432.59,0.69,74563.27,52857.83,14300.69,20559.18,27916.53,0\\r\\n15814,5758,17,Female,0,self_employed,834,2,40,328,2014.2,2014.2,2014.2,2001.45,0.69,0.69,0.69,0.69,2014.2,2014.2,0\\r\\n15815,2302,25,Male,0,self_employed,834,2,428,0,7918.62,8096.64,8563.25,11422.62,295.83,286.4,10.11,197.19,7937.04,8318.45,0\\r\\n15816,2738,76,Male,0,retired,491,1,396,133,4999.1,4999.1,5546.41,6435.23,0.4,0.4,0.4,0.4,4999.1,5567.56,0\\r\\n15817,1571,69,Female,0,self_employed,834,2,1231,110,2512.97,3984.4,3643.82,4160.17,0.53,0.53,1429.1,0.53,2911.5,3988.55,0\\r\\n15818,4734,42,Female,0,self_employed,1020,1,667,27,4585.28,90718.5,56742.07,27126.2,711.86,152699.25,117143.29,15429,81627.94,60322.24,0\\r\\n15819,2254,70,Female,0,self_employed,1096,2,584,105,2869.39,2869.39,2869.39,2531.69,0.66,0.66,0.66,0.66,2869.39,2869.39,0\\r\\n15820,2432,43,Male,0,self_employed,295,3,1598,23,5935.77,4507.2,3104.91,326.03,1500.04,7142.9,142.9,2880.93,5706.71,3362.79,0\\r\\n15821,4514,74,Male,0,retired,1180,2,116,98,3649.7,11406.85,9594.59,11257.06,0.26,0.26,7757.4,0.26,5958.57,11406.85,1\\r\\n15822,3309,43,Male,0,salaried,395,2,151,18,2977.28,2743.22,3441.42,4225.04,3.73,0.23,153.28,1624.32,3055.83,3106.25,0\\r\\n15823,3425,43,Female,0,self_employed,1096,3,482,104,10762.6,11048.31,11040.16,3968.32,0.24,0.24,0.24,0.24,10802.01,11085.18,0\\r\\n15824,3070,43,Female,0,self_employed,1020,1,145,12,2773.38,2783.79,3792,5502.02,1260.21,346.39,1500.1,14.37,2398.62,2752,0\\r\\n15825,535,36,Male,,salaried,146,2,133,161,2339.08,1100.78,1518.16,1783.46,0.07,0.07,0.07,442.93,1752.73,1376.52,0\\r\\n15826,3651,84,Male,0,retired,1020,3,277,25,1452.24,2494.33,2386.4,2700.43,360.24,355.23,1828.81,728.81,1477.76,2809.95,0\\r\\n15827,2331,90,Male,0,self_employed,762,2,2376,35,399769.1,399769.1,337827.16,179610.9,0.46,61943.31,0.46,0.46,399769.1,361600.43,0\\r\\n15828,1133,23,Male,0,student,1070,3,571,40,1469.27,2186.44,1733.11,504.04,0.63,713.49,717.8,332.34,1520.72,1956.81,0\\r\\n15829,2201,69,Female,0,self_employed,834,2,106,259,8860.03,8860.03,8860.03,8810.68,0.04,0.04,0.04,0.04,8860.03,8860.03,0\\r\\n15830,2362,63,Female,0,self_employed,1232,1,7,63,3943.44,3943.44,4188.45,621.42,0.19,0.19,0.19,0.19,3943.44,3943.44,1\\r\\n15831,2768,35,Male,0,self_employed,146,3,714,0,1646.66,5527.04,4415.7,2884.37,1457.61,2125.81,8091.69,3691.97,2462.01,5380.39,1\\r\\n15832,1723,34,Female,0,self_employed,1096,3,924,141,1902.21,1673.64,1933.86,1797.85,0.26,0.26,571.69,426.47,2267.73,1781.34,0\\r\\n15833,455,55,Male,1,salaried,623,3,1293,31,3020.84,3036.64,1726.97,774.56,0.06,1057.2,657.2,1222.91,2135.92,1636.28,0\\r\\n15834,591,61,Female,,self_employed,436,2,3505,322,3014.02,3028.31,2923.48,3019.79,0.64,0.64,0.64,0.64,3015.5,3001.3,0\\r\\n15835,3110,36,Female,0,self_employed,575,3,622,37,764.74,873.67,1460.43,906.57,0.14,4518.4,0.14,4928.71,789.56,2176.38,0\\r\\n15836,1260,90,Male,0,self_employed,1608,2,694,46,115523.82,115523.82,123643.97,186085.69,0.7,2429.27,0.7,0.7,115523.82,114611.38,0\\r\\n15837,1910,53,Male,2,salaried,1096,2,280,26,66818.37,58707.78,55258.35,4979.53,0.5,0.88,7230.64,9958.09,57489.78,66268.93,0\\r\\n15838,2969,37,Male,0,salaried,1020,2,2,3,14190.86,20382.52,17579.25,18034.83,3890.53,9194.3,6870.18,8057.56,14714.18,17066.51,0\\r\\n15839,774,43,Male,2,self_employed,651,3,2805,39,6590.4,11161.97,9054.19,4249.36,0.57,4286.29,4574.47,4724.47,8034.75,10037.78,1\\r\\n15840,5556,51,Female,2,self_employed,1020,2,102,4,29957.19,28259.16,31709.26,34581.09,2751.49,3588.93,4920.41,10253.47,30664.43,29260.15,0\\r\\n15841,1919,66,Male,0,retired,1020,2,1027,18,2614.93,2627.53,2635.34,1804,64.99,104.73,71.69,128.83,2631.51,2599.86,0\\r\\n15842,4195,64,Male,2,self_employed,161,2,209,149,5279.88,5279.88,5279.88,4542.79,0.69,0.69,0.69,0.69,5279.88,5279.88,0\\r\\n15843,800,40,Male,2,self_employed,65,2,183,18,6635.95,7064.52,4104.1,1502.07,2857.64,7143.36,3229.07,2619.58,6647.28,3386.98,0\\r\\n15844,2010,68,Male,0,retired,1574,2,570,23,2970.57,2820.98,2903.41,2973,166.43,9454.25,0.21,9749.55,2944.78,2836.75,0\\r\\n15845,4598,42,Male,2,self_employed,1096,3,598,98,2204.08,2200.68,2205.92,2124.91,0.29,0.29,0.29,7.43,2204.08,2207.59,0\\r\\n15846,2608,49,Male,0,salaried,623,3,1031,23,4495.6,4496.67,4503.31,4506.25,0.21,0.21,5.01,11.11,4500.03,4502.41,0\\r\\n15847,1582,50,Female,0,self_employed,1020,3,1573,18,3383.25,2883.25,2828.17,788.18,500.39,0.39,0.39,0.39,3193.59,2883.25,0\\r\\n15848,1703,37,Male,0,self_employed,759,3,1630,35,4311.03,4305.32,1861.7,703.43,0.64,4269.21,0.64,14.93,4308.18,1245.74,0\\r\\n15849,2239,43,Female,0,self_employed,1494,1,1416,35,5267.81,5282.09,4565.91,1654.56,0.39,4286.1,0.39,3379.96,5272.24,4445.85,1\\r\\n15850,1066,58,Male,0,salaried,1150,2,2101,40,6253.77,14697.98,5878.44,1617.85,0.41,14571.84,8132.4,275.26,10709.03,6060.78,0\\r\\n15851,1387,63,Male,0,self_employed,38,3,1881,0,57589.91,51229.89,51299.52,48788.73,6357.41,0.27,0.27,0.27,51449.79,51226.08,0\\r\\n15852,4965,52,Male,0,salaried,,3,144,102,1698.54,1701.69,1707.55,1429.05,0.6,0.6,0.6,0.6,1701.04,1703.35,0\\r\\n15853,478,21,Male,,student,334,2,2590,135,1764.16,1764.16,1764.16,951.61,0.5,0.5,0.5,0.5,1764.16,1764.16,0\\r\\n15854,3449,64,Female,0,self_employed,1020,2,159,5,25853.22,24119.5,24299.19,22681.41,2402.61,0.07,428.64,0.07,24507.76,24119.5,0\\r\\n15855,3290,63,Male,0,salaried,409,2,247,269,3486.07,3483.85,3483.14,3455.22,0.13,0.13,0.13,0.13,3485.84,3483.3,0\\r\\n15856,816,63,Female,0,self_employed,623,3,472,191,2945.47,2959.76,3017.43,3140.53,0.14,0.14,0.14,0.14,2958.77,2972.2,0\\r\\n15857,1154,48,Female,0,self_employed,647,2,869,264,4311.1,4739.67,4724.9,4724.08,0.34,0.34,0.34,0.34,4695.34,4739.67,0\\r\\n15858,1680,58,Male,0,salaried,1096,2,1565,4,495.66,1618.15,1486.19,928.22,985.46,2865.54,2069.56,3598.6,844.06,1737.2,1\\r\\n15859,1208,64,Male,0,retired,1638,3,2151,53,2368.95,2368.95,2035,1308.05,0.41,1037.56,0.41,71.84,2368.95,2225.81,0\\r\\n15860,6746,64,Female,0,self_employed,1020,1,19,58,18046.16,18046.16,17677.41,15622.76,0.31,3109.79,0.31,0.31,18046.16,17745.24,0\\r\\n15861,398,23,Female,,student,706,2,426,52,431.15,1018.04,2534.5,685,0.29,15.18,1.41,5000.29,895.73,5277.35,0\\r\\n15862,1593,48,Male,3,self_employed,334,2,136,19,2550.23,2069.82,3576.28,6141.17,2857.27,2142.99,709.28,1248.64,2773.62,4148.46,0\\r\\n15863,2115,71,Male,0,self_employed,848,2,1846,,1973.65,1973.65,1973.65,1961.15,0.39,0.39,0.39,0.39,1973.65,1973.65,0\\r\\n15864,3160,13,Female,0,student,649,2,54,325,4007.96,4079.38,4148.46,4334.49,0.31,0.31,0.31,0.31,4076.92,4148.51,0\\r\\n15865,2768,68,Male,1,self_employed,617,2,229,41,356.45,10356.45,4891.15,859.56,0.57,8572,10000.57,0.57,6908.18,5103,1\\r\\n15866,2270,25,Female,0,student,575,2,1202,19,5876.69,5576.6,5476.73,7448.79,436.31,707.74,131.29,271.83,5811.74,5335.19,0\\r\\n15867,3950,47,Male,2,self_employed,1621,1,50,0,11926.87,9253.57,6713.35,5808.72,26115.73,9634.76,12468.83,6010.49,11062.86,4308.29,0\\r\\n15868,1491,63,Male,1,self_employed,485,3,823,21,2519.01,2493.14,2501.76,2276.56,143.19,0.33,0.33,0.33,2492.6,2495.69,1\\r\\n15869,684,32,Male,0,self_employed,177,2,800,105,4221.56,4221.56,5666.36,4977.55,0.44,0.44,0.44,2500.44,4221.56,6037.17,0\\r\\n15870,3413,41,Male,2,self_employed,146,1,261,68,3108.15,2069.37,3078.81,1756.63,0.2,0.2,0.2,1104.05,2276.76,4590.91,0\\r\\n15871,1474,66,Male,0,retired,334,3,2770,0,1447.07,1988.18,2222.92,3381.33,4778.55,857.23,2914.37,695.14,2323.73,2099.9,0\\r\\n15872,1148,49,Male,2,self_employed,15,3,889,48,2935.18,3140.68,3012.4,1593.63,0.3,4366.13,209.01,4543.01,2963.86,3296.12,0\\r\\n15873,1503,52,Female,0,salaried,1096,3,363,58,1150.88,3595.39,2720.13,1642.58,0.61,1087.12,2143.47,0.61,1910,3479.77,0\\r\\n15874,1046,31,Female,0,salaried,1388,3,2479,11,5585.59,5501.21,5669.06,5430.12,297.9,257.57,213.52,202.59,5715.08,5603.56,0\\r\\n15875,2478,45,Female,0,self_employed,1020,1,1230,86,26679.38,29011.4,28461.62,23117.01,0.41,0.41,144.7,143.27,28277.2,29005.55,0\\r\\n15876,1133,36,Male,2,self_employed,,2,612,55,935.47,1621.64,1452.68,2194.62,0.31,1071.74,153.4,153.4,1297.1,1664.19,0\\r\\n15877,662,42,Female,0,self_employed,834,1,40,32,9352.77,9303.73,3587.49,825.71,0.07,9071.5,0.07,0.07,9297.66,1126.82,0\\r\\n15878,970,28,Male,0,salaried,19,3,3199,122,2859.52,2859.52,2859.52,2542.81,0.54,0.54,0.54,0.54,2859.52,2859.52,0\\r\\n15879,3232,58,Female,0,salaried,500,2,301,,1855.63,1855.63,1858.7,1877.49,0.53,0.53,0.53,0.53,1855.63,1855.63,0\\r\\n15880,1105,72,Male,0,retired,1020,2,501,4,26993.09,13235.54,6939.95,3367.64,21703.93,5941.66,7786.17,705.31,12532.66,5060.47,0\\r\\n15881,1435,42,Male,0,self_employed,173,3,2175,,2185.18,2181.55,2181.87,2161.76,0.11,0.11,0.11,0.11,2185.06,2181.55,0\\r\\n15882,1272,64,Female,0,salaried,409,3,292,102,688.12,688.12,1718.02,719.65,0.37,0.37,0.37,1.99,688.12,1379.65,1\\r\\n15884,347,49,Male,0,salaried,1020,2,1204,0,2006.29,508.13,1644.1,2003.07,42177.24,0.1,33535.81,0.1,2339.07,508.13,0\\r\\n15885,2239,39,Male,0,salaried,834,3,478,181,22538.34,22987.93,23408.95,24539.02,0.37,0.37,278.53,690.01,22797.14,23540.15,0\\r\\n15886,2377,34,Male,2,self_employed,279,2,948,0,16683.95,16607.43,17135.19,21925.67,3257.84,2857.84,3186.01,2303.36,17166.19,16653,0\\r\\n15887,1090,46,Male,1,salaried,834,2,105,3,513.11,1523.38,4024.8,4558.83,13571.94,21654.99,8153.64,10764.46,2334.79,4144.63,1\\r\\n15888,2718,43,Male,0,self_employed,1076,2,64,24,3007.6,2415.46,2400.96,979.14,714.47,0.19,123.79,298.86,2948.37,2538.2,0\\r\\n15889,1564,58,Male,0,salaried,531,2,590,3,10374.29,17376.05,17667.03,14109.27,3284.57,3285.59,0.61,1162.04,14561.7,19968.88,1\\r\\n15890,450,50,Female,,self_employed,69,2,2564,119,6752.54,8738.26,9999.35,13195.01,0.19,0.19,1985.9,2328.76,7507.72,10054.85,0\\r\\n15891,2264,38,Female,1,salaried,1020,3,967,9,874.4,2893.54,3284.77,1772.12,1.7,1.82,1776.88,6078.06,1554.12,6124.17,1\\r\\n15892,2498,37,Male,0,self_employed,1247,2,945,26,2887.22,1924.53,2027.42,1461.63,414.41,0.13,308.87,216.63,2382.1,1973.42,0\\r\\n15893,3334,34,Male,0,student,834,3,18,,1533.61,1533.61,1533.61,1523.9,0.47,0.47,0.47,0.47,1533.61,1533.61,0\\r\\n15894,924,67,Male,,retired,1379,2,3310,59,37847.42,38559.33,28749.49,6303.88,0.14,36830.5,714.43,5757.29,37944.22,41651.84,0\\r\\n15895,1522,37,Female,0,self_employed,1046,3,1452,129,1429,1429,1429,1838.78,0.43,0.43,0.43,0.43,1429,1429,0\\r\\n15898,2067,43,Male,0,salaried,1085,2,1694,7,3305.15,3115.55,4166.38,2467.96,1257.49,0.34,644.2,655.63,2816.8,3320.03,0\\r\\n15899,1950,41,Female,0,self_employed,1020,1,114,76,10086.49,6926.12,7970.38,13190.11,0.54,0.54,0.54,0.54,9437.04,5545.32,0\\r\\n15900,4643,52,Female,0,self_employed,1525,2,1804,245,8589.6,8558.18,8540.89,8390.55,0.49,0.49,0.49,0.49,8573.35,8541.09,0\\r\\n15901,2819,72,Male,0,salaried,15,3,299,,656.25,656.25,1455.02,2071.62,0.09,0.09,0.09,1428.66,656.25,1623.99,1\\r\\n15902,1753,25,Male,0,self_employed,409,3,144,11,7610.21,9245.36,4756.99,94.95,285.84,7857.27,1962.75,1000.13,8554.78,3790,1\\r\\n15903,1388,59,Male,0,self_employed,,3,1833,207,3141,3878.7,4089.39,5721.32,0.54,0.54,914.83,657.69,3565.02,4109.49,0\\r\\n15904,834,45,Male,,self_employed,3,2,1964,84,1364.92,4107.76,3955.98,2066.55,0.66,0.66,1300.66,643.51,2764.91,4417.9,0\\r\\n15905,1808,19,Female,0,student,409,2,1347,341,8347.87,8347.87,8347.87,8298.94,0.46,0.46,0.46,0.46,8347.87,8347.87,0\\r\\n15906,2380,32,Female,1,self_employed,1472,2,505,126,11428.9,8571.76,9001.07,5362.8,0.33,0.33,0.33,1496.81,8768.8,8909.67,0\\r\\n15907,2097,80,Male,0,retired,1020,2,114,24,709.73,1004.25,1951.71,12498.46,743.17,743.17,1050.31,1314.6,809.73,1267.56,0\\r\\n15909,1228,13,Male,0,student,21,2,205,108,2943.77,2943.77,2943.77,2647.8,0.33,0.33,0.33,0.33,2943.77,2943.77,0\\r\\n15910,1394,79,Male,0,salaried,409,3,11,56,6586.37,7272.47,5506.1,78.04,0.39,71.81,615.06,0.39,6951.24,7315.33,0\\r\\n15911,217,33,Female,0,self_employed,1494,3,1702,195,2361.74,2390.31,1705.99,384.6,0.01,0.01,0.01,0.01,2370.61,2150.22,0\\r\\n15912,4070,53,Female,0,self_employed,1020,2,163,17,3597.26,3209.69,3023.47,2454.49,442.97,442.97,142.97,57.37,3432.63,3031.74,0\\r\\n15913,2134,79,Male,0,retired,1096,2,144,22,4119.39,3858.12,3985.64,3774.8,333.36,0.66,72.09,72.09,4097.35,3896.83,0\\r\\n15914,5385,43,Female,0,salaried,1494,2,1701,10,4477.45,4891.87,6206.29,7616.25,14.66,1607.64,571.93,7000.5,4581.97,4935.08,0\\r\\n15915,1595,35,Male,0,self_employed,382,3,785,11,6601.56,6599.41,6698.18,6917.94,82.28,28.59,80.13,214.41,6592.02,6725.24,0\\r\\n15916,5100,36,Female,0,self_employed,649,3,54,10,2281.93,2240.62,2077.89,1628.53,222.1,222.1,0.67,0.67,2192.12,2045.28,0\\r\\n15917,1557,36,Male,0,self_employed,,2,1767,11,6295.49,4866.92,4527.84,5460.67,1572.04,4000.61,143.47,0.61,5827.51,2857.7,0\\r\\n15918,262,46,Female,0,self_employed,180,2,1346,30,37339.06,37335.27,34556.83,31858.43,0.66,4286.37,0.66,0.66,37339.06,33326.05,1\\r\\n15919,2214,40,Male,0,self_employed,1050,2,808,,8014.73,8014.73,8014.73,7964.07,0.53,0.53,0.53,0.53,8014.73,8014.73,0\\r\\n15920,1075,46,Female,0,self_employed,1509,2,2663,,4682.02,4682.02,4820.27,5294.17,0.13,0.13,0.13,0.13,4682.02,4682.02,0\\r\\n15921,411,51,Female,,salaried,904,3,1112,338,1732.57,1732.57,1775.85,1907.75,0.23,0.23,0.23,72.1,1732.57,1790.53,0\\r\\n15922,2300,35,Male,0,salaried,409,3,514,62,1749.84,1309.78,1444.03,898.88,0.24,0.24,76.71,0.24,1841.7,1371.64,0\\r\\n15923,905,72,Female,0,retired,1589,1,33,28,18894.88,11934.54,29617.6,76491.89,71.81,0.39,286.1,0.39,17160.04,22387.12,0\\r\\n15924,2384,39,Male,0,self_employed,334,2,880,26,253.11,1046.7,1563,481.25,49005.59,8912.91,57846.37,6068.83,2113.19,1318.96,0\\r\\n15925,1231,50,Male,0,self_employed,377,3,927,61,2157.34,2453.82,2276.49,1380.41,0.5,0.5,0.5,571.93,2416.75,2690.23,0\\r\\n15926,2560,43,Female,0,salaried,1096,3,336,74,2166.69,2247.49,2161.47,1181.98,0.53,0.53,0.53,0.53,2233.56,2347.25,0\\r\\n15927,1145,55,Male,0,salaried,1040,2,33,20,1232.07,1971.88,1720.24,1155.45,1550.26,2325.16,2143.37,2857.66,1457.06,1446.96,0\\r\\n15928,4714,53,Male,3,salaried,38,3,226,24,2849.96,2125.11,1690.65,796.17,0.5,0.21,2010.11,1186.23,2459.83,1615.11,0\\r\\n15929,857,76,Female,0,self_employed,1020,2,79,20,12265.64,13957.55,15887.69,8411.73,207.94,220.8,2286.31,1150.6,12962.04,14670.04,1\\r\\n15930,6812,63,Female,0,self_employed,1096,2,578,48,3666.57,6104.53,5258.04,4895.83,0.64,709.37,2443.5,0.64,4558.29,5825.36,0\\r\\n15931,975,7,Male,,student,720,2,2979,,1461.61,1461.61,1461.61,1452.35,0.49,0.49,0.49,0.49,1461.61,1461.61,0\\r\\n15932,3392,45,Male,0,self_employed,1034,3,1272,4,1185.52,1054.58,4813.43,5466.6,14457.31,6714.46,14244.11,13647.31,5819.19,7899.04,0\\r\\n15933,4086,46,Male,1,salaried,294,2,1972,0,12286.3,12137.82,11572.54,8873.31,511.5,144.71,0.24,0.24,11886.78,11659.19,0\\r\\n15934,287,47,Male,,salaried,334,3,3742,52,2482.19,2482.19,2248.7,1886.04,0.29,571.71,0.29,0.29,2482.19,2353.15,0\\r\\n15935,1733,48,Male,2,self_employed,1127,3,2048,9,12466.46,12644,14384.95,10239.45,221.7,302.91,387.63,2194.93,12374.39,12837.55,1\\r\\n15936,290,19,Male,,student,176,2,726,63,4667.56,4681.85,4134.95,2985.8,0.33,0.33,0.33,0.33,4672.49,4686.46,0\\r\\n15937,5078,61,Female,0,salaried,630,2,36,264,39643.6,39643.6,39643.6,39615.08,0.19,0.19,0.19,0.19,39643.6,39643.6,0\\r\\n15938,375,60,Male,,retired,611,2,3878,355,4451.15,4448.7,4446.78,4407.32,0.56,0.56,0.56,0.56,4449.38,4445.89,0\\r\\n15939,755,49,Male,,self_employed,571,1,911,,16417.06,16417.06,16417.06,16319.43,0.21,0.21,0.21,0.21,16417.06,16417.06,0\\r\\n15940,5837,80,Female,0,retired,146,3,353,117,19052.4,19642.07,19520.31,20058.52,0.47,0.47,590.14,56.19,19186.26,19657.05,0\\r\\n15941,4591,68,Male,3,self_employed,1348,2,178,40,4420.07,5588.42,4682.19,4568.31,0.7,1743.56,0.7,0.7,4422.26,5225.48,1\\r\\n15942,1252,27,Female,0,salaried,1020,1,240,,8337.82,8337.82,8337.82,8285,0.2,0.2,0.2,0.2,8337.82,8337.82,0\\r\\n15943,1262,37,Male,2,self_employed,623,3,1041,17,2468.76,983.72,2709.04,1805.72,3837.03,0.6,3281.13,2114.48,2981.19,1551.41,0\\r\\n15944,739,29,Male,,self_employed,751,2,1089,,50786.04,50786.04,50714.17,50316.73,0.5,0.5,0.5,0.5,50786.04,50718.97,0\\r\\n15945,1385,33,Female,0,self_employed,1224,2,1915,12,14251.1,1969.66,4122.99,1995.79,7757.31,1500.17,107.31,1522.22,9991.14,1298,0\\r\\n15946,1523,34,Male,0,self_employed,1477,2,850,49,3112.43,3112.43,3100.39,3282.88,0.1,571.53,0.1,0.1,3112.43,2928.1,0\\r\\n15947,1489,70,Male,0,retired,1521,3,2618,355,26856.16,26850.69,28879.52,19149.88,0.26,0.26,0.26,4049.54,26854.62,28333.29,0\\r\\n15948,1971,58,Female,1,self_employed,409,3,1376,0,21949.08,9084.69,9830.45,11778.74,12857.16,0.01,0.01,1160.01,9534.04,9719.82,0\\r\\n15949,1181,28,Male,0,self_employed,1402,2,2575,9,6448.51,6696.01,6136.63,8831.66,4479.46,4286.24,1441.24,1296.1,6337.26,5331.6,0\\r\\n15950,4769,68,Male,0,self_employed,1020,1,79,6,23175.42,24077.9,23598.85,29305.88,399.34,626.39,3108.83,2585.66,22610.11,23221.23,0\\r\\n15951,5312,50,Female,0,self_employed,834,1,8,20,2594.1,1051.46,2006.36,585.32,2274.4,210.11,29.23,857.26,2719.68,1595.07,0\\r\\n15952,2430,54,Female,0,self_employed,1111,1,60,207,4373.79,4697.97,4645.8,6603.24,0.57,0.57,324.74,0.57,4541.47,4697.97,0\\r\\n15953,1732,46,Female,0,self_employed,34,3,380,124,26207.51,24870.61,24865.02,23433.27,0.44,0.44,0.44,0.44,25746.51,23829.31,0\\r\\n15954,3447,43,Male,1,salaried,905,3,187,217,1003.73,1692.16,1547.68,3103.39,0.13,0.13,431.41,431.41,1268.36,1620.84,1\\r\\n15955,2400,55,Female,0,self_employed,15,2,137,62,1509.6,1509.6,1444.47,987.45,0.7,0.7,0.7,0.7,1509.6,1509.6,0\\r\\n15956,3597,48,Male,0,salaried,623,3,418,0,4295.63,1965.86,1429.59,1400.07,3135.23,2477.8,1194.23,1703.77,1173.05,738.61,0\\r\\n15957,760,74,Male,1,self_employed,15,1,1567,28,917.57,1704,21992.25,9237.36,354.74,128314.31,1141.17,190541.43,1176.6,63751.22,1\\r\\n15958,1105,30,Female,0,self_employed,409,2,1442,,3169.44,3169.44,3169.44,3149.36,0.59,0.59,0.59,0.59,3169.44,3169.44,0\\r\\n15959,2757,34,Female,0,self_employed,201,2,913,27,6548.04,5964.33,6447.96,6171.3,643,0.14,29.93,480.84,6543.34,6378.99,1\\r\\n15960,1403,44,Male,0,self_employed,1546,3,2086,,1636.83,1686.49,1525.56,930.21,0.24,0.24,278.47,0.24,1616.61,1598.01,0\\r\\n15962,6790,77,Female,0,self_employed,1020,1,652,4,23100.97,5925.95,7891.16,7379.97,34757.78,0.41,17582.77,4271.99,8983.1,8418.65,0\\r\\n15963,1323,41,Male,0,self_employed,15,3,1229,,1500.63,1500.63,1512.92,1561.91,0.14,0.14,0.14,0.14,1500.63,1500.63,0\\r\\n15964,1255,39,Female,0,self_employed,409,3,905,109,2935.74,2935.74,3022.74,3309.14,0.33,0.33,0.33,0.33,2935.74,2999.4,0\\r\\n15965,2230,37,Male,3,salaried,623,2,1043,3,8851.44,8236.96,6241.32,2696.47,2145.54,1946.67,1394.75,901.05,7823.43,7563.07,0\\r\\n15966,1460,33,Male,0,self_employed,646,2,397,0,9120.56,8477.71,8384.51,7442.7,643.2,0.34,0.34,0.34,8499.87,8477.71,0\\r\\n15967,3188,63,Male,0,self_employed,1020,1,425,21,3677.79,3733.86,2517.33,90.44,1.19,0.11,0.11,728.69,3710.99,3468.88,0\\r\\n15968,4959,50,Male,2,self_employed,102,2,113,13,3521.3,2949.88,2691.87,5711.78,571.74,728.89,0.31,0.31,3225.74,2832.36,0\\r\\n15969,5101,55,Female,0,salaried,914,2,123,0,96907.95,16263.32,51777.13,20082.12,15.99,86278.99,1825.55,116360.47,88124.32,34974.38,0\\r\\n15970,1038,38,Male,0,self_employed,522,2,1410,137,5042.93,5900.08,6087.15,7108.51,0.69,0.69,1000.69,0.69,5417.32,6199.62,0\\r\\n15971,3982,44,Male,0,company,146,2,354,0,3059.15,4144.51,2607.9,4627.83,2095.31,2452.46,1485.89,1848.6,1787.88,2455.11,0\\r\\n15972,6825,66,Male,0,self_employed,1096,1,1317,315,85.05,85.05,2281.67,15698.9,0.37,0.37,0.37,0.37,85.05,85.05,1\\r\\n15973,2355,41,Male,0,self_employed,546,2,1732,35,9017.59,10446.16,9113.07,8328.76,0.14,2857.29,1428.71,750.14,9510.2,8669.71,0\\r\\n15974,3090,68,Female,0,self_employed,1623,3,532,20,5376.24,6148.52,5871.51,3993.05,656.33,656.33,1428.61,0.04,6354.83,5936.82,0\\r\\n15975,1721,48,Male,0,self_employed,1232,2,149,6,329.72,5921.96,4736.22,14225.6,10000.59,14286.3,41866.03,11080.97,6115.09,3515.71,0\\r\\n15976,4192,74,Male,0,retired,1232,1,86,95,5776.28,5919.14,5770.66,4355.83,0.31,0.31,286.03,143.17,5864.96,5983.66,1\\r\\n15977,980,37,Male,0,self_employed,,3,2510,,8530.85,8527.81,8527.84,8472.95,0.51,0.51,0.51,0.51,8527.91,8527.81,0\\r\\n15978,2617,79,Male,0,retired,914,2,1277,203,4908.17,6036.74,5772.53,6000.67,0.17,0.17,1143.03,0.17,5242.65,6037.38,0\\r\\n15979,5960,84,Male,0,retired,1020,3,60,0,3865.1,5602.14,3881.5,6603.99,375.22,547.27,2143.14,0.29,4048.75,5015.08,0\\r\\n15980,2926,34,Female,0,salaried,146,2,184,30,6291.58,9700.77,6879.09,4177.17,0.01,2481.46,560.52,1604.1,6706.39,9671.32,0\\r\\n15981,2043,29,Male,0,salaried,745,2,298,9,1308.65,1793.45,1735.91,2021.81,171.49,3571.49,2142.91,2144.8,1621.07,1815.32,1\\r\\n15982,389,80,Male,2,self_employed,,2,584,20,2856.99,2242.66,2596.94,1692.04,1254.01,4429.01,625.4,5798.51,2815.23,2843.34,0\\r\\n15983,712,3,Female,,student,243,2,122,238,1762.13,1762.13,1762.13,1753.14,0.2,0.2,0.2,0.2,1762.13,1762.13,0\\r\\n15984,5574,44,Male,0,self_employed,1020,2,84,47,6848.89,6531.75,5486.03,3717.37,0.6,1566.94,0.6,0.6,6542.68,5576.88,0\\r\\n15985,475,27,Male,,self_employed,15,1,237,7,5588.92,517.49,1906.18,355.35,6964.53,6085.96,1893.1,6085.96,4225.62,517.49,0\\r\\n15986,5906,46,Female,0,salaried,1020,2,501,0,11145.71,9327.02,9748.2,9517.79,2542.02,2502.42,1927.18,4174.67,9940.28,13093.2,0\\r\\n15987,858,72,Female,0,self_employed,1020,3,443,353,5216.19,5216.19,3495.76,924.58,0.67,0.67,0.67,0.67,5216.19,4340.61,0\\r\\n15988,5310,64,Male,0,salaried,834,2,23,219,3337.24,3334.65,3333.98,3304.25,0.27,0.27,0.27,0.27,3336.52,3334.55,0\\r\\n15989,4682,87,Male,0,self_employed,563,2,92,355,14299.18,14299.18,14289.05,13622.33,0.39,0.39,0.39,0.39,14299.18,14299.18,0\\r\\n15990,3985,39,Male,0,salaried,334,3,86,14,1280.14,2197.31,3181.76,736.61,20.65,0.23,626.23,5754.16,2143.03,3171.97,1\\r\\n15991,1620,6,Female,0,student,491,3,707,,2000.81,2000.81,1765.04,1349.39,0.14,0.14,0.14,0.14,2000.81,1954.73,0\\r\\n15992,2154,71,Male,0,retired,1456,3,1860,61,5207.68,5687.68,4519.31,713.5,0.63,0.63,480.63,0.63,5419.7,5687.68,0\\r\\n15993,1087,41,Male,0,self_employed,1247,3,945,7,5232.75,3347.08,3681.93,2665.88,2143.1,0.24,0.24,0.24,4532.29,3521.3,0\\r\\n15994,5009,44,Female,0,self_employed,1020,2,146,0,3287.03,7574.1,6091.89,10640.69,14712.23,5940.07,18983.4,555.76,6813.61,4117.85,0\\r\\n15995,2743,49,Female,0,self_employed,1020,1,5,13,3323.04,702.21,1552.72,505.37,2649.56,14571.59,0.16,3557.3,1955.88,2251.58,0\\r\\n15996,2120,41,Male,0,salaried,191,3,1760,339,12887.75,12356.59,12815.95,13302.14,0.09,0.09,28.66,128.66,13017.62,12546.91,0\\r\\n15997,2924,65,Male,2,retired,1096,2,438,17,12186.67,34.18,2807.44,215.47,16338.47,0.27,4185.99,0.27,8353.95,34.18,0\\r\\n15998,1097,69,Male,0,salaried,334,2,124,6,4393.42,4251.19,4787.81,5237.65,0.96,0.6,131.63,833.51,4403.75,4653.79,0\\r\\n15999,1851,68,Male,0,self_employed,1150,3,188,18,4044.22,11950.79,14033.71,12799.94,49952.18,0.37,6428.94,0.37,18199.55,11950.79,1\\r\\n16000,1983,44,Female,0,self_employed,409,2,922,39,123.45,17262.91,3574.97,880.57,0.63,17148.37,17143.49,0.63,714.59,6199.85,1\\r\\n16001,6762,61,Female,0,salaried,1020,3,84,26,1428.71,1428.71,1473.92,1836.99,412,412,0.14,0.14,1471.32,1468.57,0\\r\\n16002,832,68,Female,0,retired,1232,3,1796,33,9694.16,9694.16,4446.12,1120.02,0.14,8562.73,0.14,0.14,9694.16,2512.63,1\\r\\n16003,2258,58,Female,0,self_employed,1076,1,1788,193,39790.26,39790.26,39790.26,41377.77,0.36,0.36,0.36,0.36,39790.26,39790.26,0\\r\\n16004,490,57,Male,,self_employed,29,3,1505,109,12.46,15726.74,12291.68,3548.4,0.44,0.44,15714.73,0.44,5431.18,15725.68,1\\r\\n16005,326,29,Male,2,self_employed,1621,3,417,,1456.16,1456.16,1456.16,1447.33,0.19,0.19,0.19,0.19,1456.16,1456.16,0\\r\\n16006,1018,63,Female,0,self_employed,1585,2,2644,251,11208.49,11208.49,11208.49,11138.93,0.17,0.17,0.17,0.17,11208.49,11208.49,0\\r\\n16007,3369,32,Male,1,self_employed,1020,1,990,52,51.44,21.04,2330.88,973.21,0.04,14285.76,0.04,14571.47,29.67,6690.53,0\\r\\n16008,4373,37,Male,0,self_employed,1096,3,4364,47,2523.98,3007.39,5178.34,7450.97,0.53,882.96,483.94,5680.96,2748.09,5803.12,0\\r\\n16009,551,31,Male,0,self_employed,1148,2,2512,,2573.56,5002.13,4529.89,5448.62,0.03,0.03,3857.17,342.89,3307.55,5088.3,1\\r\\n16010,1670,35,Female,0,self_employed,,2,315,4,1295.57,1196.5,3009.26,5462.66,0.81,0.66,74.73,4432.81,1282.62,2091,0\\r\\n16011,3455,38,Female,0,self_employed,334,2,136,131,2801.36,4815.01,5300.12,19761.6,0.2,0.2,1299.56,1444.2,3314.43,5425.03,0\\r\\n16012,4485,43,Male,2,self_employed,1087,2,266,116,2647.84,1057.36,1569.24,2711.29,0.27,0.27,0.27,0.27,2593,1057.36,0\\r\\n16013,3152,54,Male,0,self_employed,1598,1,220,32,10510.56,11350.7,4885.16,1203.19,0.29,10047.56,853.86,204.84,10783.33,2749.82,0\\r\\n16014,1202,61,Male,0,retired,15,2,6,20,8641.88,7989.75,9689.39,15554.31,2237.97,48.61,1585.84,0.13,8188.58,7983.49,0\\r\\n16015,2114,40,Female,0,salaried,905,2,34,12,423.28,55.36,4033.07,268.06,26084.5,0.66,25714.94,214.94,11635.94,193.61,1\\r\\n16016,3003,36,Male,0,salaried,1020,3,455,299,1433.08,1433.08,2308.66,3555.36,0.24,0.24,0.24,1428.81,1433.08,1939.99,0\\r\\n16017,2409,72,Male,0,self_employed,61,2,1334,95,3094.96,3821.54,4083.52,4389.46,0.3,0.3,500.3,369.8,3694.47,4112.45,0\\r\\n16018,1162,26,Female,0,self_employed,1084,2,258,6,2681.96,2966.03,2839.98,2216.91,445.27,421.96,716.04,56.3,2976.03,2904.49,0\\r\\n16020,3388,60,Male,0,self_employed,1367,2,316,5,18088.54,39573.68,17667.87,4648.14,13586.29,7143.43,20072,7143.43,30398.18,20254.62,0\\r\\n16021,457,29,Male,0,self_employed,1020,1,84,55,13787.32,13890.23,13466.31,8992,0.13,1182.99,97.8,57.09,13849,13701.28,0\\r\\n16022,1885,36,Female,0,self_employed,1385,2,1847,14,1545.1,1475.31,3747.86,7433.57,2857.67,0.53,2786.24,3571.96,2025.68,4171.16,0\\r\\n16023,2477,33,Female,0,self_employed,834,1,1015,41,1224.65,1224.65,4598.59,20484.25,0.57,153.6,0.57,0.57,1224.65,1130.85,1\\r\\n16024,857,29,Female,3,self_employed,460,3,1850,95,1486.73,1486.73,1611.76,2654.01,0.54,0.54,0.54,113.37,1486.73,1577.72,0\\r\\n16025,1752,46,Male,0,self_employed,1020,2,291,35,34549.5,98161.03,99350.35,227772.35,0.56,54286.27,0.56,811.99,50129.83,66738.2,1\\r\\n16026,2470,24,Male,0,student,334,2,10,0,888.22,9045.5,1530.09,470.57,457.18,8571.6,43.03,0.17,600.67,3515.54,0\\r\\n16027,700,90,,,self_employed,409,1,158,80,1085.27,1099.55,11644.77,348.26,0.03,0.03,14.31,45714.31,1097.58,30152.34,1\\r\\n16028,950,75,Female,0,self_employed,1096,1,483,0,8024.24,7576.6,7579.92,7408.7,495.27,0.36,0.36,0.36,7593.41,7574.29,0\\r\\n16029,6229,90,Male,0,retired,1232,2,104,24,12229.53,11736.22,11337.85,12672.2,38.37,194.25,0.63,0.63,11979.33,11205.36,0\\r\\n16030,2741,35,Male,0,self_employed,52,2,131,13,1352.6,3028.98,1706.93,154.1,5286.14,2883.86,6950.34,3.29,4368.39,637.24,0\\r\\n16031,2765,20,Female,0,student,1084,2,321,257,11546.37,11924.81,8836.94,2089.35,0.06,0.06,1107.07,58.2,11584,11956.58,0\\r\\n16032,3268,56,Female,0,self_employed,1020,1,15,5,14673.83,274.64,8345.03,8589.24,7298.36,6671.91,71.91,14357.63,7620.82,6919.08,1\\r\\n16033,5857,82,Female,0,self_employed,1096,3,27,,1633.91,1633.91,1673.97,1980.25,0.53,0.53,0.53,29.31,1633.91,1654.34,0\\r\\n16034,4947,25,Male,0,self_employed,224,1,137,24,12404.82,13971.21,14307.59,12468.88,1217.76,0.7,2066.2,2313.56,12427.62,14169.59,1\\r\\n16035,2946,45,Female,0,self_employed,1020,2,13,,6334.63,2470.14,4472.5,3123.55,0.33,0.33,0.33,1428.9,6410.53,2874.94,0\\r\\n16036,6040,42,Female,0,self_employed,1020,1,240,3,2860.66,2538.46,2496.79,1642.68,524.59,700.39,202.39,780.97,2696.07,2303.96,0\\r\\n16037,1851,28,Female,0,self_employed,61,3,1822,5,1714.17,1672.11,1877.47,1771.25,311.14,443,143.41,400.8,1897.44,1856.57,0\\r\\n16038,2685,27,Male,0,student,409,3,2072,26,1501,1616,1502.68,613.91,467.13,445.53,0.3,213.76,1508.93,1643.55,0\\r\\n16039,1039,36,Female,0,self_employed,651,3,2805,32,13224.89,13682.03,12833.56,10454.84,0.27,3571.7,2957.41,2171.7,13488.93,13586.87,0\\r\\n16040,2259,67,Male,1,salaried,1416,3,524,14,17648.4,729.81,3668.35,1449.86,16918.83,0.24,0.24,0.24,9480.8,729.81,0\\r\\n16041,283,52,Female,0,self_employed,1096,3,1067,277,8791.55,8791.55,9083.01,13124.66,0.29,0.29,0.29,286,8791.55,8932.19,0\\r\\n16042,1188,4,Male,0,student,15,2,971,27,1595.41,1738.27,1915.47,2426.62,142.9,1291.59,142.9,0.04,1600.34,1279.98,0\\r\\n16043,2308,63,Female,0,salaried,1232,1,39,20,1309.02,1228.23,2034.61,1270.61,867.2,819.51,786.41,3486.41,1523.19,1465.94,0\\r\\n16044,5094,57,Male,2,self_employed,1085,1,2105,0,17067.18,30983.01,26378.86,23637.78,4721.35,17.04,17793.47,11.61,17242.17,30983.74,0\\r\\n16045,4064,35,Female,0,self_employed,623,2,317,13,2598.43,4820.93,4694.24,4698.13,321.94,321.94,2715.87,1144.2,2697.64,5410.19,0\\r\\n16046,1139,55,Female,0,self_employed,1020,1,484,0,1771.5,285.91,6221.55,5745.17,3754.73,848.31,2715.14,4708.22,478.85,2221.79,1\\r\\n16047,4601,72,Female,0,self_employed,1020,2,13,192,1599.59,1599.59,1599.59,1589.81,0.4,0.4,0.4,0.4,1599.59,1599.59,0\\r\\n16048,2461,36,Female,0,self_employed,1020,3,591,5,12714.76,111.69,2321.45,1341.33,13660.1,0.34,1097.72,2178.51,2959.27,1001.47,0\\r\\n16049,2929,45,Male,0,salaried,1232,1,7,0,1027.62,3578.71,1748.76,1393.72,90.04,268.96,2554.01,840.94,1327.66,2034.35,1\\r\\n16050,592,25,Male,,salaried,285,3,3323,23,665.13,3579.49,2752.23,72.93,107.43,106.27,3102.83,214.97,2500.33,3612.05,1\\r\\n16051,1488,51,Male,0,self_employed,1020,2,538,98,9820.67,9820.67,19192.44,3953.6,0.4,0.4,0.4,6216.43,9820.67,12180.78,0\\r\\n16052,673,20,Male,0,student,145,2,1366,269,3019.22,3033.5,3044.82,3044.46,0.44,0.44,0.44,0.44,3031.04,3044.56,0\\r\\n16053,976,58,Male,2,self_employed,834,3,2856,54,2155.82,2737.8,1924.13,2069.75,0.49,2857.63,625.33,1025.33,2266.63,2629.49,0\\r\\n16054,2833,38,Female,0,salaried,243,2,122,0,21259.56,21680.06,20774.38,19064.64,1457.68,988.19,2135.98,342.3,21223.59,20975.91,0\\r\\n16055,2965,37,Male,0,salaried,987,2,414,6,14900.96,3594.85,6890.41,4507.36,9225.81,1710.8,1393.74,889.42,11574.72,4279.09,0\\r\\n16056,1621,35,Male,0,salaried,665,2,1251,278,477.76,3163.47,4385.95,6859.52,0.26,0.26,3328.83,2921.69,2523.08,4433.52,1\\r\\n16057,1989,68,Male,0,self_employed,837,2,1505,28,6195.1,6123.68,6147.49,6084.85,71.67,0.24,0.24,0.24,6195.1,6123.68,0\\r\\n16058,1209,28,Male,0,self_employed,409,3,711,14,11516.04,10873.86,10744.42,7085.93,9.55,1.3,367.37,141.04,11592.84,10721.02,0\\r\\n16059,3155,74,Male,0,self_employed,1020,3,1353,,1483.96,1483.96,1483.96,1650.95,0.11,0.11,0.11,0.11,1483.96,1483.96,0\\r\\n16061,6720,89,Male,0,retired,146,3,1208,,6707.75,6707.75,6705.61,6657.31,0.33,0.33,0.33,0.33,6707.75,6705.07,0\\r\\n16062,5821,50,Female,0,salaried,1020,1,12,81,309.84,290.03,3593.63,1090.86,0.33,0.33,0.33,151.5,296.42,1406.58,0\\r\\n16063,2660,50,Male,0,salaried,1525,3,51,20,6601.66,6155.68,7190.4,11997.59,185.58,181.03,112.17,95.82,6606.91,5730.11,0\\r\\n16064,1264,29,Female,0,self_employed,448,3,2417,191,1766.8,1838.22,3351.13,9086.16,0.14,0.14,143,0.14,1766.8,1838.22,0\\r\\n16065,2851,75,Female,0,self_employed,1020,2,227,,12269.48,12269.48,12295.5,12242.78,0.33,0.33,0.33,0.33,12269.48,12269.48,0\\r\\n16066,3290,63,Male,0,self_employed,1096,1,328,80,20782.29,27353.72,26623.17,21061.76,0.53,0.53,6571.96,0.53,25954.7,27353.72,0\\r\\n16067,241,60,Female,,self_employed,569,2,768,209,1699.63,1756.77,1795.77,18475.37,0.11,0.11,114.4,228.69,1703.57,1789.49,1\\r\\n16068,4363,76,Female,0,self_employed,834,1,105,76,1575.3,1570.73,2337.54,3911.28,0.29,0.29,0.29,3132.74,1573.09,1749.67,0\\r\\n16069,1420,31,Female,0,self_employed,493,2,1894,53,567.43,3424.57,1828.09,595.97,0.57,2857.71,2857.71,0.57,2045.26,2871.58,1\\r\\n16070,5159,50,Male,0,salaried,1020,2,356,24,2982.7,2962.15,2650.02,2042.93,42.41,617.02,0.43,93.73,2982.11,2497.44,0\\r\\n16071,2219,45,Male,0,salaried,,2,1595,3,7593.03,7561.3,7459.35,6524.39,34.61,21.87,72.89,340.61,7558.5,7694.01,0\\r\\n16072,1391,68,Male,3,self_employed,1386,3,1847,161,1699.03,1699.03,1699.03,1379.23,0.34,0.34,0.34,0.34,1699.03,1699.03,0\\r\\n16073,3960,54,Female,0,salaried,1020,1,85,4,7125.87,6786.32,6241.9,7539.16,1444.57,1444.57,962.16,17.34,6304.35,5765.16,0\\r\\n16074,4916,51,Female,0,self_employed,833,1,164,0,24882.87,21597.38,20583.2,17902.79,7107.09,1975.29,18.34,159.06,23604.15,19310.73,0\\r\\n16075,2016,59,Male,0,self_employed,834,2,219,278,6651.33,6651.33,6598.55,6483.29,0.46,0.46,0.46,9.89,6651.33,6590.72,0\\r\\n16076,512,58,Female,,self_employed,623,2,42,,1802.07,1802.07,1802.07,1788.06,0.16,0.16,0.16,0.16,1802.07,1802.07,0\\r\\n16077,2158,60,Male,0,self_employed,904,2,296,14,1936.44,1800.44,1501.95,1807.73,786.19,857.61,650.19,650.19,1891.3,1276.42,0\\r\\n16078,1354,85,Male,0,retired,649,3,54,23,450.06,1303.22,5752.11,11372.83,645.4,3320.49,1436.1,12214.77,1126.25,2278.07,0\\r\\n16080,377,28,Male,,self_employed,1483,3,2613,257,3652.73,3472.96,3520.05,3499.63,0.24,0.24,0.24,0.24,3590.74,3477.57,0\\r\\n16081,404,20,Male,0,self_employed,996,2,56,21,2206.88,2064.02,2313.47,3456.36,142.99,142.99,0.13,718.27,2167.47,2133.64,0\\r\\n16082,4064,36,Female,0,salaried,1096,2,331,34,1779.67,2176.32,3246.65,4365.99,0.3,1346.39,286.01,5061.87,1921.9,2204.44,0\\r\\n16083,3211,70,Female,0,self_employed,980,3,285,,3960.44,3960.44,3960.44,3943.14,0.54,0.54,0.54,0.54,3960.44,3960.44,0\\r\\n16084,1027,72,Male,0,retired,241,3,2486,101,8429.04,8429.04,8429.04,3929.78,0.51,0.51,0.51,0.51,8429.04,8429.04,1\\r\\n16085,3174,60,Female,2,self_employed,1020,1,321,7,7957.01,6755.53,7090.61,3120.57,571.66,3428.8,0.23,1774.8,7045.54,6704.27,0\\r\\n16086,1257,42,Female,0,self_employed,1020,2,455,94,12525.56,15450.49,8229.68,1020.94,0.41,0.41,2925.34,68.2,14008.07,9500.23,0\\r\\n16087,1635,34,Male,0,salaried,318,2,213,256,1993.01,1993.01,1993.01,1971.69,0.47,0.47,0.47,0.47,1993.01,1993.01,0\\r\\n16088,3887,38,Female,0,self_employed,1020,2,54,77,4457.84,4375.36,4192.06,1822.67,0.1,0.1,0.1,0.1,4380.69,4215.85,0\\r\\n16089,3147,13,Male,0,student,1020,1,455,59,6120.37,6098.94,6097.89,4594.17,0.36,3.51,0.36,0.36,6120.37,6098.94,0\\r\\n16090,4587,41,Male,0,self_employed,1020,2,114,0,3382.84,2882.84,2888.64,2257.9,500.43,0.43,0.43,0.43,2900.08,2882.84,0\\r\\n16091,7311,37,Male,0,self_employed,1020,2,2,,7850.97,7842.61,7843.09,7792.93,0.54,0.54,0.54,0.54,7844.05,7842.61,0\\r\\n16092,3168,48,Male,0,self_employed,1020,1,455,1,14772.86,20127.72,13132.93,33235.42,12040,43731.91,12918.56,27367.32,11025.18,21155.73,0\\r\\n16093,1463,35,Male,0,salaried,15,3,461,0,4821.79,3678.93,3029.82,3992.4,1143.29,2143.29,0.43,18.43,3974.5,2671.49,0\\r\\n16094,803,24,Male,0,student,1020,2,501,305,1499.92,5785.63,1526.83,1501.85,0.4,0.4,0.4,5714.69,1499.92,2744.17,0\\r\\n16095,5344,90,Male,0,self_employed,1020,1,60,84,2353.53,822.94,2377.6,1874.51,0.43,0.43,0.43,2992.99,1350.73,2684.39,0\\r\\n16096,5772,62,Male,0,salaried,15,2,6,79,3174.86,3694.41,2939.57,756.05,0.07,0.07,2.31,160.07,3238.91,3264.97,0\\r\\n16097,3523,33,Male,1,salaried,146,2,53,0,5197.58,4562.51,3841.1,1927.02,1517.77,1813.49,326.41,383.56,3847.83,4387.25,0\\r\\n16098,5597,37,Male,0,self_employed,1525,2,1207,12,177.36,716.62,1526.9,1632.23,7288.76,0.19,9655.34,1845.11,2621.34,1185.3,0\\r\\n16099,2639,55,Male,2,self_employed,15,2,6,5,12586.37,422.06,3642.78,333.34,86188.46,214.36,75309.86,881.29,10361.9,288.47,1\\r\\n16100,1013,39,Male,0,self_employed,1020,3,145,,9503.26,9503.26,9503.26,9443.06,0.47,0.47,0.47,0.47,9503.26,9503.26,0\\r\\n16101,4487,43,Male,0,self_employed,,2,43,102,5038.12,2683,3560.83,4235.79,0.6,0.6,114.89,0.6,4952.71,2679.29,0\\r\\n16102,1894,43,Female,0,self_employed,409,3,4209,23,2025.01,1641.67,1508.23,1046.47,543.11,993.11,71.69,307.97,2013.11,1516.28,0\\r\\n16103,4720,33,Female,0,self_employed,245,2,204,,15943.18,15943.18,15943.18,15841.98,0.2,0.2,0.2,0.2,15943.18,15943.18,0\\r\\n16104,853,34,Male,0,salaried,531,3,925,118,2819.89,2905.91,2872.64,2926,0.14,0.14,0.14,0.14,2822.39,2869.48,0\\r\\n16105,6234,73,Male,0,retired,15,2,6,20,2326.85,2327.43,2306.71,2245.33,10.55,6.97,10.71,29.11,2326.39,2322.84,0\\r\\n16106,362,31,Female,,self_employed,623,2,968,14,565.2,354.84,2051.17,3935.2,47.81,252.31,1.74,7143.17,500.24,1494.68,0\\r\\n16108,3171,67,Female,0,self_employed,575,3,44,7,1408.61,1284.28,1431.06,2354.22,124.54,308.24,0.21,0.21,1356.81,1222.79,0\\r\\n16109,4556,58,Male,0,self_employed,514,3,6,,3480.53,3480.53,3480.53,3341.38,0.59,0.59,0.59,0.59,3480.53,3480.53,0\\r\\n16110,364,32,Male,3,self_employed,1181,2,2515,18,4447.34,3872.85,4074.53,5529.11,714.69,0.4,125.91,125.91,4293.71,3895.04,0\\r\\n16111,6595,63,Female,0,self_employed,,2,1343,173,4401.18,4715.47,5472.9,7849.42,0.46,0.46,343.31,1000.46,4464.73,5291.51,0\\r\\n16112,4085,40,Female,0,self_employed,1494,2,251,75,3256.54,3256.54,8446.57,13970.78,0.56,0.56,0.56,11483.13,3256.54,7713.6,1\\r\\n16113,844,43,Male,0,salaried,1477,3,1091,60,4455.97,4455.97,4536.56,5407.37,0.14,0.14,0.14,146.66,4455.97,4523.98,0\\r\\n16114,3960,41,Male,2,salaried,1020,3,582,,1735.63,1735.63,1737.79,1722.01,0.04,0.04,0.04,0.04,1735.63,1738.01,0\\r\\n16115,266,51,Male,0,self_employed,1591,2,4168,0,73187.04,901.32,11198.82,21305.8,74000.07,0.07,0.07,6428.64,13246.15,901.32,0\\r\\n16116,973,90,,0,self_employed,834,2,2788,152,1208.56,1208.56,5520.17,9398.31,0.66,0.66,0.66,11469.46,1208.56,3116.13,1\\r\\n16117,1647,36,Female,0,self_employed,1111,3,975,28,2000.21,1500.21,1478.86,136.07,500.44,500.44,0.44,0.44,2000.21,1484.08,0\\r\\n16118,1388,33,Male,0,salaried,61,3,856,17,3969.44,3778.99,3490.87,2134.42,228.69,857.26,0.11,0.11,3877.61,3614.4,0\\r\\n16119,2404,49,Male,2,self_employed,1528,2,1449,0,28751.35,179.92,1821.95,490.62,57142.9,0.04,28571.47,0.04,5106.03,179.92,1\\r\\n16120,1022,35,Male,,self_employed,1187,2,3234,136,833.37,833.37,1510.79,1724.63,0.11,0.11,0.11,1214.4,833.37,1651.35,0\\r\\n16121,4216,81,Male,0,self_employed,583,3,345,42,20305.01,20302.95,17891.63,13479.24,0.66,5000.66,0.66,0.66,20304.02,18067.93,0\\r\\n16122,4470,40,Female,0,self_employed,245,2,890,,2493.18,2493.18,2891.39,2771.66,0.36,0.36,0.36,714.64,2493.18,3092.26,1\\r\\n16123,4596,50,Female,0,self_employed,575,2,44,28,14896.12,13288.32,12058.58,14932.13,26.49,26.49,2073.5,2058.24,12963.28,11537.73,0\\r\\n16124,5926,76,Male,0,self_employed,409,3,1563,,1612.4,1612.4,1612.4,1602.19,0.49,0.49,0.49,0.49,1612.4,1612.4,0\\r\\n16125,401,58,Male,2,self_employed,848,3,1846,49,5912.81,10205.67,8705.64,5783.17,0.04,1099.63,4292.9,149.47,6506.41,9957,0\\r\\n16126,2269,46,Male,2,salaried,1084,2,1575,70,7452.85,7929.95,8079.13,7247.41,0.5,0.5,397.7,411.99,7552.81,8118.02,0\\r\\n16127,375,48,Male,,self_employed,148,2,3352,14,11408.34,10308.34,9588.59,8174.71,1100.24,10214.53,0.24,10857.39,10918.68,6096.36,0\\r\\n16128,197,34,Male,0,salaried,1020,1,291,18,21505.4,27128.91,39117.32,17951.25,14456.21,0.67,30713.16,24901.86,24570.19,55012.63,0\\r\\n16129,3927,52,Male,2,self_employed,409,2,329,4,18209.79,670.95,3963.68,2106.82,16985.89,371.6,33.9,4540.74,6797.12,1816.04,0\\r\\n16130,230,46,Male,3,self_employed,956,2,94,38,1532.69,327.22,1772.43,167.47,0.33,5722.78,1389.53,8291.99,1562.66,3400.61,1\\r\\n16131,556,37,Male,,self_employed,958,3,3198,17,7549.79,2564.07,3701.32,3464.62,7142.96,0.1,2142.96,0.1,5953.23,2568.22,0\\r\\n16132,5736,49,Male,0,self_employed,649,2,54,28,4603.52,8116.74,1988.96,1328.74,4614.96,5772.1,10980.89,5194.97,1381.27,3409.93,0\\r\\n16133,5938,66,Male,0,salaried,1020,2,5,95,3056.96,2626.09,2684.46,2029.48,0.64,0.64,0.64,0.64,2878.87,2603.54,0\\r\\n16135,5150,67,Male,0,salaried,409,1,120,299,1664.06,2804.03,5228.5,9316,0.23,0.23,1140.2,5404.99,2017.85,4896.2,0\\r\\n16136,739,26,Female,0,self_employed,833,2,164,140,1448.88,2163.16,2081.06,2096.04,0.1,0.1,714.39,0.1,1916.86,2163.16,1\\r\\n16137,1529,41,Female,0,self_employed,623,2,1641,28,2630.08,2558.83,2127.26,570.65,22,214.86,22.18,132.05,2692.07,2224.48,0\\r\\n16138,3698,40,Female,0,self_employed,1232,2,39,0,778.48,581.54,1922.72,1656.1,308.84,6112.46,143.13,6071.7,567.26,1400.79,0\\r\\n16139,1552,21,Female,0,student,1020,3,322,84,1427.39,1444.53,1617.24,995.68,0.57,0.57,17.71,2907.93,1443.94,1899.99,0\\r\\n16141,4528,33,Male,0,self_employed,1180,2,116,3,7862.06,6633.49,6645.51,9706.06,1228.97,378.97,0.4,143.26,7253.19,6467.59,1\\r\\n16142,1074,29,Male,2,self_employed,15,3,889,20,1465.9,722.51,2559.87,2265.87,2.66,5.68,1609.31,1163.54,2520.76,1215.25,1\\r\\n16143,3594,45,Female,0,salaried,623,3,317,0,2006.15,1955.55,1989.13,1754.84,890.36,611.79,304.04,377.04,2123.86,2023.38,0\\r\\n16144,4190,28,Female,0,student,1020,3,544,0,2818.46,3693.53,3284.98,2805.23,28.5,714.84,946.74,191.36,3386.55,3176.15,0\\r\\n16145,4017,38,Female,0,self_employed,1232,2,7,38,1522.72,7879.84,5987.41,16251.2,0.09,12857.23,6357.23,14212.84,1741.58,7945.76,1\\r\\n16147,1389,32,Female,0,student,1084,3,13,32,1614.53,1629.48,1628.9,1556.73,0.27,274.56,15.23,279.4,1619.34,1617.74,0\\r\\n16148,6116,40,Female,0,self_employed,514,2,49,6,4813.23,1467.26,1775.2,1218.77,4610.34,0.56,1264.37,0.56,2397.16,1467.26,0\\r\\n16149,866,35,Female,0,self_employed,1040,2,252,52,3274.87,3274.87,3360.64,2928.89,0.37,321.8,0.37,0.37,3274.87,3202.28,0\\r\\n16150,4200,74,Male,0,retired,146,2,354,26,14743.31,14580.62,14816.45,26433.2,302.21,0.04,139.52,332.14,14802.65,14697.12,0\\r\\n16151,1888,57,Male,0,self_employed,623,3,1628,6,7799.92,8518.14,7687.23,1830.11,1.07,1143.07,288.49,788.66,8106.08,8569.25,0\\r\\n16152,1654,71,Female,0,self_employed,146,2,77,186,84.97,18484.97,12351.64,18405.18,0.49,0.49,18400.49,0.49,84.97,18484.97,1\\r\\n16153,4042,55,Female,3,salaried,1096,3,1673,25,7080.54,8875.76,6462.64,3162.28,3318.61,6553.33,4938.26,2050.47,9292.92,6321.43,0\\r\\n16154,1560,61,Male,0,self_employed,1122,3,2358,,1529.04,1529.04,1529.04,1519.35,0.49,0.49,0.49,0.49,1529.04,1529.04,0\\r\\n16155,2376,49,Male,2,self_employed,623,2,2391,4,3157.39,2177.29,2728.1,2304.67,2857.83,714.97,2269.49,2180.63,2148.82,2241.82,0\\r\\n16156,3171,43,Male,0,self_employed,1096,3,587,0,714.85,2269.82,1745.43,273.67,429.11,15596.96,3655.19,13835.07,997.72,4116.97,1\\r\\n16157,2697,57,Male,0,salaried,1525,1,276,18,967.91,1550.65,1449.09,4145.73,138.01,7757.87,643.31,7143.31,1001.09,1521.52,1\\r\\n16158,3362,48,Male,2,self_employed,169,2,33,4,5682.1,10944.33,11010.29,10980.06,2859.57,1.29,7675.21,1752.11,7233.98,11411.46,0\\r\\n16159,588,48,Male,0,self_employed,1175,3,2425,103,5265.99,5265.99,5458,4114.27,0.14,0.14,0.14,0.14,5265.99,5265.99,1\\r\\n16160,934,63,Male,1,self_employed,1236,3,1651,168,1454.33,1454.33,1454.33,1461.29,0.33,0.33,0.33,0.33,1454.33,1454.33,0\\r\\n16161,4214,90,Male,0,self_employed,61,2,1407,152,7092.43,7094.63,7094.53,7152.4,0.03,0.03,0.03,0.03,7094.33,7094.63,0\\r\\n16162,4938,65,Male,3,salaried,1525,3,79,0,7599.42,6164.44,6642.16,6353.32,2239.3,2250.01,1142.56,4956.9,6033.91,6497.64,0\\r\\n16163,1679,48,Female,0,self_employed,61,3,115,132,2027.6,2541.89,2645.59,2744.89,0.66,0.66,1000.66,429.23,2408.88,2687.64,0\\r\\n16164,379,44,Male,0,self_employed,1477,3,2173,52,5117.76,5147.05,5138.77,6084.75,0.59,0.69,0.59,0.59,5123.28,5151.63,0\\r\\n16165,2257,70,Female,0,self_employed,996,2,1308,252,1158.72,1578.18,1606.35,2018.71,0.7,0.7,420.16,186.41,1393.1,1662.05,0\\r\\n16166,1381,52,Male,3,self_employed,360,3,2269,25,409.3,3329.1,1953.61,472.86,300.13,2471.56,3219.93,219.93,2344.54,2446.86,0\\r\\n16167,1050,34,Male,0,student,488,3,2163,81,3377.96,3377.96,3299.77,576.35,0.59,0.59,0.59,0.59,3377.96,3377.96,0\\r\\n16168,4373,42,Male,0,self_employed,1020,2,145,13,1112.41,1735.82,2099.47,2245.9,757.51,557.51,0.37,0.37,1292.2,1921.67,1\\r\\n16169,2046,28,Male,0,student,169,2,33,35,16064.57,16064.57,15833.7,16229.08,0.11,1028.69,0.11,0.11,16064.57,15384.39,0\\r\\n16170,2422,67,Male,0,retired,409,2,329,59,4419.68,4419.68,4371.03,4240.09,0.19,146.13,0.19,0.19,4419.68,4419.68,0\\r\\n16171,766,48,Male,,salaried,848,3,2020,0,15444.94,1144.4,5496.86,813.54,14308.1,95.26,0.24,0.24,14403.96,1087.42,0\\r\\n16172,5242,38,Male,0,salaried,1388,3,673,3,2436.15,2039.86,5374.74,4447.77,4184.56,1454.31,7023.62,14554.75,2450.59,5587.05,0\\r\\n16173,817,70,Female,0,self_employed,318,3,1217,0,1213.67,1433.6,1553.96,1424.43,6923.21,5714.57,7143.14,5714.57,1426.01,1802.26,0\\r\\n16174,4980,46,Female,0,self_employed,996,2,35,2,7931.47,4957.56,5174.12,5541.81,2974.18,102.84,0.27,293.74,5274.14,5009.05,0\\r\\n16175,2937,49,Male,3,salaried,43,2,310,192,1535.58,2946.06,2962.38,4890.8,0.2,0.2,1517.54,274.35,2312.38,3117.84,0\\r\\n16176,1459,47,Female,0,self_employed,334,3,444,10,6705.32,664.04,1752.93,4418.45,3470.01,157.64,285.87,0.16,3781.72,613.74,0\\r\\n16177,5007,51,Male,0,salaried,334,2,10,6,3374.82,1771.58,3819.9,10255.63,2402.46,0.64,1127.79,4817.79,3813.54,2442.52,1\\r\\n16178,2716,58,Female,0,self_employed,531,3,590,,3357.02,3357.02,3234.13,1915.02,0.64,0.64,0.64,0.64,3357.02,3357.02,0\\r\\n16179,6079,45,Female,0,self_employed,1020,3,1,46,61926.47,61930.55,59574.26,58948.03,0.5,4980.46,0.5,0.5,61929.99,59842.18,0\\r\\n16180,1915,41,Male,0,salaried,1020,1,1123,,58875.42,56596.48,52767.04,42437.86,0.46,0.46,0.46,0.46,56675.06,54545.27,0\\r\\n16181,1965,63,Male,0,retired,1540,3,347,7,35157.3,35250.73,34851.35,37721.11,567.84,0.61,661.26,21286.33,35136.29,32914.33,0\\r\\n16183,4275,54,Male,2,self_employed,1096,2,314,3,10876,10441.27,5622.66,1722.58,256.74,8129.16,0.59,0.59,10597.89,4170.54,1\\r\\n16184,1762,86,Female,0,self_employed,1096,2,614,145,2718.08,2718.08,3160.48,3389.99,0.39,0.39,0.39,1000.39,2718.08,3045.27,1\\r\\n16185,824,31,Male,0,self_employed,1195,2,3293,5,9551.18,6748.62,6618.29,11101.13,2857.49,0.34,0.34,57.49,7326.2,6787.23,0\\r\\n16186,1983,18,Male,0,student,575,1,1098,,1774.1,1774.1,1756.44,1568.56,0.26,0.26,0.26,0.26,1774.1,1774.1,0\\r\\n16187,3084,31,Female,0,self_employed,146,2,184,21,655.45,527.27,1571.11,2030.59,1557.31,0.56,3000.56,143.41,1131.9,398.23,0\\r\\n16188,2606,79,Female,0,self_employed,834,3,219,0,7349.48,6706.62,6714.01,6693.37,643.09,0.23,0.23,0.23,6728.79,6706.62,1\\r\\n16189,2102,77,Female,0,self_employed,1608,2,1245,,5729.15,5729.15,5823.46,6018.23,0.07,0.07,0.07,200.07,5729.15,5806.57,0\\r\\n16190,1227,53,Male,0,self_employed,496,2,1895,312,11647.89,11647.89,11647.89,11577.49,0.54,0.54,0.54,0.54,11647.89,11647.89,1\\r\\n16191,2285,90,,0,self_employed,1020,2,182,14,5268.95,268.95,1487.01,369.69,4286.04,0.33,0.33,0.33,2855.16,1374.94,0\\r\\n16192,2518,21,Female,0,student,,2,1293,114,3052.61,3052.61,3052.61,2931.35,0.13,0.13,0.13,0.13,3052.61,3052.61,0\\r\\n16193,923,51,Female,0,self_employed,1096,3,1365,,1489.56,1489.56,1489.56,1479.58,0.24,0.24,0.24,0.24,1489.56,1489.56,0\\r\\n16194,626,74,Male,,self_employed,1033,3,2726,194,5756.16,7270.45,7147.95,7306.46,0.21,0.21,1600.21,0.21,6902.96,7270.45,0\\r\\n16196,1638,68,Male,0,self_employed,834,3,1242,362,2715.61,2715.61,2715.61,2700.53,0.26,0.26,0.26,0.26,2715.61,2715.61,0\\r\\n16197,1591,26,Male,4,self_employed,334,2,1237,3,3587.11,3786.97,3493.7,3617.37,466.39,569.24,846.53,661.57,3405.85,3482.05,0\\r\\n16201,2996,33,Female,0,self_employed,1149,2,818,,2720.7,2784.7,2806.17,2863.65,0.06,0.06,0.06,12.99,2778.07,2796.79,0\\r\\n16202,2576,50,Male,0,salaried,1589,1,88,5,15721.89,15523.51,13137.54,8256.85,14480.04,46798.99,0.46,7.34,7049.56,16704.43,1\\r\\n16203,554,62,Male,0,salaried,395,3,454,76,2158.22,2229.65,2111.95,2287.88,0.14,0.14,71.57,0.14,2192.7,2229.65,0\\r\\n16204,2307,70,Female,0,self_employed,1180,3,3226,21,29770.78,29442.21,29445.84,28629.6,329.21,172.07,0.64,172.07,29718.56,29386.91,0\\r\\n16205,1001,33,Male,0,salaried,1232,3,148,194,1700.8,2093.68,2089.36,2035.52,0.39,0.39,395.31,3.96,2079.67,2094.01,1\\r\\n16206,3274,40,Male,0,self_employed,822,2,717,9,2858.7,2548.76,2225.69,2024.22,8814.41,151.17,3508.28,1275.56,1861.95,2516.94,1\\r\\n16207,1621,9,Male,0,student,1111,2,728,,4994.25,4994.25,4994.25,4962.74,0.43,0.43,0.43,0.43,4994.25,4994.25,0\\r\\n16208,1485,46,Male,0,self_employed,1111,3,728,0,2475.29,2071.59,2097.23,1983.13,1036.21,227.19,0.04,200.04,2230.51,2016.25,0\\r\\n16209,1648,82,Male,0,self_employed,664,1,241,25,82.52,31.09,12811.62,25.8,51.6,0.17,0.17,0.17,75.42,31.09,1\\r\\n16210,1465,29,Male,3,salaried,617,2,1362,23,902.05,2045.13,1918.04,2310.03,810.21,844.83,1979.24,2516.6,1047.16,2451.94,1\\r\\n16211,857,39,Female,0,self_employed,1032,3,381,49,7460.92,7460.92,6692.39,5611.31,0.56,2596.83,0.56,214.84,7460.92,6972.91,0\\r\\n16212,2526,54,Male,0,self_employed,575,3,1002,0,786.59,720.02,2624.75,1382.98,1845.9,571.59,1651.34,8974.91,764.76,1033.37,0\\r\\n16213,2660,18,Male,0,student,1046,2,102,11,1757.83,1738.9,1728.37,1672.27,21.21,21.24,0.19,0.19,1746.73,1728.51,0\\r\\n16214,1139,36,Female,0,self_employed,334,3,1864,,6534.47,6534.47,6566.88,5709.98,0.23,0.23,0.23,0.23,6534.47,6534.47,0\\r\\n16215,3880,90,Male,0,self_employed,1046,2,1248,,3186.69,3186.69,3186.69,3166.15,0.49,0.49,0.49,0.49,3186.69,3186.69,0\\r\\n16216,1616,82,Female,0,retired,409,1,482,26,124249.1,-2998.64,29016.32,-1769.92,1000.67,786.39,143.53,112.67,93807.49,-3060.13,0\\r\\n16217,1136,43,Female,0,self_employed,1020,3,47,,1995.03,1995.03,1997.02,1992.69,0.53,0.53,0.53,4.1,1995.03,1997.45,0\\r\\n16218,4987,46,Male,2,self_employed,665,2,177,0,5331.83,5251.94,5247.97,4709.79,347.16,0.01,28.59,361.3,5172.26,5317.18,0\\r\\n16219,1132,64,Male,0,self_employed,1636,2,375,28,97.6,26655.88,7189.93,1845.54,12868.94,23571.8,39427.23,984.37,4938.07,16019.15,1\\r\\n16220,3300,42,Female,2,self_employed,334,1,444,19,4662.4,4964.89,4819.62,3570.39,39.86,600.59,848.06,547.09,5086.42,4958.36,0\\r\\n16221,3288,39,Female,0,self_employed,630,2,36,205,3028.83,3028.83,3028.83,3009.96,0.03,0.03,0.03,0.03,3028.83,3028.83,0\\r\\n16223,1253,27,Male,0,self_employed,1181,2,186,95,1708.5,1708.5,1862.11,2125.29,0.29,0.29,0.29,0.29,1708.5,1708.5,0\\r\\n16224,1539,48,Male,4,self_employed,334,3,676,63,5725.58,7879.18,3883.62,1095.58,0.11,0.11,2282.29,734.89,6788.84,3322.71,0\\r\\n16225,2742,56,Male,0,self_employed,980,2,285,63,78.01,12935.97,11979.52,18935.17,0.16,0.16,0.16,8571.59,78.15,16530.44,1\\r\\n16226,441,40,Female,0,salaried,1020,2,19,0,12074.56,10836.4,9130.82,9306.22,1742.56,1782.51,647.26,28.85,10744.81,9175.97,0\\r\\n16227,3464,61,Female,1,self_employed,995,1,200,21,5562.27,17424.22,12763.74,6865.92,7443.98,3443.14,19651.5,4583.73,7969.1,18414.28,1\\r\\n16228,402,25,Male,0,self_employed,409,3,571,,4287.06,2858.49,3170.47,1952.41,0.3,0.3,0.3,0.3,3794.45,2858.49,0\\r\\n16230,1339,44,Male,0,self_employed,926,2,2029,68,4153.5,4153.5,3991.29,3582.05,0.46,0.46,0.46,0.46,4153.5,4153.5,0\\r\\n16231,873,33,Female,0,self_employed,188,2,1839,270,6135.08,6135.08,6135.08,6098.79,0.17,0.17,0.17,0.17,6135.08,6135.08,0\\r\\n16232,2655,33,Female,0,self_employed,1020,2,1027,,775.25,775.25,2330.55,3964.26,0.7,0.7,0.7,3214.99,775.25,2226.86,1\\r\\n16233,2893,58,Male,0,self_employed,656,3,1421,132,3211.55,3211.55,3211.55,2845.21,0.54,0.54,0.54,0.54,3211.55,3211.55,0\\r\\n16234,5885,58,Male,0,self_employed,656,3,46,,3389.35,3388.28,3387.46,3243.17,0.17,0.17,0.17,0.17,3389.09,3388.28,1\\r\\n16235,731,27,Female,0,self_employed,1294,3,2063,268,2976.96,2976.96,2976.96,3010.02,0.19,0.19,0.19,0.19,2976.96,2976.96,0\\r\\n16236,2453,45,Male,3,self_employed,834,2,219,12,2289.84,179.09,4568.61,584.95,24154.37,0.67,22043.63,47.66,13294.61,185.16,0\\r\\n16238,2497,66,Male,2,self_employed,334,2,1364,42,13036.16,23390.02,71787.88,16761.09,0.46,630389.61,10211.46,72710.22,17620.67,34236.2,1\\r\\n16239,6947,50,Male,0,salaried,996,2,1306,24,2333.5,130.32,1881.36,4822.45,1429.23,1357.8,3907.8,536.37,2982.64,367.79,1\\r\\n16240,194,57,Male,2,self_employed,409,3,677,21,548.46,1546.95,1666.58,2563.87,0.74,0.74,86.3,265.07,1499.4,1650.43,1\\r\\n16241,1326,64,Male,0,self_employed,1621,3,417,0,5785.5,303.93,1797.66,1763.08,7057.39,0.24,2928.81,2143.1,2335.72,1658.66,0\\r\\n16242,392,42,Male,0,self_employed,1096,1,249,335,6552.83,6567.11,6576.07,6576.68,0.44,0.44,0.44,0.44,6562.19,6575.87,0\\r\\n16243,5449,16,Female,0,self_employed,1096,1,26,215,438.32,438.32,2005.14,1608.83,0.54,0.54,0.54,4286.26,438.32,2995.92,1\\r\\n16244,2777,35,Female,0,salaried,1111,3,439,294,1844.73,1844.73,1485.29,1112.12,0.43,0.43,0.43,143.29,1844.73,1453.03,0\\r\\n16245,2095,38,Male,0,salaried,724,2,1804,,1339.87,2851.29,2495.89,3007.85,0.44,0.44,1500.44,0.44,1754.84,2852.34,0\\r\\n16246,1043,37,Female,0,self_employed,780,2,749,,4362.39,4022.67,4060.49,3997.29,0.17,0.17,21.6,0.17,4136.12,4022.67,0\\r\\n16247,3371,17,Female,0,student,1232,1,7,25,7982.52,7982.52,8485.72,8291.53,1428.59,1428.59,0.01,0.01,8524.39,8489.43,0\\r\\n16248,1923,56,Female,0,self_employed,1020,2,501,68,2045.91,2045.91,1722.93,4130.51,0.6,0.6,0.6,60.93,2045.91,2100.4,0\\r\\n16250,1108,34,Male,,self_employed,943,3,743,263,1362.98,1934.41,1803.05,1922.52,0.4,0.4,571.83,0.4,1540.32,1934.41,0\\r\\n16251,6685,58,Male,1,salaried,1020,2,7,9,2341.42,302.85,4533.8,3863.46,2947.43,3417.63,761.58,8657.37,2056.2,7754.56,0\\r\\n16252,870,46,Female,,self_employed,15,3,890,6,2161.71,2061.17,2092.32,2057.5,457.29,214.43,356.74,150.47,2180.83,1988.18,0\\r\\n16253,5806,71,Female,0,self_employed,575,2,2549,48,1651.61,7066.22,4172.64,4827.12,0.16,1563.01,1142.24,1292.97,2927.87,6045.87,0\\r\\n16254,3047,37,Female,0,self_employed,1294,2,150,84,1575.4,1575.4,1574.49,1553.85,0.39,0.39,0.39,0.39,1575.4,1575.4,0\\r\\n16255,1664,38,Female,0,self_employed,623,1,42,14,12222.99,11223.67,10823.57,7876.62,999.77,999.77,0.44,0.44,11706.1,10737.6,0\\r\\n16257,556,25,Male,,self_employed,931,3,436,145,8252.41,8252.41,8252.41,6670.38,0.4,0.4,0.4,0.4,8252.41,8252.41,0\\r\\n16258,3007,17,Male,0,student,1525,2,276,,1668.68,1668.68,1668.68,1658.11,0.57,0.57,0.57,0.57,1668.68,1668.68,0\\r\\n16259,3347,55,Female,0,self_employed,235,3,733,4,8974.12,8438.75,9438.9,12673.54,782.04,0.16,168.49,2160.46,8480.57,9480.97,0\\r\\n16261,2236,36,Female,0,self_employed,170,2,757,,2580.1,8294.39,6622.17,8202.13,0.5,0.5,5714.79,0.5,3368.28,8252.26,1\\r\\n16262,1615,41,Male,0,self_employed,879,3,2285,,26592.17,26592.17,27249.5,27835.98,0.19,0.19,0.19,0.19,26592.17,27142.5,0\\r\\n16264,1987,39,Female,0,self_employed,1589,2,147,315,1432.47,1432.47,1432.47,1423.82,0.2,0.2,0.2,0.2,1432.47,1432.47,0\\r\\n16265,1400,90,,0,self_employed,65,3,183,,1503.19,1503.19,1503.19,1493.68,0.64,0.64,0.64,0.64,1503.19,1503.19,0\\r\\n16266,1468,30,Female,0,self_employed,1096,2,2008,6,3211.34,3140.29,4225.32,2020.32,3.73,0.16,13504.11,555.09,6795.02,3147.58,0\\r\\n16267,2704,69,Male,0,retired,,2,2683,39,5510.96,6153.82,3661.42,1405.03,0.53,2251.61,643.39,707.67,5821.31,3550.92,0\\r\\n16268,1760,37,Male,3,self_employed,,3,2025,30,5073.56,18951.21,4486.27,10124.07,0.21,13301.87,13920.21,1063.07,5386.97,4757.88,0\\r\\n16269,2569,33,Male,0,self_employed,1020,1,652,32,522.53,4256.36,6514.13,9707.15,0.46,7066.99,5751.02,35113.28,1288.86,8550.76,0\\r\\n16270,3008,33,Male,0,salaried,146,2,52,11,4673.05,13959.9,10457.3,9773.98,0.81,0.13,10058.62,340.62,5576.07,12976.96,1\\r\\n16271,2061,43,Female,0,salaried,1522,2,754,94,3088.86,3138.86,3138.86,3739.13,0.37,0.37,0.37,0.37,3088.86,3138.86,0\\r\\n16272,214,27,Female,,salaried,1328,3,362,56,1455.07,1469.35,1475.42,827.13,0.17,14.46,0.17,28.01,1456.55,1472.49,0\\r\\n16274,4228,41,Female,0,self_employed,1020,1,143,3,18433.03,14304.43,13689.06,10702.94,21429.19,12857.76,18369.19,7143.47,8573.4,14768.2,0\\r\\n16275,5057,76,Female,0,self_employed,623,2,1561,63,2637.17,2664.66,3383.09,1574.22,0.5,0.5,342.28,1576.21,2391.55,4055.98,0\\r\\n16276,2216,60,Male,0,salaried,146,2,1232,23,4342.6,4199.74,4236.92,4096.54,143.09,0.23,0.23,0.23,4317.96,4197.84,0\\r\\n16277,912,24,Male,0,self_employed,1525,3,2865,87,2304.77,2590.48,2533.3,1816.95,0.3,0.3,571.73,0.3,2467.33,2590.48,1\\r\\n16278,1887,35,Male,2,self_employed,1494,2,209,301,2181.89,2181.89,2181.89,2156.6,0.51,0.51,0.51,0.51,2181.89,2181.89,0\\r\\n16279,1777,58,Female,0,self_employed,834,2,349,101,10052.66,10052.66,10122.81,5742.16,0.37,0.37,0.37,0.37,10052.66,10052.66,1\\r\\n16280,1220,37,Male,0,salaried,649,3,644,,10353.63,10803.61,10788.12,9243.41,0.23,0.23,453.65,322.92,10791.41,11004.19,0\\r\\n16281,3126,45,Male,0,salaried,1232,3,52,27,1266.33,607.57,3211.7,4362.92,1511.91,1463.39,258.23,5211.41,1559.8,3044.82,1\\r\\n16282,1262,50,Male,0,salaried,1020,1,1105,193,36383.16,36383.16,36383.16,36155.03,0.67,0.67,0.67,0.67,36383.16,36383.16,0\\r\\n16283,6663,90,Female,0,self_employed,1096,3,578,80,10027.31,10034.65,10042.68,9999.74,0.51,0.51,0.51,0.51,10029.34,10034.65,0\\r\\n16284,216,31,Male,0,salaried,1070,2,571,14,5017.32,4995.89,4976.92,4572.06,157.84,357.84,229.27,248.17,5067.07,4977.48,0\\r\\n16285,1636,40,Female,0,salaried,146,1,523,41,1217.86,155.19,1572.22,2031.01,0.23,1502.11,3151.41,3514.43,1903.96,1407.04,0\\r\\n16286,3016,56,Male,0,salaried,413,2,759,,7561.2,8380.33,8258.62,8970.79,0.7,0.7,819.83,0.7,8013.14,8380.33,0\\r\\n16287,4433,42,Female,0,self_employed,,3,220,31,1429.14,1857.76,1443,1468.81,0.57,429.14,0.57,0.57,1429.14,1470.67,0\\r\\n16288,3037,35,Female,0,self_employed,1096,2,363,62,2176.19,2176.19,1999.85,1635.43,0.33,0.33,0.33,0.33,2176.19,2176.19,0\\r\\n16289,838,57,Female,,self_employed,963,3,202,318,69451.77,69451.77,69451.77,69016,0.46,0.46,0.46,0.46,69451.77,69451.77,0\\r\\n16290,5372,59,Male,2,salaried,221,2,68,5,3717.96,6498.82,5705.83,3225.72,89.27,0.3,0.3,4428.87,6117.9,8369.79,1\\r\\n16291,4989,48,Male,0,self_employed,1020,2,47,137,11800.3,11800.3,11781.3,11035.64,0.36,0.36,0.36,0.36,11800.3,11849.98,0\\r\\n16292,571,65,Male,0,self_employed,1232,2,29,175,3958.44,3915.24,3918.22,3619.77,0.16,0.16,0.16,0.16,3924.18,3915.24,0\\r\\n16293,517,27,Female,,self_employed,486,3,232,112,1458.24,1458.24,1458.24,905.91,0.51,0.51,0.51,0.51,1458.24,1458.24,0\\r\\n16294,5246,57,Female,0,self_employed,1084,3,540,,1929.5,2009.44,1934.55,1935.89,0.56,0.56,137.63,0.56,1892.09,1959.67,0\\r\\n16295,1018,6,Female,0,student,905,2,831,,567.37,1571.96,1630.97,1935.35,0.43,0.43,1171.86,333.29,909,1798.96,1\\r\\n16296,461,32,Female,0,salaried,409,2,1565,68,1709.99,1709.99,1484.9,497.9,0.16,0.16,0.16,0.16,1709.99,1709.99,0\\r\\n16297,1276,56,Male,2,self_employed,1020,2,626,184,1853.03,1354.41,1495.61,1152.57,0.63,0.63,0.63,0.63,1784.25,1352.49,0\\r\\n16298,3018,62,Male,0,self_employed,161,2,209,145,7511.84,7511.84,7511.84,7481.23,0.57,0.57,0.57,0.57,7511.84,7511.84,0\\r\\n16299,886,29,Male,0,self_employed,1644,2,210,7,1792.55,1607.09,2818.2,3574.87,43.6,3.56,2325.36,1619.12,2727.89,3073.66,0\\r\\n16300,1031,35,Male,0,salaried,409,3,1352,28,1565.7,1540.96,1580.36,1587.81,31.1,0.67,8.58,25.38,1565.03,1549.12,0\\r\\n16301,6089,76,Female,0,self_employed,146,1,9,,8303.49,8303.49,8303.49,8240,0.51,0.51,0.51,0.51,8303.49,8303.49,0\\r\\n16302,4196,68,Female,0,self_employed,1020,3,544,18,859.67,1730.47,1605.18,908.23,1634.34,0.06,348.63,0.06,1489.07,1512.6,0\\r\\n16303,3587,52,Male,1,self_employed,1020,1,522,19,5103.18,34493.48,29422.1,47517.17,171.51,214.37,29776.1,4060.96,12522.7,36520.68,1\\r\\n16304,547,64,Male,0,self_employed,16,2,1836,4,5410.77,3799.65,3093.17,4100.7,1654.56,1635.39,0.59,286.3,4067.58,2698.24,0\\r\\n16305,5165,46,Female,0,self_employed,630,2,1240,144,737.26,4308.69,4021.34,2810.55,0.23,0.23,3571.66,0.23,3446.62,4308.69,1\\r\\n16306,4505,60,Male,0,salaried,409,1,1345,181,6648.95,6975.24,7078.59,6832.58,0.27,0.27,0.27,300.93,6863.04,7119.92,0\\r\\n16307,2314,46,Male,2,salaried,242,1,122,7,11297.36,10727.54,8305.72,6178.53,1468.3,1429.01,0.44,2143.3,10976.11,8372.22,0\\r\\n16308,637,32,Female,,salaried,,2,295,29,4796.86,3939.72,4706.62,464.55,0.17,14377.23,0.17,14295.02,4784.55,6226.74,0\\r\\n16309,4944,49,Male,0,self_employed,617,2,3372,73,9910.44,9797.38,9684.56,9126.54,0.54,0.54,0.54,0.54,9900.94,9797.38,0\\r\\n16310,4678,57,Male,0,self_employed,1096,3,132,0,2916.9,2866.9,3092.59,5381.52,50.67,107.81,0.67,686.39,2868.62,3022.43,0\\r\\n16311,3192,55,Male,0,self_employed,33,3,820,80,1450.41,1593.26,1674.92,2073.15,0.34,0.34,0.34,0.34,1568.63,1703.86,0\\r\\n16312,1047,35,Male,0,self_employed,1020,1,85,20,11722,20179.62,9657.88,580.48,206.68,17143.21,8664.3,815.93,14719.64,11212.03,0\\r\\n16313,6601,70,Male,0,self_employed,1096,1,92,7,19635.55,19278.41,19040.78,17765.4,357.49,557.49,0.34,0.34,19364.61,19105.6,0\\r\\n16314,1725,44,Male,0,self_employed,1509,2,1432,173,7450.8,7450.8,7450.8,7378.28,0.67,0.67,0.67,0.67,7450.8,7450.8,0\\r\\n16315,5037,47,Female,0,self_employed,575,1,1202,0,5276.15,2951.66,5901.3,17063.04,668.32,50801.21,2051.95,58590.13,4324.68,6043.38,0\\r\\n16317,2147,40,Female,0,self_employed,575,2,1394,0,1514.14,1829.33,1807.35,1382.6,133.57,307.74,448.76,143.51,1567.19,1934.06,0\\r\\n16318,583,47,Female,,self_employed,1071,2,623,,32578.04,36863.76,38050.79,40802.43,0.21,0.21,4285.93,4285.93,34203.66,38799.24,0\\r\\n16319,4702,21,Male,0,student,1020,1,13,11,1221.42,1309.32,4459.98,1089.54,63.19,33.91,298.23,8056.13,1241.82,4814.67,1\\r\\n16321,1362,39,Male,0,self_employed,1224,2,1915,14,6213.7,5515.08,5226.36,4024.43,700.16,657.3,1.54,582.3,5876.39,5044.51,0\\r\\n16323,1051,46,Female,0,self_employed,334,3,493,20,3172.31,2775.23,3538.05,1361.9,1044.54,485.97,315.29,940.39,3180.9,3508.2,0\\r\\n16324,2297,71,Male,0,salaried,334,1,82,0,3559.61,11330.88,8092.48,12788.82,1369.49,0.2,8619.97,1570.91,4487.81,9304.41,0\\r\\n16325,1991,42,Male,4,self_employed,977,2,813,185,4357.92,5786.49,5451.66,5840.68,0.44,0.44,1429.01,86.16,4702.75,5808.61,0\\r\\n16326,2127,49,Female,0,salaried,,2,241,52,403.13,465.57,2655.82,3625.08,0.2,23026.36,59.39,24550,420.83,6979.07,1\\r\\n16327,1880,64,Male,0,retired,1111,1,930,,627.38,626.56,1541.02,711.35,0.16,0.16,1.59,2860.16,627.18,629.14,0\\r\\n16328,1284,54,Female,0,self_employed,656,1,1421,,2045.76,2048.62,2049,2037.99,0.53,0.53,0.53,0.53,2046.35,2049.17,0\\r\\n16329,1949,45,Female,0,self_employed,491,2,93,10,7352.06,209.2,7444.69,211.92,28571.89,64286.17,21429.03,64286.17,4396.39,6664.49,0\\r\\n16330,1456,34,Female,0,self_employed,15,1,49,54,12995.18,14519.49,13836.33,11334.04,0.7,137.13,1873.56,214.99,13930.7,14178.46,0\\r\\n16331,1321,37,Male,0,salaried,549,2,2937,140,1556.61,1840.87,2084.76,1603.52,0.27,0.27,0.27,0.27,1811.46,2079.28,0\\r\\n16332,2371,38,Female,0,self_employed,1084,2,540,35,1380.8,1580.85,1611.03,5606.05,0.27,3143.29,276.03,1133.65,1498.23,1302.99,0\\r\\n16333,1133,50,Male,0,self_employed,905,3,606,18,4755.61,4628.11,4653.32,3863.44,125.44,0.44,0.44,0.44,4710.93,4625.01,0\\r\\n16334,387,82,Male,0,retired,1096,3,4753,13,2172.39,2092.1,2181.08,2678.01,486.03,213.08,563.17,0.31,2093.43,2097.04,0\\r\\n16335,3429,58,Female,0,self_employed,1643,2,210,14,598.31,1312.6,1517.85,1293.47,8571.86,0.43,9286.14,0.43,1928.36,1312.6,0\\r\\n16336,998,50,Male,0,self_employed,656,2,1391,74,13122.41,13122.41,12661.58,9895.09,0.57,0.57,0.57,0.57,13122.41,13122.41,0\\r\\n16337,3974,42,Male,0,,1525,2,146,21,6768.82,3742.58,4538.56,3860.45,6052.59,0.11,0.11,0.11,6038.34,3742.58,0\\r\\n16338,3969,81,Female,0,retired,1020,2,410,0,3803.91,3716.35,4720.03,3221.13,53.14,1499.36,0.66,4309.34,3768.69,4239.88,1\\r\\n16339,2944,42,Male,0,self_employed,1004,2,307,69,596.91,861.57,1677.89,3206.21,0.47,0.47,0.47,0.47,725.42,1006.56,0\\r\\n16340,573,27,Male,0,self_employed,1138,3,1736,20,2472.52,2058.23,1999.71,1580.92,428.63,1628.63,0.06,71.49,2348.87,1818.76,0\\r\\n16341,619,52,Male,2,self_employed,1621,3,1243,80,124.48,124.48,2059.97,123.66,0.61,0.61,0.61,0.61,124.48,124.48,1\\r\\n16342,262,46,Male,0,self_employed,1494,3,3068,27,17453.68,8111.16,10628.95,11154.28,10000.19,1503.12,656.84,0.19,17290.5,7210.52,0\\r\\n16343,3077,31,Male,0,student,118,3,325,103,4831.28,4405.89,4346.61,3404.3,0.17,0.17,9.06,150.23,4816.77,4123.35,0\\r\\n16344,1107,74,Male,0,retired,828,2,1545,,1445.74,1445.74,1445.74,1436.07,0.26,0.26,0.26,0.26,1445.74,1445.74,0\\r\\n16345,2638,61,Female,0,self_employed,313,2,981,16,5421.57,5295.13,5326.65,7996.92,126.06,188.27,92.49,191.56,5292.35,5228.45,0\\r\\n16346,2958,50,Male,0,self_employed,1020,1,19,114,2270.61,3897.44,4216.39,2156.48,0.61,0.61,1647.53,790.53,2806.08,4700.76,1\\r\\n16347,4086,39,Female,0,self_employed,1020,3,540,,4917.12,4859.09,4793.85,4512.14,0.29,0.29,0.29,0.29,4878.18,4794.98,0\\r\\n16348,1409,56,Male,0,self_employed,623,2,2826,33,2924.28,905.07,2454.28,5833.22,0.06,18571.49,123.71,24023.2,1326.79,4443.58,0\\r\\n16349,1917,17,Male,0,student,113,3,1056,,1911.48,1911.48,1911.48,1899.37,0.49,0.49,0.49,0.49,1911.48,1911.48,0\\r\\n16350,1622,75,Male,0,retired,1111,3,2649,30,8132.82,6247.47,5410.1,7965.86,0.29,457.43,2669.22,3158.29,7911.16,4388.51,0\\r\\n16351,2779,56,Female,0,self_employed,1020,2,51,10,1008.88,2613.73,2589,2646.78,3895.74,0.6,5500.6,36.31,2519.77,2617.19,1\\r\\n16352,2684,51,Male,3,salaried,630,2,36,24,3110.92,2853.79,4917.69,6507.55,300.79,300.79,0.56,3865.91,3080.9,4780.24,0\\r\\n16353,2481,84,Male,0,self_employed,980,2,285,,5339.2,5339.2,5339.2,5305.38,0.64,0.64,0.64,0.64,5339.2,5339.2,1\\r\\n16354,4434,46,Male,0,self_employed,1020,2,86,21,3422.51,4741,6591.22,6671.95,1143.13,1143.13,124.61,1977.16,3969.56,6656.77,0\\r\\n16355,3426,80,Female,0,retired,1020,2,543,193,3898.96,3911.51,4191.03,5474.62,0.31,0.31,43.17,7975.17,3921.71,4258.15,0\\r\\n16356,2946,44,Male,0,self_employed,1020,3,163,300,3541,3555.29,3559.53,3579.58,0.66,0.66,0.66,0.66,3545.44,3559.44,1\\r\\n16357,847,61,Male,0,self_employed,334,2,136,234,7739.51,7739.51,7739.51,7086.88,0.41,0.41,0.41,0.41,7739.51,7739.51,0\\r\\n16358,1989,28,Male,0,salaried,1096,2,581,4,1087.72,83.59,1990.56,290.4,2428.64,142858.24,2278.64,143547.65,552.23,4977.6,1\\r\\n16359,500,30,Male,,salaried,623,2,1628,21,6043.2,4574.72,4037.49,1262.34,1468.9,3111.62,0.41,494.41,5688.74,4407.16,0\\r\\n16360,601,20,Female,,student,1020,1,13,33,1555.84,1643.7,1572.66,1546.81,0.7,72.13,88.56,0.7,1561.9,1583.79,0\\r\\n16361,231,20,Male,,student,656,2,1339,6,21244.03,20199.27,19823.99,8764.1,1044.87,0.11,0.11,0.11,20415.43,20199.27,0\\r\\n16362,2043,42,Female,0,salaried,1096,3,1345,24,1768.1,1760.95,1762.93,1749.8,7.17,0.03,0.03,0.03,1766.87,1760.95,0\\r\\n16363,4926,62,Male,0,self_employed,1180,3,600,143,3013.15,3394.24,3453.36,5125.97,0.61,0.61,402.19,211.47,3177.36,3428.63,0\\r\\n16364,2620,54,Female,2,self_employed,1494,3,3353,166,9510.2,10252.75,10389.9,15450.23,0.63,0.63,739.08,572.06,9613.51,10732.01,0\\r\\n16365,864,5,Male,,student,1347,3,819,159,2676.29,2690.57,2692.93,2401.03,0.4,0.4,0.4,0.4,2678.75,2692.88,0\\r\\n16366,1086,49,Female,0,salaried,623,2,621,3,12555.94,6841.66,7483.64,6499.53,5871.44,0.01,157.16,56.1,8959.89,6868.09,0\\r\\n16367,251,52,Female,0,self_employed,409,1,1220,12,732.61,1427.38,1777.14,1325.73,1.22,0.16,642.99,807.86,896.7,1795.86,0\\r\\n16368,2071,50,Male,0,self_employed,1020,3,1444,46,5478.47,6525.75,5147.94,3536.2,0.19,2449.82,935.6,0.19,5772.3,5501.72,1\\r\\n16370,5078,44,Female,0,self_employed,617,2,1362,45,19530.79,19530.79,19504.96,20271.48,0.17,85.89,0.17,0.17,19530.79,19492.08,0\\r\\n16371,1523,35,Male,0,self_employed,409,3,1658,332,1823.81,1823.81,1823.81,1812.26,0.61,0.61,0.61,0.61,1823.81,1823.81,0\\r\\n16372,1887,51,Male,0,salaried,1578,3,1257,5,97.68,733.44,1532.1,2967.73,34.77,20.06,365.59,1146.24,521.26,1437.3,1\\r\\n16373,659,62,Female,0,self_employed,834,2,1128,89,1617.29,1617.29,6977.33,1759.4,0.23,0.23,0.23,11714.51,1617.29,2114.98,1\\r\\n16374,1074,62,Male,3,self_employed,1546,3,2086,7,1675.89,14469.34,3202.09,974.72,1623.26,18839.46,14402.43,23218.56,6074.61,2139.34,0\\r\\n16375,1570,37,Female,0,self_employed,,3,1037,24,2239.2,5311.24,8117.7,2935.18,7143.26,7071.83,10207.59,6342.59,5446.78,6146.27,1\\r\\n16376,437,31,Male,0,self_employed,259,3,2414,56,1850.81,1850.81,1871.08,924.82,0.3,1386.01,0.3,1000.3,1850.81,2297.35,0\\r\\n16377,4104,32,Male,0,self_employed,1032,2,381,9,4177.99,4150.99,4154.09,4124.92,27.03,0.03,0.03,0.03,4160.3,4150.99,0\\r\\n16378,322,58,Male,0,self_employed,409,3,3967,23,2628.73,3262.26,2874.53,99.1,2143.46,93.46,2776.17,368.16,3574.04,3371.76,1\\r\\n16380,4505,85,Male,0,self_employed,,1,22,90,1815.29,2652.9,2581.15,2676.79,0.59,0.59,1028.8,0.59,2688.38,2549.09,0\\r\\n16382,2283,36,Male,0,self_employed,1307,3,1775,24,8616.12,16387.55,14560.47,8819.61,285.97,285.97,8771.69,1428.83,8928.44,17382.94,1\\r\\n16383,3126,48,Male,2,self_employed,318,2,597,58,4734.59,4734.59,4789.27,5061.94,0.06,428.63,0.06,142.91,4734.59,4785.28,0\\r\\n16384,2734,51,Female,0,self_employed,1415,1,548,,2236.57,2236.57,2236.57,2222.4,0.23,0.23,0.23,0.23,2236.57,2236.57,0\\r\\n16385,2717,90,,0,self_employed,1020,2,15,11,2750.87,2608.01,2485.52,2000.56,143.43,214.86,0.57,0.57,2662.2,2469.76,0\\r\\n16386,189,26,Male,0,self_employed,1337,2,449,3,4122.4,3928.54,3475.04,3371.55,1078.63,690.06,878.63,371.49,3376.56,3794.12,0\\r\\n16387,805,51,Female,0,self_employed,623,3,364,222,1625.89,2483.03,2677.53,3636.54,0.01,0.01,857.16,571.44,2098.8,2879.34,1\\r\\n16388,430,57,Female,0,self_employed,1589,2,2137,,1522.36,1546.31,1541.08,1536.52,0.4,0.4,24.36,0.4,1530.62,1546.31,0\\r\\n16389,464,72,Male,0,self_employed,804,2,920,,862.27,862.27,2022.08,7674.66,0.13,0.13,0.13,0.13,862.27,1609.25,1\\r\\n16390,412,39,Male,2,salaried,623,2,2023,3,14496.56,13390.84,10312.62,3196.39,2000.04,857.19,180.04,0.04,13866.21,13169.64,0\\r\\n16391,2868,55,Male,0,salaried,1135,3,57,73,6251.09,6236.81,6576.96,5998.48,0.41,0.41,0.41,714.7,6244.2,6678.72,0\\r\\n16393,439,30,Male,1,self_employed,409,3,2072,40,2087.68,2599.9,1610.4,1777.63,0.2,2143.06,512.41,675.07,2294.6,1654.25,0\\r\\n16394,1990,67,Female,3,self_employed,334,2,1052,21,2371.23,942.66,1727.98,6877.33,1429.06,0.49,0.49,1000.49,2198.82,1167.56,0\\r\\n16395,4031,53,Female,0,self_employed,1643,2,210,19,2296.92,2597.4,2008.76,1788.13,214.5,3607.36,500.21,2157.64,2557.92,2496.98,0\\r\\n16396,635,62,Male,0,self_employed,409,1,932,3,14297.68,14203.38,14190.97,14263.15,29051.79,0.36,28957.5,0.36,14166.14,14203.38,0\\r\\n16397,3114,45,Female,0,self_employed,363,3,269,54,2290.06,3827.21,2545.8,1394.78,0.59,2087.71,1537.73,0.59,2549.67,3423.25,0\\r\\n16398,4212,44,Female,1,self_employed,1096,3,279,0,15089.7,15888.03,13378.23,10184.95,156.59,0.23,798.56,0.23,15467.13,15888.03,0\\r\\n16399,3751,82,Male,0,self_employed,1096,3,933,12,1980.98,1054.62,1694.12,816.35,1279.34,1279.34,0.41,905.87,1741.68,1496.5,0\\r\\n16400,949,64,Female,0,self_employed,834,3,530,282,1721.08,2149.65,2146.93,3098.14,0.6,0.6,857.74,0.6,2134.87,2149.65,0\\r\\n16401,3422,38,Male,0,self_employed,1020,2,425,5,1650.33,1253.63,4605.74,1959.11,50721.84,13328.97,84878.71,44826.94,3763.19,9454.24,0\\r\\n16402,1190,33,Male,0,salaried,283,3,2482,209,2941.47,2955.76,3161.1,3665.33,0.1,0.1,0.1,428.67,2955.26,3074.81,0\\r\\n16403,5102,46,Female,0,self_employed,1622,1,50,,2594.59,2594.59,2594.59,2578.23,0.23,0.23,0.23,0.23,2594.59,2594.59,0\\r\\n16404,6396,71,Female,0,self_employed,834,3,530,0,2285.83,2645.97,4781.11,8368.76,33.23,710.01,8605.1,1464.44,5855.52,3211.97,0\\r\\n16405,2378,74,Female,0,self_employed,995,3,1318,112,5531.3,5531.3,5531.3,5488.13,0.7,0.7,0.7,0.7,5531.3,5531.3,0\\r\\n16407,1250,64,Female,0,salaried,491,2,396,14,7500.59,7994.62,7987.56,7854.22,163.53,148.27,657.56,583.44,7446.48,8276.73,0\\r\\n16408,4534,67,Male,0,self_employed,1232,2,103,9,311.13,2802.96,2256.78,2406.26,9685.93,30743.07,5343.07,27944.08,2099.3,1455.93,1\\r\\n16409,550,60,Male,,salaried,1096,2,558,24,6441.13,3869.7,4657.88,3828.24,2571.59,0.16,0.16,0.16,6234.23,3869.7,0\\r\\n16410,1533,56,Male,0,self_employed,,3,2156,5,9861.56,10020.87,10505.16,18392.54,4.57,714.57,149.59,211.58,9932.09,9640.24,0\\r\\n16411,2378,47,Female,0,self_employed,1525,3,737,23,1890.26,7880.15,4932.95,2499.87,1429.07,6652.92,7841.12,205.36,5444.41,7022.15,0\\r\\n16412,2148,51,Male,0,self_employed,15,2,6,28,4094.53,2441.03,3108.34,3898.07,714.61,485.59,2691.06,89.61,2820.88,2877.5,0\\r\\n16413,996,11,Male,,student,1150,2,673,19,2498.63,2254.06,2178.18,1609.37,244.94,243.23,0.37,0.37,2422.73,2158.67,0\\r\\n16414,2144,10,Male,0,student,409,2,1386,,1509.73,1509.73,1509.73,1500.21,0.16,0.16,0.16,0.16,1509.73,1509.73,0\\r\\n16415,1582,71,Female,0,self_employed,104,2,1884,,4831.01,4831.01,4831.01,4800.41,0.7,0.7,0.7,0.7,4831.01,4831.01,0\\r\\n16416,276,35,Male,1,self_employed,557,2,721,19,1197.19,363.57,1637.79,1278.66,1857.16,328.59,13023.54,9423.11,1453.17,2526.43,0\\r\\n16417,795,27,Female,0,self_employed,1096,2,1375,20,8310.8,25.09,7126.93,8549.6,8285.84,0.13,0.13,8285.84,6025.09,6974.4,0\\r\\n16418,4182,55,Female,1,salaried,146,1,286,122,14674.93,14674.93,14674.93,5472.46,0.04,0.04,0.04,0.04,14674.93,14674.93,0\\r\\n16419,2683,60,Male,0,salaried,1020,1,2,3,30112.81,18630.04,12415.68,6654.89,12463.19,9191.47,893.77,1278.5,22582.56,11132.57,0\\r\\n16420,2291,57,Male,3,salaried,363,2,1250,,5689.4,5801.9,5840.27,5871.61,0.54,0.54,113.04,107.69,5716.55,5895.21,1\\r\\n16421,1647,54,Male,0,self_employed,745,1,127,61,12880.05,12880.05,12491.92,11331.78,0.07,0.07,0.07,0.07,12880.05,12880.05,0\\r\\n16422,1663,33,Male,0,salaried,1096,2,2092,94,2131.69,3159.47,3287.49,3420.6,0.3,0.3,1013.8,566.23,2779.91,3170.53,1\\r\\n16424,1578,39,Female,0,self_employed,15,3,300,,3875.13,3875.13,3875.13,3850.58,0.03,0.03,0.03,0.03,3875.13,3875.13,0\\r\\n16425,2849,37,Male,2,salaried,575,2,44,,4755.32,4841.8,4593.9,6144.99,0.1,0.1,89.16,565.88,4775.57,4654.93,0\\r\\n16426,4722,58,Male,3,self_employed,995,2,1318,38,7034.48,8985.75,6648.94,4465.48,0.61,560.19,1990.6,743.54,7316.81,7183.57,0\\r\\n16427,2835,44,Female,0,self_employed,1020,3,1,5,3088.82,2230.36,1910.9,2376.86,858.76,445.19,0.3,51.73,2379.28,1995.35,1\\r\\n16429,1041,39,Male,3,self_employed,779,3,2513,185,5497.49,5497.49,5497.49,5490.43,0.09,0.09,0.09,0.09,5497.49,5497.49,0\\r\\n16430,3124,53,Female,0,salaried,905,1,34,9,664,5018.8,3291.36,6645.95,9081.75,4072.73,20865.13,1118.49,3712.44,3622.62,1\\r\\n16432,355,41,Female,0,self_employed,1232,2,1115,180,7015.94,6858.8,6728.15,6617.35,0.14,0.14,557.29,214.43,7162.25,6665.32,0\\r\\n16434,685,62,Male,3,self_employed,649,3,2838,21,3552.56,2984.71,3416.86,4489.78,566.77,928.7,0.13,1561.8,3457.4,3031.51,0\\r\\n16435,2215,37,Female,0,salaried,1096,1,11,56,13877.38,13805.95,13165.46,12880.62,0.66,286.37,0.66,18.77,13852.75,13244.04,0\\r\\n16436,2596,26,Female,0,student,334,3,1052,3,2447.82,2443.48,2796.84,2718.96,449.24,1790.64,1675.03,1481.51,2902.69,2861.6,0\\r\\n16437,2135,74,Male,0,retired,334,2,444,12,5530.21,5448.64,5473.14,5899.69,139.14,0.43,0.43,0.43,5457.62,5452.32,0\\r\\n16438,2145,48,Female,0,self_employed,146,2,9,31,31.67,1622.36,6455.74,2141.91,0.57,43571.36,90672,58257.71,17560.15,1680.46,1\\r\\n16439,232,44,Male,,self_employed,11,2,297,33,3827.79,3827.79,2788.03,2559.84,0.13,1916.59,0.13,0.13,3827.79,2158.61,0\\r\\n16440,2123,47,Male,0,self_employed,1020,2,1800,4,4130.39,2217.53,3280.38,3987.43,2198.63,0.06,0.06,563.11,2429.65,3240.21,0\\r\\n16441,989,51,Male,2,self_employed,1154,2,171,257,6019.04,7100.82,6866.24,7067.08,0.36,0.36,1082.14,0.36,6397.07,7100.82,0\\r\\n16442,3119,37,Female,0,self_employed,1181,3,235,102,4188.07,4341.07,5276.74,7883.1,0.29,0.29,0.29,0.29,4238.4,4453.12,0\\r\\n16443,648,40,Male,2,self_employed,624,3,736,146,2486.85,2484.9,2524.6,3423.72,0.21,0.21,0.21,0.21,2485.3,2483.48,0\\r\\n16444,1769,42,Male,2,self_employed,623,2,1554,0,7616.48,8076.12,8618.68,12184.44,1814.64,214.64,2274.29,715.84,7425.3,8075.82,0\\r\\n16447,1465,60,Male,0,self_employed,1294,3,719,21,414.56,1270.27,1557.78,1207.01,2638.56,3060.79,1578.84,1158.84,1519.78,1731.03,0\\r\\n16448,1543,54,Female,0,self_employed,1631,2,2206,,5000.4,6428.98,6104.38,7560.68,0.29,0.29,1428.86,286,5049.66,6438.19,0\\r\\n16449,681,34,Female,,self_employed,1216,2,317,219,2372.05,2372.05,2372.05,2356.18,0.23,0.23,0.23,0.23,2372.05,2372.05,1\\r\\n16450,1137,56,Female,0,self_employed,751,3,138,254,3273.92,3273.92,3273.92,3254.85,0.7,0.7,0.7,0.7,3273.92,3273.92,0\\r\\n16451,1440,63,Male,0,self_employed,630,1,281,5,1032.51,1852.28,2975.84,1333.48,12714.5,12571.64,13534.27,11730.17,4116.65,3062.42,1\\r\\n16452,2119,53,Male,1,salaried,649,1,1844,0,8260.91,1466.31,2751.36,10610.71,10000.34,0.34,71.77,954.7,2068.2,2631.93,0\\r\\n16453,1838,43,Male,0,salaried,1281,2,285,,1662.61,2975.53,2812.63,3853.74,0.07,0.07,857.21,15.79,1934.09,3003.73,0\\r\\n16454,433,36,Male,,self_employed,154,3,2640,33,1648.3,1648.3,2072.5,3748.33,0.67,1000.67,0.67,0.67,1648.3,1179.18,0\\r\\n16455,1460,46,Female,0,self_employed,575,3,1202,72,3051.26,3056.96,2678.26,2006.04,0.56,0.56,0.56,357.7,3051.26,3183.84,0\\r\\n16456,1956,44,Female,0,self_employed,146,2,1759,188,3473.55,3473.55,3473.55,3451.89,0.46,0.46,0.46,0.46,3473.55,3473.55,0\\r\\n16457,3980,62,Male,4,self_employed,1096,3,91,70,4321.35,4321.35,4157.66,3571.62,0.56,0.56,0.56,0.56,4321.35,4321.35,0\\r\\n16458,1664,43,Male,2,self_employed,,3,742,14,3585.51,3574.11,4210.53,4518.71,1974.79,2275.5,1963.39,2691.96,3764.92,3655.57,0\\r\\n16459,633,66,Male,0,self_employed,334,2,82,28,3057.35,3134.11,4395.57,5506.19,803.7,0.21,880.46,567,3634.43,3769.18,0\\r\\n16460,3121,15,Female,0,student,409,3,3,149,3495.25,3495.25,3495.25,3351.62,0.63,0.63,0.63,0.63,3495.25,3495.25,0\\r\\n16461,3367,42,Female,2,self_employed,1525,2,146,62,328.74,478.74,5781.53,1909.9,0.5,0.5,7.64,11821.93,404.11,7320.45,1\\r\\n16462,5534,65,Female,0,self_employed,146,2,184,12,346.56,3974.44,3298.13,2847.16,7786.33,643.47,11429.19,0.61,3610.28,3582.14,0\\r\\n16464,1520,36,Female,0,self_employed,217,2,2385,104,3940.19,4662.31,4824.01,3259.14,0.41,0.41,8.26,571.84,4410.06,4699.18,0\\r\\n16465,2480,41,Male,0,salaried,15,2,1083,112,4764.84,4764.84,4775.06,4200.7,0.54,0.54,0.54,14.83,4764.84,4702.44,0\\r\\n16466,2897,62,Male,0,self_employed,,3,1481,22,3761.41,3020.81,2401.51,517.37,740.67,142.93,0.07,0.07,3620.5,2191.32,1\\r\\n16467,1946,29,Male,0,salaried,1232,2,2524,6,737.83,29337.65,11847.15,11033.5,27.47,24571.84,28627.09,427.2,20469.56,12446.83,0\\r\\n16468,2875,78,Male,0,salaried,1477,3,415,313,1492.97,1492.97,1490.68,1471.48,0.63,0.63,0.63,0.63,1492.97,1492.97,0\\r\\n16469,4569,78,Male,0,retired,1096,2,1343,86,3457.41,3455.18,3454.73,3365.72,0.43,0.43,0.43,0.43,3456.26,3455.18,0\\r\\n16470,2558,35,Female,0,self_employed,1525,2,1085,3,1172.92,1049.03,1726.3,2315.4,214.57,0.29,92.5,1187.37,1040.36,1928.31,0\\r\\n16471,5083,78,Female,0,self_employed,334,3,141,,1214.93,3072.08,4720.22,7834.87,0.1,0.1,1857.24,2667.41,2668.14,4856.72,1\\r\\n16472,5081,58,Male,0,self_employed,1034,2,65,19,19737.36,14646.84,14705.18,15311.17,10286.27,10286.27,5714.84,0.56,16935.19,11331.25,0\\r\\n16473,4957,81,Female,0,self_employed,834,1,22,95,25110.8,25527.17,25355.24,25200.31,0.26,0.26,458.06,1428.83,25126.58,26725.32,0\\r\\n16474,2919,38,Male,0,salaried,,2,227,12,4201.9,947.38,2346.55,1191.32,9.24,4336.94,0.67,2200.67,1799.38,2692.29,0\\r\\n16476,477,29,Female,,self_employed,1096,2,2040,80,15853.3,15853.3,14192.26,403.05,0.3,0.3,0.3,0.3,15853.3,15853.3,0\\r\\n16477,5779,76,Female,0,self_employed,1096,2,1343,10,22128.6,25913.97,25374.8,25476.04,3737.4,30.73,7615.29,70.55,24315.61,25888.9,0\\r\\n16478,2033,44,Female,1,salaried,146,2,1753,113,9933.01,9933.01,9933.01,3352.98,0.39,0.39,0.39,0.39,9933.01,9933.01,0\\r\\n16479,2173,90,Male,0,self_employed,61,1,263,27,1985.52,844.15,3546.07,7386.58,2857.44,7700.3,1428.87,11471.73,2291.65,3069.7,1\\r\\n16480,5438,58,Male,2,salaried,1232,3,148,0,4153.45,3866.99,2534.33,603.87,2280.27,2108.03,1171.63,560.97,3518.69,2022.35,0\\r\\n16481,5001,40,Female,0,salaried,491,3,93,45,2827.18,2531.46,2032.19,792.45,0.09,500.09,0.09,0.09,2541.66,2076.72,0\\r\\n16482,1827,48,Male,0,self_employed,1020,3,1444,63,1890.92,2312.36,7470.96,5890.13,0.64,0.64,241.21,384.07,2027.47,13843.46,1\\r\\n16483,1164,31,Male,0,salaried,334,3,2050,105,2350.37,1019.27,1748.86,767.73,0.17,0.17,79.38,1711.12,1990.39,1014.33,0\\r\\n16484,1553,34,Male,0,student,334,2,493,,7749.39,1207.89,2233.64,2714.25,0.5,0.5,0.5,0.5,3532.31,1383.62,1\\r\\n16485,1649,55,Female,0,salaried,146,2,832,24,2942.21,2518.78,2464.77,1186.31,423.9,418.9,0.47,0.47,2883.81,2464.79,0\\r\\n16486,5036,76,Male,1,salaried,1327,2,161,5,1819.08,1247.34,1625.23,1485.16,1702.31,1647.87,3149.07,1263.43,2329.81,1373.63,0\\r\\n16487,2314,28,Female,0,student,1020,1,47,27,10541.59,10765.25,26629.12,25168.19,1611.79,1611.79,1835.44,36072.4,11063.81,24644.86,1\\r\\n16488,3548,51,Male,2,self_employed,1643,2,210,3,1878.19,1515.7,2071.06,1426.15,24286.34,0.63,25714.91,0.63,3179.87,1518.07,0\\r\\n16489,1964,26,Female,0,student,1489,2,1412,,3041.7,3041.7,3041.7,3022.43,0.13,0.13,0.13,0.13,3041.7,3041.7,0\\r\\n16490,2457,61,Male,0,salaried,1020,1,84,84,1627.33,1416.69,1577.98,1578.21,0.44,0.44,0.44,0.44,1581.54,1422.65,1\\r\\n16492,357,25,Male,0,self_employed,630,3,36,17,359,1464.29,1486.26,281.88,1247.49,1200.9,3423.75,75.19,2155.57,566.76,1\\r\\n16493,2322,70,Female,0,self_employed,834,2,1088,63,1690.06,2379.11,2430.44,3368.33,0.31,0.31,428.89,286.03,2135.2,2509.56,0\\r\\n16494,1790,39,Female,0,self_employed,1232,3,1115,5,1423.24,3690.03,2574.74,1333.15,872.53,2244.67,3139.31,214.67,3844.97,2002.2,1\\r\\n16495,475,54,Male,2,salaried,918,2,2439,0,7016.27,5618.03,5882.78,3173.84,1714.77,0.49,302.24,603.94,5404.38,5863.95,0\\r\\n16497,2034,47,Male,0,salaried,1598,2,249,7,10947.28,12332,13031.39,4420.27,20.78,4327.1,2037.15,210.7,11679.18,14957.01,0\\r\\n16498,1532,24,Male,0,student,1016,2,1418,119,2478.27,2478.27,1882.26,440.06,0.49,0.49,0.49,0.49,2478.27,2478.27,1\\r\\n16499,2952,57,Male,0,self_employed,1096,3,134,224,1526.86,1522.72,1523.77,1509.91,0.63,0.63,0.63,0.63,1525.86,1522.72,0\\r\\n16500,4193,61,Male,0,self_employed,146,2,133,145,5082.14,511.53,13647.24,8976.4,0.21,0.21,26285.93,33289.03,4488.74,16920.84,1\\r\\n16501,1124,30,Female,0,student,334,2,1875,91,4522.86,4522.86,4522.86,1584.28,0.23,0.23,0.23,0.23,4522.86,4522.86,0\\r\\n16502,5561,48,Male,3,self_employed,1525,2,1235,0,6821.31,5451.26,2856.68,3841.19,5982.94,5538.91,3241.46,7416.54,2095.66,3059.03,0\\r\\n16503,1994,25,Male,0,student,15,1,49,208,9450.32,9450.32,9454.65,9562.1,0.37,0.37,0.37,0.37,9450.32,9450.32,0\\r\\n16504,377,33,Male,0,salaried,1096,2,32,9,2957.13,1693.31,1887.85,1657.18,1590.35,592.28,411.59,209.22,2736.88,1510.4,0\\r\\n16505,2387,9,Male,0,student,514,2,190,129,4379.34,4379.34,4372.74,4185.6,0.07,0.07,0.07,0.07,4372.44,4372.89,0\\r\\n16506,3406,67,Male,0,self_employed,834,2,219,10,8654.63,8697.87,8717.89,3217.8,21.43,0.29,64.86,193.64,8680.49,8741.28,0\\r\\n16507,1345,40,Female,0,self_employed,1388,3,139,,1832.07,1832.07,1832.07,1911.63,0.59,0.59,0.59,0.59,1832.07,1832.07,0\\r\\n16508,1408,46,Male,0,self_employed,,3,2577,270,4182.07,4192.43,4205.07,4234.31,0.53,0.53,13.6,32.32,4180.11,4204.4,0\\r\\n16509,516,28,Male,0,salaried,1096,3,921,0,17648.83,11209.55,6306.69,1269.43,16095.29,13775.46,23514.07,18218.4,12301.14,6021.71,0\\r\\n16510,2593,42,Female,0,salaried,1020,3,288,14,4436.69,7082.72,4192.99,732.78,671.87,6436.09,3214.73,629.01,5768.33,6289.76,1\\r\\n16511,1986,51,Male,0,self_employed,315,3,1891,224,13186.97,13137.7,12701.98,16308.02,0.69,0.69,0.69,0.69,13168.84,11956.38,0\\r\\n16512,2859,42,Female,0,self_employed,334,2,493,12,4145.05,3359.91,2666.76,2261.1,785.73,785.73,0.59,0.59,3711.87,2676.08,0\\r\\n16513,415,29,Female,0,self_employed,920,2,1729,263,4206.36,4213.5,4227.71,5620.11,0.61,0.61,7.76,12.04,4212.03,4218.53,1\\r\\n16514,1128,28,Female,0,salaried,575,2,1718,103,824.7,2035.49,1802.86,2521.26,0.5,0.5,3545.41,943.36,954.79,2294.81,0\\r\\n16515,4762,56,Female,0,self_employed,1589,2,147,3,4824.01,1554.47,1980.38,1054.45,2420.83,860.18,439.78,618.17,2907.38,1718.87,0\\r\\n16516,4234,31,Male,0,salaried,578,3,17,,6624.54,5796.66,5836.03,6529.54,0.21,0.21,143.07,0.21,5914.77,5796.66,0\\r\\n16517,1661,47,Male,0,self_employed,441,2,1976,264,3437.37,3437.37,3968.86,4841.16,0.54,0.54,0.54,1363.94,3437.37,3645.41,0\\r\\n16518,2811,28,Male,0,self_employed,1232,3,825,19,4817.12,7211.79,6722.15,8256.85,399.14,2662.64,2608.1,10958.36,5917,7383.99,0\\r\\n16519,1080,90,Male,0,self_employed,664,2,241,0,383440.93,95483.83,113353.81,72299.87,168537.33,53345.31,0.56,0.56,262156.87,58885.49,0\\r\\n16520,1706,53,Male,2,salaried,463,2,2268,26,3297.53,10071.69,10071.45,20047.34,1.44,1.44,6827.38,539.94,8840,10228.65,1\\r\\n16521,2868,71,Female,0,self_employed,1020,3,79,231,2286.08,2286.08,2286.12,2277.84,0.2,0.2,0.2,0.2,2286.08,2286.08,0\\r\\n16522,926,42,Male,2,salaried,1096,1,1661,12,1408.2,653.73,1811.96,4132.72,15430.6,1428.99,390.41,813.7,1151.56,973.86,0\\r\\n16523,2564,10,Female,0,student,1154,2,1419,,7543.69,7543.69,7543.69,7531.54,0.07,0.07,0.07,0.07,7543.69,7543.69,0\\r\\n16524,618,38,Male,0,self_employed,146,3,261,6,4617.89,4606.06,4559.46,4367.14,4324.1,1038.26,4406.04,1464.24,4344.04,4720.11,0\\r\\n16525,3363,59,Female,0,salaried,409,3,481,0,1745.38,1556.51,1515.09,1490.63,433.72,11.49,0.03,0.03,1623.19,1429.58,0\\r\\n16526,979,90,,0,self_employed,1438,2,528,336,4138.16,4138.16,4138.16,4093.94,0.53,0.53,0.53,0.53,4138.16,4138.16,0\\r\\n16527,1094,31,Female,0,student,617,2,229,38,206.3,206.3,4864.53,8011.79,0.01,4432.69,0.01,13142.87,206.3,2837.17,1\\r\\n16528,3377,39,Female,0,self_employed,1363,2,222,8,1665.18,4028.84,3804.27,3327.17,6346.94,1014.74,10896.31,0.46,3589.05,2497.04,0\\r\\n16529,791,41,Female,,self_employed,623,2,45,32,7300.99,7300.99,6410.06,5839.42,0.2,1428.77,0.2,0.2,7300.99,6056.75,1\\r\\n16530,6319,57,Male,0,self_employed,334,1,575,10,630.93,1367.29,1965.99,1983.67,854.06,2500.09,921.78,4651.04,1115.3,2259.93,0\\r\\n16531,296,74,Male,,self_employed,266,3,4007,12,1429.14,1464.18,1501.29,1450.78,714.86,0.57,0.57,0.57,1577.67,1464.18,0\\r\\n16532,1685,42,Male,1,salaried,575,2,1098,262,2006.98,1806.92,2002.1,7631.61,0.17,0.17,442.7,2133.72,2523.73,1954.69,0\\r\\n16533,1225,55,Male,0,salaried,1084,2,1102,4,11685.49,3716.91,6935.12,7926.91,2207.75,9942.43,2880.63,2226.77,12614.77,3437.36,0\\r\\n16534,3814,71,Male,0,self_employed,834,1,40,2,11696.31,7577.36,8469.28,5895.16,1257.4,1996.33,22946.78,3605.1,9331.68,6256.03,0\\r\\n16535,3005,70,Female,0,retired,146,3,353,95,1079.06,1926.07,1808.65,1246.07,0.3,0.3,1000.3,1057.44,1435.57,1778.6,1\\r\\n16536,2523,70,Male,0,retired,623,2,2019,129,1625.27,2288.79,2368.46,5109.39,0.49,0.49,0.49,0.49,1707.26,2371.61,1\\r\\n16537,394,36,Male,0,self_employed,665,2,1251,7,5576.98,87.84,1958.96,838.5,5861.3,3575.59,429.23,3643.51,3641.5,1246.73,0\\r\\n16538,2982,15,Female,0,student,146,2,53,,1574.54,1538.83,1538.83,1423.41,0.5,0.5,0.5,0.5,1574.54,1538.83,0\\r\\n16539,3408,78,Female,1,self_employed,15,1,1680,179,126.52,4406.98,2977.04,4368.04,0.11,0.11,4285.83,0.11,124.44,4405.84,1\\r\\n16540,182,29,Female,0,self_employed,1020,2,1120,27,1627.89,1299.31,1641.61,643.04,500.5,500.5,171.93,210.04,1634.78,1407.93,0\\r\\n16541,1724,33,Female,0,self_employed,1096,2,711,,1550.03,1550.03,1550.03,1540.21,0.57,0.57,0.57,0.57,1550.03,1550.03,0\\r\\n16542,2946,38,Female,0,self_employed,1494,2,533,44,1821.17,1481.17,1865.83,1239.29,0.16,680.16,0.16,374.04,1809.44,1405.67,0\\r\\n16543,4329,44,Female,0,self_employed,649,3,289,3,3826.46,3061.44,3653.04,2055.22,580.99,0.07,10.69,10.72,3461.28,3039,0\\r\\n16544,4249,31,Male,3,self_employed,615,2,282,0,2974.57,5733.81,5095.41,6211.68,1978.68,771.54,4526.04,981.36,3340.94,6043.77,1\\r\\n16545,1405,67,Female,0,retired,836,3,1224,220,1455.02,1455.02,1455.02,1448.95,0.64,0.64,0.64,0.64,1455.02,1455.02,1\\r\\n16547,462,59,Female,0,self_employed,1584,3,1918,359,2366.69,2279.07,2308.14,2309.83,0.53,0.53,0.53,0.53,2345.54,2282.3,0\\r\\n16548,5330,89,Female,0,self_employed,575,1,44,12,1076.95,2760.14,1830.33,1087.32,450.31,564.16,0.5,0.5,989.59,2353.81,0\\r\\n16549,446,15,Male,0,student,613,3,1734,165,1694.13,1694.13,1694.13,1637.78,0.3,0.3,0.3,0.3,1694.13,1694.13,0\\r\\n16550,1389,47,Male,0,salaried,1020,3,145,277,6340.74,6301.51,3429.65,10064.97,0.44,0.44,0.44,0.44,6308.13,2978.84,0\\r\\n16551,565,51,Male,0,salaried,363,3,1971,12,153.91,7071.59,8623.08,12658.03,6837.63,8218.34,121.83,10637,5046.3,7278.18,1\\r\\n16552,2930,44,Female,0,self_employed,193,2,316,0,8766.62,7976.62,7820.68,6986.39,1083.3,1051.87,264.73,286.16,8595.79,7690.03,0\\r\\n16553,1727,30,Female,0,student,1018,2,913,167,2108.15,2108.15,2172.67,2216.44,0.17,0.17,0.17,343.03,2108.15,2130.27,0\\r\\n16554,3190,49,Female,0,self_employed,623,3,562,72,5216.91,5302.62,4462.92,1103.47,0.46,0.46,0.46,0.46,5235.13,5319.67,1\\r\\n16555,341,52,Female,,self_employed,834,3,2665,41,4627.49,5350.54,5313.79,4334.62,0.04,3100.04,722.33,2857.19,4901.13,5831.19,0\\r\\n16556,326,45,Female,0,self_employed,1135,2,1534,188,7278.07,7278.07,7278.07,7247.67,0.44,0.44,0.44,0.44,7278.07,7278.07,0\\r\\n16557,1556,41,Female,0,self_employed,146,2,77,86,3809.97,5431.38,5391.09,1055,0.24,0.24,148.81,253.1,5017.34,5472.16,0\\r\\n16558,4729,37,Male,0,salaried,1084,3,540,19,2379.88,1848.28,2217.9,2601.42,108.56,3.35,1738.92,1561.6,1652.62,2617.63,0\\r\\n16559,261,19,Female,0,student,646,2,397,14,1422.67,3355.53,3103.12,6081.32,7.57,464.71,1940.43,1027.57,1993.41,3612.01,1\\r\\n16560,4540,39,Male,0,self_employed,1020,2,543,27,1272.54,1703.97,1488.87,1398.06,1140.4,1140.4,1428.97,0.4,1422.88,1633.67,0\\r\\n16561,359,31,Male,0,self_employed,630,2,3660,17,2219.86,2792.93,2402.33,3763.31,143.49,1572.06,714.91,286.34,2299.92,2636.25,0\\r\\n16562,5467,59,Female,0,self_employed,1155,2,59,61,3685.09,3902.11,3492.64,2268.91,0.7,0.7,0.7,7672.13,3927.19,4646.19,0\\r\\n16563,1919,80,Female,0,self_employed,15,1,300,,11353.18,11353.18,11353.18,11281.26,0.21,0.21,0.21,0.21,11353.18,11353.18,0\\r\\n16564,6678,49,Male,0,salaried,,3,1221,7,1901.27,4891.69,2842.19,3898.04,1428.59,18.13,4285.73,108,1347.33,3607.44,0\\r\\n16565,1026,90,,,self_employed,1096,2,336,77,3477.01,4191.3,4096.92,3566.79,0.1,0.1,714.39,714.39,3600.16,4485.57,0\\r\\n16566,1879,37,Female,0,self_employed,1020,2,667,7,14313.08,1123.08,3770.53,1184.29,7783.03,497.31,1735.89,2136.67,8236.48,1162.4,0\\r\\n16567,3855,40,Female,0,self_employed,649,3,1430,28,1600.34,1957.71,2217.21,5803.67,10157.01,0.09,11428.66,171.51,3684.09,1880.29,0\\r\\n16568,2385,52,Female,0,self_employed,1096,2,1210,11,10313.27,9986.33,10064.77,10240.19,786.37,314.94,314.94,0.66,10264.95,10034.33,0\\r\\n16569,1205,29,Male,0,salaried,146,2,1756,108,13811.61,8643.07,6858.23,4407.33,0.29,0.29,2461.15,876.85,9471.02,7569.54,0\\r\\n16570,2033,47,Female,0,self_employed,1020,2,163,40,129.08,129.08,2787.77,2358.52,0.6,24286.31,0.6,26324.83,129.08,6051.88,0\\r\\n16571,1730,40,Male,2,self_employed,334,2,674,14,16266.59,14541.92,17225.06,7044.56,7143.06,0.2,4759.14,3121.71,14872.46,16670.04,1\\r\\n16572,2405,31,Female,1,salaried,409,3,707,4,1378.04,2510.78,2978.55,5482.98,2.57,24.67,950.54,847.26,2022.02,2899.65,1\\r\\n16573,2378,39,Female,0,self_employed,1020,2,667,16,2989.28,2408.49,2442.19,1696.29,581.41,28.17,0.63,0.63,2748.95,2404.05,0\\r\\n16574,451,63,Female,0,retired,1076,2,64,11,3243.88,2788.9,2807.67,1120.26,455.21,0.23,0.23,0.23,3206.72,2800.38,0\\r\\n16575,293,26,Male,3,salaried,282,3,2620,3,41134.49,13043.54,15425.34,9336.31,21143.11,1771.69,171.54,171.54,22553.19,12559.64,0\\r\\n16576,2735,60,Female,0,salaried,,3,821,259,1349.6,2063.88,2213.32,5876.17,0.69,0.69,857.83,1500.69,1655.01,2291.22,0\\r\\n16577,1069,76,Male,0,self_employed,1645,3,1017,45,4185.25,4185.25,3839.63,3424.01,0.33,714.61,0.33,0.33,4185.25,3862.67,0\\r\\n16578,1963,51,Female,0,self_employed,1589,2,1712,56,3287.86,3799.58,3921.11,1857.28,0.21,714.5,275.6,275.6,3513.28,4351.65,0\\r\\n16579,4021,90,Female,0,self_employed,1150,2,108,292,1595.87,1595.87,1595.87,1580.15,0.7,0.7,0.7,0.7,1595.87,1595.87,0\\r\\n16580,5087,39,Female,2,self_employed,1388,2,102,73,5199.2,5278.57,4934.32,4444.93,0.57,0.57,0.57,2647.06,5233.74,4846.57,0\\r\\n16581,1353,53,Female,0,retired,630,2,1772,249,323.9,323.9,2213.3,6373.37,0.3,0.3,0.3,4286.01,323.9,1706.39,1\\r\\n16582,1490,42,Female,0,salaried,1181,3,477,252,1658.96,1658.96,1658.96,1648.48,0.3,0.3,0.3,0.3,1658.96,1658.96,0\\r\\n16583,4528,27,Female,0,salaried,575,3,1349,144,2383.41,1428.53,1549.26,1646.58,0.47,0.47,0.47,0.47,1790.73,1428.53,0\\r\\n16584,4226,65,Female,0,self_employed,15,1,49,297,2081.43,2100.79,2101.87,2102.03,0.6,0.6,19.96,9.89,2091.44,2104.08,0\\r\\n16585,3698,67,Male,0,retired,1540,3,1548,,2277.37,2275.26,2699.06,3108.84,0.59,0.59,0.59,857.73,2276.28,2690.01,0\\r\\n16586,1915,43,Male,0,self_employed,1589,2,1713,174,3113.76,3113.76,10415.6,17962.87,0.4,0.4,0.4,0.4,3113.76,7261.23,1\\r\\n16587,781,36,Female,,self_employed,1020,1,1,,3209.33,3209.33,3209.33,3189,0.59,0.59,0.59,0.59,3209.33,3209.33,0\\r\\n16588,2390,43,Male,0,self_employed,572,2,189,26,1350.84,1712.71,1438.41,1309.87,543.66,740.43,908.14,26.14,1374.5,1458.42,1\\r\\n16589,473,76,Male,0,self_employed,623,1,621,19,5801.38,3065.61,11950.35,12954.07,3273.33,1904.03,686.24,16038.29,4952.47,14726.71,0\\r\\n16591,2740,35,Male,0,salaried,1232,3,148,87,10744.03,11449.5,11199.84,10653.7,0.33,0.33,705.8,0.33,10792.69,11449.5,0\\r\\n16592,1720,43,Male,0,self_employed,925,3,957,73,3148.32,3148.32,3109.15,2899.13,0.03,0.03,0.03,0.03,3148.32,3148.32,0\\r\\n16593,1996,16,Male,0,student,,2,1085,35,11616.22,11616.22,11607.46,11528.44,0.63,14.91,0.63,0.63,11616.22,11604.23,0\\r\\n16594,4690,66,Male,0,self_employed,579,2,2744,7,9630.49,345.59,2676.95,1385.75,9285.86,0.14,0.14,4285.86,2660.44,1126.66,1\\r\\n16595,1206,29,Male,0,self_employed,491,2,619,331,3928.11,3765.24,3520.02,5683.69,0.33,0.33,1293.79,813.09,3878.91,3698.77,0\\r\\n16596,4107,50,Male,4,salaried,1020,2,227,14,5880.77,6917.06,6797.24,6906.1,1.24,1.7,1036.48,145.91,6333.8,6951.33,0\\r\\n16597,1217,40,Male,,self_employed,656,2,2884,48,6501.5,6501.5,6317.17,5534.46,0.31,357.46,0.31,0.31,6501.5,6374.77,0\\r\\n16598,373,61,Female,,retired,664,2,2517,46,41.9,1199.04,1785.49,3037.4,0.37,1714.66,1157.51,3214.66,504.46,1885.68,1\\r\\n16599,2671,57,Female,0,self_employed,904,2,723,200,2079.78,2827.28,2827.09,3408.99,0.46,0.46,747.96,0.46,2517.97,2827.28,0\\r\\n16600,196,24,Female,,self_employed,409,3,709,23,1699.69,1664.31,1694.84,1518.39,157.34,320.67,133.39,322.78,1704.61,1674.35,1\\r\\n16601,829,39,Male,,self_employed,,3,2839,12,6505.6,6505.6,6941.61,9120.16,429.13,357.7,857.7,357.7,6372.6,6355.83,0\\r\\n16602,403,47,Female,0,salaried,409,3,272,4,7945.78,1502.53,5525.34,7096.63,3496.2,2614.3,0.01,1984.91,9382.03,1897.7,0\\r\\n16603,1660,62,Female,0,self_employed,1477,1,415,21,7050.29,6810.29,6626.65,5393.01,540.16,540.16,300.16,0.16,7078.07,6705.78,0\\r\\n16604,1628,87,Female,0,retired,146,2,286,28,3484.96,548.61,1527.39,699.44,2945.84,0.69,9.49,0.69,3484.96,548.61,0\\r\\n16605,385,48,Male,,,213,3,2895,97,3433.94,3360.75,3421.11,3097.92,0.59,0.59,0.59,43.44,3431.23,3389.32,0\\r\\n16606,664,62,Male,,retired,1621,3,1604,10,7920.66,7717.57,7758.92,3600.27,227.14,0.63,4.68,194.51,7797.18,7717.57,0\\r\\n16607,4189,37,Male,1,salaried,1020,3,93,49,2315.9,3316,2914.99,2957.83,0.43,0.49,3601.39,1289.09,2713.58,2984.08,0\\r\\n16608,1130,4,Female,0,student,,2,42,,5144.39,5001.53,4957.46,66.28,0.51,0.51,0.51,0.51,5095.13,4960.05,0\\r\\n16609,257,32,Female,,salaried,1232,2,103,,2792.38,2863.81,2682.33,2678.39,0.24,0.24,71.67,0.24,2846.57,2863.81,0\\r\\n16610,1136,79,Female,0,retired,1540,2,1551,83,1277.88,3649.31,3143.08,2776.96,0.53,0.53,2371.96,519.1,2035.52,3967.14,1\\r\\n16611,4402,69,Male,1,self_employed,1525,2,276,0,4979.93,5163.04,4975.8,5128.36,343.27,0.41,212.09,421.84,5123.64,5164.58,0\\r\\n16612,3119,32,Female,0,salaried,575,2,2686,0,18250.64,8666.72,6912.8,4181.82,17005.33,9574.86,5072,3291.93,7556.09,7683.35,0\\r\\n16613,2762,62,Female,0,self_employed,1020,1,12,,4057.35,4040.49,4037.06,3973.85,0.1,0.1,0.1,0.1,4045.17,4033.39,0\\r\\n16614,2613,53,Male,0,salaried,834,3,349,,1545.59,1545.59,1546.02,1546.56,0.37,0.37,0.37,0.37,1545.59,1545.59,0\\r\\n16615,251,59,Female,0,self_employed,745,2,298,235,6665.47,6665.47,6650.37,6827.1,0.3,0.3,0.3,0.3,6665.47,6665.47,0\\r\\n16618,3658,22,Male,0,student,169,1,1241,19,4029.12,4161.04,4178.4,3544.31,206.16,0.44,338.07,0.44,4156.1,4161.04,0\\r\\n16619,2022,40,Female,0,self_employed,1294,3,719,189,704.46,704.46,2133.03,3551.01,0.43,0.43,0.43,0.43,704.46,2133.03,1\\r\\n16620,1494,31,Male,0,self_employed,1315,3,250,20,2020.47,2663.33,2998.44,3642.97,643.41,0.56,1286.27,143.41,2552.49,3082.75,0\\r\\n16621,1862,42,Male,1,self_employed,1140,2,663,17,2989.5,2763.81,2909.98,3848.96,500.54,0.54,276.71,276.71,2836.78,2799.44,0\\r\\n16623,184,41,Male,0,self_employed,1517,2,2917,103,8444.78,10873.35,11549.59,8803.84,0.47,0.47,2429.04,2071.9,9482.71,12216.67,1\\r\\n16624,595,40,Male,0,salaried,334,3,390,0,1195.14,3172.15,4508.06,4304.29,37320.9,3176.91,20799.17,761,8405.11,851.21,1\\r\\n16625,4664,77,Male,0,self_employed,617,2,46,61,10110.62,10110.62,10048.24,9844.82,0.27,0.27,0.27,0.27,10110.62,10110.62,0\\r\\n16626,615,90,Male,,self_employed,751,2,138,0,19210.83,13030.04,13992.62,9996.11,11346.53,3251.1,5165.74,5714.76,14283.19,14665.58,0\\r\\n16627,1941,29,Female,0,self_employed,29,3,682,76,7557.95,10554.26,10949.82,13481.87,0.31,0.31,3074.47,2169.72,9016.17,11232.52,1\\r\\n16628,180,30,Male,1,self_employed,649,2,1437,30,3011.92,3372.64,1764.34,287.14,0.31,2504.5,361.03,3325.05,2295.67,2448.04,1\\r\\n16629,1048,46,Male,0,salaried,1477,3,415,0,10665.44,9958.98,10454.75,13828.34,1185.93,0.21,512.53,426.81,9660.42,10211.53,1\\r\\n16630,2404,49,Male,0,self_employed,1020,2,288,24,2857.13,3007.43,2354.29,2271.55,571.9,571.9,722.2,0.47,2873.4,2647.21,0\\r\\n16631,312,41,Female,0,self_employed,905,2,1831,35,6723.55,1009.27,1670.41,1049.31,0.53,1.35,0.53,50.84,2979.71,1042.07,0\\r\\n16632,2757,55,Female,0,salaried,1076,2,64,0,1394.76,1433.25,1450.62,1425.31,141.74,0.1,0.1,0.1,1414.67,1452.43,0\\r\\n16633,2658,82,Male,0,retired,1232,3,825,61,5191.52,26591.01,13351.11,2433.47,0.06,0.06,21453.72,1491.94,9582.35,27435.24,1\\r\\n16634,2848,32,Female,0,self_employed,575,3,1203,196,2499.79,2499.79,2499.79,2493.04,0.27,0.27,0.27,0.27,2499.79,2499.79,1\\r\\n16635,1554,37,Female,0,self_employed,334,2,10,39,250.32,250.32,1574.75,5059.29,0.34,4643.2,0.34,6428.91,250.32,1556.59,1\\r\\n16636,1510,28,Male,0,student,363,2,1250,187,7786.15,7829.01,4557.01,2485.84,0.17,0.17,0.17,227.17,7795.02,4921.42,0\\r\\n16637,2078,33,Male,2,self_employed,370,1,37,3,2112.69,936.7,1477.4,1382.73,1686.27,1100.56,379.98,1143.34,1751.59,1360.69,0\\r\\n16638,3208,42,Male,0,self_employed,623,2,744,5,313.66,402.15,2974.13,4176.55,37730.74,54551.09,9917.96,25357.05,4303.2,2633.59,0\\r\\n16639,5457,66,Male,0,retired,61,1,115,40,7375.08,7375.08,7422.39,7288.92,0.64,1333.39,0.64,1286.36,7375.08,7564.02,0\\r\\n16640,1492,58,Female,0,self_employed,146,3,446,0,2228.33,1459.83,1520.17,685.2,5692.43,500.59,9264.87,0.59,2223.59,1443.7,0\\r\\n16641,2589,64,Male,1,self_employed,15,3,888,26,6907.27,3957.96,4344.06,2652.71,143,114.43,51.83,285.86,5155.99,3982.21,0\\r\\n16643,4356,45,Male,2,self_employed,834,2,219,86,10530.46,3505.3,4805.61,1748.36,0.49,0.49,0.49,0.49,6425.08,3537.87,0\\r\\n16644,2713,36,Male,0,self_employed,1096,2,26,95,2269.33,2735.58,3049.35,1837.59,0.26,0.26,379.01,706.37,2475.39,3103.93,0\\r\\n16646,2825,37,Female,0,salaried,1589,2,275,11,9157.49,10147.17,9498.62,5413.26,860.71,2721.6,1498.83,2143.11,9377.04,9968.62,0\\r\\n16647,2976,48,Female,0,self_employed,1232,1,39,95,5343.73,5389.36,6639.13,8344.88,0.09,0.09,0.09,0.09,4828.53,6178.18,1\\r\\n16648,1600,64,Female,0,retired,1096,2,134,116,2033.22,2033.22,1663.86,1118.53,0.17,0.17,571.6,571.6,1954.4,1899.58,0\\r\\n16649,3475,32,Female,0,salaried,11,2,121,55,12657.54,7925.48,31120.78,63199.48,0.14,1457.29,1115.86,50000.14,12971.69,16094.57,1\\r\\n16650,2203,78,Female,0,self_employed,575,1,44,1,45.04,44.69,5782.44,10406.81,49.17,135.9,703.18,3155.89,32.71,39,1\\r\\n16651,1735,64,Male,1,self_employed,162,2,304,7,3026.9,3140.53,3081.43,3213.74,91.36,71.64,208.67,0.21,3057.7,3117.49,0\\r\\n16652,2505,31,Male,0,self_employed,146,2,4460,238,4087.62,4318.47,4580.07,6273.63,0.49,0.49,0.49,0.49,4246.79,4466,0\\r\\n16653,506,52,Female,0,self_employed,32,2,820,17,1318.9,3654.81,1737.45,1609.86,857.39,3357.39,693.3,799.06,2065.47,2290.16,0\\r\\n16654,2532,56,Female,0,self_employed,,2,282,46,18283.68,18048.26,21594.5,33642.28,0.11,896.04,0.11,6436.86,18417.67,22620.13,0\\r\\n16655,517,90,,,self_employed,1096,3,1955,129,44.12,44.12,1778.44,681.76,0.07,0.07,0.07,4942.93,44.12,1621.76,1\\r\\n16656,598,31,Male,0,salaried,218,1,52,54,3938.27,4003.84,2673.04,1193.69,0.36,4441.14,94.5,710.16,3956.36,3643.1,0\\r\\n16657,5117,68,Female,0,self_employed,334,1,687,339,7625.73,7625.73,7625.73,7684.64,0.64,0.64,0.64,0.64,7625.73,7625.73,0\\r\\n16658,1740,57,Male,0,self_employed,61,3,1313,332,1388.32,1459.74,1464.46,1666.56,0.69,0.69,0.69,0.69,1393.24,1464.35,0\\r\\n16659,2791,68,Male,0,salaried,409,2,711,14,524.45,1079.37,3878.76,7233.53,1285.74,714.31,1840.66,2909.16,1109.54,2579.11,0\\r\\n16661,445,46,Male,,self_employed,192,3,2926,55,4390.57,5819.14,5565.77,2731.75,0.56,1429.13,1429.13,1000.56,5572.84,5906.7,0\\r\\n16662,1510,50,Male,0,self_employed,1311,3,2141,46,1517.55,1517.55,1524.46,1800.09,0.67,143.53,0.67,143.53,1517.55,1517.55,0\\r\\n16663,1321,59,Male,0,self_employed,1232,2,2523,6,45919.32,45922.75,42376.37,48415.67,286.27,286.27,289.7,35714.84,45732.48,35443.62,0\\r\\n16664,2035,42,Male,0,self_employed,489,3,862,160,2238.71,1709.89,1977.79,657.9,0.16,0.16,3143.01,0.16,2445.09,1693.71,0\\r\\n16665,2710,42,Male,1,self_employed,15,2,901,28,4185.32,5021.54,4693.96,2620.09,143,143,1965.66,2507.46,4150.33,5121.76,1\\r\\n16666,1371,6,Female,0,student,146,1,1226,91,3407.78,3407.78,3407.78,3314.97,0.39,0.39,0.39,0.39,3407.78,3407.78,0\\r\\n16667,1820,67,Male,0,self_employed,834,2,2807,4,1034.08,1942.92,2542.8,4668.38,140.59,5.95,399.42,1903.44,1668.19,2870.62,0\\r\\n16668,6064,54,Male,0,self_employed,146,3,90,75,5012.09,5012.09,7654.44,25643.96,0.64,0.64,0.64,6000.64,5012.09,9472.97,1\\r\\n16669,2307,90,,0,self_employed,1020,2,1207,61,736.54,2838.54,2809.85,8181.5,0.1,0.1,2142.96,122.24,2507.12,2881.88,0\\r\\n16670,2991,46,Male,0,salaried,1446,3,726,,2519.63,2560.11,2685.79,3021.9,0.64,0.64,0.64,572.07,2539.66,2615.06,0\\r\\n16671,1484,47,Female,0,self_employed,1525,2,1024,9,11566.93,11211.51,10920.6,6318.76,500.09,642.94,144.67,303.16,11324.39,10918.38,1\\r\\n16673,488,62,Male,,self_employed,502,3,946,,2529.49,2529.49,2529.49,2479.19,0.33,0.33,0.33,0.33,2529.49,2529.49,0\\r\\n16674,297,34,Male,0,salaried,1020,2,12,25,45.67,1239.37,1436.64,1958.7,3682.73,3682.73,317.16,307.8,1529.73,1353.06,0\\r\\n16675,1350,90,Male,0,self_employed,1348,2,1590,,3599.45,3599.45,3599.45,3576.64,0.01,0.01,0.01,0.01,3599.45,3599.45,0\\r\\n16676,2057,90,,0,self_employed,1096,2,273,298,1429.96,972.81,1884.36,9301.22,0.13,0.13,0.13,0.13,1366.9,955.76,0\\r\\n16677,1185,18,Male,0,salaried,597,2,943,100,1646.18,1646.18,1646.18,1628.59,0.14,0.14,0.14,0.14,1646.18,1646.18,0\\r\\n16678,6040,53,Female,0,self_employed,1020,3,47,30,3345.63,8015.13,7739.98,8994.37,0.07,831.97,5212.19,5071.5,5516.25,8501.43,1\\r\\n16679,3444,78,Male,0,self_employed,905,2,34,9,1515.71,1138.76,2350.29,2304.6,571.64,15000.21,197.21,14760.42,1358.27,3542.43,1\\r\\n16680,4023,52,Male,2,company,1155,3,2368,6,37602.26,421.74,2878.9,298.35,357.79,357.79,291.56,0.64,8253.18,165.69,0\\r\\n16681,453,20,Female,,student,1258,3,3692,200,1640.05,1640.05,1638.51,1599.79,0.14,0.14,0.14,0.14,1640.05,1640.05,0\\r\\n16682,3155,37,Female,0,self_employed,834,3,349,9,444.8,2702.6,1600.15,822.09,428.9,0.33,829.56,167.47,612.28,2783.47,0\\r\\n16683,3088,77,Male,0,self_employed,1096,3,271,273,15218.09,15225.19,15357.48,13577.05,0.4,0.4,7.5,231.91,15220.04,15400.11,0\\r\\n16684,3812,54,Female,0,self_employed,318,2,435,21,5375.13,5849.73,6573.07,7439.84,357.61,0.47,1417.93,864.76,5871.56,6249.55,1\\r\\n16685,7044,46,Male,2,self_employed,1096,2,27,21,21770.17,9630.65,17050.56,19818.86,14398.54,14398.7,2361.44,11862.89,19624.2,13018.3,0\\r\\n16686,1581,67,Male,0,self_employed,834,3,466,275,4016.35,4016.35,4013.99,3982.61,0.14,0.14,0.14,0.14,4016.35,4014.64,0\\r\\n16687,661,39,Male,0,salaried,1195,3,1331,25,4437.72,168.61,1444.44,167.54,4269.2,0.09,0.09,0.09,3996.09,168.61,0\\r\\n16688,5914,90,Male,0,retired,,1,92,45,13128.67,14128.67,14558.37,10876.65,0.4,40851.13,1000.4,40000.4,13631.13,18498.44,0\\r\\n16689,2417,53,Male,2,self_employed,656,2,653,10,2891.79,3784.64,3411.75,3567.73,500.34,928.91,1540.63,61.49,3888.62,3271.66,0\\r\\n16690,513,23,Female,0,student,1322,3,2516,0,2280.99,2043.89,1957.07,1871.6,504.54,479.68,292.43,887.91,1928.62,2032.5,0\\r\\n16691,3140,59,Male,0,retired,656,2,1332,3,4721.62,4097.02,3930.61,3322.23,896.96,0.3,329.5,0.3,4384.96,4097.02,1\\r\\n16692,2338,25,Male,0,student,1020,3,80,14,614.62,908.68,2356.73,8053.18,1287.45,0.88,2091.07,331.27,701.18,1003.32,1\\r\\n16693,2722,58,Female,0,self_employed,834,2,18,237,71083.24,71083.24,71083.24,70627.77,0.21,0.21,0.21,0.21,71083.24,71083.24,0\\r\\n16694,1339,31,Female,0,self_employed,409,2,327,13,2713.99,2351.57,2025.32,909.74,2491.29,0.44,2057.44,10.24,2606.79,2188.22,0\\r\\n16695,4778,51,Male,1,self_employed,318,1,107,290,1730.51,1817.81,1841.25,1507.52,0.31,0.31,0.31,0.31,1757.61,1839.61,0\\r\\n16696,1773,62,Female,0,self_employed,409,3,1563,5,4565.61,3951.32,3816.53,3562.65,900.54,0.54,286.26,0.54,4037.53,3956.98,0\\r\\n16697,1509,44,Male,1,salaried,1096,2,1220,0,11632.49,11292.63,9042.63,6261.49,1082.81,8157.81,742.96,1562.96,11117.6,10892.34,0\\r\\n16698,2418,9,Male,0,student,1111,3,651,63,1533.86,1533.86,1863.25,1785.09,0.14,0.14,0.14,0.14,1533.86,2216.57,0\\r\\n16699,3185,47,Male,0,self_employed,566,3,973,250,348.81,2723.9,2570.47,2798.49,0.01,0.01,2349.07,0.01,2220.29,2732.51,1\\r\\n16700,324,28,Male,,self_employed,623,3,2604,33,191.85,2453.27,1608.03,2171.25,0.06,3142.91,2261.49,3206.55,693.37,1775.09,1\\r\\n16701,809,9,Female,0,student,904,2,412,45,2542.15,2685.01,1461.03,420.07,0.26,143.11,0.26,143.11,2640.67,1274.8,0\\r\\n16702,1480,43,Male,0,self_employed,1020,2,159,28,489.97,556.06,1560.3,552.54,17791.53,0.47,17857.61,0.47,3568.79,556.06,1\\r\\n16703,1268,43,Female,0,self_employed,680,2,565,339,31.83,5460.41,6517.56,4006.3,0.51,0.51,5429.09,7143.37,1903.76,8225.38,1\\r\\n16704,1207,29,Female,0,self_employed,1096,3,584,201,716.93,8172.72,2717.41,2700.48,0.47,0.47,14286.19,471.27,5986.48,1162.9,1\\r\\n16705,4429,64,Female,0,self_employed,146,3,76,,8154.75,8154.75,8154.75,8103.1,0.51,0.51,0.51,0.51,8154.75,8154.75,0\\r\\n16706,1783,29,Female,0,self_employed,531,2,921,215,12310.63,5339.36,13694.41,10903.61,0.33,0.33,146309.91,7143.19,34459.81,4141.2,1\\r\\n16707,3201,60,Female,0,self_employed,146,3,509,7,4370.28,3909.75,3925.11,12684.31,457.29,457.29,0.14,428.71,4021.73,3974.26,0\\r\\n16708,4399,60,Female,0,self_employed,1020,1,212,17,2985.83,3225.14,3174.77,2572.86,111.93,41.4,1165.86,424.13,3114.52,3406.42,0\\r\\n16709,3255,43,Male,0,salaried,1181,3,509,37,1393.07,1393.07,2001.64,3077.65,0.27,94.56,0.27,1766.66,1393.07,1549.53,0\\r\\n16710,4164,57,Male,2,salaried,834,3,105,3,2271.18,2231.68,2029.81,2059.92,657.47,946.24,662.27,719.41,2074.41,1735.6,0\\r\\n16711,3162,49,Male,2,self_employed,1494,3,533,122,1703.83,1968.43,2016.79,1123.95,0.6,0.6,265.2,209.38,1790.71,2021.22,0\\r\\n16712,5191,65,Female,0,self_employed,1096,1,328,53,757.37,757.37,7686.18,17806.19,0.2,44468.72,0.2,50857.34,757.37,15155.17,1\\r\\n16713,1789,72,Male,1,retired,1096,2,2040,311,2018.31,2161.17,2393.43,2674.06,0.54,0.54,0.54,0.54,2136.54,2271.77,0\\r\\n16714,3076,27,Male,0,student,1020,1,16,58,582.92,3440.06,3332.05,3556.34,0.2,2.06,2857.34,143.06,2947.45,3467.65,1\\r\\n16715,1516,36,Female,0,self_employed,1020,2,16,25,824.23,1009.95,1847.53,1519.46,714.89,714.89,900.6,1886.31,1495.17,1834.83,1\\r\\n16716,642,54,Female,0,salaried,1020,3,442,106,3938.55,4077.69,4809.71,4610.76,0.07,0.07,0.07,1428.64,3989.85,4779.06,0\\r\\n16717,324,55,Female,1,self_employed,67,2,4246,13,6519.65,3994.8,5448.67,1271.64,35714.91,2143.49,35893.12,2982.9,6834.67,4724.23,0\\r\\n16718,2263,42,Male,0,self_employed,803,3,6,7,4097.14,3292.69,3564.91,1531.19,1103.33,993.33,298.55,1677.1,3660.38,3155.36,0\\r\\n16719,3063,70,Female,0,self_employed,1232,1,103,0,87203.68,88659.24,41521.55,1049.02,9698.57,14988.07,10194.7,15386.16,88242.64,33356.34,0\\r\\n16720,856,43,Female,,self_employed,680,2,565,38,5781.43,5781.43,5741.49,5679.55,0.6,72.03,0.6,0.6,5781.43,5733.05,0\\r\\n16721,1535,33,Male,0,self_employed,701,3,2391,151,10991.64,11793.73,11705.48,11429.61,0.14,0.14,802.23,25.14,11483.02,11814.7,0\\r\\n16722,1986,38,Female,0,self_employed,1046,3,1009,7,965.43,427.77,2333.4,586.06,948.44,1927.01,1342.51,1433.13,900.17,3707.78,0\\r\\n16723,1224,35,Male,0,salaried,1096,2,1443,147,1323.6,3455,2220.43,2024.12,0.39,0.39,2143.24,1.46,2417.26,2838.51,0\\r\\n16724,5807,43,Male,0,salaried,1020,1,60,56,8441.3,8269.87,8365.67,4205.61,0.29,157.43,0.29,64.09,8523.56,8391.85,0\\r\\n16725,2459,32,Male,0,salaried,575,2,1394,24,11819.91,11688.8,11371.93,6266.44,786.71,501,1304.58,322.37,12219.53,11628.82,0\\r\\n16726,4812,59,Female,0,self_employed,169,3,33,53,939.53,1082.38,1890.34,2623.21,0.23,7.37,143.09,1714.5,954.31,2049.37,0\\r\\n16727,2773,41,Male,0,self_employed,596,3,659,251,2941.22,2941.22,2941.22,2924.06,0.53,0.53,0.53,0.53,2941.22,2941.22,0\\r\\n16728,2937,40,Female,0,self_employed,904,3,412,70,135.2,149.49,5973.98,1776.91,0.41,0.41,0.41,1241.44,135.2,383.04,1\\r\\n16729,3962,41,Female,1,self_employed,1096,2,339,45,1449.76,2247.62,1995.17,955.24,0.59,0.94,925.7,0.59,1557.36,2247.6,1\\r\\n16730,4568,66,Male,0,self_employed,1020,3,212,108,7356.7,7442.43,7598.8,7048.92,0.5,0.5,86.23,297.24,7404,7611.75,0\\r\\n16731,248,55,Male,,self_employed,834,1,174,213,1458.84,1458.84,1458.84,1453.87,0.54,0.54,0.54,0.54,1458.84,1458.84,0\\r\\n16732,4987,49,Male,1,self_employed,,2,1024,4,11684.13,10988.66,11369.39,12735.93,715.8,98.01,20.33,1459.76,11589.7,11726.88,1\\r\\n16733,1643,57,Male,0,self_employed,1020,2,227,14,1694.54,1424.54,1530.33,1447.34,270.06,484.34,0.06,0.06,1554.88,1520.65,0\\r\\n16734,962,61,Male,0,self_employed,531,2,926,227,4575.9,4575.9,4575.9,6515.94,0.46,0.46,0.46,0.46,4575.9,4575.9,0\\r\\n16735,1381,51,Male,0,self_employed,1076,2,2541,118,4181.48,4269.19,4287.97,3588.8,0.33,0.33,90.1,0.33,4267.02,4266.68,0\\r\\n16736,898,34,Female,0,salaried,878,2,1716,,1679.2,1679.2,1679.2,1737.87,0.14,0.14,0.14,0.14,1679.2,1679.2,0\\r\\n16737,2672,40,Male,0,salaried,146,3,3757,14,4240.22,1930.06,3202.77,2409.32,9857.27,0.13,11886.57,1907.27,4827.67,2615.5,0\\r\\n16738,2219,46,Male,0,salaried,749,3,1878,63,9933.58,9338.31,8145.64,7158.68,0.61,0.61,666.7,556.29,8597.46,8221.97,0\\r\\n16739,2210,29,Male,0,self_employed,1525,3,276,280,1472.33,1472.33,1531.53,1580.75,0.04,0.04,0.04,0.04,1472.33,1562.39,0\\r\\n16740,1621,35,Male,1,salaried,15,3,389,21,5372.67,7479.86,7448.6,4746,0.94,3.59,2151.07,1364.69,6500.93,9392.37,1\\r\\n16741,4774,48,Female,0,self_employed,1020,2,2471,25,2131.42,3805.22,5252.79,2997.49,357.5,357.5,2105.44,2543.21,3147.48,5573.87,1\\r\\n16742,2678,35,Female,0,salaried,1111,2,922,19,2394.56,2395.3,1576.57,881.95,213.91,1428.94,214.66,57.51,2468.68,1309.58,0\\r\\n16743,4420,35,Male,0,self_employed,1525,2,540,59,320.31,972.12,1495.63,995.75,0.37,2.01,2437.9,3706.02,494.19,1591.65,1\\r\\n16744,3355,54,Male,0,self_employed,656,2,340,94,515.14,515.14,3543.27,921.17,0.07,0.07,0.07,0.07,515.14,515.14,1\\r\\n16745,4444,56,Female,0,self_employed,836,1,219,27,10250.83,8707.9,9916.66,3968.59,6236.39,2183.77,4750.94,2346.43,12081.4,8796.99,0\\r\\n16746,4093,69,Male,0,self_employed,1046,2,102,28,1327.01,1647.61,1727.32,1805.54,21.64,21.7,329.33,193.56,1615.86,1728.69,0\\r\\n16747,3367,41,Male,2,salaried,409,3,339,0,7363.15,306.95,4020.36,288.31,21454.34,118571.49,14372.54,118571.49,6106.18,2518.93,1\\r\\n16748,3030,73,Male,0,retired,146,3,509,38,3362.5,3247.73,4468.5,6264.26,0.4,1100.4,7.19,3435.04,3270.75,3153.12,0\\r\\n16749,4486,62,Female,0,self_employed,1020,2,79,4,2062.85,454.92,1966.86,3961.03,3296.71,7320.07,0.29,11428.86,848.62,2256.98,0\\r\\n16750,2698,30,Male,0,salaried,,2,993,23,714.56,1164.66,1696.75,1447,20.2,20.26,480.2,714.8,1060.79,1864.56,0\\r\\n16752,1439,43,Female,0,salaried,1020,2,990,9,2322.95,2152.84,2221.32,1828.79,967.1,329,8000.56,4293.68,2661.19,2091.31,0\\r\\n16753,3236,22,Female,0,student,834,2,14,76,2414.08,2485.51,2410.37,2019.58,0.09,0.09,0.09,0.09,2455.95,2524.68,0\\r\\n16754,2508,57,Female,0,self_employed,1096,1,92,9,6819.45,5781.86,5203.08,9833.87,893.61,1376.78,143.3,211.71,6240.78,5033.33,0\\r\\n16756,1447,45,Male,0,self_employed,563,3,2845,17,9335.35,9292.68,9717.88,12452.85,96,0.29,16,14.57,9327.3,9316.72,0\\r\\n16757,6136,50,Male,0,self_employed,334,2,4,35,3345.6,7052.48,7070.8,10451.36,0.21,1219.76,3877.78,1690.15,4571.13,7329.39,1\\r\\n16758,972,30,Male,0,self_employed,496,3,2661,41,4328.5,4328.5,4289.28,4002.17,0.4,74.83,0.4,0.4,4328.5,4285.28,0\\r\\n16759,649,24,Male,0,student,1096,2,1662,0,3925.48,4566.63,4517.66,4025.42,8.69,0.13,649.83,0.13,4419.72,4566.63,0\\r\\n16760,4512,67,Male,0,retired,575,2,1202,60,7488.74,7531.53,7235.9,6498.47,0.31,0.31,0.31,0.31,7519.73,7573,0\\r\\n16761,625,74,Male,0,retired,1096,2,1360,,2885.56,2885.56,2885.56,4589.64,0.14,0.14,0.14,0.14,2885.56,2885.56,0\\r\\n16762,523,31,Male,0,self_employed,1096,1,1376,6,2903.8,10575.8,6870.24,8162.58,39927.09,1964.4,48850.35,1771.61,10245.28,5330.36,1\\r\\n16763,3143,66,Male,0,retired,146,1,133,41,2213.9,2213.9,2879.02,4150.23,0.39,42.3,0.39,786.1,2213.9,2763.95,0\\r\\n16765,5002,49,Male,0,salaried,15,2,69,77,2695.04,2974.95,3155.77,3853.61,0.56,0.56,270.76,556.76,2787.31,3107.11,0\\r\\n16766,1837,39,Female,0,salaried,1158,2,256,86,1861.74,2076.02,2171.94,5291.99,0.53,0.53,214.81,262.2,2016.91,2176.16,0\\r\\n16767,4489,18,Male,0,student,1096,1,249,,8891.01,8891.01,8923.85,8979.22,0.13,0.13,0.13,0.13,8891.01,8891.01,0\\r\\n16768,256,74,Female,,self_employed,834,3,4283,160,1445.69,1731.4,1694.59,1728.99,0.03,0.03,342.89,35.74,1548.15,1750.99,0\\r\\n16769,989,29,Female,0,self_employed,187,2,755,,2332.13,2474.99,2478.46,2515.16,0.7,0.7,214.99,72.13,2386.32,2516.92,0\\r\\n16770,642,43,Female,,self_employed,1260,2,3657,153,2614.34,4042.91,8661.62,32729.42,0.04,0.04,1428.61,2460.04,3304,5348.44,1\\r\\n16771,1320,6,Male,0,student,623,2,1021,,5714.44,5757.3,5752.4,5749.6,0.16,0.16,57.3,0.16,5765.18,5753.15,0\\r\\n16772,593,69,Female,0,self_employed,575,3,44,270,1635.42,1615.42,1618.18,1588.94,0.23,0.23,0.23,0.23,1623.69,1615.42,0\\r\\n16773,434,65,Female,,self_employed,996,2,2356,308,623.42,2066.28,1764.33,3796.6,0.5,0.5,1429.07,0.5,1118.49,2068.58,1\\r\\n16774,1709,69,Female,0,self_employed,1020,1,411,21,11511.28,11192.24,10329.95,5350.48,686.3,1886.1,367.25,731.05,11537.61,10743.03,0\\r\\n16775,574,50,Male,4,self_employed,1232,3,900,159,38297.3,31630.62,36766.37,52531.04,0.49,0.49,621.06,4614.77,36921.62,34172.43,0\\r\\n16776,491,49,Male,3,self_employed,1392,2,2337,24,8689.94,10850.22,9126.75,5604.7,1143.13,1714.56,3303.41,1017.7,11204.66,10059.85,0\\r\\n16777,1001,29,Female,0,self_employed,1589,2,416,87,3073.6,3141.63,2849.17,1605.84,0.54,0.54,68.57,763.75,3111.13,2455.89,0\\r\\n16778,1024,51,Female,0,self_employed,494,2,604,,13383.3,14766.07,14416.41,21343.66,0.43,0.43,0.43,0.43,13717.07,14766.07,0\\r\\n16779,3085,13,Male,0,student,1020,1,86,63,15084.95,16199.24,16338.95,19003.93,0.56,0.56,0.56,0.56,15597.76,16663.29,0\\r\\n16780,923,34,Male,3,salaried,1608,2,1068,33,1913.91,5871.63,5313.51,6615.57,0.27,305.99,4071.7,714.56,3502.94,5987.74,1\\r\\n16781,471,40,Male,,self_employed,915,2,1014,38,2217.69,2931.97,2808.45,3405.13,0.03,1214.31,714.31,1357.17,2759.56,2551.79,0\\r\\n16782,4783,44,Male,0,self_employed,1111,2,88,17,2303.24,3769.17,2754.76,1602.54,960.31,960.31,2426.25,0.67,2435.15,3366.74,0\\r\\n16783,390,45,Male,,self_employed,63,3,809,35,3333.78,96426.18,86013.22,91207.15,0.04,10000.04,235.3,509.15,80397.07,88378.78,1\\r\\n16784,6855,78,Female,0,retired,1150,2,108,7,5837.23,6154.83,5960.06,5636.01,285.97,257.4,2426.43,714.54,5989.35,5984.24,0\\r\\n16785,5998,17,Male,0,student,491,2,93,180,1435.3,1435.3,1435.3,1425.77,0.64,0.64,0.64,0.64,1435.3,1435.3,0\\r\\n16786,1156,48,Male,2,self_employed,334,3,4,6,315.01,1674.77,1535.4,382.38,443.43,4622,1360.9,3302.42,718.23,3018.52,0\\r\\n16787,4066,65,Male,4,retired,563,2,88,,2224.26,2817.12,2444.55,129.01,0.16,0.16,1428.73,464.44,3000.86,2992.69,0\\r\\n16788,4779,90,,0,company,1096,2,503,10,28720.76,29291.28,26747.64,4175.58,2429.56,2857.21,3000.07,1202.1,27419.74,29942.44,0\\r\\n16789,341,37,Female,,self_employed,623,3,21,87,2553.31,1716.53,1927.91,1839.56,0.26,0.26,571.69,0.26,1793.26,1668.76,0\\r\\n16790,980,66,Male,0,retired,834,2,1231,81,2303.54,2303.54,2296.05,2652.34,0.5,0.5,0.5,0.5,2303.54,2302.31,0\\r\\n16791,3204,45,Male,2,self_employed,1020,2,836,3,8506.87,2845.97,2163.12,3263.95,5398.36,4643.36,11389.86,2888.2,3214.03,1530.54,0\\r\\n16792,516,47,Male,,self_employed,1463,2,654,236,1758.04,2752.22,2028.06,3302.77,0.64,0.64,2235.36,583.21,1821.56,1900.06,0\\r\\n16793,2581,11,Female,0,student,623,2,1043,,1925.75,1897.18,1893.41,1796.88,0.04,0.04,0.04,0.04,1921.81,1893.49,0\\r\\n16794,6849,90,Female,0,self_employed,318,2,1307,,3643.18,3643.18,3643.18,3620.1,0.19,0.19,0.19,0.19,3643.18,3643.18,0\\r\\n16795,4333,59,Female,0,self_employed,1096,1,27,343,18532.38,18532.38,18549.27,18485.33,0.21,0.21,0.21,0.21,18532.38,18532.38,0\\r\\n16796,2103,60,Male,0,self_employed,129,3,1833,,5109.14,5109.14,5331.88,5890.07,0.24,0.24,0.24,0.24,5109.14,5109.14,0\\r\\n16797,1841,22,Female,0,student,575,2,90,2,3068.44,2627.54,2617.91,1490.31,475.67,357.77,34.77,0.63,2961.08,2592.98,0\\r\\n16798,2607,69,Female,0,retired,1020,2,84,53,1156.08,1198.94,2557.21,4005.45,0.49,342.5,86.2,7143.34,1182.68,1132.74,0\\r\\n16801,4617,45,Male,1,salaried,1096,1,92,11,54128.3,62693.94,66757.16,51915.52,54427.09,72769.94,30044,106229.01,57482.71,90573.93,0\\r\\n16802,2238,34,Male,0,self_employed,1525,2,358,151,3987.08,4007.24,4003.62,4045.47,0.09,0.09,39.97,13.11,3988.37,4017.13,0\\r\\n16803,1537,38,Male,0,self_employed,1613,2,1456,86,637.45,637.45,1623.05,416.44,0.67,0.67,0.67,429.24,637.45,2125.93,0\\r\\n16804,2414,49,Male,0,salaried,623,2,512,9,1250.67,1443.65,6213.3,2215.49,1428.79,14.5,430.69,8809.86,1268.9,4497,0\\r\\n16805,4071,56,Male,3,self_employed,1001,2,3237,68,3297.65,3555.98,3548.31,3882.43,0.03,0.03,258.28,0.03,3375.66,3555.98,0\\r\\n16806,1364,68,Male,0,self_employed,1195,2,55,,31302.89,31302.89,31302.89,44991.92,0.01,0.01,0.01,0.01,31302.89,31302.89,0\\r\\n16807,2504,53,Female,1,self_employed,1494,3,1007,105,71.95,2786.24,2599.05,1789.2,0.16,0.16,2714.44,0.16,2224.66,2786.24,0\\r\\n16808,403,30,Male,0,salaried,1020,1,240,131,27788.62,26325.56,24939.88,17268.64,0.39,0.39,337.8,756.51,26196.8,25024.78,0\\r\\n16810,4878,14,Male,0,student,1084,2,540,145,3356.23,3313.37,3303.47,3727.47,0.61,0.61,0.61,0.61,3345.88,3303.69,0\\r\\n16811,3959,53,Male,0,self_employed,15,2,300,13,865.18,2243.76,2380.07,4059.73,2121.46,0.03,3500.03,0.03,2007.55,2243.76,1\\r\\n16812,447,25,Female,,self_employed,146,2,1050,5,19018.28,4855.9,6170.05,8309.06,14286.39,0.67,124.01,2938.67,7735.24,5426.99,0\\r\\n16813,3527,63,Female,0,self_employed,1477,2,415,3,5737.83,5062.11,5069.7,4883.62,676.31,189.74,0.6,0.6,5353.35,4982.8,0\\r\\n16814,1767,53,Male,0,salaried,579,2,192,0,9526.4,10350.37,11160.71,9484.31,784.24,1264.29,190.35,1213.17,9772.01,11197.14,0\\r\\n16815,4714,57,Male,0,self_employed,1020,3,13,286,1864.53,1864.53,1864.53,2848.73,0.27,0.27,0.27,0.27,1864.53,1864.53,0\\r\\n16816,1075,11,Male,0,student,409,3,1360,23,1761.73,1404.59,1503.11,1000.95,357.73,0.59,0.59,0.59,1700.15,1404.59,0\\r\\n16817,3246,83,Female,0,self_employed,1020,3,541,4,7580.64,7527.99,7564.37,7583.7,52.79,5.91,0.13,50.3,7553.23,7541.31,0\\r\\n16818,2576,44,Female,0,self_employed,834,2,8,12,1608.57,1598.4,1561.52,1232.83,10.66,0.49,0.49,0.49,1602.96,1598.4,0\\r\\n16820,1759,37,Male,0,self_employed,1096,2,363,287,2629.05,2157.62,2288.63,2654.2,0.47,0.47,0.47,186.19,2670.92,2287.12,0\\r\\n16821,2721,28,Female,0,student,1494,2,67,,1506.23,1506.23,1506.23,1495.45,0.54,0.54,0.54,0.54,1506.23,1506.23,0\\r\\n16822,1214,40,Female,0,self_employed,578,3,758,8,1709.37,1690.53,1669.86,1594.44,46,46.04,27.16,27.16,1683.27,1669.29,0\\r\\n16823,4347,68,Male,0,self_employed,160,1,315,70,1906.99,1906.99,1585.83,3744.35,0.39,0.39,0.39,0.39,1906.99,1906.99,0\\r\\n16824,2376,26,Male,0,self_employed,1294,2,150,357,10707.88,10707.88,10931.84,11081.42,0.04,0.04,0.04,714.31,10707.88,10979.76,0\\r\\n16825,1956,35,Female,0,self_employed,1096,2,3,,3118.64,3147.21,3150.98,3220.47,0.07,0.07,0.07,0.07,3122.58,3150.9,0\\r\\n16826,740,45,Male,2,self_employed,1020,3,12,116,2776.36,2504.46,3091.05,4110.47,0.36,0.36,157.02,1153.64,2445.42,3150.97,0\\r\\n16827,2874,19,Male,0,self_employed,531,3,1350,39,2006.64,1870.92,1963,1610.17,0.49,571.91,0.49,0.49,1910.2,1769.41,0\\r\\n16828,772,65,Female,0,self_employed,1232,2,149,20,1904.7,2944.38,2515.99,2208.84,448.16,388.66,1443.04,143.04,2389.02,2707.05,0\\r\\n16829,1165,44,Female,0,self_employed,604,3,2483,6,4774.14,1917,2764.77,2614.89,5714.46,0.17,0.17,0.17,3838.18,1917,0\\r\\n16830,766,42,Male,1,self_employed,1020,3,625,23,2229.22,5134.81,6270.38,3342.09,3572.11,3572.11,6475.11,4836.77,5668.09,6962.64,1\\r\\n16831,1417,63,Female,0,self_employed,146,2,2394,14,5805.76,4788.63,8367.39,2790.48,2857.46,0.31,1857.46,5714.6,4588.35,9661.12,0\\r\\n16832,1275,44,Male,3,self_employed,802,2,812,6,15662.87,19248.59,17271.32,22673.8,7143.29,7143.29,10714.71,2143.29,18041.2,18225.09,0\\r\\n16833,1469,60,Female,0,salaried,485,3,1517,75,2052.57,2052.57,2051.69,2003.73,0.67,0.67,0.67,0.67,2052.57,2052.57,0\\r\\n16834,3198,90,Male,0,self_employed,621,1,693,14,5473.01,10340.54,5822.27,2047.89,553,17329.29,7071.53,8542.96,10419.29,4319.74,1\\r\\n16835,4378,35,Male,0,self_employed,905,3,259,14,2234.23,2262.09,1613.72,1159.25,1010.43,5029,1283.24,3159.71,2582.19,1663.54,0\\r\\n16836,1026,60,Male,0,salaried,1020,3,1799,76,2363.73,2768.83,3079.95,2214.64,0.51,0.51,405.61,772.24,2425.2,3141.75,0\\r\\n16837,2327,12,Female,0,student,409,2,1564,154,4688.54,4916.24,4861.28,4824.81,0.24,0.24,227.94,0.24,4751.36,4916.24,0\\r\\n16838,653,63,Female,0,self_employed,1232,3,633,26,11900.99,8915.27,9367.64,5618.63,2986.34,414.91,0.63,214.91,11596.55,8733.7,0\\r\\n16839,1643,45,Male,0,salaried,759,2,2236,27,6870.06,5966.63,5121.37,7386.05,943.04,0.35,0.19,4.47,6852.5,6010.57,0\\r\\n16840,695,53,Male,,self_employed,1154,2,3423,0,3269.8,1490.66,4933.36,7723.56,12898.46,5714.6,8143.17,5483.29,6964.22,4684.12,0\\r\\n16841,784,47,Male,,self_employed,229,3,2297,,8162.24,8162.24,8162.24,8110.54,0.04,0.04,0.04,0.04,8162.24,8162.24,0\\r\\n16842,1678,74,Male,0,retired,724,3,815,28,542.55,579.02,1817.3,859.25,21502.96,0.61,21539.43,28572.04,561.15,2883.17,1\\r\\n16843,3538,68,Female,0,retired,1020,3,1215,171,4930.46,5041.3,4983.5,5516.23,0.44,0.44,147.01,0.44,4901.01,5026.2,0\\r\\n16844,3292,29,Male,0,student,334,3,166,7,4887.26,2458.69,2865.06,3494.72,2428.71,571.57,0.14,71.57,3883.32,2165.6,1\\r\\n16845,4499,64,Male,4,self_employed,409,2,249,53,26158.26,26154.83,25571.7,23715.53,0.51,1429.09,0.51,0.51,26156.6,25832.25,0\\r\\n16846,925,62,Female,,self_employed,180,2,187,21,6833.82,6373.61,6004.03,1517.21,460.43,469.04,0.21,14.5,6722.74,6313.58,0\\r\\n16847,4882,42,Male,1,salaried,1589,2,33,10,3115.06,278.03,11974.72,11839.91,4275.74,1418.6,1428.9,18598.9,1935.28,16805.72,1\\r\\n16848,4926,63,Female,0,self_employed,1020,2,182,17,5048.74,5120.16,5074.87,5251.42,357.24,164.39,785.81,57.24,5051.2,5037.22,0\\r\\n16849,305,59,Female,0,salaried,800,2,112,138,8981.86,8996.14,9009.34,9000.43,0.69,0.69,0.69,0.69,8995.65,9009.05,0\\r\\n16850,4501,65,Male,0,self_employed,479,3,234,32,2135.58,2471.89,2368.91,1548.74,0.09,1687.06,0.09,4714.37,2414.57,2952.02,0\\r\\n16852,3706,40,Male,1,self_employed,409,3,393,38,1783.87,1670.26,1580.81,688,0.09,72.94,733.6,363.5,2021.84,1616.7,0\\r\\n16853,504,63,Female,,salaried,496,2,1895,10,4127.81,3494.05,3585.14,2560,1702.1,49.79,1429.23,264.94,3911.75,3582.18,0\\r\\n16854,999,35,Male,2,self_employed,1333,3,2985,10,4367.56,4610.41,4508.74,11239,2143.33,1756.69,2386.19,1671.9,4204.5,3845.86,0\\r\\n16855,4221,53,Male,3,self_employed,1525,3,358,25,1521.32,2229.4,2051.03,2108.97,328.74,381.86,896.46,106.37,1802.31,2376.57,0\\r\\n16856,493,14,Female,0,student,905,2,1832,,252.13,252.13,4030.93,13026.23,0.67,0.67,0.67,0.67,252.13,252.13,1\\r\\n16857,1699,88,Male,0,retired,146,1,1754,163,2256.83,2542.54,2473.58,2410.22,0.63,0.63,286.34,0.63,2335.65,2542.54,0\\r\\n16858,798,50,Female,0,self_employed,409,2,482,,3266.71,3266.71,3266.71,3246.01,0.07,0.07,0.07,0.07,3266.71,3266.71,0\\r\\n16859,5105,49,Female,0,self_employed,1020,1,84,68,4681.43,8225.1,5852.13,1659.55,0.67,0.67,3541.89,844.47,5294.01,8346.31,0\\r\\n16860,712,43,Male,,salaried,1020,3,490,242,3567.41,3595.98,3884.53,4444.15,0.07,0.07,0.07,142.93,3570.37,3732.39,0\\r\\n16861,4678,66,Female,0,self_employed,146,3,184,23,4430.55,4210.44,4169.18,3705.36,220.53,220.53,0.41,0.41,4392.6,4163.11,0\\r\\n16862,4238,75,Female,0,self_employed,1020,1,322,113,3933.81,3933.81,41304.63,31530.93,0.56,0.56,0.56,107157.7,3933.81,7391.42,1\\r\\n16863,2285,36,Male,0,self_employed,1459,2,949,3,5279.3,3860.39,3879.36,1308.19,1418.94,264.96,0.03,0.03,4539.31,3792.34,0\\r\\n16864,516,80,Male,0,salaried,334,1,141,53,12974.53,15252.81,14052.55,40307.37,0.49,64.77,8824.16,12251.93,13712.2,11067.38,0\\r\\n16865,921,46,Female,0,self_employed,1020,2,1205,104,2981.51,3435.47,3077.67,3880.66,0.46,0.46,856.51,2835.37,2339.18,3676.79,0\\r\\n16866,3014,82,Male,0,retired,318,2,107,9,7351.27,1410.42,3429.65,1189.33,33311.32,21.27,0.66,0.66,7547.25,1401.7,0\\r\\n16867,588,77,Female,,self_employed,1096,2,327,42,3743.44,6886.3,5963.09,10135.13,0.6,13098.03,3143.46,10000.6,6009.45,8090.93,1\\r\\n16868,3136,65,Male,0,salaried,1020,3,356,7,4620.96,4025.91,3624.31,3021.96,928.19,895.4,333.14,681.16,4224.49,3337.88,0\\r\\n16869,2623,33,Male,2,self_employed,133,3,366,17,2225.28,766.83,2967.92,1209.39,10426.74,661.39,8968.29,567,6613.31,649.75,1\\r\\n16870,1093,8,Female,0,student,1020,2,357,264,3031.02,3031.02,3031.02,3001.31,0.49,0.49,0.49,0.49,3031.02,3031.02,0\\r\\n16872,1291,34,Male,0,salaried,15,2,1285,24,89.81,2283.26,1443.33,1156.69,1643.54,2144.8,3039.59,247.1,2056.57,1043.35,0\\r\\n16873,950,27,Male,0,student,334,2,82,0,1704.2,1848.12,1501.99,880.23,839.19,1590.19,1110.96,597.04,1746.97,1964.4,0\\r\\n16875,5908,74,Male,2,retired,996,2,343,3,1147.23,1153.76,1438.28,1349.93,1717.92,0.19,1713.72,1355.27,1661.25,1227.6,0\\r\\n16876,1993,76,Male,0,retired,1020,3,1027,49,1199.79,1222.6,1869.71,1384.93,0.47,2223.89,0.47,10178.33,1205.95,2505.67,0\\r\\n16877,4602,65,Male,0,retired,334,3,17,55,3136.56,3319.38,3184.02,2096.4,0.24,50.24,205.4,4.53,3269.92,3146.98,0\\r\\n16878,991,40,Female,0,self_employed,1570,2,119,18,6483.21,3917.72,8325.73,12289.15,857.6,4043.94,89.44,11429.03,5125.37,6983.2,0\\r\\n16879,2054,72,Female,0,self_employed,649,1,140,264,15038.69,18931.51,17816.34,11922.05,0.66,0.66,7143.51,0.66,19260.98,18401.67,0\\r\\n16880,3227,41,Female,0,salaried,512,1,190,160,496.27,451.45,1676.92,4021.28,0.64,0.64,71.8,27.94,750.12,1235.09,0\\r\\n16881,4389,37,Female,0,self_employed,1020,2,114,62,11204.65,11204.65,11000.62,4192.84,0.26,0.26,0.26,0.26,11204.65,11204.65,0\\r\\n16882,634,36,Female,,self_employed,1398,3,2470,45,3835.02,4157.49,4622.1,5040.2,0.69,116.4,636.01,1992.11,4116.99,4585.82,0\\r\\n16883,7028,70,Female,0,self_employed,1111,2,88,184,5260.05,5463.75,5792.22,6224.51,0.47,0.47,327.03,829.14,5418.13,5775.02,0\\r\\n16884,1759,28,Male,0,self_employed,1118,2,1095,117,5327.99,5269.08,7816.96,4357.5,0.27,0.27,28.84,4285.99,5288.59,8179.68,0\\r\\n16885,1955,43,Male,0,salaried,409,3,503,3,1180.43,5982.43,5923.82,4356.87,1142.96,0.1,5944.96,164.67,3783,6434.72,1\\r\\n16886,1849,67,Male,0,self_employed,11,2,121,87,1145.92,1160.2,1678.33,1067.37,0.64,0.64,0.64,0.64,1159.71,1173.57,0\\r\\n16887,1162,42,Male,0,self_employed,1020,2,998,28,3125.7,2994.15,3064.01,2757,286.34,286.34,43.49,109.64,3244.16,3099.65,0\\r\\n16888,1476,68,Female,0,retired,834,2,2492,12,9138.44,8930.01,8708.04,6063.17,209.01,209.31,0.59,0.59,9029.19,8827.66,0\\r\\n16889,2866,69,Female,0,self_employed,834,2,352,,3711.64,3711.64,3711.64,3688.12,0.33,0.33,0.33,0.33,3711.64,3711.64,0\\r\\n16891,3953,36,Male,1,self_employed,,2,442,23,3121.33,2976.37,1668.04,2663.62,36.54,0.9,964.26,2021.72,1748.88,1510.28,0\\r\\n16892,1414,25,Male,0,salaried,1232,3,29,59,2020.21,2208.51,2266.31,2440.72,0.09,314.37,174.1,631.24,2072.56,2311.78,0\\r\\n16893,707,43,Female,0,self_employed,1494,2,2677,27,1626.28,1126.28,4964.62,11316.05,500.21,500.21,0.21,8571.64,1609.04,4119.37,0\\r\\n16894,4017,66,Female,0,self_employed,978,2,45,132,3490.74,7634.74,7472.12,4181.44,0.17,0.17,4441.24,0.17,7001.72,7671.6,1\\r\\n16895,2146,65,Male,0,salaried,1020,2,2,49,14633.01,14633.01,14847.71,3435.42,0.06,537.49,0.06,858.06,14633.01,14973.88,0\\r\\n16896,3203,43,Male,2,salaried,1111,3,131,35,1948.19,2811.08,1689.86,5117.91,0.6,1429.17,863.49,820.5,2292.98,1849.82,0\\r\\n16897,2567,29,Male,0,salaried,409,2,921,0,9137.62,7667.94,6061.29,5774.9,3407.16,1189.18,1576.47,1486.71,7348.23,5157.98,0\\r\\n16898,1011,31,Male,2,self_employed,1333,3,2985,0,265.12,1063.39,1623.95,3926.43,2300.14,6765.29,3082.71,8251,773.47,591.86,1\\r\\n16899,3280,12,Male,0,student,409,2,272,347,3840.72,3840.72,3840.72,3816.39,0.11,0.11,0.11,0.11,3840.72,3840.72,0\\r\\n16900,2855,35,Male,0,salaried,1477,1,415,,4134.08,4067.91,3543.58,1431.54,0.4,0.4,3357.54,1586.11,3812.3,3631.15,0\\r\\n16901,3166,44,Male,1,salaried,1232,1,277,199,228.78,226.02,10280.84,36991.56,0.1,0.1,207.67,14343.21,660.31,8502.18,1\\r\\n16902,446,31,Male,0,self_employed,1020,1,16,62,472487.44,222490.55,264798.71,96598.87,0.54,0.54,3.73,120399.39,499582.32,263874.67,1\\r\\n16903,2852,43,Male,0,salaried,146,1,3718,17,7662.19,6110.83,3443.22,104.38,1587.06,0.34,0.34,0.34,6935.61,3220.69,0\\r\\n16904,2924,57,Female,0,salaried,1096,2,249,79,7175.59,7175.59,7341.42,8761.84,0.17,0.17,0.17,340.89,7175.59,7290.52,0\\r\\n16905,814,51,Female,0,self_employed,1020,3,356,5,2000.26,1436.96,1571.19,1148.81,714.64,0.36,154.34,71.79,1449.58,1451.92,0\\r\\n16906,1131,29,Male,0,self_employed,623,2,317,4,552.13,600.76,2650.56,3181.64,9746.79,6561.47,15357.23,19763.82,3793.52,2454.03,1\\r\\n16907,5372,77,Male,0,retired,1232,3,539,14,2229.01,2774.79,2858.35,1385.07,13602.92,0.63,13914.91,0.63,3301.22,2740.92,0\\r\\n16908,5184,63,Male,0,retired,334,3,3742,4,14162.81,9387.09,8410.25,4930.86,14014.69,0.4,9507.54,427.33,9107.39,9857.07,0\\r\\n16909,4080,90,Male,0,self_employed,1040,3,252,100,1579.65,3036.8,2850.26,3017.3,0.21,0.21,1457.36,0.21,2477.19,3036.8,1\\r\\n16910,3887,51,Female,0,self_employed,666,2,87,283,5062.36,3739.69,3876.99,5130.31,0.34,0.34,0.34,0.34,4013.34,3739.69,0\\r\\n16911,2090,12,Male,0,student,1020,1,543,,3572.73,3572.73,3595.77,6967.6,0.21,0.21,0.21,0.21,3572.73,3572.73,0\\r\\n16912,1255,37,Male,0,self_employed,,3,2203,5,473.75,3405.71,1550.36,3658.42,1714.34,1842.34,5328.63,5035.04,1429.05,1251.49,0\\r\\n16913,1744,52,Male,0,self_employed,656,2,2279,154,1359.74,1716.88,1750.99,2909.46,0.54,0.54,500.54,286.26,1433.63,1753.75,0\\r\\n16914,6995,44,Female,0,self_employed,905,3,1320,,2399.93,2399.93,2399.93,2384.74,0.44,0.44,0.44,0.44,2399.93,2399.93,0\\r\\n16915,1898,45,Male,0,salaried,146,3,1045,133,486.29,3907.72,2218.9,16602.77,0.36,0.36,4928.93,1387.14,1033.33,2152.02,0\\r\\n16916,1984,50,Male,0,self_employed,1111,2,1899,7,11960.6,2098.63,2588.85,6551.12,10659.06,2426.49,104.63,714.91,5383.01,843.83,0\\r\\n16917,2046,39,Male,0,salaried,575,3,54,75,7789.39,7769.96,5763.3,5064.85,0.5,0.5,1123.11,898.56,6102.16,5811.3,0\\r\\n16918,261,42,Male,0,self_employed,1374,3,2296,18,6220.19,10173.51,7187.1,6521.76,10.81,0.19,96.5,125.12,6351.53,9344.58,0\\r\\n16919,2636,44,Male,0,salaried,1613,3,109,102,1541.81,1977.62,2320.4,1342.43,0.46,0.46,434.19,434.19,1882.42,2313.77,0\\r\\n16920,4251,40,Male,3,salaried,1158,2,256,19,3052.28,2064.59,2506.01,1535.75,2.73,6.8,759.63,2602.16,2436.7,3114.69,0\\r\\n16921,3268,69,Female,0,self_employed,834,2,428,116,2073.39,2073.39,2154.59,4396.98,0.16,0.16,0.16,143.01,2073.39,2073.39,0\\r\\n16922,2244,58,Male,3,self_employed,146,2,875,33,13951,13951,13939.94,13676.24,0.36,3143.21,0.36,0.36,13951,14105.4,0\\r\\n16923,1210,62,Male,0,self_employed,1511,2,1638,,3602.91,3602.91,3602.91,3782.81,0.3,0.3,0.3,0.3,3602.91,3602.91,0\\r\\n16924,4246,32,Male,1,salaried,1020,2,19,3,1867.68,7314.26,3555.68,2913.57,3754.17,1744.51,1409.01,2531.76,1033.46,6810.45,1\\r\\n16925,1501,33,Male,1,salaried,786,3,706,0,1999.92,2144.21,2014.53,2233.08,357.19,414.44,552.34,479.49,1838.72,1980.21,0\\r\\n16926,2053,36,Female,1,self_employed,334,2,441,327,2886.99,2529.85,2185.53,1338.15,0.07,0.07,2571.5,0.07,1911.62,2472.25,0\\r\\n16927,1789,59,Male,2,self_employed,1096,2,931,10,878.27,963.98,3473.34,1009.45,128.8,20000.23,0.23,30714.51,897.48,6329.24,0\\r\\n16930,1698,61,Female,0,self_employed,975,3,1854,74,5032.34,3889.48,5586.7,6177.22,0.4,0.4,286.11,714.69,4510.17,3608.37,0\\r\\n16931,5040,69,Female,0,self_employed,1096,1,43,20,1389.98,1509.25,4952.72,3076.8,44339.04,8742.54,44286.26,11429.11,2949.76,3428.76,0\\r\\n16932,1092,57,Male,0,self_employed,853,2,648,26,5112,5145.98,5090.62,4706.04,171.84,0.41,0.41,167.76,5153.18,5336.24,0\\r\\n16934,2400,9,Male,0,student,1525,3,146,,1605.5,1605.5,1485.68,1023,0.57,0.57,0.57,0.57,1605.5,1531.76,0\\r\\n16935,548,50,Female,,salaried,1096,3,1558,,12342.47,12340.24,12339.27,12504.3,0.23,0.23,0.23,0.23,12341.16,12339.8,0\\r\\n16936,5316,57,Male,0,retired,1150,3,61,20,2532.18,1579.15,1864.13,1425.92,571.87,3286.16,163.43,2662.06,2085.52,2137.11,0\\r\\n16938,2075,42,Male,0,self_employed,1180,2,1431,152,1593.06,1593.06,1682.89,1993.09,0.69,0.69,0.69,146.19,1593.06,1715.77,1\\r\\n16939,1255,60,Male,0,self_employed,409,2,1981,11,27759.14,26122.86,22589.1,20317.57,2857.16,6415.26,1220.87,714.3,26394.84,20950.56,0\\r\\n16940,4678,65,Female,0,self_employed,1020,2,5,53,41204.29,41254.17,25684.04,2608.94,0.31,39144.3,13.81,15.33,41235.91,33691.01,1\\r\\n16941,1378,33,Male,0,salaried,1266,2,2289,40,1287.53,2095.56,1856.58,2261.24,0.34,1493.2,225.03,366.81,1558.55,1682.35,1\\r\\n16942,3140,60,Male,0,salaried,1096,2,578,15,44226.72,13621.72,29037.66,10776.61,27.73,0.59,50150,300.27,61029.17,13071.17,0\\r\\n16943,737,49,Male,2,self_employed,146,3,1744,28,1710.66,1567.8,3823.95,11029.1,142.94,0.09,0.09,7142.94,1710.66,1567.8,1\\r\\n16944,2169,54,Male,2,salaried,409,3,461,53,41041.03,41096.39,26401.67,4080.43,0.37,37135.09,60.37,30.66,41080.83,34021.69,0\\r\\n16945,2629,34,Female,0,salaried,1096,2,92,95,446.07,446.07,2667.64,701.4,0.64,0.64,0.64,4492.07,446.07,2619.34,1\\r\\n16946,1053,33,Female,,self_employed,392,3,3000,39,2074.19,2074.19,1697.03,1515.52,0.56,886.27,0.56,146.31,2074.19,1627.38,0\\r\\n16947,626,34,Male,,self_employed,821,2,3424,9,11069.66,3286.8,3716.19,2853.85,9286.17,0.46,1500.46,286.17,6380.69,3545.51,0\\r\\n16948,2229,22,Male,0,student,363,2,1588,164,3454.95,3454.95,3454.95,3546.38,0.09,0.09,0.09,0.09,3454.95,3454.95,0\\r\\n16949,755,39,Male,1,salaried,1020,2,47,3,1685.78,1867.94,2118.52,3453.47,3645.97,0.34,5725.31,4589.6,2500.64,1994.2,0\\r\\n16950,1263,31,Male,0,salaried,15,2,1675,101,3422.91,2108.54,2573.34,1458.06,0.14,0.14,335.87,596,2821.89,2311.67,0\\r\\n16951,4066,35,Male,0,self_employed,769,2,372,,4870.12,4870.12,4870.12,5151.62,0.09,0.09,0.09,0.09,4870.12,4870.12,0\\r\\n16952,5964,63,Female,2,retired,334,2,575,0,1872.24,1473.53,1559.8,1450.6,1814.9,0.41,1411.27,0.41,1725.86,1475.91,0\\r\\n16953,1670,40,Female,0,salaried,146,3,1751,8,1796.02,1399.87,2434.72,3214.69,407.24,398.01,0.09,2857.23,1707.24,1655.24,0\\r\\n16954,2285,75,Male,0,retired,1020,3,118,44,305.51,1005.51,1614.68,2331.98,0.63,1532.06,1486.34,4536.84,634.08,2063.68,1\\r\\n16956,801,14,Female,0,student,1494,2,955,,1785.16,1785.16,1785.16,1774.15,0.46,0.46,0.46,0.46,1785.16,1785.16,0\\r\\n16957,2411,43,Female,0,self_employed,1076,2,64,12,1681.68,1410.68,1445.45,1449.44,271.49,0.49,0.49,71.91,1522.82,1417.66,0\\r\\n16958,1151,51,Male,,salaried,1540,2,1287,248,7966.96,7981.25,7982.66,7905.62,0.21,0.21,0.21,0.21,7968.44,7982.63,0\\r\\n16959,249,42,Male,0,self_employed,0,2,1348,9,1867.28,12645.46,4498.06,2760.32,715.17,357.23,15001.69,168.09,4643.38,7886.65,1\\r\\n16960,1714,27,Male,2,self_employed,1096,2,439,,6559.75,6559.75,6559.75,6519.4,0.06,0.06,0.06,0.06,6559.75,6559.75,0\\r\\n16961,629,37,Male,,self_employed,917,3,2637,182,1600.43,1600.43,1600.43,1807.06,0.63,0.63,0.63,0.63,1600.43,1600.43,0\\r\\n16962,325,48,Male,,salaried,765,3,2009,14,4051.86,2731.24,3547.48,4046.55,2143.27,7.56,1379.79,1020.39,3529.46,3354.27,0\\r\\n16963,6193,72,Female,0,self_employed,575,1,572,42,1565,3560.08,19491.5,4160.56,0.06,3156.24,1852.84,2212.85,2994.54,3065.95,1\\r\\n16964,1925,44,Male,1,self_employed,1020,3,1333,77,4725.99,5426.13,4677.39,1884.78,0.64,0.64,714.93,433.86,4969.85,5593.82,0\\r\\n16965,1965,45,Male,1,self_employed,1232,2,1793,38,4336.6,3696.16,2725.81,518.11,0.61,6276.4,1503.03,2304.18,4717.95,2028.55,0\\r\\n16966,4493,79,Male,0,retired,1020,1,2,16,5524.31,8231.76,7777.45,7899.04,166.61,0.29,2857.43,0.29,6940.2,8231.76,0\\r\\n16967,1254,41,Male,0,self_employed,258,3,1429,81,2239.07,2236.82,2171.94,2227.75,0.03,0.03,0.03,0.03,2237.98,2153.87,0\\r\\n16968,2814,60,Male,3,self_employed,538,3,760,31,5056.05,9825.18,4132.04,1008.49,0.27,11279.33,4772.13,1257.84,7866.44,2505.94,0\\r\\n16969,2964,38,Female,0,self_employed,1232,3,223,47,7088.26,7088.26,7183.7,7304.75,0.1,311.93,0.1,139.44,7088.26,7242.81,0\\r\\n16970,593,55,Male,,self_employed,1584,3,2577,189,3161,3175.29,3263,3619.45,0.47,0.47,0.47,0.47,3168.39,3182.2,0\\r\\n16971,5575,52,Male,0,salaried,15,2,2441,189,6283.09,5188.38,6533.94,7113.13,0.51,0.51,0.51,1429.09,6246.66,6400.65,0\\r\\n16972,1432,35,Female,0,self_employed,,3,2160,0,8197.28,5625.85,5233.9,5828.35,2572.03,1286.31,0.6,0.6,6579.05,4651.19,0\\r\\n16973,3712,50,Male,0,self_employed,905,2,1336,,3050.92,3050.92,3050.92,3031.59,0.47,0.47,0.47,0.47,3050.92,3050.92,0\\r\\n16974,707,37,Female,0,self_employed,1525,3,1803,18,3912.69,1630.84,1806.29,980.54,7.93,23.58,2579.15,0.51,2705.43,958.29,0\\r\\n16975,2083,24,Male,0,self_employed,1096,2,11,6,43183.96,2419.14,5527.24,1706.44,41429.01,0.44,705.63,492.5,13089.52,1810.02,0\\r\\n16976,408,58,Female,,self_employed,61,3,2668,,1685.7,1699.99,1911.24,2700.03,0.66,0.66,0.66,586.37,1698.51,1920.96,0\\r\\n16977,1343,64,Male,1,self_employed,11,3,121,9,8369.69,6492.91,7554.62,10610.39,1857.73,0.59,0.59,2557.73,6947.35,6671.94,0\\r\\n16978,1953,49,Male,0,salaried,409,2,314,25,3471.51,2856.74,2508.69,1283.19,253.11,24286.4,4286.4,11519.23,2884.74,3954.21,0\\r\\n16979,1896,41,Male,0,self_employed,1385,3,1847,9,2865.64,8648.5,8140.14,6244.37,2143.46,186.31,7926.31,0.6,6531.26,8504.72,0\\r\\n16980,1050,35,Female,0,self_employed,146,3,3782,89,16688.6,2402.88,4927.31,7278.56,0.04,0.04,0.04,0.04,4865.94,2402.88,0\\r\\n16981,1013,54,Female,,salaried,649,3,1377,149,3213.5,3227.79,3239.58,2760.23,0.23,0.23,0.23,0.23,3225.82,3239.31,0\\r\\n16982,3342,36,Female,1,salaried,1096,3,1069,0,598.76,328.59,1991.05,722.4,7554.67,19023.78,8425.12,23931.38,3190.33,1312.17,1\\r\\n16983,4955,53,Female,0,self_employed,1258,2,152,27,10223.09,9091.66,7144.79,3946.09,1131.46,6812.89,0.03,173.6,10145.06,6059.44,0\\r\\n16984,1046,48,Female,0,self_employed,1439,2,2355,209,17431.9,17431.9,17431.9,17338.06,0.3,0.3,0.3,0.3,17431.9,17431.9,0\\r\\n16985,2253,33,Male,0,self_employed,235,2,733,237,2366.41,2366.41,2576.96,2735.82,0.16,0.16,0.16,384.11,2366.41,2614.12,0\\r\\n16988,6941,54,Male,1,self_employed,318,2,107,6,73079.82,67565.54,67526.73,66262.07,5514.76,1500.47,0.47,0.47,68896.57,67489.5,0\\r\\n16989,3128,48,Female,0,self_employed,646,3,397,38,322.65,1751.22,1454.06,1737.29,0.5,3.36,1429.07,0.5,864.52,1749.28,1\\r\\n16990,2991,32,Male,0,salaried,751,2,138,13,3803.44,3989.59,3424.69,6470.93,714.53,1985.96,1300.24,2717.39,4077.26,3266.66,0\\r\\n16991,550,45,Female,,self_employed,78,1,255,76,20903.07,23885.44,23593.8,18019.46,0.06,0.06,6428.63,1119.47,24093.37,24120.65,0\\r\\n16992,2242,40,Male,0,salaried,698,2,231,51,9996.84,10032.93,5883,191.49,0.1,9923.99,0.1,0.1,10009.28,7483.44,0\\r\\n16993,1135,64,Female,0,self_employed,409,3,934,33,309.64,5458.35,1738.15,300.91,0.04,46961.44,5148.76,41642.9,2733.69,2340.96,1\\r\\n16994,4331,44,Male,0,salaried,1020,2,15,30,1049.67,2716.22,3622,6016.92,0.06,966.96,1428.63,5714.34,2100.3,1846.93,1\\r\\n16995,4325,34,Female,1,self_employed,557,2,284,24,1106.86,992.59,2729.22,2170.8,8732.47,1714.39,8618.2,1142.96,5726.47,605.49,0\\r\\n16996,2421,56,Female,0,self_employed,1540,2,670,24,2098.29,1879.26,2122.82,2131.59,362.14,0.26,143.11,314.54,2132.49,2083.49,0\\r\\n16997,2985,70,Male,0,self_employed,1096,2,134,28,18530.6,18222.58,18199.41,17473.74,150.27,156.55,0.19,0.19,18462.42,18186.53,0\\r\\n16998,5053,50,Male,0,salaried,1020,1,543,207,1120.28,1729.13,2103.85,8289.43,0.24,0.24,151.64,40.77,1680.66,1760.64,1\\r\\n16999,3407,79,Female,0,retired,485,2,401,39,1190.39,1190.39,1786.13,2132.34,0.06,31.37,0.06,1000.06,1190.39,2008.9,0\\r\\n17000,2667,90,Female,0,self_employed,1096,2,503,6,3350.43,1888.09,2837.05,2146.57,1551.58,3102.88,92.69,2857.49,2181.29,3881.4,0\\r\\n17001,2657,51,Male,4,salaried,334,2,575,0,8186.97,9039.96,7743.07,5126.52,2697.96,2799.39,3461.62,3627.27,7857.11,8066.29,0\\r\\n17002,2552,50,Female,0,self_employed,834,1,693,80,12884.32,12884.32,12617.4,11026.42,0.14,0.14,0.14,0.14,12884.32,12883.97,0\\r\\n17003,5528,47,Male,0,salaried,78,3,255,12,95.27,2382.6,2927.21,3399.93,2198.6,1652.49,186.02,868.96,1784.37,3506.08,0\\r\\n17004,4114,31,Male,0,salaried,409,2,572,32,209.16,2573.79,1563.26,2495.57,0.54,6767.47,2012.36,4786.99,880.53,1424.28,0\\r\\n17005,5505,75,Male,0,self_employed,485,1,1296,89,2132.83,2664.9,2936.66,3227.81,0.34,0.34,643.2,1117.37,2638.43,3011.17,0\\r\\n17006,394,47,Female,0,salaried,575,2,1203,18,3032.54,2257.54,2517.81,2410.92,5789.76,1254.13,1443.33,1018.2,2940.92,2250.83,0\\r\\n17007,5592,41,Male,1,self_employed,491,2,93,71,13873.13,13893.95,12152.69,10059.7,0.54,0.54,0.54,744.99,13879.28,14315.02,0\\r\\n17008,984,48,Female,0,self_employed,1597,2,737,25,5063.01,6811.16,3656.47,310.81,2857.49,4293.2,7807.49,5428.91,5802.83,3327.06,0\\r\\n17009,2895,90,,,self_employed,231,3,734,28,7727.44,7513.15,7405.63,5707.09,214.94,72.09,0.66,0.66,7727.44,7448.64,0\\r\\n17010,5385,57,Male,0,salaried,1232,2,52,17,9931.4,5423.56,15052.72,19829.84,0.49,0.09,8634.18,9079.02,12906.92,11332.62,0\\r\\n17011,986,45,Female,0,self_employed,623,2,1629,273,1969.34,1783.71,1989.9,1233.25,0.61,0.61,243.47,714.9,2044.27,1871.88,0\\r\\n17012,1488,70,Female,0,retired,575,1,1098,19,17476.29,17201.33,16479.19,14072.77,286.26,771.97,652.13,286.26,17290.37,16543.8,0\\r\\n17013,1716,63,Female,0,self_employed,1096,3,1557,319,7682.62,7682.62,7683.04,7636.39,0.24,0.24,0.24,0.24,7682.62,7683.07,0\\r\\n17014,2119,36,Male,1,self_employed,1145,2,459,41,2163.62,3140.1,1785.16,282.69,0.14,38407.64,857.94,0.14,2199.2,2729.01,1\\r\\n17016,613,41,Male,,salaried,1558,3,1103,173,1218,1246.58,1476.25,1704.07,0.01,0.01,14.3,871.44,1240.66,1498.65,0\\r\\n17017,1539,79,Male,0,self_employed,520,3,1767,311,2355.8,2353.45,2352.48,2230.42,0.31,0.31,0.31,0.31,2355.23,2352.31,0\\r\\n17018,7072,75,Male,0,self_employed,1020,3,2,20,1706.77,1525.34,1570.58,1621.38,257.39,31.24,75.96,180.96,1705.05,1570.23,0\\r\\n17019,917,90,Male,0,retired,318,2,1306,46,6880.75,7302.18,5479.52,2974.18,0.51,4655.6,136.23,7429.09,7133.46,6421.63,0\\r\\n17020,464,47,Female,0,salaried,146,2,3635,94,1034.02,4243.19,2197.58,7031.98,0.07,0.07,0.07,0.07,2905.23,3359.19,1\\r\\n17022,1235,65,Male,0,self_employed,146,2,2377,21,3164.63,2441.9,3612.59,2742.52,41.7,1350.11,187.54,1012.09,3605.92,3030.1,0\\r\\n17023,2881,69,Male,0,retired,95,3,324,,29735.69,29735.69,29735.69,29547.29,0.07,0.07,0.07,0.07,29735.69,29735.69,0\\r\\n17024,2116,12,Female,0,student,1084,3,831,362,2302.14,2302.14,2294.31,2272.3,0.69,0.69,0.69,0.69,2302.14,2292.93,0\\r\\n17025,2865,32,Female,0,self_employed,491,2,615,,4077.78,4077.78,4077.78,4050.04,0.06,0.06,0.06,0.06,4077.78,4077.78,1\\r\\n17026,1459,64,Female,0,retired,334,3,2590,144,1687.62,1687.62,1687.62,1376.22,0.17,0.17,0.17,0.17,1687.62,1687.62,0\\r\\n17027,3260,58,Male,0,salaried,1477,2,2708,40,2154.54,2154.54,1854.29,1051.05,0.31,731.09,0.31,506.03,2154.54,1847.86,0\\r\\n17028,3533,56,Male,0,salaried,1084,1,118,54,14367.97,19184.41,18619.26,15720.1,0.7,51.79,1187.61,1957.59,15520.09,20603.12,0\\r\\n17029,1454,54,Female,0,salaried,575,2,139,25,23364.26,20761.69,23757.9,21177.2,3043.36,3037.64,143.36,7357.64,23105.85,24224.04,0\\r\\n17030,1997,75,Male,0,retired,797,2,1631,286,2456.43,1742.14,1754.01,1817.25,0.13,0.13,0.13,71.56,1865.29,1726.01,0\\r\\n17031,6195,54,Male,3,salaried,1388,2,521,3,6046.49,33884.04,4666.02,12408.83,5552.23,148290.94,28938.82,116302.42,4142.04,6830.06,1\\r\\n17032,3693,31,Female,2,self_employed,334,3,1237,17,584.32,437.77,1690.62,1029.16,1076.9,742.95,1142.91,0.06,1356.15,1686.32,0\\r\\n17033,1241,38,Female,0,salaried,344,3,1051,49,2674,2674,2611.16,2702.38,0.19,143.04,0.19,0.19,2674,2628.08,0\\r\\n17034,1150,71,Male,0,retired,491,2,279,,3990.51,3990.51,3990.51,4025.07,0.5,0.5,0.5,0.5,3990.51,3990.51,0\\r\\n17035,1912,71,Male,0,retired,690,3,1312,52,3651.78,3651.78,3068.06,2447.32,0.31,1428.89,0.31,0.31,3651.78,3329.2,0\\r\\n17036,1567,61,Female,0,self_employed,1040,2,252,74,15492.13,15492.13,14754.8,11262.18,0.7,0.7,0.7,0.7,15492.13,15492.13,0\\r\\n17037,5413,70,Male,0,self_employed,409,1,503,0,1051.1,857.71,2600.37,7457.26,215,222.43,0.11,0.11,940.14,741.58,0\\r\\n17038,254,53,Female,,self_employed,,3,2280,10,29619.36,27190.78,28297.94,27278.16,5714.86,0.57,3286.29,714.86,29244.97,27743.78,1\\r\\n17039,1384,45,Male,2,self_employed,1598,3,2028,4,670.3,3669.67,3227.26,2867.5,7.14,0.21,3005.86,9.21,2936.17,3671.41,1\\r\\n17041,4135,38,Male,0,self_employed,34,2,380,35,2907.52,2996.46,2807.72,1234.52,0.49,829.06,71.91,925.43,2967.49,2612.06,0\\r\\n17042,1113,34,Male,0,self_employed,604,2,2595,,3104.06,3161.2,3172.48,3533.53,0.5,0.5,114.79,0.5,3135.58,3161.2,0\\r\\n17043,2882,31,Male,0,self_employed,1006,2,798,60,5443.66,5443.66,5305.41,4589.39,0.3,0.3,0.3,0.3,5443.66,5443.66,0\\r\\n17044,5845,61,Female,0,self_employed,834,1,8,31,8920.72,43199.31,28280.78,26664.54,0.34,16287.43,34263.9,4569.44,21205.24,31482.15,0\\r\\n17045,1895,52,Male,2,salaried,1308,2,430,27,78.1,54.13,3957.32,1650.37,1785.94,0.23,1714.51,15428.8,118.18,9675.33,0\\r\\n17046,1754,66,Female,0,self_employed,1096,2,11,13,2649.79,2386.03,2408.57,2470.88,264.36,0.6,0.6,0.6,2513.36,2386.03,0\\r\\n17047,2377,56,Male,2,self_employed,1096,2,679,0,281.05,329.17,1893.36,5462.71,14976.19,286.19,34.04,893.33,96.36,696.73,0\\r\\n17048,1042,11,Male,0,student,7,2,1276,214,6448.47,6448.47,6448.47,6425.43,0.59,0.59,0.59,0.59,6448.47,6448.47,0\\r\\n17049,1889,27,Female,0,self_employed,243,3,122,159,4160.11,4160.11,4160.11,4151.81,0.53,0.53,0.53,0.53,4160.11,4160.11,0\\r\\n17051,2685,39,Female,0,salaried,1020,2,410,306,1550.7,1550.7,1950.58,3410.98,0.43,0.43,0.43,497.57,1550.7,1944.44,0\\r\\n17052,2258,29,Male,0,salaried,1494,1,251,11,1608.69,769.4,1579.21,1166.86,760.91,23069.2,0.56,13214.84,1397.58,1651.23,0\\r\\n17053,1409,90,,0,self_employed,623,2,1997,313,2214.77,2214.77,2214.77,2194.58,0.21,0.21,0.21,0.21,2214.77,2214.77,0\\r\\n17055,439,27,Male,,self_employed,617,2,3535,,1533.78,1659.77,1856.98,2692.34,0.2,0.2,128.77,143.06,1589.54,1704.73,0\\r\\n17056,660,64,Female,0,self_employed,1096,1,32,56,1428.73,1428.73,1458,1570.93,0.16,389.04,0.16,0.16,1428.73,1516.54,0\\r\\n17057,529,27,Male,0,salaried,1096,3,1558,55,2942.78,2972.55,2922.72,2909.05,0.16,143.01,29.93,29.93,2946.89,2957.96,0\\r\\n17058,3560,48,Male,0,salaried,1232,2,185,,2531.89,2739.04,2721.33,3140.72,0.49,0.49,207.63,29.06,2633.37,2749.17,0\\r\\n17059,1248,58,Male,0,salaried,623,3,1969,263,4500.44,4500.44,4500.44,4710.73,0.09,0.09,0.09,0.09,4500.44,4500.44,0\\r\\n17060,2597,90,,0,self_employed,1084,1,540,5,1657.08,2187.77,2213.86,2846.53,1716.81,0.04,1428.61,0.04,2321.55,2187.77,0\\r\\n17061,2165,42,Female,0,self_employed,491,3,1466,6,6824.34,2224.34,3538.02,3216.28,314.99,229.27,0.7,62.8,5359.31,2157.81,0\\r\\n17062,590,90,,,self_employed,1076,2,1788,0,18482.64,17970.35,19520.96,17470.97,4070.24,7000.54,3557.96,10461.3,17853.14,19751.22,0\\r\\n17063,1960,33,Male,0,salaried,1020,2,1027,,2173.34,1369.17,1572.96,1799.14,0.46,0.46,0.46,0.46,1875.71,1396.38,0\\r\\n17064,2868,30,Female,0,student,578,3,2916,9,3515.31,3491.78,3231.94,2914.42,671.73,643.16,1007.56,328.35,3588.84,3293.03,0\\r\\n17065,1222,29,Male,0,salaried,1525,1,3354,3,14566.56,15600.35,16383.64,16384.68,1759.61,21.76,793.41,2893.19,14126.56,17657.73,0\\r\\n17066,1201,24,Male,0,self_employed,409,3,3830,13,4897.1,5968.52,3206.75,925.37,786.41,4429.27,2000.7,79.27,5244.39,3666.91,1\\r\\n17067,1503,68,Male,0,salaried,409,2,925,4,1697.31,1921.13,2291.59,4074.07,1642.87,1536.09,500.71,1041.5,1710.44,2082.49,1\\r\\n17068,235,31,Female,1,salaried,575,2,3994,10,1480.51,1477.93,1482.89,1518.95,17.44,0.57,0.57,0.57,1473,1480.69,0\\r\\n17069,3105,64,Female,0,self_employed,1084,3,258,49,197.82,155.25,1952.81,2717.03,0.7,172.13,0.7,0.7,173.44,1573.19,0\\r\\n17070,5081,53,Male,1,self_employed,1271,2,101,10,3289.43,3474.28,2957.42,1786.24,2274.99,3754.93,11346.43,3444.87,2689.7,3449.24,0\\r\\n17071,509,46,Female,0,self_employed,1496,3,519,72,1979.27,2342.77,2259.45,2066.53,0.64,0.64,157.79,0.64,2172.71,2342.77,0\\r\\n17073,786,63,Male,0,self_employed,834,3,22,3,3017.31,2582.1,2848.83,2960.17,766.63,0.21,514.5,228.79,2841.98,2648.46,0\\r\\n17074,3308,26,Female,0,student,491,3,279,138,3161.21,3161.21,5415.83,10628.04,0.23,0.23,0.23,0.23,3161.21,3161.21,0\\r\\n17075,998,37,Male,0,salaried,834,2,105,60,3027.89,3579.16,2141.75,1828.11,0.47,0.47,1311.13,715.27,3035.98,2245.56,0\\r\\n17076,2508,37,Male,0,salaried,,2,201,,4064.44,4597.84,4415.49,1716.65,0.39,0.39,607.53,0.39,4276.87,4613.48,1\\r\\n17077,2388,55,Female,0,self_employed,1608,3,694,,233.2,233.2,5151.02,9528.35,0.17,0.17,0.17,8928.74,233.2,5993.57,1\\r\\n17078,2769,46,Male,0,salaried,1525,3,404,173,5903.37,6317.65,6431.5,7340.18,0.34,0.34,414.63,157.49,6144.26,6368.35,0\\r\\n17079,3362,90,Male,0,self_employed,1020,1,419,38,1067.72,326.64,1761.87,3148.65,0.43,10484.43,0.43,12857.57,893.41,1623.81,0\\r\\n17080,3582,36,Female,0,self_employed,1271,2,378,4,1044.37,1047.13,1670.29,1004.16,935.84,935.84,0.13,428.7,782.91,961.38,1\\r\\n17081,907,63,Male,1,retired,1272,3,919,18,1586.9,1586.9,1615.39,1844.24,620.13,0.5,0.5,0.5,1672.37,1586.9,0\\r\\n17082,3199,39,Female,0,self_employed,1111,2,4263,26,42042.05,11991.83,15273.74,3317.55,692.26,984.63,0.04,0.04,28680.82,9328.62,0\\r\\n17083,917,31,Female,2,self_employed,1322,3,2066,3,1276.51,1636.51,1509.68,798.86,714.69,3143.26,360.4,2526.31,1264.88,2137.92,0\\r\\n17084,3314,46,Male,2,self_employed,904,3,594,0,2663.34,1853.6,2437.89,3091.74,3629.16,286.3,729.16,1200.59,2091.28,2339.34,0\\r\\n17085,2078,25,Male,0,student,1020,2,239,98,6754.64,6754.64,6045.63,4098.52,0.23,0.23,0.23,707.51,6754.64,7373.51,0\\r\\n17086,2697,63,Male,0,retired,980,3,285,19,2864.89,2364.89,1856.02,4518.69,500.26,1300.26,0.26,0.26,2709.71,1793.46,0\\r\\n17087,3199,37,Female,0,self_employed,61,2,476,18,5318.5,5435.01,5745.07,7166.24,126.8,0.13,243.31,375.21,5346.62,5539.8,0\\r\\n17088,848,27,Female,0,self_employed,1096,1,91,31,10097.48,10097.48,9890.98,7976.25,0.09,1102.26,0.09,902.86,10097.48,9959.13,0\\r\\n17089,1302,27,Female,0,self_employed,334,2,2094,216,4784.4,4784.4,4856.99,4908.26,0.13,0.13,0.13,0.13,4784.4,4452.61,0\\r\\n17090,837,44,Female,0,self_employed,821,3,3424,,2336.03,2387.06,2404.68,2520.77,0.46,0.46,0.46,0.46,2356.72,2406.42,0\\r\\n17091,444,74,Female,,self_employed,409,2,134,30,6968.38,6968.38,3336.64,1465.87,0.03,5565.71,0.03,1496.27,6968.38,1564.67,0\\r\\n17092,6452,84,Male,0,retired,1232,2,52,10,31046.14,31099.05,31358.43,31541.67,136.66,35.77,219.48,350.16,31126.65,31264.51,0\\r\\n17093,5246,21,Female,0,student,1020,1,19,3,16284.42,439.25,2217.98,491.27,16499.86,0.4,654.69,0.4,5746.03,439.25,0\\r\\n17094,6244,71,Male,0,self_employed,,1,240,6,4846.3,3753.56,5316.09,11501.07,4510.74,13711.91,14340.94,37736.34,5059.65,5898.14,0\\r\\n17095,782,73,Female,0,retired,1096,3,273,,8355.85,8355.85,9719.14,13341.75,0.23,0.23,0.23,0.23,8355.85,8355.85,0\\r\\n17096,1217,21,Female,0,student,1020,2,47,,2427.08,2427.08,2427.08,2411.61,0.56,0.56,0.56,0.56,2427.08,2427.08,0\\r\\n17097,2804,58,Female,0,self_employed,409,3,247,0,2093.81,5801.13,6544.77,9690.05,2529.19,1523.46,1178.84,567.57,5134.13,6719.48,1\\r\\n17098,597,29,Female,,self_employed,1084,2,3354,40,13568.57,11425.71,10289.82,10166.7,0.7,1143.56,0.7,2607.84,11499.61,9281.7,0\\r\\n17099,2518,42,Female,0,self_employed,1589,3,275,72,333.63,333.63,1694.11,429.86,0.44,0.44,0.44,511.3,333.63,649.15,1\\r\\n17100,3404,42,Male,0,salaried,1111,2,651,7,1946.43,2348.97,2118.12,765.85,1336.53,2809.14,2181.04,2307.74,2771.6,2085.13,0\\r\\n17101,2840,90,,0,self_employed,15,1,6,7,8182.89,2484.12,3009.06,2450.77,19964.84,0.41,14286.13,0.41,4058.96,2484.12,0\\r\\n17103,1059,47,Female,0,self_employed,1540,2,1545,83,4724.83,4825.25,4811.21,4867.26,0.14,0.14,136.29,28.71,4735.22,4832.17,0\\r\\n17104,1381,31,Male,2,self_employed,1494,3,209,42,5753.16,5442.1,3132.56,3595.97,0.13,2857.2,171.56,0.13,3322.28,3504.33,0\\r\\n17105,4721,52,Female,0,self_employed,1598,1,220,3,7915.47,10786.9,5288.49,691.55,5492.2,7143.24,7635.06,1757.79,8654.39,5995.01,0\\r\\n17106,824,34,Male,0,salaried,363,3,1068,14,2452.87,482.99,1527.25,1125.11,7415.14,0.34,5437.66,1060.32,2434.72,1268.88,0\\r\\n17107,2067,79,Male,0,retired,1020,3,423,,3895.7,3917.41,3935.11,3956.62,0.47,0.47,0.47,0.47,3909.64,3937.7,0\\r\\n17108,2510,67,Male,0,self_employed,1494,1,1416,19,19708.65,30638.11,27000.15,29349.02,589.37,589.37,11477.94,12.79,19940.04,30458.45,0\\r\\n17109,1352,31,Male,1,self_employed,1232,3,1795,122,2165.66,1025.28,2414.2,2202,0.39,0.39,212.29,212.29,1714.48,2322.11,0\\r\\n17110,1149,60,Male,3,self_employed,610,3,1991,167,4390.74,4945.94,5019.23,8287.46,0.64,0.64,555.84,555.84,4467.32,5017.58,1\\r\\n17111,3386,34,Female,0,salaried,1232,2,148,104,4635.41,4735.41,4837.92,5894.65,0.2,0.2,0.2,100.2,4666.44,4735.41,0\\r\\n17112,532,81,Male,0,retired,1020,2,1105,5,1429.11,2795.59,1880.73,1867.97,3214.83,2843.86,0.54,122.43,1947.95,1955.49,0\\r\\n17113,4346,44,Male,0,self_employed,1004,3,307,54,609.95,518.49,1492.65,2018.9,0.13,572.24,1.7,2349.48,562.74,1576.65,0\\r\\n17114,1881,74,Male,0,retired,1232,2,359,2,4980.06,3432,4535.29,5548.29,1720.19,0.13,0.13,2857.27,3592.15,3708.5,0\\r\\n17115,3308,66,Female,0,self_employed,1388,2,368,12,445.69,331.4,3663.91,7048.26,114.59,114.59,0.3,7143.16,378.69,3286.24,0\\r\\n17116,1828,37,Female,0,self_employed,224,2,137,83,1939.19,1967.76,1946.53,1280.34,0.4,0.4,0.4,0.4,1945.1,1973.29,0\\r\\n17117,844,36,Female,,self_employed,363,2,1250,,3151.83,3208.97,3338.12,3997.39,0.16,0.16,0.16,285.87,3200.11,3346.3,0\\r\\n17118,1515,44,Female,0,self_employed,415,3,947,27,3170.75,3229.33,3700.33,2285.86,125.71,126.04,12.87,12.9,3172.77,3922.51,1\\r\\n17119,3447,48,Female,0,salaried,1020,2,79,38,1143.59,2460.5,3635.24,1756.73,0.34,115928.91,1779.46,87436.26,1880.86,8356.61,1\\r\\n17120,1601,44,Female,4,self_employed,109,2,2275,6,8284.47,5669.54,5645.38,5436.02,6428.93,4286.07,1306.86,4164,6800.71,5461.22,0\\r\\n17121,3182,40,Female,0,self_employed,15,3,305,8,2241.08,1752.78,2216.33,1467.61,729.19,0.19,233,651.8,2167.42,2129.39,0\\r\\n17122,4598,48,Male,2,salaried,295,2,125,104,1755.6,5643.32,3847.73,3187.81,0.03,0.03,4500.03,439.93,2019.56,4885.08,0\\r\\n17123,368,90,,,self_employed,1086,2,2605,98,148719.81,148719.81,148719.81,145120.29,0.46,0.46,0.46,0.46,148719.81,148719.81,0\\r\\n17124,2674,61,Female,0,retired,452,3,637,10,15649.83,14919.91,15012.97,14205.85,818.69,0.69,0.69,0.69,15194.52,14920.31,0\\r\\n17125,4738,55,Male,0,salaried,1020,2,60,11,2998.55,2687.41,3634.9,7168.03,868.1,146.53,556.96,1809.62,2946.92,3325.01,1\\r\\n17126,2667,13,Male,0,student,1020,1,321,0,1277.93,1246.82,1871.45,3660.04,31.19,0.07,0.07,2857.21,1247.89,972.7,0\\r\\n17127,466,90,,,self_employed,1338,2,326,77,90044.79,89010.06,109035.81,29385.54,0.56,0.56,5072.99,44760.16,86320.05,91476.07,0\\r\\n17128,473,46,Male,0,retired,,3,1533,84,1551.18,1083.58,3648.96,4553.71,0.54,0.54,4955.41,48993.65,2148.01,1643.55,0\\r\\n17129,4185,52,Male,2,salaried,15,2,6,4,957.33,2099.58,1626.55,1954.56,4626.46,6442.17,3276.24,2351.83,2116.12,1565.9,0\\r\\n17130,1169,83,Female,0,self_employed,146,3,509,337,12839.46,12839.46,12900.91,13041.92,0.66,0.66,0.66,0.66,12839.46,12839.46,0\\r\\n17131,4331,66,Male,0,retired,1020,2,321,7,2063.1,2048.96,2060.79,2873.34,25.3,14.35,0.66,120.07,2052.99,2092.29,0\\r\\n17133,1919,32,Female,0,student,1496,3,519,,2364.97,2577.55,2855.52,5443.54,0.66,0.66,0.66,500.66,2386.96,2867.87,1\\r\\n17134,5031,40,Female,1,self_employed,1525,2,38,24,239.2,3412.03,2805.54,383.37,143,17785.86,3284.26,14948.33,2386.74,5800.48,1\\r\\n17135,318,62,Male,0,self_employed,407,2,239,14,9323.35,10033.35,10028.16,11923.52,393.07,793.07,488.78,581.07,9613.2,9717.57,0\\r\\n17136,1753,18,Male,0,student,409,3,922,,2192.15,2192.15,2192.15,2178.26,0.13,0.13,0.13,0.13,2192.15,2192.15,0\\r\\n17137,3138,20,Female,0,student,409,2,1672,14,6617.43,941.5,1971.08,7666.48,5714.36,0.07,2109.86,4146.44,3770.23,1188.96,0\\r\\n17138,1651,37,Female,0,salaried,691,2,680,18,2065.36,1999.64,1975.01,1906.59,145.49,145.49,65.49,0.03,2064.62,1946.4,0\\r\\n17139,897,29,Female,0,salaried,557,2,284,87,3588.89,3657.46,3676.65,3512.58,0.41,0.41,68.99,53.83,3640.52,3708.35,0\\r\\n17140,1843,59,Female,0,self_employed,1388,2,696,175,10634.63,12063.2,11576.81,11664.69,0.3,0.3,1428.87,0.3,11816.9,11487.6,0\\r\\n17141,3313,51,Male,0,self_employed,1057,3,695,3,708.22,480.71,2083.15,776.45,7428.61,3357.19,5190.29,3263.78,3981.62,1575.59,1\\r\\n17142,709,46,Female,0,self_employed,1258,1,152,10,275.58,20,1998.46,3741.32,15426.73,10426.73,15174.27,19835.97,3021.83,1198.55,1\\r\\n17143,439,9,Male,,student,146,3,133,,916.93,916.93,1481.6,2294.35,0.21,0.21,0.21,2143.07,916.93,1193.43,0\\r\\n17144,1080,40,Female,0,self_employed,409,2,26,12,2639.93,1061.35,1492.97,2765.4,3593.19,809.9,2857.47,197.69,2257.91,999.22,0\\r\\n17145,1507,47,Male,0,salaried,146,2,286,7,5883.92,5024.53,7738.37,5658.39,857.19,2257.19,0.04,6428.61,5545.4,9085.82,0\\r\\n17146,1021,15,Male,0,student,1111,3,1292,,2197.55,2197.55,2197.55,2183.53,0.27,0.27,0.27,0.27,2197.55,2197.55,0\\r\\n17147,2222,38,Male,2,salaried,623,2,218,5,3032.58,5041.43,2973.09,2969.13,4707.24,2214.75,5911.18,950.91,4192.1,2794.05,0\\r\\n17148,4311,81,Male,0,retired,834,2,515,11,18944.19,2430.18,4717.06,3716.81,16575.16,0.26,61.14,132.59,9250.28,2478.48,0\\r\\n17149,2540,60,Female,0,self_employed,133,2,366,38,2831.58,2831.58,2032.81,3985.52,0.26,1428.83,0.26,0.26,2831.58,1863.84,0\\r\\n17150,4665,65,Male,0,salaried,1020,2,582,13,666.27,494.41,1560.82,7990.7,1760.36,9717.01,1798.31,12708.13,644.68,991.51,0\\r\\n17151,1468,72,Female,0,self_employed,834,2,530,,1727.06,3869.92,3525.09,3845.4,0.7,0.7,2143.56,0.7,2835.43,3869.92,1\\r\\n17152,1162,46,Male,0,self_employed,724,2,194,12,4376.88,1987.65,2031.71,863.51,2535.77,0.06,655.4,458.77,3047.8,2242.14,0\\r\\n17153,1985,24,Male,0,salaried,409,3,158,4,1994.34,1933.22,2155.35,3074.83,416.94,333,355.83,316.47,1940.83,2015.66,0\\r\\n17154,5045,66,Female,0,self_employed,1020,2,212,7,23492.93,21572.91,25508.76,38967.21,3925.74,333.14,2049.84,340.16,22859.04,21712.75,0\\r\\n17155,1179,53,Female,0,self_employed,531,1,153,23,14643.42,13305.07,10154.83,6302.45,72857.76,7143.47,71519.41,180.43,17100.77,7021.68,0\\r\\n17156,1711,35,Female,0,self_employed,532,2,1889,,3084.2,3084.2,3059.69,2995.14,0.51,0.51,0.51,0.51,3084.2,3084.2,0\\r\\n17157,1445,67,Female,0,self_employed,1111,1,728,28,1480.8,1478.45,1613.05,1876.32,2.94,0.59,0.59,341.58,1480.8,1629.98,0\\r\\n17159,1383,40,Male,0,self_employed,759,2,2323,6,6047.52,5716.24,5710.9,4778.7,1114.6,928.89,214.6,0.31,5826.94,5679.86,0\\r\\n17160,612,44,Male,0,self_employed,977,2,813,14,2040.93,7779.25,2748.89,1532.48,1428.91,1428.91,5032.19,7111.87,4293.95,3487.12,1\\r\\n17161,259,37,Female,,salaried,1643,2,210,80,93.96,28665.39,23257.48,31052.87,0.7,0.7,28572.13,1442.13,11424.01,29147.14,1\\r\\n17162,2543,35,Female,1,self_employed,146,2,140,10,4349.74,11126.87,12002.63,13619.88,4801.1,1221.54,8255.17,1006.81,8216,12654.12,0\\r\\n17163,2953,50,Female,0,self_employed,334,3,1863,286,1938.15,1959.58,1980.39,2000.79,0.61,0.61,22.04,58.48,1949.23,1974.51,0\\r\\n17164,3282,45,Male,2,self_employed,1020,1,1,0,4625.76,1709.48,1967.9,1684.27,8894.5,4512.84,6754.99,1917.4,3137.83,894.2,0\\r\\n17166,1055,68,Male,0,retired,1020,3,2811,4,30128.52,30412.71,12635.2,115.02,153.73,127.29,428.74,16143.03,30377.66,7371.24,1\\r\\n17167,1089,53,Female,0,self_employed,1096,3,327,259,1153.69,1439.41,1457.95,1720.5,0.37,0.37,286.09,286.09,1301.48,1490.1,0\\r\\n17168,4339,47,Male,0,salaried,965,3,37,197,5483.91,6075.42,6363.04,8095.7,0.57,0.57,0.57,0.57,5788.14,6357.22,0\\r\\n17169,1918,37,Female,0,self_employed,743,2,1520,14,3085.34,1813.92,2576.27,2854.74,5714.93,0.64,4429.21,86.36,2213.42,1878.43,0\\r\\n17170,434,13,Female,,self_employed,1111,2,1898,146,7434.42,3002.41,4624.32,8427.56,0.33,0.33,0.33,0.33,5749.69,2947.11,0\\r\\n17171,4706,56,Male,2,salaried,513,2,216,,3702.94,3750.51,3764.55,3287.63,0.6,0.6,0.6,0.6,3745.59,3791.61,0\\r\\n17172,2327,35,Male,0,salaried,1020,2,442,21,2205.94,3097.21,2741.43,2665.8,0.98,5.86,3645.32,1859.53,2651.2,3017.86,0\\r\\n17173,1552,51,Male,2,self_employed,15,1,890,8,31100.73,69.51,5061.71,949.97,29773.81,1035.91,3679.88,1259.82,14228.73,408.56,1\\r\\n17174,1000,32,Male,0,self_employed,1562,2,1233,25,191.52,338.57,1444.63,529,285.79,285.79,504.27,35754.29,340.13,3730.28,0\\r\\n17175,487,53,Male,,self_employed,1643,2,2915,,4130.09,4701.51,9638.34,148172.11,0.47,0.47,571.9,0.47,4189.2,4701.51,0\\r\\n17176,1635,51,Male,0,salaried,213,2,765,143,4498.73,4498.73,4498.73,4319.25,0.53,0.53,0.53,0.53,4498.73,4498.73,0\\r\\n17177,1134,24,Male,0,self_employed,334,2,2043,149,19630.77,19791.59,19924.65,20692.16,0.39,0.39,18.36,18.36,19670.21,19826.17,0\\r\\n17178,4701,56,Male,0,salaried,334,2,2082,0,15101.91,25840.58,23751.97,7099.78,4690.15,4598.46,12037.61,6951.27,23915.14,22361.07,0\\r\\n17179,1311,69,Male,0,self_employed,745,2,1903,42,2232.28,2229.75,2227.99,1676.57,0.44,7.59,0.44,7.59,2229.84,2228.09,0\\r\\n17180,1027,3,Male,0,student,1138,2,1736,6,1717.78,2160.54,1997.89,1822.99,143.64,43.54,572.11,43.54,1807.36,2131.35,0\\r\\n17181,2484,49,Female,0,self_employed,1096,1,271,42,3068.19,3253.36,1734.57,283.3,0.61,4370.25,0.61,714.9,3164.18,1835.13,0\\r\\n17182,5845,45,Male,0,salaried,15,2,48,20,530.43,536.95,4100.2,11176.39,0.84,215.45,8.1,52.06,532.6,2120.86,0\\r\\n17183,1656,30,Male,0,salaried,146,2,446,23,1070.94,3997,4251.19,5456.55,1462.51,2858.39,2664.39,1277.59,1910.37,3711.44,0\\r\\n17184,2099,27,Female,0,student,575,3,1721,40,950.19,1925.19,2088.41,2262.49,0.27,357.41,1403.84,1203.6,952.29,2643.05,0\\r\\n17185,872,37,Male,2,self_employed,1589,1,1241,9,3349.65,3159.26,5514.74,9609.3,14792.99,7087.23,12004.69,2007.09,7959.37,3618.84,0\\r\\n17186,3136,48,Male,0,salaried,531,1,92,6,1885.63,2539.69,4533,1579.96,4105.96,2773.32,3939.38,4041.91,2826.12,4441.07,0\\r\\n17187,1533,31,Female,0,salaried,1020,1,2,,1981.65,1979.83,2871.6,2720.93,0.6,0.6,0.6,0.6,1981.02,2585.9,0\\r\\n17188,3152,45,Male,2,self_employed,1180,2,116,4,4560.93,4259.88,4091.12,2134.36,943.06,1403.06,2147.94,1141.09,4248.68,4102.68,1\\r\\n17189,4604,72,Female,0,retired,479,3,234,14,2751.06,2635.72,2267.96,2683.17,67,18.39,143.44,0.59,2618.36,2281.98,0\\r\\n17190,2797,35,Female,0,self_employed,1020,2,5,95,9628.74,9739.43,9893.34,5096.18,0.6,0.6,111.29,275.06,9707.38,9829.78,0\\r\\n17191,224,63,Male,,self_employed,996,2,726,47,2983.51,2997.8,2957.5,3017.45,0.29,143.9,0.29,0.29,2989.92,2948.2,0\\r\\n17192,400,61,Female,0,self_employed,1540,3,57,12,3873.56,1023.56,1585.6,732.13,4286.06,0.34,7.49,0.34,2990.8,1023.56,0\\r\\n17193,2480,46,Female,0,salaried,1096,3,90,0,4282.34,4987.26,4744.01,5813.84,58.6,0.06,1797.81,1880.46,3527.56,4798.81,0\\r\\n17194,4239,50,Female,0,self_employed,623,1,317,13,21505.62,17124.03,11477.1,9413.66,7143.46,14286.31,1907.43,0.6,19073.45,12905.07,0\\r\\n17195,1907,36,Male,0,salaried,1020,2,80,6,247.11,6079.66,4851.07,3274.66,3512.89,0.03,13732.96,4221.7,3867.5,6084.08,1\\r\\n17196,1440,12,Female,0,student,409,2,88,274,1450.48,1450.48,1450.48,1444.01,0.07,0.07,0.07,0.07,1450.48,1450.48,1\\r\\n17197,3248,69,Male,1,salaried,1020,2,1574,5,2720.51,1979.08,2014.76,2276.79,194.47,1357.76,1948.53,1036.49,2946.03,1273.62,0\\r\\n17198,6568,42,Female,0,salaried,1232,2,104,18,1647.9,1763.3,2210.83,7774.12,206.39,0.33,200.27,675.26,1632.47,2340.6,0\\r\\n17199,2655,36,Male,0,self_employed,339,3,248,21,1732.3,3097.14,2886.43,2952.47,79.17,664.89,1601.16,805.92,2188.04,3160.83,0\\r\\n17200,3806,78,Male,0,retired,1154,2,1419,,3664.04,3664.04,3664.04,3640.83,0.29,0.29,0.29,0.29,3664.04,3664.04,0\\r\\n17201,2042,69,Male,0,self_employed,140,3,1886,17,7713.33,7672.11,7050.5,6441.62,43.43,1457.71,44.86,379.14,7714.14,6963,0\\r\\n17202,2429,56,Female,0,self_employed,1020,2,652,115,3228.96,3228.96,3228.96,3136.73,0.31,0.31,0.31,0.31,3228.96,3228.96,0\\r\\n17204,965,62,Male,0,salaried,1020,3,591,48,2334.4,2492.05,2305.4,2972.65,0.39,609.03,168.17,160.33,2413.72,2320.83,0\\r\\n17205,3216,48,Male,0,salaried,1071,3,623,324,1713.2,1355.98,1508.87,909.35,0.49,0.49,0.49,0.49,1695.95,1381.33,0\\r\\n17206,1306,31,Female,0,self_employed,1232,2,2524,87,2174.66,2058.66,1857.88,754.17,0.2,0.2,0.2,528.77,2155.82,2430.09,0\\r\\n17207,5805,36,Female,0,salaried,1020,3,12,61,5748.5,5748.5,4370.38,1464.24,0.6,0.6,0.6,0.6,5748.5,5748.5,0\\r\\n17208,188,19,Male,,student,579,2,192,24,3463.2,3015.46,3390.79,3159.47,728.74,0.17,629.67,140.03,3473.84,3075.84,0\\r\\n17209,5831,46,Male,2,salaried,363,2,31,0,25080.62,670.27,3044.34,2762.18,32057.4,0.61,13658.4,112.4,7891.29,624.83,0\\r\\n17210,1217,55,Male,3,self_employed,1569,2,1104,12,3257.8,2596.48,1947.77,6286.34,1428.94,1857.51,767.61,552.83,2825.07,1838.88,0\\r\\n17211,320,90,,,self_employed,853,2,648,3,20063.07,4205.93,5482.84,721.32,15857.5,0.36,0.36,0.36,10058.15,4205.93,0\\r\\n17212,1901,33,Female,0,salaried,1232,3,1227,7,8332.76,7044.34,8076.21,12272.72,2217.12,3.48,452.45,3349.39,7859.12,7248.72,0\\r\\n17213,4569,42,Male,0,self_employed,1494,3,209,301,1783.67,1783.67,6048.99,10677.09,0.16,0.16,0.16,8571.59,1783.67,5931.14,1\\r\\n17214,5241,74,Male,0,retired,146,3,4385,9,15176.9,14714.96,14567.38,9994.33,1233.91,0.64,72.07,70.71,14834.66,14742.86,0\\r\\n17215,573,37,Female,,self_employed,834,3,2754,14,3707.74,3793.36,3640.01,3622.85,100.09,300.09,128.66,0.09,3685.98,3633.24,0\\r\\n17216,1469,53,Male,0,self_employed,114,2,1422,,9755.36,9755.36,9606.66,6258.32,0.13,0.13,0.13,0.13,9755.36,9755.36,0\\r\\n17217,658,33,Male,0,salaried,409,3,925,6,3222.63,1115.74,1884.99,1475.38,442.96,410.81,2144.39,230.1,2923.52,971.09,0\\r\\n17218,2250,49,Male,0,self_employed,941,1,2318,3,5308.03,5337.74,4496.1,506.91,1.02,0.37,1108.99,1533.95,5182.99,6626.85,0\\r\\n17219,418,24,Male,,salaried,1494,3,1,48,1595.86,1571.95,1453.13,1777.93,0.66,1429.23,0.66,0.66,1580.77,1451.37,0\\r\\n17220,4695,41,Male,1,salaried,224,2,137,88,1028.53,1028.53,2967.07,363.83,0.6,0.6,0.6,6.24,1028.53,1033.81,1\\r\\n17221,1931,63,Male,0,self_employed,1150,1,1402,101,4051.65,4244.75,4284.58,3790.07,0.26,0.26,195.9,95.26,4110.88,4322.63,0\\r\\n17222,1718,33,Male,0,self_employed,409,3,391,208,1662.28,1833.71,1879.19,2180.26,0.47,0.47,171.9,143.33,1762.77,1898.22,0\\r\\n17223,1858,15,Male,0,student,334,3,1862,,1590.99,1448.13,1429.28,997.28,0.66,0.66,0.66,0.66,1571.29,1429.7,0\\r\\n17224,831,40,Male,0,self_employed,797,2,1631,32,4066.13,13702.41,13657.02,11682.55,0.27,5574.24,10017.81,11025.86,9758.64,12972.87,1\\r\\n17225,3230,70,Male,0,retired,545,2,784,60,18544.18,18546.5,16489.67,11787.64,0.29,0.29,0.29,1428.86,18557.26,19353.04,0\\r\\n17226,1686,64,Male,2,salaried,1096,1,319,6,8178.29,4225.63,7312.92,7005.09,52972.94,6292.94,49020.29,8919.17,6592.74,7797.12,0\\r\\n17227,1670,40,Female,0,self_employed,575,3,1721,100,2325.89,2728.41,2855.18,3307.78,0.3,0.3,402.82,531.4,2491.97,2814.07,0\\r\\n17228,3910,54,Female,0,self_employed,637,2,20,250,3013.86,3013.86,3013.86,2997.91,0.53,0.53,0.53,0.53,3013.86,3013.86,0\\r\\n17229,1412,31,Male,0,salaried,1096,2,1360,,7840.09,7840.09,7840.09,7790.42,0.19,0.19,0.19,0.19,7840.09,7840.09,0\\r\\n17230,2506,45,Female,0,self_employed,1271,2,101,61,2550.74,2879.31,2050.38,317.35,0.19,0.19,328.76,0.19,2641.38,2879.31,0\\r\\n17231,2277,64,Female,0,self_employed,,3,623,324,3038.63,2895.77,3213.48,2988.98,0.01,0.01,0.01,0.01,2954.89,3126.19,0\\r\\n17232,1673,47,Male,0,salaried,1020,1,522,,6232.07,6232.07,6242.16,6273.76,0.6,0.6,0.6,0.6,6232.07,6232.07,0\\r\\n17233,502,37,Female,0,self_employed,834,1,469,76,1936.15,2033.57,1979.39,1759.67,0.4,0.4,28.97,0.4,1971.71,2063.98,0\\r\\n17234,754,55,Male,,salaried,462,3,2475,23,5672.75,105.88,1964.95,447.46,7361.24,14.04,3294.37,0.11,5705.55,97.34,0\\r\\n17235,2075,71,Female,0,self_employed,146,3,832,,11464.47,11464.47,11464.47,11391.84,0.21,0.21,0.21,0.21,11464.47,11464.47,0\\r\\n17237,1408,90,,0,self_employed,1315,2,250,339,7659.4,7659.4,7659.4,7610.87,0.44,0.44,0.44,0.44,7659.4,7659.4,0\\r\\n17238,5217,60,Male,0,self_employed,1020,2,627,5,643.66,39723.75,9162.67,8056.91,92028.52,38048.47,237119.84,114425.93,10361.04,10286.66,0\\r\\n17239,3176,63,Male,2,retired,822,2,684,59,3674.4,5108.93,4056.67,2496.26,0.47,4286.19,877.86,1555.73,4370.47,5223.12,0\\r\\n17241,2957,49,Female,0,self_employed,1084,3,258,,2312.63,3095.08,3006.08,1842.5,0.27,0.27,508.46,0.27,2825.97,3097.45,1\\r\\n17242,2274,43,Female,0,self_employed,834,2,40,255,3521.57,3521.57,3521.57,3504,0.21,0.21,0.21,0.21,3521.57,3521.57,0\\r\\n17244,186,30,Female,,self_employed,1020,2,544,118,4358.66,4358.66,4358.66,2307.65,0.54,0.54,0.54,0.54,4358.66,4358.66,0\\r\\n17245,226,46,Male,0,self_employed,1020,2,356,21,1903.48,4535.79,5801.53,5921.77,2204.76,2192.31,9769.76,8589.75,6061.4,5069.35,0\\r\\n17246,5467,64,Male,4,self_employed,221,3,68,,1486.51,1484.23,1756.61,1873.81,0.54,0.54,0.54,0.54,1485.41,1852.48,0\\r\\n17247,2903,33,Female,2,self_employed,1020,3,541,48,2582.2,3433.31,3431.37,3086.75,0.09,285.8,827.27,508.71,3111.53,3595.96,0\\r\\n17248,4904,54,Male,3,self_employed,334,1,136,28,76.05,7458.54,1891.32,1283.29,4073.78,18604.44,11251.7,11736.55,1621.75,2178.37,0\\r\\n17249,2393,42,Male,2,self_employed,15,2,1567,9,741.82,643.06,7566.66,7772.17,776.21,171239.64,16657.64,176050.5,4116.65,17486.68,0\\r\\n17250,5833,56,Female,0,self_employed,1096,2,3,131,14568.43,14480.04,15813.89,7382.53,0.49,0.49,0.49,2157.63,14525.85,16278.65,0\\r\\n17252,2633,33,Female,0,self_employed,146,3,140,39,76.8,6231.34,2471.67,169.73,0.26,6314.03,6845.46,6790.58,1619.2,2318.95,1\\r\\n17253,863,22,Female,0,student,1020,2,118,20,2798.08,2390.94,1915.19,1905.68,407.66,2185.52,0.51,0.51,2757.93,2219.51,0\\r\\n17254,1563,43,Female,2,self_employed,161,1,209,,2062.27,2090.84,2092.71,2542.93,0.43,0.43,0.43,0.43,2062.27,2090.84,0\\r\\n17255,2422,47,Female,0,self_employed,1494,2,251,63,1365.93,706.93,1690.1,1023.44,0.67,0.67,0.67,6214.96,1047.79,1581.68,0\\r\\n17256,1217,38,Male,0,self_employed,1085,3,2105,7,812.81,7188.79,2252.91,108.05,10000.17,7143.03,15373.03,0.17,5054.6,1658.84,1\\r\\n17258,5071,51,Male,0,salaried,1274,2,162,0,3214.64,734.22,1536.2,5520.5,3478.74,0.7,1286.41,2478.04,1429.89,986.44,0\\r\\n17259,4174,54,Male,3,self_employed,146,2,184,21,78870.32,82629.39,84146.51,97313.02,1.11,0.46,3129.8,3012.79,80214.31,83810.35,0\\r\\n17261,3193,65,Male,4,retired,863,3,1928,10,942.48,756.92,1604.22,1029.05,214.83,130.24,0.7,2143.56,841.78,1461.3,0\\r\\n17263,550,57,Female,0,self_employed,575,3,3654,5,6051.2,4087.83,4484.78,2869.25,598.89,0.6,0.6,1761.86,4651.94,4606.15,0\\r\\n17264,1553,65,Male,0,salaried,325,3,1967,0,3773.08,3773.08,3773.08,4251.85,9572.07,0.64,0.64,0.64,3773.08,3773.08,0\\r\\n17265,3069,64,Male,2,self_employed,409,1,193,10,5026.73,-3145.38,1843.37,2224.42,8648.74,429.13,459.74,11174.03,-171.6,1647.75,1\\r\\n17266,2200,87,Male,0,retired,1135,2,1533,26,2182.79,1823.16,2371.76,1623.65,302.51,0.03,14.31,714.31,2152.74,2445.28,0\\r\\n17267,2399,42,Female,0,salaried,1020,2,411,6,4422.42,4146.82,3998.51,2916.45,75.21,0.01,158.03,143.84,4375.99,4147,0\\r\\n17268,3031,43,Female,0,self_employed,15,2,6,28,2780.74,1072.99,1650.95,1660.62,1714.3,0.01,0.01,0.01,2790.1,1088.09,0\\r\\n17269,2529,40,Female,0,self_employed,1459,2,949,,3441.04,3658.37,3919.59,4276.16,0.1,0.1,360.28,431.65,3624.78,3977.98,0\\r\\n17270,427,62,Male,0,self_employed,409,2,1441,,2341.76,2393.09,2580.57,3035.08,0.54,0.54,54.1,407.69,2386.32,2519.19,0\\r\\n17271,526,42,Male,,self_employed,778,2,3787,89,3103.38,3103.38,3128.4,996.13,0.09,0.09,0.09,88.93,3103.38,3114.84,0\\r\\n17272,337,34,Female,,self_employed,1525,2,1265,5,2267.47,2174.13,2034.53,1621.29,353.56,353.56,143.23,270.37,2006.75,2150.35,0\\r\\n17273,1394,33,Male,0,salaried,1096,2,249,36,4052.6,17313.1,7218.27,4722.85,0.31,11506.39,7189.38,1067.62,6888.3,9020.4,0\\r\\n17274,2152,52,Female,1,salaried,409,2,249,176,5545.37,5545.37,5545.37,5305.83,0.53,0.53,0.53,0.53,5545.37,5545.37,0\\r\\n17275,662,45,Female,,self_employed,267,3,2816,103,4851.56,4851.56,4867.23,4543.86,0.67,0.67,0.67,57.81,4851.56,4870,0\\r\\n17276,2149,45,Male,2,salaried,578,2,264,17,852.84,968.91,1446.53,3443.77,928.93,0.36,2052.14,916.5,994.03,1359.14,1\\r\\n17277,569,72,Female,,self_employed,1076,2,3633,1,20671.56,18706.32,18857.35,19321.03,3106.16,0.17,1143.03,714.46,18123.88,19028.9,0\\r\\n17278,2659,70,Female,0,self_employed,1046,2,102,3,9.73,1123.92,2307.86,3955.72,914.73,700.44,86.16,0.44,1334.78,934.44,1\\r\\n17279,1281,38,Female,0,self_employed,,3,2600,,1594.98,1609.27,1622.47,1652.77,0.54,0.54,0.54,0.54,1608.78,1622.17,0\\r\\n17280,1780,34,Male,0,self_employed,630,3,404,6,3415.19,582.16,1589.03,1770.27,514.96,3572.1,1035.33,265.76,3343.02,645.79,0\\r\\n17281,1252,37,Female,0,self_employed,913,2,2750,61,2797.39,2797.39,2659.08,2393.38,0.46,0.46,0.46,1429.03,2797.39,2935.64,0\\r\\n17282,4002,78,Male,0,retired,1020,2,288,7,4134.88,4066.3,4072.61,4014.04,783.21,0.36,714.64,0.36,4085.22,4066.3,0\\r\\n17284,4231,54,Female,0,self_employed,1465,3,191,182,2270.71,2270.71,2270.71,2256.36,0.14,0.14,0.14,0.14,2270.71,2270.71,0\\r\\n17285,1211,50,Male,0,salaried,232,2,1959,116,7103.19,7115.37,7145.57,6998.91,0.47,0.47,0.47,0.47,7105.06,7118.13,0\\r\\n17286,552,40,Female,0,self_employed,1379,3,3591,244,2831.94,2831.94,11357.28,26814.52,0.24,0.24,0.24,21428.81,2831.94,6979.4,1\\r\\n17287,5533,78,Female,0,self_employed,1020,1,47,7,4129.77,5834.9,25569.39,18758.63,1106.06,512924.02,2357.17,557242.89,5362.95,20473.77,1\\r\\n17288,1136,45,Male,0,salaried,1232,3,2844,52,2752.33,2277.1,1993.89,1588.33,0.14,1858.99,3807,6890.48,1933.92,2425.16,0\\r\\n17289,1310,22,Male,0,student,578,2,399,6,4304.71,949.95,2034.4,2352.77,32143.36,0.5,216.36,0.5,1472.39,2269.89,0\\r\\n17290,1038,44,Female,0,self_employed,905,1,1320,0,5519.89,5006.9,4467.88,1851.16,796.03,1398.66,0.23,0.23,5319.33,4256.65,0\\r\\n17291,3050,36,Male,0,salaried,904,2,596,73,16629.8,15491.93,15474.25,13385.73,0.41,0.41,0.41,428.99,16361.29,15536.71,0\\r\\n17292,1843,34,Male,0,self_employed,611,1,155,30,4314.43,4504.84,2738.95,2564.72,0.49,3571.91,907.63,1729.06,4239.2,1924.4,0\\r\\n17294,6113,55,Female,0,self_employed,15,2,6,60,3122.96,2664.65,9453.64,23781.88,0.5,0.5,264.67,50854.86,2534.5,3279.91,0\\r\\n17295,1095,42,Male,0,self_employed,146,3,1078,,9081.94,9096.23,9103.3,9087.88,0.13,0.13,0.13,0.13,9089.33,9103.14,0\\r\\n17296,1084,36,Male,0,self_employed,834,2,2666,3,2401.61,2410.18,2403.55,2714.47,106.1,0.39,143.24,0.39,2390.28,2410.18,0\\r\\n17297,2785,60,Female,0,self_employed,1020,2,538,46,7171.58,7171.58,7134.33,7026.73,0.24,78.99,0.24,0.24,7171.58,7138.56,0\\r\\n17298,1083,36,Male,0,salaried,1534,2,1599,38,3385.3,7712.34,3771.85,5355.32,0.57,7285.73,0.57,160.52,4578.97,2883.44,0\\r\\n17299,1690,27,Male,0,student,1643,3,210,39,14436.22,14563.95,13323.68,11960.85,0.26,3671.69,0.26,1143.48,14445.8,13026.47,0\\r\\n17300,4038,75,Male,0,self_employed,1271,1,379,36,16757.97,18547.88,18839.48,17909.54,0.26,117.13,1061.97,750.26,17908.91,18893.96,0\\r\\n17301,1910,66,Male,2,self_employed,1096,3,1345,5,1259.56,1303.96,1626.74,1948.75,117.69,1429.23,153.9,2179.17,1196.69,937.59,0\\r\\n17303,3326,52,Male,3,self_employed,1034,3,65,23,7423.8,60.2,13838.61,11528.11,77143.53,1400.67,33919.63,30333.21,31941.51,6508.94,1\\r\\n17304,287,50,Male,,self_employed,132,3,2994,28,8486.9,58.33,3631.89,1614.68,9857.5,13930.36,1428.93,14286.07,8683.94,1797.68,0\\r\\n17305,1218,31,Male,0,salaried,1050,2,810,9,6147.8,862.09,1953.24,3725.44,5714.43,1428.71,500.14,1424.29,2034.5,1719.16,0\\r\\n17306,1021,39,Male,2,salaried,334,1,4,46,39566.41,32876.75,39413.02,54749.03,0.66,1429.23,2662.8,8881.45,33150,35967.69,1\\r\\n17307,4660,70,Male,3,self_employed,1232,1,29,,5589.32,5510.04,5514.71,3772.71,0.16,0.16,0.16,0.16,5523.71,5510.04,0\\r\\n17308,1810,39,Male,0,salaried,11,2,297,70,3714.63,3714.63,3549.65,3020.97,0.11,0.11,0.11,0.11,3714.63,3698.04,0\\r\\n17309,897,40,Male,,salaried,814,2,827,17,22601.01,22601.01,22880.16,22457.39,4285.83,0.11,4285.83,0.11,23438.45,22601.01,0\\r\\n17310,755,90,Male,0,self_employed,1495,3,2753,,24917.43,24968.43,25024.8,24869.6,0.6,0.6,51.6,98.89,24947.33,25060.37,0\\r\\n17311,2010,40,Male,0,salaried,1111,3,1345,0,4313.29,3480.25,2460.92,2354.88,1621,1649.97,0.69,719.54,2819.26,2738.37,0\\r\\n17312,2492,56,Female,0,self_employed,1366,2,262,124,16319.68,16319.68,16319.68,24483.11,0.27,0.27,0.27,0.27,16319.68,16319.68,0\\r\\n17313,4876,73,Male,0,retired,1589,3,275,138,2853.98,2853.98,2867.19,3958.58,0.67,0.67,0.67,29.24,2853.98,2865.04,0\\r\\n17314,461,90,,,self_employed,1388,2,632,0,17621.25,17150.37,33912.5,38667.62,51469.81,54958.01,8036.93,7717.64,30879.6,29340.68,0\\r\\n17315,2704,41,Female,0,self_employed,834,2,40,,5093.7,5093.7,5093.7,5061.43,0.34,0.34,0.34,0.34,5093.7,5093.7,0\\r\\n17316,2476,45,Female,0,self_employed,,2,998,230,5309.03,5309.03,5309.03,5255.88,0.24,0.24,0.24,0.24,5309.03,5309.03,0\\r\\n17317,666,44,Female,0,self_employed,1096,2,1559,14,8068.58,7995.25,4902.73,864.33,221.7,3752.7,217.84,3806.69,7972.22,5486.78,0\\r\\n17318,5480,42,Female,0,self_employed,1020,2,2,75,5355.24,3669.14,4412.9,7389.77,0.3,0.3,1124.91,1833.71,4469.12,4370.47,0\\r\\n17319,2427,49,Female,0,self_employed,1111,2,728,86,7561.22,8405.72,8682.18,377.48,0.56,0.56,714.84,1429.13,8038.44,8937.41,1\\r\\n17320,1810,44,Female,0,self_employed,1020,1,239,27,3133.58,71.75,18279.68,174.81,28640.44,0.31,25578.61,393386.54,3027.99,50988.96,1\\r\\n17321,2148,90,,0,self_employed,409,3,932,101,2527.62,2527.62,2527.62,6420.97,0.63,0.63,0.63,0.63,2527.62,2527.62,0\\r\\n17322,6331,42,Male,2,self_employed,905,2,634,89,4004.41,11144.76,10573.1,3958.02,0.16,0.16,7143.01,0.16,9668.23,11141.66,0\\r\\n17323,1189,32,Male,,self_employed,,3,2839,30,40.56,40.97,2007.81,67.4,0.19,43.04,0.19,143.04,40.56,5360.33,1\\r\\n17324,4322,30,Male,0,salaried,1020,2,163,26,9207.52,7656.02,8136.72,7511.03,1530.21,0.49,0.49,0.49,9098.12,7656.02,0\\r\\n17325,1919,84,Male,0,retired,1232,1,104,341,4727.05,4727.05,4727.05,4683.01,0.54,0.54,0.54,0.54,4727.05,4727.05,0\\r\\n17326,2824,57,Female,0,self_employed,,1,148,20,4551.39,4932.49,7019.65,20471.32,405.1,405.1,357.41,1107.83,5182.79,9143.42,1\\r\\n17327,2332,37,Female,0,self_employed,1006,3,798,67,2903.42,2908.57,2203.47,69.89,0.39,0.39,0.39,0.39,2904.84,2909.99,0\\r\\n17328,2044,31,Female,0,salaried,409,3,1955,,1600.69,1493.55,1520.71,1563.52,0.06,0.06,0.06,0.06,1575.03,1493.55,0\\r\\n17329,2883,54,Male,0,self_employed,904,3,412,3,2882.13,2882.13,2724.81,2419.31,14.53,0.24,0.24,0.24,2880.65,2890.89,0\\r\\n17330,1018,56,Male,0,self_employed,656,2,1581,45,26904.87,26904.87,25548.99,24545.34,0.41,3858.13,0.41,1357.56,26904.87,25337.79,0\\r\\n17331,2014,41,Female,0,self_employed,486,2,1589,24,7292.77,7290.01,5288.93,314.53,214.36,428.64,214.36,332.14,7298.83,7223.4,0\\r\\n17332,977,40,Male,0,self_employed,905,2,1238,41,852.46,32616.54,10189.88,6421.94,0.4,31428.97,0.4,857.54,4411.42,14865.31,0\\r\\n17333,327,46,Female,,self_employed,229,3,2297,12,13859.97,13159.97,13264.57,12773.09,700.69,0.69,0.69,0.69,13473.76,13159.97,0\\r\\n17334,4021,58,Female,0,,1232,2,359,54,6921.31,6984.07,6789.14,6642.58,0.26,143.11,11.74,3.9,6722.45,6759.47,0\\r\\n17335,6369,64,Male,0,salaried,1020,1,541,6,4324.19,3621.53,11111.19,12108.41,600.43,626.4,106.2,11599.57,3838.26,14363.34,1\\r\\n17336,3005,64,Male,0,salaried,700,3,65,299,1540.61,1554.89,1549.78,1811.12,0.09,0.09,628.66,14.37,1474.1,1562.72,0\\r\\n17337,3165,57,Female,0,salaried,1096,3,363,344,2228.49,2185.63,2185.85,2271.68,0.4,0.4,0.4,0.4,2238.34,2185.63,0\\r\\n17338,1062,29,Female,0,self_employed,623,2,1626,3,2338.71,27.28,1877.7,679.06,4714.61,0.33,2460.33,2322.64,1297.14,1287.5,1\\r\\n17339,651,53,Male,0,salaried,822,2,3845,17,5241.15,1082.25,1652.21,1156.45,1571.8,0.37,1546.04,2305.28,3000.46,625.55,0\\r\\n17340,1248,34,Female,0,self_employed,1494,1,251,20,18.35,11.51,2774.63,4704.84,5214.49,5414.49,5214.49,11853,14.34,154.45,1\\r\\n17341,3331,38,Male,0,self_employed,551,3,550,17,2189.05,2426.59,2467.92,1912.77,110.62,36.14,348.16,286.7,2283.85,2604.33,0\\r\\n17342,2666,36,Male,0,salaried,1613,2,568,11,817.36,6349.24,3102.7,182.7,38.95,7207.37,5625.89,1324.23,4357.79,4526.31,1\\r\\n17343,2815,45,Female,0,self_employed,146,2,9,0,9119.92,5914.07,3672.73,2906.29,882.13,252.25,301.94,0.3,6244.23,3436.85,0\\r\\n17344,394,36,Male,3,salaried,453,3,2181,24,2217.06,2604.82,2235.77,3076.73,14.73,293.3,373.87,650.44,2270.61,2354.53,0\\r\\n17345,6137,58,Male,0,self_employed,1232,2,60,2,1326,2385.88,3032.8,12144.28,99.51,1594.33,368.23,0.51,2462.75,2639.11,0\\r\\n17346,1372,41,Male,0,self_employed,409,2,336,282,677.75,1477.75,1951.48,2783.88,0.63,0.63,0.63,359.24,1030.95,2009.86,0\\r\\n17348,1192,4,Male,0,student,409,1,92,,1485.99,1743.13,1688.57,1578.19,0.27,0.27,285.99,143.13,1477.12,1748.66,0\\r\\n17350,1003,56,Male,0,self_employed,1002,3,303,0,5763.07,5977.35,5837.9,4446.93,72.01,289.56,0.59,0.59,5829.57,5878.9,0\\r\\n17351,2135,38,Male,0,self_employed,54,2,1882,166,1470.98,1467.95,1467.96,3397.84,0.24,0.24,0.24,0.24,1470.46,1467.95,0\\r\\n17352,1041,32,Male,0,self_employed,879,3,2509,158,2669.2,2669.2,2669.2,2511.43,0.24,0.24,0.24,0.24,2669.2,2669.2,0\\r\\n17353,2224,50,Male,0,salaried,458,2,2015,50,5243.73,8770.82,11731.38,7866.48,0.56,266.29,3241.93,9136.03,6774.39,15287.52,0\\r\\n17354,2651,35,Female,0,self_employed,996,3,1556,9,2949.54,2691.6,2616.31,2557.81,450.7,1114.99,195.14,820.62,2876.5,2655.04,0\\r\\n17355,1166,53,Male,0,self_employed,905,1,1380,290,12526.46,12639.18,12629.41,12689.43,0.03,0.03,82.96,17.46,12550.17,12640.86,0\\r\\n17356,4398,24,Female,0,self_employed,15,2,49,63,1101.45,2074.47,1909.34,1493.16,0.01,0.01,996.46,0.01,1710.58,2055.77,0\\r\\n17357,1997,49,Female,0,self_employed,1371,3,316,,2006.59,2006.59,2006.59,1993.88,0.2,0.2,0.2,0.2,2006.59,2006.59,0\\r\\n17358,4392,42,Male,0,salaried,146,3,184,3,2130.74,81.23,2270.97,3838.45,1226.14,4089.53,2635.72,12200.73,924.41,705.31,1\\r\\n17359,1302,31,Male,0,salaried,409,2,438,83,14075.1,14075.1,14038.56,12922.67,0.39,0.39,0.39,0.39,14075.1,14075.1,0\\r\\n17360,495,45,Female,,self_employed,649,3,3439,130,1573.46,1573.46,1573.46,1485.31,0.43,0.43,0.43,0.43,1573.46,1573.46,0\\r\\n17362,1622,39,Male,0,salaried,146,3,1268,21,258.39,38.94,1725.27,618.17,1138.61,861.45,577.9,2524.19,666.85,2059.9,0\\r\\n17364,3604,64,Female,1,self_employed,1076,2,456,0,46756,41204.03,37986.31,41829.01,14640.13,47145.94,8989.03,44026.73,36829.48,38767.2,0\\r\\n17365,3486,53,Female,0,self_employed,623,1,811,4,11090.09,10820.38,15207.38,8239.87,164.5,100.93,356.77,20051.82,10988.09,18129.42,1\\r\\n17366,2710,70,Male,0,self_employed,295,3,1255,7,3234.52,894.88,2536.25,804.17,2340.04,0.4,0.4,0.4,1781.96,894.88,1\\r\\n17367,738,48,Male,0,salaried,1049,2,2422,90,2952.3,2949.72,2948.61,5419.57,0.33,0.33,0.33,0.33,2951.5,2949.11,0\\r\\n17368,3006,36,Female,0,salaried,409,1,92,5,6151.38,3495.04,4000.17,4229.13,10785.66,0.27,5785.99,51.7,4923.47,3511.63,0\\r\\n17369,1039,12,Female,0,student,491,3,396,,1518.7,1518.7,1518.7,1267.04,0.21,0.21,0.21,0.21,1518.7,1518.7,0\\r\\n17370,655,35,Female,0,salaried,649,3,1844,35,3924.28,3881.42,3246.95,1180.82,0.47,988.92,0.47,0.47,3907.04,3055.11,0\\r\\n17371,270,64,Male,,retired,996,2,1935,39,240.4,333.06,14414.39,2226.81,0.47,27014.76,57.34,54195.73,272.14,12625.66,1\\r\\n17372,1435,6,Male,0,student,409,3,88,,2598.53,2598.53,2598.53,2582.08,0.7,0.7,0.7,0.7,2598.53,2598.53,0\\r\\n17373,680,59,Female,,self_employed,1496,2,3026,,1866.22,1866.22,1866.22,1859.89,0.56,0.56,0.56,0.56,1866.22,1866.22,0\\r\\n17374,381,67,Male,0,self_employed,489,3,862,14,2660.07,3351.23,2740.68,2592.37,28.86,857.43,743.14,0.29,2723.27,2831.41,0\\r\\n17376,3099,58,Female,0,self_employed,621,2,208,,213.66,4213.66,3937.8,4186.97,0.37,0.37,4000.37,0.37,3386.08,4213.66,1\\r\\n17377,5542,46,Male,0,self_employed,1496,2,49,203,2482.22,2482.22,2482.22,2473.56,0.09,0.09,0.09,0.09,2482.22,2482.22,0\\r\\n17378,4044,56,Female,0,self_employed,656,2,1421,32,4765.35,4829.96,4768.16,4713.91,0.66,86.66,65.27,0.66,4805.45,4755.06,0\\r\\n17379,447,48,Male,0,salaried,575,2,1838,173,17263.54,16368.3,16973.52,17790.51,0.29,0.29,316.05,938.63,16327.68,17028.59,0\\r\\n17380,1844,47,Male,1,self_employed,1096,2,1564,17,731.32,2298.18,2320,13035.13,74.01,9922.91,4498,0.17,2176.9,1951.61,0\\r\\n17381,317,90,,,self_employed,1598,3,468,56,2312.07,2312.07,2163.38,1223.76,0.07,242.93,0.07,0.07,2312.07,2288.57,0\\r\\n17382,4616,48,Female,0,self_employed,1232,3,39,31,4107.07,5381.79,3422.27,2832.8,0.11,2500.11,239.16,241.96,4244.26,3150.35,0\\r\\n17383,4644,60,Male,0,self_employed,1020,2,143,60,6489.62,6502.72,14490.35,8020.55,0.3,0.3,15.26,42892.64,6501.62,10675.96,0\\r\\n17384,1690,41,Female,2,salaried,1111,2,485,,2938.89,2941.66,3051.63,3369.69,0.2,0.2,401.97,441.19,3050.41,3148.17,0\\r\\n17385,1213,64,Male,0,self_employed,409,2,134,362,3336.01,3336.01,3336.52,3180.07,0.66,0.66,0.66,0.66,3336.01,3336.72,0\\r\\n17386,4177,45,Male,0,self_employed,407,2,327,180,1848.76,1848.76,1848.76,1811.9,0.6,0.6,0.6,0.6,1848.76,1848.76,0\\r\\n17389,1766,28,Male,0,salaried,579,3,1468,56,561.16,719.21,1493.27,462.64,0.11,38171.54,161.14,37801.54,574.05,3512.35,0\\r\\n17390,5879,72,Male,0,self_employed,1020,1,19,14,2990.85,2292.16,2415.33,3032.5,507.06,568.61,411.99,446.26,2788.66,2034.59,0\\r\\n17391,3366,42,Female,0,self_employed,792,3,25,11,5297.75,5442.04,5482.75,5676.77,100.66,100.66,0.66,0.66,5300.66,5457.66,0\\r\\n17392,2313,42,Male,0,salaried,592,3,1731,27,23.97,21.52,2116.55,2371.01,714.3,0.01,1428.59,8285.73,23.21,3536.95,1\\r\\n17393,1578,55,Female,0,self_employed,409,3,1668,11,15743.19,14653.04,13500.79,9402.93,1645.81,1910.96,265.24,530.39,14798.34,13502.23,0\\r\\n17394,5201,77,Male,0,self_employed,1020,2,1357,42,5212.11,5277,4889,1629.4,0.39,143.24,65.27,74.33,5234.48,5234.09,0\\r\\n17395,6204,57,Male,0,self_employed,146,3,1208,24,10390.79,8720.39,8748.72,3912.27,1714.34,1714.34,0.06,0.06,10170.43,8685.98,0\\r\\n17396,6768,90,Male,0,retired,1150,2,108,322,1892.73,1891.01,2102.67,2892.81,0.66,0.66,0.66,0.66,1892.55,1890.3,0\\r\\n17397,829,32,Male,0,salaried,569,2,768,139,11424.14,8866.64,9728.62,7161.57,0.2,0.2,6.99,9.06,10175.86,9458.98,0\\r\\n17399,491,47,Female,0,salaried,146,3,353,311,13802.79,13802.79,13802.79,11322.41,0.23,0.23,0.23,0.23,13802.79,13802.79,0\\r\\n17400,1651,65,Male,0,retired,1163,3,1789,227,2879.25,3593.54,3412.92,3609.05,0.11,0.11,714.4,0.11,3051.67,3593.54,0\\r\\n17401,5242,26,Male,0,self_employed,575,2,134,7,389.98,7908.21,7538.31,4053.91,5714.73,257.59,5732.96,469.78,6603.16,7948.68,1\\r\\n17402,717,29,Female,,self_employed,1613,3,109,286,1425.35,1425.35,5956.84,43362.96,0.67,0.67,0.67,0.67,1425.35,1425.35,1\\r\\n17403,5248,52,Male,0,salaried,1020,1,149,14,1303.51,1621.2,2053.46,2268.88,1.98,47.74,155.62,141.95,1421.78,1833.61,0\\r\\n17404,551,60,Female,0,self_employed,834,3,752,173,11680.61,11680.61,11735.93,13937.26,0.47,0.47,0.47,0.47,11680.61,11680.61,0\\r\\n17406,1716,73,Male,0,self_employed,1110,2,982,31,15019.24,15979.24,9602.85,3763.67,0.53,228757.32,960.53,214286.24,15648.2,1303.37,0\\r\\n17407,4480,90,Female,0,self_employed,1020,3,1357,229,4761.99,5002.34,5028.37,5451.84,0.47,0.47,240.83,286.19,4871.99,5020.78,0\\r\\n17408,4577,66,Male,0,self_employed,1294,2,150,,1624.1,1624.1,1662.81,1789.95,0.39,0.39,0.39,86.1,1624.1,1654.52,0\\r\\n17409,624,54,Male,,self_employed,146,2,509,31,26468.12,26605.29,24801.03,21531.97,0.13,5714.41,137.3,5000.13,26520.15,23193.14,0\\r\\n17410,242,35,Female,0,self_employed,834,2,530,23,1101.34,1091.66,1440.49,2810.53,95.57,304.91,85.89,471.97,1136.12,1259.51,0\\r\\n17411,965,14,Female,0,student,623,1,21,1,12204.54,79.67,1510.11,467.78,12131.27,12113.13,6.41,24147.45,915.87,1216.74,0\\r\\n17412,3518,58,Female,0,self_employed,1599,1,37,135,4676.87,4676.87,4721.98,5557.4,0.19,0.19,0.19,77.87,4676.87,4734.51,0\\r\\n17413,4344,60,Male,0,self_employed,409,3,331,17,5358.96,5645.71,5465.01,5255.44,292.97,571.54,0.11,19.4,5548.06,5658.55,0\\r\\n17414,313,62,Female,0,self_employed,1096,2,134,14,20351.41,20157.67,20161.18,19704.65,140.36,0.64,0.64,0.64,20224.48,20137.39,0\\r\\n17415,3248,37,Male,2,self_employed,665,1,177,3,607.71,1446.47,1431.34,1774.64,18286.11,6486,19131.36,5213.77,1788.68,1492.61,0\\r\\n17416,1544,56,Male,0,self_employed,1648,2,434,5,6027.75,4985.16,5147.08,4626.25,437,214.79,108.69,334.2,5265.1,5026.53,0\\r\\n17417,1445,23,Female,0,student,905,2,1341,,2351.8,2408.94,2456.04,2605.99,0.51,0.51,0.51,0.51,2399.09,2453.18,0\\r\\n17418,2793,43,Female,0,salaried,656,1,340,6,1074.19,837.13,1886.71,2975.2,357.29,357.29,143,3225.14,833.92,1418.58,0\\r\\n17419,2085,51,Male,0,self_employed,458,2,1815,283,1332.45,1639.6,1579.01,1618.21,0.1,0.1,450.1,0.1,1457.82,1639.6,0\\r\\n17420,1307,55,Female,0,self_employed,1143,3,1689,3,3652.19,2527.37,2743.29,2496.26,1125.13,0.31,0.31,0.31,3175.13,2527.37,0\\r\\n17421,5249,47,Male,0,self_employed,491,2,93,10,3073.89,1989.11,3397.34,2855.13,3846.56,2846.56,1322.8,2890.66,3782.85,3660.77,0\\r\\n17422,3178,47,Male,2,self_employed,905,2,1310,12,6328.05,4725.25,4794.75,1079.77,1600.61,0.33,0.33,0.33,5388.56,4722.87,0\\r\\n17423,1431,59,Female,0,self_employed,623,2,1998,,170713.32,170713.32,170713.32,169631.84,0.51,0.51,0.51,0.51,170713.32,170713.32,0\\r\\n17424,2375,54,Male,0,salaried,1084,2,258,272,1778.97,1754.13,1778.27,1782.05,0.2,0.2,0.91,0.2,1781.38,1762.43,0\\r\\n17425,608,40,Male,0,self_employed,579,3,2712,154,4722.22,4743.74,4754.88,4795.11,0.19,0.19,0.19,0.19,4729.64,4752.06,0\\r\\n17426,2289,33,Female,0,self_employed,409,3,484,6,734.45,5404.54,4663.46,3185.31,1860.54,414.83,4030.38,403.91,2687.23,4965.37,0\\r\\n17427,2382,51,Male,0,self_employed,1396,3,1368,13,2367.26,1799.02,2014.52,2907.97,2214.9,8686.33,1643.51,5714.9,1428.92,3475.98,0\\r\\n17428,755,46,Male,,salaried,1399,3,1778,,6463.22,6463.22,6463.22,6422.28,0.43,0.43,0.43,0.43,6463.22,6463.22,0\\r\\n17430,4079,52,Male,0,self_employed,513,1,216,25,285.84,285.84,1514.31,1719.99,2958.7,2958.7,0.13,0.13,1088.01,1086.27,0\\r\\n17431,685,90,,,self_employed,15,2,1678,32,9755.63,11744.33,8178.23,6105.37,0.51,14362.27,3409.44,11217.94,11261.46,7305.93,0\\r\\n17432,2067,30,Male,0,self_employed,409,1,120,3,840.25,110.9,1490.37,642.04,17303.7,473.51,18074.36,1786.19,3011.54,221.64,0\\r\\n17433,661,30,Female,0,salaried,1096,2,1673,273,14871.88,14879.24,14954.82,15121.88,0.64,0.64,8,106.89,14878.22,14898.43,0\\r\\n17434,3326,63,Male,1,self_employed,745,1,127,152,1811.1,1556.24,1628.37,1503.47,0.63,0.63,27.13,0.63,1776.01,1556.24,0\\r\\n17435,629,90,,,self_employed,759,2,518,32,3294.9,4723.47,2239.23,164.75,0.29,4557.96,1428.86,0.29,4378.64,2173.24,0\\r\\n17436,1532,53,Male,0,self_employed,706,3,2388,23,4213.13,3451.96,3771.51,2761.77,99.39,0.47,543.84,0.47,4401.38,3451.96,0\\r\\n17437,2527,35,Male,2,salaried,834,1,60,20,494.68,171.83,2475.28,1448.52,16696.27,0.13,16696.27,15232.29,720.59,3684.39,0\\r\\n17438,2718,68,Male,0,retired,1020,3,668,,1393.89,2124.16,1962.72,1204.59,0.16,0.16,0.16,0.16,1670.89,2124.16,0\\r\\n17439,535,40,Female,0,self_employed,834,2,105,90,1428.66,1428.66,1487.24,761.07,0.09,0.09,0.09,0.09,1428.66,1428.66,1\\r\\n17440,475,71,Female,0,retired,666,2,87,25,5682.14,2685.76,3192.49,1813.62,2996.85,1000.47,71.9,0.47,5367.24,2524.47,0\\r\\n17441,1013,37,Male,0,self_employed,283,3,3032,26,7387.63,7401.91,6856.31,4856.28,700.26,714.54,714.54,755.97,7955.11,7429.24,0\\r\\n17442,1606,56,Male,0,salaried,531,3,1266,80,2291.71,2273.26,1454.68,1429.76,0.33,0.33,18.29,26.77,1460.63,1547.12,0\\r\\n17443,1606,34,Female,0,self_employed,623,3,542,19,17304.34,25447.2,24441.36,17203.9,16143.01,1213.25,24285.87,70.14,23476.76,25421.35,0\\r\\n17444,1606,90,,0,self_employed,1020,2,998,210,1411.08,1625.37,1771.25,2420.68,0.07,0.07,214.36,214.36,1551.48,1812.01,0\\r\\n17445,745,39,Male,0,salaried,1084,2,1575,182,3960.11,5029.57,4710.47,4997.23,0.43,0.43,1071.86,0.43,4077.39,5029.16,0\\r\\n17446,2501,47,Female,0,self_employed,1232,2,149,138,3982.19,3317.01,3766.43,4481.95,0.5,0.5,16.04,563.27,3987.01,3662.47,0\\r\\n17447,4356,63,Male,4,retired,363,2,1971,7,1552.2,1539.97,1541.1,1551.26,25.17,0.7,0.7,0.7,1543.34,1539.97,0\\r\\n17448,4966,41,Male,1,self_employed,1232,2,2690,21,103.85,95.44,3009.21,1876.01,15.81,15.84,3227.61,7432.01,443.15,6457.47,1\\r\\n17449,3063,28,Male,0,salaried,1232,1,39,68,3280.39,3280.39,2630.21,9129.6,0.27,0.27,0.27,0.27,3280.39,3280.39,0\\r\\n17450,839,66,Female,0,self_employed,571,3,911,129,7218.52,7218.53,7218.53,6380.18,0.51,0.51,0.51,0.51,7218.52,7218.53,0\\r\\n17451,591,30,Male,0,salaried,1096,2,1659,11,66.8,66.8,3659.95,707.8,10072.1,14286.39,9000.67,14363.53,687.49,8832.51,1\\r\\n17452,1168,34,Male,0,self_employed,1439,2,74,,5229.71,5226.26,4993.56,4463.48,0.51,0.51,1400.51,0.51,4938.27,5226.26,0\\r\\n17453,2092,44,Male,0,salaried,409,2,91,4,2281.06,1550.89,1988.56,2762.1,949.2,0.44,286.16,857.59,2227.71,1754.21,0\\r\\n17454,3521,64,Male,0,self_employed,43,2,310,9,8429,6414.59,6372.15,6902.68,962.52,171.64,0.21,0.21,7106.37,6173.24,0\\r\\n17455,641,18,Female,,student,1258,2,152,112,5227.76,5227.76,5227.76,1402.25,0.17,0.17,0.17,0.17,5227.76,5227.76,0\\r\\n17456,936,30,Female,0,salaried,1020,2,240,,4035.91,3284.45,3646.52,7225.68,0.03,0.03,71.46,286.07,3442.63,3020.53,0\\r\\n17457,2203,55,Female,0,salaried,592,2,1731,11,4648.96,4354.01,4674.55,4681.22,488.86,488.86,193.91,1571.49,4419.09,4388.66,0\\r\\n17458,7000,47,Female,0,self_employed,1020,2,240,213,12693.55,12693.55,12693.55,12648.77,0.44,0.44,0.44,0.44,12693.55,12693.55,0\\r\\n17459,2064,72,Male,0,retired,454,2,1480,97,2867.82,3022.51,3772.91,4352.67,0.67,0.67,286.39,2601.04,2973.94,3837.88,0\\r\\n17460,950,60,Male,2,self_employed,,2,1836,0,14188.31,5699.59,5795.49,5351.83,8489.27,0.56,0.56,0.56,5992.31,5698.28,0\\r\\n17461,820,69,Female,0,retired,1020,2,19,11,2017.52,1646.09,1721.79,1635.67,14.73,0.44,0.44,0.44,1873.19,1646.09,0\\r\\n17462,5794,28,Female,0,self_employed,485,3,510,,1943.2,1943.2,1943.2,1930.88,0.47,0.47,0.47,0.47,1943.2,1943.2,0\\r\\n17463,689,28,Female,,salaried,15,2,1285,5,16.25,370.68,2708.96,3295.88,13571.84,10000.41,14286.13,18571.84,1379.64,1984.57,0\\r\\n17464,2865,62,Female,0,self_employed,1096,2,485,99,1121.1,971.28,3667.74,8241.24,0.24,0.24,0.24,4285.96,1088.53,4824.25,1\\r\\n17465,5386,64,Male,0,self_employed,334,2,4,,22635.33,22613.52,22616.84,22452.47,0.34,0.34,0.34,0.34,22623.47,22613.52,0\\r\\n17466,1866,77,Male,1,self_employed,1111,3,1603,9,1230.82,2074.99,1721.3,1185.89,807.76,1295.89,1651.93,1671.47,1537.37,2223.91,0\\r\\n17467,1411,28,Female,0,self_employed,236,2,479,0,3080.09,1289.94,1439.3,1035.72,4934.9,5212.47,2216.19,4994.11,1839.24,1789.98,0\\r\\n17468,5752,90,,,self_employed,1020,1,60,349,2411.19,2411.19,2433.78,2444.47,0.21,0.21,0.21,49.07,2411.19,2430.1,0\\r\\n17469,4577,66,Female,0,self_employed,1534,2,172,,2661.97,2804.82,2796.79,2790.51,0.64,0.64,286.36,0.64,2780.19,2804.82,0\\r\\n17470,661,68,Female,0,self_employed,1096,3,440,137,1730.01,1730.01,1730.01,2263.53,0.61,0.61,0.61,0.61,1730.01,1730.01,0\\r\\n17471,946,28,Female,0,self_employed,623,2,1998,336,3096.27,3096.27,3096.27,3076.77,0.16,0.16,0.16,0.16,3096.27,3096.27,0\\r\\n17472,1979,46,Male,2,self_employed,261,2,937,0,8466.84,7657.89,7815.77,8150.23,809.1,0.16,0.16,0.16,7764.61,7657.89,0\\r\\n17473,3218,90,Male,0,self_employed,1096,2,287,0,1158.99,1098.6,11941.56,3578.73,7369.27,11727.04,2897.63,613.77,8456.56,13446.19,1\\r\\n17475,1465,54,Male,0,self_employed,208,2,1956,,3870.09,3870.09,3782.53,3975.17,0.54,0.54,0.54,0.54,3870.09,3750.27,0\\r\\n17476,5339,34,Female,0,salaried,318,2,35,6,12043.85,10872.42,10405.55,9695.5,1457.53,1415.74,0.39,0.39,10948.28,10516.38,0\\r\\n17477,3034,49,Female,0,self_employed,187,2,755,,6631.87,6646.15,6644.18,6731.08,0.33,0.33,28.9,0.33,6640.24,6646.15,0\\r\\n17479,1551,58,Female,0,self_employed,38,2,861,55,8701.39,9896.02,11704.21,22217.97,0.61,194,976.44,3525.09,9361.12,11785.52,1\\r\\n17480,5122,47,Male,0,retired,1020,1,240,0,8802.39,6284.26,15803.16,17976.83,1338.92,23240.15,522.89,2389.8,5968.35,10723.74,1\\r\\n17481,1266,27,Male,0,self_employed,372,2,2571,3,4150.66,4879.23,4386.43,3562.25,2471.63,2357.34,3143.06,2107.34,3982.68,4396.74,0\\r\\n17482,1715,52,Female,0,salaried,1258,2,152,9,7429.51,4361.16,7406.51,10824.03,15000.16,3283.46,11558.87,3444.84,8944.09,4493.32,0\\r\\n17483,2574,57,Male,1,salaried,623,2,521,13,5195.61,3446.97,5142.2,2451.24,1748.72,1878.23,0.09,4437.23,4291.14,4096.68,0\\r\\n17484,3402,50,Male,0,salaried,1096,2,27,26,12610.21,12175.1,13210.17,12889.88,1250.1,1424.53,145.47,1286.94,13130.11,13348.03,0\\r\\n17485,4245,48,Male,0,self_employed,1020,3,1114,0,5350.17,5621.45,5492.1,7145.96,1773.8,3717.64,2618.19,3383.36,5703.92,4688.52,0\\r\\n17486,1277,22,Female,0,student,1525,1,146,,3507.59,3507.59,3507.59,3460.48,0.5,0.5,0.5,0.5,3507.59,3507.59,0\\r\\n17487,3366,57,Male,1,self_employed,1096,2,924,137,33434.12,33434.12,33941.03,35280.23,0.63,0.63,0.63,0.63,33434.12,33434.12,0\\r\\n17488,2349,26,Male,0,self_employed,32,2,820,3,3446.66,2366.44,1459.94,789.03,429.17,0.6,803.16,983.9,2236.84,1572.89,0\\r\\n17489,2714,31,Male,0,salaried,1111,1,27,55,7061.78,9429.94,9222.69,5970.2,0.43,157.57,4298.6,1559.81,7992.95,9874.56,0\\r\\n17490,1353,65,Male,0,retired,218,3,2500,117,5172.47,5179.61,6067.67,7141.73,0.43,0.43,7.57,8571.86,5172.71,4654.29,0\\r\\n17491,665,46,Female,0,salaried,1232,2,103,19,10929.12,7527.83,8972.76,8191.96,4461.97,5227.99,1274.97,4755.04,10091.61,8255.21,0\\r\\n17492,889,29,Female,0,self_employed,623,2,2023,228,822.23,66.32,1641.73,775.3,0.49,0.49,0.49,14.77,4481.64,78.3,1\\r\\n17493,2328,55,Female,0,self_employed,1232,2,39,0,2391.36,3378.18,3055.28,5608.93,1150.7,574.94,1608.96,709.52,2897.91,3086.69,0\\r\\n17494,5316,64,Female,0,self_employed,1020,1,1,28,5031.72,3183.35,18465.99,7501.83,669.44,1563.61,438.63,41662.86,4589.54,22116.21,0\\r\\n17495,1391,59,Male,0,self_employed,968,2,2123,315,3362.65,3362.65,3362.65,3338.77,0.5,0.5,0.5,0.5,3362.65,3362.65,0\\r\\n17496,2070,59,Female,0,salaried,1020,2,1211,87,5825.3,6113.11,6013.59,4436.43,0.07,0.07,430.74,0.07,5865,6113.11,0\\r\\n17497,1968,90,,0,self_employed,649,1,54,10,2437.99,430.33,7247.61,13131,2029.04,98941.89,0.17,14285.89,2367.1,14151.19,0\\r\\n17498,1446,60,Male,1,self_employed,1220,2,1994,,1824.66,1824.66,1824.66,1813.1,0.01,0.01,0.01,0.01,1824.66,1824.66,0\\r\\n17500,6488,43,Male,0,salaried,318,2,1314,39,80.24,162.02,11181.28,35485.8,0.33,15000.33,82.11,393.4,131,3950.75,1\\r\\n17501,820,53,Male,0,salaried,623,1,811,55,5626.09,5626.09,5118.91,4369.8,0.1,4088.1,0.1,2857.24,5626.09,5335.4,0\\r\\n17502,3103,37,Female,0,salaried,1525,2,488,45,858.7,1398.18,2846.62,6432.53,0.46,0.48,507.35,2551.86,1111.51,2774.13,1\\r\\n17503,2018,64,Male,1,salaried,575,1,572,9,16222.91,23242.01,27182.79,27755.48,2.85,3.87,6063.18,11488.12,19244.92,26111.68,0\\r\\n17504,637,47,Female,,self_employed,142,2,1950,112,4764.57,4764.57,4764.57,4306.27,0.41,0.41,0.41,0.41,4764.57,4764.57,0\\r\\n17505,1036,26,Male,0,self_employed,154,2,658,6,2399.99,1638.68,2482.68,2685.96,1001.3,14.73,225.7,615.91,2087.58,1903.71,0\\r\\n17506,2662,74,Male,0,salaried,1149,1,59,17,3180.77,2737.91,3163.59,2662.76,871.97,871.97,357.69,3114.83,3039.39,2640.33,0\\r\\n17507,778,35,Male,,self_employed,1110,2,982,0,3003.12,3863.12,3078.03,2118.52,1429.01,0.11,2288.69,0.11,1894.96,3863.12,0\\r\\n17509,1584,36,Female,2,self_employed,1076,2,1246,25,848.55,598.07,1557.06,1937.42,2857.51,0.37,3091.37,2253.64,518.84,1482.53,0\\r\\n17510,2677,59,Male,0,retired,220,3,1055,53,2485.27,2506.69,2025.18,1145.89,0.5,782.34,0.5,0.5,2502.26,2277.72,0\\r\\n17511,859,34,Female,0,self_employed,991,2,1912,14,4910.97,4696.68,4116.89,2113.91,214.47,857.33,0.19,428.76,4800.13,4516.96,1\\r\\n17512,1273,70,Male,0,retired,,2,42,,3183.58,3183.58,3183.58,3166.05,0.21,0.21,0.21,0.21,3183.58,3183.58,0\\r\\n17513,1605,52,Male,0,self_employed,905,2,1341,9,15330.83,1187.97,2609.26,108.95,14142.94,1071.51,0.09,0.09,6813.59,897.65,0\\r\\n17514,1544,32,Male,0,self_employed,9,2,884,161,1219.36,1656.17,1810.39,2819.86,0.03,0.03,742.89,285.74,1417.67,1722.3,1\\r\\n17515,5585,54,Female,0,self_employed,1589,3,33,25,1501.62,1287.33,1743.08,6663.24,214.46,0.17,0.17,0.17,1479.45,1285.56,0\\r\\n17516,4651,50,Male,0,self_employed,1020,2,47,125,1324.05,1781.19,1719.09,1462.19,0.51,0.51,457.66,0.51,1592.03,1781.35,0\\r\\n17517,671,12,Female,,salaried,1084,2,2860,115,9196.88,8954.02,8739.5,8005.78,0.56,0.56,0.56,0.56,9171.76,8876.6,0\\r\\n17518,1379,46,Male,2,self_employed,318,3,2460,9,2258.65,4026.71,3337.02,1206.97,1671.03,443.43,3132.89,0.57,2870.75,4029.89,0\\r\\n17519,3058,59,Female,0,self_employed,146,1,53,53,14076.14,13053.59,16042.31,24440.74,0.53,8571.96,0.53,14286.24,14742.26,13521.58,0\\r\\n17521,4378,42,Male,0,self_employed,189,3,253,11,838.56,999.59,1744.7,1598.28,0.43,0.92,11.53,1225.81,986.08,1857.99,0\\r\\n17522,1072,42,Female,0,self_employed,,3,2655,12,40687.5,38967.27,34835.64,18415.08,1717.64,6583.16,0.46,714.74,39737.56,35431.9,0\\r\\n17523,6723,37,Female,0,self_employed,836,1,8,12,3385.43,3489.31,3299.52,4938.3,871.76,1033.19,1211.92,1072.29,3443.49,3219.55,0\\r\\n17524,3244,68,Male,0,self_employed,409,2,558,4,48305.94,5435.29,16622.33,1761.24,42871.29,14.14,0.64,0.64,11360.12,5435.29,0\\r\\n17525,3708,47,Female,0,self_employed,409,3,4411,26,509.2,5980.63,4265.97,2742.59,242.91,0.06,5714.34,0.06,1083.59,5980.63,1\\r\\n17526,254,56,Female,0,self_employed,860,3,4035,56,14246.88,14243.52,14462.45,10513.03,0.64,72.07,0.64,336.17,14246.54,14355.66,0\\r\\n17527,394,47,Female,,self_employed,1014,2,1090,304,6100.3,6100.3,6100.3,6069.41,0.39,0.39,0.39,0.39,6100.3,6100.3,0\\r\\n17528,1417,45,Female,0,self_employed,904,3,54,,1870.45,1870.45,1870.45,1856.77,0.36,0.36,0.36,0.36,1870.45,1870.45,0\\r\\n17529,3020,18,Male,0,student,623,2,562,11,3919.12,3558.08,3251.15,2569.03,575.57,71.67,428.81,0.24,3469.4,3353.01,0\\r\\n17531,5519,38,Male,2,self_employed,1232,1,148,102,2070.88,2070.88,2050.94,1998.18,0.51,0.51,0.51,0.51,2070.88,2042.49,0\\r\\n17532,3201,90,,0,self_employed,1020,1,322,0,21366.98,-3149.57,6916.83,456.52,28847.81,10880.2,14143.03,27241.17,14311.42,5352.13,0\\r\\n17533,3290,48,Female,0,self_employed,575,1,1720,24,2441.27,4974.84,7883.08,11462.64,795.67,143.53,34367.81,10403.54,4035.95,8843.41,1\\r\\n17534,1339,53,Male,0,salaried,1020,3,145,108,1562.52,1562.52,1562.52,732.31,0.46,0.46,0.46,0.46,1562.52,1562.52,0\\r\\n17535,7361,90,Female,0,self_employed,318,1,107,17,1732.84,2734.69,2630.55,3257.13,393.47,182.59,1397.7,726.27,1903.89,2860.2,0\\r\\n17536,7045,46,Female,0,self_employed,1020,2,1316,2,64.14,528.11,3173.11,3795.28,4494.6,1698.4,4885.76,4943.24,2340.28,1166.77,0\\r\\n17537,2709,34,Female,0,self_employed,409,1,943,13,2023,6738.41,2205.46,-1911.3,1429.14,0.57,11714.86,645.61,3802.46,1136.3,1\\r\\n17538,3135,46,Female,0,salaried,409,3,293,,2994.33,2994.33,2994.33,2975.36,0.49,0.49,0.49,0.49,2994.33,2994.33,0\\r\\n17539,5142,78,Female,0,self_employed,1020,1,143,0,38586.21,39025.79,41627.74,100587.92,1719.55,854.99,669.91,4017.96,36485.75,41242.41,0\\r\\n17540,284,40,Male,1,self_employed,491,3,93,23,1409.36,3342.01,2309.81,2094.99,171.96,571.96,6768.6,2588,2468.95,2454.52,0\\r\\n17541,2071,79,Male,0,salaried,905,2,1388,87,9654.18,10339.89,10086.23,8109.68,0.66,0.66,686.37,0.66,10316.24,10339.89,0\\r\\n17542,2828,33,Male,0,self_employed,1022,3,577,117,660.41,1500.81,2061.6,42.42,0.27,0.27,869.24,819.24,1017.45,1824.29,1\\r\\n17543,1781,48,Female,0,self_employed,904,1,1112,72,1158.04,1158.04,4942.99,1888.47,0.27,0.27,0.27,0.27,1158.04,1158.04,1\\r\\n17545,1161,23,Female,0,student,1258,2,2110,6,3935.51,2286.54,3130.69,5634.66,2357.71,0.57,0.57,1429.13,2261.41,2701.29,0\\r\\n17546,641,53,Female,,self_employed,1088,2,3556,31,7603.4,7470.31,7518.84,7041.19,0.24,571.67,0.24,643.1,7589.63,7252.8,0\\r\\n17547,3436,54,Male,0,self_employed,15,3,6,357,2534.39,2511.99,2513.28,2673.29,0.24,0.24,0.24,0.24,2515.85,2511.99,0\\r\\n17548,2155,51,Male,0,self_employed,1132,2,1906,17,5599.86,6999.86,5672.3,1571.82,1428.9,0.33,2986.04,1021.76,6958.48,7646.23,0\\r\\n17549,1842,28,Female,0,self_employed,557,1,284,0,6821.02,6535.3,6538.59,6574.8,286.21,0.5,0.5,0.5,6545.16,6535.3,0\\r\\n17550,2797,79,Female,0,self_employed,382,2,785,,3261.92,3261.92,3261.92,3240.81,0.39,0.39,0.39,0.39,3261.92,3261.92,0\\r\\n17551,1650,59,Male,0,self_employed,542,3,1984,,2529.63,2529.63,2529.63,2831.66,0.01,0.01,0.01,0.01,2529.63,2529.63,0\\r\\n17552,4864,17,Female,0,self_employed,1096,2,89,179,4344.26,4358.54,4371.27,4371.47,0.46,0.46,0.46,0.46,4357.56,4370.99,0\\r\\n17553,1377,62,Female,0,self_employed,1111,2,88,300,705.68,705.68,2303.22,3496.05,0.19,0.19,0.19,2857.33,705.68,2641.16,1\\r\\n17554,1354,78,Female,0,self_employed,1494,2,896,203,46998.57,47005.22,47031.96,46835.68,0.53,0.53,0.53,71.96,47002.01,47014.43,0\\r\\n17555,5178,52,Female,0,self_employed,1020,3,169,0,8772.61,7272.53,7714.97,14732.95,3839.86,4200.89,884.73,4092.44,6131.05,6308.73,1\\r\\n17556,2729,14,Female,0,student,146,1,53,25,32220.24,31473.54,31545.88,26046.97,732.76,0.34,0.34,0.34,32114.78,31469.39,0\\r\\n17557,2738,53,Male,0,salaried,1635,2,961,28,3763.71,3470.37,4086.97,4302.7,308.21,308.21,0.59,1772.01,3771.1,3534.43,0\\r\\n17558,984,66,Female,0,self_employed,745,3,2080,187,5831.89,5872.68,6154.96,8615.5,0.36,0.36,41.14,778.97,5867.05,5930.78,0\\r\\n17559,1707,34,Female,0,self_employed,834,2,349,26,958.04,6057.53,2959.76,2941.72,143.29,0.43,6244.49,1304.71,1001.43,3882.58,1\\r\\n17560,3377,54,Female,0,self_employed,1429,3,181,88,1919.61,1813.12,1927.84,584.85,0.07,0.07,100.07,100.07,1848.95,1761.15,0\\r\\n17561,2263,63,Male,0,salaried,1328,2,362,46,2898.42,3014.62,2961.36,2918.77,0.26,43.11,116.46,0.26,2917.05,2995.27,1\\r\\n17562,1135,55,Male,,self_employed,1055,2,1635,28,1976.98,2519.62,3445.94,120.37,5643.47,0.61,3357.76,211.24,6601.09,2405.08,1\\r\\n17563,2874,46,Male,0,salaried,146,1,286,58,8981.89,11362.7,11601.72,14014.19,0.6,277.03,0.6,719.1,8959.72,11823,0\\r\\n17564,4009,44,Female,0,self_employed,1084,2,540,18,2180.34,2180.34,2180.34,2897.84,1429.23,0.66,1429.23,0.66,2180.34,2180.34,0\\r\\n17565,3006,68,Male,0,salaried,485,2,520,17,1209.62,1621.64,1890.02,9164.37,645.16,1720.06,580.97,493.82,1562.22,2023.18,0\\r\\n17566,519,56,Male,0,self_employed,1020,3,1357,11,280.87,300.13,1962.26,434.17,1643.04,857.33,1662.3,1759.23,865.97,4312.03,1\\r\\n17567,997,56,Male,0,self_employed,463,3,2268,154,11423.4,11416.04,11557.71,10052.16,0.34,0.34,0.34,286.06,11420.3,11554.28,0\\r\\n17568,1851,30,Female,0,self_employed,1096,2,1669,6,9027.12,8398.55,8807.52,8337.87,642.99,0.13,0.13,580.7,8540.91,8886.86,0\\r\\n17569,895,30,Female,0,student,1636,2,375,4,1181.98,1673.76,1731.81,2071.22,95.44,167.21,587.21,113.1,1465.37,1699.61,0\\r\\n17570,1076,34,Male,0,salaried,409,2,139,18,4924.88,4483.18,3967.92,2876.25,501.73,501.73,76.54,242.97,4773.25,4088.18,0\\r\\n17571,1977,50,Male,0,self_employed,146,1,157,19,517.39,626.26,2131.88,1244.8,1071.9,357.61,355.54,86.24,532.97,673.33,0\\r\\n17572,2375,33,Female,0,salaried,409,3,481,23,11799.32,12068.16,12868.59,13791.19,317.31,317.31,600.44,2857.59,11744.69,12293.55,0\\r\\n17573,2709,32,Female,0,salaried,1322,3,176,,2089.49,2089.49,2120.21,3617.28,0.06,0.06,0.06,0.06,2089.49,2089.49,0\\r\\n17574,1087,61,Male,0,salaried,1232,3,1791,33,2663.63,8361.58,2589.95,17528.25,0.6,7500.6,6072.03,400.6,2858.99,2657.63,0\\r\\n17576,1159,35,Female,0,self_employed,1232,3,29,318,2744.94,2744.94,2744.94,2847.12,0.09,0.09,0.09,0.09,2744.94,2744.94,0\\r\\n17577,2681,34,Female,2,self_employed,1020,2,546,206,2317.41,3372.82,1528.82,3183.2,0.19,0.19,714.47,1428.76,1780.81,1896.02,0\\r\\n17578,1373,54,Male,0,self_employed,1350,3,2214,47,2654,4082.57,3890.45,8888.4,0.43,2857.57,1429,0.43,3934.78,2976.58,1\\r\\n17579,1967,64,Female,0,self_employed,1525,2,488,66,4971.08,4971.08,4938.24,4583.85,0.33,0.33,0.33,0.33,4971.08,4971.08,0\\r\\n17580,1530,81,Male,0,self_employed,1111,1,88,21,32102.55,26896.76,28165.77,22681.47,6471.99,6471.99,1266.2,745.26,32494.93,27046.7,0\\r\\n17581,731,3,Female,,student,834,1,14,73,1123.06,1123.06,3143.85,15510.82,0.54,0.54,0.54,1953.31,1123.06,1362.89,0\\r\\n17582,1867,41,Female,0,self_employed,235,3,733,17,1446.74,1424.84,1545.8,1596.69,385.63,1087.11,355.69,0.54,1404.63,1586.94,0\\r\\n17583,1263,16,Male,0,student,1644,3,2563,83,10036.42,10036.42,9988.03,8589.57,0.36,0.36,0.36,0.36,10036.42,10036.42,0\\r\\n17584,1051,26,Male,0,student,745,2,127,54,0.63,0.63,1588.25,5799.52,0.63,99.84,0.63,1128.04,0.63,431.14,1\\r\\n17586,1834,31,Male,0,self_employed,146,3,1045,,1485.76,1485.76,1485.76,1520.94,0.16,0.16,0.16,0.16,1485.76,1485.76,0\\r\\n17588,944,39,Male,0,salaried,1020,1,79,14,201799.8,23171.22,52989.46,28784.18,178571.49,0.06,0.06,1000.06,109401.77,23733.25,0\\r\\n17590,3315,49,Male,2,salaried,146,2,81,347,2798.62,25743.34,18496.59,7633.42,0.17,0.17,0.17,322.24,12784.33,21507.43,1\\r\\n17591,4048,56,Male,0,salaried,621,3,8,,674.57,1457.16,2118.71,2402.45,0.53,0.53,786.24,0.53,788.82,2729.78,0\\r\\n17593,1950,58,Female,0,self_employed,1020,1,2,21,410.49,1341.38,2923.49,3017.1,1.08,0.26,917.84,1743.11,547.79,2166.26,1\\r\\n17594,2194,60,Male,1,salaried,623,2,2398,20,1221.23,1471.23,1556.25,2394.57,536.16,0.44,786.16,86.16,1435.51,1464.51,1\\r\\n17595,215,61,Male,0,self_employed,615,3,1062,0,2473.49,2253.41,2267.14,2448.44,214.37,0.09,0.09,0.09,2265.01,2253.9,0\\r\\n17596,4583,41,Male,0,self_employed,1020,3,19,240,2651.28,3156.78,2628.94,1559.51,0.19,0.19,745.69,328.76,2870.47,2725.72,0\\r\\n17597,707,41,Male,2,salaried,1477,3,3580,3,13258,12066.04,11843.96,10789.85,1786.13,1243.27,124.17,181.31,12521.37,11936.08,0\\r\\n17598,3967,72,Female,0,self_employed,1169,2,188,,20033.62,20033.62,20217.95,21124.87,0.6,0.6,0.6,0.6,20033.62,20033.62,0\\r\\n17599,441,90,Male,,self_employed,762,2,195,32,409.75,409.75,1657.06,2394.83,0.53,1429.1,0.53,3429.1,409.75,2151.69,1\\r\\n17600,692,66,Female,0,self_employed,1020,1,582,21,12798.86,7441.71,9272.58,7391.43,8214.99,0.7,2857.84,0.7,12934.33,7441.71,0\\r\\n17601,1048,35,Male,0,self_employed,132,3,2994,10,1681.6,1721.68,1726.27,1767.26,0.13,0.13,0.13,0.13,1694.31,1733.4,0\\r\\n17602,1826,33,Male,0,self_employed,38,3,1881,265,20744.12,20929.83,21198.27,21861.82,0.6,0.6,372.03,826.31,20807.67,21226.28,0\\r\\n17603,1732,34,Male,0,self_employed,1020,1,322,317,2586.7,3551.84,3485.28,3529.32,0.19,0.19,0.19,0.19,3352.15,3551.84,0\\r\\n17604,434,35,Male,0,self_employed,1467,2,2939,14,2273.24,2585.13,1885.32,1599.93,428.94,1725.91,171.8,143.23,2693.02,1961.15,0\\r\\n17605,499,44,Female,0,salaried,1020,1,12,147,4263.85,7946.09,6557.13,12964.97,0.7,0.7,0.7,0.7,4537.5,7809.64,1\\r\\n17606,488,55,Female,,self_employed,656,1,1315,119,24941.27,24941.27,24885.43,24440.34,0.43,0.43,0.43,0.43,24941.27,24859.31,0\\r\\n17607,1984,21,Female,0,student,15,2,970,73,301.8,11730.37,7202.54,289.96,0.1,0.1,11428.67,2857.24,1089.97,12652.03,1\\r\\n17608,3875,44,Male,0,self_employed,1096,3,1375,35,1626.48,4129.53,1612.49,995.07,0.03,4285.74,2142.89,432.6,2739.04,1334.08,0\\r\\n17609,2881,31,Male,0,salaried,1020,2,419,38,9423.67,9719.32,9569.72,9496.06,0.46,193.3,296.11,0.46,9535.82,9588.69,0\\r\\n17610,348,90,,,self_employed,1494,1,67,35,121052.6,121052.6,98058.38,86827.21,0.11,37704.97,0.11,0.11,121052.6,89429.17,0\\r\\n17611,1971,47,Male,2,self_employed,575,3,392,20,7638.09,6829.84,6070.35,11627.81,2783.31,2497.6,1975.07,1068.43,7019.66,6337.38,0\\r\\n17612,2644,46,Female,0,self_employed,531,3,590,24,2449.91,2025.85,2373.06,1779.99,957.37,0.23,533.3,311.78,2630.43,2100.4,0\\r\\n17613,4827,52,Male,0,self_employed,1020,2,114,32,8659.94,16781.26,10851.17,9651.03,0.3,11428.87,6693.04,0.3,11657.64,10782.78,0\\r\\n17615,871,63,Male,0,self_employed,857,3,2021,69,1679.17,1688.51,1626.82,1599.58,0.04,0.04,9.39,43.63,1679.27,1711.01,1\\r\\n17616,4232,38,Female,,self_employed,572,1,189,336,395.12,281.58,2052.05,3321.72,0.6,0.6,0.6,2857.74,368.33,2665.33,0\\r\\n17617,3069,74,Male,1,retired,1020,1,321,4,794.78,9392.77,8037.71,24882.77,21169.37,832.5,30000.19,0.19,8010.79,9199.46,1\\r\\n17618,2592,40,Female,0,self_employed,146,2,312,0,609.65,982.22,3187.04,1026.57,15111.3,671.74,15107.46,714.6,4136.49,1100.85,0\\r\\n17619,1390,32,Female,0,salaried,146,2,261,0,14188.92,14188.92,14751.18,15468.13,318.09,30.81,0.23,1628.8,14188.92,14218.76,0\\r\\n17621,1188,72,Female,0,retired,1051,2,1941,133,4291.1,4291.1,4290.65,3837.75,0.37,0.37,0.37,0.37,4291.1,4291.1,0\\r\\n17622,6218,66,Female,0,self_employed,1150,2,108,9,1576.7,1190.99,1580.95,1288.79,286.19,0.47,286.19,1131.19,1390.49,1540.43,0\\r\\n17623,2959,51,Female,0,salaried,1020,2,12,,13675.79,13675.79,13675.79,13589.16,0.17,0.17,0.17,0.17,13675.79,13675.79,0\\r\\n17624,765,39,Male,,self_employed,1013,2,2226,179,28572.13,28572.13,28782.02,29010.8,0.13,0.13,0.13,610.13,28572.13,28591.81,0\\r\\n17625,2882,63,Female,0,self_employed,1096,3,587,167,14641.96,14641.96,14641.96,14550,0.36,0.36,0.36,0.36,14641.96,14641.96,0\\r\\n17626,3348,48,Female,0,salaried,630,1,404,68,2445.12,2103.91,3739.01,12480.76,0.49,0.49,96.17,3214.79,2339.42,2822.88,1\\r\\n17627,2235,40,Male,0,salaried,,3,764,,2313.46,1414.6,1623.69,1647.41,0.34,0.34,0.34,0.34,1910.52,1444.56,0\\r\\n17628,4150,45,Female,0,self_employed,409,3,217,17,1650.13,5935.85,1557.36,832.99,4286.1,4633.64,8571.81,0.39,1945.7,1750.97,0\\r\\n17629,718,30,Female,,salaried,334,2,750,,76.97,76.97,1531.19,2547.2,0.7,0.7,0.7,2757.84,76.97,1962.68,1\\r\\n17630,1960,36,Female,0,self_employed,531,3,26,3,759.79,1564.49,6021.46,7532.9,1432.36,983.33,1940.73,14777.39,921.34,8558.75,1\\r\\n17631,5662,56,Female,0,self_employed,1020,2,16,0,722.41,1191.91,1472.08,3035.18,357.73,0.59,910.5,889.73,460.07,1511.1,0\\r\\n17632,3980,48,Female,0,salaried,623,1,420,19,3902.2,18009.71,10586.97,4769.42,1407.43,41326.19,15810.93,28755.41,11891.43,15796.71,1\\r\\n17633,2070,51,Male,1,self_employed,146,1,1208,12,16343.5,14545.62,14147.05,12815.08,4478.59,4478.59,2288.35,3938.06,14080.24,11489.42,0\\r\\n17634,427,63,Male,0,self_employed,905,2,3269,6,5017.82,5368.74,5573.97,6062.12,14.59,0.3,351.23,428.87,5293.18,5631.42,0\\r\\n17635,1410,28,Male,0,salaried,133,3,366,5,2306.13,2020.42,1933.06,1257.82,285.96,0.24,0.24,0.24,2079.53,1992.77,0\\r\\n17636,1916,46,Male,0,salaried,621,3,219,47,2681.52,2681.52,2237.71,5415.58,0.46,857.6,0.46,0.46,2681.52,2321.37,0\\r\\n17637,1319,34,Male,2,self_employed,575,3,1002,0,8771.42,2519.82,4887.41,2878.92,2018.76,2171.43,11909.3,19344.79,3336.91,4303.05,0\\r\\n17638,976,80,Male,0,salaried,409,2,2035,11,6096.01,5617.44,5516.92,5176.07,492.99,285.84,0.13,0.13,5807.59,5396.7,0\\r\\n17639,2913,75,Female,0,self_employed,1020,3,321,304,7420.71,7235,6552.9,5504.67,0.31,0.31,214.6,0.31,7317.76,6391.94,0\\r\\n17640,2744,29,Male,0,student,1020,3,145,132,3006.48,3006.48,3006.48,2627.91,0.37,0.37,0.37,0.37,3006.48,3006.48,0\\r\\n17641,5795,65,Female,0,salaried,146,1,53,30,3096.99,2562.92,3157.66,3072.91,0.06,642.91,2107.2,1318.9,3097.45,3096.77,0\\r\\n17642,7128,63,Male,0,salaried,929,2,370,13,3390.95,3296.66,3311.84,3198.57,94.84,0.56,0.56,0.56,3342.18,3296.66,0\\r\\n17643,1658,45,Female,0,self_employed,259,3,2113,129,2178.1,2425.33,2466.94,1496.68,0.49,0.49,84.77,0.49,2292.61,2472.64,0\\r\\n17645,1346,42,Female,0,salaried,834,2,693,103,119.21,262.06,2137.98,3952.76,0.29,0.29,143.14,3786,242.36,2123.81,1\\r\\n17646,4286,63,Male,3,self_employed,59,3,257,0,2450.15,2664.37,2984.31,1630.54,209.79,812.2,24,4342.21,2627.98,2083.45,1\\r\\n17647,5779,69,Male,1,salaried,1020,1,19,262,2976.08,2612.87,2700.1,2716.11,0.41,0.41,0.41,0.41,2708.76,2612.87,0\\r\\n17648,2851,51,Female,0,self_employed,995,3,200,32,680.87,2171.07,4131.58,9.56,0.46,3786.17,1490.66,10997.16,1518.31,6662.21,1\\r\\n17649,805,3,Female,0,student,146,2,76,160,11.5,11.5,4030.55,9470.14,0.24,0.24,0.24,14285.96,11.5,11.5,1\\r\\n17650,3338,56,Male,0,salaried,1096,1,158,21,28657.19,24801.23,24296.87,18580.76,828.83,828.83,1623.89,2767.59,27609.7,23858.57,0\\r\\n17651,429,40,Male,0,self_employed,34,2,380,12,1441.88,7137.19,6584.81,11279.59,1562.2,0.27,3000.27,0.27,3848.06,7151.02,1\\r\\n17652,2630,39,Male,0,self_employed,409,2,247,44,5349.74,4709.85,4213.85,2474.34,0.57,667.64,74.97,1212.83,4819.15,4343.14,0\\r\\n17654,229,19,Male,,student,1180,2,162,217,311.17,9381.68,1720.88,2448.21,0.57,0.57,9066.24,0.57,3163.93,1577.45,0\\r\\n17655,924,62,Female,0,self_employed,834,3,515,153,2975.36,3046.79,3114.32,2909.59,0.07,0.07,0.07,0.07,3044.32,3113.61,0\\r\\n17656,307,64,Female,,self_employed,1096,3,482,80,3533.94,3974.45,4258.18,2463.97,0.57,0.57,1812.43,1517,4109.52,4191.94,0\\r\\n17657,4052,71,Female,0,self_employed,615,2,282,1,2512.04,2191.01,2617.86,2548.68,344.47,65.9,0.4,246.49,2508.08,2400.77,0\\r\\n17658,264,22,Female,0,student,409,2,120,6,2785.1,2509.89,2541.37,1436.26,368.01,368.01,164.23,279.29,2712.55,2497.45,0\\r\\n17659,3588,54,Male,0,salaried,1416,2,346,0,21007.54,31190.71,25305.58,33682.97,3101.56,3773.99,13284.73,258.99,24805.84,27874.68,0\\r\\n17660,3279,48,Female,0,self_employed,1020,3,567,0,6770.47,9223.1,10818.71,12153.38,250.41,631.84,13.27,10.41,7850.59,11424.39,0\\r\\n17661,1340,90,,0,self_employed,146,3,2565,301,1427.95,1427.95,5404.25,1352.46,0.2,0.2,0.2,0.2,1427.95,14481.19,0\\r\\n17662,416,61,Male,,self_employed,1348,2,2410,269,43777.21,43777.21,43775.63,43492.76,0.04,0.04,0.04,0.04,43777.21,43776.44,0\\r\\n17663,1181,62,Male,0,retired,318,2,213,12,3441.82,3348.96,3379.69,3836.28,378.79,378.79,143.07,0.21,3508.81,3354.04,0\\r\\n17664,4861,47,Female,0,salaried,1150,3,108,111,1553.71,1553.71,1550.3,1085.47,0.27,0.27,0.27,0.27,1553.71,1553.71,0\\r\\n17665,4954,74,Male,1,self_employed,1232,1,149,3,7690.6,7345.3,6764.77,4574.46,643.21,2097.95,161.77,407.41,7330.67,6418.58,0\\r\\n17666,4448,56,Male,0,salaried,698,2,231,31,9726.67,15440.95,16261.9,15053.78,0.21,7956.18,5714.5,15714.5,12682.33,13817.04,1\\r\\n17667,1845,40,Female,0,self_employed,15,2,300,6,4657.19,36261.28,19738.8,5309.73,7135.8,0.09,37233.3,626.09,4763.71,34374.71,1\\r\\n17668,978,40,Male,3,salaried,1096,3,588,,5962.82,4831.78,3746.25,2117.5,0.59,0.59,251.44,284.09,4819.4,3999.82,1\\r\\n17669,2040,38,Female,0,salaried,409,3,1092,247,36156.4,36360.54,34981.94,30366.25,0.17,0.17,204.31,346.61,36227.22,36774.05,0\\r\\n17670,1010,37,Male,0,self_employed,996,3,2460,3,3024.59,3024.59,2772.03,2558.39,357.71,1486.29,357.71,1429.14,2987.64,2283.57,0\\r\\n17671,1727,26,Male,0,self_employed,243,2,2586,3,2063.02,72791.59,24246.08,1272.51,4271.79,0.36,72143.21,146.85,21107.35,50148.07,1\\r\\n17672,311,90,,,self_employed,1020,1,240,13,9389.46,3313.83,2900.46,173.54,9185.71,5728.66,3110.09,2589.33,6490.78,2036.1,0\\r\\n17673,2411,42,Female,2,self_employed,452,3,637,14,459.34,8346.83,1448.17,2538.05,3429.06,10107.63,7415.57,2398.43,1055.26,2199.72,0\\r\\n17674,1771,33,Female,0,salaried,621,2,1988,23,9275.91,1346.15,4019.1,2990.41,7143.1,0.24,0.24,0.24,7874.06,1186.82,0\\r\\n17675,943,44,Female,0,self_employed,1135,1,117,194,1970.79,1970.79,1977.82,1976.89,0.2,0.2,0.2,0.2,1970.79,1978.12,0\\r\\n17676,2963,73,Male,0,self_employed,235,2,733,44,5125.94,5117.29,4719.06,3906.27,0.59,806.73,0.59,0.59,5118.83,4727.22,0\\r\\n17677,807,34,Male,3,salaried,1636,2,375,104,2626.85,2769.71,2800.96,3200.25,0.1,0.1,142.96,142.96,2651.48,2797.35,0\\r\\n17678,2238,51,Male,2,salaried,146,3,1752,12,10796.4,223.56,1628.51,262.13,2857.53,0.39,6921.96,686.24,4271.03,454.29,0\\r\\n17679,3125,41,Male,5,salaried,630,2,281,21,2418.18,1491.32,2136.11,2278.19,1305.46,500.17,143.03,676.01,2303.62,1982.86,0\\r\\n17680,2023,44,Male,4,self_employed,623,1,1635,0,2422.91,14432.89,8315.95,10667.94,8193.53,12738.53,20049.08,8241.74,6655.49,12300.89,1\\r\\n17682,1122,34,Female,0,self_employed,1621,1,50,3,460.15,2884.62,2449.28,1256.16,169.62,0.56,2250.2,28.51,1625.32,2891.89,1\\r\\n17683,7578,80,Female,0,retired,1020,1,2,5,0.2,11348.44,15991.9,10850.87,223967.38,0.2,235395.61,0.2,25278.83,11348.44,1\\r\\n17684,4148,90,Female,0,self_employed,1096,2,1343,13,7575.54,6727.97,7123.33,7419.29,143.36,0.5,0.5,1143.36,7302.32,6983.28,0\\r\\n17685,6061,84,Male,0,retired,409,3,1668,0,2367.06,1841.91,1657.3,6210.04,554.33,716.33,0.26,51.4,2131,1602.34,0\\r\\n17686,1252,63,Male,0,retired,69,2,2564,311,4615.59,4615.59,4692.39,4729.59,0.51,0.51,0.51,143.37,4615.59,4703.14,0\\r\\n17687,507,62,Male,,self_employed,1357,3,2979,12,2234.92,107.77,2425.44,1752.76,214.43,0.14,7944.43,500.14,4674.13,167.68,1\\r\\n17688,2018,42,Female,0,self_employed,1020,2,997,17,2053.42,2701.18,2713.67,1582.9,15904.45,1428.63,16552.21,1228.96,3280.54,2779.39,0\\r\\n17689,613,7,Female,0,student,146,3,1472,249,7087.6,7087.6,7087.6,7051.21,0.53,0.53,0.53,0.53,7087.6,7087.6,0\\r\\n17690,460,20,Female,0,student,1232,1,7,19,5017.66,40733.58,13152.36,11461.12,329.1,28369.07,329.1,0.53,7481.95,23887.98,0\\r\\n17691,4632,35,Female,0,self_employed,1020,2,16,,1467.21,1467.21,1467.21,1457.92,0.64,0.64,0.64,0.64,1467.21,1467.21,0\\r\\n17692,3187,50,Male,2,self_employed,179,2,641,23,12832.07,14058.89,13647.04,14358.72,263.63,1188.63,1465.41,608.27,13365.85,14002.63,1\\r\\n17693,4569,57,Male,0,self_employed,1020,1,19,,2930.89,2946.84,3013.93,2172.96,0.01,0.01,0.01,0.01,2946.29,3009.05,1\\r\\n17694,2138,35,Female,0,self_employed,1574,3,570,272,2447.59,1690.14,1808.72,2177.27,0.14,0.14,1899.79,0.14,2045.88,1690.14,0\\r\\n17695,1657,58,Female,0,self_employed,61,2,856,74,1596,3038.86,3477.27,4598.88,0.01,0.01,14.3,0.01,1843.79,3036.3,1\\r\\n17696,1088,37,Female,0,,830,3,2016,,1436.74,1433.92,1479.17,2137.45,0.03,0.03,0.03,0.03,1434.02,1433.92,0\\r\\n17697,1717,35,Male,0,salaried,708,3,2101,136,1429.15,1429.15,1737.9,3517.99,0.66,0.66,0.66,786.37,1429.15,1569.7,1\\r\\n17698,443,90,,,self_employed,288,3,2979,60,3618.86,10329.64,10177.09,39416.71,0.57,0.57,0.57,0.57,9084.52,10549.4,1\\r\\n17699,325,64,Male,,retired,409,3,1392,46,6985.78,9382.39,11318.45,13804.75,0.29,5.54,143.14,0.29,7872.87,12189.48,1\\r\\n17700,5224,44,Female,0,self_employed,1020,2,2,191,4560.2,4835.78,4993.83,6167.16,0.56,0.56,276.13,269.65,4624.56,4970.12,0\\r\\n17701,4736,39,Female,0,salaried,1020,1,582,18,6992.92,4564.35,4881.89,6017.71,2429.03,586.17,0.46,0.46,6529.87,4317.36,0\\r\\n17702,2092,46,Male,0,self_employed,152,2,779,38,2354.64,2352.37,2203.22,3151.55,0.53,772.67,0.53,0.53,2353.23,1868.81,1\\r\\n17703,7038,82,Male,1,self_employed,575,3,353,75,1800.73,1922.38,2078.94,611.41,0.67,0.67,1635.29,3286.39,1972.11,2628.79,1\\r\\n17705,344,23,Female,,student,15,2,49,49,4058.82,4058.82,3879.14,2475.63,0.44,304.04,0.44,0.44,4058.82,3961.04,0\\r\\n17706,2258,45,Male,0,self_employed,485,2,401,38,492.45,558.19,1656.64,206.95,0.51,1332.66,0.51,8571.94,524.78,1498.2,1\\r\\n17707,1605,35,Male,2,self_employed,623,1,1626,11,885.78,631.7,1857.31,2627.42,1307.57,0.29,396.8,13.96,934.38,907.83,1\\r\\n17708,2376,46,Male,0,salaried,1622,2,4011,0,1295.49,1485.58,3341.64,2093.7,3620.32,11071.74,2104.97,9775.76,416.45,3570.82,0\\r\\n17709,6718,43,Male,0,salaried,1020,3,15,27,12306.36,12365.65,12854.53,9518.53,1315.01,1312.83,1378.54,1386.66,13098.96,12761.18,0\\r\\n17710,2231,65,Female,0,self_employed,1111,2,1603,10,3762.04,3056.74,3546.37,6318.08,906.83,372.16,201.53,602.43,3293.57,3082.12,0\\r\\n17711,4571,67,Female,0,self_employed,657,2,180,153,248.63,252.06,6707.59,7969.45,0.06,0.06,3.49,10010.34,250.34,9610.08,1\\r\\n17713,1490,49,Male,0,self_employed,1425,3,2348,60,3461.42,3473.6,3595.24,1538.18,0.49,0.49,0.49,143.34,3467.52,3663.89,0\\r\\n17714,2266,34,Male,3,self_employed,569,3,1763,10,152.49,122.86,1936.04,1660.27,4171.89,8601.79,4570.74,10706.93,329.22,1199.65,0\\r\\n17715,1321,66,Male,2,retired,61,3,115,34,29894.02,29894.02,12146.48,847.89,0.2,29473.78,0.2,0.2,29894.02,6125,0\\r\\n17716,2478,12,Male,0,student,363,3,1068,21,1627.88,1484.02,1590.13,1679.07,72.6,0.17,0.17,6.84,1605.47,1480.62,0\\r\\n17717,3188,40,Male,0,self_employed,834,2,2591,356,3151.7,3151.7,3152.51,3134.25,0.54,0.54,0.54,0.54,3151.7,3151.7,0\\r\\n17718,4286,45,Male,0,salaried,1096,3,120,3,1569.27,1064.74,3772.58,3528.44,6907.47,5653.37,10260.33,15156.17,1820.16,3254.9,0\\r\\n17719,5068,81,Male,0,retired,1150,2,61,329,3226.09,3226.09,3221.26,3188.63,0.36,0.36,0.36,0.36,3226.09,3224.81,0\\r\\n17720,2266,33,Female,0,self_employed,1020,1,1452,35,3306.56,3306.56,2703.65,1246.48,0.44,1071.87,0.44,0.44,3306.56,2569.24,0\\r\\n17721,293,41,Male,0,self_employed,1096,3,4279,5,2493.61,3222.17,2692.73,3617.77,1000.43,700.43,1714.71,248.64,3197.55,3031.91,1\\r\\n17722,2922,39,Male,0,self_employed,1540,3,670,192,8249.6,9130.54,7093.17,5411.48,0.33,0.33,1221.41,6235.71,8815.22,7310.79,0\\r\\n17723,302,21,Female,,student,409,3,4296,76,6444.46,6587.31,6799.73,8051.84,0.33,0.33,0.33,0.33,6570.57,6703.44,0\\r\\n17724,2154,24,Male,0,self_employed,1020,2,582,17,2607.39,1450.03,1648.21,5747.84,1327.94,1327.94,334.87,457.29,2144.04,1374.16,0\\r\\n17725,1358,45,Male,0,self_employed,585,2,810,319,4405.17,4422.58,4480.78,5009.8,0.64,0.64,0.64,0.64,4409.97,4426.08,0\\r\\n17726,758,33,Male,4,salaried,623,3,3122,0,676.9,2488.13,2083.02,2805.59,2787.19,2763.33,4959.14,2754.14,1171.07,2221.31,1\\r\\n17727,3275,90,,0,self_employed,,2,175,,6675.91,6675.91,6673.74,6620.16,0.19,0.19,0.19,0.19,6675.91,6672.77,0\\r\\n17729,883,55,Female,0,self_employed,623,3,126,7,2910.26,5050.64,2875.47,1123.2,5977.94,8077.89,10290.59,4919.44,3746.21,3835.75,0\\r\\n17730,610,2,Male,,student,318,1,873,,2760.25,2760.25,2760.25,1446.1,0.01,0.01,0.01,0.01,2760.25,2760.25,0\\r\\n17732,187,35,Female,2,salaried,1232,2,103,33,8125.67,7525.45,5737.87,2551.2,0.51,2871.94,100.51,14.8,7938.86,5152.47,0\\r\\n17733,191,29,Male,0,self_employed,1002,3,303,158,1436.91,1436.91,1436.91,1069.46,0.2,0.2,0.2,0.2,1436.91,1436.91,0\\r\\n17734,2170,51,Male,0,self_employed,1494,2,67,18,4948.33,5599.21,5698.6,7599.83,100.37,100.37,851.26,557.51,5373.89,5813.96,0\\r\\n17735,4729,40,Female,0,self_employed,1020,1,143,76,22810.08,26146.46,26630.16,27984.73,0.23,0.23,2404.51,1537.09,24887.35,27097.08,0\\r\\n17736,2011,51,Female,0,salaried,1055,2,1642,63,9837.05,9837.05,9490.66,9681.75,0.46,0.46,0.46,0.46,9837.05,9837.05,0\\r\\n17737,1969,52,Female,0,self_employed,1020,3,1108,20,5232.79,3562.64,3958.13,3446.1,1409.9,0.33,168.33,99.86,4572.48,3604.38,0\\r\\n17738,958,24,Male,2,self_employed,905,2,1832,61,33061.16,32000.34,31998.64,24359.72,0.64,0.64,4294.29,6488.7,32117.21,32477.95,0\\r\\n17739,6506,57,Male,0,salaried,409,2,329,6,18147.87,6743.7,6207.48,4468.5,12233.64,0.5,13318.41,865.68,9360.52,4132.32,0\\r\\n17740,536,90,,0,self_employed,1076,2,1246,56,107.4,124.82,1953.68,2244.1,0.6,31253.4,18.01,31441.11,117.33,4621.5,0\\r\\n17742,3995,50,Male,0,salaried,575,2,1202,7,1215.09,7404.8,3289.98,2063.52,715.63,20271.76,1875.53,73095.13,1294.57,8355.87,1\\r\\n17743,2858,47,Female,0,salaried,1096,2,193,118,1462.48,1462.48,1462.48,1451.57,0.1,0.1,0.1,0.1,1462.48,1462.48,0\\r\\n17744,1433,74,Male,1,retired,834,2,334,3,6681.7,6593.93,6562.45,8302.86,95.12,153.4,0.24,0.24,6640.99,6500.03,0\\r\\n17745,3080,50,Male,0,self_employed,1020,3,159,3,929.12,2232.85,3352.79,1996.49,10844.82,714.81,11777.04,5733.87,6052.27,2611.06,0\\r\\n17746,797,44,Male,3,self_employed,1020,3,411,35,1203.39,1646.87,1856.23,2947.39,0.66,254.17,444.13,2876.46,1442.12,2501.52,0\\r\\n17747,3177,56,Male,3,self_employed,146,3,714,47,2783.92,6194.67,3585.78,1303.07,0.6,5372.76,3411.36,1725.64,4501.58,4712.02,0\\r\\n17748,808,64,Male,2,retired,575,3,1203,17,1065.37,2674.5,2472.67,1447.35,365.49,222.6,2074.61,943.76,1457.46,2865.27,0\\r\\n17749,3015,50,Male,0,salaried,623,2,1626,28,13212.38,12694.76,13090.34,12401.42,2247.36,0.41,1571.84,225,13843.86,12706.52,0\\r\\n17750,2231,41,Female,0,self_employed,146,1,354,160,358.01,358.01,1967.11,6893.13,0.46,0.46,0.46,368.31,358.01,547.87,0\\r\\n17751,847,29,Female,0,self_employed,174,3,1129,,9096.1,9307.53,9516.3,8194.99,0.67,0.67,423.53,864.96,9191.22,9567.89,0\\r\\n17752,5105,67,Female,0,self_employed,1096,2,933,4,4094.07,2788.85,2823.76,2654.9,1295.2,77.09,0.17,0.17,3012.48,2766.91,0\\r\\n17753,420,75,Male,,retired,1540,3,1600,268,13243.57,13243.57,13242.31,13153.16,0.51,0.51,0.51,0.51,13243.57,13243.04,0\\r\\n17754,2221,74,Female,0,self_employed,409,2,247,10,399.32,704.57,1725.9,1288.57,7685.9,21957.33,8000.19,26500.19,509.64,2262.46,1\\r\\n17755,3856,68,Male,0,self_employed,1294,2,719,139,17057.03,17057.03,17057.03,12696.88,0.26,0.26,0.26,0.26,17057.03,17057.03,0\\r\\n17756,1028,31,Female,0,self_employed,834,3,428,139,4020.68,4327.09,5844.38,5651.34,0.3,0.3,306.7,357.44,6113.66,4626.62,0\\r\\n17757,1989,40,Male,0,salaried,1084,2,258,0,2368.25,4155.59,2755.23,2311.03,1724.73,1887.87,2857.83,545.69,3234.39,2655.88,0\\r\\n17758,1649,33,Female,0,salaried,,3,315,187,2642.23,2713.66,2713.66,2922.58,0.33,0.33,0.33,0.33,2642.23,2713.66,0\\r\\n17759,804,61,Male,1,salaried,834,2,18,31,7196.16,7481.87,5726.51,5387.71,0.49,4286.2,0.49,0.49,7321.77,3587.86,0\\r\\n17762,719,90,Male,0,self_employed,1289,2,805,181,25915.21,25915.21,25915.21,51900.12,0.23,0.23,0.23,0.23,25915.21,25915.21,0\\r\\n17763,1235,44,Female,0,self_employed,369,2,2275,,1407.79,2193.5,2212.65,2787.96,0.01,0.01,1571.44,171.44,1976.75,2223.92,1\\r\\n17764,4482,41,Male,1,self_employed,664,3,1954,27,5979.91,8694.92,7545.83,7132.17,7143.21,2637.79,0.36,0.36,8285.71,6312.73,0\\r\\n17765,1464,35,Male,2,self_employed,334,1,444,193,10662.35,10264.27,10388.11,10544.96,0.36,0.36,145.13,49.99,10676.63,10272.97,0\\r\\n17766,2212,31,Male,0,self_employed,623,2,1629,41,16432.56,30003.99,19095.31,27097.83,0.34,21428.91,13571.77,7143.2,19536.01,24243.62,1\\r\\n17767,1890,43,Male,0,self_employed,630,3,1771,193,3411.33,3411.33,3411.33,3476.18,0.16,0.16,0.16,0.16,3411.33,3411.33,0\\r\\n17768,1683,12,Male,0,student,745,3,1475,13,8616.48,8402.2,8333.76,7776.61,214.5,143.07,0.21,0.21,8505.64,8314.64,0\\r\\n17769,315,27,Female,,self_employed,1271,1,101,44,1943.67,1943.67,1943.67,1933.42,0.43,2857.57,0.43,2857.57,1943.67,1943.67,0\\r\\n17770,4710,47,Female,0,self_employed,1548,3,214,74,1709.02,1779.57,1710.98,1370.25,0.7,0.7,0.7,0.7,1764.97,1834.18,0\\r\\n17771,2373,18,Female,0,student,478,2,915,111,8298.25,8425.82,9196.83,7388.79,0.07,0.07,113.36,1428.64,8370.64,8946.1,0\\r\\n17772,287,27,Male,0,self_employed,578,2,2282,159,749.73,1109.06,1430.74,1479.22,0.39,0.39,359.72,773.7,972.76,1437.08,1\\r\\n17773,1751,42,Female,0,salaried,146,2,1753,11,2487.76,64.55,1730.48,770.73,2393.86,68.24,151.3,2165,1185.06,2080.1,0\\r\\n17774,1195,45,Male,2,salaried,649,2,2837,20,2702.96,4891.57,4119.75,2721.31,7142.94,3167.23,34385,7079.84,5256.63,3128.93,1\\r\\n17775,3420,36,Female,0,self_employed,61,2,476,,2027.47,2027.47,2480.62,2724.39,0.66,0.66,0.66,0.66,2027.47,2672.63,0\\r\\n17776,2948,54,Male,0,salaried,1271,3,379,264,5143,5143,5166.46,5475.87,0.29,0.29,0.29,0.29,5143,5143,0\\r\\n17777,6194,40,Female,0,self_employed,1020,1,240,104,17366.27,17334.67,17337.18,24256.33,0.47,0.47,0.47,0.47,17346.13,17334.67,0\\r\\n17778,977,62,Female,0,self_employed,234,3,168,55,2143.5,2224.76,2243.27,2147.38,0.59,774.16,81.84,500.59,2174.32,2499.4,0\\r\\n17779,753,25,Female,0,student,409,3,1261,164,6459.56,6459.56,7104.72,8384.95,0.47,0.47,0.47,0.47,6459.56,6459.56,0\\r\\n17780,545,82,Female,0,self_employed,1020,1,625,21,497.75,4418.41,4982.25,8309.64,57160.86,558.1,60940.29,3337.31,8320.97,3425.15,0\\r\\n17781,1797,61,Male,0,self_employed,1525,2,376,97,3891.87,3891.87,4343.95,4875.52,0.03,0.03,0.03,714.31,3891.87,4537.03,0\\r\\n17782,2182,38,Female,0,self_employed,,2,267,59,4657.33,4771.62,3283.07,1239.75,0.04,4642.9,0.04,0.04,4692.8,4652.52,0\\r\\n17783,842,38,Male,,self_employed,249,2,2724,5,2894.71,2641.28,2976.16,3198.65,287.51,1.31,33.14,523.8,2882.31,2838.83,0\\r\\n17784,4367,33,Male,0,salaried,649,3,289,105,5575.47,5704.04,5705.11,5342.96,0.49,0.49,129.06,12.63,5655.27,5707.95,0\\r\\n17785,4377,37,Female,0,self_employed,1525,2,160,21,4440.14,4101.26,4088.28,4092.21,339.74,339.57,0.46,0.46,4543.68,4024.69,0\\r\\n17787,1140,60,Male,0,self_employed,905,2,1380,31,7979.65,7979.65,6381.94,3668.32,0.59,3032.13,0.59,0.59,7979.65,5914.9,0\\r\\n17788,1563,56,Female,0,self_employed,491,2,2535,4,1481.25,1166.97,1808.45,3645.79,786.37,786.37,472.09,1616.37,1258.59,2084.39,0\\r\\n17789,3472,57,Female,0,self_employed,905,2,34,49,5285.5,5282.99,3546.65,2146.39,0.53,4286.24,0.53,0.53,5285.15,3899.78,0\\r\\n17790,503,65,Female,0,retired,15,1,1682,13,291.44,1699.66,1564.58,1646.74,1600.47,0.47,3200.47,0.47,1294.42,1699.66,0\\r\\n17791,2476,12,Female,0,student,1020,1,175,,2111.09,1968.23,2010.92,1955.76,0.27,0.27,0.27,0.27,2096.31,1968.23,0\\r\\n17792,3114,79,Female,0,self_employed,146,1,77,33,4747.56,3999.31,3522.22,2286.83,0.63,33.91,286.34,1124.61,3723.87,3575.37,0\\r\\n17795,3215,43,Male,0,salaried,1552,2,791,41,3364.98,20725.39,7474.12,8114.91,0.17,14428.74,17714.46,0.17,3352.61,13443.03,0\\r\\n17796,2762,44,Male,0,self_employed,409,2,89,38,21435.43,15177.43,32272.73,54701.1,0.13,565.96,0.13,57142.99,19165,14555.64,0\\r\\n17797,1210,58,Male,0,salaried,575,2,44,3,19683.44,20609.77,20697.39,19492.32,3008.56,3936.97,286.1,2456.11,19787.63,20457.03,0\\r\\n17798,269,49,Female,0,self_employed,1232,1,29,19,32027.24,32598.67,32508.36,31135.73,143.5,0.64,714.93,0.64,32327.73,32598.67,1\\r\\n17799,2183,35,Male,0,salaried,834,3,22,30,3441.38,9261.71,2629.51,1794.89,0.3,6453.8,5971.73,157.44,3696.42,2875.78,0\\r\\n17800,3038,31,Male,0,salaried,834,3,219,63,3913.81,2270.96,2131.18,685.48,0.09,0.09,214.37,21.81,3416.28,2064.31,0\\r\\n17801,3471,43,Female,0,self_employed,1096,2,292,75,41.93,3845.56,3091.68,853.17,0.13,0.13,4513.42,0.13,448.29,3845.56,1\\r\\n17802,1467,32,Female,0,salaried,1042,2,1853,44,2040,2054.1,2125.69,4171.9,0.16,0.89,11.47,25.6,2049.32,2079.05,0\\r\\n17803,438,22,Male,0,self_employed,116,2,1949,,3921.07,3921.07,3927.98,4535.13,0.43,0.43,0.43,0.43,3921.07,3921.07,0\\r\\n17804,2887,29,Male,0,self_employed,1232,3,794,6,985.73,0.52,4636.94,35858.25,2179.26,339.51,1307.45,14808.61,922.3,6018.44,1\\r\\n17805,5432,57,Male,0,salaried,1020,1,12,0,155000.01,142531.03,125967.61,61040.88,16768.19,18141,3374.24,1714.96,138509.23,127373.38,0\\r\\n17806,2117,66,Female,0,self_employed,1525,1,1085,0,3844.19,3772.39,3778.42,3465.83,72.48,0.69,0.69,0.69,3811.35,3772.39,0\\r\\n17807,1751,43,Male,0,self_employed,1020,2,15,12,127.67,1223.85,3998.45,1309.27,714.97,1072.11,1812.97,664.54,417.18,639.96,0\\r\\n17808,1886,34,Female,0,self_employed,409,2,120,23,13.88,2771.02,2369.8,1802.33,1429.03,1429.03,0.46,0.46,2507.47,2706.5,0\\r\\n17809,630,53,Female,,self_employed,1294,3,150,4,9815.63,5379.2,6089.45,6200.47,4714.84,286.27,0.56,0.56,7337.69,5307.68,0\\r\\n17810,446,52,Male,0,salaried,1089,2,3357,147,573.48,2287.77,3159.08,4499.3,0.63,0.63,1714.91,2000.63,1196.64,3679.48,1\\r\\n17812,1857,33,Female,0,self_employed,334,3,847,17,1558.88,1267.28,1527.95,1370.63,75.6,0.6,443.46,655.2,1215.79,1512.25,0\\r\\n17813,3186,72,Male,0,retired,491,2,615,,2823.75,2830.89,2838.89,2600.4,0.29,0.29,114.57,71.71,2895.43,2830.56,0\\r\\n17814,1342,29,Female,0,salaried,531,3,573,14,5506.82,6428.24,6259.95,5508.68,421.93,421.93,2126.21,45.19,6528.74,6335.54,0\\r\\n17815,2921,26,Male,0,self_employed,1096,1,3,,1076.32,1222.14,1482.18,2334.96,0.53,0.53,146.35,346.71,1212.08,1456.65,0\\r\\n17816,1175,35,Female,3,self_employed,852,3,1507,0,3578.38,3482.38,3241.99,2699.54,490.64,518.76,294.05,651.33,3244.52,3155.13,0\\r\\n17817,3628,36,Male,0,self_employed,995,2,1422,,4784.59,4784.59,4784.59,4754.29,0.4,0.4,0.4,0.4,4784.59,4784.59,0\\r\\n17818,1829,33,Female,0,student,617,3,229,12,3824.83,3324.83,3252.64,2926.54,857.51,0.37,357.51,0.37,3778.03,3140.5,0\\r\\n17819,1178,25,Female,0,self_employed,,3,2738,14,3506.79,4182.91,5047.08,5989.57,1.52,5843.63,834.5,5214.79,3661.7,3644.49,0\\r\\n17820,2565,39,Male,1,salaried,1181,2,235,74,1235.51,3020.32,2739.2,3598.19,0.23,0.23,1992.45,5980.49,1822.29,2029.38,0\\r\\n17821,1336,43,Male,1,salaried,910,3,2435,26,2906.17,3149.44,3017.32,2459.31,1113.36,1113.36,1670.74,656.46,3209.4,3198.52,0\\r\\n17822,869,54,Female,0,self_employed,491,2,480,,2064.47,2064.47,2064.47,2051.36,0.56,0.56,0.56,0.56,2064.47,2064.47,0\\r\\n17823,3088,56,Female,0,self_employed,834,1,18,168,16398.66,16398.66,16398.66,15522.82,0.59,0.59,0.59,0.59,16398.66,16398.66,0\\r\\n17824,1185,35,Male,0,salaried,578,3,2282,207,1441.37,1441.37,1439.8,1437.89,0.56,0.56,0.56,0.56,1441.37,1441.04,0\\r\\n17825,2697,41,Male,4,self_employed,,2,568,13,206.02,3507.32,1876.95,1294.6,1072.68,5443.5,4337.66,4037.17,1785.18,2178.23,0\\r\\n17826,578,14,Male,0,student,1096,3,1375,20,1844.09,1415.51,1566.85,1650.39,500.64,0.64,0.64,0.64,1738.17,1445.47,0\\r\\n17827,1022,49,Female,0,salaried,1181,3,235,40,2076.76,2076.76,1622.21,1138.03,0.36,714.64,0.36,0.36,2076.76,1855.06,0\\r\\n17828,4479,43,Male,0,self_employed,698,3,231,6,1311.25,2260.72,1498.53,1522.93,143.1,1428.81,835.53,328.73,1229.47,1596.14,0\\r\\n17829,898,73,Female,0,self_employed,1563,3,2616,32,3767.1,3912.81,3237.65,1350.15,0.31,671.74,146.03,271.74,3772.12,3485.63,0\\r\\n17830,2060,61,Male,1,self_employed,904,2,1782,0,5634.37,2478.28,4131.08,8214.73,3898.81,71.86,759.71,3965.57,3078.04,2942.95,0\\r\\n17831,597,59,Female,1,salaried,1096,3,503,210,2172.81,2172.81,2190.44,2256.82,0.33,0.33,0.33,0.33,2172.81,2172.97,0\\r\\n17832,2908,27,Male,0,student,61,3,115,54,3509.1,3544.27,3377.47,3147.56,0.26,571.69,39.71,103.86,3529.87,3511.26,0\\r\\n17834,5458,55,Male,0,salaried,1020,1,114,3,15208.26,11651.64,11651.8,11124.82,6837.77,3140.94,3304.44,890.44,13945.73,11746.05,0\\r\\n17835,3962,59,Male,3,self_employed,834,2,1404,28,17736.94,24517.41,28641.02,32325.81,429.27,429.27,7627.66,3572.13,19755.98,33225.25,0\\r\\n17836,774,78,Female,0,self_employed,578,2,399,104,5808.74,5219.04,5157.26,4503.57,0.59,0.59,0.59,0.59,5442.73,5104.89,0\\r\\n17837,1098,37,Male,0,self_employed,15,2,971,13,988.96,14684.71,5117.97,6278.33,643.34,14535.5,14339.09,61.33,1158.15,13770.86,0\\r\\n17838,4140,55,Male,0,salaried,1046,2,102,,2143.64,2143.64,2143.64,2505.38,0.57,0.57,0.57,0.57,2143.64,2143.64,0\\r\\n17839,653,46,Female,,salaried,1111,2,1292,57,2615.85,2758.71,2466.93,13785.61,0.53,914.17,0.53,91.89,2615.85,2705.66,0\\r\\n17840,5831,44,Male,3,salaried,1096,1,32,,13794.94,14374.52,14642.29,16270.62,0.31,0.31,0.31,0.31,14074.74,14636.27,0\\r\\n17841,328,35,Female,,self_employed,623,3,2073,38,3045.13,3045.13,1513.02,142.75,0.54,2714.83,0.54,0.54,3045.13,1206.42,0\\r\\n17842,2730,33,Male,2,salaried,1096,1,27,12,4689.24,773.4,23628.51,45934.01,5517.11,8471.71,25444.89,63263.36,5392.52,14791.56,0\\r\\n17843,746,29,Female,0,salaried,491,3,2685,,6236.39,7636.39,7391.24,4766.23,0.56,0.56,1400.56,25.51,7481.71,7654.23,0\\r\\n17844,4575,80,Male,0,retired,1388,1,126,3,5008.9,4685.87,4722.02,7328.48,726.32,0.24,0.24,157.39,4800.88,4788.17,0\\r\\n17845,3006,32,Male,3,salaried,834,2,105,0,6073.3,4961.33,5117.42,4088.68,2462.89,132.58,1189,831.8,5415.78,5087.89,0\\r\\n17846,2137,31,Female,0,self_employed,834,3,789,105,6484.34,6484.34,6832.48,2948.42,0.67,0.67,0.67,736.51,6484.34,6792.92,0\\r\\n17847,6873,90,Male,0,self_employed,1020,2,501,61,32781.57,32776.68,29369.88,12566.17,0.51,0.51,0.51,0.51,32779.21,32779.05,1\\r\\n17848,536,32,Female,,self_employed,1584,2,3749,111,8184.41,8184.41,9608.53,15495.22,0.69,0.69,0.69,0.69,8184.41,8184.41,0\\r\\n17849,2415,63,Female,0,self_employed,409,2,1347,23,6412.67,28133.53,16720.53,4308.27,214.44,36450.36,22143.01,10000.16,24824.46,24087.05,0\\r\\n17850,1583,55,Male,0,salaried,649,3,348,9,1517.71,1736.34,1923.82,4527.64,714.97,0.69,851.65,68.54,1266.5,1851.04,0\\r\\n17851,735,21,Male,,self_employed,940,3,3518,221,1669.49,1669.49,1669.49,1660.71,0.66,0.66,0.66,0.66,1669.49,1669.49,0\\r\\n17852,2172,53,Male,1,self_employed,649,2,1585,3,2406.68,1960.52,2781.39,2170.33,9785.73,4257.16,9345.29,4374.39,3869.42,2694.04,0\\r\\n17854,401,29,Female,0,self_employed,157,3,2612,,1484.24,1484.24,1484.24,1475.11,0.33,0.33,0.33,0.33,1484.24,1484.24,0\\r\\n17855,3350,37,Male,0,self_employed,1181,3,186,0,385.93,2043.04,4153.95,448.41,1514.81,9868.04,3120.64,26047.6,880.75,5006.25,1\\r\\n17856,1883,12,Female,0,student,1020,2,12,,3697.31,3697.31,3697.31,3673.93,0.1,0.1,0.1,0.1,3697.31,3697.31,0\\r\\n17857,1143,26,Male,0,self_employed,,3,2147,0,2673.24,2758.96,1787.96,112.99,1107.51,3286.09,1178.94,2714.66,2057.48,1975.55,0\\r\\n17858,5401,55,Male,0,salaried,1111,3,4263,178,6510.13,6432.89,6444.54,6002.81,0.53,0.53,0.53,0.53,6461.38,6435.26,0\\r\\n17859,1278,45,Female,0,salaried,146,2,1993,0,6487.3,44044.9,26075.24,16622.06,1712.64,44766.92,39257.08,9718.09,23380.13,26772.7,0\\r\\n17860,1310,65,Female,0,self_employed,933,3,2556,,2319.09,2319.09,2319.09,2304.4,0.64,0.64,0.64,0.64,2319.09,2319.09,1\\r\\n17861,4070,48,Male,2,self_employed,1315,3,250,13,1674.36,2485.79,2216.15,1294.14,86.23,157.66,869.09,14.8,1732.09,2485.13,0\\r\\n17862,5704,34,Male,1,salaried,1096,3,1351,,2427.27,2424.98,2425.35,2406.37,0.3,0.3,0.3,0.3,2426.09,2424.98,0\\r\\n17863,1968,66,Female,0,self_employed,15,1,300,5,7006.63,2423.21,3214.91,744,4658.5,1544.46,95.04,129.77,6169.86,2477.79,0\\r\\n17864,2718,46,Female,2,self_employed,261,3,937,,2183.89,2183.89,2183.89,2170.18,0.13,0.13,0.13,0.13,2183.89,2183.89,0\\r\\n17865,4364,67,Male,1,self_employed,1589,2,275,0,9697.31,9610.62,9587.27,9458.24,224.26,16.51,29.1,0.53,9610.86,9597.22,0\\r\\n17866,1599,32,Male,0,salaried,1400,3,869,42,4131.88,4297.73,4191.1,2516.24,0.09,214.37,251.23,173.41,4183.54,4195.67,0\\r\\n17867,4190,62,Female,0,self_employed,1494,2,67,76,6440,6440,6977.98,5862.65,0.69,0.69,0.69,0.69,6440,6428.2,0\\r\\n17868,2881,62,Female,0,retired,575,2,583,63,6308.33,6308.33,8471.16,6339.31,0.51,0.51,0.51,28571.94,6308.33,9994.96,0\\r\\n17869,743,29,Female,0,salaried,1096,2,27,,1642.86,1642.86,1642.86,1520.88,0.14,0.14,0.14,0.14,1642.86,1642.86,0\\r\\n17870,5666,50,Female,1,self_employed,318,3,1217,5,2418.62,2204.35,1729.82,1763.05,1243.27,571.84,1555.18,448.56,2209.94,1834.09,0\\r\\n17871,3252,47,Male,0,salaried,1096,2,43,19,4600.06,3343.26,2981.06,4422.74,1285.47,2059.76,0.1,714.39,4310.91,2230.68,0\\r\\n17872,2311,70,Male,2,self_employed,575,2,1394,0,5421.15,5086.63,4685.13,3776.8,573.2,975.97,285.76,328.78,5243.42,4771.22,0\\r\\n17873,474,59,Female,,self_employed,112,2,151,86,1535.9,1650.59,1783.59,1379.94,0.17,0.17,0.17,0.17,1611.04,1720.64,0\\r\\n17874,5116,55,Male,1,self_employed,11,2,121,11,2622.32,1508.47,3947.61,5608.79,3061.76,2058.59,978.06,689.49,2292.73,1661.27,0\\r\\n17875,4770,43,Male,2,self_employed,1020,2,85,77,3644.56,3644.56,3664.69,3883.55,0.01,0.01,0.01,0.01,3644.56,3646.93,0\\r\\n17876,1115,39,Female,0,self_employed,1025,2,2622,161,1513.79,1513.79,1513.79,1503.3,0.21,0.21,0.21,0.21,1513.79,1513.79,0\\r\\n17877,1467,52,Female,0,self_employed,1096,3,587,,3304.98,3304.98,3304.98,3284.04,0.2,0.2,0.2,0.2,3304.98,3304.98,0\\r\\n17878,1536,59,Female,0,salaried,146,3,714,218,7095.69,7107.12,4032.7,1904.41,0.41,0.41,7.76,103.07,7105.79,3776.46,0\\r\\n17879,2482,46,Male,0,salaried,409,3,1566,56,981.94,981.94,2022.61,1170.32,0.07,1745.07,0.07,2857.21,981.94,3337.42,1\\r\\n17880,929,35,Female,0,salaried,1232,2,223,,2435.97,2577.4,2628.23,3047.34,0.53,0.53,0.53,0.53,2484.79,2625.94,0\\r\\n17881,300,30,Male,,salaried,649,3,3874,18,4946.49,5361.25,5658.99,7047.84,307.73,307.73,686.73,817.58,5452.09,5597.18,0\\r\\n17882,1760,53,Male,0,self_employed,611,2,155,124,2857.64,3563.4,3080.36,1055.91,0.27,0.27,0.27,0.27,2952.91,3563.4,1\\r\\n17883,1486,19,Female,0,student,1096,2,273,21,662.45,2104.56,2138.23,1645.37,2857.43,0.29,4299.54,283.52,1800.12,2215.25,1\\r\\n17884,2698,33,Female,0,self_employed,1020,3,406,73,1626.46,1626.46,1623.26,485.42,0.06,0.06,0.06,2142.91,1626.46,1626.94,0\\r\\n17885,1583,47,Female,0,self_employed,1096,1,294,123,1347.67,10162.01,7181.76,6240.81,0.11,0.11,7142.97,0.11,1347.67,10184.6,1\\r\\n17886,865,30,Female,0,self_employed,879,3,1888,55,173.75,223.85,1475.08,2156.69,0.43,357.57,0.43,3714.71,200.94,1147.91,0\\r\\n17887,1686,41,Male,0,self_employed,765,3,2009,24,1167.2,2208.3,1763.09,815.87,286.39,286.39,929.24,0.67,1605.62,2153,0\\r\\n17888,4632,38,Female,0,salaried,1020,2,145,175,4116.37,4116.37,4116.37,4037.51,0.59,0.59,0.59,0.59,4116.37,4116.37,0\\r\\n17889,822,44,Male,0,self_employed,489,2,862,14,5295.82,4010.11,3631.17,1428.39,1285.93,1571.64,0.21,0.21,4675.13,3779.7,0\\r\\n17890,5184,48,Male,0,self_employed,1020,2,13,1,1867.1,3044.49,3004.34,2053.99,3501.14,0.47,4576.55,560.43,3214.97,3547.71,0\\r\\n17891,3151,37,Female,0,self_employed,38,3,226,146,7451.72,7622.7,8017.84,8565.79,0.14,0.14,266.46,957.05,7580.47,7869.75,0\\r\\n17892,2629,25,Female,0,student,1020,3,398,87,1268.92,854.17,2191.06,1420.61,0.07,0.07,0.07,2857.21,868.47,2874.57,0\\r\\n17894,1343,38,Female,0,self_employed,165,2,2248,56,3418.98,3418.98,2896.71,3237.37,0.17,1428.74,0.17,0.17,3418.98,3280.73,0\\r\\n17895,1937,49,Male,0,self_employed,1020,2,1108,0,4617.35,2592.21,7136.98,2505.82,24441.93,21.49,23473.93,119.6,16154.22,2606.86,1\\r\\n17896,1913,34,Male,0,salaried,834,2,1231,,1251.75,1256.52,1947.24,3313.57,0.67,0.67,7.73,1007.74,1252.59,1553.45,0\\r\\n17897,2533,27,Female,0,self_employed,623,2,545,40,8510.88,2871.54,2793.65,4613.53,0.59,22.01,1504.1,11932.67,2747.33,5152.7,0\\r\\n17898,5985,24,Female,0,student,409,1,26,23,517.9,1603.61,1614.61,1328.26,343.44,0.59,2143.44,0.59,1690.31,1603.61,0\\r\\n17899,2688,75,Female,0,self_employed,334,1,141,0,13435.43,8853.91,9127.33,13165.65,6267.36,0.16,563.1,96.07,9485.72,8913.69,0\\r\\n17900,5107,55,Male,1,self_employed,623,3,521,9,2431.54,2165.07,2418.97,2226.1,1630.01,554.44,2640.16,2503.5,2775,2084.38,0\\r\\n17901,2329,73,Male,0,self_employed,1437,3,1063,,1835.25,1835.25,1835.25,1823.62,0.41,0.41,0.41,0.41,1835.25,1835.25,0\\r\\n17902,748,33,Male,2,self_employed,486,3,232,98,6840.43,6236.14,2910.42,507.99,0.46,0.46,6052.43,1330.24,6015.35,1905.02,0\\r\\n17903,4261,48,Male,0,self_employed,1096,1,139,4,17821.43,18095.96,18081.52,17360.67,26.81,0.3,301.35,63.42,17910.5,18116.73,0\\r\\n17904,5318,43,Male,0,salaried,409,3,1220,20,6708.31,5565.68,5481.04,4117.4,1429.13,1086.27,172.13,0.56,6482.57,5324.71,0\\r\\n17906,4066,68,Male,0,self_employed,834,2,15,223,1432.02,1428.99,1430.31,1414.52,0.37,0.37,0.37,0.37,1430.53,1429.59,0\\r\\n17907,3190,90,,0,self_employed,834,1,18,214,952.44,1238.15,1464.43,2313.81,0.44,0.44,0.44,0.44,1188.89,1459.35,0\\r\\n17908,1538,70,Female,0,retired,1096,3,92,73,1035.44,1035.44,1694.7,2305.9,0.29,0.29,0.29,1500.29,1035.44,1664.47,0\\r\\n17909,2789,38,Female,0,self_employed,623,3,696,5,1776.6,1812.32,2089.43,2634.16,143.51,144.39,179.23,438.87,1743.35,1853.73,0\\r\\n17910,258,72,Female,,self_employed,2,1,4065,6,1240.37,863.23,2667.22,2865.43,20396.23,12867.31,39062.09,53430.08,3942.2,4630.5,0\\r\\n17911,432,60,Female,,self_employed,334,3,1237,217,2007.52,2007.52,2098.15,2881.58,0.07,0.07,0.07,142.93,2007.52,2136.55,0\\r\\n17912,1321,45,Male,0,salaried,1621,2,50,33,7445.03,7426.95,5140.31,5233.43,0.59,7291.44,702.89,6520.5,6676.01,4201.24,0\\r\\n17913,644,40,Female,0,self_employed,834,3,23,245,3107.61,3128.24,3127.05,3081.67,0.31,0.31,20.94,0.31,3124.68,3128.24,0\\r\\n17914,3233,62,Male,0,salaried,834,3,752,14,1029.65,1863.24,1530.26,2140.04,91.8,0.47,903.33,171.9,1064.85,1682.6,0\\r\\n17915,1525,40,Male,0,self_employed,565,2,1986,30,4793.76,19965.62,9867.92,6298.15,0.67,40230.6,15000.67,33551.91,9498.19,11338.43,1\\r\\n17916,3966,42,Male,2,self_employed,286,3,770,7,5726.94,5714.87,6886.32,7297.92,297.26,110.11,469.04,2083.33,5714.48,7263.85,0\\r\\n17917,1396,90,Male,0,self_employed,1020,2,626,14,2817.01,3206.2,3117.41,2836.19,714.86,400.57,1132.61,88.31,3296.47,3159.86,0\\r\\n17918,273,47,Female,0,self_employed,1096,2,3979,149,5602.36,745.21,1821.33,8286.46,0.36,0.36,0.36,0.36,3927.48,745.21,0\\r\\n17920,5337,43,Male,0,self_employed,666,2,87,115,211.26,209.26,10922.36,23361.54,0.1,0.1,0.1,1842.24,210.91,1753.01,1\\r\\n17921,599,34,Male,,self_employed,61,2,3139,185,2535.15,2863.72,3013.12,4333.76,0.64,0.64,329.21,114.93,2711.01,2941.7,0\\r\\n17922,1993,52,Male,0,self_employed,1643,2,1326,25,1433.39,2241.96,2417.12,4605.25,477.47,0.33,1286.04,714.61,1707.53,2357.17,1\\r\\n17923,439,90,Male,,self_employed,834,2,14,160,1921.45,1273.82,1798.42,2863.19,0.4,0.4,0.4,0.4,1466.25,1880.07,0\\r\\n17924,789,27,Female,0,self_employed,575,3,616,17,9247.26,4967.26,5754.81,3984.99,4286.31,357.74,12.03,0.6,7627.16,4829.01,0\\r\\n17925,4408,63,Male,0,self_employed,905,2,634,,4535.56,4535.56,4535.56,4506.65,0.4,0.4,0.4,0.4,4535.56,4535.56,0\\r\\n17926,1953,90,Male,0,self_employed,665,1,569,,1206.76,1182.75,1449.27,4229.88,0.27,0.27,0.27,0.27,1187.91,1182.75,0\\r\\n17927,4930,33,Female,0,self_employed,630,2,36,132,6175.51,6175.51,6175.51,4643.89,0.26,0.26,0.26,0.26,6175.51,6175.51,0\\r\\n17928,3545,69,Female,0,self_employed,51,1,131,350,1032.75,1231.6,1781.73,246.73,0.56,0.56,0.56,1844.39,1072.69,2688.18,1\\r\\n17929,692,63,Male,0,salaried,1232,3,1796,0,546.23,2051.86,2811.19,2857.54,260.44,1756.36,1453.81,401.79,977.72,803.75,0\\r\\n17930,2287,38,Male,1,self_employed,128,3,183,116,2935.04,2519.62,2494.83,1012.81,0.24,0.24,204.81,204.81,2664.45,2546.01,0\\r\\n17931,1843,32,Female,0,self_employed,102,1,826,5,6992.01,2804.69,3250.95,3434.63,4713.8,286.14,624.73,437.94,3622.87,2891.33,0\\r\\n17932,311,47,Male,4,self_employed,1565,3,1492,6,1243.38,883.23,2191.74,1532.09,2000.17,0.17,1640.01,2268.59,1619.82,1564.41,1\\r\\n17933,1648,36,Female,0,salaried,526,2,421,146,3805.3,3823.87,3870.38,3990.55,0.24,0.24,4.53,164.67,3810.18,3851.62,0\\r\\n17934,730,34,Female,0,self_employed,,2,161,,1070.46,1070.46,2781.55,4517.46,0.4,0.4,0.4,3740,1070.46,2749.86,0\\r\\n17936,6376,79,Male,0,self_employed,1096,3,89,115,1442.91,1487.9,1851.41,1529.62,0.24,0.24,359.51,861.93,1682.5,1788.75,0\\r\\n17937,945,17,Male,,student,637,3,1282,,3908.93,3908.93,3908.93,3884.16,0.01,0.01,0.01,0.01,3908.93,3908.93,0\\r\\n17938,4661,73,Male,0,retired,575,2,90,60,1322.05,2061.37,3528.51,5801.59,0.3,0.3,741.04,4242.7,1726.25,3189.44,0\\r\\n17939,705,33,Male,0,self_employed,1525,3,815,33,10297.28,10406.63,4072.29,684.92,0.16,10800.16,83.74,9947.8,10346.06,1625.32,0\\r\\n17940,759,47,Male,2,salaried,146,3,1753,362,2657.34,3370.09,2419.76,1316.25,0.66,0.66,0.66,0.66,2731.08,2586.68,0\\r\\n17941,1552,66,Female,0,self_employed,623,2,126,240,2854.21,2854.21,2854.21,3004.2,0.3,0.3,0.3,0.3,2854.21,2854.21,0\\r\\n17942,1340,29,Female,0,self_employed,409,3,1392,5,3540.4,1683.26,2257.36,6672.03,1857.44,0.3,0.3,225.3,2895.08,1871.97,0\\r\\n17943,2374,90,Male,0,self_employed,1020,2,668,17,174.03,1593.39,2427.33,2136.71,1732.63,1732.63,5639.76,0.13,1146.84,2016.92,0\\r\\n17944,385,48,Female,,self_employed,178,2,1888,342,125.93,7283.07,5037.29,7268.57,0.03,0.03,7142.89,0.03,511.15,7293.21,1\\r\\n17945,3752,77,Male,0,retired,1020,1,86,,10164.58,10807.44,11117.25,10636.52,0.7,0.7,643.56,643.56,10785.27,10931.86,0\\r\\n17946,1665,39,Male,1,self_employed,496,2,1895,41,1670.61,1947.04,2604.33,5600.14,0.36,1034.2,272.87,154.06,1768.45,1377.02,0\\r\\n17947,899,35,Male,0,self_employed,879,3,2285,221,4497.36,4511.65,4514,4680.97,0.07,0.07,0.07,0.07,4499.82,4513.95,0\\r\\n17948,5599,66,Male,3,self_employed,1020,3,1118,0,1613.39,283.61,1890.46,3028.35,2725.7,3418.04,1217.23,5498.52,274.26,2817.08,0\\r\\n17949,400,59,Male,0,self_employed,1232,3,427,33,745.39,9394.45,4984.27,8394.59,0.17,2857.48,31.96,7.31,5528.25,5824.64,1\\r\\n17950,1477,34,Male,0,salaried,409,2,677,223,4032.94,4028.84,4030.16,4001.5,0.59,0.59,0.59,0.59,4032.8,4028.84,0\\r\\n17951,519,52,Female,,self_employed,849,2,2346,13,9387.3,815.87,2783.77,4499.65,9286.39,0.67,714.96,1429.24,4608.97,1138.45,0\\r\\n17952,1018,56,Male,0,self_employed,1291,2,2506,13,6524.39,5807.23,5932.51,2743.53,714.37,0.09,0.09,0.09,6153.94,5807.23,0\\r\\n17953,2232,90,,0,self_employed,61,1,115,13,13504.73,22.28,2190.96,20.73,26972.13,2.13,13489.27,0.7,6531.08,20.95,0\\r\\n17955,1251,32,Male,0,self_employed,420,3,2060,,4249.96,4249.96,4249.96,4223.04,0.44,0.44,0.44,0.44,4249.96,4249.96,0\\r\\n17956,1378,38,Female,0,salaried,1020,2,419,72,576607.04,8564,93258.21,110510.71,0.61,0.61,574814.71,6214.9,262586.26,10527.82,0\\r\\n17957,2960,18,Male,0,student,1085,1,130,94,8010.02,8010.02,8010.02,7823.85,0.13,0.13,0.13,0.13,8010.02,8010.02,0\\r\\n17958,749,27,Female,,self_employed,1110,3,3180,24,7346.89,5105.89,5694.56,3901.55,2241.61,0.61,0.61,0.61,7037.79,5105.89,0\\r\\n17959,2148,71,Male,0,retired,664,3,241,23,1346.25,8489.91,9579.18,1340.94,14285.79,50000.07,7142.93,42871.5,15878.91,11497.29,1\\r\\n17960,3247,35,Male,1,self_employed,1258,3,152,24,3094.29,7250.81,1851.33,2829.36,928.93,7786.07,1352.61,350.31,3494.35,743.19,0\\r\\n17961,1290,29,Male,0,salaried,15,3,6,49,2733.24,2946.56,3314.7,29.79,0.24,3071.67,9.24,193.12,2840.17,2811.14,1\\r\\n17962,4107,73,Female,0,self_employed,1020,3,419,350,3121.01,3540.77,2023.35,1200.19,0.01,0.01,484.87,83.07,3256.02,2059.92,0\\r\\n17963,911,83,Female,,self_employed,1589,2,384,,2127.9,2129.61,2052.53,1895.19,0.3,0.3,2.01,0.3,2128.78,2129.61,0\\r\\n17964,3181,79,Male,0,retired,875,2,742,182,20093.38,20093.38,20093.38,22753.76,0.43,0.43,0.43,0.43,20093.38,20093.38,0\\r\\n17965,1135,78,Male,0,retired,834,3,1927,3,1941.7,1917.04,1954.78,1922.67,115.8,0.64,86.36,72.07,1930.2,1936.39,0\\r\\n17967,1717,44,Male,3,self_employed,1439,1,74,6,9787.23,26.87,2371.24,2794.43,1430.52,0.63,1182.76,1812.06,5250.23,540.48,0\\r\\n17968,2628,47,Male,0,self_employed,745,2,1904,14,2717.6,2940.83,2021.55,1373.55,1162.49,1262.63,2517.15,3916.83,2551.6,1914.61,0\\r\\n17969,3036,51,Male,2,self_employed,491,2,619,40,5724.85,6464.23,6012.01,5827.28,0.17,1021.67,741.74,1710.39,5865.71,6239.98,0\\r\\n17970,1156,74,Male,0,retired,675,2,867,56,5741.09,8598.24,6884.69,4655.3,0.01,4285.73,2857.16,0.01,8204.15,8045.24,0\\r\\n17971,927,32,Female,,self_employed,630,3,2192,335,4164.09,4164.09,4164.09,4109.9,0.09,0.09,0.09,0.09,4164.09,4164.09,0\\r\\n17972,462,35,Male,0,self_employed,656,2,3264,112,3097.08,3223.88,3513.74,2673.53,0.69,0.69,357.83,500.69,3047.39,3550.14,0\\r\\n17973,2782,46,Female,0,salaried,468,2,175,52,2611.21,2758.6,2180.06,1444.45,0.47,1429.04,1.19,2.61,2625.05,2315.79,0\\r\\n17974,5282,44,Female,0,self_employed,1020,2,19,19,6142.47,4866.27,5262.58,4801.59,1286.07,0.36,9.87,336.59,5706.66,4784.95,0\\r\\n17975,5564,48,Male,0,self_employed,15,3,69,,2292.47,2292.47,2292.47,2277.94,0.29,0.29,0.29,0.29,2292.47,2292.47,0\\r\\n17976,3390,36,Male,0,self_employed,1232,2,185,11,1096.23,1605.71,1504.53,3496.32,1211.59,1109.19,1979.13,1029.24,1407.35,1314.2,0\\r\\n17977,685,36,Male,0,self_employed,751,3,138,21,5646.43,5289.28,6416.34,7437.67,500.39,571.81,0.39,3000.39,5560.22,5869.93,0\\r\\n17978,2658,58,Male,0,self_employed,1076,3,793,15,9687.21,8721.24,8330.44,6770.11,966.01,1229.47,0.04,0.04,9254.19,8245.33,0\\r\\n17979,2302,38,Male,1,salaried,1084,3,1436,7,665.52,1022.02,2132.37,1100.56,685.38,4885.49,2570.34,4836.19,1706.47,2011.45,0\\r\\n17980,4714,38,Male,0,salaried,1322,2,176,18,535.02,558.69,2051.63,1683.97,2857.33,2857.33,4285.9,2857.33,1884.35,2119.91,0\\r\\n17981,426,55,Female,2,self_employed,1076,2,64,,1647.19,1647.19,1647.19,1119.6,0.34,0.34,0.34,0.34,1647.19,1647.19,0\\r\\n17982,1062,10,Female,0,student,334,2,136,56,3535.09,4099.49,2887.49,603.72,0.1,3096.16,564.5,133.23,3930.16,3881.46,0\\r\\n17984,1027,31,Female,0,self_employed,334,2,675,26,4115.91,4014.13,4045.72,3961.95,102.1,0.31,0.31,0.31,4108.9,4014.13,0\\r\\n17985,2892,30,Female,0,salaried,1020,1,145,116,3800.74,3817.03,3817.77,3912.9,0.13,0.13,16.41,7.13,3808.83,3819.5,0\\r\\n17986,5387,52,Male,2,self_employed,1020,2,501,0,1577.22,1169.31,1819.72,821.06,672.72,231.86,3411.42,822.69,2968.7,1222.97,0\\r\\n17987,1032,21,Female,0,student,1232,2,149,4,1847.78,1795.41,1783.36,1668.05,9.6,0.24,2.23,0.24,1821.03,1775.09,0\\r\\n17988,1484,56,Male,0,self_employed,415,3,2509,12,230.73,3659.3,4001.38,3508.33,2857.23,0.09,6285.8,0.09,4723.34,3650.08,1\\r\\n17989,868,45,Female,0,self_employed,1096,2,1360,13,68262.58,68084.48,68014.81,75987.18,187.7,95.21,0.1,0.1,68196.01,68043.06,0\\r\\n17990,3133,43,Male,0,salaried,1623,3,532,40,1968.62,2254.33,1809.71,730.62,0.19,791.61,285.9,0.19,2017.88,1872.81,0\\r\\n17991,1989,42,Male,1,salaried,1020,3,1201,0,4055.51,1108.38,14464,9300.04,2950.43,30.39,0.29,25714.57,1512.08,15185.29,1\\r\\n17992,5135,39,Female,0,salaried,1111,1,88,0,12609.78,10901.28,10210.62,8399.33,1780.44,1780.43,71.94,1143.37,10915.86,9962.71,0\\r\\n17993,1158,47,Male,0,salaried,169,3,22,235,6257.95,6257.95,3176.53,1245.32,0.29,0.29,0.29,0.29,6257.95,1870.85,0\\r\\n17994,628,28,Male,0,self_employed,1257,2,397,63,3187.46,3235.91,2643.61,3402.12,0.69,0.69,0.69,0.69,3187.46,3235.91,0\\r\\n17995,1741,37,Male,0,self_employed,67,2,705,22,1425.87,2083.33,2151.11,681.6,103.03,0.23,709.1,148.81,1869.35,2238.93,0\\r\\n17996,1880,24,Male,0,student,1322,2,176,103,1235.81,1235.81,4169.76,17924.76,0.34,0.34,0.34,0.34,1235.81,1235.81,1\\r\\n17997,3068,69,Male,0,retired,822,2,295,0,1507.62,4065.78,4115.44,5484.09,265.79,0.06,2801.94,2857.2,1824.93,4147.85,1\\r\\n17998,1953,41,Male,2,self_employed,575,1,247,12,4819.79,118.8,2603.46,750.61,7323.46,7195.98,2622.47,8571.94,4083.57,2327.99,1\\r\\n17999,2598,44,Male,4,self_employed,833,2,164,51,133.88,821.24,2259.77,845.83,0.36,8875.3,1071.79,7143.21,803.2,2543.6,0\\r\\n18000,672,48,Female,0,self_employed,1020,3,546,35,93.53,122.1,1528.48,827,0.07,2008.31,28.64,4865.76,104.37,2146.68,1\\r\\n18001,974,52,Male,0,salaried,905,2,855,24,6837.58,13035.76,10898.92,9191.9,8910.64,400.34,15107.49,0.34,7154.27,12906.73,0\\r\\n18002,820,45,Male,0,self_employed,834,2,2734,11,626.54,1635.52,1534.73,5753.79,7.06,963.57,1307.37,438.9,544.69,2791.88,0\\r\\n18004,1039,53,Male,0,salaried,1582,2,854,193,15416.18,15487.61,15499.39,15724.07,0.43,0.43,0.43,0.43,15428.5,15499.13,1\\r\\n18006,4909,44,Male,1,self_employed,1096,2,43,,5441.38,5441.38,5441.38,5406.91,0.07,0.07,0.07,0.07,5441.38,5441.38,0\\r\\n18007,4387,61,Male,0,self_employed,1363,1,222,279,5046.46,5046.46,5046.46,5020.99,0.37,0.37,0.37,0.37,5046.46,5046.46,0\\r\\n18008,2195,61,Male,0,self_employed,,2,131,,1478.05,1785.64,1547.45,1391.62,0.44,0.44,308.03,22.31,1753.91,1512.96,0\\r\\n18009,4980,44,Female,1,self_employed,539,2,59,31,1829.86,2063.93,2073.83,1504.11,0.61,57.76,198.97,198.97,1909.76,2078.82,0\\r\\n18010,2138,64,Male,0,self_employed,575,3,44,28,1392.76,3361.7,2211.5,1471.25,114.03,1592.6,2212.81,1364.89,1375.51,3208.07,0\\r\\n18011,1869,23,Male,0,student,1387,3,1801,21,3454.72,3054.72,3152.38,2650.36,400.11,78.69,0.11,23.17,3424.67,3051.71,0\\r\\n18012,206,32,Male,0,self_employed,0,2,3555,11,1780.1,1408.67,1815.92,1756.76,572.07,0.64,0.64,714.93,1588.96,2166.73,0\\r\\n18013,3133,56,Male,4,self_employed,154,2,658,48,3366.32,28248.51,13019.9,13364.86,0.61,7143.47,24286.33,10714.9,7795.75,20641.06,1\\r\\n18014,4081,48,Female,0,self_employed,1020,2,288,158,5235.46,5257.58,6710.16,13704.02,0.41,0.41,0.41,0.41,5218.3,4862.76,0\\r\\n18015,4707,90,Female,0,self_employed,834,2,469,349,1934.86,1934.86,1934.86,1898.76,0.21,0.21,0.21,0.21,1934.86,1934.86,0\\r\\n18016,1093,36,Male,0,salaried,1084,2,1575,,15383.67,15397.95,15423.58,15357.19,0.34,0.34,14.63,43.2,15389.58,15435.74,0\\r\\n18017,2895,38,Female,0,salaried,1016,3,431,61,1439.8,2868.37,2628.32,2589.27,0.44,0.44,1429.01,0.44,2277.24,2868.37,1\\r\\n18018,1783,77,Female,0,self_employed,146,3,1751,17,2533.65,2444.59,2559.46,2551.4,132.61,0.7,43.56,214.99,2505.78,2513.72,0\\r\\n18019,4316,41,Female,0,self_employed,1020,3,79,138,2008.88,1700.88,1622.92,1072.58,0.11,0.11,0.11,0.11,1912.9,1611.76,0\\r\\n18020,3509,43,Female,0,self_employed,1096,1,92,48,24753.53,21896.39,21154.24,11567.94,0.11,1571.54,0.11,0.11,24753.53,21288.09,0\\r\\n18021,4382,40,Male,1,salaried,318,3,144,5,299.59,923.07,1563.16,1684.09,793.21,374.71,1431.77,5714.67,1358.16,1480.98,0\\r\\n18022,2716,42,Female,0,self_employed,1020,2,1027,28,4191.98,3946.47,2973.97,2565.92,493.1,0.56,361.99,864.04,4154.26,3564.76,0\\r\\n18023,2179,31,Male,2,self_employed,1525,3,1019,3,1175.7,436.05,3900.78,1101.85,21849.46,578.77,21095.53,962.1,9459.88,748.33,1\\r\\n18024,6054,82,Male,0,retired,1020,1,5,5,15372.76,1937.48,2195.49,3572.69,1216.24,824.33,7799.56,0.67,3686.24,1801.11,0\\r\\n18025,1278,42,Female,0,self_employed,1437,2,1063,,4734.9,4734.9,4734.9,4705.03,0.3,0.3,0.3,0.3,4734.9,4734.9,0\\r\\n18026,897,37,Female,0,salaried,705,3,1723,67,2702.76,2952.56,4457.34,3991.65,0.34,0.34,5447.86,0.34,5379.74,2952.56,0\\r\\n18027,1154,58,Male,0,self_employed,1020,2,542,63,412.2,442.61,1830.79,4393.81,0.43,0.43,1100.43,1504.26,562.03,2987.91,0\\r\\n18028,1174,67,Female,0,self_employed,196,2,639,17,15242.61,9526.98,5994.34,1615.23,7143.16,21428.87,0.3,13571.73,13376.07,2937.12,0\\r\\n18029,4270,39,Male,0,self_employed,65,3,183,10,2661.39,1826.47,1901.75,598.17,1075.76,0.7,240.84,0.7,2109.08,1826.47,0\\r\\n18030,1612,67,Female,0,retired,1388,2,1555,13,26553.09,11693.87,19941.05,27904.33,14859.79,8044.09,0.57,13971.81,19227.76,15851.76,0\\r\\n18031,349,31,Male,,self_employed,1322,2,2516,28,625.07,3767.93,2490,3616.17,6428.84,1428.84,9571.7,0.27,1915.71,3214.93,1\\r\\n18032,1423,30,Female,0,self_employed,1275,2,985,223,4859.33,4887.9,4906.13,4959.64,0.4,0.4,0.4,0.4,4878.05,4905.42,0\\r\\n18033,4235,66,Male,0,salaried,1020,1,86,0,17890.83,15274.65,14257.95,15494.98,42997.64,46524.09,26572.58,32483.45,11820.14,11768.39,0\\r\\n18034,4757,67,Male,0,self_employed,656,1,46,21,2737.68,2594.82,2622.26,1874.88,285.83,285.83,0.11,0.11,2727.83,2622.47,1\\r\\n18036,3925,40,Female,0,self_employed,1096,2,327,248,6326.75,4760.13,4748.5,7799.23,0.51,0.51,262.31,1344.27,4763.03,3945.04,0\\r\\n18037,1252,35,Male,1,self_employed,904,3,3941,12,7290.11,7291.36,3763.12,222.43,7500.61,7143.47,8066.34,616.1,8640.7,2417.56,0\\r\\n18038,3493,43,Male,2,self_employed,1096,2,1365,60,4504.49,3938.28,3902.64,6323.98,0.51,0.51,286.23,0.51,4515.38,3136.51,0\\r\\n18039,2151,44,Female,0,self_employed,409,3,1561,33,4009.61,4723.89,3757.8,2166.93,0.26,2094.87,714.54,357.4,4366.75,3920.22,1\\r\\n18040,5169,36,Male,0,salaried,1232,3,7,20,2643.48,6047.29,4304.69,15516.93,745.83,4066.83,522.49,1901.51,3065.24,5632.35,0\\r\\n18041,1979,42,Male,2,self_employed,1020,3,1119,20,4681.21,4225.64,3008.84,267.15,3571.46,921.46,3115.89,14.31,4795.28,3825.18,1\\r\\n18042,4113,46,Female,0,salaried,1020,1,406,60,3562.95,4659.83,4526.4,2059.89,0.33,0.33,0.33,0.33,3530.24,5242.85,0\\r\\n18043,587,51,Female,0,self_employed,318,2,1314,41,1964.46,1964.46,1625.75,1025.9,0.56,643.41,0.56,0.56,1964.46,1591.19,0\\r\\n18044,5819,51,Male,0,self_employed,1111,2,503,5,1700.37,2441.59,1775.5,1551.37,2.71,2.52,1072.51,1742.01,1936.92,1462.01,0\\r\\n18045,183,36,Male,0,salaried,231,3,2440,188,1599.98,2514.27,2475.19,2678.53,0.59,0.59,943.44,172.01,2299.49,2518,0\\r\\n18046,839,30,Male,0,self_employed,1020,3,424,11,4674.69,3196.13,2596.25,940.02,3638.81,0.24,2160.26,291,3352.91,3205.51,0\\r\\n18047,1169,39,Male,0,salaried,146,3,1752,,1468.45,1466.21,1466.83,1455.2,0.27,0.27,0.27,0.27,1468.06,1466.21,1\\r\\n18048,4631,33,Male,2,salaried,1020,3,582,11,82.34,64.13,4061.83,712.11,1.1,1233.72,7366.49,3896.36,1382.12,979.78,1\\r\\n18049,4422,42,Female,2,salaried,15,2,48,10,12684.92,6966.3,7216,5848.93,5719.07,1003.31,0.46,0.46,8938.24,6742.23,0\\r\\n18050,3171,90,,,retired,334,1,323,7,15456.97,882.35,3715.22,831.21,10990.81,799.04,28105.03,2357.19,8553.59,1146.62,0\\r\\n18051,1928,40,Male,0,self_employed,977,3,1640,45,2948.72,5071.93,2914.45,12343.4,0.3,5058.18,2694.94,590.3,4167.65,4407.13,0\\r\\n18052,2998,43,Male,0,salaried,979,1,2593,,87181.4,87174.26,87176.39,86622.03,0.41,0.41,0.41,0.41,87180.66,87174.26,0\\r\\n18053,1515,68,Male,0,retired,250,2,972,,3587.23,3587.23,3587.23,3562.14,0.53,0.53,0.53,0.53,3587.23,3587.23,0\\r\\n18054,1817,58,Male,0,self_employed,875,3,1933,9,5699.37,9379.74,7482.34,3267.19,3572,4.71,7186.83,4224.68,7572.04,9989.95,0\\r\\n18055,2095,27,Male,0,salaried,409,2,930,11,151.73,940.89,1675.83,10696.91,6843.29,986.14,7068.16,843.21,1338.03,1168.65,0\\r\\n18056,2910,45,Male,0,self_employed,235,2,733,215,4753.41,4753.41,4737.75,4645.44,0.63,0.63,0.63,0.63,4753.41,4753.41,0\\r\\n18057,2648,35,Male,0,self_employed,1020,2,239,196,3719.37,4090.28,4495.66,3281.02,0.1,0.1,7832.46,7710.34,5604.92,4264.4,1\\r\\n18058,3769,66,Male,0,salaried,1020,1,85,4,7201.02,10973.15,12871.95,8959.91,3112.07,12655.86,7098.49,25727.17,7120.91,9852.51,0\\r\\n18059,898,51,Male,0,self_employed,243,3,2781,77,1955.15,2126.58,1793.35,112.94,0.14,0.14,285.86,0.14,2082.73,2129.46,0\\r\\n18060,2222,48,Female,0,self_employed,834,3,334,173,1583.51,1697.79,1633.12,973.07,0.6,0.6,114.89,0.6,1670.21,1699.33,0\\r\\n18061,3355,56,Female,0,self_employed,623,2,318,153,2445.19,2742.82,2693.88,3228.76,0.46,0.46,298.09,120.1,2445.19,2769.84,0\\r\\n18062,1403,64,Male,2,self_employed,,3,2510,72,2639.78,2959.02,3101.44,4306.18,0.41,0.41,305.37,305.37,2691.2,2737.7,0\\r\\n18063,1189,60,Male,0,salaried,485,2,402,,4487.51,4487.51,4487.51,4467.42,0.5,0.5,0.5,0.5,4487.51,4487.51,0\\r\\n18064,2255,34,Female,0,self_employed,1096,2,327,,5084.7,5011.05,2922.66,569.53,0.61,0.61,0.61,0.61,5070.78,3053.95,0\\r\\n18065,1485,49,Male,0,self_employed,1493,3,2147,147,5283.65,5297.93,5306.89,5550.31,0.63,0.63,0.63,0.63,5293.01,5306.69,0\\r\\n18066,679,43,Male,0,salaried,1020,2,1106,48,2611.62,2683.05,2700.53,2736.84,0.36,71.79,0.36,71.79,2638.72,2708.4,0\\r\\n18067,3138,51,Male,2,self_employed,1020,1,85,5,1402.66,562.81,1669.93,1901.85,3434.54,2056.84,2561.14,2910.65,1415.76,1460.77,0\\r\\n18068,3400,37,Female,0,salaried,1096,2,481,193,8342.57,6054.4,7160.53,10037.05,0.06,0.06,721.03,237.94,7181.5,6733.71,0\\r\\n18069,5297,60,Female,0,self_employed,1232,3,39,19,1283.47,1798.08,1927.26,2786.67,600.6,600.6,1277.83,889.83,1531,2081.99,0\\r\\n18070,181,33,Male,,salaried,143,3,2904,19,2749.6,2487.39,1473.38,1068.12,391.49,1741.34,143.56,204.99,2660.34,1351.94,1\\r\\n18071,2402,60,Female,0,self_employed,146,3,1373,158,1526.7,1749.56,1686.79,1936.92,0.16,0.16,16.16,0.16,1562.51,1749.56,0\\r\\n18072,3358,33,Female,0,salaried,702,2,385,62,3456.7,3456.7,3507.39,3968.69,0.1,0.1,0.1,0.1,3456.7,3456.7,0\\r\\n18073,1706,39,Female,0,self_employed,1020,3,1451,23,7141.72,5544.99,9201.79,24118.72,714.64,0.36,10817.67,11608.21,4372.1,9558.69,1\\r\\n18074,1277,61,Male,0,retired,146,2,2815,28,2248.3,2241.59,2428.64,3230.72,473.5,0.57,1019.46,1311.49,2298.37,2252.59,0\\r\\n18075,1367,32,Male,0,self_employed,22,3,2130,48,9500.09,9500.09,9242.03,8244.01,0.49,571.91,0.49,0.49,9500.09,9297.33,0\\r\\n18076,420,46,Male,,self_employed,536,2,1482,74,2390.71,2494.84,2603.12,3132.66,0.23,0.23,82.93,211.68,2434.16,2614.21,0\\r\\n18077,402,36,Male,0,self_employed,1040,3,252,0,2798.32,3030.03,4224.55,7322.67,4428.59,6285.73,4531.73,12000.01,2887.2,3707.45,0\\r\\n18078,2328,47,Male,1,self_employed,1014,2,1090,18,2907.43,2591.35,3120.07,3100.03,4543.19,0.33,4221.33,111.04,3699.52,2612.77,0\\r\\n18079,4221,85,Male,0,retired,146,2,353,14,5418.6,5646.75,5848.11,8320.3,115.79,0.67,0.67,0.67,5607.56,5828.37,0\\r\\n18080,2665,69,Female,0,self_employed,146,2,714,,49898.42,49498.42,49467.72,47987.23,0.19,0.19,0.19,0.19,49870.83,49459.71,0\\r\\n18081,1959,33,Male,0,self_employed,1517,3,1428,24,2121.63,972.05,2019.86,2392.96,5957.21,0.07,5279.06,1428.64,2201.73,1456.4,1\\r\\n18082,3513,48,Male,0,self_employed,1096,2,89,40,4776.1,5247.58,5151.43,3829.3,0.4,7.74,471.87,198.75,4974.38,5280.8,1\\r\\n18083,230,61,Male,,self_employed,496,3,2661,91,875.16,7946.59,13040.74,10759.23,0.47,0.47,7071.9,12143.33,4288.95,14743.82,1\\r\\n18084,1738,36,Male,0,salaried,146,2,1554,0,16544.79,15282.59,13318.07,8788,2292.17,3126.74,842.63,655.31,15029.08,13523.04,0\\r\\n18085,3511,61,Male,0,self_employed,409,3,4107,256,4024.08,4024.08,4024.08,4051.97,0.03,0.03,0.03,0.03,4024.08,4024.08,0\\r\\n18086,4221,46,Male,0,salaried,1020,2,159,3,4658.82,3861.03,3676.45,3167.97,1801.91,2761,984.08,1438.43,3593.24,4162.08,0\\r\\n18087,233,23,Male,,self_employed,995,2,3226,87,38.28,38.28,2973.36,1764.45,0.63,0.63,0.63,0.63,38.28,38.28,1\\r\\n18088,5537,49,Female,0,self_employed,666,2,87,53,1293.06,3581.96,2826.86,3026.98,0.54,3394.59,2289.44,2143.4,3123.86,3892.79,1\\r\\n18089,879,56,Male,3,self_employed,409,2,925,21,3063.44,3752.5,3535.06,3341.3,429.17,429.17,15.31,793.1,3458.25,3945.33,0\\r\\n18090,1576,52,Female,2,self_employed,1020,1,60,12,2648.39,2498.47,4661.3,2272.44,5149.91,16495.37,5003.39,18857.84,3441.85,3612.49,0\\r\\n18091,3441,61,Female,0,self_employed,752,2,165,190,5246.45,5246.45,5248.6,5241.5,0.56,0.56,0.56,0.56,5246.45,5248.82,0\\r\\n18092,4962,48,Male,0,self_employed,1096,2,134,317,2536.83,2965.4,2822.55,2946.07,0.24,0.24,428.81,0.24,2536.83,2965.4,0\\r\\n18093,6082,47,Male,0,salaried,665,3,903,4,4096.21,3849.95,3775.63,3728.2,273.77,449.94,271.14,112.06,4074.2,3812.2,0\\r\\n18094,2059,42,Female,0,self_employed,,3,1023,250,1775.03,2151.94,2484.12,670.54,0.51,0.51,714.8,690.36,2093.1,2714.22,0\\r\\n18095,1661,13,Female,0,student,146,2,41,52,2344.35,2372.92,1487.84,167.06,0.01,2568.52,0.01,0.01,2363.07,2045.33,0\\r\\n18096,1560,39,Male,0,salaried,146,2,1759,21,1108.12,2166.15,2712.04,1325.91,308.93,11468.8,687.05,15012.38,1073.08,3736.45,0\\r\\n18098,5196,77,Male,1,self_employed,1020,2,85,0,13053.88,12285.08,11096.42,10029.1,31207.8,1260.47,37857.39,0.24,14314.33,11173.81,0\\r\\n18099,912,35,Female,0,self_employed,242,3,1470,4,3096.1,3740.7,3703.65,3717.5,1286.04,0.33,2287.79,0.33,3629.56,3740.7,0\\r\\n18100,4122,72,Female,0,self_employed,1020,1,79,62,9776.1,9318.39,8918.45,8492.09,0.1,0.1,0.1,0.1,9539.36,9071.64,0\\r\\n18101,645,52,Female,0,self_employed,409,3,1565,50,2173.28,2173.28,2081.86,2899.85,0.41,236.59,0.41,0.41,2173.28,2111.57,0\\r\\n18102,2116,67,Male,0,retired,200,2,1648,,3021.04,3094.93,3127.78,3553.15,0.7,0.7,0.7,0.7,3057.56,3127.18,0\\r\\n18103,1817,44,Female,1,self_employed,409,3,1365,11,51151.88,62795.53,35007.77,37952.52,1431.96,27786.24,1526.33,6094,55111.42,23733.25,0\\r\\n18104,2271,62,Male,0,salaried,318,2,107,90,2215.97,6380.25,4301.51,2359.75,0.34,0.34,3936.06,1334.51,4592.81,4755.96,1\\r\\n18105,3370,55,Male,2,self_employed,1589,2,33,9,2266.68,776.15,2438.3,348.41,1643.21,7143.21,3738.4,8514.64,4412.65,1719.31,0\\r\\n18106,1417,45,Male,0,self_employed,,2,2380,9,1195.73,2064.53,3918.75,3449.38,10700.09,0.09,12928.66,6714.37,563.15,5163.15,0\\r\\n18107,2424,40,Male,3,salaried,1020,2,652,3,72857.36,1.91,3193.7,687.05,93951.67,21680.24,12316.37,23660.73,7834.5,23.3,1\\r\\n18109,1344,64,Female,0,retired,1096,3,1317,16,4827.81,5210.97,5228.17,4366.03,108.19,108.36,480.54,57.27,5034.21,5211.98,0\\r\\n18110,2191,57,Male,0,self_employed,1258,1,152,167,6175.05,6283.59,6319.73,6692,0.19,0.19,0.19,0.19,6188.35,6302.28,0\\r\\n18111,2793,29,Male,0,self_employed,1583,2,179,101,3351.55,5894.95,6403.62,1265.57,0.43,0.43,2446.04,0.43,4101.08,7333.98,1\\r\\n18112,4734,62,Male,0,self_employed,297,1,59,0,-759.48,6010.82,9379.62,-5488.62,25060.86,5292.16,31759.69,4682.19,6309.28,7446.54,1\\r\\n18113,1629,31,Male,0,self_employed,1271,3,1698,0,5959.17,4296.7,4716.25,2946.52,2429.14,0.57,1095.23,9.51,5393.91,4296.7,0\\r\\n18114,2644,27,Male,0,student,1329,3,283,139,2232.6,1455.68,1537.78,1151.84,0.07,0.07,1528.66,328.64,953.14,1581.03,1\\r\\n18115,5145,47,Female,0,self_employed,15,2,69,,1882.78,1882.78,1882.78,1870.86,0.53,0.53,0.53,0.53,1882.78,1882.78,0\\r\\n18116,2018,90,,0,self_employed,,2,3020,33,19954.91,19954.91,16360.32,15016.23,0.09,5864.94,0.09,0.09,19954.91,15036,0\\r\\n18117,5491,80,Male,0,self_employed,1020,1,835,21,639.4,748.04,1518.92,1648.72,442.91,442.91,4142.91,1371.49,1802.49,820.35,0\\r\\n18118,2343,57,Female,0,self_employed,649,2,1329,,5077.94,5077.94,5077.94,5045.77,0.03,0.03,0.03,0.03,5077.94,5077.94,0\\r\\n18119,1326,29,Female,0,salaried,468,2,175,38,5469.6,6583.88,3358.09,435.38,0.01,5905.39,1114.3,114.3,5813.44,3468.02,0\\r\\n18120,2226,67,Male,0,retired,1096,1,273,79,6619.28,6655.92,7158.01,7127.09,0.03,0.03,59.53,167.49,6630.69,6741.79,0\\r\\n18121,1651,44,Male,0,self_employed,1494,3,1703,4,4365.36,1586.46,2409.91,1227.22,14298.3,6108.81,11519.4,9642.9,3031.25,1715.88,0\\r\\n18122,5520,79,Male,0,retired,834,2,8,61,2009.42,1924.82,1873.76,2274.49,0.03,0.03,0.03,0.03,1968.92,1893.74,0\\r\\n18123,2144,34,Male,0,self_employed,834,3,219,14,291.65,11320.16,6976.69,4709.14,55.53,3572.03,10355.47,1143.46,6370.5,8418.18,1\\r\\n18124,2714,69,Male,0,retired,538,3,760,32,2099.34,2270.85,2002.29,2116.6,0.5,500.5,0.5,143.36,2211.71,1881.45,0\\r\\n18125,3771,37,Male,0,self_employed,1096,3,483,,1511.73,1511.73,1511.73,1501.27,0.04,0.04,0.04,0.04,1511.73,1511.73,0\\r\\n18126,2320,39,Female,0,self_employed,834,2,1303,19,330.36,491.67,1642.33,549.37,7143.26,0.4,7336.11,777.56,2374.54,1092.19,1\\r\\n18127,1547,65,Male,0,salaried,724,2,194,23,9481.7,9123.81,9249.99,8709.82,771.77,947.73,556.74,1122.07,9496.91,9171.97,0\\r\\n18128,1251,28,Male,2,salaried,65,1,2415,28,5181.4,655.04,3437.02,2703.36,428.93,707.5,2513.87,2852.09,6140.11,1751.27,0\\r\\n18129,891,12,Female,0,student,905,1,1320,178,3506.17,3506.17,3506.17,3434.03,0.59,0.59,0.59,0.59,3506.17,3506.17,0\\r\\n18130,2967,30,Female,0,salaried,1111,2,278,40,3018,10046.54,4995.88,3494.69,0.39,39398.35,0.39,714.67,5668.23,5625.28,0\\r\\n18131,3129,65,Male,3,self_employed,1232,1,149,0,2034.84,3068.35,2212.06,1579.87,4355.41,4511.59,6314.73,4019.4,2183.58,1715.79,0\\r\\n18132,5900,63,Male,0,salaried,1096,3,27,38,14620.14,11683.62,6922.92,1111.6,0.57,225.47,0.57,0.57,8696.52,10883.7,0\\r\\n18133,1766,59,Female,0,self_employed,1020,3,668,39,4333.32,4333.32,3711.3,2409.99,0.04,192.9,0.04,0.04,4333.32,4202.67,0\\r\\n18134,835,29,Female,0,self_employed,38,2,226,,1204.51,1204.51,2007.04,581.59,0.1,0.1,0.1,0.1,1204.51,1182.76,0\\r\\n18135,1552,37,Male,0,salaried,1593,3,211,0,3047.03,2943.53,2205.73,1492.82,1256.34,1387.31,689.72,883.79,2441.96,2050.53,0\\r\\n18136,1943,43,Male,0,salaried,1232,2,1794,0,6869.33,7775.02,6175.07,4461.92,14768.86,315.71,17549.12,746.24,7180.3,6209.42,0\\r\\n18137,2741,67,Male,3,self_employed,15,2,901,207,5647.69,5647.69,5645.48,5615.91,0.53,0.53,0.53,0.53,5647.69,5646.04,0\\r\\n18138,1531,47,Male,0,self_employed,923,2,2157,7,3274.57,492.73,1913.05,4205.33,2925.09,0.39,143.24,2857.53,1343.54,1045.73,0\\r\\n18139,1782,73,Male,0,self_employed,,2,1996,230,8326.52,8326.52,7865.7,1183.36,0.66,0.66,0.66,0.66,8326.52,8326.52,0\\r\\n18140,3841,68,Female,0,self_employed,1180,1,116,76,5426.69,6712.41,5977.04,4452.48,0.36,0.36,1857.5,0.36,5446.4,6620.24,0\\r\\n18141,2878,37,Male,0,self_employed,409,3,558,,1978.04,1978.04,1978.04,1965.51,0.14,0.14,0.14,0.14,1978.04,1978.04,0\\r\\n18142,1201,30,Male,6,self_employed,334,2,500,7,8894.91,6197.69,16454.4,15006.63,2511.27,240.6,5376.3,19450.59,6998.58,19850.6,1\\r\\n18143,4716,46,Female,0,self_employed,1388,3,42,39,8725.17,8725.17,5093.64,257.01,0.29,15714.57,0.29,3571.71,8725.17,6374.94,0\\r\\n18144,2172,52,Female,0,self_employed,176,3,800,25,6533.19,6489.46,6548.05,5039.2,472.8,664.71,429.07,429.07,6750.34,6463.39,0\\r\\n18145,1325,38,Male,1,salaried,146,2,2779,6,25.33,215.07,1484.75,367.8,557.44,1000.3,540.71,271.01,173.45,179.38,1\\r\\n18146,289,35,Male,,self_employed,879,3,2432,30,770.84,2699.41,3647.85,5135.3,0.11,628.69,1928.69,3214.4,837.35,4821.07,1\\r\\n18147,3555,57,Male,1,salaried,611,3,155,172,5002.53,4581.52,4367.53,1508.3,0.66,0.66,454.86,22.09,5457.37,4466.26,0\\r\\n18148,490,30,Male,,self_employed,575,3,1381,47,1933.85,2489.51,2330.41,2510.69,0.7,700.7,556.36,586.41,2209.44,2710.71,0\\r\\n18149,3579,32,Female,0,self_employed,1271,2,378,286,1680.45,1730.45,1748.44,1970.8,0.33,0.33,0.33,0.33,1698.92,1748.65,0\\r\\n18150,2300,53,Male,1,self_employed,1232,2,1445,77,1529.15,5814.86,5193.95,112.42,0.24,0.24,4285.96,245.19,5667.08,6001.99,1\\r\\n18151,2422,57,Female,2,retired,1589,3,384,20,1868.28,2084.27,2178.53,2475.78,143.4,143.4,359.39,222.46,2035.27,2150.64,0\\r\\n18152,698,51,Female,,self_employed,927,2,2719,,942.8,12371.37,11825.64,12043.8,0.61,0.61,11429.19,0.61,10795.01,12371.37,1\\r\\n18153,926,40,Male,3,salaried,1232,2,3422,14,8342.41,6913.76,7763.35,14802.47,2857.24,0.1,1618.17,189.6,7567.29,6917.29,0\\r\\n18155,266,35,Female,0,self_employed,1020,2,29,17,13475.41,12956.83,12870.55,9169.6,519.27,472.13,0.7,0.7,13225.06,12880.8,1\\r\\n18156,4923,69,Male,0,self_employed,1096,3,1261,77,1373.27,1373.27,1734.17,4701.97,0.53,0.53,0.53,0.53,1373.27,1373.58,0\\r\\n18157,214,35,Female,,salaried,176,3,800,221,1543.43,1543.43,1543.43,1539.64,0.63,0.63,0.63,0.63,1543.43,1543.43,0\\r\\n18158,487,31,Male,0,self_employed,1020,2,16,18,5081,5086.62,3865.75,4275.29,1905.77,5862.89,1939.68,1632.83,5378.92,4350.83,0\\r\\n18159,2020,68,Male,0,retired,623,1,2019,0,287502.6,81863.17,104738.43,73237.55,248426.43,62326.43,714.73,0.44,233300.48,30791.14,0\\r\\n18160,1493,15,Male,0,student,1540,2,347,140,688.9,688.9,1887.05,2750.33,0.3,0.3,0.3,2143.16,688.9,2140.51,1\\r\\n18161,2040,54,Male,0,self_employed,491,1,707,80,4227.36,4241.65,4090.37,2337.72,0.19,0.19,14.47,0.19,4228.84,4241.65,0\\r\\n18162,2520,28,Male,0,student,531,3,433,48,1101.3,6205.25,2527.71,2475.71,0.5,4812.42,5104.44,27.2,1631.98,4519.11,1\\r\\n18163,1857,42,Male,0,salaried,1020,2,47,21,2515.09,2481.82,2490.24,2444.88,33.33,0.06,0.06,0.06,2507.06,2481.82,0\\r\\n18164,604,41,Male,3,self_employed,1271,2,101,167,2289.92,2289.92,2293.09,2344.59,0.39,0.39,0.39,0.39,2289.92,2289.92,0\\r\\n18165,1727,37,Male,3,self_employed,643,2,2367,19,346.31,3089.16,2176.39,1466.93,1428.66,4714.37,4514.37,3339.97,1383.74,1691.2,0\\r\\n18166,3490,38,Female,0,self_employed,905,1,34,131,4238.28,4238.28,4238.28,2663.19,0.53,0.53,0.53,0.53,4238.28,4238.28,0\\r\\n18167,4374,77,Male,0,salaried,1020,3,288,49,985.69,3644.91,3029.98,1848.97,0.21,1428.79,2149.35,864.46,1950.08,2885.18,0\\r\\n18168,4980,80,Male,0,retired,649,3,554,17,3572.42,3562.15,3188.58,1925.13,240.64,857.86,363.51,214.97,3541.39,3300.29,0\\r\\n18169,4308,51,Male,0,self_employed,1040,2,252,,6127.95,6127.95,7176.27,13142.57,0.49,0.49,0.49,1436.2,6127.95,6745.24,1\\r\\n18170,4106,70,Male,0,retired,575,3,1394,0,1854.5,1599.94,5971.38,6300.88,279.74,10.25,6.68,8578.47,1638.38,6179.78,0\\r\\n18171,2755,69,Female,0,self_employed,1020,2,321,5,1068.95,1164.86,1747.75,841.67,2143.4,45295.89,1295.33,1142.41,675.88,3749.34,1\\r\\n18172,2910,90,Male,0,self_employed,15,1,49,23,4386.14,2261.57,3266.67,4365.43,2143.16,0.3,18.59,1337.54,3875.2,2304.7,0\\r\\n18173,1220,38,Male,0,salaried,557,2,721,40,3357.97,6772.26,9751.3,16464.8,0.16,4985.87,3471.59,4643.01,4614.13,10767.56,1\\r\\n18174,221,41,Male,,self_employed,337,3,1770,220,21611.87,21611.87,21607.99,21547.69,0.31,0.31,0.31,0.31,21611.87,21607.85,0\\r\\n18175,2723,78,Male,0,retired,9,3,884,25,8893.19,8786.04,9901.67,11977.37,229.03,114.74,14.74,243.31,8884.81,8887.2,1\\r\\n18177,608,48,Female,,self_employed,1147,3,2528,226,2540.71,2555,2565.84,2591.07,0.26,0.26,0.26,0.26,2552.04,2565.59,0\\r\\n18178,456,48,Male,2,self_employed,146,2,261,86,4577.36,5043.89,9011.48,8288.63,0.26,0.26,423.77,7418.76,4879.58,10859.56,1\\r\\n18179,292,36,Female,,self_employed,15,1,300,55,407.23,28.23,1972.37,193.99,0.47,1067.76,14835.76,5757.61,323.13,507.71,0\\r\\n18180,2022,41,Male,0,self_employed,649,2,1585,21,7893.47,7893.47,8621.53,9033.45,2857.64,0.5,0.5,2143.36,7105.3,8722.97,0\\r\\n18182,2504,56,Female,0,self_employed,146,1,286,20,830.63,9.53,2818.08,25909.16,852.53,4423.96,847.86,8705,807.51,1687.6,0\\r\\n18183,3131,57,Male,0,self_employed,409,2,391,4,101593.55,46539.27,38955.81,9165.95,42857.41,36071.59,0.27,0.27,77611.19,27069.27,0\\r\\n18184,4951,40,Male,0,salaried,479,3,234,33,2566.65,2735.36,2811.18,3500.12,0.01,158.67,285.73,714.3,2707.87,2896.74,1\\r\\n18185,2428,44,Female,0,self_employed,1465,3,191,104,1460.09,1460.09,2174.38,3858.68,0.53,0.53,0.53,2143.39,1460.09,1460.09,0\\r\\n18186,2256,48,Male,2,self_employed,649,2,3894,0,2311.42,8732.87,5447.74,6366.11,13586.03,17143.17,9863.23,31148.94,1023.37,8318.46,1\\r\\n18187,1263,90,,,self_employed,751,2,138,157,182407.29,186478.71,191767.91,216113.49,0.16,0.16,4071.59,0.16,189580.66,185953.37,1\\r\\n18188,3012,44,Male,0,self_employed,15,2,48,20,1141.81,194.48,1647.74,664.1,1071.51,714.37,0.09,2928.66,918.81,1803.03,0\\r\\n18189,1543,49,Female,0,self_employed,1258,3,2561,135,27463.52,27089.23,26734.86,26708.63,0.4,0.4,532.39,997.97,26760.66,26783.77,1\\r\\n18190,3654,69,Male,0,self_employed,146,1,53,2,8702.94,10898.99,8158.57,5268.67,315.01,5223,2300.49,50.49,9260.55,8839.99,0\\r\\n18191,1984,39,Male,0,self_employed,1020,3,1118,0,6498.59,1397.63,3243.24,3031.19,6352.97,7066.6,1231.13,5676.29,2978.77,4283.15,0\\r\\n18192,1752,52,Male,1,self_employed,1016,1,431,95,1635.73,47524.34,9098.4,264.44,0.23,0.23,49857.37,0.23,23766.23,3099.33,1\\r\\n18193,2531,41,Male,0,self_employed,915,2,1014,41,6392.08,8433.93,8567.84,1595.75,0.01,3185.73,2041.86,6270.27,7553.66,8247.06,0\\r\\n18194,3180,90,,,self_employed,356,2,786,63,124.9,7782.04,5152.22,6865.63,0.59,0.59,7657.73,0.59,452.49,7782.04,1\\r\\n18195,5821,43,Male,2,salaried,491,3,615,234,1927.48,2536.57,3121.85,4097.9,0.17,0.17,2863.01,707.31,2724.85,2813.15,0\\r\\n18197,1906,60,Female,0,self_employed,334,3,17,38,9611.17,9612.8,4505.2,328.46,0.41,1428.99,0.41,0.41,9612.58,3575.94,0\\r\\n18199,2347,40,Female,0,self_employed,834,2,28,,3462.47,4548.61,4031.31,2266.06,0.46,0.46,300.88,517.83,4211.69,4615.12,1\\r\\n18200,1041,71,Male,,self_employed,1218,3,2595,70,278.35,278.35,12234.6,230.58,0.63,0.63,0.63,35714.91,278.35,23504.16,1\\r\\n18201,557,54,Female,0,salaried,409,1,158,35,6114.09,6114.09,5264.29,3671.16,0.4,2141.83,0.4,2143.26,6114.09,4801.92,1\\r\\n18202,2373,64,Male,0,self_employed,1020,1,16,21,3484.77,214.98,5795.52,14905.93,1875.5,14351.33,877.19,14213.93,2628.4,1914.57,0\\r\\n18203,2146,35,Male,0,salaried,1020,3,830,5,458.62,1102.93,1440.11,1762.23,10.9,1066.1,311.45,1843.59,672.49,1795.39,0\\r\\n18204,2533,59,Female,0,self_employed,318,2,1314,3,8558.76,8108.76,8130.92,8101.21,478.84,0.27,0.27,0.27,8148.16,8108.99,0\\r\\n18205,1689,8,Female,0,student,,2,818,,2129.31,2057.88,1675.88,1268.8,0.19,0.19,0.19,0.19,2129.31,1594.01,0\\r\\n18206,1235,30,Female,0,salaried,1020,2,667,328,2363.19,2936.25,2857.36,2920.36,0.51,0.51,571.94,0.51,2699.58,2936.25,1\\r\\n18207,528,44,Male,0,self_employed,114,2,397,11,4069.16,2766.22,3979.85,9168.07,1446.2,0.4,143.26,0.4,3176.7,2766.22,0\\r\\n18208,1857,40,Male,0,self_employed,1020,2,1108,14,3481.1,3411.01,3602.54,930.9,428.84,401.7,358.76,1560.43,3662.86,4210.22,0\\r\\n18209,1489,40,Female,0,salaried,1181,3,186,24,1515.75,2087.18,2826.07,2675.21,3857.76,258.93,2143.47,0.61,4068.46,2061,1\\r\\n18210,2712,33,Male,0,salaried,1096,3,588,88,3953.92,3022.15,2495.96,791.88,0.66,0.66,67.64,1604.81,2810.88,2615.82,0\\r\\n18211,3209,64,Male,4,self_employed,1494,3,1416,17,2423.74,2309.27,3879.91,4419.08,3471.84,0.23,3357.37,0.23,3242.38,2309.27,0\\r\\n18212,2924,41,Male,0,self_employed,904,2,723,20,7385.26,350.12,8420.87,10208.67,6715.35,0.19,98.15,20785.9,6584.36,3498.86,0\\r\\n18213,2071,51,Male,0,self_employed,532,3,1889,,3107.34,3178.77,3358.05,4026.54,0.44,0.44,0.44,0.44,3154.14,3405.54,0\\r\\n18214,215,46,Female,0,self_employed,575,1,572,13,4048.08,8593.98,173964.13,333113.35,1588.74,1588.74,7334.64,4432.31,6714.96,8947.82,0\\r\\n18215,237,35,Female,0,self_employed,1096,3,924,236,3055.59,4325.84,4109.07,4310.31,0.24,0.24,1255.93,22.61,3726.74,4338.55,0\\r\\n18216,4241,40,Male,0,self_employed,656,1,341,36,1124.8,8267.66,6350.3,7876.77,0.33,2746.1,1428.9,14.61,7196.23,6300.06,1\\r\\n18217,1347,29,Female,0,self_employed,1563,2,1271,87,3341.51,3341.51,3342.92,3175.91,0.41,0.41,0.41,0.41,3341.51,3341.51,1\\r\\n18219,3425,66,Male,0,self_employed,1020,2,145,0,1386.32,1349.77,2091.22,6331.46,8928.83,745.01,7178,1178.87,1403.16,1744.14,0\\r\\n18220,1933,39,Male,0,self_employed,751,3,1363,56,345.2,5288.06,2717.98,195.1,0.2,5800.2,5228.77,843.06,3015.16,5050.73,1\\r\\n18221,4345,68,Male,0,retired,1020,1,212,48,2078.89,1846.75,1575.64,402.48,0.61,1214.9,0.61,342.83,2003.4,1720.35,0\\r\\n18222,434,64,Female,0,retired,834,3,3884,26,2941.68,798.83,2953.9,2577.94,4286.23,0.51,2143.37,20000.51,3163.36,2734.31,0\\r\\n18223,1214,5,Female,0,student,146,2,75,,3338.17,3338.17,3338.17,3317.84,0.47,0.47,0.47,0.47,3338.17,3338.17,0\\r\\n18224,1409,61,Female,0,self_employed,1271,3,1698,95,1274.72,1368.63,5080.01,3226.98,0.6,0.6,94.51,40.11,1281.2,1189.67,0\\r\\n18226,2069,31,Female,0,salaried,1388,3,1907,70,1817.67,1817.67,1974.47,3912.74,0.51,0.51,0.51,240.31,1817.67,1910.53,0\\r\\n18227,5465,84,Male,0,retired,649,2,348,6,11349.21,11104.44,10303.47,7588.05,65.87,834.22,0.44,0.44,11243.96,10464.38,0\\r\\n18228,228,42,Female,,self_employed,1135,3,1527,11,7158.83,6942.77,6993.4,6126.19,429.11,0.54,571.97,429.11,7022.75,6966.73,1\\r\\n18229,1209,28,Female,0,salaried,409,2,1003,,3817.31,3817.31,3817.31,3793.13,0.43,0.43,0.43,0.43,3817.31,3817.31,0\\r\\n18230,451,44,Female,0,self_employed,491,2,396,59,1338.67,1533.04,1668.33,1706.34,0.46,357.6,156.13,483.39,1455.22,1823.86,0\\r\\n18231,5842,72,Female,0,self_employed,1232,2,7,49,250.03,250.03,5608.64,5558.93,0.21,83.63,0.21,12857.36,250.03,3543.78,1\\r\\n18232,1212,86,Female,0,self_employed,334,2,17,73,2771.3,4585.75,3204.37,3343.61,0.33,0.33,1971.76,0.33,3341.84,3806.77,0\\r\\n18233,1444,24,Female,0,student,15,1,6,23,1961.71,1396,1486.67,27.92,566.33,0.61,0.61,0.61,1864.18,1396,0\\r\\n18234,6031,90,Male,0,self_employed,318,2,35,,3905.72,3905.72,3905.72,3880.96,0.19,0.19,0.19,0.19,3905.72,3905.72,0\\r\\n18235,2200,53,Male,0,self_employed,905,1,259,20,56587.62,48887.62,45979.97,36532.71,8571.67,12221.27,0.24,0.24,54706.34,46534.84,0\\r\\n18236,3950,55,Male,0,self_employed,409,2,134,339,14275.46,14274.39,14274.4,16185.76,0.01,0.01,0.01,0.01,14274.42,14274.39,1\\r\\n18237,2418,50,Male,0,self_employed,623,3,1990,62,2533.1,2623.1,2266.87,1114.99,0.16,0.16,165.87,35.87,2575.22,2637.16,0\\r\\n18238,891,9,Male,0,student,1589,2,416,53,67908.47,67960.56,59222.31,185509.77,0.49,21429.06,24,0.49,67924.57,63125.53,0\\r\\n18239,4492,53,Male,3,salaried,1326,2,250,221,2822.23,3177.04,3095.44,12995.86,0.56,0.56,358.94,0.56,2932.24,3177.04,0\\r\\n18240,1183,42,Male,0,salaried,1020,3,522,,1864.49,1864.49,1901.21,2135.34,0.09,0.09,0.09,0.09,1864.49,1864.49,0\\r\\n18241,859,52,Male,3,self_employed,572,3,189,5,2191.59,13627.62,3063.16,3457.3,22214.79,0.5,25001.5,23923.98,2118.87,5725.26,0\\r\\n18242,2221,90,,0,self_employed,621,3,693,178,6265.91,6265.91,6265.91,6195.08,0.4,0.4,0.4,0.4,6265.91,6265.91,0\\r\\n18243,1126,12,Male,0,student,1232,2,2523,,2116.03,2101.74,2089.11,2034.48,0.63,0.63,0.63,3.49,2102.24,2089.12,0\\r\\n18244,1511,15,Female,0,student,1096,2,273,,1486.91,1486.91,1490.68,1481.23,0.1,0.1,0.1,0.1,1490.85,1490.59,0\\r\\n18245,1602,90,,0,self_employed,546,2,1732,,1711.4,1711.4,1711.4,1700.56,0.19,0.19,0.19,0.19,1711.4,1711.4,0\\r\\n18246,1260,48,Male,0,salaried,1649,3,1643,59,939.87,1583.13,1616.27,3395.35,0.24,1438.67,1143.1,1144.96,1454.8,2000.99,1\\r\\n18247,1556,23,Female,0,student,649,2,54,14,2889.25,3382.43,2370.59,501.35,114.3,0.01,607.49,18.86,3166.58,3399.45,0\\r\\n18248,655,47,Female,0,salaried,578,3,757,,11829.87,13046.89,13676.93,15048.68,0.27,0.27,1671.7,1101.4,12602.49,14221.33,0\\r\\n18249,1919,44,Male,0,salaried,724,2,194,,1866.14,2058.29,2022.95,2044.54,0.39,0.39,335.39,0.39,1952.28,2058.29,0\\r\\n18250,2600,35,Male,0,self_employed,1020,2,1105,0,2448.76,1845.44,1795.85,12706.93,1514.31,1000.03,62.81,323.2,2202.92,1236.84,0\\r\\n18251,637,7,Male,,self_employed,409,3,329,,1658.59,1587.16,1575.37,1359.21,0.61,0.61,0.61,0.61,1646.27,1575.64,0\\r\\n18252,1107,43,Female,0,self_employed,1416,3,346,91,442.29,1870.86,1755.92,831.04,0.54,0.54,1429.11,0.54,1526.03,1870.86,1\\r\\n18253,486,44,Male,0,salaried,1328,3,3797,11,2426.21,2686.08,2811.96,4759.4,114.46,41.3,495.68,381.38,2624.99,2612.64,0\\r\\n18254,5647,77,Male,0,retired,334,3,17,0,488.54,2135.27,1828.27,1624.99,78.06,191.76,1714.83,0.54,1502.85,2055.35,1\\r\\n18255,2840,60,Male,3,self_employed,1020,2,626,,15936.22,15936.22,15936.22,15834.64,0.57,0.57,0.57,0.57,15936.22,15936.22,0\\r\\n18256,588,34,Male,0,self_employed,664,3,2935,58,6.07,2.17,1479.52,3744.74,0.69,2374.26,0.69,6163.54,5.67,1193.44,1\\r\\n18257,2410,33,Male,0,salaried,78,3,255,27,912.68,166.21,1862.95,3986.58,857.47,857.47,14.61,3428.9,918.95,1383.13,0\\r\\n18258,2070,60,Male,0,salaried,146,3,1757,112,16141.94,16141.94,16141.94,16133.7,0.13,0.13,0.13,0.13,16141.94,16141.94,0\\r\\n18259,2870,45,Male,0,salaried,1020,1,145,165,15364.72,15363.12,14714.01,13074.62,0.23,0.23,0.23,1428.8,15363.91,14504.69,0\\r\\n18260,4505,59,Male,0,salaried,372,3,236,61,1980.16,1980.16,1908.58,1840.99,0.56,0.56,0.56,0.56,1980.16,1980.16,0\\r\\n18261,896,62,Female,0,self_employed,623,2,521,164,1545.49,1712.63,1608.85,2057.51,0.69,0.69,483.94,0.69,1608.68,1673.92,0\\r\\n18262,2655,47,Male,0,self_employed,837,3,203,131,2108.02,2108.02,2108.02,2279.35,0.51,0.51,0.51,0.51,2108.02,2108.02,0\\r\\n18263,1483,60,Male,0,salaried,1271,1,307,94,15453.41,15621.7,22860.27,5731.38,0.61,0.61,172.04,14286.33,15453.41,23224.88,1\\r\\n18264,1167,35,Male,0,self_employed,1443,3,2792,311,1140.95,1336.2,1609.13,3013.64,0.2,0.2,195.46,290.46,1248.51,1486.13,1\\r\\n18265,3888,52,Male,2,self_employed,1046,1,1248,12,2098.17,7543.95,2686.75,1386.87,643.4,1429.11,6447.99,1719.64,1691.29,3399.32,0\\r\\n18266,789,31,Female,0,student,213,2,765,62,8500.63,2585.32,2520.92,796.92,0.3,0.3,143.16,0.3,5566.91,1706.81,0\\r\\n18267,2574,54,Female,0,self_employed,1020,3,114,12,527.21,3705.78,2597.9,5638.37,2678.99,19778.69,9400.41,32227.27,1279.92,3862.6,1\\r\\n18268,1719,36,Male,0,salaried,75,2,1816,6,6767.91,7267.91,7143.81,7884.09,71.89,286.17,571.89,329.03,6782.69,7162.84,0\\r\\n18269,4189,39,Male,0,salaried,995,1,200,135,393.52,5226.45,5112.08,426.82,0.39,0.39,5173.33,1021.16,1702.8,5790.86,0\\r\\n18270,560,23,Female,0,student,1155,1,542,19,4002.86,4781.85,4908.63,4625.73,10.21,0.47,2052.62,1066.76,4299.37,5072.47,0\\r\\n18271,897,38,Male,0,self_employed,149,3,2108,6,5572.36,754.34,1447.93,1773.07,6464.36,0.07,2003.47,293.44,2940.98,815.76,0\\r\\n18272,2290,26,Male,0,salaried,1096,3,89,52,2823.18,2869.4,2827.74,2936.73,0.1,114.39,22.94,0.1,2851.7,2832.54,0\\r\\n18273,5402,37,Male,0,salaried,409,2,1349,49,5914.89,5989.13,5943.15,5920.7,0.06,357.2,74.3,208.5,5953.29,6032.55,1\\r\\n18274,402,73,Male,,retired,146,3,3940,6,1405.93,4482.93,5508.4,7889.42,957.16,1142.87,4571.44,3422.39,1887.21,5565.11,1\\r\\n18275,1993,42,Female,0,self_employed,593,2,1476,73,1079.37,1079.37,1497.19,1493.7,0.5,0.5,0.5,357.64,1079.37,1309.79,0\\r\\n18276,5906,69,Male,0,self_employed,834,1,8,11,4546.01,4476.74,3341.85,2155.26,240.8,3294.8,0.1,0.1,4508.93,4194.79,0\\r\\n18277,2132,36,Female,0,self_employed,563,2,2649,0,3871.29,3409.47,5397.1,5780.47,748.11,1773.69,286.3,3294.87,3341.65,6540.4,0\\r\\n18278,1375,59,Female,1,self_employed,409,2,1562,7,33219.5,33040.93,32930.49,1148.49,178.86,178.86,0.29,4286,33084.03,33380.79,0\\r\\n18279,6209,52,Female,0,self_employed,575,2,503,,2996.24,2996.24,2996.24,2977.26,0.41,0.41,0.41,0.41,2996.24,2996.24,0\\r\\n18280,4548,42,Male,0,salaried,1232,3,86,,2114.57,2900.28,9556.1,3626.85,0.14,0.14,257.29,13811.4,2257.43,15271.58,1\\r\\n18281,1001,56,Female,0,self_employed,623,2,1997,24,6944.52,5379.32,5506.62,2341.79,1565.77,1565.77,0.57,755.23,6728.63,5373.91,0\\r\\n18282,914,90,Male,0,self_employed,617,2,1410,301,3224.03,3665.88,3834.26,4986.04,0.44,0.44,442.3,355.3,3309.68,3734.57,0\\r\\n18284,238,29,Male,0,self_employed,180,3,2782,3,6576.38,6612.52,7303.18,5102.27,35.8,0.51,143.37,2252.44,6597.05,7204.12,0\\r\\n18285,4153,30,Male,0,student,1534,1,63,236,3801.51,2126.51,2684.84,2113.04,0.29,0.29,0.29,0.29,3801.51,2126.51,0\\r\\n18286,211,38,Male,,self_employed,575,3,589,24,937.07,2288.24,1988.35,974.05,134.89,307.74,1700.44,3904.53,1416.16,3466.05,1\\r\\n18287,804,75,Female,0,self_employed,834,3,2754,46,4952.68,4940.26,2755.04,155.34,0.09,4697.33,0.09,142.94,4952.68,3034.96,1\\r\\n18288,349,31,Male,1,self_employed,1284,3,3327,6,5128.49,3655.54,2069.82,25.15,7179.11,3414.83,5698.47,1627.04,4104.83,1910.21,0\\r\\n18289,1552,44,Female,1,self_employed,491,3,93,,1663.57,1663.57,1663.57,1653.04,0.56,0.56,0.56,0.56,1663.57,1663.57,0\\r\\n18290,4889,70,Female,0,self_employed,409,2,120,216,2670.16,2886.22,2800.42,2718.08,0.51,0.51,0.51,0.51,2706.11,2892.78,0\\r\\n18292,2413,78,Female,0,retired,834,2,460,,1505.92,1505.92,1505.92,1241.65,0.16,0.16,0.16,0.16,1505.92,1505.92,0\\r\\n18293,1387,42,Male,0,salaried,724,2,194,76,3581.39,3581.39,3581.39,3512.43,0.51,0.51,0.51,0.51,3581.39,3581.39,0\\r\\n18294,3404,40,Female,0,salaried,,2,440,45,627.67,722.6,1695.28,1152.66,0.2,109.8,136.2,3729.42,647.79,2765.62,1\\r\\n18295,1691,54,Male,0,self_employed,905,2,259,,2159.13,1929.57,1723.21,2309.76,0.66,0.66,0.66,0.66,1969.15,1714.98,0\\r\\n18296,1834,54,Female,2,self_employed,334,2,1939,17,3468.39,3421.14,3570.47,3571.36,200.63,200.63,153.38,333.17,3438.97,3501.07,0\\r\\n18297,207,47,Male,,self_employed,1422,2,2594,23,9635.14,10035.14,9397.97,3569.47,443.46,472.03,843.46,0.6,10217.41,10019.94,0\\r\\n18298,4127,52,Male,0,salaried,409,1,391,38,34261.66,34259.44,38438.95,40587.45,0.59,1429.16,0.59,7252.01,34260.9,39840.93,0\\r\\n18299,4266,41,Male,0,self_employed,649,3,1430,164,2646.12,2646.12,2645.21,2691.38,0.64,0.64,0.64,0.64,2646.12,2646.12,0\\r\\n18300,1278,36,Male,0,self_employed,1633,3,2095,88,1.03,3643.89,5973.46,533.23,0.17,0.17,3643.03,5428.74,2025.67,5353.57,1\\r\\n18301,3169,41,Male,0,self_employed,1084,2,829,300,1428.83,1428.83,1448.36,622.96,0.26,0.26,0.26,503.58,1428.83,2358.49,0\\r\\n18302,1047,4,Female,0,student,1020,2,541,23,2506.86,2149.71,2207.19,2140.58,1786.13,0.41,1428.99,0.41,2322.13,2149.71,0\\r\\n18303,1254,50,Male,0,self_employed,621,2,1988,25,3502.73,3567.3,4149.16,2883.49,429.1,0.53,394.67,452.24,3659.84,3647.25,0\\r\\n18304,2094,78,Male,0,self_employed,1096,2,578,14,10053.2,10910.34,10748.67,9635.93,571.67,0.24,1428.81,0.24,10614.78,10910.34,0\\r\\n18305,2259,37,Male,0,salaried,146,1,184,79,1182.4,1987.32,4235.48,3294.77,0.34,0.34,818.41,7931.75,2153.58,5888.44,0\\r\\n18306,1348,36,Female,0,salaried,1111,2,88,32,2492.98,2624.08,1992.48,3270.29,0.36,1271.79,101.46,4.69,2521.52,1678.39,0\\r\\n18307,4939,70,Male,0,retired,1020,2,291,61,2989.79,3122.63,3061.33,2743.21,0.23,0.23,135.31,26.23,3042.14,3140.24,0\\r\\n18308,6391,50,Male,0,salaried,834,2,28,4,6280.09,6153.56,5275.71,2360.89,397.4,3645.53,270.87,2218.01,6036.9,5101.02,1\\r\\n18309,2595,72,Female,0,self_employed,409,2,391,21,7018.92,6794.09,6734.85,6562.72,221.76,221.76,0.33,0.33,6957.48,6681.91,0\\r\\n18310,952,90,,,self_employed,649,1,554,6,24488.2,8059.63,9192.63,17781.12,32857.53,0.39,16428.96,0.39,11458.64,8059.63,0\\r\\n18311,471,37,Male,,self_employed,1322,2,176,146,2696.11,2693.85,2938.53,3086.57,0.54,0.54,0.54,571.97,2695.49,3037.32,0\\r\\n18312,2669,68,Male,1,retired,834,3,1224,114,927.52,1384.67,2104.52,1616.86,0.31,0.31,428.89,446.96,1300.92,1556.58,1\\r\\n18313,275,28,Female,,self_employed,1148,1,2512,188,12054.13,12068.41,12081.14,12106.59,0.14,0.14,0.14,0.14,12067.43,12080.86,0\\r\\n18314,4837,37,Male,0,salaried,1525,2,665,224,2237.86,2272.07,2278.57,2311.63,0.39,0.39,20.31,0.39,2255.18,2283.13,0\\r\\n18315,317,60,Female,0,self_employed,575,2,1603,4,338.33,1373.18,15765.98,395.29,14717.11,217629.31,14849.38,161848.27,5578.21,38755.35,1\\r\\n18316,2742,54,Female,0,self_employed,1020,2,542,39,8467.33,8353.58,5555.49,1319.9,0.56,21301.24,39.8,13508.7,8470.57,5242.63,0\\r\\n18317,2750,44,Male,2,self_employed,1494,2,533,25,5304.65,6.11,2024.71,1784.9,2857.27,8978.7,42892.99,48350.13,3949.5,1697.81,1\\r\\n18318,1561,49,Female,0,self_employed,1382,2,629,314,11275.26,11428,11460,11846.29,0.31,0.31,153.06,153.06,11312.13,11457.56,0\\r\\n18319,4134,57,Male,0,self_employed,1084,2,501,,2229.88,3801.31,2518.72,751.84,0.03,0.03,1714.31,0.03,2653.52,3790.34,1\\r\\n18320,4388,58,Female,1,self_employed,1020,1,16,,8794.26,7994.26,8122.99,6852.92,0.53,0.53,0.53,0.53,8380.46,7994.26,0\\r\\n18321,574,62,Female,0,self_employed,1020,3,835,56,3241.33,6098.72,4985.91,2896.46,0.69,602.58,0.69,0.69,3438.43,6040.47,0\\r\\n18322,3013,58,Female,0,self_employed,152,3,779,195,1926.19,1926.19,1927,2175.32,0.01,0.01,0.01,0.01,1926.19,1926.19,0\\r\\n18323,738,67,Male,0,retired,1020,1,60,,2021,2021,2021,2008.2,0.01,0.01,0.01,0.01,2021,2021,0\\r\\n18324,1430,48,Female,0,salaried,318,2,673,18,1002.65,828.41,2140.65,2664.27,17123.7,16780.84,205.79,581.49,2063.98,1786.95,0\\r\\n18325,2869,90,,,self_employed,834,1,382,16,11117.16,2843.92,6422.79,3864.32,22559.15,4387.39,14285.91,2143.06,15575.53,2219.39,0\\r\\n18326,2100,74,Male,0,self_employed,834,2,1015,46,3348.65,3346.07,3328.75,3260.73,0.17,47.14,0.17,0.17,3347.4,3331.03,0\\r\\n18327,1404,78,Female,0,self_employed,1546,3,1271,9,7782.21,7694.34,7685.25,7464.3,97.94,17.61,0.31,0.31,7765.95,7688.32,0\\r\\n18328,1098,8,Female,0,student,1525,2,146,101,2311.12,2311.12,2311.12,2165.87,0.23,0.23,0.23,0.23,2311.12,2311.12,0\\r\\n18329,2747,54,Female,0,self_employed,1096,3,585,172,2413.53,2413.53,2413.53,2338.28,0.14,0.14,0.14,0.14,2413.53,2413.53,0\\r\\n18330,2192,90,,0,self_employed,169,2,416,11,2191.86,3296.55,3091.6,3821.3,856.17,28.89,1886.17,69.09,2300.99,3306.99,0\\r\\n18331,5872,90,Male,0,self_employed,834,2,1242,38,2984.54,42961.68,10359.06,7036.13,0.07,35714.36,40000.07,0.07,8485.23,15311.91,1\\r\\n18332,6090,56,Male,2,self_employed,491,1,27,0,18582.21,20961.31,27433.76,7909.31,6511.24,45840.9,17428.73,55810.16,21611.75,34175.3,0\\r\\n18333,2663,34,Male,0,salaried,,2,662,0,6294.23,6461.27,5124.86,19259.18,3286.81,5689.21,3238.69,3759.51,5084.37,4851.86,0\\r\\n18335,2581,82,Female,0,self_employed,318,2,107,,5738.39,5738.39,5738.39,5761.04,0.24,0.24,0.24,0.24,5738.39,5738.39,0\\r\\n18336,539,40,Male,,self_employed,288,3,2373,91,1365.64,1575.64,1640.26,1917.32,0.51,0.51,0.51,0.51,1430.81,1643.38,0\\r\\n18337,2685,32,Male,0,self_employed,1020,2,159,11,1858.56,922.47,1595.4,1445.81,2418.99,5396.13,1417.06,5917.06,1414.96,1553.43,0\\r\\n18338,909,22,Male,,student,1589,2,2443,237,6391.49,6391.49,6391.49,5964.24,0.16,0.16,0.16,0.16,6391.49,6391.49,0\\r\\n18339,778,15,Male,0,student,,3,2839,81,2757.01,2757.01,2750.06,1786.95,0.66,0.66,0.66,0.66,2757.01,2757.01,0\\r\\n18341,595,52,Female,0,self_employed,1395,2,1922,97,4148.22,4148.28,4147.93,3616.8,0.54,0.54,0.54,0.54,4147.24,4148.28,0\\r\\n18342,2270,46,Male,2,self_employed,1020,3,1451,31,2171.13,3892.83,1722.46,7544.45,0.57,3286.29,1722.28,503.01,2965.7,1005.15,0\\r\\n18343,1031,36,Female,0,self_employed,1597,2,737,201,1511.83,1511.83,1511.83,1508.47,0.6,0.6,0.6,0.6,1511.83,1511.83,0\\r\\n18345,2769,34,Female,0,self_employed,279,2,948,,5947.64,5947.64,5947.64,5921.89,0.43,0.43,0.43,0.43,5947.64,5947.64,0\\r\\n18346,3490,44,Male,0,salaried,1525,2,541,4,6970.28,4331.1,4645.44,6543.04,2857.53,0.39,714.67,0.39,4462.69,4104.79,0\\r\\n18347,322,90,,,self_employed,1417,2,839,56,16387.11,16391.4,16464.86,10180.29,0.11,1.75,4.4,130.84,16387.11,16471.48,0\\r\\n18348,3126,81,Male,0,retired,1525,2,146,51,1682.89,1597.18,1866.2,1651.2,0.09,166.59,0.09,714.37,1671.07,1807.66,0\\r\\n18349,1322,72,Female,0,self_employed,241,2,273,327,13602.21,13602.21,13602.21,13515.65,0.41,0.41,0.41,0.41,13602.21,13602.21,0\\r\\n18350,1173,43,Female,0,self_employed,15,2,6,,7880.88,7880.88,7880.88,7830.95,0.41,0.41,0.41,0.41,7880.88,7880.88,0\\r\\n18351,2181,32,Female,0,self_employed,1388,2,632,49,5506.5,5506.5,6857.68,10383.68,0.14,0.76,0.14,1354.89,5506.5,5831.42,0\\r\\n18352,2845,77,Male,0,retired,146,3,77,0,4449.57,4266.86,4287.24,4256.39,296.3,0.31,7.46,14.6,4319.71,4268.01,0\\r\\n18353,2602,76,Male,0,retired,146,2,53,51,2402.69,2402.69,2239.31,1986.67,0.27,433.16,0.27,0.27,2402.69,2302.14,0\\r\\n18354,713,37,Male,,salaried,408,3,2727,223,0.01,60.97,3692.17,7155.59,0.01,0.01,0.01,2583.09,19.51,4912.04,1\\r\\n18355,1842,30,Female,0,self_employed,409,2,1309,14,2858.55,2158.55,2557.93,7345.8,700.11,692.97,0.11,636.23,2520.62,2055.98,0\\r\\n18356,2375,69,Female,0,self_employed,1096,3,1559,13,5519.52,5683.99,3629,1331.39,2360.94,5218.09,1542.66,29390.16,5072.9,4420.48,0\\r\\n18357,2440,15,Female,0,student,1020,3,501,,1797.24,1725.81,1685.99,1568.09,0.43,0.43,0.43,0.43,1745.51,1677.42,0\\r\\n18358,2249,69,Male,0,self_employed,224,2,1689,49,2717.99,2569.23,1915.68,9934.43,0.47,360.17,607.61,586.19,2568.81,1846.02,0\\r\\n18359,263,51,Male,0,self_employed,1576,3,4249,55,37.68,171.97,2913.47,3225.71,0.11,2857.26,0.11,28.69,70.09,4742.06,1\\r\\n18360,3137,52,Male,3,salaried,1020,1,12,0,7435.35,9989.15,9530.6,9646.47,3022.6,1795.46,5575.89,114.3,8600.59,8681.7,0\\r\\n18361,3530,36,Male,1,self_employed,1232,2,962,5,3027.56,4492.98,1734.39,960.88,4077.4,2857.26,3408.87,1002.47,2094.39,2187.24,0\\r\\n18362,4307,42,Female,0,self_employed,904,2,239,127,3337.21,2510.26,3589.78,3763.4,0.21,0.21,28.79,0.21,3004.11,2476.96,1\\r\\n18363,3231,65,Female,0,self_employed,1232,3,149,32,1699.46,1536.79,1625.15,1392.24,0.01,392.26,0.01,0.01,1673.6,1210.33,0\\r\\n18364,2667,71,Male,0,retired,1232,3,104,5,1019.41,12080.94,5904.99,2320.69,8010.84,964.41,19072.37,341.73,9781.17,5161.12,1\\r\\n18365,3195,49,Male,0,self_employed,146,3,261,58,5252.68,5252.14,3922.9,1324.15,0.61,6630.81,0.61,2683.64,5252.58,6208.34,0\\r\\n18366,3169,28,Male,0,student,1315,2,250,12,84.34,92.77,2972.72,2549.42,1204.63,969.87,1171.99,1145.56,202.93,207.1,0\\r\\n18367,3063,42,Female,0,self_employed,1020,1,212,55,14355.04,14334.29,13993.04,25319.69,0.19,911.61,0.19,0.19,14337.87,14174.72,0\\r\\n18368,3220,47,Male,3,self_employed,623,2,81,6,3107.76,6128.9,8501.9,3306.77,10000.31,6428.89,29664.6,34671.74,8805.3,1807.5,0\\r\\n18370,3066,63,Female,0,self_employed,687,2,453,132,8025.64,8025.64,8025.64,10303.71,0.36,0.36,0.36,0.36,8025.64,8025.64,1\\r\\n18372,2739,34,Male,0,salaried,,2,650,324,6727.2,6727.2,6727.2,6686.93,0.64,0.64,0.64,0.64,6727.2,6727.2,0\\r\\n18373,1768,36,Female,0,self_employed,1232,2,29,,3994.77,3994.77,3982.61,3937.88,0.46,0.46,0.46,0.46,3994.77,3983.99,0\\r\\n18374,203,43,Female,,self_employed,1076,2,456,83,626.04,977.47,2753.79,246.86,0.43,0.43,357.57,0.43,647.12,591.46,0\\r\\n18375,4011,62,Female,0,self_employed,1020,1,60,13,2404.58,2398.09,2675.31,3041.57,750.34,3224.09,1120,1867.36,2600.81,2882.65,0\\r\\n18376,2866,59,Male,0,self_employed,318,2,726,,2808.37,2808.37,2926.65,4257,0.36,0.36,0.36,143.21,2808.37,2891.32,0\\r\\n18377,4001,55,Male,0,salaried,579,2,192,5,3266.2,9510.99,6478.89,2322.31,4.59,2944.86,5527.95,7586.22,5336.74,9220.41,0\\r\\n18378,599,47,Female,0,self_employed,1111,3,651,23,1356.15,180.44,2260.77,821.86,1176.13,11055.66,0.41,13786.13,1097.98,3920.3,1\\r\\n18379,2847,36,Female,0,salaried,409,3,709,244,3479.89,2474.26,2645.73,1963.53,0.13,0.13,0.13,0.13,3375.82,2372.88,0\\r\\n18380,2435,67,Male,0,retired,146,2,53,17,10181.29,16495.97,12467.68,13439.65,514.41,7276.49,1770.84,1512.06,9917.84,12673.47,1\\r\\n18381,4316,63,Female,0,salaried,1020,2,288,18,6318.72,2516.43,4172.91,3998.85,6594.91,0.61,2857.76,989.96,5652.79,3000.8,0\\r\\n18382,3945,41,Male,1,salaried,409,2,120,23,8494.17,7162.02,7488.65,8227.84,1461.27,0.56,200.56,0.56,8194.78,7160.78,0\\r\\n18383,1950,53,Female,0,self_employed,834,3,1925,266,5335.49,5421.2,5529.91,6166.36,0.66,0.66,172.09,329.23,5397.56,5531.8,0\\r\\n18384,5401,61,Female,0,salaried,649,2,54,53,3083.5,1833.15,1703.33,1832.08,0.29,286,0.29,0.29,2178.07,1777.85,0\\r\\n18386,4780,52,Male,2,salaried,17,2,181,48,839.53,1504.73,3275.26,10003.14,0.2,64.49,203.34,1150.2,1075.79,1929.07,1\\r\\n18387,262,27,Female,,student,361,3,4702,12,694.22,1991.8,1594.63,1607.78,14.7,807.27,14.7,0.41,1421.69,1662.96,1\\r\\n18388,3164,32,Female,0,salaried,1020,1,212,,13126.89,13090.68,13007.27,12584.01,0.14,0.14,0.14,0.14,13098.36,12973.03,0\\r\\n18389,1744,35,Female,0,self_employed,162,2,304,6,0.31,730.54,1713.79,424.77,17143.17,0.31,8608.74,0.31,3657.2,730.54,1\\r\\n18390,557,50,Female,,self_employed,687,2,2004,17,2850.48,2874.42,2871.17,2864.71,6.21,27.14,29.55,33.88,2856.53,2872.84,0\\r\\n18391,1702,23,Male,0,student,575,3,44,11,1216.9,1721.5,1713.8,1421.93,1428.76,0.19,1958.64,185.9,1523.19,1795.23,1\\r\\n18392,4465,80,Male,0,self_employed,1020,1,1201,21,597.98,1340.6,4931.11,11180.57,3455.49,0.09,4285.8,0.09,1060.05,575.51,0\\r\\n18393,395,22,Male,,student,146,1,312,7,2328.65,2005.08,2379.85,599.8,382.61,0.47,24.44,3614.55,2078.55,2396.07,1\\r\\n18394,4002,45,Female,0,salaried,15,2,383,23,4374.29,4007.13,4327.01,4935.44,357.33,0.19,0.19,0.19,4281.82,4007.13,0\\r\\n18395,5690,46,Male,0,salaried,1096,3,27,84,4585.01,2568.23,3286.74,3283.59,0.64,0.64,2745.27,3094.21,2952.29,3331.77,0\\r\\n18396,2871,46,Female,0,self_employed,1381,2,790,192,1455.04,1455.04,1452.28,1438.49,0.53,0.53,0.53,0.53,1455.04,1454.51,0\\r\\n18397,2665,71,Female,0,self_employed,146,2,52,136,136.69,137.18,1455.15,1702.12,0.59,0.59,0.59,2914.87,136.69,1462.99,0\\r\\n18398,1400,38,Male,0,self_employed,365,2,2475,0,4103.18,4779.83,3626.9,3973.44,12352.56,6409.21,13029.21,7143.5,3158.63,4646.65,1\\r\\n18399,714,27,Female,0,self_employed,413,3,759,19,18166.91,15591.66,12535.23,16797.49,2647.04,2877.68,0.36,51.77,17380.01,12712.54,0\\r\\n18400,1470,49,Male,0,salaried,441,3,1976,102,2968.62,3136.36,3621.98,3983.41,0.37,0.37,543.23,2786.09,3032.73,3685.92,0\\r\\n18401,3170,27,Female,0,salaried,745,1,127,35,5525.21,5474.15,4437.25,10093.33,0.39,132.62,0.39,0.39,5485.25,5371.77,0\\r\\n18402,4305,90,Male,0,self_employed,949,2,342,16,108.34,325.15,2255.75,3003.69,15498.18,11850.14,15714.99,12857.84,1281.8,1953.62,0\\r\\n18403,1740,56,Male,0,salaried,1180,2,756,,3161.09,3161.09,3161.09,3140.52,0.37,0.37,0.37,0.37,3161.09,3161.09,0\\r\\n18404,1019,39,Male,0,salaried,1232,3,1797,,2420.08,2436.66,2746.27,2937.21,0.49,0.49,14.34,468.2,2436.08,2869.54,0\\r\\n18405,1400,38,Female,0,self_employed,623,2,2398,121,750.33,6249.12,1540.35,1999.82,0.51,0.51,453.34,564.45,860.92,2393.05,0\\r\\n18406,1301,24,Female,0,student,409,2,585,146,5461.63,6698.78,6314.83,9535.66,0.47,0.47,1237.61,0.47,5546.95,6698.78,1\\r\\n18407,1299,74,Female,0,self_employed,,2,37,329,12309.19,14452.87,14181.82,23029.43,0.39,0.39,2143.24,0.39,13639.72,14452.87,0\\r\\n18408,657,68,Female,0,self_employed,1020,1,501,85,1167.18,14651.01,15094.86,29260.84,0.23,0.23,13571.66,6683.14,2097.1,17670.02,1\\r\\n18409,6422,84,Male,0,self_employed,1096,3,89,9,14049.91,14033.28,14035.2,13928.68,17.1,0.47,0.47,0.47,14039.02,14033.28,0\\r\\n18410,4136,27,Male,0,self_employed,656,2,1383,,18090.02,18090.02,18090.02,17975.41,0.4,0.4,0.4,0.4,18090.02,18090.02,0\\r\\n18411,1254,53,Male,0,self_employed,102,2,113,32,15471.07,15471.07,12798.26,11789.28,0.31,4286.03,0.31,0.31,15471.07,11738.35,0\\r\\n18412,674,25,Male,,salaried,905,2,1341,90,2162.8,2198.64,1474.49,179.32,0.11,0.11,35.96,0.11,2180.48,1792.85,0\\r\\n18413,640,46,Male,0,self_employed,797,2,1631,108,305.95,1840.93,1668.4,1877.67,0.34,0.34,1535.33,316.34,1591.94,2073.9,1\\r\\n18414,346,74,Male,0,self_employed,1096,1,319,161,1558.18,1586.75,1642.35,1448.72,0.53,0.53,0.53,71.96,1577.88,1639.81,0\\r\\n18415,855,54,Female,0,self_employed,1096,3,327,7,7335.47,192.62,5372.34,8618.18,7143.4,29951.97,0.54,36000.54,1916.75,5246.28,1\\r\\n18416,827,75,Female,0,self_employed,514,2,6,,2336.36,2336.36,2336.94,2325.99,0.24,0.24,0.24,0.24,2336.36,2336.36,0\\r\\n18417,3930,27,Male,0,student,1020,2,47,0,926.39,2581.84,2209.8,434.64,3074.44,1.46,4486.01,2433.89,2423.15,2959.14,1\\r\\n18419,1740,42,Male,0,salaried,409,3,1350,0,21774.54,17918.21,11740.9,4224.04,2643.37,2643.37,31071.94,13032.37,17237.59,13438.27,0\\r\\n18420,3859,38,Female,0,salaried,146,3,286,11,4850.66,4158.85,2760.72,986.85,0.91,215.19,2632.37,2603.44,3968.45,3597.8,1\\r\\n18421,429,52,Male,5,self_employed,146,2,312,0,17856.27,1051.49,2362.21,3257.73,24285.99,6428.84,10289.77,8530.22,3542.65,1333.4,0\\r\\n18422,2667,18,Female,0,student,1232,2,52,108,1898.83,1898.83,1898.83,1830.11,0.29,0.29,0.29,0.29,1898.83,1898.83,0\\r\\n18423,220,36,Male,2,self_employed,15,2,6,133,2007.88,5233.6,6070.47,10691.13,0.31,0.31,3226.03,171.94,3787.59,5389.93,1\\r\\n18424,2588,46,Female,0,salaried,1232,2,359,224,3150.85,3150.85,3150.85,3129.35,0.63,0.63,0.63,0.63,3150.85,3150.85,0\\r\\n18425,835,39,Male,0,salaried,409,3,581,17,4430.47,2459.04,2685.7,2388.89,1971.54,4814.72,0.11,4970.49,3682.69,3150.58,0\\r\\n18426,1622,47,Female,0,self_employed,15,2,888,5,10267.56,4224.9,5987.82,733.44,6043.2,0.54,0.54,30.69,8482.29,4248.91,0\\r\\n18427,1386,47,Male,1,self_employed,491,2,27,26,14133.33,9097.6,9172.18,6715.98,121.48,0.03,514.31,0.03,13703.04,7051.76,0\\r\\n18428,2468,64,Female,0,self_employed,1322,2,1127,32,5534.52,5534.52,4156.78,728.92,0.6,4286.31,0.6,4286.31,5534.52,5396.27,0\\r\\n18429,2481,43,Female,0,self_employed,409,3,1386,108,10580.37,13316.44,12903.79,13487.12,0.49,0.49,2857.63,0.49,12037.38,13277.38,0\\r\\n18430,2414,73,Male,0,retired,834,3,334,100,1723.48,1723.48,1723.48,1106.89,0.6,0.6,0.6,0.6,1723.48,1723.48,0\\r\\n18431,219,64,Male,,self_employed,1086,3,2605,54,3670.76,6527.9,4175.75,3102.28,0.57,9383.96,5000.57,3122,5126.42,6075.84,1\\r\\n18432,571,71,Female,0,self_employed,243,2,1252,53,4058.24,4070.04,3845.96,3501.52,0.06,571.49,0.06,0.06,4066.3,3950.23,0\\r\\n18433,975,48,Female,0,self_employed,649,3,54,47,2840.24,2422.99,2053.34,1067.02,0.59,573.44,0.59,572.01,2740.97,1692.82,0\\r\\n18434,2417,48,Female,0,self_employed,1020,2,240,30,1429.07,20.51,3098,190.04,0.5,28571.93,303.21,3160.36,9265.38,18.18,1\\r\\n18435,3275,35,Male,0,salaried,745,2,127,326,2787.61,2801.9,2804.9,2851.7,0.61,0.61,0.61,0.61,2790.57,2804.66,0\\r\\n18436,3013,60,Female,0,self_employed,1525,2,86,,2136.02,2123.64,2124.21,2095.58,0.41,0.41,1.84,0.41,2125.35,2123.64,0\\r\\n18437,5858,61,Female,0,self_employed,1020,1,542,13,28671.18,2957.71,5698.14,13116.06,926.29,8396.59,0.57,8228.9,9072.8,4382.94,0\\r\\n18438,1874,44,Female,0,self_employed,1020,2,1085,,2215.2,2215.2,2215.2,2206.63,0.4,0.4,0.4,0.4,2215.2,2215.2,0\\r\\n18439,3385,54,Female,0,self_employed,409,2,139,77,2097.16,2508.68,2438.25,2456.18,0.14,0.14,406.76,0.14,2297.68,2508.68,0\\r\\n18440,2985,42,Male,1,salaried,1232,1,7,0,9412.04,9972.81,8787.5,3904.46,2637.9,3045.57,493.87,503.99,9364.21,9064.78,0\\r\\n18442,3580,68,Male,0,retired,1593,2,211,42,657.48,657.48,1943.2,4230.2,0.66,2857.8,0.66,4429.23,657.48,1215.09,0\\r\\n18443,1308,6,Female,0,student,1180,3,600,24,7143.14,6586,6566.86,5339.48,572.11,0.69,0.69,0.69,7068.76,6590.14,0\\r\\n18444,1376,57,Male,4,salaried,122,3,866,69,2646.21,2994.99,3012.31,14271.63,0.01,0.01,345.53,345.53,2731.98,2928.49,0\\r\\n18445,4825,32,Male,0,self_employed,1020,2,114,219,1993.46,2350.61,2235.66,2325.15,0.03,0.03,357.17,0.03,2005.78,2350.61,0\\r\\n18446,2200,51,Male,0,salaried,1096,2,679,104,488.08,3083.86,9181.84,11530.55,0.63,0.63,2832.13,13604.05,2553.51,7304.24,1\\r\\n18447,812,33,Male,0,self_employed,1247,3,2547,89,1582.59,3296.95,4312.86,1811.81,0.24,0.24,428.81,1785.96,2691.03,3573.87,1\\r\\n18448,2136,41,Male,2,self_employed,649,2,1585,3,3196.87,53039.93,6763.11,12602.51,75000.27,23214.56,77492.24,1808.37,8200.39,7315.74,0\\r\\n18449,886,60,Female,0,self_employed,409,3,467,168,7053.81,10300.55,11860.39,15666.19,0.44,0.44,3220.77,3147.13,7764.95,12328.94,0\\r\\n18450,3423,58,Male,0,self_employed,1198,2,1421,26,1220.18,2177.32,2204.62,2148.67,100.16,143.01,857.3,119.19,1679.29,2315.25,1\\r\\n18451,1372,43,Male,0,self_employed,146,2,1749,19,10451.11,31188.76,31307.08,126341.25,1429,22857.57,45000.43,0.43,28663.03,31196,1\\r\\n18452,1451,15,Male,0,student,1232,1,52,,14286.98,14286.98,14263.4,13037.36,0.6,0.6,14.89,14.89,14290.43,14291.59,0\\r\\n18453,1284,54,Female,0,self_employed,1020,2,5,94,5668.02,5668.02,5668.02,5428.28,0.46,0.46,0.46,0.46,5668.02,5668.02,0\\r\\n18454,6571,53,Male,0,self_employed,1096,3,1343,307,1480.54,1480.54,1491.71,1489,0.16,0.16,0.16,18.39,1480.54,1495.83,0\\r\\n18455,1633,62,Female,0,self_employed,649,2,1437,38,154.24,154.24,1767.51,818.08,0.3,5743.16,0.3,0.3,154.24,137.65,1\\r\\n18456,541,59,Male,,retired,334,1,260,24,3163.56,2939.27,2101.9,824.52,152.59,1834.44,0.16,0.16,3119.93,2120.53,0\\r\\n18457,287,61,Female,0,self_employed,,2,59,89,881.05,1523.91,1451.07,760.05,0.44,0.44,500.44,0.44,1026.37,1593.03,0\\r\\n18458,823,37,Female,,self_employed,146,1,157,0,294.28,619.72,2029.41,2735.38,14581.3,10818.66,14906.74,16128.66,1951.82,713.59,0\\r\\n18459,5245,55,Male,0,self_employed,1546,1,58,14,979.06,2094.5,1482.15,3767.87,313.21,676.06,1428.66,100.09,1222.52,1752.74,0\\r\\n18460,1230,26,Female,0,student,409,3,2093,3,4028.45,3773.1,3728.21,3305.66,331.94,158.27,76.18,296.69,3892.74,3808.64,0\\r\\n18461,2201,47,Female,0,self_employed,575,2,1717,11,5756.1,5526.03,5545.74,5832.25,142.89,0.03,5.67,0.03,5654.44,5526.95,0\\r\\n18462,632,34,Male,0,self_employed,1020,2,592,12,1144.87,3327.37,2340.55,2294.13,9917.56,1231.84,12671.49,685.91,1128.72,3121.94,0\\r\\n18463,1877,48,Male,0,salaried,623,2,968,172,5040.31,5034.9,5035.46,5124.96,0.04,0.04,0.04,0.04,5038.63,5034.9,0\\r\\n18464,1011,22,Male,0,student,409,3,1663,131,5427.59,5427.59,5427.59,4450.24,0.01,0.01,0.01,0.01,5427.59,5427.59,0\\r\\n18465,1484,90,,0,self_employed,1020,1,227,,32991.1,31800.85,30743.01,27010.9,0.44,0.44,0.44,0.44,32006.07,30725.79,0\\r\\n18467,3029,37,Male,0,self_employed,1198,3,1421,17,3662.4,2671.14,2063.47,1162.4,1043.57,1771.63,0.2,0.2,3306.17,1928.29,0\\r\\n18468,4498,61,Female,1,self_employed,1035,2,163,187,7516.54,7693.68,7631.46,7483.33,0.31,0.31,177.46,0.31,7534.86,7679.49,0\\r\\n18469,2175,83,Male,0,retired,575,2,583,,6210.24,6210.24,6210.24,6170.9,0.5,0.5,0.5,0.5,6210.24,6210.24,0\\r\\n18471,3299,55,Male,0,self_employed,751,3,1363,223,4892.08,4892.08,5928.94,11254.7,0.51,0.51,0.51,0.51,4892.08,4892.08,0\\r\\n18472,491,38,Female,0,self_employed,1232,2,882,21,2029.08,1900.51,1848.69,1473.03,128.74,128.74,0.17,0.17,1998.05,1830,0\\r\\n18473,1595,31,Male,0,self_employed,235,2,733,144,4404.29,4404.29,4588.62,4484.24,0.33,0.33,0.33,286.04,4404.29,4671.57,0\\r\\n18474,867,55,Female,0,self_employed,575,3,1002,52,11203.3,14346.16,15814.67,2327.98,0.49,60.49,3143.34,3097.36,12090,15526.04,0\\r\\n18476,1463,57,Female,0,retired,1181,2,1649,35,11351.48,11366.18,6411.74,2626.82,0.61,1429.19,0.61,0.61,11353.51,5098.9,0\\r\\n18477,655,49,Male,0,salaried,1111,2,1292,57,3722.96,3750.63,3444.7,14447.04,0.37,995.93,143.23,99.93,3729.52,3692.82,0\\r\\n18478,4438,59,Male,2,salaried,1232,2,148,0,5433.95,4645.44,2156.66,4322.53,1737.49,1456.73,286.19,710.33,4910.79,1330.71,0\\r\\n18479,4331,42,Male,2,self_employed,1020,2,288,35,3239.92,3522.09,2542.12,2959.11,0.67,2171.73,282.84,681.9,3312.96,1893.77,0\\r\\n18480,5214,34,Male,0,self_employed,905,2,1341,33,14300.34,14300.34,14000.78,12442.12,0.47,314.76,0.47,0.47,14300.34,14036.75,0\\r\\n18481,4132,31,Male,0,self_employed,905,2,259,80,13657.31,13995.18,13728.94,12327.91,0.26,0.26,338.13,0.26,13657.31,13995.18,0\\r\\n18482,403,58,Male,0,self_employed,146,3,3962,11,7233.67,5083.22,4971.66,7559.52,1.08,1310.19,138.39,4594.22,5375.39,5645.73,0\\r\\n18483,356,30,Female,,salaried,15,2,6,12,792.4,3252.32,1916.03,986.8,29.2,1510.11,2963.44,717.61,2170.11,1799.23,0\\r\\n18484,238,25,Female,0,student,1020,2,501,25,4423.34,294.77,8745.47,16005.72,4285.81,0.1,157.24,20006.51,3940.59,2680.85,0\\r\\n18485,2390,28,Male,0,self_employed,1548,3,214,28,1.03,691.81,13904.88,11361.57,643.34,629.57,1312.77,3901.28,74.64,3414.66,1\\r\\n18486,3159,42,Female,0,self_employed,1150,3,61,60,1670.6,1670.6,3375.67,2662.93,0.04,0.04,0.04,0.04,1670.6,1670.6,0\\r\\n18487,2639,37,Male,0,salaried,1232,2,794,4,6792.19,5596.55,5579.5,6084.51,4928.64,642.93,4410.14,89.36,6123.76,5341.41,0\\r\\n18488,1725,34,Male,2,self_employed,572,3,2259,3,60870,48108.42,42482.31,16875.93,16428.87,2857.61,3200.3,3186.01,50407.78,48262.98,0\\r\\n18489,688,27,Male,0,self_employed,1525,2,994,24,38.21,570.22,3106.12,9.16,357.21,42.93,874.54,3068.7,236.29,1705.29,1\\r\\n18490,2115,33,Female,0,self_employed,396,2,1825,,2310.24,2310.24,2310.24,2295.61,0.21,0.21,0.21,0.21,2310.24,2310.24,0\\r\\n18492,1130,38,Male,2,self_employed,1020,2,408,178,3220.73,857.97,2779.37,7596.08,0.21,0.21,16149.33,1372.53,5719.47,1448.8,1\\r\\n18493,3969,37,Male,0,self_employed,334,1,676,42,12548.98,13075.05,12791.88,14572.11,0.37,1.82,762.16,296.59,12826.11,11825.62,0\\r\\n18494,2018,33,Male,0,self_employed,15,3,1337,76,3380.52,3380.52,3562.76,2792.12,0.09,0.09,0.09,0.09,3380.52,3380.52,0\\r\\n18495,1231,37,Male,1,self_employed,802,2,812,55,1336.53,1493.68,1469.04,1611.75,0.26,128.83,143.11,43.11,1458.21,1514.41,0\\r\\n18496,1650,39,Male,0,self_employed,904,2,1112,35,157.04,1055.27,1452.99,3232.75,0.49,2371.91,1206.87,2325.49,562.35,1499.81,0\\r\\n18497,252,39,Male,2,self_employed,326,3,2130,0,2402.48,867.85,3193.26,924.06,2859.1,15443.78,2382.63,19858.95,1535.69,2185.09,1\\r\\n18498,1102,22,Female,0,student,409,1,503,18,40294.8,39751.94,39721.52,38646.06,542.91,357.2,0.06,0.06,40144.55,39625.21,0\\r\\n18500,2284,40,Male,3,self_employed,1494,3,209,,1696.87,1696.87,1696.87,1679.77,0.51,0.51,0.51,0.51,1696.87,1696.87,0\\r\\n18502,5478,43,Female,0,self_employed,1096,2,1365,51,2315.33,2950.22,4319.25,3714.21,0.16,566.89,635.04,76.77,2717.75,2873.14,0\\r\\n18503,2361,50,Male,0,self_employed,1496,2,519,5,1286.31,0.6,1704.81,2250.68,9318.46,11482.74,960.96,17032.51,2416.36,1084.48,0\\r\\n18504,5943,41,Male,2,salaried,395,2,2212,70,1900.52,1900.52,1884.27,1928.77,0.44,0.44,0.44,357.59,1900.52,1935.08,0\\r\\n18505,745,45,Female,0,self_employed,623,3,1996,0,2686.19,3023.29,2487.34,2059.04,542.35,526.74,1011.7,35.27,2688.7,2544.78,0\\r\\n18506,2856,43,Male,0,self_employed,1096,2,1385,44,1338.82,8882.88,4491.08,4262.71,0.47,6638.76,825.87,139.53,3206.14,6764.89,1\\r\\n18507,2398,90,,0,self_employed,1096,1,92,70,12484.23,11769.94,9712.32,6963.93,0.17,0.17,0.17,0.17,12237.93,11769.94,1\\r\\n18508,185,5,Female,,student,363,3,3643,,762.98,359.57,1493.92,1784.16,0.11,0.11,171.54,2908.69,772.21,1111.46,0\\r\\n18509,2349,52,Male,1,self_employed,745,3,1093,168,2715.69,2715.69,2727.98,3396,0.1,0.1,0.1,0.1,2715.69,2715.69,1\\r\\n18510,5595,77,Male,0,retired,1020,2,60,0,2305.02,2196.76,1815.34,937.16,118.05,938.01,143.39,0.53,2330.73,2012.04,0\\r\\n18511,1284,38,Female,0,salaried,1020,3,990,105,1480.89,1523.75,1559.11,1459.01,0.4,0.4,0.4,0.4,1517.84,1558.31,0\\r\\n18512,240,60,Male,,salaried,315,3,1891,182,846.85,3200.98,2584.55,852.97,0.67,0.67,2857.81,2691.39,1935.38,4037.09,1\\r\\n18513,2453,21,Male,0,student,15,3,216,224,3237.27,3237.27,3093.49,2166.52,0.01,0.01,0.01,0.01,3237.27,3237.27,0\\r\\n18514,1142,42,Female,0,self_employed,1525,1,240,59,555.99,1321.65,2248.52,2656.68,0.26,1.08,1943.54,548.65,2430.2,2270.77,0\\r\\n18515,1676,65,Male,0,retired,1589,3,147,28,19481,19055.31,19048.39,16058.79,1140.13,1140.13,716.53,195.81,19685.36,19117.97,0\\r\\n18516,263,63,Female,2,self_employed,856,2,1502,53,14308.74,14308.74,9393.23,71.83,0.34,28571.77,0.34,14286.06,14308.74,13847.91,0\\r\\n18517,7111,86,Male,0,self_employed,1096,2,27,,3139.65,3139.65,3139.65,3119.74,0.4,0.4,0.4,0.4,3139.65,3139.65,0\\r\\n18518,1796,52,Female,0,self_employed,1636,2,743,85,6992.59,9095.51,7497.95,10244.81,0.34,0.34,1963.63,2143.2,7205.54,7668.89,0\\r\\n18520,4927,67,Female,0,self_employed,334,1,10,5,8015.53,7263.53,7533.73,8712.74,786.16,151.23,115.65,678.36,7690.06,7401.37,0\\r\\n18521,1635,43,Male,0,salaried,715,2,639,,20322.28,20322.28,20327.65,20226.47,0.04,0.04,0.04,28.61,20322.28,20324.12,0\\r\\n18522,2012,30,Female,0,salaried,1096,2,1067,,2976.39,2262.1,1685.62,2614.56,0.16,0.16,0.16,0.16,2976.39,1570.05,0\\r\\n18523,899,63,Female,0,self_employed,531,2,422,212,2380.49,2451.92,2490.54,2697.67,0.44,0.44,143.3,190.1,2414.98,2454.23,0\\r\\n18524,6286,65,Female,0,self_employed,1020,2,19,38,5823.93,5642.43,9780.37,6537.86,0.34,560.05,1001.41,4438.94,6050.99,10826.86,0\\r\\n18525,4456,48,Female,0,self_employed,904,3,78,3,2049.66,6063.98,4646.92,4720.6,14910.13,5074.26,14214.33,4057.19,3024.2,5997.11,0\\r\\n18526,5438,39,Male,2,self_employed,1020,1,47,18,336.16,11338.36,2098.76,339.95,417.69,501.9,11469.7,596.93,3839.69,2131.18,0\\r\\n18527,3095,34,Female,0,self_employed,409,2,711,112,3970.84,3967.44,3967.99,7062.34,0.7,0.7,0.7,0.7,3969.08,3967.44,0\\r\\n18528,6222,53,Male,0,,491,2,314,11,715.88,2065.34,1673.22,1559.18,127.67,1363.53,2864.43,140.14,1606.83,2001.61,0\\r\\n18529,2744,66,Male,0,self_employed,491,3,2005,28,2618.97,3812.71,5718.1,12715.5,0.85,84.4,1194.59,3312.89,3075.13,6297.24,1\\r\\n18530,2842,44,Male,1,salaried,334,2,206,3,5231.24,9861.56,5196.91,1297.53,13691.53,22977.24,18307.56,17547.84,3172.83,4997,0\\r\\n18531,4143,55,Female,0,self_employed,1181,3,235,,1808.33,1808.33,1808.33,1796.88,0.69,0.69,0.69,0.69,1808.33,1808.33,0\\r\\n18532,3159,60,Male,0,self_employed,904,2,78,6,691.6,2842.79,2755.59,1445.56,1389.62,1768.86,3533.67,970.96,3087.98,2815.33,0\\r\\n18533,2368,41,Female,0,salaried,1232,1,92,69,2081.83,1382.17,2549.34,2098.43,0.41,0.41,57.56,7143.27,1419.78,2136.69,0\\r\\n18534,521,38,Male,0,self_employed,623,3,3777,0,19238.86,45330.7,35608.2,2145.76,243.43,109408.73,28436.64,35907.51,21666.5,82326.81,1\\r\\n18535,1694,6,Female,0,student,575,3,1720,28,3194.83,3168.69,3177.4,3130.18,26.37,0.23,0.23,0.23,3194.83,3168.69,0\\r\\n18536,6267,54,Male,0,self_employed,1020,1,1,19,9938.52,370.76,7103.89,22688.95,1186.67,0.27,51428.84,64874.26,11687.8,1831.54,0\\r\\n18537,2482,82,Male,0,retired,1020,2,546,0,3256,47928.4,36368.38,4725.73,4977.77,121872.06,50335.89,87715.21,31718.22,62761.55,1\\r\\n18538,6633,42,Male,0,salaried,834,2,18,,5521.5,5521.5,5525.04,5500.65,0.04,0.04,0.04,0.04,5521.5,5521.5,0\\r\\n18539,1810,32,Female,0,self_employed,1084,2,443,230,2956.71,2956.71,2956.71,2933.14,0.23,0.23,0.23,0.23,2956.71,2956.71,0\\r\\n18540,1346,55,Female,0,self_employed,334,1,82,137,2325.84,2017.27,2045.64,3540.62,0.37,0.37,0.37,0.37,2102.39,2017.27,0\\r\\n18541,2671,44,Male,2,self_employed,1096,2,396,,9241.48,9891.78,10171.86,10612.68,0.21,0.21,650.51,770.47,9638.75,10214.79,0\\r\\n18542,1451,27,Male,0,salaried,425,2,788,0,28457.13,20266,20127.73,14044.82,8512.63,3076.11,157.03,506.76,26190.2,17774.84,0\\r\\n18543,6270,85,Female,0,self_employed,248,2,60,47,6786.02,7144.64,2978.55,441.76,0.04,514.33,1785.76,6342.9,7205.3,1367.97,0\\r\\n18544,3131,49,Male,2,salaried,649,2,54,53,969.64,1282.51,1471.88,2032.5,0.47,14286.19,316.54,14423.44,1122.01,1809.75,0\\r\\n18545,2114,7,Male,0,student,169,2,275,261,3020.24,3020.24,3020.24,3001.28,0.43,0.43,0.43,0.43,3020.24,3020.24,0\\r\\n18546,2648,43,Male,0,salaried,146,2,76,0,2687.36,2539.44,2593.41,2064.84,147.87,22.13,0.7,99.34,2630.51,2533.08,0\\r\\n18547,3946,73,Female,0,self_employed,1181,1,235,161,26109.89,30395.6,30049.94,25639.42,0.63,0.63,0.63,0.63,29361.12,30395.6,0\\r\\n18548,1177,28,Male,0,self_employed,217,3,2385,14,662.92,1641.71,1467.07,1224.43,22.07,14.93,857.79,29.21,1215.2,1660.6,1\\r\\n18549,821,29,Female,0,self_employed,996,3,1209,14,2936.5,2272.17,2619.47,1939.69,2142.96,0.1,1464.34,0.1,3314.07,2272.17,0\\r\\n18550,273,35,Male,0,self_employed,243,3,4705,6,1113.53,1284.34,1548.65,876,571.77,0.33,1893.09,391.76,1993.58,1370.53,0\\r\\n18551,2092,52,Male,0,salaried,,1,1455,7,5990.22,7397.68,6819.47,5432.52,989.24,988.24,2401.17,0.17,6779.91,7270.19,0\\r\\n18552,1867,58,Male,3,self_employed,489,2,862,238,1503.36,1503.36,1503.36,1498.58,0.36,0.36,0.36,0.36,1503.36,1503.36,1\\r\\n18553,2236,79,Male,0,retired,656,3,1331,59,4541.28,7055.57,6006.01,5010.72,0.17,71.6,2857.31,57.31,4560,7084.54,0\\r\\n18554,1710,67,Male,0,self_employed,1096,1,248,21,40654.82,3335.31,19148.31,8967.54,52474.91,0.46,15155.4,1014.97,46242.8,3755.36,0\\r\\n18555,460,29,Female,0,self_employed,1353,3,369,38,1796.86,1868.29,1841.35,1983.2,0.57,89.97,0.57,0.57,1823.96,1824.42,0\\r\\n18556,870,36,Female,0,salaried,575,3,1202,4,7502.25,7425.35,5927.99,530.98,1162.2,665.22,1128.46,1375.74,7667.72,7763.25,1\\r\\n18557,3047,57,Female,0,self_employed,1181,3,477,,1673.36,1673.36,1673.36,1664.52,0.63,0.63,0.63,0.63,1673.36,1673.36,0\\r\\n18558,637,26,Female,0,student,526,2,467,262,7043.52,7319.12,7434.97,7830.23,0.49,0.49,681.34,687.01,7251.35,7472.89,0\\r\\n18559,2422,46,Female,0,self_employed,468,3,175,14,11542.32,11435.18,11209.87,9448.66,107.19,92.9,0.04,0.04,11486.9,11371.82,0\\r\\n18560,3593,38,Male,3,self_employed,1096,2,1376,18,3835.63,6880.49,7232.11,13834.58,286.11,2734.26,428.97,71.83,4522.24,5281.81,0\\r\\n18561,5474,60,Male,0,salaried,1096,2,91,39,397.15,2950.98,1996.43,5498.76,0.03,1285.74,2604.36,10650.34,1313.44,3053.66,1\\r\\n18562,1155,75,Male,0,self_employed,334,2,1586,7,7393.39,5821.96,5974.67,3136.47,1572.03,0.6,0.6,0.6,6280.08,5821.96,0\\r\\n18563,2236,90,Female,0,retired,1020,1,114,31,168.18,226882.47,55279.35,62824.64,0.31,200164.99,226714.6,86.03,28966.21,53525.82,1\\r\\n18565,1667,51,Male,0,salaried,409,2,1338,7,5439.04,5124.75,5154.62,5073.78,314.81,0.53,0.53,0.53,5211.45,5126.02,0\\r\\n18566,5064,64,Female,1,self_employed,800,2,112,4,2719.29,2327.09,2181.64,741.13,392.51,207.94,0.31,0.31,2506.17,2193.14,0\\r\\n18567,760,42,Male,2,salaried,1372,3,2307,5,4092.68,3540.52,4440.07,4520.5,762.16,749.94,138.57,1567.14,3584.92,3443.17,0\\r\\n18568,1749,25,Female,0,student,11,2,870,0,1491.04,2205.33,1520.02,488.14,1429.16,0.59,2143.44,0.59,481.19,2205.33,0\\r\\n18569,671,77,Female,0,self_employed,1020,3,1357,,1266.58,1209.09,1495.76,2132.14,0.21,0.21,0.21,265.56,1227.11,1226.38,0\\r\\n18570,1323,25,Female,0,self_employed,1494,2,1703,160,8008.63,8193.31,8205.86,8717.03,0.4,0.4,105.83,105.83,8017.72,8204.37,0\\r\\n18571,4006,52,Male,0,self_employed,1020,2,47,145,10128.96,10439.9,13647.35,14781.77,0.6,0.6,1386.31,6786.31,10897.12,14166.17,0\\r\\n18572,6834,37,Male,0,salaried,50,1,108,35,30462.68,30462.68,30791.61,31084.12,0.57,7.71,0.57,644.48,30462.68,30812.7,0\\r\\n18573,3482,57,Female,2,self_employed,1111,3,319,27,6443.09,6865.06,6632.89,5863.23,1807.71,926.61,2258.47,0.57,7790.12,5998.77,0\\r\\n18574,3232,47,Male,0,salaried,334,2,674,23,2926.86,2580.65,2737.34,2989.28,357.83,0.69,0.69,0.69,2866.8,2588.71,0\\r\\n18575,2040,39,Male,0,salaried,1020,2,990,45,4571.24,4355.13,4401.79,4091.69,0.14,51.57,143,0.14,4594.43,4328.31,0\\r\\n18576,646,49,Female,0,self_employed,1020,2,321,97,972.81,16263.92,15227.64,20571.73,0.33,0.33,316.2,116.56,8206.89,17933.67,1\\r\\n18577,2182,53,Male,0,self_employed,1292,2,2464,247,1786.54,1786.54,1786.54,1775.95,0.04,0.04,0.04,0.04,1786.54,1786.54,1\\r\\n18578,5270,48,Male,0,salaried,1020,1,1,,2961.71,2961.71,2961.71,2942.95,0.59,0.59,0.59,0.59,2961.71,2961.71,0\\r\\n18579,2901,45,Male,0,self_employed,575,3,19,31,2443.89,2983.42,3335.03,4380.11,0.17,1204.96,756.22,769.73,2756.88,2600.71,0\\r\\n18580,701,49,Male,,salaried,1020,3,79,68,4568,4568,4584.9,5037.73,0.51,0.51,0.51,0.51,4568,4568,0\\r\\n18581,938,40,Female,0,salaried,697,2,1812,59,23301.84,23301.84,18152.61,7804.13,0.46,15448.14,0.46,0.46,23301.84,23301.84,0\\r\\n18582,1637,60,Female,0,self_employed,575,3,90,77,5639.91,5639.91,7638.62,12841.64,0.2,0.2,0.2,0.2,5639.91,5639.91,1\\r\\n18583,781,31,Female,0,salaried,1020,1,1444,0,7052.69,7524.81,6469.59,5789.15,994.99,1045.76,1467.1,429.11,6948.57,6679.01,0\\r\\n18584,623,31,Male,0,salaried,623,3,317,50,1717.39,1460.31,1603.33,1705.76,0.4,45.79,93.26,439.25,1643.66,1574.54,0\\r\\n18585,1207,35,Male,0,self_employed,905,2,1832,25,1016.7,445.27,3503.27,3725.84,571.54,1600.11,0.11,5894.03,937.89,5024.65,0\\r\\n18587,3848,37,Female,0,self_employed,1046,2,102,,3432.48,3432.48,3432.48,3410.74,0.47,0.47,0.47,0.47,3432.48,3432.48,0\\r\\n18588,6755,68,Male,0,retired,1096,2,26,223,3489.93,1116.27,1936.18,1104.51,0.27,0.27,714.56,0.27,3577.98,1116.27,1\\r\\n18589,2227,50,Female,0,salaried,485,2,1512,90,3405.18,4961,4699.63,4133.61,0.29,0.29,2633.64,752.48,4740.29,4784.86,0\\r\\n18591,4727,31,Female,0,salaried,1020,2,19,42,25621.03,25656.4,25460.17,25818.91,0.37,912.15,43.23,0.37,25626.07,25175.62,0\\r\\n18592,2418,52,Female,0,self_employed,1096,1,27,19,244.16,1635.42,3408.93,9310.44,211.56,10870.5,1606.22,10571.96,1294.42,814.44,0\\r\\n18593,5273,51,Female,0,salaried,1020,1,85,20,2060.55,4172.84,9195.46,6778.14,1512.63,29174.97,3626.74,27779.41,2128.07,21416.12,0\\r\\n18594,3283,90,Male,0,self_employed,531,3,433,0,1822.63,1161.3,1735.68,1916.21,680.47,667.21,0.67,0.67,1716.12,1030.17,0\\r\\n18595,2197,60,Female,0,self_employed,162,2,304,0,3300.94,687.49,7507.34,7502.72,2639.63,15040.06,0.23,0.23,767.76,14205.38,0\\r\\n18596,2862,41,Male,0,self_employed,1076,3,1246,61,2147.73,2147.73,2081.31,1486.44,0.49,0.49,0.49,0.49,2147.73,2147.73,0\\r\\n18597,2693,34,Female,0,self_employed,904,2,1112,35,1386.48,9684.8,2274.79,1226.63,0.14,13327.2,8096.01,2500.14,3069.78,2860.52,0\\r\\n18598,1903,34,Male,0,self_employed,284,3,1481,284,2062.67,2276.96,2354.21,3476.44,0.37,0.37,286.09,71.8,2181.39,2315.85,0\\r\\n18599,1992,36,Male,0,self_employed,138,2,1656,122,2239.81,2239.81,2531.97,2392.19,0.53,0.53,0.53,571.96,2239.81,2368.84,0\\r\\n18600,1686,66,Male,1,salaried,1181,2,477,45,1835.56,2350.69,2117.49,2318.31,0.54,1.67,518.41,420.77,2022.8,2425.61,0\\r\\n18601,6425,41,Female,0,salaried,1020,2,16,0,4661.06,3249.69,4031.46,3522.77,1411.57,1886.04,0.2,0.2,3298.36,2717.13,0\\r\\n18602,3339,65,Female,0,retired,1020,2,114,6,10619.76,8323.84,8534.87,3297.52,2487.51,302.94,139.3,0.33,9228.41,8262.34,0\\r\\n18603,606,42,Male,2,self_employed,1096,2,92,28,2618.06,2258.7,3087.1,1189.82,357.3,0.16,0.16,5009.89,2617.83,3900.16,0\\r\\n18604,758,31,Male,0,self_employed,334,2,2077,3,73620.02,593.26,7591.89,7627.84,81571.46,14700.03,8544.7,15120.36,18457.23,1781.77,0\\r\\n18605,6221,76,Female,0,self_employed,1096,1,43,211,1904.17,1904.17,1915.17,1924.19,0.41,0.41,0.41,17.56,1904.17,1915.78,0\\r\\n18606,1716,50,Female,0,self_employed,409,3,1667,140,1543.32,1570.16,1575.83,1895.75,0.49,0.49,0.49,0.49,1546.42,1575.9,0\\r\\n18607,2494,31,Male,1,self_employed,623,2,1627,184,631.84,3557.03,4364.73,2773.52,0.3,0.3,3802.09,0.3,3499.32,5129.87,0\\r\\n18608,4590,76,Male,2,retired,1020,3,79,46,554.81,2026.7,3281.76,9435.73,0.21,443.07,1185.93,3993.07,1230.1,2643.2,1\\r\\n18609,2138,61,Male,0,self_employed,409,2,193,81,4699.75,4699.75,4670.56,4572.64,0.11,0.11,0.11,0.11,4699.75,4699.75,0\\r\\n18610,1752,54,Male,0,self_employed,1624,3,2150,18,1956.84,3195.66,3585.7,3781.77,214.59,1543.16,486.7,98.8,2636.33,1726.59,1\\r\\n18612,1093,68,Male,0,retired,409,2,457,44,6299.7,6299.7,5894.9,3726.44,0.06,285.77,0.06,0.06,6299.7,6161.45,0\\r\\n18613,4217,30,Female,0,self_employed,318,3,35,0,4603.94,3944.74,3883.23,3815.74,1414.56,0.27,740.26,0.27,3747.35,3949.42,0\\r\\n18614,4267,45,Female,0,self_employed,1020,1,182,6,3127.9,3386.81,3465.94,2500.19,14.57,5.98,400.29,347.95,3492.54,3809.56,0\\r\\n18615,4896,65,Male,0,salaried,980,1,139,231,6659.84,6659.84,6659.84,6636.77,0.69,0.69,0.69,0.69,6659.84,6659.84,0\\r\\n18617,1381,63,Male,0,salaried,1010,2,1650,,4164.25,4164.25,3753.36,3116.67,0.2,0.2,0.2,0.2,4164.25,4164.25,0\\r\\n18618,5171,47,Female,0,self_employed,834,2,8,5,6990.49,5720.59,5516.53,7559.75,3543.51,0.66,2278.26,0.66,4434.89,5698.98,0\\r\\n18619,1984,43,Female,0,self_employed,1181,1,235,97,6614.47,6715.71,7606.67,3875.91,0.54,0.54,101.79,97.87,6630.19,6728.27,0\\r\\n18620,2383,58,Female,0,self_employed,745,3,127,,3266.86,3277.58,3287.52,3309.29,0.24,0.24,0.24,0.24,3273.76,3287.25,0\\r\\n18621,897,30,Female,0,self_employed,1154,2,171,42,6313.89,6313.89,6277.03,6208.62,0.24,71.67,0.24,0.24,6313.89,6274.72,0\\r\\n18622,6135,54,Female,1,self_employed,1111,2,88,14,5125.08,6862.39,8520.22,12535.96,2.75,300.21,490.8,7361.39,5823.03,9324.83,0\\r\\n18623,2769,46,Male,0,salaried,1648,2,154,74,1521,4332.76,5828.92,10327.08,0.11,0.11,2799.97,2071.54,3326.5,5447.28,1\\r\\n18624,3561,28,Male,0,salaried,649,2,54,4,1570.66,2474.54,1515.93,893.64,74.26,3450,948.7,1195.27,1807.65,2091.16,0\\r\\n18625,895,34,Male,0,self_employed,514,2,889,25,3342.42,6937.39,5290.14,1910.95,23.93,3.65,3618.9,3.98,3690.49,6937.4,1\\r\\n18626,4793,67,Male,0,self_employed,1020,1,541,0,16423.95,34308.4,21718.85,19601.71,6928.59,31374.3,16383.59,8186.84,26032.98,26096.87,0\\r\\n18627,2280,44,Female,2,self_employed,1111,2,558,25,5234.57,3085.76,22637.16,11645.95,347.83,0.69,2454.06,47425.2,5762.38,11699.76,0\\r\\n18628,2560,46,Female,0,self_employed,1437,2,1063,,3483.1,6994.4,7650.46,6835.43,0.01,0.01,7089.63,6058.56,6832.69,7334.54,0\\r\\n18629,984,38,Female,0,self_employed,1336,3,1478,26,2405.54,2048.4,2505.49,2054.14,643.2,7.49,428.91,3500.34,2474.5,3209.92,0\\r\\n18630,3128,53,Male,0,salaried,1181,2,235,,6346.92,6546.92,6512.14,6598.06,0.47,0.47,0.47,0.47,6401.11,6553.37,0\\r\\n18631,229,25,Male,,student,623,2,42,222,5156.21,5156.21,5156.21,5142.32,0.6,0.6,0.6,0.6,5156.21,5156.21,1\\r\\n18632,2994,33,Female,0,salaried,617,3,229,48,2069.87,2326.62,1443.22,1112.12,0.6,857.74,471.4,1249.97,2381.2,1747.42,0\\r\\n18633,1123,60,Male,0,self_employed,531,2,153,149,3641.02,4262.31,4255.2,3978.91,0.43,0.43,946.58,105.29,3628.09,4330.54,0\\r\\n18634,4903,38,Female,0,salaried,1232,2,7,39,3127.27,22327.6,18073.66,22128.63,0.6,12.84,0.6,1596.34,6236.61,24673.88,1\\r\\n18635,774,40,Female,0,self_employed,1020,3,398,4,3073.77,2614.8,2107.64,63.62,459.23,0.26,0.26,0.26,2678.1,2610.57,0\\r\\n18636,510,59,Male,,self_employed,575,3,3818,91,87.03,87.03,2030.2,286.58,0.51,0.51,0.51,0.51,87.03,87.03,1\\r\\n18637,5654,57,Male,0,salaried,1232,3,359,35,3164.38,3155.61,3146.75,3092.84,0.43,14.71,0.43,0.43,3156.47,3143.56,0\\r\\n18638,2220,42,Male,0,salaried,1150,2,35,94,1696.93,2268.35,2104.15,1557.08,0.2,0.2,571.63,0.2,1775.74,2268.35,1\\r\\n18640,4293,42,Male,0,salaried,1534,2,63,75,4305.89,4077.32,4042.42,3396.74,0.26,0.26,0.26,0.26,4290.13,4077.32,0\\r\\n18641,2426,51,Male,0,self_employed,409,3,2072,17,128.26,160.03,5250.29,4320.07,17143,0.14,17174.77,7053.33,5342.91,506.14,1\\r\\n18642,601,90,,,self_employed,665,1,177,48,128,413.71,2122.7,447.15,0.36,8571.79,286.07,8608.07,334.9,5583.2,1\\r\\n18643,1209,47,Female,0,self_employed,187,2,755,82,2508.01,2865.15,4302.04,6051.73,0.03,0.03,357.17,1428.6,2791.26,3648.56,1\\r\\n18644,691,38,Male,0,self_employed,318,2,1306,53,8702.85,8702.85,8426.8,7743.77,0.06,85.77,0.06,0.06,8702.85,8430.09,0\\r\\n18645,4849,42,Male,0,salaried,224,2,137,0,2354.38,2700.08,2139.15,2079.13,982.7,954.26,600.49,343.34,2121.69,2310.18,0\\r\\n18646,589,8,Male,0,student,136,3,1885,81,3806.31,3806.31,3744.1,1901.44,0.23,0.23,0.23,0.23,3806.31,3806.31,0\\r\\n18647,835,56,Female,0,self_employed,146,1,353,86,3076.21,3133.55,5659.22,3348.48,0.69,0.69,386.6,2568.24,3104.28,3482.81,1\\r\\n18649,3190,63,Male,0,self_employed,1096,2,134,19,28455.61,28456.63,29335.76,28529.11,750.64,7157.33,746.61,14857.33,28695.41,29376.45,0\\r\\n18650,2823,42,Female,0,salaried,,3,194,14,4047.43,2950.82,2248.83,2695.94,2142.94,16773.12,1110.62,14712.47,3339.89,2247.65,0\\r\\n18651,4959,43,Male,0,self_employed,994,3,1460,364,314.82,314.82,1512.98,2442.38,0.53,0.53,0.53,2143.39,314.82,1766.43,1\\r\\n18652,1962,72,Male,0,retired,579,2,192,73,1912.56,1983.99,1738.54,791.97,0.46,0.46,0.46,0.46,1944.58,2015.33,0\\r\\n18653,3988,63,Male,0,self_employed,557,2,284,,3372.64,3372.64,3716.73,5632.55,0.09,0.09,0.09,1142.94,3372.64,3741.3,0\\r\\n18654,2210,47,Female,0,salaried,1446,3,726,261,4663.64,4663.64,4663.64,4641.32,0.36,0.36,0.36,0.36,4663.64,4663.64,0\\r\\n18656,245,48,Female,0,self_employed,1187,2,3234,12,0.57,0.23,7159.71,1429.35,263.09,0.23,243.42,1620.23,87.55,576.24,1\\r\\n18657,5775,24,Male,0,student,409,1,88,108,1054.3,1345.73,1474.63,6622.51,0.01,0.01,155.73,214.3,1137.36,1437.24,0\\r\\n18658,3076,33,Female,0,self_employed,1096,3,617,14,1803.05,1668.94,1528.46,1188.14,17.64,0.5,0.5,43.36,1596.89,1472.68,0\\r\\n18659,2021,64,Male,1,retired,1621,2,4011,151,3380.61,3533.63,3665.95,3166.24,0.34,0.34,885,325.26,3390.99,3690.85,0\\r\\n18660,6072,38,Male,0,salaried,1020,3,406,138,5701.94,6027.51,6693.88,5163.77,0.59,0.59,201.27,622.63,5760.96,6457.34,0\\r\\n18661,2455,33,Female,1,student,1570,1,1713,27,3595.37,3456.8,3281.55,1747.23,139.04,0.47,0.47,714.76,3590.59,3870.21,0\\r\\n18662,2364,49,Male,0,salaried,1096,1,129,,31587.38,31587.38,31587.38,31387.27,0.46,0.46,0.46,0.46,31587.38,31587.38,0\\r\\n18663,2957,74,Male,2,retired,996,2,1307,18,1787.29,2051.59,2063.26,2948.87,55.93,56.03,0.39,167.81,1943.45,2073.24,0\\r\\n18664,3742,67,Male,1,salaried,1020,2,1357,48,1515.29,2290.92,11927.87,21877.53,0.1,37642.96,775.73,44.39,1848.5,29773.29,1\\r\\n18665,5828,38,Male,2,self_employed,1232,2,104,17,568.92,6437.2,3477.12,7322.42,219.14,219.63,853.97,1088.45,3397.63,3071.03,1\\r\\n18667,467,90,,,self_employed,409,2,1658,140,83328.19,83328.19,83328.19,54175.29,0.03,0.03,0.03,0.03,83328.19,83328.19,0\\r\\n18668,4158,63,Male,1,self_employed,95,2,324,41,2631.78,2989.31,1449.9,379.44,0.01,2928.59,138.59,138.59,2758.49,1300.17,0\\r\\n18669,695,27,Female,0,salaried,1111,2,1351,27,16.69,425.82,2015.09,4418.08,71.63,1428.77,480.76,4204.1,38.74,2753.01,1\\r\\n18670,2532,16,Male,0,student,1096,3,614,291,2123.5,2123.5,2123.5,2110.46,0.24,0.24,0.24,0.24,2123.5,2123.5,0\\r\\n18671,2841,70,Female,0,self_employed,1577,3,815,329,3187.96,3187.96,3187.96,3166.88,0.53,0.53,0.53,0.53,3187.96,3187.96,0\\r\\n18672,4317,30,Male,0,self_employed,61,2,115,,4138.24,2930.73,3794.21,4139.24,0.1,0.1,0.1,971.53,4015.33,3738.11,0\\r\\n18673,5592,56,Male,0,salaried,1020,1,501,4,3294.7,4297.27,4686.23,9055.13,798.56,2857.33,1815.41,3497.44,3729.09,5030.98,0\\r\\n18674,2604,62,Female,0,self_employed,274,1,18,73,2595.55,6394.27,7130.77,10704.17,0.39,0.39,2628.96,597.39,4369.18,7130.76,1\\r\\n18675,1046,39,Male,2,self_employed,50,3,3212,11,191.89,1881.98,3668.44,128.66,750.57,31752.9,2671.09,48424.96,731.29,8216.37,1\\r\\n18676,4818,38,Male,0,self_employed,514,2,190,108,2287.32,2287.32,2287.32,2042.11,0.63,0.63,0.63,0.63,2287.32,2287.32,0\\r\\n18677,653,45,Male,0,salaried,146,2,184,72,2530.53,2563.63,2980.63,4388.92,0.5,0.5,33.6,452.94,2562.49,2901.68,0\\r\\n18678,5368,49,Male,4,self_employed,1494,2,67,5,1247.1,1437.55,2231.55,4201.96,944.83,988.19,894,1869.38,1201.4,1963.17,0\\r\\n18679,3279,16,Female,0,student,395,2,454,32,5166.3,5166.3,5157.39,5119.37,0.57,14.86,0.57,0.57,5166.3,5153.85,0\\r\\n18680,2935,90,Male,0,self_employed,1020,3,227,19,3353.99,2749.75,2938.11,1138.99,1306.2,20.3,0.1,0.1,3414.94,3100.04,0\\r\\n18681,1582,19,Male,0,self_employed,938,2,1344,,1599.24,1599.24,1599.24,1589.12,0.61,0.61,0.61,0.61,1599.24,1599.24,0\\r\\n18682,910,54,Female,0,self_employed,15,2,1675,30,1416.84,10559.7,1836.03,775.86,0.24,10054.36,9285.96,0.24,3623.74,1378.76,0\\r\\n18683,996,26,Female,0,salaried,1050,2,153,14,5754.15,5756.18,5709.33,5610.02,15.21,0.14,17.25,42.17,5752.22,5738.84,0\\r\\n18684,1621,32,Male,0,student,1096,3,1666,12,4988.65,5165.3,4966.21,5237.26,1780.19,947.91,1936.6,166.87,5247.1,4996.16,0\\r\\n18685,1035,26,Male,1,salaried,1465,2,191,0,4875.48,4075.74,4040.9,2933.93,1030.3,585.73,220.73,57.21,4497.53,3888.98,0\\r\\n18686,285,43,Male,0,self_employed,180,2,2823,20,2380.57,1945.24,5615.66,4572,57549.43,0.09,57142.94,0.09,12929.3,1951.69,1\\r\\n18687,460,40,Male,0,self_employed,1242,3,1369,9,13153.44,13153.44,13128.81,13817.28,2143.27,0.41,2143.27,0.41,13079.55,13153.44,0\\r\\n18688,1150,31,Female,0,self_employed,1096,2,273,,8178.14,8178.14,8216.06,8807.17,0.2,0.2,0.2,71.63,8178.14,8215,0\\r\\n18689,435,20,Male,,student,1020,3,145,17,7229.28,7014.99,3312.89,4858.99,857.3,0.16,7071.59,0.16,6805.63,2660.3,0\\r\\n18690,2018,74,Male,0,salaried,575,3,90,,7221.53,7221.53,7221.53,7174.44,0.11,0.11,0.11,0.11,7221.53,7221.53,0\\r\\n18691,775,47,Male,,self_employed,646,2,3312,76,11413.5,11413.5,10031.01,2805.1,0.21,0.21,0.21,0.21,11413.5,11413.5,0\\r\\n18692,2137,58,Male,0,salaried,517,3,1455,0,42843.75,50688.96,47672.9,48105.91,18588.27,3819.03,7143.07,0.21,45389.92,50078.88,0\\r\\n18693,3048,30,Female,0,salaried,1621,1,417,339,15913.24,15913.24,15913.24,15812.44,0.5,0.5,0.5,0.5,15913.24,15913.24,0\\r\\n18694,1970,26,Female,0,student,1020,2,145,7,7518.3,7072.53,4218.73,477.7,1360.29,8207.96,914.51,2909.37,7028.9,3857.01,0\\r\\n18695,1118,90,Male,0,self_employed,1400,2,2161,137,12473.07,12473.07,12473.92,12476.62,0.49,0.49,0.49,0.49,12473.07,12473.97,1\\r\\n18696,2084,51,Male,0,self_employed,1096,3,934,3,2643.8,1706.17,4577.6,6895.94,7964.87,0.69,7316.53,2503.5,1920.55,2968.02,0\\r\\n18697,2112,71,Female,0,self_employed,996,2,1834,3,2081.37,1888.2,1667.1,858.34,386.6,637.46,0.26,63.98,1975.73,1758.71,0\\r\\n18698,2132,52,Female,0,self_employed,745,3,298,144,4828.08,4828.08,4846.52,4458.96,0.63,0.63,0.63,43.49,4828.08,4840.53,0\\r\\n18699,618,40,Male,2,self_employed,623,2,1639,23,2153.21,3891.4,4236.78,8356.15,7143.23,0.37,7453.91,5980.07,2583.96,5681.94,0\\r\\n18700,1032,55,Female,0,self_employed,318,1,450,11,6144.05,2678.27,2585.03,1904.85,15440.4,0.03,12723.2,0.03,3234.31,2654.13,0\\r\\n18701,1775,56,Female,0,self_employed,1096,3,551,19,2832.99,40852.18,3975.88,1739.47,2700.51,38780.6,0.51,872.89,3309.62,5621.33,0\\r\\n18702,960,62,Male,0,self_employed,455,3,2683,46,2292.72,5021.57,4045.16,3946.51,0.47,475.11,2729.33,0.47,2762.42,4807.55,1\\r\\n18703,5817,58,Female,0,self_employed,656,2,653,4,1698.19,1666.76,1480.37,114.03,46.21,4377.64,14.79,7190.2,1664.29,2241.24,0\\r\\n18704,2957,50,Male,3,self_employed,623,2,364,18,53957.45,53929.27,45949.86,4970.6,1014.67,1171.81,986.49,1470.49,53912.92,53643.76,1\\r\\n18705,215,30,Male,0,self_employed,1046,3,2451,20,2483.27,2628.04,2706.3,2808.75,714.51,0.23,1045,0.23,2823.65,2640.49,0\\r\\n18706,1719,54,Female,0,salaried,1020,2,410,229,3484.02,3308.32,3384.31,3446,0.53,0.53,27.47,17.68,3507.54,3314.59,0\\r\\n18707,1020,21,Male,0,student,146,3,1050,14,283.88,587.38,5016.04,546.76,0.95,1.81,286.11,8050.41,391.93,2652.16,1\\r\\n18708,1437,46,Male,0,salaried,931,3,436,20,2191.54,2205.83,2108.22,1288.28,1357.17,0.03,1357.17,507.17,2849.18,2289.7,1\\r\\n18709,303,53,Male,3,self_employed,224,2,1687,245,1532.61,1532.61,1532.61,1526.85,0.44,0.44,0.44,0.44,1532.61,1532.61,0\\r\\n18710,754,71,Male,0,self_employed,905,2,1336,255,23253.68,23253.68,23253.68,25421.16,0.14,0.14,0.14,0.14,23253.68,23253.68,0\\r\\n18711,3972,45,Female,0,self_employed,1232,3,223,272,5953.71,5999.96,4696.35,5263.26,0.51,0.51,1286.39,1133.67,5006.99,4746.91,0\\r\\n18712,6197,59,Female,3,self_employed,1232,3,962,20,6091.88,2042.67,3011.59,2271.49,4293.57,7.64,332.89,869.05,4851.12,2254.77,0\\r\\n18713,1319,51,Female,0,self_employed,834,2,40,,2396.31,2396.31,2396.31,2381.11,0.23,0.23,0.23,0.23,2396.31,2396.31,0\\r\\n18714,1568,38,Female,0,self_employed,1020,1,159,88,4430.64,4789.38,5205.21,6176.13,0.37,0.37,320.21,137.64,4694.66,4844.84,0\\r\\n18715,376,29,Male,0,self_employed,531,3,481,3,21461.75,23910.66,14902.83,16442.73,390.18,0.94,7067.92,24024.59,22255.82,13789.47,0\\r\\n18716,2889,83,Male,0,retired,1092,3,624,193,4041.84,4056.12,4059.42,4204.69,0.61,0.61,0.61,0.61,4045.29,4059.35,0\\r\\n18718,1819,61,Male,0,salaried,15,3,1086,,3610.01,3610.01,3610.01,3618.04,0.57,0.57,0.57,0.57,3610.01,3610.01,0\\r\\n18719,352,55,Male,0,salaried,1020,1,1,3,2681.94,1598.25,1976.78,1449.17,965.64,967.07,2110.53,1622.69,2254.27,2047.63,0\\r\\n18721,910,45,Female,0,self_employed,409,2,27,6,2407.84,1593.55,1728.82,773.26,1114.3,0.01,728.59,0.01,2163.01,1593.55,0\\r\\n18722,2911,90,,0,self_employed,656,3,341,144,2347.56,2347.56,2393.64,2358.06,0.03,0.03,0.03,0.03,2347.56,2347.56,0\\r\\n18723,5479,64,Female,0,salaried,1020,3,27,0,3332.65,3309.11,2708.09,6143.95,929.34,9011.27,1406.1,8115.92,2838.34,2670.04,0\\r\\n18724,4622,69,Female,0,self_employed,1020,1,84,248,18647.15,18647.15,18647.44,19679.19,0.61,0.61,0.61,0.61,18647.15,18647.15,0\\r\\n18725,1791,45,Male,0,salaried,1613,3,109,4,8940.03,8320.96,9235.17,10282.04,19.76,188.33,0.47,3532.23,8547.12,8689.09,0\\r\\n18726,1413,54,Female,0,self_employed,822,2,4163,49,5852.8,5852.8,3963.4,1561.56,0.61,4286.33,0.61,0.61,5852.8,4470.31,0\\r\\n18727,2249,37,Male,0,salaried,514,1,190,14,12650.71,10942.58,9963.87,5390.5,964.83,964.83,60.21,0.54,11707.85,9868.01,0\\r\\n18729,2411,53,Female,0,salaried,409,2,273,21,5249.19,970.56,2136.8,1220.47,4350.76,0.7,0.7,0.7,4268.14,1035.07,0\\r\\n18730,2481,47,Male,2,salaried,318,3,3612,40,172.74,2477.93,1876.51,2338.24,0.19,21.61,1838.29,1391.68,1271.64,2335.77,0\\r\\n18731,1445,51,Male,2,self_employed,623,1,1041,28,3570.98,3567.07,3566.85,3560.88,0.15,0.14,0.14,0.14,3570.84,3567.07,0\\r\\n18732,6666,71,Female,0,retired,1084,3,93,10,453.16,3438.87,3778.16,6377.41,428.77,0.2,3414.49,0.2,3115.72,3438.87,1\\r\\n18733,1395,9,Male,0,student,1634,2,2490,,3654.62,3583.19,3550.19,3316.5,0.03,0.03,0.03,0.03,3620.14,3550.94,0\\r\\n18734,5572,74,Male,0,retired,575,1,11,16,5488.62,5320.16,5315.66,4830.08,179.01,150.7,0.7,0.7,5476.02,5300.71,0\\r\\n18735,1498,37,Female,0,self_employed,1085,3,1694,,10228.98,3086.13,5220.77,2537.77,0.57,0.57,0.57,0.57,9490.07,3086.13,0\\r\\n18736,5505,62,Male,0,self_employed,1613,1,109,7,20816.04,6530.32,17968.41,7510.23,14285.73,0.01,0.01,71850.83,9978.6,8834.47,1\\r\\n18737,1570,90,Male,0,self_employed,1322,2,176,12,29522.16,898976.76,758715.17,856596.51,320309.94,0.5,0.5,0.5,478192,898976.76,1\\r\\n18738,1654,59,Male,0,self_employed,1546,2,58,10,1116.83,22052.17,14486.38,12761.69,830.24,258.81,21765.59,0.06,1670.05,21788.46,0\\r\\n18739,4800,43,Male,0,salaried,1232,2,104,0,8913.96,2490.25,2039.47,1093.5,8209.69,433.97,1785.97,0.26,2075.31,2196.44,0\\r\\n18740,992,90,,0,self_employed,1138,2,1736,88,79839.93,88601.63,88929.2,92577.45,0.49,0.49,7954.07,1327.23,85467.77,89765.59,0\\r\\n18741,4050,63,Female,0,self_employed,1589,2,416,14,8266.92,3472.38,2793.35,960.91,5714.76,2857.61,300.86,214.76,5694.1,1734.13,0\\r\\n18742,2230,39,Female,0,self_employed,1084,3,685,315,258.23,1441.89,1440.44,977.36,0.4,0.4,1819.78,293.26,1574.43,1476.18,0\\r\\n18743,2401,33,Female,0,self_employed,146,3,2394,,6094.95,5809.23,5727.66,4852.15,0.46,0.46,0.46,0.46,6016.13,5717.07,0\\r\\n18744,4013,49,Female,2,salaried,575,1,44,0,3238.3,6208.13,3386.98,2847.33,2071.79,4386.07,4286.07,866.69,2641.95,3384.15,0\\r\\n18745,1043,55,Female,0,self_employed,914,3,2409,83,6628.62,6517.19,6343.77,5206.86,0.37,0.37,24.65,0.37,6511.36,6398.98,0\\r\\n18746,3008,44,Male,0,salaried,1020,2,488,23,45972.71,44783.84,44810.61,44553.53,69.4,0.11,35.83,44.77,44891.03,44808.3,0\\r\\n18747,1706,10,Male,0,student,622,2,119,75,1770.65,1842.08,1788.97,1127.58,0.07,0.07,0.07,0.07,1807.6,1876.64,0\\r\\n18748,2740,62,Male,2,self_employed,1540,2,1552,9,1332.28,1423.09,1541.9,1356.9,11.67,725.96,419.69,986.47,1368.23,1727.53,0\\r\\n18749,660,42,Male,2,self_employed,1020,2,627,9,13904.38,10996.34,15684.92,15614.71,3.97,48.34,14559.33,9988.46,12585.08,13797.54,0\\r\\n18750,4781,46,Male,2,salaried,334,2,159,38,18915.92,17830.1,19384.47,17582.86,0.67,12.1,386.01,139.3,19385.54,18048.58,0\\r\\n18751,3213,40,Male,0,salaried,1232,3,45,0,6822.13,6205.78,5443.25,9692.52,1419.43,1251.66,642.08,1223.31,5680.89,5309.66,0\\r\\n18752,3121,84,Male,0,retired,666,2,715,30,1857.18,3279.05,2971.89,3258.28,0.41,1428.99,1500.41,1428.99,2357.57,3279.05,0\\r\\n18753,1136,74,Female,0,self_employed,146,2,1754,167,3188.43,3188.43,3188.43,3082.65,0.17,0.17,0.17,0.17,3188.43,3188.43,0\\r\\n18754,5137,73,Female,0,self_employed,575,3,44,7,1029.55,1042.36,1824.81,1317.79,112.31,5.7,71.56,0.13,990.58,2012.3,0\\r\\n18755,1917,43,Female,0,salaried,15,3,69,70,309.81,1574.13,1642.54,623.81,0.13,0.13,285.84,792.99,892.31,2284.65,1\\r\\n18756,2517,37,Male,2,self_employed,623,2,1021,21,2904.73,3088.86,3272.49,4407.9,1.09,0.69,141.96,424.54,2922.16,3315.42,0\\r\\n18757,1397,42,Female,0,self_employed,665,2,177,0,3253.95,3771.51,3509.9,3645.18,220.59,220.59,514.87,0.59,3254.74,3629.57,0\\r\\n18758,1077,31,Male,3,salaried,548,2,53,,14542.7,8086.99,9959.67,8305.97,0.59,0.59,0.59,278.3,13185.44,8328.87,0\\r\\n18759,2438,51,Female,0,self_employed,409,2,585,,3106.55,3106.55,3106.55,3086.87,0.33,0.33,0.33,0.33,3106.55,3106.55,0\\r\\n18760,1348,31,Male,0,salaried,965,2,37,,11977.82,12192.1,12484.6,12958.21,0.04,0.04,214.33,738.61,12091.12,12432.01,0\\r\\n18761,983,65,Male,,self_employed,1517,2,1824,,3936.63,3936.63,3936.63,3911.69,0.19,0.19,0.19,0.19,3936.63,3936.63,0\\r\\n18762,5967,62,Male,0,self_employed,169,2,33,220,3011.67,3007.1,3007.88,3200.71,0.24,0.24,0.24,0.24,3009.46,3007.1,0\\r\\n18763,1286,38,Male,0,salaried,120,3,2619,19,2075.69,2169.51,2402.14,2420.25,257.23,0.09,0.09,357.23,2329.17,2329.97,0\\r\\n18764,1123,51,Female,0,self_employed,409,3,1566,41,6666.24,6666.24,7284.47,8055.44,0.46,1429.03,0.46,2857.6,6666.24,7086.48,0\\r\\n18765,2136,65,Male,0,salaried,1511,3,1638,35,2795.82,6931.25,3395.23,538.87,0.5,4929.07,4143.36,1657.64,3723.02,5767.46,1\\r\\n18766,2175,50,Female,0,self_employed,630,3,1405,81,5641.4,5641.4,5573.69,2503.82,0.37,0.37,0.37,0.37,5641.4,5641.4,0\\r\\n18767,2109,50,Female,0,self_employed,,2,216,,11770.32,11770.32,11770.32,11695.76,0.43,0.43,0.43,0.43,11770.32,11770.32,0\\r\\n18768,3151,38,Male,0,salaried,1020,2,355,62,4582.62,519.63,2618.02,722.48,0.17,0.17,4283.1,5577.56,2947.45,2213.15,0\\r\\n18769,3481,38,Female,0,self_employed,169,3,147,19,1769.71,1698.28,1713.88,1687.52,71.74,0.31,0.31,0.31,1745.08,1698.28,0\\r\\n18770,5351,16,Male,0,student,1096,1,43,101,12743.07,12743.07,12743.07,12288.01,0.51,0.51,0.51,0.51,12743.07,12743.07,0\\r\\n18771,1497,34,Male,0,self_employed,920,3,1729,270,1949.43,1970.86,1972.98,2111.61,0.19,0.19,0.19,0.19,1951.65,1972.93,0\\r\\n18772,1376,73,Female,0,self_employed,575,2,2686,21,2930.61,2602.04,2490.56,1492.34,328.74,328.74,0.17,0.17,2839.97,2496.05,0\\r\\n18773,2620,68,Male,0,salaried,1181,2,235,88,2747.13,2747.13,3062.19,5578.72,0.5,0.5,0.5,0.5,2747.13,2747.13,0\\r\\n18774,1285,41,Male,0,salaried,1427,2,1794,55,9905.8,48478,41743.5,44987.74,0.69,27.79,35714.97,0.69,29955.65,48476.88,1\\r\\n18775,2687,70,Male,0,retired,649,3,987,5,923.64,809.36,2460.28,5077.53,1429.14,0.57,1314.86,3572,874.38,1961.43,1\\r\\n18776,1154,44,Female,0,self_employed,1529,2,1004,26,6075.56,1870.7,1847.73,973.51,4285.77,0.06,5132.34,0.06,1945.4,1614.85,0\\r\\n18777,567,33,Female,0,self_employed,1563,2,3665,19,20872.23,22097.68,22776.73,26454,5.2,0.21,1306.57,143.07,21232.5,22148.84,0\\r\\n18778,787,24,Female,,self_employed,1294,3,1470,47,610.83,2039.4,2141.04,4389.52,0.21,571.64,1428.79,0.21,610.83,2227.85,1\\r\\n18779,1522,52,Male,0,self_employed,834,3,460,25,6903.47,263.47,1563.39,275.59,714.56,0.27,185.99,185.99,3924.06,299.41,0\\r\\n18780,1381,15,Female,0,student,1597,2,737,116,4798.37,4798.37,4798.37,1644.29,0.5,0.5,0.5,0.5,4798.37,4798.37,0\\r\\n18781,2148,33,Male,0,salaried,623,2,1021,60,6076.15,5840.14,7613.08,5948.9,0.47,0.47,3722.75,29711.41,8213.31,7795.82,0\\r\\n18782,2366,90,Male,,self_employed,2,2,13,329,7355.51,7363.68,6856.6,10702.98,0.39,0.39,0.39,0.39,7362.56,6700.09,0\\r\\n18783,407,58,Male,0,self_employed,1232,3,2844,41,7974.61,7974.61,3899.04,234.46,0.37,7735.62,0.37,0.37,7974.61,3483.17,0\\r\\n18784,2964,43,Male,0,self_employed,409,3,330,46,3925.22,4708.41,5144,8239.98,0.13,572.13,2793.38,1543.78,4472.75,5136.17,1\\r\\n18785,388,90,Male,,self_employed,1178,2,526,,1605.36,1605.36,1605.36,1591.43,0.01,0.01,0.01,0.01,1605.36,1605.36,0\\r\\n18786,6261,46,Female,0,self_employed,1020,2,19,0,2224.99,2563.56,5357.65,4899.71,21702.93,35714.56,3500.27,16785.27,4389.37,6242.24,0\\r\\n18787,4039,58,Male,3,self_employed,294,2,372,6,7662.79,3912.18,5775.39,5356.78,3548.33,1429.14,0.57,2937.57,6373.59,5336.13,0\\r\\n18788,3352,46,Male,2,salaried,,3,578,20,4025.44,3744.86,3094.08,3103.9,1143.21,1143.21,626.21,0.36,3805.85,3054.04,0\\r\\n18789,2031,55,Female,0,self_employed,1589,3,954,6,3330.73,3273.59,5428.69,1301.94,200.37,200.37,0.37,5714.66,3212.01,4238.56,1\\r\\n18790,2816,44,Female,0,self_employed,1020,2,79,47,1314.2,1424.58,1537.82,1002.23,0.1,2142.96,110.49,0.1,1340.84,1828.6,1\\r\\n18791,220,25,Female,0,self_employed,334,2,1364,108,1473.39,5759.1,5020.18,4846.16,0.36,0.36,4286.07,0.36,3542.35,5759.1,1\\r\\n18792,1337,40,Female,0,self_employed,1494,3,955,10,1192.33,1616.04,4633.28,1385,4845.39,4865.29,5269.1,9088.19,2095.14,3668.84,0\\r\\n18793,5072,54,Male,0,salaried,575,3,44,0,3306.83,958.03,1791.37,2250.49,2066.78,14.51,0.66,0.66,2090.63,948.79,0\\r\\n18794,822,49,Female,0,self_employed,623,1,368,227,2719.99,2719.99,2203.86,1329.67,0.19,0.19,0.19,0.19,2719.99,2028.75,0\\r\\n18795,256,63,Male,,self_employed,165,3,2248,,2473.4,2559.12,2907.01,3974.85,0.49,0.49,86.2,614.77,2514.78,2907.96,0\\r\\n18796,2249,7,Female,0,salaried,531,2,922,323,2225.29,2225.29,1906.62,158.66,0.04,0.04,0.04,0.04,2225.29,2225.29,1\\r\\n18797,436,49,Male,0,self_employed,376,3,2712,13,123.04,4300.8,3409.65,1797.12,71.54,0.11,41.63,10.83,1614.89,4302.53,1\\r\\n18798,1110,90,,,self_employed,1180,2,2201,28,9811.35,7832.77,7579.02,2254,7143.51,7143.51,5164.94,0.66,13615.29,5298.21,0\\r\\n18799,6863,90,Female,0,self_employed,1096,1,27,28,3670.05,5609.64,10501.35,11090.89,0.57,1.01,1922.58,10578.06,4758.54,10669.02,1\\r\\n18800,3997,47,Male,0,self_employed,146,2,2859,67,1032.51,2165.18,2591.24,4677.34,0.53,0.53,0.53,3344.51,1416.7,2478.99,0\\r\\n18801,870,16,Male,0,student,905,2,1390,292,3190.69,3190.69,3190.69,3492.35,0.46,0.46,0.46,0.46,3190.69,3190.69,0\\r\\n18802,455,39,Female,0,self_employed,1111,2,2830,28,5512.92,3177.35,4881.8,3927.72,2335.73,1878.3,0.16,0.16,5512.92,3177.35,0\\r\\n18803,5094,30,Female,0,self_employed,485,2,1296,6,1372.13,1628.8,1815.49,3519.1,102009.06,0.49,340219.77,471.91,1590.49,1634.67,0\\r\\n18805,963,43,Male,0,salaried,1020,3,1027,3,718.07,1812.37,2146.62,2023.71,111.71,0.29,1635.49,2646.17,879.81,2839.98,0\\r\\n18806,994,55,Female,0,self_employed,1363,3,222,11,181.91,1858.25,1495.32,1823.84,38.16,0.21,1714.5,0.21,769.48,1858.25,1\\r\\n18808,2132,30,Female,0,self_employed,1140,2,663,30,306.2,1720.32,2397.07,11.48,0.7,3.51,1996.24,3008.64,783.61,3339.18,1\\r\\n18809,481,47,Male,0,salaried,1232,3,64,19,4643.18,3811.79,4013.79,2321.58,107.74,0.6,0.6,0.6,4480.25,3802.57,0\\r\\n18810,445,50,Female,,self_employed,1494,2,3106,149,1991.79,1991.79,1991.79,1473.69,0.49,0.49,0.49,0.49,1991.79,1991.79,0\\r\\n18811,4088,55,Male,3,salaried,1020,2,410,42,18269.27,25196.53,13897.5,6231.79,0.66,22870.98,1914.67,4857.8,19565.93,14095.96,0\\r\\n18812,5137,43,Male,0,self_employed,146,1,621,13,3420.81,28049.43,34505.56,22415.4,102857.17,85714.31,124442.93,87177.12,21596.2,28539.54,1\\r\\n18813,1249,25,Male,0,self_employed,834,2,106,10,5819.08,5533.36,5639.84,6211.27,286.04,0.33,0.33,109.95,5641.74,5614.08,0\\r\\n18814,1342,73,Female,0,self_employed,623,3,218,4,8176,9371.42,9275.2,9336.12,2407.51,0.37,3602.94,0.37,9082.75,9371.42,1\\r\\n18815,1377,59,Female,0,self_employed,745,2,298,28,1244.24,1601.38,1691,13605.22,285.8,14.37,642.94,14.37,1305.81,1828.96,0\\r\\n18816,736,33,Male,0,salaried,575,2,622,27,404.87,1863.09,1482.36,1169.29,1084.3,2214.64,1072.91,531.65,1594.99,1434.62,1\\r\\n18818,1585,38,Male,2,self_employed,1301,2,692,56,181.81,1696.2,2302.75,6955.4,0.49,0.65,1893.44,1888.01,735.85,2189.28,0\\r\\n18819,558,34,Male,0,salaried,1188,3,444,95,12224.9,12020.54,12021.74,4573.45,0.1,0.1,0.1,3.74,12112.15,12021.95,0\\r\\n18820,6057,75,Male,1,self_employed,146,1,10,3,3759.01,2016.51,1994.57,1133.94,2236,499.23,637.96,410.57,2538.33,1700.8,0\\r\\n18821,5472,20,Female,0,student,15,1,6,221,1778.51,1481.43,2204.29,5202.77,0.07,0.07,2367.28,2787.29,1741.39,2175.49,0\\r\\n18822,1874,28,Female,0,self_employed,1494,2,251,9,1940.71,2215,2222.7,1192.56,440.5,440.5,714.79,416.21,2237.86,2308.78,0\\r\\n18823,1404,44,Female,0,self_employed,169,2,389,26,16.79,68.84,5908.74,2779.8,7143.43,7144.29,23124.04,15745.67,750.18,151.41,1\\r\\n18824,577,38,Male,,self_employed,409,3,1657,5,5368.65,5933.98,5450.39,6163.71,41.24,875.54,414.12,1334.14,5500.23,5460.17,0\\r\\n18825,1936,12,Male,0,student,1020,2,118,14,1429.01,1458.19,1599.18,1448.79,1786.16,0.44,0.44,0.44,1881.17,1458.19,0\\r\\n18826,2558,34,Female,0,salaried,1020,3,411,4,2467.64,2412.83,2428.25,1873.34,11.68,0.47,528.3,141.65,2411.63,2474.85,0\\r\\n18827,5502,72,Female,0,self_employed,1096,2,1345,0,45227.42,12207.99,16523.49,12363.49,35928.94,214.66,0.37,0.37,23533.76,13099.5,0\\r\\n18828,1705,36,Female,0,self_employed,1096,3,132,18,12620.96,13021.54,12648.44,12415.98,500.4,500.4,900.99,0.76,12740.8,12602.38,0\\r\\n18830,4489,67,Male,0,self_employed,243,2,122,61,1622.28,1622.28,1613.44,1574.97,0.69,0.69,0.69,0.69,1622.28,1622.28,0\\r\\n18831,738,3,Female,,student,1525,3,1108,,1781.81,1710.38,1689.17,1473.56,0.5,0.5,0.5,0.5,1759.64,1689.64,0\\r\\n18832,220,51,Male,,self_employed,694,3,1420,90,2534.97,3972.27,7299.38,7992.26,0.06,0.06,1571.49,7871.49,3075.11,8663.22,1\\r\\n18833,2557,39,Female,0,self_employed,146,1,9,38,4060.06,360.72,1879.98,8476.16,0.04,228.61,371.47,251.47,4108.56,446.86,0\\r\\n18834,4095,72,Male,0,self_employed,664,2,2775,0,6315.9,2149.8,3225.51,2840.6,7157.5,1787.5,750.1,575.39,3842.62,2657.44,0\\r\\n18835,4107,38,Male,1,self_employed,169,3,33,32,2870.19,6235.75,2800.63,4885.27,0.66,4975.2,3367,5345.17,4081.36,2117,0\\r\\n18836,1857,33,Female,0,self_employed,654,2,1423,,2826.46,2679.32,2670.97,2221.74,0.66,0.66,0.66,0.66,2806.17,2674.57,0\\r\\n18837,1238,33,Male,0,self_employed,409,3,1659,9,1562.41,1260.71,1713.78,1184.28,20500.01,571.44,19832.34,390.55,2228.62,1485.37,1\\r\\n18838,5396,38,Male,0,salaried,1020,3,79,0,868.65,1635.6,1490.12,2026.07,762.31,729.31,1500.7,1465.51,644.62,1991.75,1\\r\\n18839,5645,35,Male,0,self_employed,1271,2,101,44,3225.36,5211.2,3670.1,6185.15,0.11,2622.83,1751.03,300.11,4796.88,4057.8,0\\r\\n18841,4016,36,Male,0,self_employed,1589,3,621,69,5076.51,5076.51,4207.53,1273.74,0.13,0.13,0.13,0.13,5076.51,5076.51,1\\r\\n18842,1415,39,Female,0,self_employed,394,3,762,30,2728.23,2728.23,3456.34,3428.92,0.46,300.46,0.46,1429.03,2728.23,3783.99,1\\r\\n18844,4627,31,Female,0,self_employed,745,1,127,13,5105.75,4053.64,3442.09,3252.96,1639.96,1994.59,587.84,156.73,4813.36,3464.51,0\\r\\n18845,1738,31,Female,0,salaried,1096,3,483,,7419.95,7419.95,7419.95,7372.95,0.33,0.33,0.33,0.33,7419.95,7419.95,0\\r\\n18846,665,33,Male,0,self_employed,1494,2,67,53,10990.79,11756.62,6849.94,2495.93,0.67,457.81,757.81,0.67,11152.71,7379.17,0\\r\\n18847,2855,46,Male,0,salaried,1020,3,626,19,3489.21,2417.78,2003.3,326.24,1071.76,3857.47,0.33,2750.23,3119.75,1681.57,0\\r\\n18848,5166,57,Male,0,salaried,413,2,759,9,4624.68,4724.68,4696.16,4675.16,43.4,43.4,143.4,0.54,4734.53,4697.03,0\\r\\n18849,1979,32,Female,0,salaried,146,3,833,13,179.06,66.39,2077.59,2492.61,3984.6,0.31,5871.74,4286.03,1558.48,949.26,0\\r\\n18850,403,35,Male,,self_employed,,2,3110,284,6065.08,6065.08,6065.08,5987.07,0.01,0.01,0.01,0.01,6065.08,6065.08,0\\r\\n18851,4669,60,Male,0,self_employed,513,2,216,,3491.66,3491.66,3507.02,4888.72,0.07,0.07,0.07,0.07,3491.66,3491.66,0\\r\\n18852,4640,61,Male,4,self_employed,1046,1,102,70,33478.91,33167.8,32616.66,39058.4,0.03,0.03,0.03,285.74,33468.75,33185.42,0\\r\\n18853,1013,32,Female,0,self_employed,1020,3,411,20,4854.14,4704.71,4780.19,4661.43,157.31,0.17,7.89,120.74,4808.3,4722.92,0\\r\\n18854,2378,90,,0,self_employed,409,2,709,,10334.65,10077.51,10040.8,9216.79,0.27,0.27,0.27,0.27,10299.19,10019.45,0\\r\\n18855,3607,34,Female,0,self_employed,705,2,525,6,3442.68,3941.97,4569.45,5122.64,0.73,0.01,500.01,1118.9,3855.94,4431.17,0\\r\\n18856,6416,43,Male,1,salaried,1020,1,501,3,7090.29,1347.02,2193.55,2764.55,6615.64,0.56,166.62,202.72,1970.31,1925.28,0\\r\\n18858,1915,59,Female,0,self_employed,1020,1,15,,3479.77,3136.91,2990.97,1956.4,0.33,0.33,0.33,0.33,3207.85,3081.61,0\\r\\n18859,2148,41,Male,1,salaried,649,1,1585,,23163.18,20347.13,22404.58,27487.76,0.54,0.54,592.26,152.19,22445.42,20822.38,0\\r\\n18860,3997,64,Male,0,retired,1181,2,267,,3814.07,3814.07,3814.07,3827.93,0.43,0.43,0.43,0.43,3814.07,3814.07,0\\r\\n18861,2317,39,Male,0,salaried,484,3,1641,14,996.82,582.54,3854.62,2795.54,700.63,1057.77,286.34,5743.49,875.64,5664.37,0\\r\\n18862,5950,69,Male,1,self_employed,1150,3,1417,12,7601.16,458.3,2757.15,414.16,10714.81,0.53,3571.96,0.53,7354.85,458.3,0\\r\\n18863,1218,45,Female,0,self_employed,409,3,44,6,2192.63,3413.76,7113.12,7397.98,249286.16,0.44,251319.49,677.57,13411.3,3829.42,1\\r\\n18864,2624,90,Male,0,self_employed,15,2,306,6,15716.53,1424.81,1832.3,564.11,14286.14,0.43,1143.29,964.71,4067.77,889.13,0\\r\\n18865,2126,52,Female,0,self_employed,579,2,192,4,2056.79,2242.5,2067.87,2051.23,1400.66,172.09,1414.94,0.66,2107.53,2126.37,1\\r\\n18867,4307,50,Male,0,self_employed,1020,1,143,25,3871.3,17059.42,10716.81,6231.99,1428.63,89728.63,14388.82,48823.81,7809.54,16876.55,1\\r\\n18868,1600,41,Female,0,salaried,1096,3,678,30,3144.51,4093.59,4329.35,5993.25,0.47,1.19,377.39,612.24,3749.11,4058.79,1\\r\\n18869,4247,54,Male,2,salaried,1020,3,239,7,92.56,270.13,2867.43,1428.86,5068.2,514.33,5245.77,6730.07,693.97,2378.98,1\\r\\n18870,3460,71,Male,0,retired,1232,2,2844,5,10320.14,3137,3421.62,6152.93,7311.63,698.71,159.71,617.71,4475.98,2822.2,0\\r\\n18871,276,7,Male,,student,1020,2,227,14,15679.18,14864.89,14958.87,14561.71,814.67,86.1,0.39,0.39,15258,14851.07,0\\r\\n18872,2654,41,Female,0,self_employed,15,2,299,20,995.19,2039.83,1978.72,1321.83,1526.86,1526.86,2571.5,1538.8,1480.41,2483.71,0\\r\\n18873,560,65,Male,0,retired,334,3,1536,42,1328.39,2756.96,2734.48,3853.51,0.24,646.53,1428.81,714.53,1722.47,2909.45,0\\r\\n18874,1814,30,Male,0,salaried,1020,3,1333,209,1429.31,1449.31,1534.56,1866.88,0.13,0.13,20.13,145.77,1433.45,1543.74,0\\r\\n18875,4794,78,Male,0,self_employed,146,1,140,6,2160.1,1942.35,1868.37,1134.28,214.9,214.9,0.61,57.61,1997.54,1884.7,0\\r\\n18876,1128,58,Female,0,salaried,575,3,3878,39,2072.93,3363.07,2848.29,1344.65,0.23,1457.37,1171.22,786.92,2970.58,2588.22,1\\r\\n18877,450,31,Female,,self_employed,980,3,2696,94,25125.87,25483.01,25478.91,23909.33,0.46,0.46,0.46,0.46,25470.7,25483.01,0\\r\\n18878,861,74,Female,,self_employed,623,2,364,126,2889.13,2889.13,2996.66,1288.91,0.46,0.46,0.46,0.46,2889.13,2889.13,0\\r\\n18879,2047,56,Male,2,self_employed,15,2,970,31,14497.3,12211.58,6158.84,826.34,0.2,11428.77,0.2,0.2,14173.16,3340.61,1\\r\\n18880,4371,34,Male,0,self_employed,1020,2,175,163,2352.2,1979.49,2026.3,1773.75,0.24,0.24,589.7,520.27,2619.43,1689.76,0\\r\\n18881,370,25,Male,0,self_employed,1046,3,3632,45,3738.16,4193.4,3860.01,4819.52,0.14,1061.8,74.51,176.21,3875.77,3851.99,0\\r\\n18882,1822,47,Male,0,salaried,146,1,354,94,1317.26,2309.34,2551.45,3703.78,0.39,0.39,0.39,0.39,1454.1,1724.45,0\\r\\n18883,1696,30,Female,2,self_employed,837,2,1505,76,972.56,1647.14,1767.15,2216.12,0.26,0.26,1127.64,1886.04,1334.09,1875.45,0\\r\\n18884,286,26,Male,0,student,1096,2,1309,0,1636.24,1547.67,1612.56,1426.82,850.53,690.53,0.53,0.53,1604.32,1555.23,0\\r\\n18885,1026,43,Male,2,self_employed,751,3,2219,5,14727.13,14854.31,14750.71,14875.36,343.5,814.93,295.67,600.97,14543.41,14838.95,0\\r\\n18886,1542,33,Female,0,salaried,1111,2,1897,251,2292.43,4958,4306.33,2569.05,0.11,0.11,3735.47,1299.4,3532.9,5020.55,0\\r\\n18888,903,29,Male,0,self_employed,409,2,1562,,5110,5106.79,5104.71,5074.25,0.2,0.2,0.2,0.2,5107.45,5106.18,0\\r\\n18889,644,63,Male,2,self_employed,1494,2,1701,124,997.03,1525.1,1478.8,1587.16,0.51,0.51,171.44,171.44,1149.12,1558.18,1\\r\\n18890,6349,64,Male,0,self_employed,1438,2,1239,23,6771.4,5942.1,6663.62,5517.64,1014.46,1014.46,0.17,2143.03,6552.09,6443.48,0\\r\\n18891,1379,58,Male,0,salaried,1469,2,859,272,1336.17,1407.6,1451.99,1780.54,0.57,0.57,143.43,143.43,1400.21,1476.73,0\\r\\n18893,2675,22,Male,0,student,1232,3,837,26,652.28,1676.35,2403,2584.63,428.64,1548.02,974.06,745.73,1247.06,2004.36,1\\r\\n18894,3147,53,Male,0,salaried,579,2,192,,19160.17,2191.71,4921.32,2165.73,0.31,0.31,0.31,0.31,10385.11,2191.71,0\\r\\n18895,4079,64,Male,3,self_employed,169,1,384,0,2182.66,2465.25,1870.96,380.14,142.18,245.58,441.84,59.72,2195.02,2441.64,0\\r\\n18896,1741,32,Female,0,salaried,1469,3,859,76,6601.05,7442.82,7179.95,7083.81,0.67,0.67,807.81,0.67,6705.43,7452.22,0\\r\\n18897,535,65,Male,,self_employed,15,2,300,121,3545.54,3543.51,3542.58,1494.51,0.69,0.69,0.69,0.69,3544.56,3542.88,0\\r\\n18898,2631,24,Male,0,student,1096,1,581,24,424.76,2281.91,1724.84,1095.31,286.23,286.23,2143.37,0.51,1124.27,2263.15,0\\r\\n18899,4825,21,Female,0,student,1020,1,669,132,3617.74,5760.6,6718.54,9520.2,0.36,0.36,2143.21,0.36,4947.79,5760.6,0\\r\\n18900,390,47,Female,0,salaried,1020,3,47,9,1917.41,2029.87,1886.83,2150.43,126,120.43,225.88,42.83,1987.12,1859.27,0\\r\\n18901,1342,4,Female,0,student,1020,2,143,,1628.13,1628.13,1628.13,1617.7,0.63,0.63,0.63,0.63,1628.13,1628.13,0\\r\\n18902,4541,49,Male,0,self_employed,1271,1,101,68,2938.78,2923.05,2840.83,2674.12,0.06,0.06,0.06,0.06,2929.56,2841.09,0\\r\\n18903,5000,43,Male,2,self_employed,295,2,125,100,14100.97,14269.42,14302.32,2669.06,0.37,0.37,168.81,0.37,14194,14269.42,0\\r\\n18904,1837,31,Female,0,self_employed,1271,2,101,19,869.54,8183.11,9313.29,2931.12,5714.94,0.66,13103.51,7143.51,5253.75,12330.57,0\\r\\n18905,4129,40,Female,0,salaried,1525,3,51,14,10053.37,692.53,3399.09,1563.22,5373.39,3159.1,353.86,1058.16,7073.41,1670.97,0\\r\\n18906,291,59,Female,0,retired,996,2,56,28,2590.57,2567.88,2817.07,3276.23,418.81,418.81,398.5,696.06,2682.98,2660.43,0\\r\\n18907,4773,69,Female,0,self_employed,1548,2,214,94,948.95,946.4,4263.85,6356.55,0.37,0.37,0.37,0.37,946.49,1775.89,1\\r\\n18908,472,55,Female,0,self_employed,1110,3,2657,,15215.01,15215.01,15358.29,13320.89,0.5,0.5,0.5,286.21,15215.01,15362.47,0\\r\\n18909,1178,34,Male,0,self_employed,834,2,460,244,21228.77,21228.77,31342.57,59720.48,0.36,0.36,0.36,14448.5,21228.77,26809.12,1\\r\\n18910,606,46,Male,,self_employed,917,2,3786,76,3617.17,6117.17,6560.89,7714.02,0.39,0.39,3571.81,2893.24,5673.82,6403.16,0\\r\\n18911,1289,58,Female,0,self_employed,146,2,2870,,3464.45,3462.2,3462.85,3546.97,0.41,0.41,0.41,0.41,3462.28,3462.2,0\\r\\n18912,4016,74,Male,0,retired,1525,2,276,17,5432.75,3015.89,7379.02,2400.52,2000.47,10714.76,0.47,30583.96,4428.06,11331.19,1\\r\\n18913,4594,41,Male,0,self_employed,,2,92,,3369.98,3369.98,3369.98,3348.64,0.67,0.67,0.67,0.67,3369.98,3369.98,0\\r\\n18914,1477,46,Female,0,self_employed,1048,3,1643,,1651.91,1651.91,1651.91,1641.44,0.39,0.39,0.39,0.39,1651.91,1651.91,0\\r\\n18915,3460,39,Female,0,self_employed,1096,2,482,20,4342.14,5399.33,5583.88,5385.22,2057.6,1029.03,3114.79,1080.31,5132.5,5487.24,0\\r\\n18916,394,27,Male,0,,1123,2,2228,12,7638.69,136.55,1699.59,737.46,10000.59,715.04,2480.01,1081.33,4743.79,123.39,1\\r\\n18917,728,50,Female,,salaried,334,1,444,18,1581.38,2652.81,2146.56,3982.38,357.56,357.56,1428.99,0.41,1790.74,2514.56,0\\r\\n18918,1712,90,Male,0,self_employed,962,2,1457,4,150091.53,256934.77,359558.59,744716.66,61091.5,8160.79,117923.7,219513.56,177818.82,337045.17,1\\r\\n18919,4100,58,Female,0,self_employed,834,2,349,17,6959.92,2622.58,3058.1,1705.83,2245.97,0.23,0.23,0.23,4935.75,1410.65,0\\r\\n18920,897,33,Male,2,self_employed,575,2,1002,40,1907.65,2453.61,1919.58,2807.59,0.17,21.6,547.83,200.19,2115.26,2467.08,1\\r\\n18921,2952,42,Male,1,self_employed,621,2,208,35,978.64,1063.18,1977.83,2669.2,0.1,16859.86,105.04,19428.67,979.83,1760.3,0\\r\\n18922,1617,49,Male,0,self_employed,834,3,1925,,2400.01,2400.01,2400.01,2385.35,0.61,0.61,0.61,0.61,2400.01,2400.01,0\\r\\n18923,605,20,Male,,student,575,1,1098,63,1815.32,1845.32,1759.51,1585.28,0.61,0.61,60.61,0.61,1836.75,1845.32,0\\r\\n18924,4027,47,Male,2,self_employed,1494,2,1702,0,2828.07,1692.89,2053.69,4651.46,1123.88,714.67,0.39,0.39,1893.71,1139.89,0\\r\\n18925,2480,59,Male,0,self_employed,1020,3,626,41,17664.41,17664.41,17363.34,16842.83,0.3,571.73,0.3,0.3,17664.41,17332.61,0\\r\\n18926,2707,45,Male,3,self_employed,1232,3,359,4,8808.19,6812.04,5585.5,3471.2,7421.81,12298.32,8110.53,12467.77,6609.59,6488.05,0\\r\\n18927,2755,84,Male,0,retired,615,2,981,,4905.66,4905.66,4905.33,4871.52,0.34,0.34,0.34,0.34,4905.66,4905.66,0\\r\\n18928,2228,35,Female,0,self_employed,1494,3,251,,3425.18,3425.18,3483.55,4252.29,0.21,0.21,0.21,71.64,3425.18,3441.31,0\\r\\n18929,314,70,Female,0,self_employed,1020,2,15,251,4422.09,4422.09,4422.09,4406.51,0.04,0.04,0.04,0.04,4422.09,4422.09,0\\r\\n18930,459,47,Female,0,salaried,1111,3,921,67,471.26,18979.27,6733.84,509.3,0.33,0.33,18508.34,349.04,1181.61,17249.53,1\\r\\n18931,988,61,Male,2,self_employed,905,2,1832,292,2053.86,4220.64,3733.37,4295.56,0.44,0.44,1443.3,0.44,2801.74,4209.13,0\\r\\n18932,1888,33,Male,0,salaried,146,2,312,12,2986.07,1771.78,1693.02,3335.59,643.09,1285.94,0.23,0.23,2609.22,1218.79,0\\r\\n18933,4001,35,Female,0,self_employed,1096,1,32,91,3401.18,3412.95,3414.86,2909.48,0.13,0.13,0.13,0.13,3401.59,3417.89,0\\r\\n18934,3231,79,Male,0,retired,1020,2,522,6,3283.66,3067.08,3059.96,3294.36,360.11,1.92,140.81,196.09,3076.74,3155.57,0\\r\\n18935,2891,33,Male,0,salaried,,3,572,,2300.83,2300.83,2300.83,2291.33,0.34,0.34,0.34,0.34,2300.83,2300.83,0\\r\\n18936,6372,90,Female,0,,1020,2,5,0,9775.5,7907.7,10743.18,23734.56,1646.5,600.84,457.27,5334.1,8600.02,9938.05,0\\r\\n18937,813,19,Male,0,student,78,2,68,,1538.62,1538.62,1770.31,3665.48,0.2,0.2,0.2,0.2,1538.62,1538.62,0\\r\\n18940,935,66,Male,0,retired,1076,2,4127,40,3226.98,3226.98,2746.34,3194.14,0.46,2857.6,0.46,2143.31,3226.98,2789.19,0\\r\\n18941,1907,63,Male,0,self_employed,1184,3,2572,26,4505.62,10577.04,7070.48,2729.18,9286.36,3042.59,15357.79,1582.07,7313.5,11052.32,1\\r\\n18942,1592,42,Male,0,self_employed,905,2,34,350,2109.03,2109.03,2109.03,3204.26,0.69,0.69,0.69,0.69,2109.03,2109.03,0\\r\\n18943,1796,42,Female,0,self_employed,444,3,1978,350,2052.68,2066.97,2072.62,2049.73,0.26,0.26,0.26,0.26,2058.59,2072.5,0\\r\\n18944,4783,34,Male,0,self_employed,1020,1,212,13,162.93,2669.11,2513.43,36564.64,75692.29,32096.53,71.54,876.87,1594.68,1875.21,0\\r\\n18945,6179,46,Female,0,self_employed,1020,3,19,27,14777.42,5280.28,8129.79,4368.69,10000.01,0.01,502.87,0.01,14302.55,5280.28,0\\r\\n18946,5191,66,Female,1,self_employed,51,2,131,3,23326.51,7531.61,9094.19,6649.62,10009.49,286.2,13143.34,3607.64,17482.75,4427.62,0\\r\\n18947,875,20,Male,0,student,1023,3,2131,70,744.02,808.3,3222.95,1374.46,0.66,0.66,143.51,6913.43,762.25,4635.46,0\\r\\n18948,589,35,Male,1,salaried,834,3,1929,24,2126.08,2106.43,2100.85,1877.36,171.67,171.67,152.01,152.01,2139.07,2119.21,0\\r\\n18949,565,46,Male,3,self_employed,575,3,3598,18,43355.29,20824.17,29942.45,32873.1,28571.66,0.23,6042.76,8899.9,35748.18,23926.53,0\\r\\n18950,293,47,Male,,self_employed,409,3,4107,49,4961.36,5689.93,5481.3,4058.11,0.34,489.61,1428.91,428.91,5348.06,5728.3,0\\r\\n18951,2828,47,Female,0,self_employed,1096,1,89,30,1869.78,3395.78,1535.24,805.72,0.11,2564.52,1526.11,0.11,2771.05,999.19,0\\r\\n18952,3259,36,Female,0,self_employed,78,3,255,14,5796.58,5582.29,5030.6,3494.23,214.34,214.34,0.06,0.06,5685.74,5533.9,1\\r\\n18953,2453,55,Male,3,self_employed,1301,2,216,81,627.24,627.24,3023.56,4425.69,0.3,0.3,0.3,4286.01,627.24,3392.22,1\\r\\n18954,4195,47,Female,0,salaried,243,3,122,,2368.16,2368.16,2368.16,11227.48,0.51,0.51,0.51,0.51,2368.16,2368.16,0\\r\\n18955,3938,38,Male,0,salaried,1589,3,389,3,2021.86,2761.2,2687.47,2843.69,85.77,428.63,885.77,644.51,2242.15,2869.21,0\\r\\n18956,3026,58,Male,0,salaried,822,2,295,163,26494.17,30367.94,23114.36,5175.32,0.41,0.41,9064.89,1411.07,28208.73,24114.92,0\\r\\n18957,2989,52,Male,0,self_employed,334,2,17,28,2745.86,318.74,1982.3,4893.63,7142.89,357.17,1101.48,921.26,3875.51,399.21,0\\r\\n18958,1467,35,Male,0,self_employed,125,3,2467,,7303.59,7303.59,7303.59,7255.08,0.3,0.3,0.3,0.3,7303.59,7303.59,0\\r\\n18959,1920,34,Male,0,self_employed,,3,1806,77,9207.68,9225.68,9606.92,12855.47,0.1,0.1,18.1,0.1,9219.68,9399.14,0\\r\\n18960,1379,40,Male,0,salaried,1020,3,84,11,829.35,6014.06,2228.03,3291.89,862.6,114.74,5977.66,443.31,744.49,3651.39,1\\r\\n18961,1432,40,Male,0,self_employed,604,2,527,231,6042.9,6042.9,6042.9,6160.62,0.1,0.1,0.1,0.1,6042.9,6042.9,0\\r\\n18962,2414,80,Male,2,self_employed,1536,3,1551,13,10810.87,14218.3,13954.1,12408.93,335.74,344.04,3407.39,1201.17,12196.87,14505.67,0\\r\\n18963,719,44,Male,0,self_employed,409,3,1092,19,1736.38,1779.24,1882.82,1566.57,214.63,0.34,257.49,327.6,1809.78,1852.02,0\\r\\n18964,1989,56,Female,0,salaried,1232,2,882,,4181.58,4181.58,4181.58,4155.08,0.39,0.39,0.39,0.39,4181.58,4181.58,0\\r\\n18966,630,6,Male,,student,624,3,736,185,2916.93,2916.93,2916.93,2913.19,0.49,0.49,0.49,0.49,2916.93,2916.93,0\\r\\n18967,1488,44,Male,0,self_employed,848,2,780,95,2195.55,2211.91,2205.08,2147.95,0.11,0.11,0.11,0.11,2196.68,2210.45,0\\r\\n18968,4177,47,Female,0,self_employed,987,3,358,0,4364.43,5946.26,5650.43,6806.74,714.78,0.17,2289.14,57.6,4743.57,6002.86,1\\r\\n18969,2070,27,Male,0,self_employed,187,3,2815,0,15022.44,13929.52,13656.43,3461.66,1140.06,0.06,11.43,6.26,13939.21,13942.63,0\\r\\n18970,1674,39,Female,0,self_employed,1020,2,442,17,2051.7,1929.56,1874.44,1039.33,122.5,122.5,0.36,0.36,1992.73,1874.4,0\\r\\n18971,4218,60,Male,2,salaried,1033,3,4072,13,345,676.25,1748.12,1146.89,1428.97,1377.2,1760.23,4543.9,819.04,492.72,1\\r\\n18972,536,38,Male,,self_employed,1465,2,3595,169,3148.81,3148.81,3148.81,3034.84,0.63,0.63,0.63,0.63,3148.81,3148.81,0\\r\\n18973,2238,57,Male,0,self_employed,995,2,1318,109,20197.62,19675.13,20262.91,19554.58,0.4,0.4,628.97,1607.69,20172.88,19998.47,0\\r\\n18974,2263,49,Male,0,salaried,334,3,1875,,1673.04,1671.62,1670.81,1655.53,0.59,0.59,0.59,0.59,1672.21,1670.83,0\\r\\n18975,980,50,Male,0,salaried,15,2,2441,3,32180.01,12361.6,12499.71,4482.63,3411.47,18971.63,19307.34,15188.5,19329.01,8061.88,0\\r\\n18976,1421,54,Male,3,self_employed,910,3,2435,25,2010.88,1526.23,1585.4,1315.15,643.23,657.51,158.59,337.16,1982.56,1261.46,0\\r\\n18977,1329,53,Female,0,self_employed,649,2,1843,0,12964.22,5501.22,6085.15,4804.08,21571.73,1928.87,13753.3,571.73,9811.77,4392.93,0\\r\\n18978,2635,36,Male,0,self_employed,1494,3,955,,2441.64,2441.64,2441.64,2426.17,0.41,0.41,0.41,0.41,2441.64,2441.64,0\\r\\n18979,3534,53,Male,3,salaried,263,2,334,,1158.4,1920.53,1779.24,2001.24,0.37,0.37,905.36,608.9,1533.51,1895.85,0\\r\\n18980,1475,37,Female,0,self_employed,834,2,478,237,6146.13,6146.13,6146.13,6424.94,0.24,0.24,0.24,0.24,6146.13,6146.13,0\\r\\n18981,5402,56,Female,0,self_employed,146,1,1753,14,5737.02,11280.41,12446.77,20058.06,341.98,0.19,5714.47,0.19,8807.23,11260.02,0\\r\\n18982,1146,34,Female,0,self_employed,409,2,134,136,12718.43,12718.43,12718.43,11558.67,0.5,0.5,0.5,0.5,12718.43,12718.43,0\\r\\n18983,344,5,Female,,student,413,3,759,132,1427.44,1441.73,1450.22,1181.59,0.03,0.03,0.03,0.03,1436.31,1450.03,0\\r\\n18984,2695,51,Male,3,self_employed,1271,3,379,6,1812.65,2042.63,2079.28,11554.67,1574.56,1928.84,1804.54,1788.83,2107.65,1952.6,0\\r\\n18985,1235,64,Female,0,self_employed,363,2,1588,25,81.82,31.58,2228.14,2381.6,965.16,0.63,914.91,7672.06,76.62,1915.45,0\\r\\n18986,491,20,Male,,student,1096,1,141,27,1102.6,847.75,3840.68,4893.85,255.5,0.64,0.64,3767.07,1085.03,2961.59,0\\r\\n18987,5424,90,Male,0,self_employed,1111,2,88,13,3469.18,1543.95,3619.08,4723.03,1570,1164.67,14049.73,4038.67,4666.69,2577.24,0\\r\\n18988,1394,58,Male,0,self_employed,836,2,1130,39,145359.04,145373.33,188390.73,24772.57,0.43,14.71,0.43,14.71,145368.89,145382.62,1\\r\\n18989,5182,89,Male,0,self_employed,996,2,56,,7420.83,7420.83,7420.83,7373.82,0.06,0.06,0.06,0.06,7420.83,7420.83,0\\r\\n18990,6957,69,Male,0,retired,1020,2,501,,2420.42,2571.99,2720.74,3044.99,0.57,0.57,155.86,276.43,2490.28,2795.21,0\\r\\n18991,5429,36,Male,0,self_employed,1096,2,363,2,748.35,3164.83,2362.07,2273.08,22819.63,6804.37,31757.4,23844.93,3509.65,2696.25,0\\r\\n18992,4555,55,Female,0,self_employed,1020,2,1123,181,18461.9,18451.22,18539.29,18495.4,0.67,0.67,0.67,44.98,18453.2,18473.89,0\\r\\n18994,3038,90,,0,self_employed,61,2,115,67,13831.02,13831.02,12177.33,7409.22,0.27,0.27,0.27,0.27,13831.02,13831.02,0\\r\\n18995,2227,35,Male,1,salaried,834,3,22,21,847.98,1299.95,1584.95,1916.16,634.87,871.09,746.91,872.03,1355.22,1541.64,0\\r\\n18996,4783,46,Female,0,self_employed,1096,2,27,257,2143.6,1957.89,1928.01,1301.45,0.53,0.53,0.53,0.53,2143.6,1935.31,0\\r\\n18997,4400,37,Female,0,self_employed,834,2,105,19,7571.83,6429.9,6692.41,6553.69,2287.51,0.37,1143.94,0.37,7217.44,6429.9,0\\r\\n18998,6846,79,Male,0,retired,905,2,1336,,3387.01,3417.55,3440.4,3570.23,0.54,0.54,0.54,0.54,3409.6,3436.9,0\\r\\n18999,5162,90,Male,0,self_employed,409,2,247,48,7098.75,7292.22,6949.22,5901.85,0.19,643.04,168.07,100.26,7126.63,7122.41,0\\r\\n19000,6277,47,Male,0,self_employed,905,2,634,20,1212.69,1201.32,2177.17,2304.3,3875.9,40413.04,0.13,36785.84,1434.62,2588.09,0\\r\\n19001,553,52,Male,0,self_employed,741,3,1902,9,11117.95,14719.37,13810.29,16668.46,2863.39,0.39,6428.96,143.24,11395.03,14840.39,0\\r\\n19002,1543,54,Male,0,self_employed,1223,2,2161,42,673.25,845.83,7241.34,6416.81,0.56,4286.27,2800.56,15071.99,743.12,8527.86,1\\r\\n19003,657,79,Female,0,self_employed,834,3,1926,254,4172.69,4172.69,4172.69,4153.03,0.09,0.09,0.09,0.09,4172.69,4172.69,0\\r\\n19004,2327,24,Female,0,student,146,2,75,66,2788.11,2632.39,4021.18,8295.3,0.39,0.39,46.1,36.2,2748.16,3518.49,0\\r\\n19006,1380,49,Male,2,self_employed,407,2,1399,318,2302.8,2392.19,3279.93,3666.99,0.36,0.36,1518.31,1875.46,2339.27,3221.69,0\\r\\n19007,273,56,Male,,salaried,241,3,2780,228,221.2,10798.43,4055.91,2792.09,0.46,0.46,0.46,231.11,293.21,7236.12,1\\r\\n19008,4101,45,Female,0,self_employed,1096,2,1566,126,2098.57,1385.2,1718.23,1373.7,0.49,0.49,0.49,245.7,2024.78,1456.01,0\\r\\n19009,558,56,Female,,self_employed,15,2,48,,1493.17,1493.17,1493.17,1483.71,0.04,0.04,0.04,0.04,1493.17,1493.17,0\\r\\n19010,348,77,Male,,self_employed,1547,2,636,25,2833.01,6097.1,6272.1,6496.3,1428.61,1428.61,4692.7,0.04,3608.72,5866.68,0\\r\\n19012,1623,48,Male,0,self_employed,699,2,1958,,3489.9,3489.9,3489.9,3405.75,0.57,0.57,0.57,0.57,3489.9,3489.9,0\\r\\n19013,1526,26,Male,0,self_employed,1467,2,3433,153,8304.08,8325.51,8441.65,9517.98,0.1,0.1,21.53,185.81,8322.56,8488.65,0\\r\\n19014,1588,31,Male,0,self_employed,762,2,1434,56,102.99,441.72,1442.8,413.65,0.46,1429.03,4429.03,3966.89,610.42,1903.1,1\\r\\n19015,741,45,Male,1,salaried,623,3,521,117,3271.07,3550.92,8011.95,10122.58,0.17,0.17,280.03,7422.89,3309.67,6704.54,1\\r\\n19016,4414,80,Female,0,self_employed,334,1,166,21,4320.85,2535.14,2903.27,1325.1,2500.07,357.21,714.36,0.07,4296.22,2419.93,0\\r\\n19017,1600,42,Male,0,salaried,1150,3,673,,3914.25,4128.54,4175.82,3091.52,0.31,0.31,214.6,187.81,4010.31,4201.12,0\\r\\n19018,1662,40,Male,0,self_employed,1451,3,2060,35,4607.75,7083.04,7879.55,7768.35,0.23,1050.27,0.23,0.23,5810.47,8683.1,0\\r\\n19019,1497,30,Female,0,self_employed,698,2,231,14,1345.48,2313.54,1853.6,442.18,3322.69,5714.36,4290.74,4285.79,1960.26,3004.78,0\\r\\n19021,1656,45,Female,0,self_employed,1150,3,61,72,1528.93,2200.89,1896.08,2089.09,0.46,0.46,390.85,296.16,1731.58,2341.22,0\\r\\n19022,1139,71,Male,0,retired,1232,3,2844,49,7190.83,3814.75,4804.78,3316.92,0.3,6039.17,12.97,13062.62,4818.82,5317.71,0\\r\\n19024,4016,48,Male,0,self_employed,1020,2,288,4,5890.58,8027.81,6097.14,1106.68,1620.57,2314.86,3757.8,1473,7101.32,6910.71,0\\r\\n19025,1968,90,Male,0,self_employed,409,2,609,145,21204.2,21204.2,21253.36,20071.7,0.57,0.57,0.57,143.43,21204.2,21208.81,0\\r\\n19026,356,30,Female,,self_employed,146,3,875,359,2997.24,3240.47,3276.07,2843.5,0.04,0.04,171.8,857.19,3043.6,3328.03,0\\r\\n19027,2348,53,Male,0,salaried,409,2,272,,2948.03,2948.03,2948.03,2929.36,0.59,0.59,0.59,0.59,2948.03,2948.03,0\\r\\n19028,3218,52,Male,0,salaried,146,1,75,0,3766.38,1617.64,1622.25,1541.2,4336.34,1491.91,274.97,1178,2449.51,1099.53,0\\r\\n19029,1230,39,Female,0,self_employed,649,3,54,26,2761.9,2476.18,2564.85,2464.01,286.06,0.34,0.34,0.34,2742.19,2476.18,0\\r\\n19030,2737,44,Male,0,salaried,621,2,208,26,1438.39,3730.42,3786.91,2713.79,1059.64,998.1,2890.17,286.03,3132.8,4331.24,1\\r\\n19031,4793,24,Female,0,self_employed,1096,2,120,,1489,1489,1489,1479.57,0.43,0.43,0.43,0.43,1489,1489,0\\r\\n19032,1222,46,Male,0,self_employed,969,3,2430,187,5042.12,8527.83,10373.39,19695.39,0.11,0.11,3171.54,1042.97,7024.38,9013.69,1\\r\\n19033,1042,49,Female,0,self_employed,1232,2,1796,81,3240.88,3298.02,3098.56,518.92,0.37,0.37,57.51,0.37,3272.4,3296.04,0\\r\\n19034,204,34,Female,0,salaried,1181,3,2643,5,1837.76,1015.11,1961.61,1521.58,1806.63,1565.67,1294.6,2298.93,1696.52,1850.96,0\\r\\n19035,1398,31,Male,0,salaried,1224,2,1915,258,1175.76,1247.19,1437.94,2979.7,0.06,0.06,142.91,590.61,1227.49,1256.24,1\\r\\n19037,926,29,Female,,self_employed,1057,3,2639,125,2898.24,2898.24,2930.01,2131.62,0.51,0.51,0.51,61.01,2898.24,2904.1,0\\r\\n19038,2517,68,Male,0,self_employed,1096,3,273,,1628.5,1628.5,1628.5,1634.61,0.63,0.63,0.63,0.63,1628.5,1628.5,0\\r\\n19039,6431,48,Male,2,self_employed,409,1,144,30,5841.71,4401.94,3948.9,6428.94,0.1,91.84,166.77,179.08,5984.22,3284.25,0\\r\\n19040,446,74,Female,0,retired,1020,2,16,68,1428.7,1428.7,1772.76,1082.76,0.13,0.13,0.13,0.13,1428.7,1428.7,1\\r\\n19041,2519,62,Female,0,self_employed,,2,1962,224,5798.23,6254.62,6460.47,7058.66,0.3,0.3,459.77,584.22,6060.63,6391.21,0\\r\\n19042,3273,28,Female,0,student,1096,2,134,,4632.5,4632.5,4632.5,4603.15,0.23,0.23,0.23,0.23,4632.5,4632.5,0\\r\\n19043,1840,42,Male,0,self_employed,409,2,440,11,2590.14,7460.85,6571.47,4132.25,24142.97,2714.4,29013.69,2360.16,6115.21,7781.98,0\\r\\n19044,2339,73,Female,0,self_employed,1020,2,1372,13,1050.61,870.61,8117.05,20780.8,180.06,180.06,0.06,13427.94,951.3,9360.42,1\\r\\n19045,2852,90,,0,self_employed,1096,1,2034,,3877.25,3877.25,3877.25,3686.21,0.66,0.66,0.66,0.66,3877.25,3877.25,0\\r\\n19046,2701,17,Male,0,student,649,2,1329,62,2166.96,2224.1,1606.47,1642.02,0.26,0.26,57.4,700.26,2186.66,2265.11,0\\r\\n19047,1661,38,Male,0,salaried,1096,2,2034,10,5200.81,5464.87,3220.98,181.63,3472.13,4798.99,2064.65,1216.95,6000.95,2914.88,0\\r\\n19048,3209,60,Male,0,self_employed,1020,1,424,3,1974.81,1687.09,2961.92,5266.2,1227.43,611.96,1457.77,1235.47,2021.99,1354.55,0\\r\\n19049,3989,33,Male,0,self_employed,1031,2,381,41,721.27,768.41,2452.17,459.7,0.07,22266.89,0.07,21533.7,744.03,6571.54,1\\r\\n19050,1741,53,Male,2,self_employed,1096,3,234,49,7223.19,11524.62,10959.1,11052.35,0.46,79.03,4301.89,0.46,8854.77,11614.53,0\\r\\n19051,1887,58,Male,2,self_employed,649,2,644,25,32.84,247.94,1836.48,460.38,714.57,1946,929.67,6136.46,112.51,2065.01,1\\r\\n19052,4809,44,Male,1,self_employed,221,2,68,42,2258.57,2356.65,2824.35,3461.71,0.19,143.04,0.19,714.47,2294.54,2994.41,0\\r\\n19053,2154,48,Female,0,self_employed,1111,2,235,25,1715.78,1969.95,2051.21,1947.91,307.37,1066.25,619.64,575.14,2024.56,1967.08,0\\r\\n19054,200,37,Female,,salaried,146,3,1755,203,1078.43,1078.43,1569.98,39056.41,0.23,0.23,0.23,0.23,1078.43,1078.43,0\\r\\n19055,949,22,Male,0,self_employed,1317,2,1922,205,2703.27,2703.27,2703.27,2644.13,0.06,0.06,0.06,0.06,2703.27,2703.27,1\\r\\n19056,480,61,Female,,self_employed,334,3,3672,23,2060.36,2128.75,2383.21,2354.36,1012.89,1012.89,3998.8,2537.39,1355.31,2090.7,0\\r\\n19057,469,33,Male,,self_employed,1525,2,1808,186,6833.34,4334.56,5704.6,6425.45,0.51,0.51,571.94,724.8,7003.34,4582.9,0\\r\\n19058,1820,37,Female,0,self_employed,221,3,510,349,3737.38,3254.98,3101.36,2546.65,0.26,0.26,0.26,0.26,3415.65,3110.18,0\\r\\n19059,1248,33,Male,0,self_employed,1494,3,1708,131,1542.69,1542.69,1542.69,1587.64,0.47,0.47,0.47,0.47,1542.69,1542.69,0\\r\\n19060,426,29,Male,3,self_employed,860,2,2325,20,14472.46,13658.18,12612.32,9218.48,1314.99,1679.25,0.7,0.7,14282.32,12818.56,1\\r\\n19061,5892,56,Male,0,self_employed,146,3,17,0,8615.87,2359.43,9620.6,15246.31,27059.9,14569.98,19032.91,13014.64,11695.36,6734.62,0\\r\\n19062,2372,56,Male,0,self_employed,363,3,729,62,1549.89,1592.75,1771.84,1938.09,0.21,0.21,57.36,0.21,1578.46,1827.47,1\\r\\n19063,280,50,Male,0,salaried,1020,2,291,27,2589.6,2843.62,2736.79,1253.97,1469.43,1469.43,1649.49,693.14,2736.7,3040.54,0\\r\\n19064,662,39,Male,0,self_employed,1020,3,667,4,4145.46,11068.48,6082.05,5156.98,383.31,5810.9,8936.58,4196.57,4755.92,6448.21,0\\r\\n19065,559,47,Female,0,self_employed,1020,3,145,25,33495.45,26853.5,26606.74,7572.47,8000.11,0.11,1428.69,1785.83,33408.72,28435.98,0\\r\\n19066,5116,42,Male,0,salaried,1020,3,356,20,1530.32,1446.03,2022.72,2563.62,557.6,557.6,473.31,2286.17,1560.02,1887.97,0\\r\\n19067,1504,36,Female,0,salaried,1111,2,1592,250,2938.09,2938.09,2938.09,2924.87,0.64,0.64,0.64,0.64,2938.09,2938.09,0\\r\\n19069,268,64,Male,0,self_employed,721,3,894,75,27607.96,34912.76,35476.68,1455.49,0.54,0.54,7305.34,68733.89,28609.94,70030.32,0\\r\\n19070,2600,21,Male,0,student,1271,2,101,159,743.91,4029.63,3192.19,3960.63,0.04,0.04,3571.47,0.04,1517.31,4029.63,0\\r\\n19071,1094,33,Male,0,salaried,1643,3,2915,124,2594.19,2107.44,1990.33,717.18,0.1,0.1,24.77,167.63,2441.43,1998.54,0\\r\\n19072,2687,51,Male,2,salaried,1020,3,322,,1567.17,2961.79,2708.26,4901.86,0.29,0.29,1666.34,319.71,1735.06,2878.69,0\\r\\n19073,1351,30,Female,0,self_employed,631,3,2185,175,3496.03,3853.17,3921.43,4839.86,0.47,0.47,357.61,357.61,3520.66,3887.9,0\\r\\n19074,2659,41,Male,0,self_employed,156,2,2904,0,4626.98,3134.13,3100.79,2689.58,2485.77,0.06,1985.77,0.06,3034.13,3134.13,0\\r\\n19075,885,29,Male,2,self_employed,409,3,2093,7,2794.97,1148.46,2780.27,1988.79,1742.07,300.48,105.63,1607.76,2738.01,2124.01,0\\r\\n19076,3370,62,Male,0,salaried,630,2,36,19,1168.78,1304.5,1462.91,2909.57,221.91,221.91,500.49,455.74,1151.79,1496.14,0\\r\\n19077,1196,36,Male,2,salaried,623,3,704,61,2548.46,1885.78,5337.68,3888.73,0.53,0.53,4507.82,10833.35,2384.5,1462.17,1\\r\\n19078,1411,81,Female,0,self_employed,,3,1271,119,30408.86,30408.86,30408.86,11104.43,0.67,0.67,0.67,0.67,30408.86,30408.86,1\\r\\n19079,1593,50,Female,0,self_employed,675,2,2244,30,2401.67,2401.67,3871.69,6669.22,0.01,2215.01,0.01,0.01,2401.67,620.62,0\\r\\n19080,1417,35,Male,4,self_employed,1251,2,204,6,2954.19,2625.86,1794.38,893.83,340.86,1481.94,0.31,0.31,2697.75,1515.32,0\\r\\n19081,2368,41,Male,0,self_employed,318,1,107,61,125905.65,170134.22,102047.45,2621.51,0.51,0.51,44229.09,7871.94,140039.64,156182.49,0\\r\\n19082,1283,66,Female,0,self_employed,1086,3,2605,145,1429.99,1429.99,1437.44,1783.64,0.2,0.2,0.2,0.2,1429.99,1429.99,0\\r\\n19083,4149,47,Male,1,self_employed,1525,3,194,76,10137.85,11304.46,13436.81,5304.42,0.47,0.47,191.76,2786.99,10753.71,17211.95,0\\r\\n19084,633,22,Female,0,student,531,3,1460,329,1576.5,1576.5,1576.5,3223.14,0.16,0.16,0.16,0.16,1576.5,1576.5,0\\r\\n19085,1462,33,Male,0,salaried,,2,694,24,121.83,547.05,12091.74,2527.01,1100.06,985.77,599.43,23484.47,582.02,14166.61,1\\r\\n19086,598,55,Female,,self_employed,904,2,4419,103,789.57,8509.33,9163.47,3816.1,0.11,0.11,0.11,0.11,3006.31,8509.33,0\\r\\n19088,1003,33,Female,0,self_employed,1096,2,457,19,6949.44,6542.3,6434.21,4636.55,407.3,407.3,0.16,0.16,6809.05,6450.36,0\\r\\n19089,951,42,Female,0,self_employed,1597,2,737,179,3110.42,3067.56,3525.22,3697.23,0.61,0.61,0.61,786.33,3105.98,3667.56,1\\r\\n19090,1106,48,Male,0,salaried,200,3,1648,70,2692.69,2716.43,2448.14,1370.92,0.59,0.59,24.33,333.93,2703.62,2861.45,0\\r\\n19091,1090,31,Female,0,self_employed,15,3,2863,9,1630.41,2155.16,2397.46,3299.07,1.76,0.45,706.22,1149.75,1918.7,2435.64,0\\r\\n19092,698,50,Male,0,self_employed,1358,1,3302,35,351.57,1548.72,5283.23,26797.21,0.03,700.03,1482.89,857.17,852.26,1329.36,1\\r\\n19093,2321,48,Male,2,self_employed,943,2,743,11,1606.13,1645.35,2442.43,3091.64,1558.33,3285.99,13195.54,3720.54,4356.25,532.83,1\\r\\n19094,2308,40,Male,0,salaried,1581,3,1244,28,1136.8,656.8,1842.95,2217.56,480.33,0.33,0.33,2143.19,1136.8,1831.92,0\\r\\n19095,2870,27,Male,0,student,1525,2,146,114,4500.33,4500.33,4500.33,4418.74,0.43,0.43,0.43,0.43,4500.33,4500.33,0\\r\\n19096,657,40,Male,0,salaried,905,2,855,47,458.17,530.31,3342.34,5982.06,0.34,4.76,43.2,0.34,493.22,549.8,1\\r\\n19097,3518,72,Male,2,retired,1180,1,116,88,1883.71,2289.42,2777.16,3659.36,0.34,0.34,428.91,107.37,1873.96,2443.76,0\\r\\n19098,2652,33,Male,0,salaried,630,2,404,22,8646.48,6492.08,6096.31,2119.01,7380.68,0.19,5228.76,2143.04,7995.93,7165.29,0\\r\\n19099,814,31,Male,,self_employed,1643,2,3286,,2747.96,2747.96,2747.96,2671.45,0.5,0.5,0.5,0.5,2747.96,2747.96,0\\r\\n19101,1361,90,,0,self_employed,1494,2,388,11,1761.46,1475.74,1515.15,1466.39,285.86,0.14,0.14,0.14,1593.97,1475.74,0\\r\\n19102,4207,57,Male,2,self_employed,409,2,329,25,759.48,816.69,1482.39,3266.2,286.26,0.54,343.47,1457.69,737.71,1095.03,1\\r\\n19103,1715,39,Female,0,self_employed,146,2,1753,,4287.45,4273.17,4280.73,3653.66,0.13,0.13,428.7,285.84,4388.93,4293.44,0\\r\\n19104,4028,32,Male,0,self_employed,1020,3,433,35,239.62,3240.74,1790.78,-335.74,0.27,765.74,4001.4,2228.14,2306.24,2354,1\\r\\n19105,2158,28,Female,0,salaried,,2,267,4,3184.51,2772.75,3067.02,2858,0.82,60.32,41.89,544.24,3233.67,3080.6,0\\r\\n19106,1412,33,Male,0,self_employed,409,2,457,,4615.68,4615.68,4615.68,4586.44,0.6,0.6,0.6,0.6,4615.68,4615.68,0\\r\\n19107,3922,47,Male,0,self_employed,980,2,285,6,2690.41,5289.55,4281.81,2666.75,288.75,694.84,2887.89,1.83,4002.91,4876.63,0\\r\\n19108,1971,55,Female,0,self_employed,1020,2,212,177,1628.91,1628.91,1628.91,2294.44,0.21,0.21,0.21,0.21,1628.91,1628.91,0\\r\\n19109,2413,44,Male,0,self_employed,1096,2,581,341,7347.91,7372,7446.2,7530.75,0.51,0.51,10.31,0.51,7362.38,7410.51,0\\r\\n19111,858,33,Male,1,self_employed,409,3,395,133,7640.06,7854.98,7928.87,7144.62,0.24,0.24,215.16,0.24,7727.44,7983.8,0\\r\\n19112,2168,44,Female,0,salaried,409,3,329,49,3125.23,3125.23,3004.86,1799.32,0.2,273.22,0.2,0.2,3125.23,3037.15,0\\r\\n19113,3596,30,Male,0,self_employed,834,2,428,33,5783.81,5783.81,6431.71,6944.73,0.59,1343.1,0.59,2300.59,5783.81,6548.37,0\\r\\n19114,689,31,Male,0,salaried,621,3,8,68,1053.38,1135.83,2875.55,859.04,0.34,0.34,254.22,0.34,1056.76,1965.32,0\\r\\n19115,1330,60,Male,0,self_employed,385,2,2300,10,13526.26,14235.04,13013.99,11411.25,145.01,2872.59,782.37,1057.11,13957.5,12662.19,0\\r\\n19116,2928,67,Female,0,self_employed,1232,1,7,263,1816.98,1816.98,1816.98,1806.13,0.11,0.11,0.11,0.11,1816.98,1816.98,0\\r\\n19117,248,46,Female,0,self_employed,834,2,334,4,25894.53,4890.93,5282.68,439.75,29511.94,3005.03,8584.79,0.66,12524.28,2941.54,0\\r\\n19118,1643,90,Male,0,self_employed,1004,2,307,6,5658.01,1840.85,12773.17,1972.63,46674.61,5357.46,42857.46,50000.31,5496.22,25965.27,0\\r\\n19119,1256,51,Male,0,salaried,387,2,1743,3,3675.65,3532.8,3539.36,3661.76,142.93,0.07,0.07,0.07,3552.5,3532.8,0\\r\\n19120,1997,27,Male,0,salaried,664,2,241,10,1764.02,4619.65,2581.94,3951.02,509.21,5822.01,3029.31,130.96,3198.86,3439.76,1\\r\\n19121,2338,64,Male,0,retired,454,2,1480,69,1413.82,1439.93,1595.85,5141.81,0.69,0.69,0.69,0.69,1423.27,1450.99,0\\r\\n19122,737,59,Male,,self_employed,1271,2,101,53,4239.93,4508.3,3175.12,443.88,0.53,214.81,268.9,268.9,4304.71,4518.77,0\\r\\n19123,5887,37,Female,0,salaried,834,2,882,40,7523.81,8419.16,8666.61,9201.79,0.66,72.09,3698.15,6700.99,8332.72,9194.57,0\\r\\n19125,1459,36,Male,0,salaried,805,3,2626,89,6970.55,7192,7170.54,7296.75,0.57,0.57,222.02,33.92,7074.79,7204.91,0\\r\\n19126,572,44,Female,0,salaried,1020,3,1,38,1557.46,3389.43,2499.71,3590.02,0.33,2857.47,21.03,0.33,3236.75,2297.36,0\\r\\n19128,4693,29,Female,0,self_employed,848,2,167,26,32768.38,30295.93,31333.95,30686.87,2814.56,3.13,318.13,348.79,32789.61,30549.69,0\\r\\n19130,1248,55,Female,0,self_employed,38,3,1464,167,5257.68,5271.97,5274.8,5052.95,0.09,0.09,0.09,0.09,5260.64,5274.74,0\\r\\n19131,2263,27,Female,0,student,834,1,18,335,10949.58,11038.19,11031.06,11424.85,0.23,0.23,88.84,0.23,11016.8,11038.19,1\\r\\n19132,1962,28,Male,0,student,1020,2,79,77,7685.15,7537.32,6793.49,998.11,0.57,0.57,303.3,359.68,7790.25,7748.43,0\\r\\n19133,2648,46,Male,0,self_employed,1050,3,810,161,4399.12,4399.12,4438.92,4162.47,0.69,0.69,0.69,0.69,4399.12,4399.12,0\\r\\n19134,389,56,Male,1,self_employed,1020,2,1119,14,8.57,8.57,2100.74,2687.26,25714.37,1142.94,25714.37,1428.66,8.57,146.82,0\\r\\n19135,1828,15,Male,0,student,1096,2,439,62,1498.95,1498.95,1493.51,1456.09,0.7,0.7,0.7,0.7,1498.95,1498.95,0\\r\\n19136,5591,59,Female,0,self_employed,834,2,105,105,7649.39,9506.16,9320.93,10722.46,0.39,0.39,1886.1,301.31,8366.94,9636.13,0\\r\\n19137,418,60,Female,0,self_employed,1020,2,4272,12,12862.27,12761.97,12781.56,12451.16,148.1,0.67,0.67,0.67,12782.56,12763.49,0\\r\\n19138,2833,37,Male,2,self_employed,1316,2,725,276,5222.07,5220.56,5220.58,5195.37,0.2,0.2,0.2,0.2,5220.6,5220.56,0\\r\\n19139,2911,90,Male,0,self_employed,409,2,158,39,3092.89,3092.89,2647.91,567.55,0.63,6164.74,0.63,8222.84,3092.89,4746.84,1\\r\\n19140,2296,74,Male,0,retired,1003,2,1071,,1309.82,1452.68,1447.14,1526.14,0.31,0.31,143.17,128.89,1437.9,1469.73,0\\r\\n19141,5477,65,Male,0,retired,656,2,1383,67,1543.86,1543.86,1544.12,1253.74,0.31,0.31,0.31,0.31,1543.86,1543.86,0\\r\\n19142,1232,40,Female,0,self_employed,1247,3,945,,2670.8,2778.38,2744.99,2762.56,0.54,0.54,108.11,0.54,2678.22,2778.38,0\\r\\n19143,3265,90,Male,0,self_employed,26,2,221,0,1751.28,1488.17,5006.34,419.56,69183.84,160816.54,55046.49,131595.57,10334.37,1319.57,0\\r\\n19144,1671,41,Male,0,self_employed,1356,2,801,39,5805.17,5812.32,5638.01,4176.64,0.5,357.64,7.64,29.07,5810.59,5582.82,0\\r\\n19145,194,28,Male,0,salaried,,2,335,20,9132.27,7463.7,7128.27,2560.67,1668.79,1560.96,0.21,0.21,8671.97,7111.27,0\\r\\n19146,804,49,Male,,self_employed,,2,1422,6,3813.3,4156.16,4136.78,4129.94,14.64,0.36,357.5,0.36,4098.03,4156.16,0\\r\\n19147,3206,45,Male,0,self_employed,1388,2,368,28,4712.36,2569.5,3283.79,2553.22,2143.1,0.24,0.24,0.24,4712.36,2569.5,0\\r\\n19148,2694,48,Male,0,self_employed,320,2,1053,24,16923.57,3905.99,6840.76,2649.97,14286.17,2857.6,1268.59,1271.44,15554.8,2402.21,1\\r\\n19149,4120,38,Female,1,self_employed,480,2,249,203,13632.32,13632.32,13632.32,13649.44,0.53,0.53,0.53,0.53,13632.32,13632.32,0\\r\\n19150,2560,43,Male,0,salaried,34,2,284,0,964.15,3427.07,1895.04,1428.27,2409.14,1552,4857.71,686.29,1062.32,2503.84,0\\r\\n19151,1038,37,Male,1,self_employed,1096,3,1564,80,1438.71,1438.71,1438.56,1428.69,0.47,0.47,0.47,0.47,1438.71,1438.71,0\\r\\n19152,676,32,Female,,self_employed,575,2,589,,3013.89,3013.89,3013.89,2994.79,0.11,0.11,0.11,0.11,3013.89,3013.89,0\\r\\n19153,2180,38,Female,2,self_employed,1494,2,67,63,2553.34,2553.34,2094.86,174.5,0.69,0.69,0.69,0.69,2553.34,2553.34,1\\r\\n19154,1831,53,Female,0,self_employed,409,2,330,14,16909.18,3576.64,5718.58,1934.11,13365.02,1158.99,32.48,0.41,12277.73,3220.33,0\\r\\n19155,3098,44,Male,0,salaried,1020,1,2,17,4623.13,1107.59,2951.12,1549.43,5009.13,31331.86,2809.61,2938,4215.44,2997.36,1\\r\\n19156,2123,90,Male,,self_employed,621,2,219,47,192.34,192.34,2064.62,1340.54,0.16,7857.3,0.16,13004.3,192.34,4258.46,1\\r\\n19157,2664,33,Male,0,self_employed,409,2,330,10,153.33,153.33,33085.14,2391.62,98572.07,63096.79,98572.07,61550.07,36261.71,11115.22,1\\r\\n19158,3999,55,Female,0,self_employed,1271,3,379,30,2607.16,2635.73,2203.06,764.51,0.57,429.14,0.57,0.57,2630.81,2256.93,0\\r\\n19159,1174,50,Male,,self_employed,646,2,2888,95,8545.7,8545.7,8561.06,8077.84,0.56,0.56,0.56,0.56,8545.7,8545.7,0\\r\\n19160,185,58,Male,,self_employed,1020,3,967,42,360.3,360.3,1540.02,900.64,0.44,1857.59,0.44,6429.01,360.3,1493.94,1\\r\\n19161,1803,35,Female,1,self_employed,1020,1,288,25,2650.57,2864.86,3093.3,3708.82,71.61,0.19,71.61,2138.33,2717.07,3009.67,0\\r\\n19162,2968,36,Male,0,self_employed,1232,1,39,0,23757.61,1061.55,4462.67,21068.85,23017.64,16315.47,321.59,21523,2264.64,5167.13,0\\r\\n19163,3079,58,Female,0,retired,701,2,704,19,936.88,713.3,1433.93,1599,223.77,532.85,0.2,2571.63,867.49,1278.56,0\\r\\n19164,3075,43,Female,0,self_employed,334,1,4,27,4755.69,4295.97,3706.02,6910.22,457.63,2571.91,0.49,0.49,4722.3,3917.99,0\\r\\n19165,3474,54,Female,0,self_employed,11,2,121,19,3804.66,3741.76,4026.89,3533.91,135.74,135.74,1354.7,1357.56,3662.53,4026.01,0\\r\\n19166,1960,28,Male,0,salaried,409,2,1347,5,134560.84,491.33,38895.6,1985.8,265050.1,367.2,60974.05,37.03,113470.95,3069.77,0\\r\\n19167,2659,40,Male,2,self_employed,1589,2,1241,20,6324.32,6541.75,6500.4,5591.42,482.66,0.09,700.09,114.37,6443.52,6585.99,0\\r\\n19168,3318,42,Male,0,salaried,,3,662,42,6953.26,6981.83,4080.99,1024.14,0.13,6211.47,57.27,0.13,6972.96,4001.88,0\\r\\n19169,811,41,Male,,self_employed,905,2,1832,14,355.6,355.6,1607.52,1573.86,13843.46,13429.17,13843.46,13572.03,355.6,2678.18,1\\r\\n19170,2784,44,Male,0,salaried,621,2,208,7,4284.06,974.5,1597.89,1711.08,27.6,15.37,1398.63,661.97,2214.58,1355.92,0\\r\\n19171,774,63,Female,0,self_employed,656,2,2764,32,376.98,3083.63,4095.24,6532.8,0.1,28.67,2285.81,2461.79,1837,4103.86,1\\r\\n19172,6869,75,Female,0,self_employed,1232,2,7,18,1898.16,2443.75,1830.46,616.84,14542.77,0.24,14285.96,0.24,2265.05,2440.91,0\\r\\n19173,3381,39,Male,2,self_employed,334,3,24,289,3389.8,2268.4,2442.45,2383.39,0.1,0.1,325.89,550.84,2412.02,2432.41,0\\r\\n19174,1128,30,Male,0,self_employed,946,3,727,84,5022.61,5079.75,5031.05,4394.62,0.34,0.34,0.34,0.34,5067.93,5122.15,0\\r\\n19175,2378,34,Female,0,self_employed,146,2,77,338,2.79,74.22,1473.05,1380,0.6,0.6,0.6,3214.89,20.03,3458.09,1\\r\\n19177,2436,33,Female,0,self_employed,834,2,18,333,5357.56,5643.27,5973.21,9441.82,0.41,0.41,143.27,71.84,5520.12,5768.86,0\\r\\n19179,237,90,,,self_employed,15,1,48,7,33428.36,24235.5,17783.01,12465,32050.66,33250.66,21429.23,30714.94,19912.79,19918.4,0\\r\\n19180,2023,70,Female,0,self_employed,649,1,54,44,3701.53,3730.1,2276.94,953.46,0.31,3181.41,57.46,343.17,3707.44,2375.89,0\\r\\n19181,504,71,Male,,retired,372,2,2456,363,3040.77,3038.29,2839.21,3010.5,0.31,0.31,7143.17,0.31,2448.1,3036.27,0\\r\\n19182,1150,31,Female,0,student,1046,2,102,0,7917.54,5176.24,5831.52,4446.97,2884.18,0.66,142.88,209.3,7141.65,5278.14,0\\r\\n19184,910,40,Male,0,self_employed,905,2,3311,100,438.15,438.15,2370.57,5647.73,0.69,0.69,0.69,5800.69,438.15,478.25,1\\r\\n19185,3399,47,Male,3,salaried,1096,2,89,215,4408.3,4404.9,4491.37,4402.75,0.23,0.23,0.23,495.77,4408.3,4444.04,0\\r\\n19186,1089,71,Male,0,self_employed,861,3,2413,,2426.08,2372.51,2324.28,2150.96,0.33,0.33,0.33,0.33,2379.9,2324.12,0\\r\\n19187,590,45,Female,,self_employed,1020,2,60,17,42964.91,99.84,9533.27,220.2,43285.93,0.21,420.86,420.86,26765.96,181.26,0\\r\\n19188,3194,53,Female,0,self_employed,1020,3,667,112,1819.08,1884.38,1717.73,1115.2,0.63,0.63,64.5,599.07,1881.63,1815.92,0\\r\\n19189,613,24,Male,,student,168,2,3303,70,71.7,81.87,3100.6,58.17,0.26,0.26,17.4,0.26,76.19,81.87,1\\r\\n19190,1362,40,Male,0,self_employed,694,2,1420,323,3646.46,3646.46,3400.38,3275.9,0.61,0.61,0.61,0.61,3646.46,3480.36,0\\r\\n19191,1439,37,Male,0,self_employed,1525,3,1,138,2034.78,2034.78,2034.78,1116.92,0.67,0.67,0.67,0.67,2034.78,2034.78,0\\r\\n19192,2604,38,Male,0,self_employed,500,3,2783,20,6827.85,7493.95,7601.04,8346.04,714.87,386.36,1729.16,616.3,7127.22,7702.9,0\\r\\n19193,1621,44,Female,0,self_employed,409,3,1663,,6897.43,6897.43,6897.43,6853.74,0.51,0.51,0.51,0.51,6897.43,6897.43,0\\r\\n19194,307,35,Female,,salaried,834,3,718,207,2077.15,2120.01,2137.18,2180.02,0.66,0.66,43.51,0.66,2118.53,2120.01,0\\r\\n19195,377,58,Male,,self_employed,757,2,2912,11,66915.64,71181.79,70863.17,11999.64,0.71,164.49,4908.86,414.7,69708.33,71406.77,0\\r\\n19196,1519,35,Male,0,salaried,1534,2,20,41,22675.78,22479.53,23048.75,25045.84,0.06,15.63,512.91,417.31,22608.42,22953.98,0\\r\\n19197,1395,41,Male,0,salaried,,2,2270,221,4121.16,4121.16,5480.61,6412.08,0.3,0.3,0.3,2143.16,4121.16,6056.65,1\\r\\n19198,2600,30,Female,0,self_employed,1150,1,107,23,3814.21,3357.3,3435.69,4066.22,602.4,602.4,145.49,489.36,3845.61,3261.45,0\\r\\n19199,2214,57,Female,0,salaried,1096,1,3,75,22011.88,22011.88,23548.01,22141.63,0.5,0.5,0.5,26.21,22011.88,26691.39,0\\r\\n19201,3602,38,Male,0,self_employed,1084,2,143,,6185.88,6185.88,6185.88,6146.7,0.6,0.6,0.6,0.6,6185.88,6185.88,0\\r\\n19202,4702,56,Female,0,self_employed,1589,2,33,,2476.68,2476.68,2476.68,2463.79,0.13,0.13,0.13,0.13,2476.68,2476.68,0\\r\\n19203,3059,55,Male,3,self_employed,1574,3,570,95,707.64,1581.39,1517.76,1881.28,0.56,0.56,2700.56,5979.13,893.14,2306.63,0\\r\\n19204,4680,55,Male,0,self_employed,1020,2,182,269,1999.81,1999.81,2422.24,2700.85,0.27,0.27,0.27,714.56,1999.81,2552.81,0\\r\\n19205,4927,56,Male,0,retired,1096,2,158,122,2721.74,2853.38,2863.58,4233.51,0.16,0.16,131.8,20.16,2848.84,2854.03,0\\r\\n19206,1135,35,Male,0,self_employed,409,1,89,27,469.79,191.87,4332.31,9854.28,429.16,1279.16,5888.85,14593.68,4710.93,967.32,0\\r\\n19207,1477,39,Male,0,self_employed,316,3,2462,268,2899.05,2899.05,2899.05,2883.2,0.43,0.43,0.43,0.43,2899.05,2899.05,0\\r\\n19208,6012,87,Male,0,self_employed,996,2,56,52,116124.81,116122.43,126957.58,103830.65,0.16,155503.63,0.16,142857.3,116124.56,161276.73,0\\r\\n19209,1188,58,Female,0,self_employed,979,3,2593,308,9209.26,10224.35,10235.36,11531.2,0.44,0.44,0.44,0.44,9624.65,10279.65,0\\r\\n19210,3326,42,Female,0,self_employed,834,3,469,35,5522.92,5632.38,5336.65,3272.89,0.14,464.34,109.61,25.02,5522.92,5287.93,0\\r\\n19211,1858,33,Female,2,self_employed,834,2,530,26,1255.55,2593.5,1690.6,1204.83,1145.14,1347,2483.09,275.91,1491.69,2018.82,0\\r\\n19212,1256,37,Female,0,self_employed,822,2,295,33,69298.16,72587.52,38619.27,4562.15,0.13,67142.99,3000.13,3571.56,69621.37,28134.12,0\\r\\n19213,2173,39,Male,2,salaried,1096,2,708,11,1830.09,2589.92,2481.5,3588.6,2428.67,357.24,3169.42,157.49,2291.84,2595,0\\r\\n19214,2313,45,Female,0,self_employed,1598,1,220,20,4365.45,6543.09,2597.14,910.16,5037.1,5502.07,7143.31,0.46,5235.64,2157.17,0\\r\\n19215,2151,60,Female,0,self_employed,369,3,704,,541.63,752.14,1476.84,3982.36,0.11,0.11,206.09,2428.69,546.55,1411.13,1\\r\\n19216,2390,45,Female,2,salaried,649,3,1843,,1554.27,3061.86,2818.4,3139.82,0.69,0.69,0.69,0.69,2331.48,3061.86,0\\r\\n19217,207,61,Male,0,retired,,3,408,73,2413.76,2809.22,3955.34,2285.41,0.56,0.56,229.13,286.27,2439.48,4572.64,0\\r\\n19218,6179,43,Male,0,self_employed,1020,2,60,0,2019.74,1091.61,1745.91,2292.5,844.04,586.37,517.76,6625.07,1369.58,1668.59,0\\r\\n19219,4492,50,Female,0,self_employed,1232,3,103,9,2911.96,2979.06,3567.62,2554.1,714.64,0.36,774.49,745.52,2767.78,3440.12,0\\r\\n19220,4295,33,Male,0,salaried,146,1,10,133,8485.66,15628.52,13550.04,16078.24,0.5,0.5,7143.36,90.74,10874.82,15104.16,0\\r\\n19221,1033,31,Male,0,student,657,3,180,315,6672.23,6590.64,6038.38,5726.74,0.53,0.53,869.1,186.24,6808.32,5777.9,0\\r\\n19222,455,79,Female,0,self_employed,146,1,1036,6,3350.3,3202.34,3088.13,2106.08,224.76,167.36,0.27,75.7,3292.24,3186.14,0\\r\\n19223,4556,41,Male,2,salaried,146,3,77,98,5508.13,5830.1,5781.57,6279.38,0.04,0.04,236.85,832.5,5642.2,5775.91,0\\r\\n19224,1190,33,Male,0,self_employed,206,3,2546,,5829.68,5829.68,6113.15,7248.07,0.2,0.2,0.2,0.2,5829.68,5829.68,0\\r\\n19225,406,53,Male,2,self_employed,1540,3,1600,10,2930.96,2524.53,2404.3,2654.62,571.84,716.81,165.41,120.41,2661.38,2291.94,0\\r\\n19226,1400,55,Male,2,salaried,372,3,2694,114,1571.05,1573.06,1577.77,1201.54,0.2,0.2,0.2,0.2,1571.74,1573.7,0\\r\\n19227,1625,52,Male,0,self_employed,1322,3,2066,18,3387.15,2426.09,1944.56,1295.81,1664.34,0.06,0.06,208.19,2925.65,1816.86,0\\r\\n19228,539,33,Male,0,self_employed,706,3,2388,23,2123.9,2042.68,2039.51,1968,286.3,286.3,205.09,205.09,2102.84,2059.15,0\\r\\n19229,713,52,Female,,self_employed,182,2,2364,41,1633.97,1774.57,1634.58,609.25,0.43,429,0.43,0.43,1756.27,1639.82,0\\r\\n19230,2284,43,Male,1,salaried,334,2,4,21,236039.83,8660.68,172042.14,36207.95,857.27,2666.07,1337277.36,3694.03,454030.95,18647.47,1\\r\\n19231,1908,45,Female,1,self_employed,671,3,533,53,447.03,447.03,3147.63,5555.53,0.56,7143.41,0.56,12857.7,447.03,2799.66,1\\r\\n19232,1595,35,Male,2,salaried,1544,3,1064,103,1435.54,1824.35,1929.58,2641.74,0.13,0.13,388.94,446.09,1675.37,1965,0\\r\\n19233,256,90,,,self_employed,15,2,890,39,3909.17,5052.03,4488.72,3475.76,0.16,493.01,1143.01,0.16,4411.63,4734.06,0\\r\\n19234,2485,40,Female,0,student,409,1,11,115,27273.92,27299.58,27317.34,27809.81,0.01,0.01,0.01,0.01,27292.5,27316.97,0\\r\\n19235,836,49,Female,0,self_employed,334,3,1862,77,2919.07,2985.02,3725.86,9442.58,0.29,0.29,35.93,388.89,2937.88,3276.79,0\\r\\n19236,984,45,Female,0,self_employed,1181,1,235,249,5938.35,6752.23,6902.86,7768.29,0.03,0.03,778.2,0.03,6364.25,7105.92,0\\r\\n19237,1212,61,Male,0,retired,1195,2,1331,287,713.56,4999.27,3291.09,5118.99,0.64,0.64,4286.36,9357.79,2092.87,4550.89,1\\r\\n19238,1967,76,Female,0,self_employed,1096,2,2072,5,3254.14,3393.08,3347.44,3404.97,4.21,4.23,143.16,0.3,3265.81,3390.17,0\\r\\n19239,4487,60,Male,0,self_employed,1446,3,726,97,3979.65,3979.65,4074.89,1232.67,0.41,0.41,0.41,0.41,3979.65,3979.65,0\\r\\n19240,1858,59,Female,0,self_employed,334,2,111,,4588.94,4785.37,4749.21,5152.1,0.7,0.7,643.56,0.7,4478.72,4785.37,0\\r\\n19241,206,70,Male,1,salaried,965,3,370,154,6544.94,6057.68,4951.73,4624.22,0.01,0.01,0.01,0.01,6518.63,4721.27,0\\r\\n19242,2293,50,Male,0,self_employed,77,2,749,63,6563.94,7992.51,7242.4,1037.39,0.2,0.2,1428.77,1428.77,7598.42,8315.09,1\\r\\n19243,822,23,Male,0,student,623,2,2826,,3845.34,3845.34,3845.34,3820.98,0.14,0.14,0.14,0.14,3845.34,3845.34,0\\r\\n19244,5144,77,Female,0,self_employed,834,1,14,25,1625.38,11494.09,7263.37,5415.86,2201.71,3781.57,14357.57,0.43,14929.48,4094.81,1\\r\\n19245,2598,53,Male,0,self_employed,122,3,866,,2288.08,2288.08,2288.08,2273.59,0.09,0.09,0.09,0.09,2288.08,2288.08,0\\r\\n19247,1743,28,Female,0,self_employed,1038,3,156,60,2314.72,2314.72,2264.77,2180.08,0.3,0.3,0.3,0.3,2314.72,2314.72,0\\r\\n19248,2578,39,Female,0,self_employed,1494,3,388,151,1518.36,968.36,2505.64,3483.79,0.57,0.57,0.57,2857.71,1461.46,1982.19,0\\r\\n19250,457,24,Male,,self_employed,1096,3,503,105,1901.35,1742.24,1843.64,2032.28,0.14,0.14,14.43,500.14,1737.13,1878.75,0\\r\\n19251,4799,41,Female,0,self_employed,1020,1,60,6,11254.91,11387.45,11510.58,1464.64,0.94,0.94,133.07,262.55,11362.25,11491.62,1\\r\\n19252,4567,42,Male,0,self_employed,0,2,4254,5,3196.81,1892.5,2017.36,2773.89,1428.99,0.41,0.41,0.41,2068.09,1898.61,0\\r\\n19253,5760,64,Male,0,salaried,1020,1,1357,59,3506.5,4078.5,4661.45,3658.53,0.3,25.7,0.3,214.59,3940.43,4145.27,0\\r\\n19254,2167,90,Male,0,self_employed,630,1,36,77,1707.99,1707.99,1932.5,2873.91,0.21,0.21,0.21,0.21,1707.99,1707.99,0\\r\\n19255,2848,76,Male,0,self_employed,382,3,785,30,20397.09,20397.09,11180.5,6480.08,0.34,14286.06,0.34,0.34,20397.09,7033.04,0\\r\\n19256,2992,50,Female,0,salaried,491,2,279,,1384.63,1968.29,1847.01,2594.32,0.27,0.27,0.27,185.27,1659.9,1940.93,0\\r\\n19257,2102,18,Male,0,student,1525,1,1803,324,1595.11,1580.83,1784.1,4352.66,0.69,0.69,0.69,0.69,1582.8,1569.31,1\\r\\n19258,245,30,Female,,self_employed,409,2,1562,163,1465.52,1465.52,1484.85,1419.6,0.3,0.3,0.3,0.3,1465.52,1467.75,0\\r\\n19259,2315,73,Female,0,retired,1096,2,294,173,2427.37,2427.37,2427.37,2369.15,0.6,0.6,0.6,0.6,2427.37,2427.37,0\\r\\n19260,4114,60,Female,0,self_employed,834,3,174,,6164.17,6178.46,6174.02,6143.5,0.41,0.41,14.7,0.41,6165.16,6178.46,0\\r\\n19261,6934,77,Male,2,self_employed,363,1,31,13,12963.04,14385.18,15646.51,15339.94,4294.36,247.01,1437.21,2142.94,13158.09,15728.72,0\\r\\n19262,2221,33,Female,0,self_employed,905,2,1830,5,3822.22,3679.36,3664.64,2545.64,143.51,0.66,0.66,0.66,3708.92,3679.36,0\\r\\n19263,1386,38,Female,0,self_employed,409,1,1375,9,11247.99,11736.05,16493.67,20480.65,8314.53,29809.1,10000.24,23801.74,6009.42,29745.22,0\\r\\n19264,1549,48,Male,0,self_employed,623,2,318,12,7922.31,7970.26,7865.98,4902.23,52.03,0.31,181.27,0.31,8004.6,7954.3,0\\r\\n19265,3748,69,Female,0,self_employed,1020,2,16,6,1088.75,1853.3,3394.7,6922.91,457.77,148.43,1173.18,3262.77,1162.87,2614.89,1\\r\\n19266,4217,34,Male,0,salaried,1096,3,273,35,18336.67,19082.53,19384.27,11548.97,0.61,20.6,575.04,944.72,18930.05,19942.74,0\\r\\n19267,6168,43,Male,2,self_employed,1084,2,540,13,3786.99,11119.44,9566.57,7825.51,8855.24,2222.11,16880.02,278.38,7075.55,11513.93,1\\r\\n19268,493,42,Male,0,self_employed,797,2,1555,24,11992.6,360.94,5085,655.13,30739.16,143.56,19827.28,361.09,14134.94,408.65,0\\r\\n19269,2073,58,Male,0,self_employed,15,3,300,138,3063.2,3047.95,2952.22,2371.57,0.21,0.21,0.21,0.21,3052.8,3038.27,0\\r\\n19270,6159,51,Male,1,self_employed,623,2,1378,35,3884.11,3912.68,3769.34,3694.09,0.31,281.22,0.31,0.31,3910.22,3739.37,0\\r\\n19271,3066,65,Female,0,self_employed,623,1,364,20,2409.35,2123.63,2045.13,1170.36,286.03,286.03,0.31,0.31,2330.53,2031.47,0\\r\\n19272,3123,29,Female,0,student,1020,2,119,114,3239.81,3239.81,3239.81,5917.11,0.47,0.47,0.47,0.47,3239.81,3239.81,0\\r\\n19273,439,52,Female,0,self_employed,834,3,2421,72,15826.72,15826.72,12837.49,2085.43,0.17,0.17,0.17,0.17,15826.72,15826.72,0\\r\\n19274,950,24,Male,0,student,1020,2,443,80,10407.68,10407.68,11110.16,9852.64,0.64,0.64,0.64,1072.07,10407.68,10545.93,0\\r\\n19275,573,47,Male,0,salaried,1020,1,1357,0,2469.19,1418.52,1877.56,2729.1,653.89,0.31,0.31,714.6,1825.28,1920.57,0\\r\\n19276,2710,32,Male,0,salaried,623,3,81,109,925.88,1771.26,1895.97,2452.13,0.23,0.23,846.47,432.19,1491.56,1985.88,0\\r\\n19277,4011,58,Male,0,self_employed,1438,3,151,,1608.66,1605.87,1606.22,1589.56,0.64,0.64,0.64,0.64,1607.98,1605.87,0\\r\\n19278,1027,90,,0,self_employed,409,1,158,24,4938.06,128.3,3217.57,126.47,4719.73,8571.97,0.54,12857.69,4280.89,2340.28,1\\r\\n19279,919,51,Male,2,self_employed,61,3,115,0,5180.73,4832.18,4576.27,5561.92,714.99,572.13,0.7,0.7,4550.02,4491.5,0\\r\\n19280,2839,41,Male,0,salaried,15,3,15,,1920.82,1920.82,1920.82,1908.65,0.4,0.4,0.4,0.4,1920.82,1920.82,0\\r\\n19281,3059,90,Male,0,self_employed,621,2,208,20,5442.76,5275.62,5239.4,4534.33,167.47,167.47,0.33,0.33,5390.89,5218.41,0\\r\\n19282,2323,44,Male,1,self_employed,623,3,1228,4,1330.32,3581.2,2138.53,821.69,57.17,6419.2,2544.82,3443.03,2561.88,3395.66,1\\r\\n19283,1356,29,Male,0,salaried,146,2,1569,319,2344.17,3975.56,2953.63,1055,0.36,0.36,1631.74,0.36,2871.94,3975.56,0\\r\\n19284,639,56,Male,,self_employed,1338,2,3539,49,3616.38,4826.92,3936.05,4137.55,0.11,2857.26,1214.4,1142.97,3961.08,4421.39,0\\r\\n19285,3295,51,Female,0,self_employed,1589,2,389,12,6825.67,2646.05,8851.72,17067.73,107142.9,22857.19,50106.6,22857.19,19057.44,4856.66,1\\r\\n19286,1139,40,Male,0,salaried,834,3,349,109,3544.05,4091.09,4104.96,3629.88,0.57,0.57,546.8,15.57,4052.8,4104.16,0\\r\\n19288,2564,43,Female,0,salaried,409,3,921,55,2889.1,39.7,2348.23,772.15,0.44,10.23,1837.3,3441.05,2333.23,2716.14,0\\r\\n19289,1805,38,Female,0,student,1020,3,419,,3926.7,3619.44,3305.05,2390.34,0.53,0.53,90.16,94.85,3584.71,3298.35,0\\r\\n19290,1038,21,Male,0,student,1046,3,2818,11,2717.72,2020.58,2116.74,2469.36,728.77,0.2,17.34,0.2,2309.05,2020.58,0\\r\\n19291,766,40,Female,0,self_employed,1525,2,276,2,1810.04,1810.85,1909.29,3938.86,123.61,0.4,124.27,227.05,1738.07,1710.57,0\\r\\n19292,5116,54,Male,0,self_employed,666,2,87,200,3607.81,3607.81,3613.77,3893.4,0.04,0.04,0.04,11.2,3607.81,3614.39,0\\r\\n19293,5352,90,Male,0,self_employed,649,3,1377,,1653.82,1653.82,1653.82,1643.34,0.03,0.03,0.03,0.03,1653.82,1653.82,0\\r\\n19294,4426,48,Male,0,self_employed,78,3,255,254,3050.85,3198.89,2322.74,1003.23,0.27,0.27,285.99,0.27,3182.87,2716.98,1\\r\\n19295,1665,29,Male,0,salaried,334,2,1299,328,2340.85,1926.56,1970.71,2092.8,0.16,0.16,14.44,35.87,2119.66,1906.33,0\\r\\n19296,2921,54,Male,0,self_employed,621,2,531,5,4937.99,6617.13,9411.31,7379.74,7882.33,18357.21,12839.77,32283.53,9344.02,7520.7,1\\r\\n19297,3160,37,Male,0,self_employed,,3,352,0,826.25,2801.99,3364.56,1125.88,6733.71,157.53,8713.24,957.53,3643.27,2941.62,1\\r\\n19299,3560,37,Male,1,salaried,1084,2,540,33,2446.34,2843.66,1927.58,2355.18,0.27,0.99,1000.36,972.99,1890.32,1942.27,0\\r\\n19300,2273,49,Male,0,self_employed,1390,3,1776,166,1778.48,1778.48,1778.48,1732.1,0.1,0.1,0.1,0.1,1778.48,1778.48,0\\r\\n19301,2571,59,Male,1,salaried,834,2,1088,301,18521.71,21430.86,21427.11,24415.51,0.43,0.43,0.43,0.43,20929.28,21559.96,0\\r\\n19302,2931,38,Female,0,salaried,1232,3,486,108,9140.39,14960.38,13881.61,5756.38,0.44,0.44,8879.15,14286.16,10605.33,21554.54,0\\r\\n19303,936,30,Female,0,salaried,146,3,833,,12.57,1684.24,3331.22,10064.74,0.41,0.41,0.41,0.41,1278.22,1453.82,1\\r\\n19304,7138,31,Male,0,salaried,1096,3,1665,12,4293.8,26044.39,25350.33,30891.17,6237.97,5007.5,27988.56,6252.02,18796.59,28664.99,1\\r\\n19305,4434,65,Male,3,self_employed,146,1,133,4,30852.72,22155.43,22000.76,19737.64,8298.66,5346.13,89.33,1644.77,25505.76,21903.37,0\\r\\n19306,354,36,Female,,self_employed,751,2,2886,24,3610.42,4167.57,4520.64,374.79,157.74,0.6,714.89,143.46,3810.42,4241.3,0\\r\\n19307,4660,54,Male,0,salaried,15,2,48,32,2088.82,2293.74,2469.13,3414.16,0.43,40.43,0.43,886.39,2197.39,2558.06,0\\r\\n19308,5652,76,Female,0,self_employed,15,2,383,7,3994.3,3125.91,3106.33,3239,93.76,35.97,27.86,579.11,3337.11,2868.14,0\\r\\n19309,1285,50,Female,0,self_employed,146,3,133,3,604.13,3848.23,2861.15,1530.31,1042.04,1533.83,4286.14,0.43,3150.91,3159.18,0\\r\\n19310,457,43,Male,3,self_employed,1494,3,1684,3,352.24,1004.56,2050.95,2604.19,0.55,1.59,1783.18,2219.34,608.81,501.51,1\\r\\n19311,3011,54,Female,0,self_employed,1096,1,3,62,1637.24,1633.83,1815.9,2369.39,0.43,0.43,0.43,0.43,1636.88,1694.77,0\\r\\n19312,3265,23,Male,0,self_employed,61,3,115,5,2778.81,2764.53,2833.25,2651.39,357.34,0.2,285.91,0.2,2799.01,2884.78,0\\r\\n19313,2151,48,Male,0,self_employed,833,2,164,28,22608.89,21894.6,32892.61,46087.69,714.4,714.4,0.11,26100.11,22608.89,28707.97,1\\r\\n19314,2429,29,Male,0,student,630,3,281,23,97.65,2020.53,2640.27,2061.25,838.3,838.3,2384.69,329.24,1507.08,3340.88,0\\r\\n19315,1629,87,Female,0,self_employed,1525,2,488,11,6989.92,6760.04,6683.9,6451.05,500.59,143.44,270.71,0.59,6780.02,6711.16,0\\r\\n19316,1126,27,Male,0,self_employed,1117,3,822,135,6073.74,6071.55,6072.04,5779.29,0.04,0.04,0.04,0.04,6073.21,6071.55,0\\r\\n19317,826,90,Male,,self_employed,225,1,1957,,15252.71,15250.26,15248.39,15142.77,0.19,0.19,0.19,0.19,15252.03,15248.5,0\\r\\n19318,1567,26,Male,0,self_employed,1111,3,708,0,6963.1,7757.01,3676.31,309.41,525.5,550.88,764.78,16979.1,6930.1,3775.33,0\\r\\n19319,5534,62,Male,0,self_employed,1271,1,101,83,4851.15,4791.8,7164.28,12284.96,0.53,0.53,0.53,0.53,4827.36,4792.04,0\\r\\n19320,2277,71,Male,0,self_employed,191,2,1760,,27992.85,27991.99,29958.32,34882.14,0.01,0.01,0.01,2857.16,27992.35,29927.48,0\\r\\n19321,3138,67,Male,0,salaried,575,3,622,109,2505.44,2291.16,2265.18,1616.81,0.03,0.03,0.03,0.03,2475.89,2263.51,0\\r\\n19322,762,48,Male,,salaried,1273,3,2800,97,3782.56,3782.56,3782.56,2777.29,0.37,0.37,0.37,0.37,3782.56,3782.56,0\\r\\n19323,4643,67,Male,0,salaried,1623,3,532,0,31295.5,14525.98,14295.93,5694.09,54285.79,25714.36,27014.36,504.36,11132.36,17636.81,0\\r\\n19324,4157,41,Female,0,self_employed,1020,3,398,14,3270.06,4262.93,3633.97,2227.83,557.3,914.44,1550.17,0.16,3489.28,4061.09,0\\r\\n19325,2921,35,Male,0,self_employed,1024,3,765,46,6045.5,6045.5,5853.13,4830.75,0.36,443.21,0.36,0.36,6045.5,5869.76,0\\r\\n19326,4837,53,Male,0,salaried,495,3,800,52,3172.63,2294.49,1981.37,1496.35,0.39,1036.21,560.39,0.39,2341,2145.38,0\\r\\n19327,720,56,Female,0,self_employed,107,2,1806,,33537.25,33537.25,33534.54,35271.35,0.21,0.21,0.21,0.21,33537.25,33535.12,0\\r\\n19328,1656,58,Female,0,self_employed,834,2,1929,74,6508.66,6591.79,6364.62,3892.27,0.34,0.34,43.2,0.34,6547.81,6591.79,0\\r\\n19329,3049,49,Male,0,self_employed,409,1,585,227,931,1755.3,1677.43,1253.15,0.11,0.11,826.64,1167.3,1536.14,2357.55,0\\r\\n19330,1350,43,Female,0,self_employed,1477,2,2559,11,4578.79,2864.5,2719.05,1689.63,1000.01,1214.3,0.01,0.01,3958.1,2412.89,0\\r\\n19331,2607,90,,0,self_employed,1061,3,1016,0,4945.22,6246.91,5879.7,7128.13,714.59,0.3,2143.16,20.3,4846.21,6249.49,0\\r\\n19332,1137,33,Male,0,self_employed,491,3,1466,9,3899.36,4521.45,4837.16,4560.16,97.71,0.01,291.19,889.63,4226.54,4865.83,0\\r\\n19333,2505,50,Male,0,salaried,1076,2,114,13,2692.07,1581.98,2185.04,3164.33,1714.9,0.61,429.19,857.76,2135.01,1931.8,0\\r\\n19334,2235,53,Male,0,salaried,848,3,1846,59,2362.75,2362.75,2209.47,1133.07,0.56,0.72,0.56,0.56,2362.75,2362.75,0\\r\\n19335,754,35,Male,2,salaried,288,2,3484,31,10825.06,11217.57,11177.54,4494.62,0.21,143.07,392.73,392.73,10905.12,11148.06,1\\r\\n19336,5032,48,Male,3,self_employed,531,2,153,6,1614.29,1699.64,1584.63,1321.85,0.69,393.19,86.04,156.99,1625.83,1699.41,0\\r\\n19337,1866,40,Male,0,self_employed,996,3,1834,88,1209.29,1470.79,1605.26,2117.02,0.04,0.04,261.54,343.74,1267.4,1589.59,0\\r\\n19338,2492,31,Male,2,self_employed,611,3,1433,80,275.13,5653,4895.69,65.08,0.39,0.39,7976.98,1812.81,4437.06,6088.3,1\\r\\n19339,961,63,Male,0,retired,665,3,177,13,429.38,229.55,2624.46,3056.21,442.63,37.63,214.9,4184.83,287.54,3080.91,1\\r\\n19340,555,46,Male,,self_employed,1274,2,162,58,114.19,3828.48,2159.6,218.02,0.67,357.81,3714.96,3520.67,951.63,5212.35,1\\r\\n19341,1127,14,Female,0,student,1232,2,185,,1861.45,1861.45,1861.45,1849.66,0.44,0.44,0.44,0.44,1861.45,1861.45,0\\r\\n19342,2777,72,Female,0,salaried,575,2,1202,,620.56,691.99,1619.31,4037.76,0.61,0.61,429.19,1843.47,686.57,1425.17,0\\r\\n19343,2111,34,Female,0,self_employed,1525,3,1077,7,366.93,522.52,1688.16,6900.26,215.21,6209.31,864.37,6681.79,541.7,752.11,1\\r\\n19344,3169,21,Female,0,student,623,2,472,152,2906.01,2906.01,2986.66,2920.19,0.24,0.24,0.24,214.53,2906.01,2933.66,0\\r\\n19345,5240,76,Male,0,retired,1150,2,61,124,7708.87,7708.87,8192.74,9836.13,0.43,0.43,0.43,0.43,7708.87,7708.87,0\\r\\n19346,2216,48,Male,0,salaried,1494,3,1705,63,10562.92,10749.66,12306.42,11751.67,0.2,0.2,1770.91,1314.63,10858.41,12490.78,0\\r\\n19347,6761,66,Male,0,self_employed,1232,2,7,137,3214.35,3310.41,3197.69,3296.27,0.14,0.14,492.27,115.92,3376.65,3085.79,0\\r\\n19348,1572,5,Male,0,student,1055,3,1990,23,4702.55,4188.27,4852.41,6450.9,514.53,0.24,0.24,0.24,4613.88,4188.27,0\\r\\n19349,2652,59,Female,0,self_employed,409,2,1401,28,5912.93,11845.31,11711.22,29694.47,553.49,94607.79,7143.49,100390.63,10335.99,16864.89,0\\r\\n19350,1381,40,Male,1,self_employed,615,3,1062,4,1519.48,203.69,1441.13,2409.74,1000.23,0.23,183.14,2193.2,225.97,1592.02,0\\r\\n19351,3037,30,Male,0,salaried,623,3,390,5,9156.37,7804.12,8808.67,8220.88,980.16,26.72,941.8,668.3,7729.9,9115.49,0\\r\\n19352,1936,46,Female,0,self_employed,745,2,1093,20,1837.72,1966.05,1924.21,1675.58,71.8,71.8,0.37,0.37,1898.37,1960.55,0\\r\\n19353,4468,72,Male,0,self_employed,1020,3,1201,63,4555.48,4558.76,5018.37,4364.39,0.21,0.21,0.21,0.21,4560.17,4550.25,0\\r\\n19355,2630,31,Male,0,self_employed,417,2,1109,35,524.7,558.41,2324.78,3484.37,0.2,3099.71,0.2,5714.49,537.98,2860.4,1\\r\\n19356,3379,43,Male,1,self_employed,1111,2,88,118,8702.32,8652.83,8840.58,7475.22,0.44,0.44,726.46,726.46,8209.03,8793.35,0\\r\\n19357,4104,62,Female,0,self_employed,531,1,3,74,5875.43,5834.54,6134.85,6776.49,0.56,0.56,0.56,0.56,5848.73,5825.67,0\\r\\n19358,2777,39,Male,1,self_employed,1038,2,156,0,4841.64,1411.5,2111.07,2247.19,3428.93,1193.21,0.36,16.77,3185.61,1289.96,0\\r\\n19359,871,33,Male,1,self_employed,1020,2,256,6,1714.69,5943.44,3127.5,1758.68,15763.76,8367.83,1299.76,23361.56,2098.43,1223.79,1\\r\\n19360,4085,53,Male,3,salaried,987,2,665,10,6070.61,4283.79,4797.54,3887.61,1735.23,307.01,0.29,816.24,5456.11,4286.39,0\\r\\n19362,770,44,Male,,salaried,1328,3,243,45,4690.79,4605.31,4854.87,3698.49,0.01,11.59,1411.01,699.21,5017.61,4911.88,0\\r\\n19363,3682,60,Male,,self_employed,95,2,324,21,6668.57,6570.39,6540.58,6569.57,98.19,103.23,0.01,0.01,6644.87,6552.63,0\\r\\n19364,4722,30,Male,0,self_employed,1020,3,159,53,1650.14,1650.14,1585.2,1513.9,0.3,157.44,0.3,32.99,1650.14,1638.05,0\\r\\n19366,978,32,Female,0,salaried,344,2,1051,84,15111.87,9397.59,11320.78,9567.59,0.67,0.67,0.67,0.67,15111.87,9397.59,0\\r\\n19367,2167,11,Male,0,student,146,3,633,,8214.33,6071.47,5225.66,4910.41,0.04,0.04,1785.76,2500.04,7241.42,5258.11,1\\r\\n19368,7081,46,Male,0,salaried,1020,2,5,112,4678.61,4081.47,4193.48,3121.47,0.31,0.31,0.31,0.31,4369.75,4081.47,0\\r\\n19369,442,36,Male,0,salaried,491,2,280,12,12983.39,2166.9,2688.88,330.38,9388.13,0.21,1143.07,760.06,7461.9,433.76,0\\r\\n19370,2391,33,Male,0,salaried,834,3,28,139,5033.7,5105.13,5087.88,5175.27,0.19,0.19,71.61,0.19,5053.4,5105.13,0\\r\\n19371,952,58,Male,1,salaried,409,1,336,14,2865.78,3656.09,4826.32,4168.84,564.09,2683.06,214.54,3030.81,3603.56,4595.14,0\\r\\n19372,1916,40,Male,0,self_employed,617,3,1362,116,3132.71,2772.21,7535.95,1680.13,0.39,0.39,1428.96,7571.81,3079.68,6425.4,0\\r\\n19374,366,23,Female,,self_employed,1096,3,3756,249,12826.76,12826.76,12830.6,13491.1,0.54,0.54,0.54,0.54,12826.76,12826.76,0\\r\\n19375,1363,49,Male,0,self_employed,1271,2,101,3,2381.23,2452.66,1691.39,1055.11,1857.24,3500.1,1928.67,2000.1,2339.36,1782.15,0\\r\\n19376,2173,36,Male,1,salaried,834,2,3743,119,9184.52,10123.75,9899.7,10540.32,0.3,0.3,975.24,286.01,9262.57,10137.57,0\\r\\n19377,2074,82,Female,0,self_employed,38,3,1464,52,1562.5,1562.5,1895.13,2958.84,0.16,1441.74,0.16,0.16,1562.5,1236.98,1\\r\\n19378,2671,31,Female,0,student,1096,2,578,,4173.5,4173.5,4173.5,4879.66,0.26,0.26,0.26,0.26,4173.5,4173.5,0\\r\\n19379,5483,62,Female,0,self_employed,563,2,278,7,8397.76,763.41,2202.43,2075.81,5938.86,0.37,0.37,0.37,5109.25,750.85,0\\r\\n19380,730,42,Female,0,self_employed,409,2,1261,100,3077.66,3077.66,3730.5,3913.68,0.2,0.2,0.2,1285.91,3077.66,3750.47,1\\r\\n19381,3007,37,Female,0,self_employed,1096,2,92,70,1427.3,1426.39,3672.45,3219.98,0.59,0.59,0.59,6857.73,1426.86,4523.16,1\\r\\n19382,2711,51,Female,0,salaried,1020,2,227,3,440.9,1697.18,2163.94,671.65,2320.93,58000.5,3526.07,59425.97,1239.36,4296.24,0\\r\\n19383,252,40,Male,0,self_employed,38,3,1881,6,3352.09,1064.69,2060.81,2114.64,2358.51,422.7,56.03,24.13,1648.39,1457.84,0\\r\\n19384,1112,38,Male,0,self_employed,491,3,93,0,17115.69,8610.19,3201.48,495.77,10000.1,9000.1,1491.31,563.02,8065.26,1508.29,1\\r\\n19385,4151,38,Male,0,salaried,415,3,27,,2622.46,2622.46,2653.18,2783.4,0.39,0.39,0.39,0.39,2622.46,2622.46,0\\r\\n19386,1658,25,Female,0,student,1020,3,322,26,1023.44,2353.88,1527.79,467.49,243.3,428.63,1572.91,0.06,1226.23,2066.17,0\\r\\n19387,3185,65,Male,4,self_employed,569,2,768,70,8510.03,9079.31,8493.35,3606.49,0.13,0.13,785.84,787.94,8682.08,8938.7,0\\r\\n19388,473,90,,,self_employed,1228,3,3244,18,10458.94,11887.92,9582.14,11347.7,5714.97,1972.83,0.69,0.69,9621.58,10176.77,0\\r\\n19389,5778,80,Male,0,retired,15,2,48,97,3997.89,4057.42,4081.5,3443.76,0.56,0.56,0.56,0.56,4024.57,4081.38,0\\r\\n19390,2028,32,Female,0,salaried,1525,3,2504,21,7497.31,7541.99,6787.56,3637.6,200.47,400.47,504.73,1013.05,7758.87,6727.39,0\\r\\n19392,1732,62,Female,0,self_employed,1216,3,1870,12,717.25,9431.54,1798.16,277.23,1428.66,9359.87,10142.94,214.37,3663.06,1445.37,1\\r\\n19393,4186,51,Male,0,salaried,146,3,353,47,878.54,7817.01,4059.82,1927.04,0.03,6217.77,7200.03,0.03,5881.21,5175.95,1\\r\\n19395,445,48,Male,,self_employed,557,2,3763,40,3454.92,3597.77,3223.11,4107.18,0.2,839.98,143.06,285.91,3494.32,3152.19,0\\r\\n19396,3332,69,Male,0,retired,1020,2,2,95,791.35,7219.92,6946.96,7229.96,0.27,0.27,6428.84,0.27,6407.12,7219.92,1\\r\\n19397,1187,37,Female,0,self_employed,491,2,1568,39,8641.38,8657.24,8571.37,8386.63,0.26,207.4,16.11,44.87,8655.05,8580.37,0\\r\\n19398,2632,29,Female,0,salaried,1525,3,146,49,2588,2588,2127.83,1534.42,0.1,1043.9,0.1,0.1,2588,2251.29,0\\r\\n19399,1126,15,Male,0,student,1020,1,86,,1428.94,1428.94,1442.41,974.37,0.37,0.37,0.37,0.37,1428.94,1428.94,0\\r\\n19400,2378,69,Male,0,self_employed,623,3,1031,14,24343.26,54.01,11383.39,1125.27,295042.03,0.54,250000.54,0.54,34060.07,52.43,0\\r\\n19401,447,57,Male,0,self_employed,273,2,2693,11,2492.71,3409.18,2027.61,8033.67,1014.94,2629.23,1873.94,82.51,2820.67,1938.55,0\\r\\n19402,1667,33,Female,0,self_employed,1096,3,1003,18,1642.87,1112.78,1603.26,3177.61,547.09,0.66,0.66,0.66,1436.16,1112.78,0\\r\\n19403,327,32,Female,0,student,1020,2,47,326,1673.04,1758.76,3173.95,6143,0.5,0.5,86.21,2143.36,1743.98,1758.76,1\\r\\n19404,1834,63,Male,0,salaried,687,3,2004,19,1740.41,1828.77,1851.44,778.25,1.07,4,59.37,75.62,1769.39,1854.98,0\\r\\n19405,2777,49,Male,2,self_employed,1046,2,1009,21,26132.54,8470.4,26113.81,7429.76,35714.37,0.09,12429.04,22717.71,25991.89,21959.46,1\\r\\n19406,2669,50,Female,0,self_employed,623,3,218,224,9421.89,10850.47,10686.26,11440.48,0.51,0.51,0.51,0.51,10357.86,10850.47,0\\r\\n19407,2492,70,Female,0,self_employed,1020,1,1357,95,871.49,1669.97,2106.26,2213.62,0.39,0.39,2960.62,3304.52,806.08,3057.76,0\\r\\n19408,6066,68,Female,0,self_employed,834,1,789,68,5768.41,13014.43,11237.2,16406.18,0.57,0.57,0.57,12.84,7976.65,14196.02,0\\r\\n19409,4319,74,Male,0,self_employed,575,2,3878,0,5061.66,4149.17,3606.07,997.52,1287.5,5201.8,28.66,6076.27,4489.17,4331.87,0\\r\\n19410,1138,90,,0,self_employed,409,2,314,18,5145.28,4870.43,4934.1,4456.94,305.79,0.4,0.4,0.4,5050.5,4870.43,0\\r\\n19412,3266,70,Female,0,self_employed,1084,2,489,105,7095.84,7181.56,7662.39,2812.74,0.2,0.2,0.2,1714.49,7140.18,7181.56,0\\r\\n19413,5232,35,Female,0,self_employed,623,2,521,10,12944.1,12583.9,11052.49,4027.52,819.19,819.19,559.27,57.43,12951.83,12098.64,0\\r\\n19414,2708,46,Male,0,self_employed,1621,3,1032,10,14583.74,4600.48,4160.02,1425.41,10635.03,5672.76,531.67,1241.94,8496.55,3627.83,1\\r\\n19415,4466,66,Male,1,self_employed,146,1,1045,0,11930.78,11897.75,12160.04,8180.89,439.7,1065.71,1866.28,4308.68,11372.43,11614.15,0\\r\\n19416,686,41,Female,0,self_employed,1329,3,2836,40,445.61,445.61,2919.21,2342.81,0.19,857.33,0.19,0.19,445.61,4324.12,1\\r\\n19417,1901,35,Female,0,salaried,575,2,44,67,31851.78,32618.71,26259.08,4157.23,0.6,0.6,711.91,0.6,32506.3,32602.8,0\\r\\n19418,1776,38,Male,0,salaried,1525,2,814,0,3023.55,3004.62,3208.13,6299.6,5.17,481.16,1647.77,1552.67,2188.69,2914.08,0\\r\\n19419,6118,81,Male,0,self_employed,905,2,634,39,7700.82,8451.83,4757.95,279.6,0.47,7893.27,771.9,7.59,8085.26,5644.54,0\\r\\n19420,6838,56,Female,0,self_employed,15,2,299,24,1962.52,1707.76,1930.75,2787.61,286.17,286.17,0.46,0.46,1927.66,1854.63,0\\r\\n19421,3523,46,Male,1,self_employed,905,2,34,7,2064.04,6034.01,4855.37,23403.47,2.05,2566.72,3970.38,923.32,4372.04,5109.25,1\\r\\n19422,3195,48,Male,0,self_employed,44,3,409,100,1076.88,1291.16,1605.4,1913.98,0.11,0.11,214.4,727.26,1195.11,1602.78,1\\r\\n19423,3137,50,Male,1,self_employed,1449,2,610,0,6317.03,6611.17,6156.13,5155.01,2857.64,0.5,3141.17,571.93,5271.48,6733.94,0\\r\\n19424,5142,90,Male,0,self_employed,751,2,138,24,3461.59,3304.45,3349.6,3283.51,157.79,0.64,0.64,0.64,3439.91,3304.45,0\\r\\n19425,542,43,Female,0,self_employed,1494,2,251,35,588.19,1941.13,1667.32,580.96,0.43,2114.71,791.71,888.3,1146.42,1708.35,1\\r\\n19427,1989,48,Male,0,self_employed,409,3,1317,20,2048.88,3508.08,2162.65,359.71,188.49,902.77,1429.2,799.91,3287.9,3074.21,0\\r\\n19428,2046,28,Female,0,salaried,1020,3,1201,201,1888.43,1874.14,2114.41,2414.63,0.6,0.6,0.6,143.46,1889.91,1917.64,0\\r\\n19429,2014,40,Male,1,self_employed,1096,2,1671,19,7487.82,6891.6,6949.87,6509.57,749.06,576.34,167.74,400.93,7503.23,6935.52,0\\r\\n19430,1985,35,Female,0,salaried,1020,2,60,17,12167.24,11929.41,11527.55,9902.99,686.1,1014.67,232.3,0.39,12263.34,11504.07,0\\r\\n19431,296,38,Male,2,salaried,1232,2,103,263,1452.45,1809.59,1974.91,3054.62,0.39,0.39,357.53,0.39,1575.6,1809.59,1\\r\\n19432,222,62,Female,,self_employed,751,3,2219,228,3830.33,3830.33,3842.92,3929.61,0.34,0.34,0.34,28.91,3830.33,3839.55,0\\r\\n19433,637,62,Male,,self_employed,528,2,3359,59,1429.95,2144.23,2687.29,3703.2,0.64,357.79,714.93,1072.07,1503.84,2731.79,1\\r\\n19434,413,20,Male,0,student,1020,2,1108,24,9392.07,9177.79,8968.97,4249.95,357.84,504.03,0.7,0.7,9394.54,8858.64,0\\r\\n19435,5513,60,Male,0,self_employed,1020,2,2,14,42375.32,40644.09,30609.91,19780.18,3878.63,30714.34,2147.4,1717.36,41574.85,36379.9,0\\r\\n19436,749,42,Male,0,salaried,1096,2,248,24,2047.35,2018.96,2737.84,4026.79,95.8,0.66,67.41,1429.23,2052.99,2111.13,1\\r\\n19437,3005,58,Male,0,self_employed,1020,1,60,43,3814.33,3297.17,3318.28,1586.38,0.53,11.34,0.53,0.53,3363.88,3292.49,1\\r\\n19438,3186,68,Male,0,salaried,1020,2,582,,7835.6,7835.6,7835.6,7785.97,0.37,0.37,0.37,0.37,7835.6,7835.6,0\\r\\n19439,4720,48,Male,0,,1525,2,146,231,3089.57,3089.57,3089.57,3072.13,0.54,0.54,0.54,0.54,3089.57,3089.57,0\\r\\n19440,4325,49,Male,1,self_employed,407,2,225,9,4678.24,4561.92,4477.91,4272.39,231.3,258.8,114.98,10.48,4601.95,4513.52,0\\r\\n19442,1868,51,Male,0,self_employed,1150,3,1379,74,8375.68,10518.54,8712.03,3331.04,0.53,0.53,2143.39,0.53,9016.07,10518.54,0\\r\\n19443,1280,65,Female,2,self_employed,1534,2,172,84,6286.46,6565.04,6155.98,875.71,0.59,0.59,72.01,0.59,6439.91,6565.04,0\\r\\n19444,716,25,Male,2,self_employed,514,3,190,32,3930.22,7409.02,7385.04,14307.19,0.04,19580.06,3583.4,17010.05,6974.51,5323.07,1\\r\\n19445,3013,40,Male,0,self_employed,596,2,659,,4364.07,4464.07,4457.18,4501.85,0.56,0.56,200.56,0.56,4443.38,4464.07,0\\r\\n19446,1155,32,Male,0,self_employed,1494,2,1026,,8155.72,32.58,2892.77,375.36,0.64,0.64,0.64,346.51,8155.72,144.15,0\\r\\n19447,861,26,Female,0,self_employed,15,2,6,0,2769.81,3130.79,4259.05,4005.47,2279.03,3614.5,2024.5,4649.43,2753.97,5261.82,1\\r\\n19448,388,23,Female,0,student,334,3,260,9,14830.3,6601.18,5640.86,121.92,8574.26,1.4,471.46,666.47,9396.8,6782.65,0\\r\\n19449,2734,50,Male,2,salaried,318,2,35,77,715.49,0.14,1545.09,1917.57,0.11,0.11,4913.14,12175.4,1272.48,1706.98,0\\r\\n19450,3201,79,Female,0,self_employed,649,2,348,18,8564.49,7202.66,7119.19,2935.73,1364.34,808.81,0.06,0.06,8142.88,6941.77,0\\r\\n19451,3839,50,Female,0,self_employed,15,3,888,39,3469.58,9212.52,5523.31,4960.57,0.46,5932.17,0.46,43.31,5937.89,6222.99,0\\r\\n19452,409,57,Male,,self_employed,1275,3,985,98,3741.71,3739.24,4156.8,1280.96,0.37,0.37,0.37,671.8,3739.84,4323.56,0\\r\\n19453,2494,68,Female,0,self_employed,1020,3,1265,64,3035.06,3035.06,3011.84,2850.2,0.06,0.06,0.06,0.06,3035.06,3035.06,0\\r\\n19454,2687,48,Male,2,self_employed,965,1,37,31,34415.36,47925.56,42536.63,32320.79,0.5,86382.14,8782.74,30001.3,35765.09,41331.22,0\\r\\n19455,2252,69,Female,0,self_employed,38,2,1881,188,8897.98,8897.98,8933.15,9019.44,0.3,0.3,0.3,114.59,8897.98,8936.69,0\\r\\n19456,1003,58,Male,0,self_employed,1020,3,159,182,2487.19,2487.19,2487.19,2494.84,0.19,0.19,0.19,0.19,2487.19,2487.19,0\\r\\n19457,574,41,Female,,self_employed,1232,3,900,,2997.24,1663.11,1784.93,1331.51,0.64,0.64,0.64,0.64,2028.56,1663.11,0\\r\\n19458,5572,41,Male,0,salaried,1020,3,145,9,993.53,2403.18,1612.78,950.06,40.22,23.76,1864.33,192.34,1846.84,2144.36,1\\r\\n19459,1315,48,Female,0,self_employed,334,2,500,12,2536.45,1122.16,11815,17261.89,1429.2,0.63,0.63,10000.63,1703.44,13660.87,1\\r\\n19460,476,80,Female,,self_employed,409,2,391,52,2450.15,2450.15,11729.22,9815.48,0.07,841.24,0.07,21428.64,2450.15,13929.95,1\\r\\n19461,1167,63,Male,1,retired,834,2,2807,36,2388.1,3629.16,3217.96,3698.53,0.2,605.79,1466.98,741.27,2814.91,3405.95,0\\r\\n19462,962,10,Female,0,student,1315,2,250,174,1684.67,1764.67,1741.68,1712.38,0.66,0.66,80.66,0.66,1695.71,1764.67,0\\r\\n19463,2322,53,Female,0,self_employed,623,2,1639,19,1114.47,10955.33,5028.23,477.32,66605.8,51714.69,76446.65,41428.97,8404.98,4549.8,1\\r\\n19465,1019,54,Female,0,self_employed,319,3,1231,100,4060.05,4060.05,5488.62,6930.54,0.64,0.64,0.64,4286.36,4060.05,4060.05,0\\r\\n19466,837,38,Male,0,salaried,318,2,213,19,2714.72,1885.4,2011.39,931.44,0.74,0.61,0.61,0.61,2524.41,2020.49,0\\r\\n19467,2263,22,Male,0,student,834,3,105,354,2236.85,2236.85,3606.23,7989.02,0.09,0.09,0.09,0.09,2236.85,2236.85,0\\r\\n19468,1881,62,Male,0,salaried,1020,2,1019,28,8060.81,8652.38,8745.91,8784.37,136.41,0.7,0.7,123.67,8737.94,8725.1,0\\r\\n19469,817,50,Female,0,self_employed,,1,3167,178,50748.9,50748.86,50923.18,50706.74,0.26,0.26,2261.69,2648.83,50928.11,50923.44,0\\r\\n19470,1139,61,Female,0,self_employed,656,2,1370,69,8258.29,8258.29,10125.35,63596.44,0.14,0.14,0.14,0.14,8258.29,8258.29,0\\r\\n19471,3497,32,Female,0,self_employed,61,3,476,81,2444.97,2444.97,2461.13,1579.85,0.06,0.06,0.06,0.06,2444.97,2444.97,0\\r\\n19472,1909,44,Female,0,self_employed,1589,1,416,56,599.06,4170.49,4046.27,4161.8,0.43,2857.57,3571.86,1429,3751.77,4999.98,1\\r\\n19473,3325,32,Female,0,self_employed,21,2,205,48,3015.79,3015.79,2757.73,1477.02,0.06,571.49,0.06,0.06,3015.79,2813.03,0\\r\\n19475,4763,47,Male,0,self_employed,61,2,115,3,5193.73,8007.91,7454.99,9768.97,143.31,204.74,3217.5,50.46,6614.99,7949.68,0\\r\\n19476,6529,49,Male,1,salaried,1525,2,540,20,20551.92,468.33,5336.63,404.02,20077.25,0.01,0.01,0.01,15007.79,486.76,0\\r\\n19477,2994,37,Female,0,salaried,1465,1,191,17,481.8,385.83,2220.95,4679.52,96.31,96.47,0.34,0.34,445.4,351.72,1\\r\\n19478,1217,71,Male,,retired,656,2,2884,33,7608.66,7608.66,6846.45,5697.79,0.17,1300.17,0.17,0.17,7608.66,6691.15,0\\r\\n19479,1711,24,Male,2,self_employed,1271,2,1698,7,22.32,22.32,1787.97,5697.38,2143.49,8572.06,12143.49,8572.06,22.32,1036.15,0\\r\\n19480,1552,23,Female,0,self_employed,583,3,345,95,1370.58,1945.85,2336.86,-4635.77,0.29,0.29,857.43,1028.86,1459.38,2118.89,1\\r\\n19482,2211,35,Male,3,self_employed,1198,3,1421,13,2048.15,1950.15,2698.43,1624.67,700.33,0.33,601.51,2143.19,2045.7,3093.01,1\\r\\n19483,5590,63,Male,0,salaried,1020,3,15,6,496.59,1763.54,2519.62,5248.73,271.89,271.89,1591.89,2868.8,562.53,1990.99,0\\r\\n19484,2417,53,Male,0,salaried,1020,2,1573,11,19452.19,19560.59,15243.36,2753.3,607.93,607.93,1205.46,3203.07,17282.57,18526.56,0\\r\\n19485,791,30,Female,0,salaried,409,3,2093,21,2792.73,2729.56,2799.71,2709.71,335.57,294.13,263.83,9.27,2933.08,2687.51,0\\r\\n19486,2718,60,Female,0,self_employed,1020,1,540,0,123.31,363.37,3437.95,29116.36,3329.63,45261.87,5286.16,43954.79,621.73,7964.02,0\\r\\n19487,1193,39,Male,0,self_employed,867,3,2862,24,4290.88,3148.02,4008.54,3930.45,1143.17,357.46,0.31,1757.46,4133.25,3987.2,0\\r\\n19488,2035,53,Male,0,self_employed,575,2,1376,55,6183.8,6238.46,6472.53,5927.64,0.19,15988.69,1431.61,17891.89,6219.71,7420.79,0\\r\\n19489,3212,56,Male,0,self_employed,1381,2,790,20,2505.25,1493.94,5735.58,2519.71,107143.07,0.21,78310.83,8291.33,11889.21,2513.8,0\\r\\n19491,3455,34,Female,0,self_employed,1020,3,159,89,3277.97,3277.97,3358.98,1060.19,0.53,0.53,0.53,229.09,3277.97,3416.68,0\\r\\n19492,1449,72,Male,0,self_employed,575,3,1394,13,3249.53,3255.92,4530.19,4778.3,14286.19,0.07,202.74,1488.86,6472.64,2730.54,0\\r\\n19493,294,44,Male,,self_employed,623,3,21,244,262.94,257.53,2333.14,7377.83,0.34,0.34,0.34,0.34,259.49,257.53,1\\r\\n19494,1333,71,Male,0,retired,146,2,1268,24,2783.5,3354.93,3056.18,2436.62,123.26,123.26,857.74,0.6,2832.76,3314.1,0\\r\\n19495,299,7,Male,,student,578,3,2045,277,1666.59,1652.3,1649.47,1598.98,0.01,0.01,0.01,0.01,1663.63,1649.54,1\\r\\n19496,1406,50,Male,0,self_employed,1291,2,2506,44,5492.44,5504.97,4659.35,1695.48,0.49,1429.06,0.49,0.49,5496.76,4932.84,0\\r\\n19497,4980,62,Female,0,self_employed,1525,2,175,68,11235.09,11406.52,11604.08,12244.06,0.43,0.43,0.43,0.43,11381.39,11543.38,0\\r\\n19498,3114,64,Male,0,self_employed,409,2,1317,14,21831.46,20262.89,20545.35,19091.49,1625.9,0.19,0.19,0.19,21147.13,20297.45,0\\r\\n19499,1573,32,Male,0,salaried,146,2,1226,38,6122.62,6601.39,6880.99,6033.11,0.63,1922.06,11.26,2879.04,6208.53,6468.61,0\\r\\n19500,464,31,Female,,self_employed,1096,3,438,60,38365.57,38365.57,37413.19,40542.85,0.07,0.07,0.07,0.07,38365.57,38365.57,0\\r\\n19501,932,37,Female,0,self_employed,1232,2,149,7,3271.42,2761.55,2392.28,7927.62,1142.94,1039.74,633.08,530.22,2800.41,2410.14,0\\r\\n19502,1346,46,Male,0,self_employed,910,2,2435,7,1115.59,1148.75,3784.46,8053.31,8193.31,0.46,8229.03,3143.31,905.49,3910.83,0\\r\\n19503,2746,37,Female,0,self_employed,1525,2,994,26,571.12,8622.72,3635.7,3869.47,8571.71,6020.93,17143.14,0.29,2935.85,4364.66,1\\r\\n19504,385,23,Male,,self_employed,185,2,1054,2,2757.75,2369.89,2338.94,1487.25,2316.64,321.77,1928.77,0.2,2650.49,2318.02,0\\r\\n19505,4678,38,Female,0,salaried,146,1,184,0,6070.34,6030.19,5632.68,3815.13,1681.34,1787.16,1102.1,2413.82,4881.66,5419.2,1\\r\\n19506,2288,56,Male,0,self_employed,1570,3,1273,335,4179.91,4179.91,4179.91,4082.61,0.21,0.21,0.21,0.21,4179.91,4179.91,0\\r\\n19507,1768,49,Male,0,salaried,624,3,736,235,1602.63,1602.63,1602.63,1460.64,0.1,0.1,0.1,0.1,1602.63,1602.63,0\\r\\n19508,954,21,Male,0,student,61,2,1822,81,2289.77,2404.05,2918.48,4476.9,0.56,0.56,86.27,1.69,2307.5,2415.74,0\\r\\n19509,1263,28,Female,0,salaried,904,2,596,3,383.81,2386.3,2816.13,711.73,6.29,51.32,1909.56,7302.83,1153.59,2865.71,1\\r\\n19510,486,24,Female,,student,165,2,2248,114,7368.76,7368.76,7313.94,5902.99,0.34,0.34,0.34,0.34,7368.76,7349.96,0\\r\\n19511,1831,42,Male,0,salaried,1534,2,1596,318,5359.35,5373.64,5386.37,5397.69,0.7,0.7,0.7,0.7,5372.65,5386.08,0\\r\\n19513,1116,14,Female,0,student,623,1,2019,0,2109.67,1892.23,1806.16,1722.45,217.86,317.24,0.43,0.43,1899.73,1784.93,0\\r\\n19514,258,69,Male,,retired,334,2,82,,5000.53,5000.53,3595,1836.26,0.53,0.53,0.53,0.53,5000.53,2926.8,0\\r\\n19515,5298,48,Male,2,self_employed,1096,3,92,,4401.84,4401.84,4401.84,4373.95,0.27,0.27,0.27,0.27,4401.84,4401.84,0\\r\\n19516,1888,49,Male,2,self_employed,630,2,1771,20,2113.58,2379.29,2801.94,3896.33,1429.03,143.31,1659.03,643.31,2476.49,2628.14,0\\r\\n19517,5964,56,Male,0,salaried,491,3,89,47,2949.8,2967.94,2990.8,3137.37,0.56,257.7,18.7,21.99,2952.86,2872.55,0\\r\\n19518,455,50,Male,0,self_employed,1096,2,3717,3,1431.76,4356.4,2062.12,2535.05,1428.81,8171.67,3782.03,4000.24,3115.94,2781.28,1\\r\\n19519,1694,52,Male,0,self_employed,871,3,2316,353,1605.25,1605.25,1605.25,1595.08,0.21,0.21,0.21,0.21,1605.25,1605.25,0\\r\\n19520,525,55,Male,0,self_employed,617,2,1362,,11491.16,11491.16,11491.16,11418.36,0.49,0.49,0.49,0.49,11491.16,11491.16,0\\r\\n19521,591,65,Female,2,self_employed,1570,1,119,28,560.51,877.42,1945.93,1668.21,2857.71,0.57,3174.63,0.57,1945.03,837.42,0\\r\\n19522,6636,71,Male,0,salaried,1232,2,16,87,14293.77,14236.58,16586.14,4652.72,0.24,0.24,0.24,928.81,14498.59,16749.91,0\\r\\n19523,1030,46,Female,0,self_employed,834,3,2720,39,9209.17,9709.7,8545.47,5728.78,0.44,2143.3,500.97,54.41,9675.18,8348.1,0\\r\\n19524,1707,44,Male,3,self_employed,155,3,2089,90,2470.19,2798.9,2824.53,2656.88,0.7,0.7,329.41,329.41,2504.19,2830.71,0\\r\\n19525,641,77,Female,0,,1020,3,1425,147,17556.43,17556.43,16778.77,14837.98,0.57,0.57,0.57,0.57,17556.43,16976.17,0\\r\\n19526,1565,16,Female,0,student,531,3,1660,46,3714.94,3385.17,2165.63,286.67,0.64,3096.69,0.64,0.64,3521.62,2686.14,0\\r\\n19527,217,43,Male,,self_employed,413,3,759,132,9737.98,9729.99,9630.55,248.03,0.54,0.54,0.54,0.54,9734.71,9729.99,0\\r\\n19528,1315,51,Female,0,self_employed,654,3,1423,,3467,3467,3467,3444.45,0.2,0.2,0.2,0.2,3467,3467,0\\r\\n19529,3885,90,Female,0,retired,1020,3,490,,1567.9,1567.9,1567.9,1537.4,0.56,0.56,0.56,0.56,1567.9,1567.9,0\\r\\n19530,1171,66,Male,,self_employed,1643,3,2918,229,3939.11,3939.11,3939.11,3918.34,0.01,0.01,0.01,0.01,3939.11,3939.11,0\\r\\n19531,2201,41,Female,0,self_employed,1232,3,148,9,598.06,996.39,3555.86,2485.59,4077.29,3520.14,5098.79,5362.16,3592.63,3185.75,1\\r\\n19532,2265,17,Male,0,student,409,2,923,,3721.97,3721.97,3721.97,3698.4,0.6,0.6,0.6,0.6,3721.97,3721.97,0\\r\\n19533,377,38,Female,0,salaried,1096,1,139,74,9479.29,10110.26,9908.66,9186.34,0.43,0.43,631.4,83.53,9897.92,10131.71,0\\r\\n19535,4319,84,Female,0,self_employed,1020,2,60,350,13232.68,13247.7,13249.4,13253.59,0.01,0.01,0.01,0.01,13232.68,13247.7,0\\r\\n19536,4493,59,Male,4,self_employed,567,2,255,7,15116.86,8286.18,38477.49,12707.51,34703.2,249825.16,268216.99,485773.84,20915.01,53922.5,0\\r\\n19537,900,25,Female,0,student,146,2,1754,178,15578.04,15578.04,19080.07,27132.45,0.09,0.09,0.09,9476.09,15578.04,16497.92,0\\r\\n19538,1183,41,Male,0,self_employed,,2,209,27,5770.8,3920.8,4778.42,3835.35,7553.37,0.09,5703.37,0.09,6493.67,3920.8,0\\r\\n19539,4564,66,Male,1,self_employed,657,2,180,14,1188.92,1112.18,1580.47,341.96,194.47,1730.89,91.48,818.64,1163.48,1232.3,0\\r\\n19540,2039,62,Male,0,salaried,1096,2,1659,11,11001.41,11106.8,11398.05,12701.16,40.06,0.69,245.37,980.57,11058.14,11239.61,0\\r\\n19541,367,90,Male,,self_employed,905,2,1831,80,1857.89,1857.89,1504.32,423.91,0.6,0.6,0.6,0.6,1857.89,1857.89,1\\r\\n19542,1581,50,Male,0,salaried,1220,3,1994,28,3301,2158.15,2672.05,1472.95,1428.59,0.01,0.01,0.01,3340.41,2195.01,0\\r\\n19543,2343,35,Male,0,self_employed,259,2,771,209,1984.98,1993.68,1991.18,1996.2,0.09,0.09,0.09,0.09,1986.18,1993.68,0\\r\\n19544,3155,71,Female,0,self_employed,724,3,967,252,589.37,4960.8,4439.46,5626.04,0.66,0.66,7014.94,0.66,3396.27,4960.8,1\\r\\n19545,735,50,Male,,self_employed,409,2,331,17,6237.9,6309.33,6280.59,6749.29,286.11,0.4,357.54,0.4,6223.12,6309.33,0\\r\\n19546,4268,48,Male,2,salaried,1150,3,431,25,2377.58,2549.88,2060.77,616.39,542.44,1149.64,714.74,0.44,2690.98,2004.88,0\\r\\n19548,395,30,Male,,self_employed,1020,3,182,324,1427.92,1485.06,1488.84,1672.6,0.19,0.19,0.19,0.19,1431.86,1488.75,0\\r\\n19549,1463,36,Female,0,salaried,146,2,75,10,1400.01,1119.6,1594.27,863.82,271.84,0.41,305.71,305.71,1295.87,1232.43,0\\r\\n19550,2985,29,Male,0,self_employed,905,3,1390,335,2583.98,2583.98,2583.98,2585.11,0.4,0.4,0.4,0.4,2583.98,2583.98,0\\r\\n19551,3553,22,Male,0,self_employed,1096,3,557,278,1885.55,1885.55,1946.99,5039.91,0.16,0.16,0.16,0.16,1885.55,1885.55,1\\r\\n19552,420,35,Female,,self_employed,504,2,2171,139,2818.66,2818.66,4615.89,4874.28,0.11,0.11,0.11,2857.26,2818.66,5353.22,0\\r\\n19553,4078,31,Female,0,self_employed,334,2,10,60,505.87,575.07,3045.64,5815.27,0.37,0.37,69.57,4143.23,555.98,2205.93,1\\r\\n19554,2377,12,Female,0,student,146,1,542,,1867.01,1867.01,1789.99,1687.93,0.14,0.14,0.14,0.14,1851,1846.24,0\\r\\n19556,858,70,Female,0,self_employed,1020,3,442,25,4064.79,3309.95,4368.23,6827.05,2208.23,2208.3,1453.39,2395.51,4164.34,4386.5,0\\r\\n19557,4256,70,Male,3,salaried,486,2,232,21,1786,1672.2,1652.88,1233.96,106.73,106.83,0.36,0.36,1763.63,1651.84,0\\r\\n19558,1968,26,Female,0,student,1020,3,1105,38,3243.44,3250.59,2365.09,1602.49,0.66,429.91,7.8,140.1,3246.15,2210.11,0\\r\\n19560,2771,45,Male,0,self_employed,1020,3,1204,,1525.34,1525.34,1525.34,1515.68,0.36,0.36,0.36,0.36,1525.34,1525.34,0\\r\\n19561,3222,46,Male,0,salaried,334,1,795,7,5841.53,3255.93,3403.19,3199.93,2699.44,0.17,1199.58,1763.21,4006.75,2634.86,0\\r\\n19562,763,39,Male,2,self_employed,585,3,458,13,8864.6,3598.35,5587.25,8554.93,8031.01,3857.59,2637.49,2410.63,6845.13,4493.16,0\\r\\n19563,1168,21,Male,0,student,146,3,2778,6,42.64,596.33,8352.12,1673.33,4286.36,0.66,553.93,2071.77,318.62,4954.23,1\\r\\n19564,6128,51,Male,0,self_employed,1020,1,19,61,6201.79,7610.61,7749.06,8783.74,0.24,0.24,2288.37,0.24,6968.73,7212.59,0\\r\\n19565,3255,50,Male,3,salaried,1525,2,276,20,39230.93,39851.16,42178.39,17672,1000.09,1453.4,562.03,1343.37,39877.76,40254.89,0\\r\\n19566,952,75,Female,0,retired,491,3,707,11,4213.78,3837.46,3837.09,3602.56,1786.16,0.44,1412.03,29.01,3883.91,3865.58,0\\r\\n19567,957,34,Male,0,salaried,621,2,1677,158,9937.92,10293.03,10331.41,11562.08,0.46,0.46,786.17,214.74,10534.9,10394.42,0\\r\\n19569,1960,49,Male,1,self_employed,630,2,1405,28,7612.62,6511.87,11345.72,26310.66,2857.49,10000.34,7143.2,15951.91,5394.36,5367.74,0\\r\\n19570,6001,50,Male,0,self_employed,1020,2,1,33,4485.65,4794.1,4192.85,16263.85,0.53,619.1,284.81,284.81,4766.35,4266.86,1\\r\\n19571,5857,61,Male,0,salaried,334,1,4,0,135114.95,133876.53,133056.03,128805.42,1526.47,1526.47,290.63,900.69,133790.21,133195.41,0\\r\\n19572,1913,60,Male,1,salaried,334,2,1072,5,5061.58,4776.79,5486.25,4497.57,1094.14,604.87,336.31,544.99,5504.24,5715.51,0\\r\\n19573,628,62,Male,0,self_employed,1020,3,1207,210,1428.87,61.71,1862.93,500.27,0.3,0.3,5951.59,16661.11,5545.31,7.49,1\\r\\n19574,1198,50,Male,5,salaried,834,2,2697,0,4419.98,2373.72,2416.45,1928.74,2286.31,714.89,172.75,2.31,3366.07,2145.62,0\\r\\n19575,181,40,Male,,self_employed,834,3,1088,119,1644.76,1775.69,1770.02,641.65,0.57,0.57,740.79,157.4,2305.53,1717.45,0\\r\\n19576,3077,43,Male,0,self_employed,146,3,891,33,845.12,1889.82,2676.16,1049.75,0.37,23557.51,203.1,21643.23,1669.9,5620.94,1\\r\\n19577,1630,17,Female,0,student,628,3,1999,,3368.1,3368.1,3368.1,3346.76,0.51,0.51,0.51,0.51,3368.1,3368.1,0\\r\\n19578,1599,16,Female,0,student,334,2,1870,102,2268.11,2268.11,2268.11,2418.63,0.03,0.03,0.03,0.03,2268.11,2268.11,1\\r\\n19579,670,33,Female,0,self_employed,848,3,167,4,36.53,65.1,2809.42,816.62,7142.91,10000.06,7200.06,15728.63,513.38,1527.31,1\\r\\n19580,1254,46,Male,1,self_employed,1084,2,52,25,992.24,972.04,1604.92,3270.71,275.8,0.09,661.31,793.5,1280.49,1302.82,0\\r\\n19582,6702,52,Male,2,self_employed,1621,2,4011,188,8318.62,8552.2,7841.26,6564.65,0.44,0.44,93.3,623.3,8387.96,7659.4,0\\r\\n19583,2267,35,Male,0,self_employed,905,2,1341,278,1920.94,1920.94,1920.94,1911.62,0.04,0.04,0.04,0.04,1920.94,1920.94,0\\r\\n19584,2824,27,Male,0,student,334,2,342,74,9141.24,11014.94,10107.06,3118.45,0.63,0.63,2873.68,3653.78,9802.44,13395.39,0\\r\\n19586,511,43,Female,0,salaried,1020,3,291,93,3099.61,4123.76,4630.27,5246.1,0.33,0.33,609.06,48.7,3911.04,4683.25,1\\r\\n19587,1180,48,Female,0,self_employed,649,2,54,,2216.75,2216.75,2216.75,2202.7,0.5,0.5,0.5,0.5,2216.75,2216.75,0\\r\\n19588,6787,65,Male,0,self_employed,1020,1,240,0,3414.28,5342.33,3718.92,13512.75,780.6,2633.91,6214.25,4187.11,2469.12,2655.88,0\\r\\n19589,201,20,Male,0,student,1296,3,4194,39,2111.91,2111.91,2072.74,2185.4,0.56,71.99,0.56,0.56,2111.91,2065.83,0\\r\\n19590,2081,65,Male,0,retired,146,2,1759,6,4139.47,3664.58,3681.56,4606.23,900.07,1014.36,428.64,965.66,3763.61,3641.03,0\\r\\n19591,4942,52,Male,2,self_employed,1258,2,152,5,18890.37,4543.23,4300.6,922.44,14285.74,12500.03,0.03,11935.74,7581.65,2769.82,0\\r\\n19592,477,50,Female,,self_employed,1033,3,2726,228,420.32,420.32,1513.18,4716.75,0.13,0.13,0.13,714.41,420.32,980.86,1\\r\\n19593,2920,64,Male,0,self_employed,409,2,609,8,7914.71,6312.62,6009.93,2523.22,1463.27,864.64,0.64,0.64,7048.14,5976.4,0\\r\\n19594,1520,63,Male,0,self_employed,1076,3,2041,146,2368.31,2368.31,2368.31,1902.23,0.51,0.51,0.51,0.51,2368.31,2368.31,1\\r\\n19595,2107,35,Female,0,self_employed,630,2,36,30,6827.7,6697.03,6620.55,6565.43,0.27,390.62,0.27,0.27,6823.19,6579.75,0\\r\\n19596,1499,28,Male,0,self_employed,934,2,649,39,578.36,2921.21,4202.46,6816.5,0.33,1044.91,3686.04,4802.06,1287.72,4366.76,1\\r\\n19597,1978,37,Male,0,salaried,146,2,76,,4282.36,4078.78,4050.03,3412.35,0.66,0.66,0.66,0.66,4268.32,4052.52,0\\r\\n19599,2236,81,Male,0,retired,834,3,1300,,23724.32,23724.32,23724.32,23571.38,0.23,0.23,0.23,0.23,23724.32,23724.32,0\\r\\n19600,2441,30,Female,0,salaried,146,2,41,0,2340.89,1744.76,3614.38,6821.46,881.01,960.46,215.57,3922.08,1700.87,4122.28,0\\r\\n19601,760,38,Female,,self_employed,1598,2,2028,8,2084.48,2234.88,7135.52,10746.47,92.61,357.19,148.58,0.04,2150.96,8675.69,1\\r\\n19602,4441,56,Female,0,self_employed,169,3,147,185,8030.98,8283.16,7454.23,7865.44,0.21,0.21,0.21,224.64,8094,8024.53,0\\r\\n19604,800,43,Male,,retired,683,3,2170,3,3169.39,2051.71,1928.82,2396.96,1371.53,214.39,371.53,128.67,2440.47,1968.81,0\\r\\n19605,2453,53,Female,0,self_employed,848,2,167,28,73.71,3430.85,2273.61,2498.47,928.91,428.91,4286.06,0.34,369.28,3334.08,1\\r\\n19606,1435,24,Female,0,student,409,2,217,91,5478.92,1072.64,5111.79,531.29,0.53,0.53,5909.97,143.39,8291.52,2410.1,1\\r\\n19607,2009,69,Male,0,retired,724,2,194,,6437.28,6437.28,6437.28,6453.71,0.19,0.19,0.19,0.19,6437.28,6437.28,0\\r\\n19608,667,32,Male,,self_employed,11,2,2286,168,2738.7,5595.84,5563,5455.53,0.67,0.67,2857.81,0.67,5497.32,5595.84,1\\r\\n19609,938,46,Female,0,self_employed,334,1,136,217,6272.55,6272.55,6272.55,4600.54,0.26,0.26,0.26,0.26,6272.55,6272.55,0\\r\\n19610,774,26,Male,0,self_employed,485,2,520,3,4142.77,12121.24,10983.14,63163.24,17143.37,2143.37,13720.9,0.51,8921.22,9909.26,1\\r\\n19611,4345,63,Male,0,salaried,1020,2,288,27,4858.26,4906.64,6028.26,8661.34,18.65,5.59,57.91,71.79,4911.66,4950.17,0\\r\\n19613,480,66,Male,,self_employed,690,2,1312,6,12972.25,184.37,2334.05,162.09,14643.13,0.27,2285.99,0.27,6640.86,182.53,0\\r\\n19614,673,43,Female,3,self_employed,1348,2,974,206,2534.69,2563.27,3810.79,5498.05,0.43,0.43,0.43,2858.68,2534.69,3439.27,0\\r\\n19615,3369,51,Female,0,self_employed,15,3,6,58,1687.97,1687.12,1444.05,971.16,0.34,707.49,0.34,0.34,1687.88,1664.3,0\\r\\n19616,1086,90,,0,self_employed,980,2,2696,,3707.04,3707.04,3707.04,3684.45,0.36,0.36,0.36,0.36,3707.04,3707.04,0\\r\\n19617,2245,40,Male,0,self_employed,1322,3,176,4,1512.59,2926.89,1543.21,1150.44,109.91,2085.79,3776.89,0.07,2666.17,1110.3,0\\r\\n19618,2732,38,Female,0,salaried,623,1,968,3,52093.87,64667.42,62635.43,26843.03,1411.06,1591.86,12367.74,820.73,60857.53,63695.78,0\\r\\n19619,2781,50,Female,0,self_employed,1020,2,239,192,1469.91,1464.77,1451.07,1356.85,0.34,0.34,0.34,0.34,1465.84,1456.75,0\\r\\n19620,1268,34,Male,2,salaried,1366,3,2709,10,15.11,10743.68,7416.75,7851.53,14.86,0.57,10729.14,0.57,762.89,10743.68,1\\r\\n19621,1789,25,Male,5,self_employed,1494,3,1684,5,2873.03,4425.87,4402.32,1125.41,1285.74,2057.82,3510.01,6631.56,2276.87,6015.77,1\\r\\n19622,2536,62,Female,0,self_employed,905,2,606,,1686.86,1686.86,1686.86,1676.17,0.53,0.53,0.53,0.53,1686.86,1686.86,0\\r\\n19625,429,36,Female,,self_employed,630,2,1771,,338.71,1910.14,2099.38,2572.19,0.49,0.49,1571.91,14.21,1585.02,2074.98,1\\r\\n19626,1463,60,Female,0,self_employed,491,2,1557,14,3419.46,3098.03,3053.04,2892.01,321.64,321.64,0.21,145,3253.2,2984.54,0\\r\\n19627,1741,30,Female,0,self_employed,575,2,709,59,2872.25,2872.25,3074.09,3596.36,0.29,286,0.29,571.71,2872.25,2927.54,0\\r\\n19628,1319,18,Female,0,student,409,2,280,86,3863.76,3863.76,3757.77,3007.72,0.63,0.63,0.63,0.63,3863.76,3863.76,0\\r\\n19629,5299,69,Male,0,retired,914,3,2409,9,3487.53,5254.4,5164.26,5448,1029.17,0.57,3143.43,214.86,4654.63,5312.62,0\\r\\n19630,3385,34,Male,0,student,491,3,279,233,2399.53,2399.53,2399.53,2383.64,0.47,0.47,0.47,0.47,2399.53,2399.53,0\\r\\n19631,2149,44,Male,0,self_employed,334,2,1852,121,2986.15,4129,4071.49,4650.47,0.61,0.61,2286.33,29.19,3897.48,4131.77,0\\r\\n19632,6842,49,Male,2,self_employed,491,2,1568,0,6251.35,6102.56,5745.78,6106.51,875.22,2031.46,1287.56,860.07,6124.75,5331.65,0\\r\\n19633,595,50,Female,0,salaried,1111,3,728,165,1431.06,1431.06,1431.06,1488.22,0.09,0.09,0.09,0.09,1431.06,1431.06,0\\r\\n19634,6198,62,Male,0,self_employed,656,2,46,23,1421.95,953.45,5279.71,8909.82,469.16,469.16,0.66,8572.09,1341.17,4748.85,1\\r\\n19635,6600,90,Male,0,self_employed,834,2,8,55,3433.76,3433.76,2760.06,1674.28,0.66,1741.04,0.66,0.66,3433.76,3153.05,0\\r\\n19636,1649,73,Male,0,retired,196,3,1107,,3354.18,3354.18,3354.18,3332.94,0.33,0.33,0.33,0.33,3354.18,3354.18,0\\r\\n19637,956,28,Male,0,salaried,575,2,583,63,8082.97,7486.64,6794.24,5250.48,0.7,0.7,229.27,0.7,7428.03,7111.35,0\\r\\n19638,2487,61,Male,0,self_employed,1388,2,1627,115,21432.88,19058.6,18842.14,12527.09,0.26,0.26,201.16,143.56,20848.59,18440.38,0\\r\\n19639,1125,36,Female,0,self_employed,834,1,14,5,43520.29,4970.12,6970.66,9252.65,52640.02,0.2,8375.56,0.2,11455.62,4970.12,0\\r\\n19640,1700,38,Male,0,self_employed,100,2,2233,6,30924.92,28186.16,26990.05,9968.32,4143.3,2857.59,1404.54,2371.93,29992.17,27122.78,0\\r\\n19641,4589,37,Female,0,salaried,1096,3,92,42,1091.81,2546.38,2381.78,2321.85,0.51,157.68,0.51,143.37,2094.96,2580.01,1\\r\\n19642,4800,46,Female,0,self_employed,1020,3,15,17,2575.78,512.27,5571.77,2594.35,16256.81,571.87,14286.16,4637.66,8169.77,3970.56,0\\r\\n19643,709,90,,,self_employed,258,3,1429,234,6173.72,6173.72,6173.72,6154.53,0.33,0.33,0.33,0.33,6173.72,6173.72,0\\r\\n19644,6568,58,Male,1,salaried,575,1,26,28,19701.14,23883.08,31061.12,39012.31,3261.16,4501.73,2211.68,15126.62,21905.18,32966.92,0\\r\\n19645,1338,80,Male,0,salaried,409,3,1659,26,12855.37,12612.97,11404.76,9571.76,485.91,1571.63,243.51,914.49,12847.93,13049.84,0\\r\\n19646,1936,68,Female,0,self_employed,146,2,133,12,10757.68,10256.74,9794.78,8432.65,44.46,44.51,0.03,0.03,10276.46,9819.26,0\\r\\n19647,1764,41,Female,0,self_employed,,2,88,192,1046.65,518.08,3268.44,12693.47,0.27,0.27,0.27,6000.27,774.24,1467.39,1\\r\\n19648,1239,87,Male,0,retired,146,2,2377,17,1323.48,1323.48,2112.71,3162.64,14286.13,0.41,14286.13,0.41,2308.7,1323.48,0\\r\\n19649,878,37,Male,0,self_employed,1271,2,101,130,23507.34,28761.02,24690.28,13733.4,0.03,0.03,8462.19,494.6,21371.91,27350.62,1\\r\\n19650,1556,45,Female,0,self_employed,1477,2,415,,3737.5,3737.5,3737.5,3713.82,0.07,0.07,0.07,0.07,3737.5,3737.5,0\\r\\n19651,1383,37,Male,2,self_employed,15,2,1679,26,1504.08,1505.5,1433.98,973.91,427.29,0.14,428.71,285.86,1533.78,1579.24,0\\r\\n19652,1472,42,Female,0,self_employed,1020,2,1201,35,10430.68,10430.68,9589.13,7679.89,0.11,1285.83,0.11,33.4,10430.68,9380.26,0\\r\\n19653,2897,39,Female,0,salaried,334,2,82,308,8084.28,8096.54,8106.13,8090.25,0.5,0.5,0.5,0.5,8094.85,8106.04,0\\r\\n19654,6167,54,Male,2,self_employed,15,2,6,12,5473.52,7546.76,5316.79,14764.32,2828.93,5276.94,3568.24,1528.4,4781.69,5124.56,0\\r\\n19655,1055,32,Male,3,self_employed,562,3,3020,14,1082.28,543.08,2258.88,2385.01,604.2,6143.49,0.63,9286.34,810.03,3038.25,1\\r\\n19656,3365,39,Male,0,salaried,996,3,343,38,3822.62,3956.9,2087.95,1689.78,0.34,643.2,2787.71,2136.73,2258.08,1991.25,0\\r\\n19657,1169,15,Male,0,student,1020,1,15,,1870.76,1870.76,1870.76,41.17,0.54,0.54,0.54,0.54,1870.76,1870.76,0\\r\\n19658,1505,46,Female,0,self_employed,1020,3,1123,24,148.89,86.03,3421.33,290.11,286.03,143.17,149.3,115.46,177.7,111.93,1\\r\\n19659,2158,40,Male,2,self_employed,1525,3,1803,5,3729.14,4207.96,4109.98,2614.75,389.83,915.65,860.06,603.81,3933.27,4258.27,0\\r\\n19660,1143,60,Male,0,salaried,274,2,2785,23,2207.61,2226.06,2042.43,1293.79,2.37,1.34,20.83,0.54,2210.09,2056.67,0\\r\\n19661,2679,52,Female,0,self_employed,1381,2,790,33,6115.47,5544.04,4500.23,2675.74,0.43,1729,0.43,0.43,5642.56,4038.51,0\\r\\n19662,5339,67,Male,0,self_employed,11,1,121,0,10053.03,4218.31,11560.2,17403.86,100733.8,47285.94,119183.16,53178.44,16834.49,3820.95,0\\r\\n19663,5836,40,Female,0,self_employed,1232,1,39,350,4711.99,4869.15,2264.23,2284.35,0.17,0.17,383.04,0.17,4926.98,1200.34,0\\r\\n19664,1648,40,Female,0,self_employed,334,2,676,172,721.69,721.69,4316.16,11930.59,0.01,0.01,0.01,6428.59,721.69,5076.53,1\\r\\n19665,1066,39,Female,0,self_employed,1470,1,248,13,3968.35,1931.16,3519.6,876.6,10810.85,10038.85,7142.91,8902.19,4783.49,4180.1,0\\r\\n19666,4910,73,Female,0,self_employed,834,2,23,89,3877.68,3562.55,3739.18,3657.48,0.67,0.67,0.67,225.13,3800.02,3689.69,0\\r\\n19667,456,33,Male,0,self_employed,162,3,2152,20,4640.12,4247.78,3488.56,2027.7,636,0.29,363.79,25,4687.76,4260.12,0\\r\\n19668,1432,86,Male,0,retired,1020,3,1451,69,2353.91,10574.88,7162.5,2323.03,0.14,0.14,8206.83,0.14,5548.38,10580.52,1\\r\\n19669,1325,71,Female,0,self_employed,1020,3,376,340,6355.31,6355.31,6355.31,6315.04,0.43,0.43,0.43,0.43,6355.31,6355.31,0\\r\\n19670,5060,52,Female,0,self_employed,1020,2,60,0,26199.52,3442.5,4367.79,3059.7,125726.35,0.01,0.01,81.8,7176.23,3458.33,0\\r\\n19671,5148,72,Male,3,self_employed,1020,1,79,60,3316.88,3262.66,5517.99,3730.56,0.14,0.14,45921.31,4371.57,7554.36,5773.7,0\\r\\n19672,3036,90,,,self_employed,15,1,461,328,334.87,6211.95,4863.73,3195.76,0.11,0.11,5714.4,0.11,3140.18,6212.59,1\\r\\n19673,2419,7,Male,0,student,905,2,34,131,4415.45,4415.45,4415.45,3613.11,0.03,0.03,0.03,0.03,4415.45,4415.45,0\\r\\n19675,2624,63,Male,2,self_employed,848,2,167,23,2575.58,-233.24,5661,8734.37,14285.9,0.19,12905.9,2545.69,9332.94,2111.08,1\\r\\n19676,4295,47,Female,0,self_employed,1020,2,321,11,3029.08,2917.1,2868.55,2901.38,1680.47,2110.47,1058.4,1981.68,2568.46,2775.28,0\\r\\n19677,930,26,Male,,student,278,2,749,101,10998.54,10998.54,10998.54,10407.48,0.13,0.13,0.13,0.13,10998.54,10998.54,0\\r\\n19678,854,29,Male,0,self_employed,1232,2,2054,173,6235.49,12146.61,11913.41,18581.01,0.33,0.33,6911.46,2571.76,7028.37,13755.83,1\\r\\n19680,2888,35,Male,0,self_employed,,2,1712,221,2298.92,2298.92,2298.92,2156.11,0.37,0.37,0.37,0.37,2298.92,2298.92,0\\r\\n19681,937,58,Male,0,self_employed,1598,2,220,219,6397.21,7932.93,9185.56,12104.32,0.23,0.23,2564.51,5157.37,7019.87,9619.79,0\\r\\n19684,1629,43,Male,0,self_employed,1076,2,3130,4,663.39,1157.83,3617.9,3195.29,1429.65,1735.97,3343.11,7849.26,681.06,800.4,0\\r\\n19685,2674,66,Female,2,retired,1020,2,114,22,6556.79,6506.33,6510.02,6439.61,64.99,0.24,0.24,0.24,6533.54,6495.27,0\\r\\n19686,772,30,Male,0,student,491,1,396,12,2672.4,4023.83,4123.21,5859.14,7.59,0.09,630.47,306.46,2948,4146.02,1\\r\\n19687,744,32,Male,0,salaried,295,2,1255,0,9033.23,6313.86,5923.41,5243.84,1857.9,1857.9,578.64,1471.5,6435.11,5440.83,0\\r\\n19688,5117,48,Female,0,self_employed,1525,3,146,173,3182.85,3213.45,3089.67,2361.76,0.23,0.23,32.66,211.41,3183.32,3259.78,0\\r\\n19689,3376,43,Male,0,salaried,409,3,1220,118,2687.99,3641.21,3734.73,6437.28,0.03,0.03,1651.61,2153.7,2284.78,4123.5,0\\r\\n19690,279,57,Female,0,self_employed,409,3,1566,161,3892.41,3936.68,4041.94,4025.42,0.31,0.31,0.31,0.31,3903.09,3996.17,0\\r\\n19691,2552,39,Female,2,self_employed,409,3,925,13,158.01,2045.07,1506.29,370.39,2857.54,10714.69,7744.61,11737.71,799.08,2891.36,1\\r\\n19692,2443,90,Male,0,self_employed,1096,3,271,76,2934.6,2934.6,2931.97,2899.83,0.14,0.14,0.14,0.14,2934.6,2934.6,0\\r\\n19693,1871,73,Male,0,retired,822,3,520,53,5429.36,5190.11,5327.09,9001.94,0.44,0.47,214.73,1143.3,5179.64,5318.83,0\\r\\n19694,1440,47,Male,0,self_employed,9,2,884,23,3062.09,2926.23,2888.33,2431.31,136.27,131.7,0.41,0.41,3038.67,2886.26,0\\r\\n19695,1122,64,Female,0,self_employed,1111,2,1898,90,930.28,1614.62,2092.93,628.84,0.41,0.41,214.7,836.13,1253.62,1873.13,0\\r\\n19696,5141,43,Male,0,salaried,839,3,2019,33,42865.04,42865.04,16597.76,7.66,0.31,42857.46,0.31,0.31,42865.04,6920.34,0\\r\\n19697,211,57,Female,,self_employed,637,2,224,189,1480.63,1480.63,1485.85,1488.69,0.4,0.4,0.4,14.69,1480.63,1482.01,0\\r\\n19698,5403,63,Female,0,self_employed,834,3,18,17,740.48,989.81,1583.07,1826.56,285.89,0.17,320.93,604.34,878.08,1233.38,1\\r\\n19699,1061,30,Female,0,self_employed,988,2,222,5,14067.07,1495.64,2445.27,2391.01,12857.43,0.29,0.29,0.29,3938.99,1555.55,0\\r\\n19700,2380,73,Male,0,retired,146,2,787,189,1715.78,1750.76,1744.02,1788.39,0.1,0.1,37.33,5.89,1726.19,1752.78,0\\r\\n19701,1833,16,Male,0,student,1388,3,126,,3348.89,3348.89,3348.89,3683.48,0.63,0.63,0.63,0.63,3348.89,3348.89,0\\r\\n19702,2985,81,Female,0,retired,1347,2,37,21,3978.22,3892.78,3865.48,3571.93,86,90.38,0.56,0.56,3957.59,3875.39,0\\r\\n19703,4078,67,Male,0,self_employed,1096,2,1365,6,7910.65,5026.22,5831.08,6809.99,3391.2,1867.96,492.49,1468.2,7129.25,5185.69,0\\r\\n19704,1217,24,Female,0,student,334,2,1866,,2612.41,2612.4,2612.4,2599.46,0.54,0.54,0.54,0.54,2612.41,2612.4,0\\r\\n19705,5327,63,Male,0,salaried,169,3,33,44,1791.08,1787.66,1915.76,1711.51,0.54,500.54,0.54,0.54,1787.77,1944.55,0\\r\\n19706,4406,76,Male,0,retired,,3,134,121,6829.45,10544.22,9059.8,3968.32,0.27,0.27,7143.13,0.27,6090.95,10544.22,0\\r\\n19707,927,63,Female,0,self_employed,409,2,392,193,1730.34,1730.34,1730.34,1633.5,0.63,0.63,0.63,0.63,1730.34,1730.34,0\\r\\n19709,2435,30,Male,0,self_employed,61,1,263,17,16183.67,2861.24,4299.97,983.97,13537.14,4322.9,214.71,1712.81,9803.88,2521.47,0\\r\\n19710,1123,64,Male,0,retired,61,2,2668,364,77003.37,68937.23,69471.04,58858.25,0.66,0.66,377.18,767.69,72795.76,69342.1,0\\r\\n19712,754,33,Female,0,self_employed,1232,3,882,9,727.08,11470.49,11580.59,7406,721.58,0.7,11464.99,0.7,2099.61,11470.49,1\\r\\n19713,802,43,Male,0,self_employed,234,3,2249,4,9774.75,2629.72,4636.46,2246.69,7143.39,0.53,0.53,0.53,8620.99,2628.64,0\\r\\n19714,318,61,Male,0,self_employed,1020,2,143,33,147.27,147.27,4508.29,1810.17,0.69,1414.97,0.69,11407.93,147.27,1801.63,1\\r\\n19715,2671,33,Male,0,salaried,1020,2,997,3,2431.46,2925.1,2721.58,2990.25,1633.11,1634.26,2506.44,1485.76,1721.53,2990.13,0\\r\\n19716,1147,48,Male,0,salaried,104,2,1884,35,3101.75,3101.75,2130.94,2677.82,0.37,1428.94,0.37,0.37,3101.75,1995.76,0\\r\\n19717,2050,61,Male,0,self_employed,492,2,1414,49,8606.95,8604.34,5186.29,1657.96,0.19,7748.99,0.19,0.19,8604.97,6103.51,0\\r\\n19718,4179,33,Male,0,self_employed,995,2,1422,18,2629.22,1161.55,23154.22,1320.22,11468.11,78.64,10000.44,30000.44,9757.25,28225.53,1\\r\\n19719,2335,74,Female,0,self_employed,15,2,6,12,3854.02,3753.13,3534.19,4399.54,452.37,1214.34,500.06,928.63,3778.91,3354.51,0\\r\\n19720,3304,32,Male,0,self_employed,409,2,1439,5,4503.54,2179.34,2196.29,811.67,2324.46,363.03,0.17,0.17,2704.01,2068.22,1\\r\\n19721,2506,18,Male,0,student,656,2,1332,157,3665.59,3665.59,3665.59,3582.82,0.17,0.17,0.17,0.17,3665.59,3665.59,0\\r\\n19722,2354,58,Male,0,salaried,1216,3,1278,191,1944.13,1522.7,1645.02,1606.56,0.56,0.56,7.7,14.84,1860.63,1528.69,0\\r\\n19723,4818,49,Male,0,salaried,491,2,93,268,2205.35,2543.58,2763.99,3392.97,0.4,0.4,210.86,0.4,2344.8,2828.95,0\\r\\n19724,2994,47,Female,0,salaried,1084,2,258,,10380.75,10380.75,11058.78,13158.67,0.17,0.17,0.17,0.17,10380.75,10383.12,0\\r\\n19725,2924,32,Male,0,salaried,,3,194,25,11361.85,10278.19,11886.48,13958.96,4286.37,5714.94,4883.11,7604.54,12097.07,12841.16,0\\r\\n19726,1130,61,Male,0,salaried,578,3,1645,,14743.55,10908.95,10788.12,3824.03,0.46,0.46,7616.53,0.46,17270.88,10542.7,0\\r\\n19727,1238,33,Female,0,self_employed,334,2,206,7,4668.56,2971.04,2425.22,659.17,2142.87,1428.59,445.36,436.91,3709.59,2453.71,0\\r\\n19728,584,39,Male,1,salaried,213,3,765,30,3330.6,17931.14,4405.99,1084.3,0.3,19443.16,14629.41,1743.7,10180.92,2765.32,1\\r\\n19729,2355,24,Female,0,student,409,3,391,33,12032.68,11895.59,10613.25,6259.83,0.14,2262.29,0.14,0.14,12009.04,10197.27,0\\r\\n19730,1822,37,Male,0,self_employed,1020,2,163,138,297.38,297.38,3445.16,6142.61,0.39,0.39,0.39,6436.1,297.38,3203.46,0\\r\\n19731,502,45,Male,0,salaried,122,3,2638,213,2576.56,2791.59,2836.64,3490.58,0.01,0.01,215.04,215.04,2628.47,2833.21,0\\r\\n19732,1319,53,Male,1,salaried,1232,1,7,17,77884.19,66104.33,84112.94,118653.82,25199.09,13334.8,643.43,643.43,82136.57,77353.26,1\\r\\n19733,1830,37,Male,0,self_employed,575,2,583,28,10279.07,7421.93,8373.85,6361.04,2857.53,0.39,0.39,0.39,10279.07,7421.93,1\\r\\n19734,955,34,Female,,self_employed,1514,2,3257,69,4234.73,4234.73,4160.53,3517.18,0.59,0.59,0.59,0.59,4234.73,4234.73,0\\r\\n19735,3153,56,Male,0,salaried,822,3,684,109,2512.45,2512.45,2512.45,1946.04,0.67,0.67,0.67,0.67,2512.45,2512.45,0\\r\\n19736,1718,48,Male,0,salaried,1096,2,1409,21,4811.83,4597.54,4575.61,3895.53,214.49,214.49,0.2,0.2,4760.11,4596.45,0\\r\\n19737,6568,46,Male,0,salaried,409,2,2092,157,1854.36,1882.93,2015.74,2222.47,0.03,0.03,0.03,4.44,1863.23,1894.35,0\\r\\n19738,1469,31,Female,0,self_employed,1020,3,1019,25,17160.05,15617.19,15340.71,12950.31,1543.34,1336.2,0.49,0.49,17071.38,15166.04,0\\r\\n19739,4494,39,Female,0,self_employed,15,1,49,193,2530.97,2759.29,2874.95,3275.12,0.7,0.7,223.31,215.69,2592.43,2928.82,0\\r\\n19740,3041,67,Male,3,self_employed,1525,2,173,3,23701.88,23437.4,22849.98,20294.42,493.09,2762.76,254.87,1207.81,23383.2,23755.44,0\\r\\n19741,2220,54,Female,0,self_employed,224,3,1687,5,348.24,18806.79,3878.78,3193.95,336.39,19428.91,10731.44,5.39,6413.32,2705.15,0\\r\\n19742,4406,42,Female,0,salaried,146,2,2047,331,5847.79,9849.25,9495.23,11655.53,0.6,0.6,4315.72,42.75,9324.84,9585.26,0\\r\\n19743,1581,63,Female,0,self_employed,1149,2,59,32,3563.43,3563.43,3556.49,3528.15,0.37,17.97,0.37,0.37,3563.43,3553.68,0\\r\\n19744,320,33,Male,0,self_employed,762,2,3216,11,1432.96,4.39,3424.24,64.73,37143.33,1707.61,35714.76,8843.33,6851.68,780.44,1\\r\\n19745,6282,48,Female,2,salaried,623,3,1628,18,1387.82,1415.45,1718.66,4212.63,285.83,500.11,7285.83,6665.77,1933.03,1709.75,0\\r\\n19746,2255,39,Female,0,self_employed,409,2,293,,1276.03,1320.54,1476.77,4573.27,0.56,0.56,45.06,457.14,1302.24,1421.7,0\\r\\n19747,1885,75,Female,0,retired,795,3,1685,229,6093,6093,6093,6064.14,0.67,0.67,0.67,0.67,6093,6093,0\\r\\n19748,2484,34,Male,0,self_employed,334,2,323,4,5932.99,6277.64,7187.62,9469.28,451.01,614.37,1115.46,2539.13,5702.13,6782.47,0\\r\\n19750,1834,23,Male,0,student,1525,2,1116,14,2857.25,2835.82,2921.82,2587.31,307.21,142.93,285.79,285.79,2945.42,2987.89,0\\r\\n19751,7090,52,Male,0,salaried,1096,3,503,49,1696.75,2953.89,2636.05,1945.17,0.51,1720.63,1257.66,2143.37,2000.2,3311.27,0\\r\\n19753,868,50,Male,0,salaried,241,2,62,63,1254.93,2610.06,1875.66,2578.42,0.56,0.56,0.56,0.56,1582.03,2611.82,0\\r\\n19754,1950,37,Female,0,self_employed,1020,2,291,24,84.7,3389.63,2753.55,2893.67,321.59,321.59,3626.51,24.56,1929.32,3325.71,1\\r\\n19755,353,90,,,self_employed,292,2,1652,353,599743.49,599743.49,599743.49,595944.08,0.16,0.16,0.16,0.16,599743.49,599743.49,0\\r\\n19756,3619,56,Female,0,self_employed,,2,2783,20,3618.69,21765.1,16557.13,26319.03,123206.87,0.41,141428.99,0.41,9641.12,21765.1,1\\r\\n19757,4188,33,Female,0,self_employed,965,2,37,63,25326.73,25326.73,18231,618.02,0.39,0.39,0.39,0.39,25326.73,25326.73,0\\r\\n19758,713,49,Female,0,self_employed,1004,2,307,105,34541.44,34541.44,36630.53,8536.89,0.31,0.31,0.31,0.31,34541.44,34541.44,0\\r\\n19759,3824,90,Female,0,self_employed,617,3,1435,,1786.63,1786.63,1786.63,1775.32,0.23,0.23,0.23,0.23,1786.63,1786.63,0\\r\\n19760,2659,61,Female,0,self_employed,575,1,616,4,10249.76,23351.5,37517.77,31919.66,310773.25,0.04,336181.54,14911.33,51870.54,31650.01,0\\r\\n19762,6278,40,Female,0,self_employed,1534,2,1498,,7780.77,9647.12,9540.92,8107.92,0.57,0.57,2364.07,61.71,9845.13,9633.89,0\\r\\n19763,547,25,Male,,student,579,2,1468,111,1718.33,1718.33,1718.33,1702.01,0.27,0.27,0.27,0.27,1718.33,1718.33,0\\r\\n19764,1327,36,Male,0,self_employed,1096,2,1563,33,6390.5,6453.25,6289.52,6277.3,0.11,357.26,62.86,62.97,6431.61,6188.18,0\\r\\n19765,1752,26,Female,0,self_employed,78,2,255,160,11663.39,9965.49,10060.09,4803.14,0.49,0.49,301.27,301.27,11250.8,10066.73,0\\r\\n19766,1304,39,Male,0,self_employed,1096,1,482,4,1147.59,3574.85,2761.92,2106.51,35073.11,11650.23,15243.88,13591.5,3899.43,1697.27,0\\r\\n19767,1971,42,Male,0,self_employed,1096,2,1672,11,3290.4,3179.62,3183.37,3210.71,143.55,0.89,32.55,53.09,3222.17,3208.08,0\\r\\n19768,932,49,Male,2,self_employed,388,2,130,118,18027.85,18413.42,18494.19,8674.22,0.7,0.7,386.27,386.27,18120.92,18488.05,0\\r\\n19769,2228,38,Female,0,self_employed,,3,1833,12,1734.17,1651.74,1992.22,2414,143.34,0.49,36.03,36.03,1660.25,1978.9,0\\r\\n19770,2267,27,Female,0,student,1525,2,1020,0,15577.19,6575.79,7153.34,3647.54,9202.03,288.83,200.63,443.49,8098.7,6671.61,1\\r\\n19771,2960,39,Female,0,self_employed,15,2,6,,6709.1,6709.1,6709.1,6666.6,0.5,0.5,0.5,0.5,6709.1,6709.1,0\\r\\n19772,1609,90,Male,0,self_employed,1449,2,1413,87,5733.17,5733.17,5632.04,21729.23,0.46,0.46,0.46,0.46,5733.17,5733.17,0\\r\\n19773,962,41,Male,0,salaried,1096,2,327,0,18956.91,19151.9,19014.68,19539.04,956.16,2318.46,1608.29,4776.96,18823,18564.67,0\\r\\n19774,4333,73,Male,0,self_employed,146,1,53,48,23063.89,33908.89,29850.65,47940.14,0.27,857.41,11593.06,204.26,23803.82,33971.14,0\\r\\n19775,3092,45,Female,0,self_employed,1020,2,227,46,2510.42,2924.28,1522.75,607.62,0.7,3971.27,414.56,828.41,2610.32,1671.76,0\\r\\n19776,4848,53,Female,0,self_employed,146,3,20,21,2072.53,1235.82,2631.21,2646.97,8.68,10.38,414.22,1526.06,2969.75,1988.1,0\\r\\n19777,2083,55,Female,2,self_employed,623,1,968,172,7657.27,7657.27,7657.27,7501.59,0.24,0.24,0.24,0.24,7657.27,7657.27,0\\r\\n19778,4113,49,Male,1,self_employed,1540,2,402,13,3154.42,4201.92,4878.44,3600.26,250.31,0.31,1107.96,3634.39,3740.49,4372.26,1\\r\\n19779,2707,56,Female,0,self_employed,538,3,349,111,2181.53,2178.15,2178.69,1940.26,0.7,0.7,0.7,0.7,2179.78,2178.15,0\\r\\n19780,2851,37,Male,2,self_employed,409,2,330,111,426.89,6.74,7493.94,47426.42,0.19,0.19,1464.56,5459.84,248.55,375.71,1\\r\\n19781,1231,30,Female,0,self_employed,150,2,18,359,2131.6,2135.88,2135.83,2202.74,0.09,0.09,4.37,0.09,2135.74,2135.88,0\\r\\n19782,4279,43,Male,0,self_employed,162,2,90,3,5523.34,6653.94,6711.03,5932.73,11.39,11.56,0.7,445.67,6163.86,6832.29,0\\r\\n19783,247,53,Female,0,self_employed,615,2,718,24,714.47,2509.39,2996.68,4239.25,29.69,0.19,1180.83,0.19,1385.1,3638.42,1\\r\\n19784,5131,62,Male,1,self_employed,1085,1,135,10,1928.37,1900.89,2938.55,7334.1,25.91,7557.34,0.2,1448.34,1910.37,3724.53,0\\r\\n19785,3233,33,Male,0,self_employed,60,3,595,104,1448.57,2309.03,1832.6,581.92,0.41,0.41,728.99,71.84,2055.28,2076.14,1\\r\\n19786,5885,49,Female,0,self_employed,1020,1,5,19,15944.84,3590.75,6761.15,4244.14,771.8,771.8,484.91,375.46,12342.6,4174.65,0\\r\\n19787,2946,30,Male,0,salaried,146,3,124,18,1251.46,965.75,2279.16,1640.51,286.34,39.2,0.63,1319.31,1152.94,2850.61,1\\r\\n19788,1759,36,Male,0,salaried,,2,205,13,2037.07,1958.26,1837.71,1114.15,14.97,0.69,270.46,643.54,1793.92,1926.86,0\\r\\n19789,4490,76,Male,0,retired,1096,3,658,20,2185.34,2399.62,2278.38,1759.02,214.4,214.4,428.69,0.11,2333.12,2309.76,1\\r\\n19790,2333,74,Female,0,self_employed,395,2,454,109,4531.32,4531.32,4531.32,3942.39,0.53,0.53,0.53,0.53,4531.32,4531.32,0\\r\\n19791,4554,70,Female,0,self_employed,1020,2,163,62,144.43,221.21,1968.84,1768.29,0.3,0.3,8214.59,2357.44,153.32,1702.98,1\\r\\n19792,3076,29,Male,0,salaried,146,2,53,14,4218.96,3041.97,2512.83,2124.25,7.04,3,1504.23,4821.67,2614.68,2584.66,0\\r\\n19793,256,90,Male,,self_employed,241,2,2780,0,128275.59,124432.73,125214.94,140134.4,3843.36,0.5,0.5,0.5,126787.41,124432.73,0\\r\\n19794,1033,45,Female,0,self_employed,65,3,183,3,7089.77,5641.84,5719.86,5849.96,1519.71,0.36,0.36,0.36,5730.72,5678.71,0\\r\\n19795,3950,55,Male,3,self_employed,429,2,335,6,632.12,1757.84,1556.54,2333.43,857.77,1114.91,1983.49,1270.63,874.58,1852.62,0\\r\\n19796,244,33,Female,,salaried,334,2,82,76,18118.43,21046.65,16958.9,238.48,0.61,0.61,3500.26,302.06,18553.12,21171.27,0\\r\\n19797,537,31,Female,0,self_employed,834,2,349,67,2496.97,2511.26,2610.43,2891.96,0.51,0.51,0.51,0.51,2508.3,2521.86,0\\r\\n19798,310,38,Female,0,self_employed,409,2,1203,259,0.63,27536.24,17017.54,22913.65,0.61,0.61,27536.23,4434.69,2849.14,29277.6,1\\r\\n19799,3334,43,Male,0,salaried,1477,2,415,100,8212.08,6019.91,5671.42,5048.39,0.43,0.43,661.04,1035.89,6845.85,5407.63,0\\r\\n19800,2104,60,Female,0,salaried,745,2,1093,0,9605.73,9354.31,9587.85,9638.01,714.54,0.26,0.26,0.26,9623.47,9377.81,0\\r\\n19801,1811,29,Female,0,salaried,409,3,193,126,2025.5,3877.49,2716.29,1319.14,0.16,0.16,748.57,1698.36,3563.36,2794.61,0\\r\\n19802,1352,26,Male,0,self_employed,422,3,2295,362,3568.16,3388.39,3519.65,3696.84,0.49,0.49,0.49,0.49,3518.57,3392.08,0\\r\\n19803,688,28,Female,0,self_employed,1020,2,291,355,2802.94,2802.94,2847.51,3039.22,0.11,0.11,0.11,151.54,2802.94,2832.34,0\\r\\n19804,2167,76,Male,0,retired,1388,3,696,21,110,6967.15,6247.41,8738.48,286.34,286.34,7143.49,0.63,5213.45,6847.33,1\\r\\n19805,1605,90,,0,self_employed,1085,3,1694,,1631.44,1631.44,1608.93,1475.14,0.33,0.33,0.33,0.33,1631.44,1631.44,0\\r\\n19806,1460,41,Male,0,salaried,999,3,2267,146,9494.75,9494.75,10831.31,7949.62,0.5,0.5,0.5,0.5,9494.75,11361.34,0\\r\\n19807,1711,64,Male,0,self_employed,179,2,634,76,11909.13,11909.13,10833.87,4349.12,0.3,0.3,0.3,0.3,11909.13,11909.13,0\\r\\n19808,4777,29,Male,0,self_employed,409,1,484,0,25564.29,4391.98,6818.82,9327.45,25382.57,365.78,6256.98,1563.31,5890.68,5018.18,0\\r\\n19809,401,39,Female,0,self_employed,1258,3,1280,13,2586.55,1887.98,1577.29,684.93,700.41,700.41,1.84,0.41,2224.73,1414.31,1\\r\\n19810,2604,90,,0,self_employed,452,2,637,14,451.68,1880.25,7197.7,3957.49,8571.64,0.21,10000.21,11017.01,648.72,8789.91,1\\r\\n19811,228,52,Male,,self_employed,1494,3,1684,149,1845.71,1845.71,1845.71,1353.42,0.09,0.09,0.09,0.09,1845.71,1845.71,0\\r\\n19812,4295,39,Female,0,salaried,1020,1,19,114,46935.58,41918.29,39109.49,27570.93,0.51,0.51,2857.66,0.51,48214.4,35141.68,0\\r\\n19813,1735,61,Female,0,self_employed,491,2,396,5,24647.24,17579.94,13566.59,2310.93,7215.29,16957.51,133.7,194.37,23707.33,15467.86,0\\r\\n19814,1576,6,Male,0,student,1096,2,134,38,2231.36,2231.36,2155.8,1597.39,0.5,135.63,0.5,0.5,2231.36,2139.82,0\\r\\n19815,5008,64,Male,0,retired,15,2,49,,4861.26,5289.83,5299.55,6275.73,0.51,0.51,429.09,143.37,4935.15,5289.61,0\\r\\n19816,342,35,Male,,self_employed,574,2,3496,345,33203.63,33203.63,33358.78,32009.22,0.63,0.63,0.63,572.06,33203.63,33212.85,0\\r\\n19817,5529,24,Male,0,student,409,3,3,12,1409.82,1325.13,1450.35,2722.88,342.93,315.8,258.24,442.23,1263.91,1243.49,0\\r\\n19818,3051,64,Female,0,self_employed,1111,2,285,23,14415.27,14230.4,13604.11,12678.44,170.21,945.21,0.44,0.44,14367.16,13446,0\\r\\n19819,2798,45,Female,0,self_employed,232,2,780,10,1449.27,2323.31,1742.22,2073.87,39769.96,3449.29,24608.03,3743.23,1991.26,2044.38,0\\r\\n19820,5324,25,Female,0,self_employed,834,2,40,214,8172.71,8230.14,8211.65,8177.27,0.54,0.54,57.97,0.54,8174.69,8230.14,1\\r\\n19821,1583,57,Female,0,retired,664,3,2743,173,2007.74,2007.74,2468.7,3178.02,0.1,0.1,0.1,0.1,2007.74,2007.9,0\\r\\n19822,5103,44,Male,0,salaried,1096,2,91,0,5347.83,5633.82,5639.18,13560.44,3904.26,3074.14,1546.79,5363.58,5065.08,5440.68,0\\r\\n19823,907,39,Male,,self_employed,146,3,2815,47,463.32,9034.75,4274.34,235.36,0.36,1643.36,8571.79,0.36,3714.55,8398.75,1\\r\\n19824,4396,58,Male,0,self_employed,1598,2,220,75,4751.42,4882.45,4860.86,4969.17,0.03,0.03,57.17,0.03,4792.37,4911.94,0\\r\\n19825,264,67,Male,,retired,923,3,2624,84,2189.41,2189.41,3171.46,12385.25,0.39,0.39,0.39,1428.96,2189.41,3387.57,0\\r\\n19826,4239,14,Male,0,self_employed,1096,1,271,13,81.02,115.09,15412.24,61512.55,138360.91,0.47,69214.76,0.47,2485.34,115.09,1\\r\\n19827,6141,46,Female,0,self_employed,1096,2,27,,2817.4,2498.54,2511.08,2199.75,0.29,0.29,0.29,0.29,2585.44,2478.64,0\\r\\n19828,5064,65,Female,0,self_employed,1096,1,120,40,11013.99,12591.42,12670.28,14256.25,0.64,1782.03,1574.33,10995.96,11817.55,12834.96,0\\r\\n19829,1868,55,Male,2,self_employed,969,2,2158,40,1233.43,1118.25,4325.23,13271.49,0.21,7143.07,0.21,714.5,1230.61,4406.25,1\\r\\n19830,1573,51,Male,2,self_employed,1494,3,1704,11,1524.51,1160.96,2063.18,4774.2,1474.49,1580.29,1110.93,3198,1223.76,2136.42,0\\r\\n19831,572,64,Female,0,salaried,1138,2,1736,336,4850.62,4850.62,4850.62,5274.76,0.4,0.4,0.4,0.4,4850.62,4850.62,0\\r\\n19832,1913,46,Male,0,salaried,1020,3,1211,13,14225.34,10670.56,7954.41,38594.42,3.45,18654.91,1908.21,20890.54,11329.24,6973.5,0\\r\\n19833,623,61,Male,0,retired,649,2,54,28,1779.62,1797.4,1791.73,12680.42,27.84,27.84,50.86,0.23,1811.72,1796.88,0\\r\\n19834,2536,43,Female,0,self_employed,1232,2,149,0,4946.17,3476.72,8199.87,1271.42,3059.93,3473.64,825.51,59182.66,2226,9139.45,1\\r\\n19835,788,66,Female,0,retired,61,2,1367,47,21177.13,21191.41,20809.73,18928.21,0.59,657.73,14.87,0.59,21179.1,20937.03,0\\r\\n19836,468,48,Female,0,salaried,1020,2,1105,14,1068.59,5099.62,2175.66,2117.46,1914.71,1300.29,7374.31,250.13,1837.92,2926.57,0\\r\\n19837,1217,30,Female,0,self_employed,409,3,886,26,3803.67,3446.52,5732.17,7367.51,357.41,3524.71,0.27,7143.13,3779.03,6352.54,1\\r\\n19839,367,62,Male,2,self_employed,1020,2,667,9,4220.4,3995.76,6669.65,7080.49,2143.31,1502.24,1918.67,7901.44,4271.66,7416.06,1\\r\\n19840,376,22,Male,0,student,460,3,1850,38,670.73,11884.39,2675.09,917.54,0.64,17143.5,0.64,40530.64,1572.36,5638.76,1\\r\\n19841,5240,47,Male,0,salaried,1096,1,32,61,10066.31,10209.16,10433.76,7800.33,0.4,0.4,143.26,997.54,10150.05,10710.82,0\\r\\n19842,4800,39,Male,0,self_employed,665,2,177,222,1906.01,2048.87,2183.94,2595.55,0.67,0.67,0.67,0.67,2043.94,2182.51,0\\r\\n19843,5250,67,Male,0,self_employed,1020,2,60,,1981.41,1981.41,1981.41,1968.86,0.54,0.54,0.54,0.54,1981.41,1981.41,0\\r\\n19844,420,37,Female,,salaried,1096,1,503,147,2734.36,2834.36,2840.96,3072.86,0.26,0.26,0.26,0.26,2741.26,2840.81,0\\r\\n19845,2649,29,Female,0,self_employed,1020,2,19,21,4987.1,5084.02,15267.45,13341.89,717.81,717.81,814.74,22085.99,5382.61,14131.36,1\\r\\n19846,525,40,Male,0,self_employed,61,3,2357,11,6671.65,6421.65,4947.28,2461.41,1235.93,3857.36,1264.5,1264.5,6709.83,5465.89,0\\r\\n19847,2564,55,Male,0,salaried,762,1,3653,5,31989.83,24919.58,24309.78,23726.36,8630.7,8571.73,1388.93,5359.63,27034.71,23763.55,0\\r\\n19848,4095,50,Male,3,salaried,1348,2,178,7,8821.6,9964.34,9733.11,6729.21,4175.29,1293.54,3680.34,3737.77,10059.56,11832.8,0\\r\\n19849,1558,27,Male,0,student,241,2,62,88,7387.23,7566.65,10378.72,14963.33,0.53,0.53,189.4,2333.85,7471.95,9067.97,0\\r\\n19850,892,72,Female,0,retired,1232,3,1227,35,1729.06,7575.43,2080.72,2662.08,0.29,5714.57,5720.13,0.29,1754.34,2657.5,0\\r\\n19851,4694,47,Male,0,self_employed,656,2,46,53,6523.7,6523.7,6081.52,5319.85,0.01,888.94,0.01,0.01,6523.7,6322.97,0\\r\\n19852,212,54,Male,2,salaried,956,3,3699,38,6131.48,6114.27,4012.23,2641.31,0.49,4500.49,569,1024.95,6114.86,3199.31,0\\r\\n19853,2033,32,Female,0,self_employed,620,2,351,,2902.59,4331.16,4091.53,1999.98,0.39,0.39,0.39,0.39,2902.59,4211.34,0\\r\\n19854,991,38,Female,0,self_employed,1020,3,406,23,2469.76,2394.58,2350.76,1531.67,218.27,2.49,843.1,828.17,2342.45,2316.18,0\\r\\n19855,6046,38,Male,1,salaried,1020,2,47,310,3085.18,3082.56,3079.34,3048.09,0.33,0.33,0.33,0.33,3083.82,3077.38,0\\r\\n19857,418,63,Male,0,retired,834,2,2807,103,1474.41,1657.74,2005.95,980.07,0.66,0.66,307.8,816.7,1547.73,2053.46,0\\r\\n19859,1307,90,,,self_employed,146,1,1208,,13435.52,13435.52,13435.52,13275.48,0.67,0.67,0.67,0.67,13435.52,13435.52,0\\r\\n19860,2477,61,Female,0,salaried,1020,3,47,140,1652.52,1706.24,1838.14,1955.82,0.67,0.67,0.67,795.67,1653.55,1804.6,0\\r\\n19861,3636,65,Male,0,self_employed,169,2,275,7,24223.52,13842.72,12594.75,4678.46,80.03,0.07,23343.79,12142.93,23337.91,10713.84,0\\r\\n19862,6183,65,Male,0,self_employed,834,2,8,0,8956.69,64.78,3499.45,1703.04,23215.34,10371.59,18512.98,13242.61,1224.06,1654.56,0\\r\\n19863,2386,49,Male,0,salaried,146,3,133,44,5400.33,6306.06,3147.97,1710.28,0.06,5661.76,1480.1,3635.46,4132.73,3691.78,0\\r\\n19864,1310,90,,0,self_employed,318,2,107,,6149.72,6149.72,6042.96,5896.28,0.5,0.5,0.5,0.5,6149.72,6045.28,0\\r\\n19865,760,37,Male,0,self_employed,1183,2,1393,94,1585.28,4442.42,4491.15,5831.55,0.5,0.5,2857.64,0.5,3851.29,4442.42,1\\r\\n19866,4475,56,Male,2,self_employed,834,3,174,73,3133.96,3133.96,2927.35,1460.07,0.56,0.56,0.56,0.56,3133.96,3133.96,0\\r\\n19867,2398,18,Male,0,student,1271,2,101,129,35.19,8606.62,7227.31,4503.33,0.1,0.1,8571.53,0.1,4468.69,8606.62,1\\r\\n19868,749,36,Female,0,self_employed,1020,2,501,87,2007.42,2007.42,1668.04,1174.92,0.04,0.04,0.04,0.04,2007.42,1579.51,0\\r\\n19869,558,25,Female,0,salaried,724,3,118,56,3557.34,2496.5,2121.41,1326.13,0.61,1429.19,100.98,1334.71,2509.87,2435.63,0\\r\\n19870,347,30,Female,0,salaried,1494,3,251,9,1332.41,2332.49,2216.56,3269.01,3500.2,3357.34,214.49,2857.34,2049.21,2353.23,1\\r\\n19871,892,27,Male,0,salaried,820,2,1230,9,7061.27,5758.82,8129.2,8905.75,1874.93,3512.07,572.07,429.21,6247.08,9667.3,1\\r\\n19872,2534,45,Male,0,self_employed,1415,3,548,,1728.41,1728.41,1728.41,1798.5,0.63,0.63,0.63,0.63,1728.41,1728.41,0\\r\\n19873,4609,36,Male,0,self_employed,665,2,177,105,3014.89,3032.46,4275.52,10005.94,0.54,0.54,0.54,143.4,3018.53,3045.02,0\\r\\n19875,1685,63,Male,0,self_employed,1020,2,424,8,513.99,6218.76,4730.26,3616.44,12600.56,13508.25,18313.98,12382.37,2126.49,5382.62,1\\r\\n19876,415,46,Female,,self_employed,1096,2,1443,24,5087.02,445.79,4635.23,3565.64,4643.29,0.43,1.86,4643.29,4446.88,4354.21,0\\r\\n19877,3231,63,Male,1,self_employed,1496,2,519,12,4381.44,3865.15,2772.76,976.86,250.54,1679.11,2162.83,929.11,4657.93,2278.79,0\\r\\n19878,2879,19,Male,0,student,224,3,137,248,1746.93,1746.93,1746.93,1737.53,0.14,0.14,0.14,0.14,1746.93,1746.93,0\\r\\n19879,3960,44,Female,1,salaried,1096,3,438,154,519.26,1027.82,1542.22,2404.07,0.53,0.53,514.71,800.43,790.39,1542.09,0\\r\\n19880,4104,42,Male,0,self_employed,,2,325,76,4087.2,4092.11,4091.26,4050.84,0.6,0.6,0.6,0.6,4089.57,4092.11,0\\r\\n19881,3768,48,Male,2,salaried,1597,2,230,0,5260.56,5104.68,2840.83,1043.03,1946.8,1880.24,1462.35,2029.53,4147.18,3462.23,0\\r\\n19882,1531,47,Male,1,self_employed,379,2,173,27,287.5,4059.21,5348.18,7637.08,285.96,716.81,4457.67,2724.81,1482.64,4987.49,1\\r\\n19883,4657,51,Female,0,self_employed,1096,2,129,359,4616.38,4616.38,4044.95,186.49,0.64,0.64,0.64,0.64,4616.38,4616.38,1\\r\\n19884,520,24,Male,,self_employed,146,3,3718,28,2857.89,2343.6,2515.03,2162.45,571.8,0.37,57.51,0.37,2857.89,2343.6,0\\r\\n19886,4050,44,Male,0,self_employed,693,2,384,3,11229.82,10256.06,10432.15,9701.87,1038.96,0.39,65.2,14.67,10768.19,10257.9,0\\r\\n19887,769,71,Male,0,retired,51,3,2562,53,1428.73,1428.73,1529.8,854.05,0.16,5671.59,0.16,4350.77,1428.73,1713.38,0\\r\\n19888,6160,72,Male,0,retired,15,2,300,152,2026.71,2737.84,2336.42,2981.14,0.53,0.53,0.53,0.53,2595.63,2706.49,0\\r\\n19889,4045,69,Male,0,self_employed,1096,2,363,102,4806.19,2536.35,4355.21,5580.06,0.07,0.07,743.43,3919.04,4832.43,3964.37,0\\r\\n19890,2049,57,Female,0,self_employed,834,2,752,10,3700.95,3261.12,3220.62,2147.37,94.93,63.51,0.54,0.54,3640.94,3208.31,0\\r\\n19891,2043,70,Female,0,self_employed,1232,2,7,,5236.96,5236.96,6570.79,12385.43,0.19,0.19,0.19,394,5236.96,5603.38,0\\r\\n19892,478,61,Male,0,self_employed,1190,3,436,42,175.46,189.75,1973.95,97.95,0.24,143.1,0.24,3214.53,179.89,1360.25,1\\r\\n19894,2151,51,Male,0,salaried,664,3,241,0,2785.6,2858.93,2859.79,1612.76,537.71,360,548.96,1394.57,2705.84,3119.81,0\\r\\n19895,2435,10,Female,0,student,480,2,292,,4973.41,4973.41,4973.41,4932.56,0.16,0.16,0.16,0.16,4973.41,4973.41,0\\r\\n19896,2815,34,Female,0,self_employed,1525,2,408,0,3598.68,3518.98,7599.6,7152.31,4290.27,0.59,206.6,6429.16,3525.83,9325.43,0\\r\\n19897,245,23,Male,,salaried,1096,2,1401,5,46.72,899.67,1609.92,490.25,343.93,346.77,12778.83,4.64,3415.67,847.22,1\\r\\n19898,1487,62,Female,0,salaried,904,2,78,,2572.52,2572.52,2661.61,2703.47,0.17,0.17,0.17,143.03,2572.52,2696.94,0\\r\\n19899,2197,70,Female,0,self_employed,1096,1,1666,,2371.83,2371.83,2371.83,2356.81,0.59,0.59,0.59,0.59,2371.83,2371.83,0\\r\\n19900,2990,72,Male,0,retired,1597,2,170,6,9911.58,5267.42,8019.11,15130.48,15122.86,0.23,10514.51,3585.94,10750.35,6925.55,0\\r\\n19902,293,22,Male,,student,15,2,461,12,289.09,3806.4,1736.19,297.95,7911.34,3507.21,11428.64,0.07,4020.67,888.66,1\\r\\n19903,2394,64,Male,0,salaried,1232,2,39,0,3224.57,4413.9,3635.86,3195.82,724.54,1323.06,1628.16,869.36,3676.41,3749.07,0\\r\\n19904,2202,30,Female,0,self_employed,1525,3,1235,194,1866.28,1866.28,1897,2182.26,0.09,0.09,0.09,0.09,1866.28,1866.28,0\\r\\n19905,1389,90,,0,self_employed,905,2,606,349,186.9,3286.9,2410.22,2171.93,0.46,0.46,3100.46,0.46,656.86,3286.9,1\\r\\n19906,2377,53,Female,0,self_employed,334,1,500,49,8928.8,9747.73,9575.92,10599.38,0.69,286.4,797.32,167.67,9084.72,9776.65,0\\r\\n19907,1173,90,,,self_employed,1589,1,33,364,1100.91,1958.06,1948.2,1938.59,0.19,0.19,857.33,0.19,1928.5,1958.06,0\\r\\n19908,1719,45,Male,0,salaried,1589,2,1102,0,5930.36,5586.91,3123.38,3181.65,4083.41,3906.03,757.36,1123.26,3766.81,3006.29,0\\r\\n19909,2811,39,Male,0,self_employed,1271,2,661,33,3839.8,5686.52,2685.36,1721.38,0.26,5714.54,0.26,494.44,4700.79,1779.93,0\\r\\n19910,763,47,Female,0,self_employed,243,2,2402,9,-3244.36,3110.71,1760.13,3316.42,78.86,78.86,6428.86,0.29,-848.96,3100.58,1\\r\\n19911,1084,64,Male,0,retired,1111,2,4349,73,1157.06,1728.49,1522.26,190.88,0.03,0.03,571.46,231.03,1570.86,1887.13,0\\r\\n19912,742,32,Female,,self_employed,1096,1,617,262,4408.74,4408.74,4408.74,4389.48,0.61,0.61,0.61,0.61,4408.74,4408.74,0\\r\\n19913,5470,61,Female,0,self_employed,1020,1,5,7,12.21,59961.81,11543.59,22635.06,929.44,60024.5,58857.56,1807.56,4662.9,19666,1\\r\\n19914,2753,90,,0,self_employed,409,1,217,101,43991.55,43991.55,43795.67,6608.26,0.33,0.33,0.33,0.33,43991.55,43912.29,0\\r\\n19916,3429,39,Female,0,self_employed,1232,2,539,11,6125.26,5719.23,5934.82,5947.92,1044.4,1064.43,1544.9,866.04,6204.26,5735.57,0\\r\\n19917,2374,64,Female,0,salaried,1096,2,292,6,8019.61,7591.04,7284.5,5416.29,429.27,429.27,0.7,0.7,7694.48,7231.59,0\\r\\n19918,2749,77,Male,0,retired,409,3,329,340,618.07,608.07,2800.38,2865.87,0.23,0.23,0.23,9459.9,612.42,4286.91,0\\r\\n19919,1482,59,Male,0,self_employed,1096,1,934,84,14843.12,14843.12,14095.07,2115.63,0.44,0.44,0.44,429.01,14843.12,14995.19,0\\r\\n19920,1414,57,Female,0,self_employed,409,3,1658,55,226.03,5226.03,2683.83,138.56,0.63,5024.86,5000.63,0.63,3501.89,4415.67,1\\r\\n19921,297,32,Female,,self_employed,61,2,3390,26,1355.09,4565.95,4213.94,6476.21,17.57,0.64,1797.67,857.79,1898.33,5312.5,1\\r\\n19922,412,31,Male,0,self_employed,205,3,2136,75,2355.37,2428.94,2547.02,2175.09,0.21,0.21,0.21,0.21,2375.67,2447.96,0\\r\\n19923,704,60,Female,,self_employed,146,2,1749,32,11525.92,10108.78,12852.57,8127.87,0.23,372.81,0.23,10000.23,11086.12,18159.35,1\\r\\n19924,1460,39,Male,1,self_employed,572,3,2412,80,1951.15,1774.25,1979.58,2004.4,0.51,0.51,1151.05,5.85,2357.7,1789.34,0\\r\\n19925,746,30,Female,0,self_employed,38,3,4130,0,4542.71,4457,4497.62,4396.51,86.19,0.47,0.47,0.47,4459.95,4657.46,0\\r\\n19926,2342,27,Male,0,self_employed,168,2,432,98,7027.28,7027.28,7027.28,6732.34,0.56,0.56,0.56,0.56,7027.28,7027.28,0\\r\\n19927,6020,61,Female,0,self_employed,146,2,41,104,2790.25,2883.41,3100.9,3321.41,0.14,0.14,0.14,0.14,2814.2,3145.29,0\\r\\n19928,3549,47,Male,0,salaried,1096,3,553,346,2995.17,3002.59,3004.15,2737.95,0.69,0.69,0.69,0.69,2996.96,3004.03,0\\r\\n19929,602,76,Male,0,retired,834,3,8,56,24045.78,48331.5,29202.17,10371.6,0.46,72764.53,0.46,3571.89,31878.29,53732.21,0\\r\\n19930,4962,41,Male,0,self_employed,146,2,75,14,12874.92,13573.22,8436.78,1281.75,203.97,54.57,2120.65,4540.46,12091.4,11325.16,0\\r\\n19931,5589,66,Male,0,salaried,409,1,1345,39,9527.01,9319.84,9263.12,7774.61,0.16,463.3,143.01,391.87,9328.6,9227.04,0\\r\\n19932,851,29,Female,,self_employed,646,2,397,,4740.49,4740.49,4803.47,4996.04,0.51,0.51,0.51,143.37,4740.49,4786.57,0\\r\\n19933,1720,49,Male,0,salaried,575,3,572,168,6271.18,6271.18,6294.92,5592.55,0.14,0.14,0.14,0.14,6271.18,6301.52,0\\r\\n19934,831,30,Female,0,self_employed,491,3,1568,11,431.52,435.1,1566.8,3184.83,786.27,0.56,1171.99,2136.63,290.88,1354.61,1\\r\\n19935,522,31,Female,,self_employed,737,3,3019,245,2022.2,2022.2,2023.89,1982.59,0.69,0.69,0.69,0.69,2022.2,2024.58,0\\r\\n19936,618,26,Female,0,self_employed,1337,3,2400,,7529.47,386.61,1864.45,382.39,0.67,0.67,0.67,0.67,4820.11,386.61,0\\r\\n19937,1617,23,Female,0,student,1096,2,614,146,1962.01,1962.01,1962.01,1567.98,0.21,0.21,0.21,0.21,1962.01,1962.01,0\\r\\n19938,3432,59,Male,0,salaried,142,2,1950,94,1350.66,1764.95,1695.89,890.44,0.7,0.7,0.7,0.7,1525.05,1729.46,0\\r\\n19940,4074,90,Male,0,self_employed,1076,2,64,6,2346.05,2301.37,1995.31,1480.51,89.8,56.3,0.46,0.46,2312.16,1901.75,0\\r\\n19941,3096,57,Male,3,salaried,1232,1,582,55,23712.99,33137.8,58011.38,72988.38,0.29,280.29,6375.94,12702.68,24826.67,29894.32,1\\r\\n19942,278,33,Male,0,self_employed,239,3,1942,70,723.54,902.11,1634.31,4703.09,0.51,0.51,357.66,2643.37,895.95,1838.97,0\\r\\n19943,4763,64,Male,1,self_employed,615,2,8,146,85.68,4799.97,7214.05,21973.18,0.7,0.7,4714.99,0.7,2686.67,4799.97,1\\r\\n19944,1159,23,Female,0,student,334,2,2050,3,15102.12,8823.66,9868.11,10983.71,2000.36,4286.07,0.36,0.36,9837.19,8685.41,0\\r\\n19945,2426,62,Male,0,salaried,1509,2,3403,140,7350.58,7350.58,7350.58,8577.06,0.69,0.69,0.69,0.69,7350.58,7350.58,0\\r\\n19947,2030,40,Male,3,self_employed,634,2,1643,7,685.99,698.99,1732.42,1028.55,46163.77,3.06,3700.24,1413.39,3258.37,584.44,1\\r\\n19948,1169,51,Male,0,salaried,409,3,2072,163,2758.09,3177.16,3463.3,3739.37,0.54,0.54,1071.97,571.97,3332.81,3352.28,0\\r\\n19949,1094,44,Female,0,self_employed,1150,2,1395,6,5760.65,241.4,2576.95,10.25,11946.89,2500.43,5569.67,2387.54,7515.53,170.22,0\\r\\n19951,2195,84,Female,0,self_employed,1608,3,1245,51,4951.56,4951.56,2960.09,154.66,0.09,4714.99,0.09,0.09,4951.56,3736.6,0\\r\\n19952,2936,45,Male,2,self_employed,995,3,200,,1658.62,1658.62,1658.62,1648.23,0.04,0.04,0.04,0.04,1658.62,1658.62,0\\r\\n19953,2631,62,Female,0,self_employed,409,3,1309,95,4190.59,4108.45,4098.71,3947.89,0.67,0.67,0.67,0.67,4165.1,4083.56,0\\r\\n19954,1386,66,Female,,self_employed,462,2,2475,73,3906.18,3934.75,3983.77,3423.72,0.27,0.27,0.27,0.27,3928.34,4015.39,0\\r\\n19955,6642,49,Male,0,self_employed,623,3,3739,39,20054.1,20054.1,19987,20706.97,0.14,4671.57,0.14,4664.53,20054.1,19899.85,0\\r\\n19956,1698,43,Male,1,salaried,1096,3,2055,45,1694.06,1607.17,1619.4,1701.67,0.5,714.79,585.6,7272.27,1595.55,2228.66,0\\r\\n19957,1036,36,Female,0,self_employed,162,3,304,164,6519.51,6519.51,6519.51,5176.04,0.06,0.06,0.06,0.06,6519.51,6519.51,0\\r\\n19958,488,90,,,self_employed,11,2,3679,336,311.43,311.43,2715.69,4518.03,0.31,0.31,0.31,4000.31,311.43,3409.08,1\\r\\n19959,4497,69,Male,0,self_employed,834,1,18,135,5571.13,16994.81,14439.53,15453.16,0.26,0.26,11428.83,0.26,9115.57,16989.99,0\\r\\n19960,1432,24,Female,0,student,409,2,886,59,8432.49,9379.45,9087.68,9407.61,0.2,150.53,957.34,214.49,8503.54,9417.36,0\\r\\n19961,2358,33,Female,0,self_employed,146,2,628,,3177.44,3127.73,3536.97,9192.43,0.24,0.24,536.24,0.24,3171.14,3130.95,0\\r\\n19962,2650,72,Female,0,self_employed,834,2,349,0,1039.11,600.12,2355.63,809.14,20.91,272.94,12857.47,13.19,6175.78,568.34,1\\r\\n19963,1501,59,Female,0,self_employed,1533,2,201,189,2630.35,2176.99,2137.07,1089.17,0.14,0.14,0.14,0.14,2520.92,2133.12,0\\r\\n19964,1385,52,Female,0,salaried,578,3,758,19,2291.57,442.64,2172.26,3418.31,1848.96,0.03,0.03,0.03,1717.77,1274.7,0\\r\\n19965,4263,53,Female,0,self_employed,146,2,9,56,2905.59,2905.59,3703.66,2271.53,0.3,93.26,0.3,1729.04,2905.59,3485.24,1\\r\\n19966,1481,42,Male,0,self_employed,611,2,1433,68,32376.22,32386.22,30527.42,7705.54,0.03,0.03,10.03,355.74,32380.01,32523.91,0\\r\\n19967,1446,39,Male,0,self_employed,1494,2,955,300,5646.46,5646.46,5646.46,5279.16,0.49,0.49,0.49,0.49,5646.46,5646.46,0\\r\\n19968,1829,38,Male,0,self_employed,491,2,615,6,1599.65,2994.37,1586.74,389.4,250.03,2157.17,3189.8,165.64,1468.37,2035.61,0\\r\\n19969,2560,35,Female,0,self_employed,235,2,733,219,29410.15,29891.98,29811.29,31358.07,0.53,0.53,482.36,0.53,29649.9,29891.98,1\\r\\n19970,1896,66,Male,0,retired,318,1,1217,0,2777.6,2379.23,2451.97,4930.63,750.24,0.59,286.3,143.44,2320.47,2325.46,0\\r\\n19973,1475,73,Male,0,retired,1580,2,2333,6,10806.83,10874.54,10891.18,11151.46,96.1,31.81,86.21,0.5,10898.85,10874.58,0\\r\\n19974,2197,39,Male,0,salaried,1477,3,2183,131,6800.87,6735.31,6840.35,5735.46,0.66,0.66,848.51,2610.66,7005.85,7061.26,0\\r\\n19975,2320,43,Male,0,self_employed,259,2,771,118,4500.44,4497.16,4498.28,4544.61,0.57,0.57,0.57,0.57,4498.41,4493.69,0\\r\\n19976,2197,55,Male,0,salaried,334,1,141,263,6559.09,6556.52,6938.15,8330.61,0.16,0.16,0.16,601.59,6557.76,7099.74,0\\r\\n19977,2765,68,Female,0,self_employed,834,3,1303,12,3049.48,3998.92,5046.32,298.93,955.67,269.89,1905.11,2063.77,3271.4,4390.02,1\\r\\n19978,1226,30,Female,0,salaried,146,3,1759,84,1208.24,1494.04,1702.13,3090.09,0.67,0.67,0.67,0.67,1277.24,1521.72,0\\r\\n19979,2558,34,Female,0,student,1020,2,212,25,1199.86,1442.72,1837.57,4201.62,1043.21,1043.21,1286.07,0.36,1091.98,1072.67,0\\r\\n19980,1328,34,Female,0,salaried,409,2,314,4,28572.94,4459.97,16491.12,9988.82,28600.31,50021.71,4487.34,45757.36,30179.83,6621.68,0\\r\\n19981,868,30,Female,0,self_employed,11,2,121,14,910.1,1480.51,1538.93,242.79,504.69,691.26,1607.13,1212.29,1540.25,1578.45,1\\r\\n19983,2643,42,Male,4,self_employed,1645,2,1017,13,2559.98,1898.29,2126.54,2919.85,943.31,0.46,281.63,281.63,2229.3,1934.57,0\\r\\n19984,1441,53,Male,2,self_employed,1160,3,2671,,3442.04,3799.19,3790.33,2627.5,0.64,0.64,0.64,0.64,3725.3,3817.75,0\\r\\n19985,3379,48,Female,0,self_employed,102,2,113,0,429.46,269.52,4861.97,4411.43,177.89,3657.1,0.17,16428.74,280.93,8042.01,1\\r\\n19986,1750,59,Male,3,self_employed,1094,2,473,0,2275.24,1201.81,1530.7,609.98,25714.93,2857.79,9197.82,606.79,3173.08,895.41,0\\r\\n19987,5589,68,Male,0,self_employed,1046,2,102,,1467.54,1467.54,1467.54,1458.09,0.37,0.37,0.37,0.37,1467.54,1467.54,0\\r\\n19989,930,38,Male,0,self_employed,617,2,229,108,1889.86,6006.25,6674.37,4783.9,0.01,0.01,3931,2862.87,2058.77,8810.61,0\\r\\n19991,188,49,Male,1,self_employed,409,3,1347,20,383.06,3676.26,1497.94,907.62,357.36,1714.5,5717.91,1428.79,1591.15,2724.66,1\\r\\n19992,1713,40,Male,1,salaried,409,1,934,4,8267.15,11406.61,10197.19,3426.2,4047.91,0.3,9366.29,9614.89,11187.88,10685.47,0\\r\\n19993,6424,51,Male,0,salaried,1096,1,90,7,2251.69,3900.64,1690.14,3058.8,1429.11,14479.83,2857.69,19.9,2525,1290.4,0\\r\\n19994,4262,83,Male,0,retired,409,2,1365,5,5265.59,5583.53,5765.09,6331.23,10.11,79.26,389.99,828.57,5387.93,5683.32,0\\r\\n19995,2629,60,Female,0,self_employed,531,2,1561,13,3811.47,3421.05,3208.12,4832.92,714.47,714.47,324.06,513.67,3603.96,3107.4,0\\r\\n19996,550,53,Male,,self_employed,222,3,916,28,1799.76,1790.59,1794.1,1806.11,9.69,0.51,0.51,0.51,1799.76,1790.59,0\\r\\n19997,2922,90,,0,self_employed,1589,1,33,5,629.37,7257.19,4867.31,1607.72,303.77,37.85,6796.6,1929.23,5292.31,6766.53,1\\r\\n19998,1461,75,Male,0,retired,409,2,2092,11,1948.27,1791.28,1879.05,1656.11,230.49,115.46,301.91,226.13,1848.59,1886.6,0\\r\\n19999,1714,40,Female,0,self_employed,1096,3,1441,,4967.86,4753.58,3708.87,3166.46,0.44,0.44,0.44,0.44,4960.47,4477.08,0\\r\\n20001,1226,46,Male,2,self_employed,1096,2,1900,10,8636.72,2396.27,3376.87,3887.73,7143.49,0.63,903.04,903.04,4135.39,2546.4,0\\r\\n20002,5308,45,Male,0,self_employed,762,2,195,4,2477.62,2307.06,1980.1,1818.73,1072.11,1072.11,0.69,0.69,1713.77,2181.68,0\\r\\n20003,2461,30,Male,0,self_employed,834,2,460,196,8450.5,8450.5,7810.18,7436.95,0.27,0.27,0.27,132.7,8450.5,7688.15,0\\r\\n20004,1711,61,Female,0,salaried,1096,2,158,124,24484.85,24484.85,24803.46,32409.01,0.69,0.69,0.69,0.69,24484.85,24484.85,0\\r\\n20005,744,32,Male,0,salaried,1096,2,88,31,1155,2619.28,2006.85,8586.81,0.2,285.91,1464.49,88.75,1965.34,2388.87,0\\r\\n20006,2756,43,Male,0,self_employed,1219,2,274,3,17232.21,16836.72,15762.88,15575.88,16757.24,38033.5,17165.27,39649.79,14837.08,13114.83,0\\r\\n20007,2095,69,Female,0,self_employed,834,2,593,27,1872.8,1729.94,1628.46,921.92,143.41,286.27,0.56,0.56,1867.87,1573.26,0\\r\\n20008,879,29,Female,0,self_employed,1096,2,328,236,3303.86,3303.86,3303.86,3283.59,0.43,0.43,0.43,0.43,3303.86,3303.86,0\\r\\n20009,1773,33,Female,0,self_employed,531,2,193,9,641.48,3138.33,2406.32,4432.44,575.24,386.39,11643.53,0.67,3236.46,2322.21,0\\r\\n20010,1867,32,Male,0,self_employed,1232,1,1794,12,1776.08,1890.14,2196.02,1718.65,118.31,218.71,145.46,0.46,2069.07,2283.09,0\\r\\n20011,1228,90,,0,self_employed,1525,3,408,55,1548.15,1676.81,1726.62,1317.85,0.24,285.96,128.9,389.53,1637.07,1726.1,0\\r\\n20012,471,33,Female,,self_employed,1643,2,1326,40,1579.9,1579.9,2644.64,7607.56,0.53,500.53,0.53,879.1,1579.9,1714,1\\r\\n20013,6577,52,Male,0,self_employed,834,2,22,131,3833.86,4078.51,3651.19,3258.27,0.07,0.07,272.69,16.5,4022.04,4087.85,0\\r\\n20014,1461,40,Female,0,self_employed,531,3,2722,23,2719.19,2429.6,2583.87,9242.34,665.36,1038.21,262.2,1025.76,2820.18,2511.53,0\\r\\n20016,2279,42,Male,0,salaried,146,2,1050,290,3722.8,3865.66,4186.86,4394.82,0.17,0.17,0.17,0.17,3791.77,4348.62,0\\r\\n20017,4755,22,Male,0,student,334,2,1299,23,1996.63,1920.77,1759.25,2056.35,75.96,290.26,0.1,0.1,1983.55,1763.37,0\\r\\n20018,2598,48,Female,0,self_employed,485,3,1296,40,4564.36,4564.36,2260.21,266.43,0.1,4285.81,0.1,0.1,4564.36,1937.63,0\\r\\n20019,471,51,Male,,self_employed,1414,1,1896,42,12327.13,12644.98,12450.33,14315.62,0.21,143.07,318.06,0.21,12397.44,12566.63,0\\r\\n20020,2939,49,Male,0,salaried,1020,2,288,70,1974.38,1995.81,1998.11,2052.73,0.5,0.5,0.5,0.5,1977.33,1998.57,0\\r\\n20021,2789,68,Female,0,self_employed,468,1,175,7,5230.75,5555.09,2220.03,4883.25,10558.6,10628.86,18064.44,5129.21,2914.09,1728.07,0\\r\\n20022,1103,63,Female,0,self_employed,1020,3,1230,13,658.34,699.27,4217.76,16941.1,29411.77,545.27,29301.14,4121.07,1920.14,1249.03,1\\r\\n20023,1762,33,Female,0,salaried,146,2,622,5,1992.97,1293.55,1552.86,1341.68,1459.15,3750.31,2114.13,4967.95,1603.58,1739.81,0\\r\\n20025,655,26,Female,0,student,409,2,1442,119,4817.14,4817.14,4817.14,2527.19,0.11,0.11,0.11,0.11,4817.14,4817.14,0\\r\\n20026,1828,41,Male,0,self_employed,1111,3,278,44,1840.19,2150.12,2746.49,3218.87,0.2,714.49,310.13,3428.77,1925.69,2154.73,0\\r\\n20027,290,21,Female,0,student,574,3,1584,261,1738.49,1738.49,1738.49,1730.66,0.24,0.24,0.24,0.24,1738.49,1738.49,0\\r\\n20028,3395,42,Male,0,self_employed,953,3,470,35,2928.35,2788.35,3972.09,12443.04,0.66,453.86,0.66,0.66,2884.91,2392.32,0\\r\\n20029,3023,50,Female,2,self_employed,623,2,1228,13,23032.09,66165.29,60817.39,13719.47,129.44,0.7,43254.77,239.41,50265.5,66196.64,1\\r\\n20030,1430,30,Male,1,salaried,,3,325,0,2460.68,2126.83,1489.78,1901.57,1000.47,2143.33,952.33,944.47,1598.7,2087.85,0\\r\\n20031,366,36,Female,0,self_employed,1494,3,1703,97,485.78,778.96,2783.5,14307.77,0.61,0.61,58.09,2366.8,520.92,1748.35,0\\r\\n20032,1266,25,Male,0,self_employed,1396,2,1368,3,233.03,2726.43,1951.42,1508.57,143.59,814.81,2587.53,1216.24,548.48,2642.12,0\\r\\n20033,908,47,Male,,self_employed,1495,3,2753,349,1935.62,2007.05,2026.12,1879.98,0.51,0.51,0.51,71.94,1965.18,2034.7,0\\r\\n20034,1745,36,Male,0,self_employed,1589,2,389,73,10707.27,11291.47,9783.55,1518.23,0.17,0.17,970.09,250.17,10911.62,11369.38,0\\r\\n20035,1115,37,Female,0,salaried,1020,1,582,,2635.33,2635.33,2635.33,2618.64,0.34,0.34,0.34,0.34,2635.33,2635.33,0\\r\\n20036,977,38,Male,2,self_employed,146,2,1569,7,4412.27,0.69,1591.28,268.17,6728.75,29.67,2669.13,29.26,3920.68,0.91,1\\r\\n20037,4294,77,Male,2,self_employed,15,2,299,4,17513.04,4107.46,12006.57,16170.17,13325.06,1416.93,1335.19,12854.76,10436.96,8639.63,0\\r\\n20038,2216,90,,0,self_employed,834,2,1926,68,1292.2,1292.2,1443.02,2539.55,0.43,0.43,0.43,130.43,1292.2,1369.89,0\\r\\n20039,751,57,Male,0,self_employed,1477,2,2559,21,3475.88,2965.66,3198.13,2725.95,514.71,286.14,0.43,429,3354.83,3065.32,0\\r\\n20040,1931,75,Male,0,retired,1096,3,1067,102,11869.39,11869.39,12006.5,3122.48,0.53,0.53,0.53,0.53,11869.39,11869.39,0\\r\\n20041,312,55,Male,0,salaried,1096,3,249,67,742.76,742.76,2356.58,5763.75,0.67,0.67,0.67,0.67,742.76,742.76,1\\r\\n20043,2144,69,Male,0,self_employed,,2,1517,38,12196.71,12204.37,12193.08,12105.82,0.07,23.49,0.07,0.07,12200.14,12192.4,0\\r\\n20045,1318,36,Female,0,self_employed,1020,3,84,161,13202.39,13202.39,14848.31,15591.58,0.19,0.19,0.19,4571.61,13202.39,14494.55,0\\r\\n20046,1073,46,Male,0,salaried,575,2,1202,19,358.12,167.49,1508.24,5567.57,2227.94,1964.87,7751.6,2857.73,1405.44,1405.97,0\\r\\n20047,453,24,Male,0,self_employed,625,3,1699,3,815.54,444.27,1630.21,125.75,1528.99,928.99,1157.56,1228.99,692.97,256.52,1\\r\\n20048,3151,62,Male,0,self_employed,1096,2,614,3,13527.64,14286.92,12684.43,11529.13,1017.97,3255.64,1498.69,0.11,14380.64,12572.04,0\\r\\n20049,2784,74,Male,0,retired,146,1,1208,0,6043.06,5645.62,3901.74,3305.1,2143.81,480.68,2714.99,0.7,3992.28,4151.86,0\\r\\n20050,5313,54,Male,2,salaried,1195,2,55,18,7121.81,6621.81,6731.01,6580.29,500.01,0.01,0.01,0.01,6949.4,6621.81,0\\r\\n20051,651,29,Male,2,self_employed,488,2,1893,17,2778.56,1349.99,1645.56,1268.16,1428.64,0.07,0.07,0.07,2236.69,1349.99,0\\r\\n20052,2040,61,Male,0,self_employed,409,2,293,20,2421.9,2164.75,2587.81,3521.21,257.81,0.67,0.67,572.1,2350.96,2593.33,0\\r\\n20053,1584,36,Male,2,self_employed,1110,2,2007,7,1450.67,3472.7,2328.96,4189.06,714.96,21692.1,2736.99,19548.97,2779.25,3094.64,0\\r\\n20054,4125,22,Male,0,self_employed,15,3,48,,3615.39,3615.39,3615.39,3592.48,0.06,0.06,0.06,0.06,3615.39,3615.39,0\\r\\n20055,3855,44,Male,3,salaried,531,2,153,,20465.48,20144.05,20030.12,19468.46,0.46,0.46,0.46,0.46,20310.31,19957.42,0\\r\\n20057,2383,79,Female,0,self_employed,1076,1,1246,23,3475.87,3398.16,3272.07,1901.04,200.54,71.97,122.83,0.54,3481.19,3356.68,0\\r\\n20058,237,36,Female,4,self_employed,977,2,2243,89,9056.73,9056.73,9010.65,4762.98,0.59,0.59,0.59,0.59,9056.73,9056.73,0\\r\\n20059,2727,45,Male,0,salaried,1020,2,455,53,124.62,5104.92,4458.58,1404.56,0.16,2857.3,2222.49,24.19,3672.8,4576.38,1\\r\\n20060,3042,56,Male,0,self_employed,1046,3,502,45,1710.43,13527.56,6889.16,6428.27,0.21,7143.07,13027.64,0.21,3821.3,11601.43,0\\r\\n20061,6615,54,Male,3,salaried,334,1,10,19,2485.18,4777.45,3857.96,2020.92,71.97,71.97,4304.87,3002.39,2834.26,6386.18,1\\r\\n20062,1066,78,Male,3,self_employed,1020,2,60,0,1085.93,2093.28,1911.94,3514.2,2051.84,1965.7,1950.76,472.5,1202.65,1139.1,0\\r\\n20063,3828,47,Male,2,self_employed,1232,2,474,7,152191.24,149457.54,110262.67,39381.94,3828.3,29128.4,589.03,0.47,149896.83,146870.1,0\\r\\n20064,5873,40,Male,0,,334,2,4,314,6108.19,6080.61,6445.09,7149.51,0.53,0.53,0.53,956.23,6085.9,6295.07,0\\r\\n20065,3070,42,Male,0,self_employed,578,2,631,3,11347.49,8180.26,6959.58,6514.51,4217.51,7302.56,432.51,1429.14,10112.42,6929.16,0\\r\\n20066,951,90,,,self_employed,1494,2,1007,350,461.47,461.47,2519.39,274.75,0.59,0.59,0.59,32143.44,392.51,6922.64,1\\r\\n20067,3598,81,Female,0,retired,334,2,141,13,19370.96,15620.45,19449.95,11291.34,3744.9,0.46,0.46,5714.74,18289.13,18675.74,0\\r\\n20068,1187,41,Female,0,self_employed,409,2,92,20,1428.89,1428.89,1734.99,1160.26,574.6,1096.13,0.31,0.31,1547.7,1975.72,1\\r\\n20069,772,22,Male,0,self_employed,1154,2,1419,4,2450.26,2531.25,2585.93,2982.63,17.73,9.32,116.04,63.72,2486.67,2541.52,0\\r\\n20070,810,47,Female,0,salaried,1096,2,129,28,2519.54,2641.09,2558.03,2638.64,11.59,0.23,133.14,69.83,2588.85,2673.09,0\\r\\n20071,2095,26,Female,0,student,1597,2,737,74,1323.13,2451.7,2496.7,2267.49,0.1,0.1,1428.67,0.1,2594.55,2530.5,0\\r\\n20072,4458,40,Male,0,self_employed,1020,3,133,,5968.05,4290,4324.95,3053.91,0.44,0.44,0.44,0.44,5166.1,4235.07,0\\r\\n20073,2962,41,Male,2,salaried,1275,3,985,24,1494.55,1818.36,1829.67,2504.75,8787.31,0.66,8581.68,0.66,1900.66,1514.21,0\\r\\n20074,1458,31,Female,0,self_employed,1546,3,2616,100,978.61,1878.68,2128.54,-2514.1,0.21,0.21,1471.71,914.57,1318.03,1995.28,1\\r\\n20075,310,75,Female,,self_employed,334,2,1864,23,3251.36,1108.5,1797.55,505.95,2143.36,1429.07,0.5,1500.54,2734.12,1933.4,1\\r\\n20078,228,48,Female,0,self_employed,905,2,606,28,308.94,18574.23,13279.73,1471.1,17572.01,0.59,36081.44,1655.69,2713.07,18832.29,0\\r\\n20079,935,31,Male,0,self_employed,646,2,397,35,14757.07,24875.34,26115.48,24043.5,0.17,13241.09,22428.74,16828.74,18388.55,27339.52,0\\r\\n20080,2391,84,Male,0,retired,1180,3,1583,,10771.37,10771.37,10771.37,10765.44,0.37,0.37,0.37,0.37,10771.37,10771.37,0\\r\\n20081,2884,45,Male,0,self_employed,1020,1,182,9,5530.44,7393.99,3944.54,1977.1,2137.09,3848.79,4138.2,2071.8,5157.32,6162.19,0\\r\\n20082,5497,53,Male,5,self_employed,1546,3,3735,188,1393.52,1436.38,1611.12,2143.4,0.5,0.5,43.36,314.79,1430.47,1585.69,0\\r\\n20083,682,58,Female,0,retired,837,3,3527,56,19991.55,20127.3,19517.4,17984.66,0.59,3128,136.34,296.96,20004.85,20513.51,0\\r\\n20084,2679,69,Male,0,retired,288,3,462,208,1557.18,1585.75,2428.55,3023.11,0.16,0.16,28.73,1428.73,1577.87,2691.74,0\\r\\n20085,3087,62,Male,0,salaried,7,2,1276,0,1644.88,1344.77,1541.82,3941.24,1764.87,242.87,1207.61,705.51,1410.6,1525.43,0\\r\\n20086,1422,59,Male,0,self_employed,,2,130,0,6454.83,7709.16,11152.97,9168.24,12642.47,2572.03,14827.07,6446.24,7794.67,9502.2,0\\r\\n20087,888,25,Male,0,student,1232,3,182,7,944.92,2886.35,2919.41,3037.57,0.56,0.44,1913.16,677.88,1839.33,3174.76,1\\r\\n20088,1906,34,Female,0,self_employed,1180,2,1311,52,3598.13,3940.98,4530.04,3119.07,0.46,629.03,486.17,171.89,3734.09,4120.91,0\\r\\n20089,3384,33,Male,1,self_employed,409,2,1086,4,3672.75,4717.12,4829.48,5355.87,1461.37,1359.23,614.14,835.87,4115.68,5111.79,0\\r\\n20090,861,58,Male,3,salaried,1474,3,1012,23,11029.78,10043.24,12858.58,24472.14,3451.99,3451.97,2329.39,4857.17,11492.2,13583.77,0\\r\\n20091,2779,34,Female,0,self_employed,1046,1,102,,11375.61,11375.61,11268.08,8091.76,0.63,0.63,0.63,0.63,11375.61,11375.61,0\\r\\n20092,1135,44,Male,0,self_employed,575,3,1718,167,3749.71,3749.71,3891.03,4011.43,0.26,0.26,0.26,285.97,3749.71,3887.96,0\\r\\n20093,2534,56,Male,0,salaried,664,3,413,10,1757.87,3944.2,3131.58,1351.95,803.14,0.26,3416.78,94.44,2852.58,4024.85,1\\r\\n20094,2226,77,Male,0,retired,1020,3,1451,70,7558.83,3938.51,4520.96,2487.21,0.07,0.07,714.36,714.36,5167.32,4076.76,1\\r\\n20096,4757,61,Male,0,salaried,766,3,1525,26,6290.28,394.25,2785.28,391.6,10266.03,0.59,5043.44,0.59,7567.35,394.25,0\\r\\n20097,541,26,Male,0,salaried,1232,1,1,11,24516.65,22767.41,22830.23,19339.87,2487.61,2569.91,4017.14,1207.45,23376.41,22805.72,0\\r\\n20098,2721,50,Female,0,salaried,1400,3,869,67,1777.79,1777.79,1768.96,1681.31,0.17,0.17,0.17,0.17,1777.79,1777.79,0\\r\\n20099,1554,57,Male,1,self_employed,1338,3,1974,42,100063.31,111742.36,104022.98,95119.96,0.04,8428.61,11679.1,13252.8,103053.52,112789.83,1\\r\\n20100,1166,22,Female,0,student,1629,3,1448,346,5617.24,12760.09,10379.14,12679.26,0.61,0.61,7143.47,0.61,5617.24,12760.09,0\\r\\n20101,5962,68,Male,0,self_employed,15,2,33,1,6679.84,4002.95,2922.88,2046.37,2468.63,2969.11,86.24,543.39,5303.39,2412.25,0\\r\\n20102,625,37,Male,,self_employed,185,3,1054,95,6758.93,6756.98,6358,2613.64,0.57,0.57,0.57,0.57,6758.19,6756.98,0\\r\\n20103,2097,26,Male,0,self_employed,491,1,1466,95,5956.13,5098.99,5365.54,5455.8,0.2,0.2,0.2,0.2,5128.54,5098.99,0\\r\\n20104,823,32,Female,,self_employed,630,3,2140,6,1748.26,1448.26,1472.39,1088.55,300.04,0.04,0.04,0.04,1520.67,1448.26,0\\r\\n20105,937,30,Female,0,self_employed,289,3,1769,194,5023.3,5023.3,5023.3,5805.92,0.47,0.47,0.47,0.47,5023.3,5023.3,1\\r\\n20106,3162,35,Female,0,self_employed,363,2,729,,31518.59,31518.59,31688.48,33747.69,0.03,0.03,0.03,468.73,31518.59,31637.12,0\\r\\n20107,2647,57,Male,0,self_employed,1002,2,1111,11,13849.78,11548.01,10981.25,8154.81,2214.69,2143.4,0.4,0.4,13110.75,10620.76,0\\r\\n20108,4375,40,Male,2,self_employed,1020,2,288,14,2124.66,2094.68,2568.46,3822.06,1473.26,1561.19,1186.3,1752.74,2246.36,2384.32,0\\r\\n20109,1503,36,Female,0,self_employed,968,2,2123,143,10215.01,10215.01,10254.95,9668.29,0.51,0.51,0.51,0.51,10215.01,10215.01,0\\r\\n20110,2334,67,Female,0,self_employed,552,2,963,10,10980.55,1186.55,2434.57,2652.19,9846.77,319.06,0.41,534.86,5034.43,1291.2,0\\r\\n20111,521,31,Female,,self_employed,575,2,2549,237,11590.64,11590.64,11710.7,11769.33,0.56,0.56,0.56,300.56,11590.64,11822.9,0\\r\\n20112,5590,64,Male,0,self_employed,1020,1,86,178,2315.88,2315.88,2314.46,2072.57,0.26,0.26,0.26,0.26,2315.88,2315.88,0\\r\\n20113,539,51,Male,2,self_employed,146,3,261,83,2667.09,2667.09,2662.61,2553.08,0.37,0.37,0.37,0.37,2667.09,2667.09,0\\r\\n20114,623,61,Female,0,self_employed,834,2,2788,30,3551.44,3694.3,3586.82,2733.03,0.06,857.2,0.06,428.63,3679.52,3551.95,1\\r\\n20115,3066,68,Female,0,self_employed,834,2,460,193,2440.74,2440.74,2440.74,2425.32,0.31,0.31,0.31,0.31,2440.74,2440.74,0\\r\\n20116,2922,50,Male,0,self_employed,1614,3,3000,4,8238.73,1380.39,2593.43,1688.51,11830.14,662.51,5400.37,357.51,4222.19,1224.66,0\\r\\n20117,1296,28,Male,0,self_employed,656,2,1397,32,1703.29,2681.58,3272.2,2420.69,0.03,262.8,1305.3,848.37,2462.53,3590.59,1\\r\\n20119,2711,76,Female,0,self_employed,334,1,323,,632.34,1387,1781.31,1815,0.04,0.04,22142.9,0.04,2568.29,1387,0\\r\\n20120,2013,37,Female,0,salaried,1096,3,581,30,2720.19,2713.59,2706.26,2658.51,0.47,11.67,0.47,1.59,2716.37,2704.1,0\\r\\n20121,4469,44,Male,0,self_employed,1621,3,1375,0,15399.97,3541.46,2709.19,5806.46,14290.96,4316.91,1368.74,3885.23,2969.91,2378.55,0\\r\\n20122,2129,27,Male,1,self_employed,621,2,8,144,1756.08,1992.31,2130.7,2367.66,0.57,0.57,172.55,55.46,1830.23,2036.7,0\\r\\n20125,3367,44,Female,0,self_employed,1232,2,149,,4310.44,4301.11,4301.57,4496.71,0.5,0.5,0.5,0.5,4302.51,4301.11,0\\r\\n20126,2687,48,Male,0,self_employed,575,2,90,45,5714.53,5716.23,5737.92,7505.05,0.56,786.27,0.56,786.53,5715.25,5731.23,0\\r\\n20127,6465,74,Male,0,retired,623,2,353,95,9805.87,9508.06,8428.06,4845.15,0.5,0.5,74.11,287.63,9538.98,9129.94,0\\r\\n20128,4331,61,Female,0,self_employed,59,2,257,9,7209.6,598.81,1854.3,3518.27,15670.97,11093.47,9132.76,11214.9,2580.56,449.81,0\\r\\n20129,1195,30,Female,0,self_employed,1180,1,116,208,2504.51,2504.51,2504.51,2489.58,0.1,0.1,0.1,0.1,2504.51,2504.51,0\\r\\n20130,2501,42,Male,0,self_employed,1020,1,182,5,2599.22,38967.16,21881.81,11595.56,39383.24,166748.24,68214.95,100910.83,32444.34,20590.27,0\\r\\n20131,199,26,Male,1,self_employed,630,2,2000,139,174.39,86.78,2049.93,4048.03,0.49,0.49,0.49,4286.2,147.2,1611.66,1\\r\\n20132,297,90,Male,,,1481,3,982,11,91617.96,103990.39,80735.79,37995.18,1350.29,22402.46,13722.71,1116.91,99597.88,84451.54,0\\r\\n20133,1658,46,Male,0,self_employed,1232,2,633,18,161.24,311.31,4070.77,1931.34,15444.5,0.43,15938.14,0.43,10021.31,506.67,1\\r\\n20134,1735,38,Female,0,self_employed,1636,3,2352,167,6231.04,15593.99,5100.49,1753.53,0.29,0.29,5110.17,300.29,8415.51,4746.43,0\\r\\n20135,899,41,Male,,self_employed,776,2,2344,262,6959.33,6959.33,7053.39,9007.11,0.13,0.13,0.13,0.13,6959.33,6959.33,0\\r\\n20136,565,33,Female,0,self_employed,575,2,622,278,3714.17,3685.6,3746.23,3725.61,0.13,0.13,0.13,92.11,3713.18,3747.91,0\\r\\n20137,3408,36,Male,2,self_employed,1096,3,325,58,1796.31,1645.06,1631.24,2055.59,0.41,20.99,461.06,713.91,1747.28,1523.37,0\\r\\n20138,910,63,Female,0,self_employed,,2,1349,,1853.07,1853.07,1853.07,1839.54,0.54,0.54,0.54,0.54,1853.07,1853.07,0\\r\\n20139,590,46,Male,7,self_employed,1436,2,1125,91,4606.43,4840.65,4868.12,1916.27,0.29,0.29,234.5,234.5,4638.74,4870.87,0\\r\\n20140,418,52,Male,,self_employed,1020,1,79,21,15231.69,15204.55,15731.27,12039.4,3148.63,3235.63,1520.91,2894.07,15786.76,15495.85,1\\r\\n20141,329,30,Female,0,self_employed,1271,3,101,329,1457.33,1457.33,1457.33,1448.1,0.11,0.11,0.11,0.11,1457.33,1457.33,0\\r\\n20142,709,35,Female,2,self_employed,,3,1854,18,1903.56,1742.87,2480.95,5083.42,509.81,991.24,1825.14,1373.37,1973.5,1896.98,0\\r\\n20143,1581,66,Male,0,retired,1220,3,1994,93,2870.81,2870.81,2892.62,1701.45,0.33,0.33,0.33,0.33,2870.81,2870.81,0\\r\\n20145,1847,37,Female,0,salaried,578,3,758,73,3885.44,4128.3,3988.87,2172.17,0.46,0.46,386.17,571.89,3902.19,4034.75,0\\r\\n20146,4918,65,Male,0,self_employed,1150,2,61,0,10324.92,10324.92,10282.67,7384.63,1058.96,71.74,0.31,0.31,10324.92,10269.62,0\\r\\n20148,748,25,Male,0,student,50,3,673,0,12220.36,10970.47,9953.24,4876.54,1810.9,2874.31,561.02,270.5,11494.87,9884.4,0\\r\\n20149,1251,39,Female,0,self_employed,1020,3,414,16,1359.15,93.53,1627.49,1085.1,10431.54,5107.89,11923.07,5929.2,2230.04,868.69,1\\r\\n20150,3331,11,Male,0,student,1096,2,1665,105,1762.07,1747.79,1738.83,1567.41,0.46,0.46,0.46,0.46,1752.71,1739.03,0\\r\\n20151,327,37,Male,,salaried,1576,3,4249,0,1673.24,5683.09,3364.62,971.85,2122.07,4486.36,5322.07,3750.64,2663.25,5078.03,0\\r\\n20152,6382,82,Male,0,retired,318,1,35,0,5418.67,5369.45,6350.84,5925.08,8.67,6152.76,0.61,0.61,5401.6,6665.5,0\\r\\n20153,7147,87,Male,0,salaried,1020,1,240,0,61594.03,90108.69,61023.54,46916.47,32589.93,146176.47,18598.37,81796.98,57335.38,54666.06,0\\r\\n20154,1849,38,Male,0,self_employed,751,2,138,4,6298.35,6247.13,4516.57,1292.91,53.4,3429.11,0.54,0.54,6255,5353.12,0\\r\\n20155,2182,48,Male,0,self_employed,623,2,1626,35,9091.88,12977.45,15466.75,17314.88,0.43,714.71,8314.57,6000.43,12658.25,15392.19,0\\r\\n20156,2629,40,Male,1,salaried,146,3,353,13,4297.04,4298.58,4468.27,532.08,1143.63,1542.69,1737.1,3064.34,4394.56,5466.99,0\\r\\n20157,1128,39,Male,0,self_employed,745,2,1475,,9115.72,9127.48,9141.46,9172.67,0.1,0.1,0.1,0.1,9128.72,9139.64,0\\r\\n20158,2854,32,Male,0,salaried,15,1,299,25,53745.86,53746.66,53774.36,38544.86,714.86,0.57,1.29,0.57,54041.86,53746.66,0\\r\\n20159,1017,18,Female,0,student,,2,1936,,3774.01,3774.01,3774.01,3750.11,0.7,0.7,0.7,0.7,3774.01,3774.01,0\\r\\n20160,950,9,Male,0,student,794,3,1690,45,5940.83,5940.83,5629.77,4808.52,0.67,643.53,0.67,0.67,5940.83,5650.51,0\\r\\n20161,4820,41,Male,0,self_employed,514,3,190,,2123.35,2123.35,2123.35,2109.56,0.17,0.17,0.17,0.17,2123.35,2123.35,0\\r\\n20162,659,43,Male,0,salaried,1020,2,16,238,8872.03,14443.46,13650.63,11189.34,0.03,0.03,5714.31,19.99,12177.45,14426.48,0\\r\\n20163,2707,46,Male,1,self_employed,623,2,42,9,4725.27,4245.23,6558.42,5114.23,480.46,7143.27,0.41,25000.41,4410.76,7743.88,0\\r\\n20164,1447,56,Female,0,self_employed,834,3,452,95,4815.42,4815.42,4815.42,1526.33,0.44,0.44,0.44,0.44,4815.42,4815.42,0\\r\\n20165,3050,49,Male,0,self_employed,574,2,641,86,2241.64,2241.64,2239.68,1051.95,0.51,0.51,0.51,0.51,2241.64,2241.64,0\\r\\n20166,3936,72,Male,0,self_employed,1020,2,423,18,3365.64,3109.27,3637.32,3766.2,194.97,636.99,169.97,1388.5,3297.35,3535.13,0\\r\\n20167,4186,60,Female,0,self_employed,575,1,44,38,73597.55,73842.19,80937.41,15464.6,0.16,21803.39,1230.5,27161.71,73719.99,91764.79,0\\r\\n20168,2604,50,Male,0,salaried,241,2,1257,,9143.22,9140.91,8219.82,5138.42,0.24,0.24,0.24,0.24,9142.9,9024.6,0\\r\\n20169,212,19,Female,0,student,409,1,193,146,3511.19,10654.05,9699.73,7039.44,0.07,0.07,7142.93,0.07,7944.69,10575.04,0\\r\\n20170,1983,24,Male,1,salaried,409,3,392,108,289.95,1777.32,1730.5,3739.78,0.04,0.04,1442.27,671.91,769.29,1925.96,1\\r\\n20172,4653,48,Male,1,self_employed,1477,3,415,4,7146.08,7715.67,8939.25,11852.26,143.47,1.43,713.06,2475.37,7410.17,9138.78,0\\r\\n20173,485,30,Male,0,self_employed,415,2,947,9,334.79,3182.91,4981.34,11256.28,1064.97,1429.26,3857.83,1429.26,2092.83,3678.56,0\\r\\n20174,4224,54,Male,2,self_employed,1033,2,344,27,724.63,3809.68,2515.7,130.69,772.49,19875.61,3857.54,16214.69,2505.88,4892.46,0\\r\\n20175,474,26,Male,0,self_employed,623,2,1041,23,6574.61,6298.79,6234.65,5217.96,324.59,241.01,46.5,0.3,6562.57,6181.8,0\\r\\n20176,259,55,Female,0,salaried,409,2,708,81,5641.34,5895.46,6928.24,4767,0.51,0.51,254.63,0.51,5650.11,5895.46,0\\r\\n20177,3964,65,Male,0,retired,904,3,78,0,17242.95,16674.88,16619.5,15799.13,837.88,118.39,0.39,0.39,16940.93,16443.07,0\\r\\n20178,1844,42,Male,3,salaried,146,3,1757,38,914.75,1676.52,2020.05,2232.31,0.29,1428.86,245.69,0.29,1566.93,1690.76,0\\r\\n20179,361,16,Female,,student,958,3,3198,111,1481.89,1481.89,1481.89,1267.87,0.14,0.14,0.14,0.14,1481.89,1481.89,0\\r\\n20180,2618,52,Female,0,self_employed,623,3,368,7,4837.11,3021.1,2852.65,1180.8,7147.25,214.81,10953.3,884.5,6448.71,1902.62,0\\r\\n20181,2314,50,Male,3,self_employed,,3,1856,186,3896.27,3824.84,3857.68,4023.47,0.09,0.09,0.09,0.09,3851.94,3824.84,0\\r\\n20182,986,63,Male,0,salaried,834,2,693,6,15256.42,14966.18,14043,11364.54,4216.36,4617.5,5419.73,143,16281,12880.8,0\\r\\n20183,2732,47,Male,2,salaried,1020,2,592,0,3380.6,2783.49,1949.21,665.54,23224.49,3576.3,7939.88,3478.25,4424.64,585.67,1\\r\\n20184,874,48,Male,0,self_employed,,2,2099,94,8268,8473.15,8477.44,7664.92,0.16,0.16,0.16,0.16,8416.56,8501.2,0\\r\\n20185,280,30,Male,0,self_employed,531,3,1266,245,4089.01,4289.01,4282.46,4494.91,0.36,0.36,200.36,57.5,4134.33,4306.53,0\\r\\n20186,404,31,Male,3,self_employed,409,3,11,181,2104.89,2119.18,2251.96,3642.76,0.56,0.56,0.56,0.56,2115.24,2128.85,0\\r\\n20187,1616,55,Female,0,self_employed,598,1,2210,17,17008.45,17191.87,17480.81,17931.54,1245.23,485.79,1428.64,789.01,17388.69,17272.94,0\\r\\n20188,4217,44,Male,2,self_employed,1111,3,119,25,5691.56,1373.33,2065.05,1385.08,4814.94,0.13,907.33,550.19,4882.41,644.19,0\\r\\n20189,3209,50,Male,0,self_employed,953,3,470,116,5443.93,5443.93,5477.15,5683.02,0.21,0.21,0.21,64.99,5443.93,5461.74,0\\r\\n20190,3108,68,Female,0,self_employed,342,1,72,108,2065.81,2568.09,2647.92,1147.31,0.36,0.36,502.64,0.36,2152.41,2568.09,0\\r\\n20191,4720,60,Male,2,salaried,193,2,169,6,5128.38,4581.42,4703.08,3738.46,124.06,133.91,0.5,0.5,5099.34,4571.52,0\\r\\n20192,2532,8,Male,0,student,1020,1,16,,5221.37,5221.37,2905.59,1491.63,0.36,0.36,0.36,0.36,5221.37,1924.98,0\\r\\n20193,4088,53,Male,0,self_employed,578,3,399,115,1339.08,1339.08,1477.33,1678.37,0.27,0.27,0.27,0.27,1339.08,1339.08,0\\r\\n20194,2804,64,Male,0,self_employed,1034,2,65,35,1924.96,2590.48,2001.89,1817.6,0.61,714.9,0.61,0.61,2016.83,2076.46,0\\r\\n20195,1410,50,Female,2,self_employed,409,2,614,0,2396.75,2525.59,1915.24,1391.51,28699.66,8206.73,42733.23,14537.89,2530.89,1693.16,0\\r\\n20196,1060,29,Male,0,self_employed,1096,1,11,13,8.71,53.63,1964.57,3625.54,47,13850.86,1056.2,15639.23,426.96,5094.98,1\\r\\n20197,1277,41,Male,0,salaried,623,2,1996,,4858.54,4858.54,4858.54,4827.76,0.09,0.09,0.09,0.09,4858.54,4858.54,0\\r\\n20198,282,53,Female,,self_employed,98,2,372,275,34101.88,34791.1,34667.78,35122.86,0.03,0.03,260.67,92.89,34128.99,34854,1\\r\\n20199,2869,47,Female,0,self_employed,1096,1,89,286,1443.15,1443.15,1464.52,1245,0.57,0.57,0.57,0.57,1443.15,1514.17,0\\r\\n20200,2967,28,Female,0,student,409,3,120,64,621.32,621.32,6151.07,2559.57,0.43,0.43,0.43,16429,621.32,14930.07,1\\r\\n20201,5493,47,Female,0,self_employed,1046,2,102,47,639.07,639.07,1566.75,4393.04,0.7,857.84,0.7,1429.27,639.07,1393.21,0\\r\\n20202,1332,56,Male,1,self_employed,656,3,2766,0,949.3,1659.02,1920.12,2931.81,1428.66,0.09,852.66,428.66,1317.79,2170.58,0\\r\\n20204,5450,56,Female,0,salaried,1020,2,114,0,1573.73,1573.07,1634.39,1745.5,144.6,0.41,71.84,143.27,1531.22,1623.76,0\\r\\n20205,4000,46,Male,0,self_employed,43,2,310,11,7279.1,6178.88,6657.62,5531.92,1143.04,0.19,42.81,43.16,6602.08,6366.82,0\\r\\n20206,1766,46,Female,0,salaried,334,3,1254,0,2670.76,2112.43,2324.58,1911.45,440.2,0.64,286.64,572.07,2057.78,2304.11,0\\r\\n20207,2842,84,Male,0,salaried,334,1,206,27,13118.25,12844.5,12791.53,11900.06,443.34,443.34,167.09,84.21,13190,12764.4,0\\r\\n20208,2516,55,Female,0,self_employed,133,3,366,352,5744.04,7044.04,6834.84,8950.73,0.27,0.27,1300.27,0.27,6416.45,7044.04,0\\r\\n20209,427,59,Male,0,self_employed,1096,2,438,,1444.4,39334.7,34746.03,50949.86,0.23,0.23,37890.53,10000.23,11974.22,41592.76,1\\r\\n20210,2309,21,Female,0,student,44,2,17,23,2340.67,2163.53,2034.21,1854.23,177.67,0.53,0.53,0.53,2310.13,1914.68,0\\r\\n20211,1812,59,Male,5,self_employed,1494,3,1702,28,5210.23,3067.37,3273.16,1036.91,2143.53,714.96,0.67,0.67,5136.34,2975.21,0\\r\\n20212,4779,55,Female,0,self_employed,1020,2,114,76,2695.94,2730.03,2692.35,2270.1,0.54,0.54,0.54,0.54,2723.31,2792.54,0\\r\\n20213,4014,34,Female,0,self_employed,1020,1,322,26,1503.16,12455.27,7577.4,7184.44,714.63,2336.06,3161.2,5314.63,2427.68,13385.03,1\\r\\n20214,1069,65,Male,0,self_employed,1460,2,2940,31,466.09,4038.33,2252.04,101.95,0.63,3494.23,3572.06,4286.34,2461.64,2399.29,1\\r\\n20215,3060,83,Male,0,retired,1096,2,586,23,6070.45,5673.94,5017.59,4452.56,1383.71,2476.63,987.2,2547.2,6087.11,4879.31,0\\r\\n20216,4622,75,Male,0,retired,1084,3,540,35,8233.84,8001.04,8642.1,8431.05,0.31,44.3,255.46,2792.49,8303.28,8366.1,0\\r\\n20217,1761,68,Female,0,self_employed,575,1,572,48,4001.98,6370.91,9129.08,11304.65,0.7,7143.56,2012.49,10834.54,5659.55,10740.04,0\\r\\n20218,2794,70,Male,0,self_employed,245,2,204,52,1657.62,1657.62,1656.38,1644.1,0.6,3.64,0.6,0.6,1657.62,1656.94,0\\r\\n20220,2820,39,Female,0,salaried,1096,3,328,56,9893.96,9893.96,9890.28,9641.05,0.39,282.89,0.39,214.67,9893.96,10002.67,0\\r\\n20221,1439,33,Male,1,self_employed,611,3,2175,63,4220.36,4775.08,5189.97,5823.84,0.66,0.66,555.37,555.37,4296.88,5174.94,1\\r\\n20222,662,25,Male,0,student,61,3,3266,35,8511.47,8519.65,6827.78,9121.29,0.01,2857.16,0.01,0.01,8513.16,6307.67,0\\r\\n20223,989,77,Male,0,retired,447,3,989,112,1645.94,1642.41,1643.06,1821.35,0.41,0.41,0.41,0.41,1645.09,1642.41,0\\r\\n20224,3597,41,Male,0,self_employed,,3,384,12,7031.71,5845.99,6178.85,6346.54,1186.1,0.39,0.39,0.39,6521.36,5845.99,0\\r\\n20225,680,31,Male,0,self_employed,,1,1422,60,71.84,71.84,4194.69,15470.1,0.4,0.4,0.4,0.4,71.84,71.84,1\\r\\n20226,1256,31,Female,1,self_employed,409,3,1261,41,1823.93,2321.84,1470.06,835.71,0.11,1857.26,0.11,0.11,1937.62,1417.61,0\\r\\n20227,2313,32,Male,0,self_employed,762,3,1434,88,2229.41,2220.31,2228.55,1410.59,0.19,0.19,14.28,16.36,2234.95,2223.03,0\\r\\n20228,1193,32,Male,0,salaried,334,3,1587,18,2811.62,1338.9,1504.47,447.07,3136.39,1572.1,1663.67,564.94,3787.94,382.21,1\\r\\n20229,4109,37,Male,0,salaried,26,2,221,30,4108.81,4180.24,4232.33,4282.83,0.59,1.89,0.59,6.24,4165.46,4236.99,0\\r\\n20230,2186,85,Male,0,retired,61,2,1313,87,5262.87,5292.44,5292.69,5324.85,0.63,0.63,30.2,0.63,5265.93,5292.44,0\\r\\n20231,2499,33,Female,0,student,1002,2,1111,194,1710.67,1710.67,1710.67,1704.48,0.11,0.11,0.11,0.11,1710.67,1710.67,0\\r\\n20232,1049,51,Male,0,self_employed,1181,2,1649,115,47492.75,47489.36,48270.85,49092.97,0.3,0.3,0.3,0.3,47490.29,48445.49,0\\r\\n20233,866,37,Male,3,self_employed,623,3,1990,23,14537.85,5642.01,7968.86,5939.1,13550.24,0.24,4654.4,2011.54,13561.92,5756.36,1\\r\\n20234,896,29,Male,0,self_employed,1020,3,1027,104,1307.1,1946.77,1627,1441.74,0.16,0.16,0.16,25.29,1274.17,1636.37,0\\r\\n20235,671,38,Male,0,salaried,1111,2,2649,0,30997.58,33780.43,31443.32,33533.86,2862.96,2836.47,4945.81,1775.99,30544.76,32065.67,0\\r\\n20236,1294,44,Female,0,salaried,161,3,209,341,1753.49,1753.49,1753.49,1322.64,0.3,0.3,0.3,0.3,1753.49,1753.49,0\\r\\n20237,524,35,Male,0,self_employed,1096,2,933,4,1976.39,1405.12,1438.57,1907.21,572.11,0.69,0.84,118.5,1513.46,1469.67,0\\r\\n20238,1664,37,Male,0,self_employed,1096,3,1070,248,8230.25,8228.02,8228.55,8237.24,0.09,0.09,0.09,0.09,8228.95,8225.17,0\\r\\n20239,1337,53,Female,0,self_employed,906,3,1695,,2096.8,2096.8,2096.8,2083.52,0.39,0.39,0.39,0.39,2096.8,2096.8,0\\r\\n20240,688,42,Female,,self_employed,810,3,1914,200,1488.87,1503.15,1511.64,1551.49,0.59,0.59,0.59,0.59,1497.73,1511.45,0\\r\\n20241,5198,90,Female,0,retired,1232,2,149,54,11696.21,11261.83,8406.33,4797.8,0.26,9307.86,285.97,1000.26,11642.32,10460.33,0\\r\\n20242,2929,20,Female,0,student,1525,3,80,67,4535.45,5066.28,4820.94,3098.43,0.29,0.29,588.26,2577.43,4606.05,5655.87,0\\r\\n20243,2909,44,Male,0,salaried,1326,2,657,3,1893.35,2228.56,3480.79,3589.21,1.6,13.8,531.42,1891.99,2371.77,3366.08,1\\r\\n20244,3027,74,Male,0,retired,146,2,140,199,3242.49,3319.29,2597.13,2898.17,0.66,0.66,248.89,102.36,3190.04,2480.42,0\\r\\n20246,4170,57,Female,0,self_employed,1020,1,79,38,2474.71,5751.41,4987.61,4798.77,0.47,183.87,0.47,0.47,4169.55,5600.36,0\\r\\n20247,2350,33,Male,0,salaried,1020,2,13,0,4678.64,4460.92,3822.82,4144.98,859.17,1291.43,470.56,697.03,4110.53,3240.69,0\\r\\n20248,2393,34,Male,0,salaried,905,1,1832,5,6132.39,159.92,1465.07,596.3,2105.64,3670.81,15433.56,15989.41,3121.92,630.24,0\\r\\n20249,2285,55,Male,0,salaried,1020,3,1799,44,3729.08,3726.82,3522.13,983.11,0.49,625.63,0.49,69.49,3728.69,3407.9,0\\r\\n20250,1969,7,Male,0,student,1525,1,38,,2650.09,2650.09,2650.09,2633.3,0.51,0.51,0.51,0.51,2650.09,2650.09,0\\r\\n20251,899,42,Female,,self_employed,102,3,713,30,2988.83,3017.4,3065.08,3098.34,0.5,59.1,57.64,193.36,2992.77,3050.82,0\\r\\n20252,1452,34,Male,0,salaried,1643,2,2101,74,2581.2,2588.34,2584.48,1115.16,0.7,0.7,7.84,4.49,2582.18,2589.2,0\\r\\n20253,824,33,Female,0,self_employed,1494,3,1706,,4361.97,4361.97,4361.97,4548.54,0.37,0.37,0.37,0.37,4361.97,4361.97,0\\r\\n20254,2685,23,Male,0,student,1020,3,159,234,4.03,4.03,1615.28,2450.63,0.07,0.07,0.07,3051.69,4.03,1829.02,1\\r\\n20255,1328,17,Female,0,student,1020,2,321,74,3756.66,3756.66,3292.44,2469.33,0.41,0.41,0.41,0.41,3756.66,3133.62,0\\r\\n20256,1484,78,Female,0,self_employed,1020,3,321,65,2789.7,3601.04,3448.9,3754.75,0.61,0.61,43.47,0.61,3201,3601.04,0\\r\\n20257,614,24,Male,0,salaried,1388,3,1555,195,5502.46,9914.06,7198.17,4477.32,0.36,0.36,5844.59,0.36,5539.88,8718.25,0\\r\\n20258,1881,40,Male,0,salaried,1096,2,27,59,6515.81,6515.81,6506.9,6291.06,0.41,278.99,0.41,171.84,6515.81,6596.22,0\\r\\n20259,6851,68,Male,2,self_employed,1232,3,103,248,2064.31,2064.31,2064.31,2051.23,0.33,0.33,0.33,0.33,2064.31,2064.31,0\\r\\n20260,263,52,Male,,self_employed,1262,3,2476,23,3145.19,2502.33,1972.76,1156.6,643.43,1343.43,0.57,0.57,3034.35,1724.45,0\\r\\n20261,555,33,Male,1,salaried,491,2,93,39,8543.5,8857.78,7701.79,7013.64,0.24,2385.96,600.24,308.81,8701.13,7611.24,0\\r\\n20262,2667,31,Male,0,salaried,834,2,22,5,2329.12,8393.81,3572.77,2759.52,5724.51,8478.96,7397.17,947.32,4065.15,4242.08,0\\r\\n20263,5262,54,Female,0,salaried,1020,2,60,191,3441.49,3406.3,3044.38,3027.34,0.69,0.69,0.69,0.69,3428.22,3051.5,0\\r\\n20264,227,50,Male,1,self_employed,664,2,2558,215,9283.86,649.57,1753.44,700.75,0.37,0.37,0.37,0.37,3926.62,659.71,0\\r\\n20265,2270,31,Female,0,self_employed,1020,3,1357,12,2779.56,2543.63,2695.46,2493.42,1000.66,0.66,2.09,0.66,3045.2,2584.19,0\\r\\n20266,2610,54,Female,0,self_employed,1178,2,526,105,4626.35,4626.35,4626.35,4890.95,0.24,0.24,0.24,0.24,4626.35,4626.35,0\\r\\n20268,1146,45,Female,0,self_employed,491,2,2685,0,14494.95,14688.66,11520.84,6084.07,764.66,9637.51,615.51,586.2,14452.83,14283.41,0\\r\\n20269,5180,39,Male,0,salaried,531,3,422,11,1147.48,855.43,4216.2,10645.96,1001.8,1074.18,658.66,3437.82,1083.66,1077.89,1\\r\\n20270,5450,46,Male,0,self_employed,15,2,101,20,6000.29,6012.84,4708.4,2589.96,500.09,3928.66,513.19,556.04,6048.19,5439.94,0\\r\\n20271,1846,90,,0,self_employed,1096,2,578,,3154.81,3154.81,3154.81,3135.69,0.1,0.1,0.1,0.1,3154.81,3154.81,0\\r\\n20272,3111,57,Female,0,self_employed,1141,3,710,174,2083.96,2081.53,1987.68,1950.16,0.31,0.31,0.31,0.31,2082.7,2081.53,0\\r\\n20274,6191,64,Female,1,self_employed,1096,1,89,0,2065.37,2845.51,2584.96,2527.1,216.97,249.7,2189.67,589.67,2737.41,2914.03,0\\r\\n20275,331,43,Female,,salaried,15,2,300,285,6744.47,6744.47,6744.47,7062.06,0.29,0.29,0.29,0.29,6744.47,6744.47,0\\r\\n20277,2070,44,Male,2,salaried,146,2,77,3,4312.34,1351.79,1920.11,2179.88,990.91,3515.29,2357.36,3383.9,1975.28,1189.59,0\\r\\n20278,782,52,Male,0,self_employed,146,3,41,11,1240.11,587.9,1637.94,2306.54,43.33,0.47,843.11,835.6,1792.84,1178.4,0\\r\\n20279,2592,36,Male,0,self_employed,1111,2,88,0,4533.99,5557.14,5487.08,6244.57,743.1,428.81,1185.73,1200.36,4481.27,5633.06,0\\r\\n20280,2373,90,Male,0,self_employed,1020,2,1265,21,6122.19,6810.77,5584.51,1071.65,792.47,0.63,1481.06,0.63,6390.49,6810.77,1\\r\\n20281,245,90,,,self_employed,1020,2,625,9,1967.77,2947.79,3545.63,4073.32,429.07,0.5,1409.09,2212.79,1832.7,4055.7,0\\r\\n20282,5911,48,Male,2,self_employed,1540,3,57,,1944.81,1974.19,1876.39,1852.56,0.54,0.54,29.91,664.29,1944.81,1850.4,0\\r\\n20283,1671,44,Male,0,self_employed,,2,451,4,21755.06,17466.3,14904.72,5109.36,31.72,31.83,0.17,19.64,20110.79,14382.58,1\\r\\n20284,5093,42,Female,0,self_employed,1020,1,1,5,1609.04,1381.35,4150.46,7017.79,1652.03,9994.89,1429.17,14286.31,1765.74,4516.09,0\\r\\n20285,1456,61,Male,0,self_employed,502,3,946,349,3006.18,3149.04,3127.69,3129.09,0.04,0.04,142.9,0.04,3085,3149.04,0\\r\\n20286,4289,61,Male,2,self_employed,,2,285,21,2300.98,87.81,20442.57,9226.25,67486.37,67857.8,217143.51,288859.77,19235.94,7710.58,1\\r\\n20287,2720,29,Male,0,student,1020,2,145,6,4991.02,2268.85,2939.47,1425.48,1458.23,1429,5220.51,875.87,2256.34,1834.17,1\\r\\n20288,4389,44,Female,0,self_employed,1315,3,250,5,4055.53,2201.05,1464.4,584.75,2285.73,1436.59,431.24,0.01,2632.55,996.18,0\\r\\n20289,1273,41,Male,2,salaried,,3,489,84,5993.36,5707.64,6300.54,5920.76,0.23,0.23,0.23,1176.16,5774.64,6129.13,1\\r\\n20290,4028,61,Female,0,self_employed,224,2,1686,272,5050.59,5120,5097.14,5080.12,0.21,0.21,71.64,0.21,5056.24,5118.86,0\\r\\n20291,896,60,Male,0,salaried,1589,3,429,,1854.8,1854.8,1854.8,1843.1,0.43,0.43,0.43,0.43,1854.8,1854.8,0\\r\\n20292,7080,53,Male,0,salaried,1232,2,7,27,1847.08,1347.08,1575.9,1652.82,1072.13,0.7,714.99,143.56,1916.04,1374.73,0\\r\\n20293,2207,44,Male,2,salaried,485,2,1510,25,1829.33,1957.21,1562.59,7685.29,5357.34,585.91,6157.34,800.2,1717.53,1620.05,0\\r\\n20294,1109,23,Male,0,student,,3,2671,,1944.28,2029.99,2076.82,2317.56,0.43,0.43,0.43,0.43,1993.05,2076.08,0\\r\\n20295,703,3,Male,,student,1020,3,19,,1946.02,1946.02,1946.02,1933.95,0.19,0.19,0.19,0.19,1946.02,1946.02,0\\r\\n20296,2314,50,Male,0,salaried,837,2,1505,,11091.59,11091.59,11091.59,10916.4,0.67,0.67,0.67,0.67,11091.59,11091.59,0\\r\\n20297,415,57,Male,,self_employed,215,2,2218,91,17631.59,17995.88,18338.62,16782.39,0.06,0.06,578.63,1197.2,17775.68,18331.68,0\\r\\n20298,5743,84,Male,0,self_employed,834,2,105,7,13774.03,13586.02,13603.05,13224.72,330.19,0.17,0.17,0.17,13637.09,13586.02,0\\r\\n20300,2445,30,Female,0,student,1232,1,4187,7,20204.06,22926.4,23198,1057.46,1143.01,1857.3,6479.64,9922.21,21574.01,33630.74,0\\r\\n20302,1058,38,Male,3,self_employed,61,2,1359,10,9864.86,7863.13,4574.25,2525.78,8629.2,7914.91,15032.19,466.99,8461.53,4658.54,0\\r\\n20303,1525,49,Male,0,self_employed,848,2,167,192,5398.99,5905.42,5952.91,7048.43,0.17,0.17,578.03,328.03,5686.99,5976.8,0\\r\\n20304,660,57,Female,,self_employed,479,3,1275,3,3931.08,3834.02,3685.49,3343.94,97.1,115.28,0.04,0.04,3847.41,3689.29,0\\r\\n20305,3150,28,Male,0,salaried,1020,2,542,,7279.55,7279.55,7279.55,6761.6,0.56,0.56,0.56,0.56,7279.55,7279.55,0\\r\\n20306,1755,44,Male,0,self_employed,1020,3,829,122,1148.41,2199.13,2417.35,4242.5,0.06,0.06,1050.77,0.06,1477.03,2199.13,0\\r\\n20307,2380,32,Male,0,salaried,1020,2,12,70,253.4,3627.81,3057.26,3572.09,0.17,0.17,2937.44,21.74,2006.53,3634.77,1\\r\\n20308,1259,57,Male,0,self_employed,146,2,312,3,1832.88,1539.79,4609.69,6966.71,571.99,8571.99,0.56,2143.41,1340.26,4942.91,0\\r\\n20309,787,21,Female,,student,1473,3,1396,10,2711.56,1783.88,1953.82,1504.69,928.99,286.13,1.3,421.17,2411.65,1853.87,0\\r\\n20310,3152,52,Male,0,self_employed,545,2,784,154,1530.35,1541.78,1584.08,2070.3,0.36,0.36,11.79,0.36,1531.14,1541.78,0\\r\\n20311,302,47,Male,,self_employed,802,2,812,23,8423.62,7220.06,8138.13,7565.68,1429.13,0.56,1943.41,971.99,8480.27,7629.04,0\\r\\n20312,6925,66,Female,0,self_employed,1020,1,2,0,5137.59,4668.65,4531.41,3822.8,559.43,0.57,22.77,203.3,4809.81,4351.94,0\\r\\n20313,1799,65,Female,0,retired,1020,2,79,3,3692.85,1271.58,2317.36,3038.43,4646.94,326.09,2167.14,66.56,4873.94,1071.32,0\\r\\n20314,2200,37,Male,0,self_employed,1322,2,176,55,4311.34,4311.34,4266.64,2566.41,0.3,143.16,0.3,0.3,4311.34,4302.13,0\\r\\n20316,1265,25,Female,0,student,15,3,300,32,1240.55,1706.94,1605.49,2292.11,0.43,714.71,449.67,531.84,1326.12,1509.71,0\\r\\n20317,2460,61,Male,0,self_employed,656,2,1459,97,34312,34312,34312.08,3086.1,0.54,0.54,0.54,0.54,34312,34312,0\\r\\n20318,4932,64,Male,0,self_employed,1232,2,149,,3192.87,3151.89,3154.09,3123.58,0.63,0.63,0.63,0.63,3158.5,3151.89,0\\r\\n20319,2079,52,Male,3,self_employed,526,2,421,55,11216.96,11402.67,10964.18,11498.57,0.39,971.81,186.1,0.39,11313.02,11277.33,0\\r\\n20320,1877,40,Male,0,salaried,980,2,1911,48,4581.32,4943.57,3971.17,1968.57,0.24,2305.99,233.92,301.11,4701.42,4345.26,0\\r\\n20321,1804,49,Male,0,salaried,1096,3,1558,81,2304.9,2405.5,2416.89,2066.65,0.51,0.51,143.37,0.51,2402.03,2430.91,0\\r\\n20322,1910,21,Female,0,student,138,3,1656,,2229.76,2229.76,2229.76,2215.64,0.26,0.26,0.26,0.26,2229.76,2229.76,0\\r\\n20323,2790,38,Female,0,self_employed,1020,1,1316,13,63858.98,27901.98,34670.32,26573.11,11222.81,0.37,3728.1,26320.8,51034.16,27679.83,0\\r\\n20324,2616,70,Male,0,retired,334,2,493,,2608.47,2608.47,2628.44,2673.18,0.27,0.27,0.27,0.27,2608.47,2608.47,0\\r\\n20325,2134,53,Male,2,self_employed,389,3,1096,301,2383.29,2617.13,2666.12,3342.37,0.31,0.31,234.16,234.16,2439.73,2662.39,0\\r\\n20326,1889,50,Female,0,self_employed,1608,3,1245,138,3311.38,3438.36,3607.85,319.14,0.64,0.64,126.1,194.86,3412.25,3317.28,0\\r\\n20327,703,55,Male,0,self_employed,146,2,261,24,7669.79,9671.82,6814.22,3905.26,295.44,3971.67,2267.97,0.47,8656.82,6120.94,0\\r\\n20328,2743,58,Male,0,self_employed,1020,2,16,39,123169.83,141407.43,57096.79,7830.99,0.5,447.19,18532.86,2022.8,137175.99,27443.36,0\\r\\n20329,593,57,Female,,salaried,,3,3225,,4407.96,4407.96,4500.12,4805.72,0.61,0.61,0.61,0.61,4407.96,4407.96,0\\r\\n20330,203,60,Male,0,self_employed,1494,2,209,140,3311.29,3311.29,3345.01,3888.9,0.36,0.36,0.36,85.11,3311.29,3327.69,0\\r\\n20331,853,45,Male,0,self_employed,575,2,583,58,832.01,828.6,4035.74,7239.33,0.1,1071.53,0.1,7911.81,832.01,3547.2,1\\r\\n20333,3989,64,Male,0,self_employed,1020,2,544,243,5355.42,5350.64,5351.36,5312.77,0.27,0.27,0.27,0.27,5352.78,5350.64,0\\r\\n20334,3056,90,Male,0,self_employed,1438,2,528,69,6582.47,6582.47,5657.63,986.04,0.37,0.37,0.37,0.37,6582.47,6582.47,0\\r\\n20336,2837,52,Female,0,self_employed,241,2,400,12,90.16,8633.01,1961.87,110.39,29.24,15572.1,8572.1,7143.53,2882.27,2798.91,1\\r\\n20337,2083,60,Female,0,self_employed,,3,1657,9,18157.45,1210.73,2813.42,805.16,17149.57,435.29,202.86,193.86,6283.79,1241.53,0\\r\\n20338,4777,80,Female,1,self_employed,1020,2,1,55,2255.16,2478.12,2383.83,1998.03,0.03,12.89,310.83,0.03,2282.35,2476.46,0\\r\\n20339,2704,48,Female,0,self_employed,623,2,621,45,325.76,325.76,2526.82,10352.14,0.54,11.26,0.54,1002.18,325.76,2332.63,1\\r\\n20340,3174,47,Female,0,salaried,834,2,789,,5374.38,5374.38,5374.38,5340.34,0.27,0.27,0.27,0.27,5374.38,5374.38,0\\r\\n20341,801,35,Male,0,salaried,1151,3,1504,,1368.02,1510.88,1509.24,1499.67,0.14,0.14,143,0.14,1505.95,1510.88,0\\r\\n20342,1360,38,Female,0,self_employed,409,2,2076,328,2111.2,2111.2,2111.2,2097.87,0.44,0.44,0.44,0.44,2111.2,2111.2,0\\r\\n20343,798,28,Male,,self_employed,1154,3,1419,10,25705.76,17831.08,20644.04,29710.24,8572.07,0.64,699.79,2914.93,21136.44,19147.67,0\\r\\n20344,5387,48,Male,0,salaried,856,3,1497,,1517.97,1477.2,1464.4,1430.72,0.37,0.37,0.37,0.37,1505.32,1446.23,0\\r\\n20345,6008,84,Male,0,retired,15,2,6,14,8949.07,8771.11,8779.85,6552.56,323.32,0.13,0.13,14.41,8866.14,8740.62,0\\r\\n20346,793,48,Male,0,self_employed,1494,2,533,21,480.76,1305.62,2870.38,4778.37,32.91,174.44,6329.2,210.54,2203.01,1089.35,0\\r\\n20347,1776,85,Female,0,self_employed,1096,3,1558,28,1710.92,1682.35,1682.35,1570.61,29.1,29.1,0.53,0.53,1710.92,1682.35,0\\r\\n20348,5814,66,Female,0,salaried,1084,1,60,23,5549.85,9434.83,11218.26,5765.02,465.76,362.27,0.04,0.04,6101.69,10641.82,0\\r\\n20349,392,52,Female,0,self_employed,334,2,2770,17,4183.03,4853.1,4135.03,15087.87,143.29,1071.86,813.36,86.43,4274.51,4785.48,0\\r\\n20350,2287,59,Male,0,self_employed,1637,2,965,14,801.6,2140.97,1946.71,1618.31,913.6,94.71,0.33,0.33,1702.54,2050.56,0\\r\\n20351,5177,73,Male,0,retired,1096,3,132,14,964.84,2799.56,2617.88,4680.94,49.14,238.31,1714.89,0.6,1169.39,2628.44,0\\r\\n20352,983,37,Male,0,self_employed,293,2,1963,91,975.63,1547.06,1655.91,1282.55,0.04,0.04,571.47,714.33,1251.5,1812.04,0\\r\\n20353,520,65,Male,0,self_employed,1394,3,2143,61,306.55,1070.83,1704.95,2078.09,0.16,0.16,53.77,53.96,433.76,1187.77,0\\r\\n20354,2653,51,Female,3,self_employed,1020,1,1444,4,43908.08,43193.8,43708.51,37465.59,2195.1,937.1,1480.81,4959.03,43399.38,44702.1,0\\r\\n20355,3167,38,Male,0,self_employed,1006,2,798,,2858.63,2858.63,2858.63,2861.84,0.57,0.57,0.57,0.57,2858.63,2858.63,0\\r\\n20356,1903,51,Male,0,self_employed,68,3,1268,329,2437.97,2945.12,2933.7,2926.81,0.14,0.14,507.29,0.14,2910.88,2945.12,0\\r\\n20357,1404,30,Female,0,self_employed,656,2,341,6,1032.1,3493.74,3321.14,155.44,0.84,0.01,4502.73,1545.44,3490.21,3870.39,1\\r\\n20358,444,76,Female,0,retired,1020,3,321,17,11758.59,1058.69,7982.26,7874.66,15835.77,178397.4,25919.59,175688.44,14090.38,8579.97,0\\r\\n20359,1737,41,Male,0,self_employed,1508,3,1930,5,273.2,73.2,1935.83,1021.19,1414.73,1414.73,1143.3,1429.01,522.7,2677.52,1\\r\\n20360,1690,90,Male,0,self_employed,444,2,1978,,36054.91,5926.34,14738.16,5888.8,0.23,0.23,0.23,0.23,32361.81,5926.34,0\\r\\n20361,767,41,Male,0,salaried,309,3,1653,5,1450.08,766.65,4839.08,741.04,7143.04,0.19,66459.61,0.19,13048.37,751.73,1\\r\\n20362,1117,65,Male,0,self_employed,1589,3,33,33,3306.54,1520.83,2728.37,3154.01,0.24,998.73,143.1,4071.67,2474.03,3699.5,0\\r\\n20363,1578,41,Male,0,salaried,409,3,1347,7,1916.88,4827.91,4535.97,4765.35,11039.49,20038.46,6271.46,16485.74,4826.09,5996.88,0\\r\\n20364,778,3,Male,,student,1322,3,2516,25,143.44,1143.44,1497.78,539.09,2857.57,0.43,3857.57,4.73,2842.94,1146.36,1\\r\\n20365,4092,51,Female,0,salaried,1020,1,80,4,47177.47,45418.34,27542.72,5440.9,4903.5,68597.99,2614.49,1304.1,47672.87,33655.37,0\\r\\n20366,4395,61,Female,0,self_employed,169,2,275,,2807.88,2953.19,2967.24,3019.66,0.56,0.56,143.41,86.27,2898.58,2964.25,0\\r\\n20368,858,25,Male,0,self_employed,583,3,345,6,171.89,1802.67,2254.9,194.4,393.61,3256.01,2704.57,3619.27,2066.91,4321.1,0\\r\\n20369,2742,47,Male,3,self_employed,213,2,3957,6,374.05,328.27,5480.82,632.51,2110.63,1644.91,1993.42,7187.36,785.64,2534.54,1\\r\\n20370,2572,39,Female,0,salaried,334,3,688,56,7687.96,7892.44,7857.3,7185.35,0.33,23.9,222.31,3.61,7808.97,7890.78,0\\r\\n20371,200,20,Male,,student,617,1,1339,26,18473.89,12261.76,9940.46,1769.6,50.3,0.3,1571.73,550.3,13183.09,11698.36,0\\r\\n20372,908,44,Male,0,salaried,19,3,1814,333,1554.42,2236.56,2439,2984.29,0.11,0.11,1253.69,1428.69,1783.97,2582.18,0\\r\\n20373,306,47,Male,,self_employed,550,2,3765,275,8889.19,8903.47,8913.84,8901.96,0.06,0.06,0.06,0.06,8900.02,8913.61,0\\r\\n20374,6975,90,Female,0,self_employed,318,2,1307,,8663.85,8661.47,8658.64,8660.44,0.39,0.39,0.39,0.39,8662.7,8658.14,0\\r\\n20375,363,64,Male,0,self_employed,55,2,816,292,13788.76,15054.86,14787.97,15508.27,0.59,0.59,714.87,0.59,14099.97,15054.86,1\\r\\n20376,5184,48,Female,0,salaried,241,2,62,33,1731.19,1749.93,1687.29,1181.81,0.61,500.61,19.35,499.33,1747.99,1625.45,0\\r\\n20377,2031,66,Male,0,retired,1340,2,1266,4,3421.15,3635.43,3838.22,4671.36,29.17,0.67,243.46,1305.06,3485.19,4094.84,0\\r\\n20378,1201,53,Male,3,self_employed,623,3,218,6,2571.22,2124.11,2206.83,2218.5,572.01,0.59,127.61,127.79,2231.85,2230.8,0\\r\\n20379,3366,77,Female,0,self_employed,409,2,158,3,6248.88,3328.97,7896.09,8500.7,112.22,0.53,0.53,5714.81,5509.42,8674.59,0\\r\\n20380,5402,90,Male,0,self_employed,1020,2,1240,,1644.36,1644.36,1644.36,1633.94,0.2,0.2,0.2,0.2,1644.36,1644.36,0\\r\\n20381,2046,34,Female,0,salaried,1232,3,825,305,4312.48,4312.48,4421.55,5720.59,0.67,0.67,0.67,0.67,4312.48,4312.48,0\\r\\n20382,4057,42,Male,0,self_employed,824,2,2365,3,3315.39,2870,3420.5,4797.16,4664.57,4586,4630.86,1997.43,3660.32,3356.44,0\\r\\n20383,1988,66,Female,0,self_employed,575,2,280,14,13523.85,12838.14,12950.08,12205.69,686.1,343.24,0.39,343.24,13192.82,12839.09,0\\r\\n20384,284,39,Female,,self_employed,213,2,765,180,3633.88,3633.88,3633.88,3589.31,0.39,0.39,0.39,0.39,3633.88,3633.88,0\\r\\n20385,981,78,Male,1,salaried,168,3,432,212,1625.38,1809.62,1848.22,2344.94,0.29,0.29,184.53,184.53,1669.85,1845.28,0\\r\\n20387,1885,68,Male,0,retired,583,2,345,,7832.02,7832.02,7832.02,7782.41,0.53,0.53,0.53,0.53,7832.02,7832.02,0\\r\\n20388,2316,57,Male,0,self_employed,1180,3,1583,0,56665.69,42400.43,34469.85,25633.6,24401.47,16091.33,7007.47,8.19,48389.54,31120.77,0\\r\\n20389,2321,42,Male,0,salaried,1020,3,1579,0,1552.71,120.92,2506.27,7352.66,1447.34,0.23,17.37,22.6,555.08,124.71,0\\r\\n20390,1132,46,Male,1,self_employed,169,2,1711,242,2394.05,2603.51,2531.45,2253.17,0.57,0.57,199.86,0.57,2433.28,2608.27,0\\r\\n20391,298,17,Female,,student,1525,3,665,,3146.27,3131.99,2453.64,314.62,0.51,0.51,0.51,0.51,3138.88,3125.07,0\\r\\n20392,2026,44,Male,1,self_employed,365,2,849,27,24560.65,25396.78,16665.22,133.84,714.76,25404.64,2150.89,0.47,24537.15,25410.61,1\\r\\n20393,4003,48,Female,0,self_employed,1096,2,4171,25,10725.37,10088.46,12911.29,14277.31,1583.21,1583.21,946.3,755.37,10612.75,9595.81,0\\r\\n20394,6306,54,Male,0,self_employed,834,3,8,56,3292.97,3292.97,3271.18,3087.47,0.61,438.1,0.61,429.19,3292.97,3236.52,0\\r\\n20395,586,41,Male,0,salaried,1643,2,210,20,20703.45,19217.52,19567.55,27220.69,1486.11,0.19,0.19,0.19,20281.7,19217.52,0\\r\\n20396,272,50,Female,0,self_employed,288,2,4218,27,3641.94,2213.36,2656.72,2190.48,1428.8,0.23,0.23,0.23,3543.41,2213.36,0\\r\\n20397,3003,53,Male,0,salaried,1232,2,52,14,10040.33,14855.36,13453.89,10687.19,2064.96,4069.84,5946.59,1530.44,13171.81,14122.18,0\\r\\n20398,4162,70,Female,0,self_employed,1555,2,201,203,22574.34,22788.62,22944.04,22941.42,0.14,0.14,214.43,285.86,22729.51,23028.26,0\\r\\n20399,1489,60,Male,0,self_employed,1020,1,80,13,48990.75,38242.78,67878.71,5669.51,15633.91,0.63,369640.97,17315.39,67331.38,75708.63,1\\r\\n20400,1027,48,Female,0,self_employed,388,2,130,308,1684.37,1727.23,1755.52,1871.42,0.57,0.57,0.57,0.57,1713.93,1754.88,0\\r\\n20401,4737,61,Female,0,self_employed,1096,2,1349,24,4.03,675.46,4579.72,1330.48,9900.27,3001.87,9843.13,3123.13,561.67,821.35,1\\r\\n20402,3175,45,Male,2,self_employed,1096,2,1662,154,5744.97,5744.97,6144.36,4742.07,0.59,0.59,0.59,0.59,5744.97,6228.85,0\\r\\n20403,445,57,Male,2,self_employed,1589,3,2443,10,1428.94,188.17,3114.66,1410.25,35728.94,728.94,0.37,4286.09,8434.12,204.78,1\\r\\n20404,3359,68,Female,0,salaried,1096,3,551,1,1912.21,2177.47,2393.04,1895.63,514,0.7,727.93,770.79,2058.87,2470.37,0\\r\\n20405,6465,40,Male,0,salaried,318,3,107,42,453.33,813.48,1637.22,1542.26,0.19,0.66,413.76,2410.12,510.4,1359.08,1\\r\\n20406,2125,40,Female,0,self_employed,236,2,479,4,3942.05,3370.62,2869.24,2160.33,571.73,571.73,0.3,0.3,3449.44,2836.06,0\\r\\n20407,676,28,Male,0,salaried,157,3,2612,10,2829.25,6793.53,2458.35,3976.69,14607.6,0.46,18571.89,4857.6,4378.51,1594.47,1\\r\\n20408,1923,29,Female,0,salaried,146,2,53,,6104.47,6104.47,6104.47,6065.8,0.63,0.63,0.63,0.63,6104.47,6104.47,0\\r\\n20409,1328,42,Female,0,self_employed,1289,3,1916,,3022.32,3022.32,3026.43,3017.78,0.19,0.19,0.19,0.19,3022.32,3022.32,0\\r\\n20410,381,31,Male,0,self_employed,1462,3,2669,35,4791.1,6951.04,5619.16,3470.29,0.2,2285.91,2857.34,0.2,6420.84,6103.12,0\\r\\n20411,2060,69,Male,0,retired,334,2,1871,303,3910.24,4410.24,4598.35,4632.88,0.7,0.7,643.56,1010.86,3964.43,4606.07,0\\r\\n20412,1423,59,Female,0,self_employed,1623,3,532,80,4198.37,11829.21,10768.49,5485.13,0.47,0.47,7619.04,1429.04,6425.17,13073.45,1\\r\\n20413,2732,26,Male,0,student,1020,2,543,74,2182.53,2182.53,2046.73,1358.32,0.54,0.54,0.54,0.54,2182.53,2182.53,0\\r\\n20415,571,34,Female,0,self_employed,665,2,1969,22,1454.97,1089.39,2588.53,957.01,6079.99,3035.5,5714.41,5714.41,1379.33,3027.96,0\\r\\n20416,1694,41,Male,2,self_employed,1076,2,878,12,1485.15,2556.54,1959.69,417.1,214.93,2500.64,805.31,1376.74,1797.05,2492.11,1\\r\\n20417,3142,30,Male,0,salaried,698,2,231,101,5390.68,5402.89,5574.66,2049.93,0.36,0.36,0.36,0.36,5399.74,5527.52,0\\r\\n20418,345,46,Male,0,salaried,531,2,589,28,2925.1,2042.74,4312.18,3359.65,2025.59,606.1,857.51,1805.15,3314.26,4281.27,0\\r\\n20420,723,36,Male,0,self_employed,1076,3,3669,72,6929.57,10581.15,12487.82,6932.34,0.63,0.63,3572.06,0.63,7559.16,10594.04,0\\r\\n20421,2523,27,Female,0,student,1020,2,13,126,4431.31,4431.31,4431.31,4423.09,0.46,0.46,0.46,0.46,4431.31,4431.31,0\\r\\n20422,3570,51,Male,0,self_employed,1020,2,419,25,1983.95,106.79,2298.16,6678.41,449.25,364.44,0.67,1072.09,1692.62,805.91,0\\r\\n20424,2660,57,Male,2,self_employed,1092,2,624,13,3517.56,3219.52,3725.92,4720.19,3914.63,1428.91,3214.63,0.34,4136.21,2558.34,0\\r\\n20425,3302,38,Male,0,salaried,146,1,3882,14,30350.15,29741.56,29292.12,25383.93,373.51,0.64,0.64,0.64,29903.1,29686.26,0\\r\\n20426,2955,37,Male,1,self_employed,61,2,3320,63,2162.03,2357.86,2198.24,1053.51,0.14,0.14,107.43,107.43,2193.79,2383.69,0\\r\\n20427,4340,58,Male,0,salaried,146,2,261,24,5272.34,4959.46,5017.31,2350.09,562.34,90.4,788.66,0.4,5361.4,4947.85,1\\r\\n20428,1446,24,Female,0,student,334,1,675,27,2867.29,2903.13,3085.26,761.41,271.06,928.91,304.12,1433.13,2987.32,2778.72,1\\r\\n20429,4183,49,Male,3,salaried,1020,2,114,6,1368.66,1365.16,1599.99,3207.07,3.96,3.96,1071.89,2152.17,1373.01,1204.95,0\\r\\n20430,5080,65,Female,0,self_employed,1232,2,149,30,4378.74,4529.92,4520.05,4065.74,0.31,357.46,421.74,314.6,4615.85,4556.62,0\\r\\n20431,2804,42,Male,3,self_employed,1525,2,145,4,1852.1,2351.78,2062.87,2840,1250.09,0.09,1542.63,0.09,1881.83,2378.51,0\\r\\n20432,486,62,Female,,self_employed,623,2,1639,90,4064.1,4064.1,4064.1,2153.59,0.24,0.24,0.24,0.24,4064.1,4064.1,0\\r\\n20433,1392,30,Female,0,self_employed,630,3,1771,3,260.53,584.02,1558.92,554.71,6951.34,26630.76,7143.04,25735.37,1635.55,2382.59,0\\r\\n20434,2255,46,Male,2,self_employed,578,2,757,63,42552.32,59498.49,48556.98,3360.07,0.5,0.5,29443.36,0.5,58820.97,72383.19,0\\r\\n20435,4063,36,Female,0,self_employed,1020,2,47,104,5001.94,2162.11,2695.66,3311.97,0.29,0.29,17.6,135.83,3489.52,2168.53,0\\r\\n20436,3029,66,Male,0,retired,574,2,265,4,23642.68,9599.4,10326.41,8487.72,22050.71,6926.45,0.1,15.65,23489.38,4655.53,0\\r\\n20437,1761,66,Male,0,retired,1232,3,1791,12,7670.07,13954.5,10037.89,7317.72,5860,0.29,12071.71,286,12908.36,8499.2,0\\r\\n20438,2984,41,Male,0,salaried,1232,3,825,3,3347.47,4780.06,2296.48,1482.35,230.03,1.5,2053.44,1525.99,3085.22,2394.46,0\\r\\n20439,1833,75,Male,0,retired,1232,1,486,4,2860.68,2217.48,1971.06,1962.01,643.86,643.51,0.66,0.66,2328.44,2010.1,0\\r\\n20440,1592,69,Male,0,self_employed,1307,2,475,19,6098.8,6087.21,5893.58,5541.74,100.39,297.53,357.53,0.39,6152,5935.72,0\\r\\n20441,1327,28,Female,0,self_employed,146,3,2841,172,3786.04,4732.54,5281.53,4497.63,0.1,0.1,3.66,1257.24,4409,5717.79,0\\r\\n20442,1252,59,Male,0,self_employed,409,3,331,179,1582.31,1582.31,1582.31,2108.33,0.09,0.09,0.09,0.09,1582.31,1582.31,0\\r\\n20443,752,28,Male,0,self_employed,15,1,49,7,3492.98,31193.93,7714.76,9851.68,36467.63,10000.21,30622.57,7521.41,6998.1,4891.24,0\\r\\n20444,2554,70,Female,0,self_employed,1076,2,1246,153,10530.53,10523.72,10496.92,10593.5,0.51,0.51,5.51,0.51,10527.67,10518.89,0\\r\\n20445,4561,51,Male,3,self_employed,169,2,147,6,5647.59,3086.26,2860.09,2870.09,3051.06,5029.49,259.27,972.09,4491.92,3148.31,0\\r\\n20446,1066,44,Female,0,self_employed,1525,2,665,237,1489.3,1489.3,1489.3,1688.73,0.3,0.3,0.3,0.3,1489.3,1489.3,0\\r\\n20447,1255,33,Male,0,self_employed,1020,3,2,13,5299.41,5245.71,5254.09,5201.99,143.37,0.51,28.96,54.72,5256.39,5252.72,0\\r\\n20448,807,58,Male,,self_employed,575,3,2972,83,400.32,1828.9,2632.3,3447.71,0.17,0.17,1428.74,2857.31,794.41,2520.14,1\\r\\n20449,2548,90,Male,0,self_employed,1084,3,489,193,231.1,231.1,1483.06,2750.04,0.57,0.57,0.57,0.57,231.1,738.05,0\\r\\n20450,1144,30,Male,0,self_employed,1096,1,217,23,6391.72,6336.9,6532.76,6041.14,504.26,562.29,449.43,660.33,6639.14,6471.71,0\\r\\n20451,1796,27,Male,0,salaried,1096,3,1660,11,1597.65,2556.12,2732.77,2767.17,1664.4,1465.4,1965.73,1764.27,2309.52,2809.62,0\\r\\n20452,2680,27,Male,0,student,1096,2,1562,91,9954.96,9954.96,9954.96,9846.82,0.23,0.23,0.23,0.23,9954.96,9954.96,0\\r\\n20454,2053,36,Female,0,self_employed,1232,3,1811,262,23882.15,5827.94,7260.24,196.95,0.11,0.11,736.95,621.07,18395.3,3283.01,1\\r\\n20455,2219,52,Male,0,self_employed,409,1,292,20,2682.36,3302,2057.51,641.41,5614.83,4543.4,6220.19,1943.4,2599.66,2296.41,0\\r\\n20456,967,34,Male,0,salaried,1020,2,16,21,1880.06,2501.77,2922.89,2964.12,1957.19,642.9,2726.74,1428.61,3021.89,2602,0\\r\\n20458,681,74,Male,0,retired,531,3,422,251,3107.35,3107.35,3128.09,3371.18,0.46,0.46,0.46,0.46,3107.35,3107.35,0\\r\\n20459,1486,30,Male,0,salaried,1096,3,933,42,6199.33,2592.24,1540.11,990.1,0.57,2852.47,286.29,286.29,2973.39,1543.47,0\\r\\n20460,6580,71,Female,0,self_employed,1096,2,32,39,32449.17,32588.06,33132.86,35319.72,0.11,142.97,0.11,1315.83,32532.5,32861.67,0\\r\\n20461,770,39,Female,0,self_employed,1232,2,1793,21,3059.31,1716.31,2182.99,13334.73,1850.1,721.53,721.39,423.9,3169.77,1613.28,0\\r\\n20462,6138,69,Male,0,retired,61,2,1367,28,3986.64,4018.21,4055.49,3968.75,10.54,20.83,0.26,0.26,4016.02,4049.14,0\\r\\n20463,2603,34,Male,0,self_employed,1232,2,39,3,2361.23,3002.84,3434.36,2085.74,720.17,1820.81,1187.6,5315.03,2529.75,4317.29,0\\r\\n20464,1158,27,Male,0,salaried,146,2,77,189,1346.91,1525.79,1593.26,2120.4,0.36,0.36,179.24,179.15,1418.32,1644.96,1\\r\\n20465,2670,37,Male,0,self_employed,943,2,743,68,3017.95,8065.53,8369.66,3130.93,0.46,0.46,5050.89,3571.89,6379.99,10137.56,0\\r\\n20466,2453,37,Female,0,self_employed,1589,2,275,,2996.44,2996.44,3011.97,3029.98,0.39,0.39,0.39,10.39,2996.44,3001.92,0\\r\\n20467,763,29,Male,0,salaried,1597,3,737,68,2114.01,1932.81,2205.68,1365.4,0.49,0.49,143.34,0.49,2063.66,2236.81,0\\r\\n20468,1782,32,Male,0,salaried,409,3,120,17,3234.87,3365.81,3184.98,3280.31,664.76,1216.19,601.08,1208.67,3436.18,2942.56,0\\r\\n20469,3461,34,Male,0,self_employed,834,1,382,3,1169.79,9475.53,9512.83,35525.79,5428.61,0.72,13161.3,880.33,8716.23,9692.21,0\\r\\n20470,3283,72,Male,0,self_employed,1178,3,3270,35,6889.2,6889.2,6890.77,6848.58,0.56,11.79,0.56,14.84,6889.2,6890.85,0\\r\\n20471,394,27,Female,0,self_employed,834,2,884,0,3350.14,4078.37,3975.75,4608.07,154.27,71.63,553.46,165.9,3311.39,4228,1\\r\\n20472,613,20,Male,,student,531,2,1557,20,455.29,1569.57,1739.44,1589.59,2857.39,296.91,3543.1,0.24,1969.57,1657.86,0\\r\\n20473,786,47,Female,0,self_employed,334,2,1765,6,3425.08,4318.1,4052.14,4034.76,785.89,143.03,1175.66,0.17,3665.04,4265.57,0\\r\\n20474,2740,10,Male,0,student,531,3,193,60,2656.79,2656.79,2610.7,2485.71,0.6,0.6,0.6,0.6,2656.79,2656.79,0\\r\\n20475,6193,71,Male,0,self_employed,1020,1,543,4,7825.29,31837.48,5164.24,3323.63,1828.71,25978.23,25760.03,2842.22,7225.54,6181.62,0\\r\\n20476,1349,26,Male,0,self_employed,,3,2510,17,2586.72,1729.58,1935.34,2511.53,857.34,0.2,0.2,143.06,2261.6,1743.41,0\\r\\n20477,1239,36,Male,0,self_employed,56,3,917,,2660.76,2660.76,2679.67,2703.16,0.46,0.46,0.46,0.46,2660.76,2659.02,0\\r\\n20478,1397,43,Male,0,self_employed,1075,2,1722,19,1212.34,2316.77,2113.27,1207.55,324.46,324.46,1428.89,0.31,2244.75,2201.41,0\\r\\n20479,581,17,Male,0,student,1096,3,1562,122,1993.26,2007.54,2016.5,1543.12,0.11,0.11,0.11,0.11,2002.62,2016.3,0\\r\\n20480,1256,30,Female,0,salaried,1020,2,145,102,5038.54,4852.09,4803.63,3379.03,0.21,0.21,67.72,89.6,5016.69,4770.8,0\\r\\n20481,2768,73,Male,0,retired,1522,2,754,227,1826.74,1826.74,2041.8,2592.39,0.23,0.23,0.23,0.23,1826.74,1826.74,0\\r\\n20482,626,60,Male,,self_employed,142,3,1950,87,2917.57,8631.86,7128.22,7124.12,0.26,0.26,5714.54,0.26,4296.88,8631.86,1\\r\\n20484,1863,73,Female,0,retired,1096,3,503,121,1756.94,1756.94,1756.94,1738.5,0.67,0.67,0.67,0.67,1756.94,1756.94,0\\r\\n20485,2056,65,Female,0,self_employed,754,2,1855,20,23304.37,22947.22,22829.49,21590.58,386.26,336.49,0.54,29.11,23195.5,22827.32,0\\r\\n20486,3351,71,Male,0,retired,,2,632,58,11694.66,11691.95,9661.17,5518.62,0.13,5772.4,0.13,1585.84,11692.88,11403.44,0\\r\\n20487,866,44,Female,0,self_employed,1232,2,7,12,123.25,3068.14,2651.21,3009.64,1749.84,0.03,4694.73,52.89,1750.87,3081.78,1\\r\\n20488,1001,44,Male,0,self_employed,61,2,2881,6,11204.24,14058.63,10713.4,9551.26,1928.71,4681.33,4785.86,0.14,11596.91,11566.62,0\\r\\n20489,1426,32,Male,1,self_employed,388,2,130,273,7145.39,7145.39,7145.85,7183.54,0.46,0.46,0.46,0.46,7145.39,7145.39,0\\r\\n20490,1019,74,Female,0,self_employed,491,2,1733,243,8339.62,8339.62,8339.62,8302.72,0.51,0.51,0.51,0.51,8339.62,8339.62,0\\r\\n20491,857,34,Female,0,self_employed,318,2,107,129,6380.65,6380.65,6380.65,5662.77,0.59,0.59,0.59,0.59,6380.65,6380.65,0\\r\\n20492,2987,23,Female,0,student,563,1,134,26,6482.47,6268.19,5208.27,3650.35,214.84,2151.42,0.56,0.56,6467.69,5053.6,0\\r\\n20494,2548,68,Female,0,self_employed,623,2,1107,14,1062.09,1144.05,1993.72,956.99,3.93,765.73,85.73,24.78,1085.1,1117.66,0\\r\\n20495,3519,37,Female,0,self_employed,1232,1,39,126,1749.03,421.46,3832.15,1360.91,0.17,0.17,1633.39,12310.19,2571.3,4431.77,1\\r\\n20496,4063,84,Male,0,self_employed,1004,2,307,18,79.49,79.49,3960.52,711.61,57143.34,0.49,57143.34,0.49,8404.61,79.49,1\\r\\n20497,1525,50,Male,0,self_employed,283,2,2173,10,169.67,41.57,2620.65,1404.91,2615.17,6203.09,2927.79,10459.21,319.33,3858.39,1\\r\\n20498,1958,12,Female,0,student,507,3,283,,1483.62,1483.62,1483.62,1474.22,0.34,0.34,0.34,0.34,1483.62,1483.62,0\\r\\n20499,1833,10,Male,0,student,1645,2,1017,,1668.23,1653.94,1653.94,1601.2,0.37,0.37,0.37,0.37,1668.23,1653.94,0\\r\\n20500,5073,60,Male,0,self_employed,224,2,137,35,5908.24,6559.27,7674.35,6005.73,0.39,22298.1,0.39,21428.96,6080.27,10918.08,0\\r\\n20501,1621,47,Male,3,salaried,1096,2,2005,,2045.77,2804.41,2930.68,2638.34,0.21,0.21,2010.99,2932.69,2703.06,3209.24,0\\r\\n20502,1565,71,Male,0,retired,730,2,879,13,2440.15,2469.89,2466.67,1377.5,14.88,53.13,46.04,100.27,2451.12,2496.52,1\\r\\n20503,2914,32,Male,0,self_employed,179,2,641,,2173.01,2449.08,2442.27,2704.4,0.04,0.04,385.76,142.9,2283.58,2507.36,0\\r\\n20504,3482,47,Female,0,salaried,501,2,301,32,3353.07,1516.15,5245.03,3265.02,0.26,285.97,0.26,571.69,1895.74,5082.41,0\\r\\n20505,1395,5,Female,0,student,1232,2,148,24,4090.35,4090.35,4438.88,4279.26,2857.84,2857.84,0.7,0.7,4582.96,4459.01,1\\r\\n20506,2413,36,Female,1,self_employed,1020,2,159,21,4095.15,3669.43,3203.74,1253.18,425.99,425.99,0.27,0.27,3977.71,3573.31,0\\r\\n20507,188,46,Female,0,self_employed,779,3,2513,5,4689.8,1975.51,2350.33,1588.78,2786.23,0.72,0.51,7.66,2965.66,1980.56,0\\r\\n20509,385,90,,,self_employed,623,1,2604,217,7633.31,5789.91,5768.08,8729.17,0.14,0.14,2821.57,4470.69,10712.71,5779.3,0\\r\\n20510,1708,88,Male,0,retired,834,3,28,27,2891.01,2377.76,2433.83,2112.25,428.99,428.99,143.27,114.7,2822.69,2390.67,0\\r\\n20511,2262,90,Female,0,self_employed,1020,3,582,18,15344.81,102147.31,94293.15,99364.99,428.9,2143.19,80677.47,0.33,81418.92,101456.07,1\\r\\n20512,5217,34,Male,0,self_employed,318,3,35,119,4276.47,4276.47,4316.11,3112.35,0.36,0.36,0.36,36.43,4276.47,4309.05,0\\r\\n20513,3027,65,Female,0,self_employed,1020,2,626,105,568.92,997.49,2088.53,6076.94,0.23,0.23,428.8,0.23,583.7,997.49,0\\r\\n20514,1160,90,,0,self_employed,1020,2,1357,13,671.53,1707.87,6082.41,10739.05,3174.7,13857.79,4143.5,12857.79,1207.46,1191,1\\r\\n20515,5320,44,Male,0,self_employed,,2,37,,8083.81,8440.21,8411.53,8757.9,0.44,0.44,356.84,0.44,8354.18,8440.21,0\\r\\n20516,3375,36,Male,0,salaried,1020,3,652,13,218.7,3767,1457.33,1388.52,900.56,3570.89,7829.29,55789.28,789.88,3200.68,0\\r\\n20517,646,62,Male,0,retired,1525,2,146,40,5.96,1429.14,2540.95,1560.24,0.57,20643.43,2992.4,10357.71,927.47,3423.43,1\\r\\n20518,1099,71,Female,0,self_employed,1096,1,3,38,11693.85,3119.02,5055.81,26250.93,0.14,71942.46,0.14,2558.34,4255.43,4731.03,0\\r\\n20519,636,42,Female,,self_employed,1020,2,1573,27,8087.78,6659.59,6212.9,2422.22,1429.04,68.87,0.2,0.2,8038.84,6612.33,0\\r\\n20520,463,29,Male,0,salaried,834,2,106,11,3073.15,3033.95,3281.95,3252.87,749.66,522.86,653.17,847.75,3178.06,3254.38,0\\r\\n20521,787,37,Male,2,salaried,762,3,1434,21,4063.66,2004.02,2185.72,444.5,2228.63,0.06,168.99,168.99,3549.03,2025.82,0\\r\\n20523,2763,54,Female,0,self_employed,241,3,62,0,2306.38,2306.38,2306.38,1624.11,1529.24,0.1,0.1,0.1,2306.38,2306.38,0\\r\\n20524,2517,50,Male,0,self_employed,623,3,365,196,17238.21,19088.99,18936.02,20148.74,0.54,0.54,1688.63,156.68,18397.16,19171.34,0\\r\\n20525,2115,57,Male,2,self_employed,1096,2,1349,5,6825.49,5915.69,5886.44,5151.77,910.5,2357.84,0.7,1286.41,6331.17,5514.77,1\\r\\n20526,4895,56,Female,0,self_employed,65,3,183,62,6587.72,7269.78,4238.4,2413.31,0.13,0.13,0.13,8714.41,4042.45,5785.88,0\\r\\n20527,2617,54,Male,0,self_employed,210,2,981,17,5780.46,7566.18,7252.6,6809.22,357.63,0.49,2143.34,0.49,7270.61,7566.18,0\\r\\n20528,3558,36,Female,0,self_employed,575,2,1717,5,25427.85,25847.59,25611.99,26093.93,1000.26,928.83,1862.77,236.9,25097.63,25560.11,0\\r\\n20529,1050,26,Male,0,salaried,1096,3,2040,0,2677.84,2538.51,2538.01,1928.92,576.33,0.69,2935.67,179.1,2768.48,2363.25,0\\r\\n20530,1338,24,Male,0,self_employed,1002,2,303,31,1652.12,2423.55,2283.46,3475.52,0.41,1714.7,1143.27,2857.56,1948.18,1108.74,0\\r\\n20531,4069,38,Female,0,self_employed,1020,2,321,4,1994.01,8444.07,4451.02,9949.8,14.4,24579.89,548.27,2235.58,4034.98,5405.47,0\\r\\n20533,710,34,Male,0,self_employed,528,3,3359,105,5605.03,5605.03,3928.54,2012.55,0.69,0.69,0.69,11.59,5605.03,3307.16,0\\r\\n20534,743,31,Male,,salaried,848,3,1846,0,3801.37,1880.77,1901.31,1723.22,1920.8,0.2,0.2,0.2,1947,1880.77,0\\r\\n20535,4786,39,Female,0,,1020,2,240,11,16929.57,13859.18,12353.86,13106.66,4478.87,4478.87,782.3,4381.8,14815.78,10528.37,0\\r\\n20536,4585,56,Male,0,self_employed,1494,3,67,215,2149.49,2149.49,2149.49,2135.02,0.69,0.69,0.69,0.69,2149.49,2149.49,0\\r\\n20537,3272,72,Male,2,self_employed,146,3,9,,3810.2,3810.2,3289.9,2385.62,0.21,0.21,0.21,0.21,3810.2,3810.2,0\\r\\n20538,3698,49,Male,1,self_employed,1111,2,1898,9,5729.5,5420.93,5287.18,4220.8,309.04,309.04,0.47,0.47,5527.33,5221.85,0\\r\\n20539,2074,45,Male,0,self_employed,1020,3,1452,19,5964.22,4033.83,2952.81,859.58,1928.87,2857.44,0.3,0.3,5591.11,2095.63,0\\r\\n20540,783,21,Female,0,student,656,2,1383,83,3488.13,3488.13,3482.75,3253.13,0.3,0.3,0.3,0.3,3488.13,3488.13,0\\r\\n20541,2789,24,Female,0,student,1020,1,86,13,43.25,3021.75,1594.98,54.81,900.07,3103.11,3878.57,144.45,1809.06,2935.76,1\\r\\n20542,639,50,Male,,salaried,334,1,2615,153,1343.99,1426.59,1444.71,11728.78,0.2,0.2,51.37,0.2,1400.14,1439.49,0\\r\\n20543,1185,72,Male,0,self_employed,1181,3,2532,60,1556.61,1556.61,1461.38,1265.42,0.06,0.06,0.06,0.06,1556.61,1556.61,0\\r\\n20544,1396,69,Male,0,retired,69,2,2220,,1383.49,1893.29,2423.71,3016.66,0.67,0.67,714.96,1143.53,1558.27,2676.7,0\\r\\n20545,1496,12,Male,0,student,1301,3,692,,448.99,2234.71,1926.43,1999.85,0.46,0.46,1857.6,0.46,1399.73,2225.49,0\\r\\n20546,1446,58,Male,0,self_employed,856,2,1541,49,1195.54,1195.54,1935.95,760.04,0.66,11126.09,0.66,10714.94,1195.54,3827.9,1\\r\\n20547,2952,44,Male,0,self_employed,259,2,771,0,21041.59,29979.59,21513.3,15634.61,33876.6,1017.74,45951.29,11112.01,17023.2,28614.4,1\\r\\n20548,6499,82,Male,0,retired,996,2,1307,13,2627.57,4056.14,3645.63,3073.33,1428.93,714.64,2857.5,0.36,4006.88,3779.64,0\\r\\n20550,4598,42,Male,2,salaried,1076,3,222,77,1409.56,3180.07,3000.4,3526.68,0.16,0.16,1234.5,2943.44,2205.6,3133.49,0\\r\\n20551,4725,47,Male,0,self_employed,1020,3,163,,2322.36,2196.29,2368.74,2985.21,0.64,0.64,0.64,0.64,2246.51,2270.2,0\\r\\n20552,5752,42,Male,0,self_employed,656,2,1263,,6483.39,6483.39,6483.39,6442.32,0.53,0.53,0.53,0.53,6483.39,6483.39,0\\r\\n20554,4935,41,Female,0,self_employed,146,2,2447,238,2315.05,2415.05,2583.85,3312.24,0.63,0.63,0.63,226.9,2370.72,2587.44,0\\r\\n20555,681,80,Female,0,self_employed,1020,2,1207,70,5882.04,6361.18,23063.05,1154.75,0.1,0.1,857.24,1785.81,5913.43,6718.33,1\\r\\n20556,422,23,Male,,self_employed,1122,3,2358,94,1674.67,1674.67,1674.67,159.61,0.33,0.33,0.33,0.33,1674.67,1674.67,1\\r\\n20557,6388,41,Female,0,self_employed,1084,3,540,44,2759.2,2887.42,2727.69,2381.8,0.01,428.59,327.66,391.94,2957.19,2869.64,0\\r\\n20558,4059,73,Male,0,retired,1603,3,72,14,3821.07,3902.17,4117.53,2536.14,264.52,251.97,352.52,574.93,4039.07,4150.16,0\\r\\n20559,1754,66,Male,0,self_employed,387,3,1743,138,2553.23,2603.37,2584.91,2001.37,0.23,0.23,0.23,0.23,2550.93,2603.37,0\\r\\n20560,4162,56,Male,0,self_employed,1338,3,326,97,2370.94,2433.22,3488.53,5583.6,0.16,0.16,0.16,1428.73,2401,3801.88,0\\r\\n20561,1494,30,Male,0,self_employed,1382,3,629,3,2287.11,1960.35,1724.23,768.01,155.74,0.03,43.27,0.03,1969.83,1960.35,0\\r\\n20562,5211,72,Female,0,self_employed,575,1,92,0,18250.8,18154.24,19969.12,24190.04,29.58,23.85,561.29,581.14,18644.21,18439.15,0\\r\\n20563,4872,90,Male,0,self_employed,334,2,1237,9,3415.9,3319.62,3417.45,3585.41,150.57,0.57,457.71,0.57,3413.9,3319.62,0\\r\\n20564,2105,48,Female,0,self_employed,1046,3,1786,5,789.49,1424.76,1443.43,1934.75,965.33,172.03,857.74,0.6,1120.42,1321.07,0\\r\\n20565,463,50,Male,0,salaried,762,2,195,4,2824.23,2339.09,2733.68,2153.54,401.05,0.23,57.94,0.23,2839.29,2283.79,0\\r\\n20566,7250,84,Male,0,self_employed,485,2,57,95,2919.14,2919.14,2942.88,3496.07,0.1,0.1,0.1,19.24,2919.14,2922.84,0\\r\\n20567,2648,68,Female,0,self_employed,1096,1,27,83,1523.57,2237.86,2252.45,2665.99,0.67,0.67,714.96,714.96,1523.57,2330.02,0\\r\\n20568,1913,69,Male,2,self_employed,1546,3,2086,,1336.93,1845.94,1572.18,2602.92,0.54,0.54,1195.1,714.29,1853.86,1578.64,0\\r\\n20569,2727,36,Male,0,salaried,1020,1,240,55,173.58,30.27,1524.53,1540.54,0.49,9600.49,939.71,15080.49,1600.16,1644.6,0\\r\\n20570,4158,66,Female,0,self_employed,646,2,397,139,751.62,598.71,2345.19,5425.69,0.2,0.2,0.2,0.2,711.19,578.89,1\\r\\n20571,2459,68,Female,0,self_employed,1020,3,541,26,4111.12,2969.9,1803.94,314.58,1143.56,2651.9,0.7,0.7,3994.31,1101.18,0\\r\\n20572,2676,46,Female,0,self_employed,146,2,353,82,3038.96,3638.57,4374.35,6853.45,0.3,0.3,38.23,513.51,3099.84,3830.98,0\\r\\n20573,244,49,Male,,self_employed,372,3,3723,31,3745.13,8673.7,7284.96,5655.27,0.36,235.49,4928.93,643.21,6043.16,9014.34,0\\r\\n20574,4386,41,Female,0,self_employed,1570,3,1273,89,1377.77,1418.77,2187.9,4966.37,0.11,0.11,45.76,1428.69,1412.82,2386.51,0\\r\\n20575,4289,64,Female,1,self_employed,1232,3,103,53,1721.87,895.62,2004.78,5522.13,0.56,475.29,4209.8,4746.37,1858.29,1793.72,0\\r\\n20576,1233,32,Male,0,self_employed,21,2,205,332,1539.52,1720.95,1783.64,2539.09,0.27,0.27,181.7,215.99,1543.52,1727.91,0\\r\\n20577,266,43,Female,,self_employed,649,3,1843,194,2692.25,2849.39,2800.62,2841.59,0.14,0.14,157.29,0.14,2703.09,2849.39,0\\r\\n20578,1741,43,Male,0,salaried,1540,2,1543,87,130.19,104.55,1976.78,1812.28,0.43,0.43,0.43,0.43,109.2,1864.49,1\\r\\n20579,3236,44,Male,3,salaried,407,2,326,45,1035.12,1261.39,1507.05,1514.63,0.16,1217.3,1169.6,769.55,1333.92,1275.12,0\\r\\n20580,561,90,,,self_employed,834,3,1924,44,2858.83,3376.46,2810.95,1502.86,0.37,1421.86,477.03,714.66,3161.7,3461.2,0\\r\\n20581,2111,69,Male,0,retired,1096,3,292,,10361.19,10575.48,10671.4,11240.88,0.09,0.09,0.09,0.09,10464.64,10667.64,0\\r\\n20582,1537,35,Female,0,self_employed,,2,1104,21,3441.37,7013.77,6012.73,4223.47,728.99,1114.7,94.7,0.41,5444.94,6455.25,1\\r\\n20583,2412,33,Male,0,salaried,646,2,397,90,1644.75,1930.46,2644.83,512.87,0.09,0.09,500.09,1442.94,1834.4,2726.78,1\\r\\n20584,272,39,Male,0,self_employed,1096,2,578,73,1539.56,8740.94,11733.22,9519.85,0.01,0.01,11476.01,9776.3,2533.52,14739.77,1\\r\\n20585,1445,35,Female,0,self_employed,665,3,569,122,5233.96,5233.96,5233.96,4589.31,0.23,0.23,0.23,0.23,5233.96,5233.96,0\\r\\n20586,2288,82,Male,0,retired,,3,1235,24,3446.85,676.24,1619.92,1818.72,2857.81,0.67,172.1,574.96,2686.97,1089.09,0\\r\\n20587,2984,33,Female,0,self_employed,623,3,700,,715.91,2501.63,2411.32,2485.78,0.51,0.51,1786.23,0.51,2230.69,2501.63,1\\r\\n20588,579,66,Female,0,self_employed,623,3,1042,199,3715.51,3715.51,3809.98,4358.47,0.16,0.16,0.16,214.44,3715.51,3784.63,0\\r\\n20590,6194,58,Female,2,self_employed,1020,2,85,5,29986.88,21918.66,14668.24,6843.59,17143.41,161860.51,8753.93,307897.6,21298.51,16543.87,0\\r\\n20591,1980,30,Male,0,salaried,409,3,617,7,3143.74,3256.01,2869.46,2617.06,1139.6,940.3,1275.8,873.59,3206.55,2770.91,0\\r\\n20592,770,66,Female,0,self_employed,1232,2,539,,1838.95,1855.39,1880.12,2183.43,0.03,0.03,16.47,18.31,1848.16,1871.66,0\\r\\n20593,2376,80,Male,0,self_employed,485,2,1510,39,1642.4,1640.34,5607.42,8393.91,0.07,34103.86,0.07,33214.36,1640.41,10366.47,1\\r\\n20594,250,27,Male,0,salaried,1096,3,617,4,1529.72,4692.6,2452.16,352.25,1072.07,0.64,1982.57,343.5,2108.92,5065.26,1\\r\\n20595,2138,41,Female,0,salaried,1096,1,1343,0,15742.94,13521.74,13408.66,5934.72,2264.66,2750.04,63.16,146.79,13577.27,14006.02,0\\r\\n20596,1780,90,Female,0,self_employed,318,3,1314,25,7637.9,7618.88,7180.23,2721.45,16.93,0.29,0.29,0.29,7634.38,7618.31,0\\r\\n20597,2383,70,Female,0,self_employed,1096,2,905,26,28974.31,29964.5,28040.13,8747.14,357.67,357.67,0.53,0.53,29232.19,28355.58,1\\r\\n20598,5107,45,Female,0,self_employed,1020,3,12,13,3088.52,2663.3,2658.98,2357.41,430.57,0.57,0.57,0.57,2854.41,2663.3,0\\r\\n20599,1690,39,Female,0,self_employed,652,2,2254,261,2335.22,2335.22,3061.95,3623.72,0.7,0.7,0.7,1186.41,2335.22,3329.69,0\\r\\n20600,539,27,Female,0,self_employed,834,2,466,35,1688.04,1688.04,2233.53,1926.39,0.41,386.13,0.41,1428.99,1688.04,2314.34,0\\r\\n20601,277,63,Male,0,self_employed,38,3,861,0,5877.42,6226.43,10229.87,14979.49,1748.07,87.76,2224.19,8806.36,6098.96,14017.04,1\\r\\n20602,2844,55,Female,1,salaried,1020,2,84,20,9118.7,9043.78,8939.2,5688.33,29.09,52.09,82.74,35.58,9028.58,8931.56,0\\r\\n20604,1648,46,Female,0,self_employed,1020,2,212,90,6907.81,6931.05,7021.02,6390.02,0.06,0.06,23.3,200.69,6919.03,7026.16,0\\r\\n20605,439,90,,,self_employed,834,2,2017,17,17611.92,17225.49,16881.55,3282.75,450.19,450.19,63.76,42.33,17478.49,17107.52,0\\r\\n20606,1079,25,Male,0,salaried,146,2,371,26,15990.86,15317.53,14715.46,13410.87,0.5,1.45,377.46,745.85,15096.66,14329.45,0\\r\\n20607,4604,35,Male,0,self_employed,1215,2,169,116,4488.55,4903.31,5141.46,3017.08,0.57,0.57,466.66,270.48,4625.18,5090.03,0\\r\\n20608,820,28,Male,0,student,623,1,512,55,454.52,454.52,3338.13,5314.81,0.31,87.29,0.31,6428.89,454.52,1987.08,0\\r\\n20609,2915,31,Female,0,self_employed,1315,2,250,5,195.01,1365.72,4543.85,697.25,36687.06,578.91,0.63,0.63,9517.89,1074.75,0\\r\\n20610,1935,72,Male,0,retired,834,2,219,13,56614.97,21011.01,22362.99,11877.57,56550.04,1011.37,6802.38,49.24,36157.71,19425.29,0\\r\\n20611,4566,55,Female,0,self_employed,409,2,3,52,3921.11,4899.68,22718.47,11463.27,0.67,160.32,979.24,622.1,4034.65,4923.85,1\\r\\n20612,3287,42,Female,0,self_employed,1084,2,256,17,3711.09,3396.35,3077.4,391.89,1429.17,0.6,714.89,3680.96,3310.28,4346.44,0\\r\\n20613,1866,38,Male,0,salaried,1020,2,998,27,6300.84,5539.54,5861,5661.98,895.93,0.21,132.56,139.81,6280.69,5571.35,0\\r\\n20614,1981,16,Female,0,student,1232,2,148,24,2101.6,2209.5,2170.05,2085.84,143.01,0.16,143.01,0.16,2116.48,2209.5,0\\r\\n20615,4217,45,Female,0,self_employed,531,1,153,17,12006.7,7043.4,13568.36,17739.2,7143.54,0.69,215.26,11780.54,9457.75,12394.61,0\\r\\n20616,1477,43,Female,0,self_employed,1494,2,67,314,1515.25,1515.25,1498.66,1463.94,0.7,0.7,0.7,0.7,1515.25,1508.34,0\\r\\n20617,1165,48,Female,0,salaried,146,1,53,4,7225.41,8516.71,7179.77,3825.96,21.8,0.37,1313.1,1593.94,7661.71,9586.05,0\\r\\n20618,6776,68,Male,2,salaried,834,3,789,3,1643.04,1845.6,1858.8,3790.77,1600.1,171.53,1092.96,652.96,1286.77,2075.7,1\\r\\n20619,3018,57,Female,0,self_employed,853,3,648,153,1905.87,1905.87,1910.25,1922.91,0.16,0.16,0.16,7.64,1905.87,1909.01,0\\r\\n20620,290,30,Male,0,self_employed,1139,3,3893,0,6860.58,1128.87,2279.82,3048.53,6695.26,5778.86,719.37,5714.93,2103.99,2240.98,0\\r\\n20621,246,21,Female,,student,656,3,1391,20,4038.96,2801.81,2503.02,1323.3,1237.7,1286.27,0.56,0.56,3697.68,2345.59,0\\r\\n20622,3506,50,Male,0,self_employed,409,2,217,,1397.16,1397.16,1486.36,1731.12,0.24,0.24,0.24,237.24,1397.16,1427.75,0\\r\\n20623,3180,54,Female,0,self_employed,666,3,715,58,4205.03,4240.75,3792.07,2651.25,0.3,857.44,0.3,714.59,4234.59,4267.24,0\\r\\n20624,1464,59,Female,0,self_employed,573,2,2704,5,2759.35,3570.16,2197.96,2618.48,2057.26,4114.4,2942.97,1571.54,1870.51,1792.24,0\\r\\n20625,2645,40,Male,2,self_employed,1096,1,248,17,3182.32,4610.89,3892.11,27129.89,71429.01,9155.41,71429.01,1120.13,6926.16,2851.3,0\\r\\n20626,1264,65,Female,,self_employed,89,3,2550,,1539.4,1539.4,1539.4,2827.38,0.2,0.2,0.2,0.2,1539.4,1539.4,0\\r\\n20627,1938,49,Female,0,salaried,1020,3,80,173,15194.34,15275.46,15854.08,24515.31,0.7,0.7,81.82,126.9,15227.9,15318.06,0\\r\\n20628,2294,40,Male,3,self_employed,1076,2,1246,83,1856.47,2022.68,2002.73,2235.52,0.26,0.26,166.47,166.47,1873.66,2039.32,0\\r\\n20629,7676,54,Male,0,self_employed,1020,2,240,214,2325.45,2325.45,2325.45,2308.64,0.46,0.46,0.46,0.46,2325.45,2325.45,0\\r\\n20630,2853,43,Male,0,self_employed,297,2,372,0,2709.16,2637.74,2429.36,1651.87,929.24,1072.1,857.81,565.56,2817.54,2577.4,0\\r\\n20631,2071,60,Male,0,salaried,1600,2,408,21,16491.26,4502.69,7965.22,5947.12,14286.06,0.34,154.63,0.34,14890.28,4502.69,0\\r\\n20632,474,26,Male,,self_employed,1020,2,1204,20,1058.31,1675.78,1614.36,2645.28,240.11,226.51,857.59,0.44,1819.78,1632.03,0\\r\\n20633,3390,29,Male,0,student,1096,3,480,152,2113.5,1257.07,2117.72,2133.11,0.14,0.14,326.28,1299.84,1269.13,2025.96,1\\r\\n20634,1449,32,Female,0,self_employed,334,3,1863,154,3691.35,3477.06,3359.47,3195.74,0.17,0.17,0.17,0.17,3580.51,3359.55,0\\r\\n20635,2416,76,Female,0,retired,146,1,1298,11,6362.4,9147.77,15462.79,24340.36,0.86,10.66,2740.32,8133.91,7503.71,15759.32,0\\r\\n20636,2658,47,Female,0,self_employed,834,2,593,297,1749.26,2120.69,2517.61,3014.95,0.24,0.24,357.39,857.39,2099.01,2457.09,1\\r\\n20637,2643,62,Female,0,self_employed,334,2,1237,18,8357.97,8298.25,8260.88,8111.45,200.44,200.44,143.3,143.3,8279.98,8236.76,0\\r\\n20638,2103,48,Female,0,salaried,834,3,1088,141,3398.03,3398.03,3398.03,2019.73,0.39,0.39,0.39,0.39,3398.03,3398.03,0\\r\\n20639,2457,27,Male,2,self_employed,1033,2,244,63,9976.15,19675.88,10162.08,8657.12,0.34,0.34,10972.56,7342.98,16237.15,10748.28,0\\r\\n20640,1636,39,Female,0,self_employed,623,1,968,279,6548.99,5908.36,5359.34,3407.12,0.36,0.36,0.36,0.36,5931.75,5311.6,0\\r\\n20641,3348,70,Male,0,retired,318,3,1402,,24480.92,24480.92,24480.92,24325.83,0.17,0.17,0.17,0.17,24480.92,24480.92,0\\r\\n20642,910,65,Male,0,self_employed,905,3,1831,14,3288.26,3485.26,3579.41,4274.32,217.33,0.19,314.47,0.19,3420.64,3585.53,0\\r\\n20644,4622,46,Male,2,self_employed,1020,2,239,0,5038.82,4860.93,2752.36,4460.35,2870.2,2793.13,2820.89,2046.42,2806.45,3156.71,0\\r\\n20645,2265,51,Female,0,self_employed,1020,2,114,,4454.32,4454.32,4450.87,4388.53,0.51,0.51,0.51,0.51,4454.32,4452.25,0\\r\\n20646,4868,43,Male,2,self_employed,1084,3,1030,26,2325.08,2053.49,2160.08,1937.57,428.63,0.06,0.06,0.06,2298.77,2051.62,0\\r\\n20647,3106,49,Male,0,salaried,413,3,759,14,169.71,9324.45,9227.37,6243.41,302.46,302.46,7460.09,6245.8,4547.91,10652.55,1\\r\\n20648,5043,76,Male,0,self_employed,146,2,140,76,611.19,1754.05,2221.34,3801.24,0.47,0.47,1143.33,2143.33,768.83,2030.55,1\\r\\n20649,2618,45,Female,0,self_employed,206,2,865,6,21765.24,0.13,4187.31,41.67,50363,34600.3,28649.3,21430.7,5336.24,5686.39,0\\r\\n20651,2620,9,Male,0,student,1076,2,64,,1803.63,1760.77,1760.77,1622.82,0.63,0.63,0.63,0.63,1803.63,1760.77,0\\r\\n20652,2980,55,Male,2,self_employed,,1,8,3,5280.95,6175.76,14532.39,48759.67,2166.49,8495.14,643.44,2938.01,6774.07,4469.72,1\\r\\n20653,4153,38,Female,0,salaried,1020,1,175,33,32870.34,4298.91,15241.8,19467.98,0.63,283729.11,0.63,105.27,8239.8,26483.85,0\\r\\n20654,417,26,Male,,self_employed,458,2,1815,308,1916.31,1916.31,1914.58,2580.6,0.7,0.7,0.7,0.7,1916.31,1914.78,1\\r\\n20656,5379,60,Male,0,salaried,1274,1,1583,56,3154.61,2973.41,3010.52,1803.61,0.2,200.2,0.2,200.2,3073.48,3005.2,1\\r\\n20657,6248,90,Male,0,self_employed,1195,3,1331,5,6421.63,1931.1,2427.79,2555.72,4491.69,0.63,1.16,286.34,2826.7,2198.38,0\\r\\n20658,1519,42,Male,0,self_employed,745,2,298,6,2503.03,3237.65,1675.98,1694.55,2571.83,2857.54,0.4,0.4,2013.22,1129.68,0\\r\\n20659,1831,33,Male,0,self_employed,1173,2,782,30,1447.88,1522.64,1774.66,4269.67,0.6,1.01,78.15,500.6,1507.1,1660.16,0\\r\\n20660,2641,47,Male,0,salaried,1096,3,1347,133,2419.55,2811.4,2458.43,7865,0.29,0.29,392.13,884.76,2661.65,3052.17,0\\r\\n20661,2656,66,Female,0,self_employed,1613,2,1456,,2980.4,2980.4,2980.4,1038.3,0.37,0.37,0.37,0.37,2980.4,2980.4,0\\r\\n20662,2891,51,Male,0,self_employed,575,2,1098,0,13274.01,9669.88,7059.99,9500.58,5767.69,5640.11,1498.41,3144.42,8265.25,6167.73,1\\r\\n20663,1788,51,Male,0,self_employed,224,3,1686,0,10541.56,10541.56,10541.56,4819.43,1428.66,0.09,0.09,0.09,10541.56,10541.56,0\\r\\n20664,793,52,Male,2,self_employed,491,2,396,60,1351.71,1594.57,1568.12,3504.89,0.51,0.51,243.37,66.54,1399.49,1684.39,0\\r\\n20665,2990,18,Female,0,student,224,3,837,102,1823.67,1823.67,1823.67,1801.48,0.11,0.11,0.11,0.11,1823.67,1823.67,0\\r\\n20666,2491,51,Female,0,self_employed,1020,1,16,91,16929.26,18380.08,19383.29,25137.7,0.46,0.46,22.7,0.46,17574.05,18967.63,0\\r\\n20667,2022,58,Male,2,salaried,601,2,1044,131,402.19,3259.33,3324,4537.79,0.17,0.17,3571.6,285.89,2766.72,3498.96,1\\r\\n20668,1317,64,Male,0,self_employed,106,3,2793,122,4667.22,7162.13,8057.65,4732.3,0.63,0.63,2500.63,2143.49,6115.85,7919.12,0\\r\\n20669,2816,41,Male,2,self_employed,1623,1,532,23,40731.14,30378.66,38217.93,21953.88,11894.01,61322.59,1500.64,66525.19,39567.67,37827.64,0\\r\\n20670,3196,37,Male,3,self_employed,1258,3,769,0,2908.67,280.7,2051.83,1519.73,5218.81,1053.1,2633.24,1671.81,2540.72,431.55,0\\r\\n20671,2480,62,Female,0,self_employed,409,3,585,0,57474.9,3761.69,2377.36,469.37,58644.76,9000.04,9931.54,5714.33,4166.3,2489.8,0\\r\\n20673,425,36,Male,0,salaried,572,2,189,0,12383.12,2918.53,5599.09,6502.43,39187.31,8789.61,33039.14,9587.56,7730.38,3545.21,0\\r\\n20674,1271,26,Male,0,self_employed,409,3,272,114,715.48,715.48,1723.06,158.11,0.57,0.57,0.57,0.57,715.48,718.23,1\\r\\n20675,333,20,Female,0,self_employed,409,2,1392,278,3923.17,3923.17,3923.17,3901.12,0.41,0.41,0.41,0.41,3923.17,3923.17,0\\r\\n20676,2983,35,Male,0,student,15,2,49,301,238.94,215.5,2621.65,2418.67,0.19,0.19,0.19,4285.9,227.05,3533.47,1\\r\\n20677,464,65,Male,0,self_employed,1181,3,186,313,1807.73,1807.73,1850.74,2041.56,0.31,0.31,0.31,0.31,1807.73,1807.73,0\\r\\n20678,2122,74,Male,0,self_employed,1494,1,67,5,3079.53,1067.51,2435.02,4431.04,23287.04,3287.04,21815.89,3031.91,2131.07,900.72,0\\r\\n20679,795,64,Male,0,salaried,578,2,2930,0,2685.83,2707.83,2654.78,3154,5.66,0.3,27.11,14.28,2699.02,2715.62,0\\r\\n20680,598,90,,,self_employed,621,2,531,46,315.73,3888.8,2221.3,1431.79,0.21,1072.71,3571.64,1073.26,1548.56,3370.46,1\\r\\n20681,3225,76,Female,0,self_employed,146,3,446,76,2086.86,1836.86,2303.27,3233.2,0.63,0.63,0.63,0.63,2086.86,1836.86,0\\r\\n20682,315,82,Female,,self_employed,261,3,937,3,282.22,6320.23,4138.72,6086.02,14330.73,977.36,219.84,476.1,395.41,6131.92,0\\r\\n20683,1173,71,Female,,self_employed,767,2,2733,,2619.3,2619.3,2822.84,3204.77,0.39,0.39,0.39,714.67,2619.3,2872.76,0\\r\\n20684,2484,52,Male,0,self_employed,1110,2,982,19,7835.5,7835.5,7811.07,17201.23,487.27,485.13,487.27,486.56,7807.36,7788.92,0\\r\\n20685,4830,52,Male,0,self_employed,1232,2,149,178,3768.43,5575.52,5718.07,6806.51,0.17,0.17,55.06,583.03,4957.11,5905.58,0\\r\\n20686,1640,59,Female,0,self_employed,1589,2,1711,20,8298.63,8922.29,8781.33,8871.86,5.44,21429.1,629.1,21429.1,8490.38,8926.41,0\\r\\n20687,1357,65,Female,0,self_employed,409,2,2076,,1981.61,1981.61,1981.61,1969.05,0.41,0.41,0.41,0.41,1981.61,1981.61,0\\r\\n20688,793,35,Male,0,self_employed,617,2,3372,135,4098.04,2627.47,3361.17,657,0.01,0.01,2171.44,285.73,4493.61,2733.92,0\\r\\n20689,3080,46,Female,0,self_employed,146,2,41,138,7486.95,7486.95,7486.95,7785.14,0.33,0.33,0.33,0.33,7486.95,7486.95,0\\r\\n20690,2856,75,Male,0,retired,187,1,2610,34,13998.61,12904.9,12927.29,18137.81,0.41,147.04,357.56,428.99,13587.9,12784.5,0\\r\\n20691,2269,35,Female,0,self_employed,1347,2,817,41,3049.26,3935.01,3794.38,3166.86,0.39,114.67,857.57,272.49,3420.71,4202.37,1\\r\\n20692,735,50,Male,0,self_employed,1020,2,836,72,4215.55,3715.55,3865.06,3713.03,0.39,0.39,0.39,143.24,3732.79,3752.42,0\\r\\n20693,492,70,Male,0,self_employed,1540,3,1536,10,2528.31,2505.06,2252.81,2937.53,166.17,779.24,0.06,214.34,2494.17,2086.78,0\\r\\n20694,1748,12,Female,0,student,834,2,105,60,1372.84,1372.84,1513.71,1581.79,0.1,0.1,0.1,0.1,1372.84,1372.84,0\\r\\n20695,4067,72,Male,0,retired,1494,3,388,0,8001.65,3492.32,4154.57,2280.5,2857.59,0.44,266.64,1000.44,5349.99,3797.36,0\\r\\n20696,4240,56,Female,0,self_employed,1020,3,322,,2116.86,2116.86,2119.94,2134.34,0.44,0.44,0.44,0.44,2116.86,2116.86,0\\r\\n20697,3391,45,Male,0,salaried,468,2,175,136,2957.64,2631.34,2807.92,2418.54,0.53,0.53,17.09,31.09,2936.37,2698.6,0\\r\\n20698,1501,85,Female,0,retired,1020,3,16,125,3161.69,3161.69,3161.69,3001.92,0.13,0.13,0.13,0.13,3161.69,3161.69,0\\r\\n20699,1371,60,Female,0,self_employed,904,3,1267,252,3177.88,3177.88,3177.88,3141.36,0.7,0.7,0.7,0.7,3177.88,3177.88,0\\r\\n20700,4722,54,Male,2,self_employed,1438,1,1239,324,8024,9431.14,8802.07,8202.33,0.24,0.24,2143.1,0.24,8125.72,9305.43,0\\r\\n20701,2769,68,Male,0,retired,407,2,225,,1547.75,1547.75,1547.75,1537.94,0.23,0.23,0.23,0.23,1547.75,1547.75,0\\r\\n20702,4652,56,Male,0,salaried,1232,3,148,91,1960.52,2554.66,2501.94,698.71,0.7,0.7,594.84,22.96,2215.88,2558.49,0\\r\\n20703,1560,31,Male,1,self_employed,241,2,3694,19,9549.97,3594.75,4328.7,2318.32,10002.37,3.03,10445.97,19058.47,7436.95,2665.23,0\\r\\n20704,590,60,Male,0,self_employed,572,2,2437,28,2119,2089.53,2089.21,1988.66,30.11,30.11,0.64,0.64,2119,2089.53,0\\r\\n20705,1252,44,Male,4,self_employed,258,2,645,80,100.24,100.24,4938.95,97.08,0.07,0.07,0.07,0.07,100.24,100.24,1\\r\\n20706,1197,45,Male,2,self_employed,860,3,671,14,7247.98,324.59,1871.78,345.95,14285.76,3.04,3655.18,375.68,4126.24,411.63,0\\r\\n20707,2361,32,Female,0,salaried,665,2,177,238,20650.82,20650.82,20650.82,20538.17,0.16,0.16,0.16,0.16,20650.82,20650.82,0\\r\\n20708,3401,54,Male,0,self_employed,1246,3,2794,279,1798.26,1798.26,1798.26,1786.9,0.59,0.59,0.59,0.59,1798.26,1798.26,0\\r\\n20709,3180,49,Male,3,self_employed,1150,3,61,0,1762.94,2286.2,2624.88,6010.08,370.5,477.36,829.17,1443.54,2060.92,2590.94,0\\r\\n20710,2410,33,Female,0,self_employed,1294,3,1470,7,1180.56,1157.52,1838.84,2732.3,48.31,32.1,25.11,1510.37,1175.76,1732.95,0\\r\\n20711,3062,55,Female,0,self_employed,1102,2,20,13,4243.23,2408.95,3044.7,2633.29,171.64,0.21,0.21,0.21,3694.46,2372.45,0\\r\\n20712,676,39,Female,,self_employed,1088,2,3135,,12234.39,12234.39,12691.38,13022.04,0.5,0.5,0.5,857.64,12234.39,12748.21,0\\r\\n20713,1880,31,Male,0,salaried,1207,1,437,272,9510.79,9098.56,9376.53,9353.96,0.01,0.01,0.01,0.01,9552.46,9137.54,0\\r\\n20714,666,38,Male,3,self_employed,743,3,3221,89,188.88,499.8,4938.78,11205.85,0.03,0.03,384.7,9384.7,274.98,5383.57,1\\r\\n20715,2613,58,Female,0,salaried,1540,2,57,63,13335.78,832.8,5164.93,5666.68,0.64,0.64,3171.95,3599.25,12960.23,1217.93,0\\r\\n20716,1018,24,Male,0,student,1020,3,626,4,3505.79,3440.63,4063.59,4276.79,65.26,21880.43,0.1,22493.17,3451.86,4671.34,0\\r\\n20717,1023,35,Female,0,self_employed,146,2,261,23,9903.03,7887.45,7945.94,5164.68,171.83,21536.23,164.69,30715.58,8623.86,9179.23,0\\r\\n20718,3161,51,Male,4,self_employed,623,2,562,14,15842.12,13410.84,12869.89,12594.48,2429.01,1469.34,0.44,443.3,15051.33,12462.64,0\\r\\n20719,3141,36,Female,0,self_employed,491,2,279,,3636.34,3529.19,3570.75,3458.11,0.19,0.19,0.19,39.3,3632.64,3563.61,0\\r\\n20720,2921,44,Male,3,self_employed,102,3,713,61,2754.1,7886.34,4938.19,3050.11,0.13,0.13,4568.72,137.06,4002.79,7400.58,0\\r\\n20721,932,90,,,self_employed,162,2,304,,5061.35,5061.35,5061.35,5029.29,0.13,0.13,0.13,0.13,5061.35,5061.35,0\\r\\n20722,2670,14,Male,0,student,1020,2,686,54,3720.63,3713.48,2329.76,126.14,0.17,3559.56,0.17,0.17,3714.47,3133.63,0\\r\\n20723,1211,46,Male,2,self_employed,1020,3,836,72,4718.17,5289.59,5038.31,3718.6,0.19,0.19,0.19,0.19,5033.44,5289.59,0\\r\\n20724,2269,55,Female,0,self_employed,15,2,1680,17,3838.39,3695.54,3623.71,3388.22,143.44,143.44,0.59,0.59,3784.21,3603.37,0\\r\\n20725,520,43,Male,0,self_employed,1271,1,101,31,224.99,107377.71,15913.41,12375.7,0.29,36428.86,107122.16,21428.86,7890.41,37423.5,1\\r\\n20726,1685,46,Male,0,salaried,1258,3,3657,223,533.58,3387.59,2717.14,3270.55,0.21,0.21,2857.36,1.64,1616.35,3344.85,1\\r\\n20727,479,26,Male,,self_employed,623,1,2705,5,1790.37,2181.41,2142.68,2966.09,500.26,1000.06,865.35,1048.14,1970.2,2322.82,0\\r\\n20728,318,43,Male,1,self_employed,,2,925,5,62716.5,57144.34,46883.37,552.42,4134.8,33624.43,1511.76,3446.14,62132.15,52046.06,0\\r\\n20730,1003,23,Male,0,student,61,2,2759,38,166.73,4323.51,6823.74,15761.66,0.37,357.51,4157.16,357.51,4174.41,4323.51,1\\r\\n20731,659,67,Female,0,self_employed,61,2,263,14,2648.01,2576.58,2588.9,2561.96,72.11,0.69,0.69,0.69,2613.53,2576.58,0\\r\\n20732,1173,37,Female,0,self_employed,905,2,1582,133,1654.77,1654.77,1652.03,1562.29,0.11,0.11,0.11,0.11,1654.77,1651.67,0\\r\\n20733,1895,48,Male,0,salaried,146,3,1749,72,2888.42,2888.42,2856.3,2711.32,0.47,0.47,0.47,0.47,2888.42,2888.42,1\\r\\n20734,4287,48,Female,0,self_employed,,2,25,18,6042.87,6888.58,6869.48,4900.69,285.79,285.79,645.79,0.07,6340.5,7284.89,0\\r\\n20735,912,52,Female,,self_employed,1589,2,2443,91,8352.94,8381.51,8397.59,2338.33,0.06,0.06,0.06,0.06,8369.69,8397.18,0\\r\\n20736,1614,90,,0,self_employed,630,2,36,,5303.16,5303.16,5303.16,5479.41,0.49,0.49,0.49,0.49,5303.16,5303.16,0\\r\\n20737,2412,59,Female,0,self_employed,1020,2,406,361,3922.54,4469.13,4324.85,4704.48,0.24,0.24,278.81,2.39,4215.93,4967.76,0\\r\\n20738,263,27,Female,3,self_employed,1551,3,445,3,3390.35,3657.15,1704.31,636.43,353.64,975.64,13648.33,13385.74,2906.46,1175.1,0\\r\\n20739,905,57,Male,0,self_employed,1020,2,544,83,2723.64,3455.24,3585.36,4971.12,0.46,0.46,732.06,286.17,2831.49,3482.89,0\\r\\n20740,1088,41,Male,2,self_employed,980,2,655,17,19963.04,19159.6,34430.86,37451.68,1143.29,0.43,327.81,327.81,19480.15,19228.49,1\\r\\n20741,6754,70,Male,1,self_employed,1096,2,557,,3982.51,3982.51,3982.51,3951.7,0.34,0.34,0.34,0.34,3982.51,3982.51,0\\r\\n20742,2350,28,Female,0,student,15,2,958,259,4340.78,4340.78,4330.95,4200.57,0.31,0.31,0.31,0.31,4340.78,4340.78,0\\r\\n20743,827,54,Male,0,self_employed,1483,3,2613,,2553.7,2548.93,2547.91,2527.91,0.29,0.29,0.29,0.29,2549.91,2548.46,0\\r\\n20744,1927,46,Female,0,salaried,834,2,105,235,2577.12,2577.12,2577.12,3012.52,0.34,0.34,0.34,0.34,2577.12,2577.12,0\\r\\n20745,2314,47,Male,0,self_employed,1584,2,1918,58,1599.98,3042.84,3959.58,5949.57,0.07,1428.64,1428.64,2407.93,2795.06,4847.24,0\\r\\n20746,2254,43,Male,0,salaried,1111,1,120,,1598.07,1655.64,1663.09,1728.95,0.56,0.56,32.7,7.7,1630.06,1662.32,0\\r\\n20747,2803,53,Female,0,self_employed,1020,2,406,17,3964.25,2520.74,4380.95,6443.75,1460.19,6.58,3.06,4290.72,3423.63,3339.5,0\\r\\n20748,999,55,Female,0,salaried,664,2,2902,144,2777.2,3062.91,3193.88,4183.12,0.04,0.04,0.04,0.04,2917.1,3185.5,0\\r\\n20749,7382,58,Male,0,salaried,491,2,1568,23,3828.52,3746.89,3744.17,2255.91,82.01,867.73,0.39,3286.1,3808.82,4820.63,0\\r\\n20750,5891,49,Male,2,self_employed,905,2,34,3,6329.18,5876.58,5831.73,5495.42,838.95,0.67,352.06,17.86,5859.47,5879.8,0\\r\\n20751,4658,41,Male,1,self_employed,1020,1,227,28,2712.27,2644.23,2865.96,7013.19,893.5,4144.93,1500.64,3389.87,3156.18,2430.5,0\\r\\n20752,1570,45,Female,2,self_employed,623,2,2398,3,1883.69,3318.98,2475.25,7734.97,4432.54,3684.14,5841.97,1898.43,2222.53,1763.68,0\\r\\n20753,2327,36,Male,0,self_employed,61,3,476,,2613.38,2613.38,2613.38,2596.82,0.29,0.29,0.29,0.29,2613.38,2613.38,0\\r\\n20754,2248,44,Male,0,self_employed,623,2,1639,25,16810.35,17084.6,10865.65,2713.49,72.04,19657.76,384.24,2800.61,17051.73,11794.77,0\\r\\n20757,1370,48,Female,0,self_employed,656,3,340,9,5952.72,945.87,1576.03,1122.11,5000.19,0.19,0.19,134.33,2673.55,976.16,0\\r\\n20758,439,71,Female,0,self_employed,179,2,641,52,12070.59,12184.87,8118.32,2119.99,0.6,11429.17,0.6,1536.31,12153.34,10002.61,0\\r\\n20759,759,48,Male,2,self_employed,1438,3,528,3,6943.99,7156.97,6614.31,4480.79,357.44,643.16,141.84,141.84,7039.87,6967.86,0\\r\\n20760,1414,90,Male,,self_employed,1589,2,147,42,6437.73,6437.73,6904.76,7814.4,0.51,23130.51,0.51,18429.09,6437.73,10835.18,0\\r\\n20761,207,29,Female,,company,409,3,1236,19,2077.55,1627.55,1512.44,1033.14,450.21,450.21,0.21,0.21,1922.38,1438.84,0\\r\\n20762,2678,21,Female,0,student,146,1,1373,117,2858.87,2872.26,2915.16,1342.76,0.59,0.59,13.97,67.03,2867.3,2916.08,0\\r\\n20764,1753,45,Male,0,salaried,1020,1,288,154,70924.75,70924.75,70924.75,54557.08,0.39,0.39,0.39,0.39,70924.75,70924.75,0\\r\\n20765,1889,35,Female,0,salaried,15,3,1682,12,2253.1,2397.5,1883.96,1685.27,733.76,385.96,552.84,730.89,2346.35,1234.27,0\\r\\n20766,3290,39,Female,0,salaried,18,2,685,359,6231.58,3959.48,5893.58,4558.58,0.51,0.51,548.01,2743.95,6328.66,5473.7,0\\r\\n20767,1263,64,Male,3,self_employed,382,2,785,4,830.99,30.99,3577.38,4821.46,1000.66,1429.23,200.66,6407.8,666.46,5016.48,1\\r\\n20768,326,58,Female,,self_employed,1020,2,627,291,1528.87,1528.87,1528.87,1519.64,0.23,0.23,0.23,0.23,1528.87,1528.87,0\\r\\n20769,2812,32,Female,0,salaried,1096,3,139,18,3233.37,3038.84,3323.18,3550.79,395.04,588.76,171.94,971.94,3200.47,3305.3,0\\r\\n20770,1409,69,Female,0,self_employed,745,2,127,73,3036.39,2375.45,4181.6,7773.16,0.59,0.59,335.79,3395.94,3016.96,4033.12,0\\r\\n20771,1984,67,Male,0,retired,743,2,1522,0,1576.27,1659.05,1656.93,1812.8,72.29,0.47,143.33,71.9,1566.47,1725.3,0\\r\\n20772,4668,55,Female,0,self_employed,15,3,48,9,1370.21,1903.49,1918.55,2064.64,610.96,30.66,1740.38,726.06,1420.19,2061.68,0\\r\\n20773,968,70,Male,,self_employed,649,2,1848,10,1895.49,3974.14,2584.49,6088.5,922.37,2240.11,3217.7,1847.84,2643.51,2981.04,0\\r\\n20774,4812,48,Male,0,salaried,102,2,113,163,425.2,414.49,1729.24,8205.76,0.67,0.67,0.67,0.67,421.51,1469.06,1\\r\\n20775,780,37,Female,,self_employed,575,2,1202,86,3086.02,3086.02,3041.78,2385.11,0.51,0.51,0.51,0.51,3086.02,3086.02,0\\r\\n20776,4784,43,Female,3,self_employed,834,1,8,10,4883.74,1987.32,3885.16,2640.76,6071.63,357.34,3172.36,768.84,3658.02,4436.96,0\\r\\n20777,913,28,Female,0,student,,3,3,266,1940.98,1940.98,1925.77,1880.63,0.26,0.26,0.26,0.26,1940.98,1940.98,0\\r\\n20778,1456,65,Female,0,retired,146,1,1036,28,32642.43,69642.68,32412.42,9244.63,2.77,77780.1,54505.04,29332.94,49457.73,40885.63,0\\r\\n20779,514,42,Male,,self_employed,631,2,2185,0,1085.09,1496.17,2013.75,1917.66,357.64,529.07,768.73,1829.07,1399.41,2127.51,0\\r\\n20780,2179,32,Male,0,salaried,623,2,317,5,4458.05,922.57,2282.33,6045.47,304.17,2792.19,1067.49,4691.13,1979.69,1409.23,0\\r\\n20781,1491,76,Male,0,retired,485,3,510,71,2083.55,2083.55,1796.4,434.41,0.37,0.37,0.37,0.37,2083.55,2083.55,0\\r\\n20782,2606,26,Female,0,student,1096,2,614,89,1909.93,1909.93,1907.95,1654.93,0.43,0.43,0.43,0.43,1909.93,1909.93,0\\r\\n20783,4364,64,Male,2,self_employed,1494,3,251,0,9593.35,9442.55,10160.06,20267.96,6286.33,1429.19,6135.53,6135.53,9539.03,10553.02,0\\r\\n20784,1300,70,Female,0,self_employed,1096,3,2005,74,1721.47,1721.47,2083.24,972.98,0.29,0.29,0.29,0.29,1721.47,1721.47,0\\r\\n20785,2758,90,,0,self_employed,1020,1,489,13,1141.94,2356.87,2108.92,2279.36,7142.94,0.09,8571.51,0.09,1705.17,2356.87,1\\r\\n20786,1445,58,Female,0,salaried,834,1,18,231,1487.67,1487.67,1487.67,1478.25,0.61,0.61,0.61,0.61,1487.67,1487.67,0\\r\\n20787,1454,63,Male,0,self_employed,1351,2,1431,91,10028.5,10028.5,10655.23,614.01,0.54,0.54,0.54,714.83,10028.5,10281.95,0\\r\\n20788,6809,47,Male,0,salaried,1020,2,19,19,11274.07,12282.07,15324.35,15119.68,275.04,1.15,1277.8,944.33,11501.12,12708.41,0\\r\\n20789,3030,50,Female,0,self_employed,1180,1,116,20,5353.58,6428.7,10338.2,5648.57,9576.4,7216.87,14751.06,14195.92,7868.79,12045.86,0\\r\\n20790,976,44,Female,1,salaried,1477,3,859,228,11687.85,11980.62,11983.99,12594.77,0.07,0.07,292.84,202.31,11720.63,12006.71,0\\r\\n20791,3587,33,Female,0,self_employed,834,3,22,178,1910.2,1779.43,1933.94,1986.22,0.7,0.7,691.27,157.84,1977.76,1852.93,0\\r\\n20792,6145,55,Male,0,self_employed,762,2,195,,4034.03,4034.03,4034.03,4008.48,0.39,0.39,0.39,0.39,4034.03,4034.03,0\\r\\n20793,1531,42,Female,0,self_employed,,2,161,102,1885.8,1892.94,1890.89,1213.59,0.13,0.13,7.27,0.13,1886.78,1892.94,0\\r\\n20794,737,47,Male,2,self_employed,15,3,2863,293,2910.8,2910.8,2910.8,2891.47,0.56,0.56,0.56,0.56,2910.8,2910.8,0\\r\\n20795,1314,73,Male,0,retired,15,2,1337,27,3014.67,4530.35,4551.63,4776.03,1198.91,3688.34,2714.59,594.57,4042.31,4362.93,0\\r\\n20796,1874,27,Male,0,salaried,1525,2,1085,3,7507.54,5513.5,5761.88,3235.73,2696.09,1050.94,164.76,1266.23,6687.2,5012.67,0\\r\\n20797,645,31,Male,,salaried,1096,2,1898,76,5644.84,8458.54,7412.5,5959.01,0.03,0.03,3753.73,1211.51,6811.67,8249.17,0\\r\\n20798,4434,59,Male,0,self_employed,1621,2,50,54,15945.27,3060.01,3855.8,5108.6,0.61,47.04,225.94,364.9,5397.19,3272.6,0\\r\\n20799,2660,34,Male,3,salaried,1320,3,393,159,3194.86,3194.86,3194.86,3090.96,0.36,0.36,0.36,0.36,3194.86,3194.86,0\\r\\n20800,2536,66,Female,0,self_employed,1020,2,411,95,4238.55,4372.83,4200.4,3698.43,0.36,0.36,157.73,206.19,4370.41,4377.99,0\\r\\n20801,1043,29,Male,0,self_employed,1258,2,152,76,546.51,546.51,2142.15,490.91,0.09,0.09,0.09,4961.59,546.51,2467.09,1\\r\\n20802,1291,42,Female,0,self_employed,656,2,2495,164,3497.25,3997.25,6180.95,7730.26,0.69,0.69,500.69,0.69,3681.98,6577.9,0\\r\\n20803,2740,26,Male,0,student,834,2,219,3,5456.23,5485.72,5247.9,4490.85,5429.01,0.44,5732.36,0.44,4772.26,5485.72,1\\r\\n20804,4836,41,Male,0,self_employed,65,2,183,13,9985.12,43901.52,37749.17,31241.15,2539.97,0.41,36456.37,37.79,26828.79,43630.55,1\\r\\n20806,4548,52,Male,0,salaried,664,2,241,94,14491.12,16148.32,15401.56,16262.85,0.47,0.47,1657.67,0.47,14874.39,15799.94,0\\r\\n20807,1314,79,Female,0,self_employed,1542,2,1953,,1610.51,1610.51,1710.65,1800.54,0.23,0.23,0.23,0.23,1610.51,1699.27,0\\r\\n20809,5430,68,Male,0,self_employed,1076,1,64,11,28016.96,26993.07,28630.01,27938.89,985.71,25628.57,329.17,5000.6,26169.86,27716.85,1\\r\\n20810,5605,75,Male,0,retired,834,3,80,28,2642.71,2503.89,2571.96,2826.84,314.71,253.94,161.36,240.03,2709.19,2358.92,0\\r\\n20811,860,30,Female,,self_employed,,3,2801,147,1540.03,1611.46,1660.86,1833.67,0.19,0.19,0.19,71.61,1576.98,1650.63,0\\r\\n20812,4729,82,Male,0,retired,514,3,190,180,5400.03,5400.03,5400.03,5373.98,0.7,0.7,0.7,0.7,5400.03,5400.03,0\\r\\n20813,201,23,Female,,salaried,146,2,2858,164,1218.73,2647.3,2351.87,2241.25,0.13,0.13,1428.7,0.13,1760.6,2647.47,0\\r\\n20814,2930,65,Male,0,self_employed,1020,3,212,0,2589.42,1797.74,2235.04,2127.91,4585.9,1981.26,4655.62,2680.84,3996.23,2083.48,0\\r\\n20815,2044,42,Female,1,self_employed,1096,2,327,35,13562.01,19988.24,16502.96,12357.26,0.53,35714.81,1077.31,0.53,16255.54,20449.81,0\\r\\n20816,1591,40,Male,0,self_employed,1381,3,2177,102,1523,1542.53,1592.62,2241.91,0.4,0.4,5.24,101.19,1530.93,1592.6,0\\r\\n20817,658,58,Male,,self_employed,494,2,604,112,10936.39,11364.96,13445.24,20277.68,0.36,0.36,428.93,4000.36,11133.44,12017.04,0\\r\\n20818,3875,58,Male,0,self_employed,1046,1,1248,4,703.78,280938.79,39536.66,7698.79,250157.27,3637.61,548857.97,3043.76,94983.09,19955.31,1\\r\\n20819,4045,68,Female,0,self_employed,623,3,45,283,1803.57,1803.57,1848.27,1877.24,0.14,0.14,0.14,83.29,1803.57,1854.53,0\\r\\n20820,621,22,Female,0,student,29,3,71,,5473.13,5473.13,5473.13,5499.03,0.03,0.03,0.03,0.03,5473.13,5473.13,0\\r\\n20821,2722,61,Female,0,self_employed,146,2,1753,14,12900.16,13142.66,10965.07,7105.13,60.56,214.84,288.76,3606.58,12933.84,13602.35,0\\r\\n20822,2026,43,Male,1,salaried,1020,3,1265,25,3158.46,2322.74,2526.54,1753.33,857.74,857.74,0.6,0.6,3072,2169.58,0\\r\\n20823,703,28,Female,,salaried,1096,1,586,35,1260.99,1442.36,1796.92,1097.43,0.09,1104.94,52.94,64.37,1389.65,1491.93,0\\r\\n20824,4849,58,Male,0,self_employed,1096,2,91,6,2353.9,1211.05,4949.06,21988.36,1143.23,571.8,0.37,0.37,1743.07,713.35,0\\r\\n20825,2896,38,Female,0,self_employed,1096,3,132,,4110.13,4110.13,4110.13,4482.2,0.13,0.13,0.13,0.13,4110.13,4110.13,0\\r\\n20826,2293,45,Male,0,salaried,334,2,1305,3,13408.87,10795.37,8634.73,4619.83,2721.86,3083.66,108.36,0.2,11103.95,8450.05,0\\r\\n20827,1411,75,Male,0,retired,146,1,1298,44,5255.14,6782.67,9358.38,11912.01,0.63,11794.61,1528.16,17499.51,5985,14698.72,0\\r\\n20828,4966,39,Male,0,salaried,1111,2,88,16,0.49,1945.79,5585.09,6352,1448.56,1162.84,835.32,199.21,1882.29,4052.83,1\\r\\n20829,1331,49,Female,0,salaried,621,2,2378,24,29928.39,28614.1,28428.16,24398.51,1314.34,1314.34,0.06,0.06,29747.11,28444.52,0\\r\\n20830,1895,37,Female,0,salaried,1096,2,89,17,3919.34,5305.91,3988.86,2874.69,29.1,0.69,2217.81,282.36,3950.23,4143.05,0\\r\\n20831,1262,74,Male,0,self_employed,1322,3,2516,100,8343.61,8341.35,8341.38,7809.43,0.4,0.4,0.4,0.4,8343.22,8341.35,0\\r\\n20832,2083,51,Male,0,salaried,,3,59,14,5198.16,5167.72,5965.42,5450.5,1215.77,1216.38,1321.04,1527.71,5841.15,5544.22,0\\r\\n20833,734,64,Female,0,self_employed,118,2,325,248,7487.8,7487.8,8223.6,7958.92,0.37,0.37,0.37,1357.51,7487.8,8144.49,0\\r\\n20834,516,61,Male,0,self_employed,1565,2,996,21,1429.19,1429.19,18416.21,1456.97,4286.33,4286.33,0.61,0.61,2463.67,13918.45,1\\r\\n20835,1225,50,Male,0,self_employed,1397,3,2427,46,976.15,6761.87,2166.1,3107.55,0.33,6500.33,5786.04,643.19,1848.07,4279.79,0\\r\\n20836,1801,43,Female,0,self_employed,1643,1,210,3,38858.84,14580.33,14951.92,3118.27,33626.71,0.36,9350.64,0.36,21273.02,14580.33,0\\r\\n20837,951,40,Female,0,salaried,1232,2,7,,2715.89,2430.17,2985.09,5004.23,0.67,0.67,429.24,0.67,2750.37,2430.17,0\\r\\n20838,3805,61,Female,0,self_employed,617,2,1432,14,974.11,7990.9,7318.63,7940.83,12857.17,0.03,0.03,0.03,5974.1,7990.9,1\\r\\n20839,4977,45,Male,0,salaried,1096,3,578,25,972.99,1113.34,1494,1584.31,1043.81,1071.97,268.41,210.09,1420.83,1417.58,0\\r\\n20840,2930,31,Male,0,salaried,834,2,712,5,20045.33,13749.98,14906.63,12224.51,6352.81,0.31,28.89,541.4,16428.1,14057.88,0\\r\\n20841,558,18,Male,,student,660,3,1239,26,5187.6,4901.89,4990.56,4869.8,286.1,0.39,0.39,0.39,5167.9,4901.89,0\\r\\n20842,7055,44,Male,0,salaried,1232,2,13,17,6408.6,928.56,2156.43,6438.45,3441.6,0.46,0.46,142.69,4300.41,1041.55,0\\r\\n20843,1133,29,Male,0,salaried,334,3,124,9,4965.12,4472.02,4286.5,4305.88,0.75,1.61,182.25,368.75,4610.79,4316.67,0\\r\\n20844,3306,65,Male,0,salaried,1020,1,85,3,4365.85,3216.58,3748.99,7720.43,1170.64,0.6,79.17,312.34,3599.69,3299.82,0\\r\\n20845,2055,47,Female,0,self_employed,,2,258,259,8339.14,9482,9603.83,13124.08,0.46,0.46,1571.89,714.74,8861.31,9661.72,0\\r\\n20846,1896,35,Female,0,self_employed,1232,2,794,84,2509.22,2509.22,3991.45,2822.44,0.64,0.64,0.64,4286.36,2509.22,3200.46,0\\r\\n20847,1233,42,Female,0,self_employed,59,3,2731,3,2287.2,1955.83,1516,1354.99,357.66,740.8,26.29,0.51,1983.76,1390.31,0\\r\\n20848,976,29,Female,0,self_employed,531,2,590,76,5463.3,4925.21,4537.14,2323.66,0.49,0.49,33.83,148.64,5450.82,5001.04,0\\r\\n20849,3225,90,,0,self_employed,1020,2,582,84,2950.24,2950.24,2600.28,808.94,0.17,0.17,0.17,0.17,2950.24,2950.24,0\\r\\n20850,4430,57,Male,0,self_employed,1232,2,359,19,3855.19,6723.76,6785.74,9961.44,6866.43,1047.33,9658.67,0.66,6495.35,6428.18,0\\r\\n20851,759,58,Male,0,self_employed,578,3,2721,27,4203.11,4092.22,3970.17,3576.81,48.6,48.6,0.6,0.6,4155.91,4045.38,0\\r\\n20852,1254,37,Male,0,salaried,263,2,1773,5,6315.63,4698.89,4965.3,4649.14,1614.9,643.47,0.61,796.26,5322.16,4722.08,0\\r\\n20853,1993,28,Male,1,student,1096,3,1671,9,2992.16,3393.02,3892.85,4548.86,1.05,0.11,1011.53,94.61,3447.98,3710.88,0\\r\\n20854,2912,90,Male,0,self_employed,834,1,8,62,37506.16,37506.16,35057.1,25843.99,0.13,0.13,0.13,0.13,37506.16,37506.16,0\\r\\n20855,1087,40,Male,0,self_employed,231,2,734,350,1481.33,1481.33,1481.33,1459.09,0.39,0.39,0.39,0.39,1481.33,1481.33,0\\r\\n20857,2460,90,,0,self_employed,15,2,48,31,217.01,212.73,3528.5,2936.54,0.17,50357.31,0.17,28571.6,216.42,7165.57,1\\r\\n20858,238,55,Male,,salaried,1020,3,19,119,2287.5,2287.5,2315.4,2042.93,0.6,0.6,0.6,0.6,2287.5,2287.5,0\\r\\n20859,1984,90,Female,0,retired,409,2,1672,318,3844.81,3844.81,3844.81,3820.46,0.36,0.36,0.36,0.36,3844.81,3844.81,0\\r\\n20860,668,27,Male,0,self_employed,76,2,1447,40,526.65,4164.18,3107.84,2405.9,0.49,47.63,3571.91,0.49,932.38,4169.21,1\\r\\n20861,562,54,Female,,self_employed,1477,2,415,,4050.99,4050.99,4050.99,4025.33,0.61,0.61,0.61,0.61,4050.99,4050.99,0\\r\\n20862,5589,52,Female,0,self_employed,1020,3,1357,9,3415.1,2036.53,2573.49,2657.22,1743.04,330.68,364.47,1137.69,2386.04,2553.96,0\\r\\n20863,1487,55,Male,0,self_employed,617,3,2360,14,22519.85,12819.97,15252.36,13481.01,14000.53,0.21,4285.93,714.5,18948.04,13242.1,0\\r\\n20865,1271,45,Female,0,self_employed,759,2,2323,18,5650.38,4507.67,5340.94,5052.04,1142.93,0.07,0.07,1428.64,5256.34,4830.25,0\\r\\n20866,1661,39,Female,0,self_employed,1020,2,288,1,319.32,3588.36,2525.15,4659.85,22318.64,4629.44,25587.69,7492.69,3777.2,2079.79,1\\r\\n20867,2382,51,Female,0,self_employed,495,1,342,28,3314.01,3099.72,3106.33,2528.93,214.67,214.67,0.39,428.96,3314.01,3148.11,0\\r\\n20868,544,33,Male,0,salaried,146,3,76,101,1753.4,1767.68,1769.57,2794.29,0.26,0.26,0.26,0.26,1755.37,1769.53,0\\r\\n20869,4230,57,Male,1,salaried,1525,3,358,21,2454.4,3477.07,7003.6,4292.49,631.64,1002.64,1506.4,5410.64,2941.76,5351.85,1\\r\\n20870,3168,39,Male,0,self_employed,409,3,2258,166,1886.69,1886.69,1886.69,1791.56,0.66,0.66,0.66,0.66,1886.69,1886.69,1\\r\\n20871,1018,52,Female,,salaried,1105,3,2588,175,1604.63,1604.63,1604.63,1657.3,0.66,0.66,0.66,0.66,1604.63,1604.63,0\\r\\n20872,3964,42,Female,0,self_employed,61,2,263,41,8973.01,8402.44,5197.56,3011.69,0.64,6653.14,0.64,7143.5,8599.19,6105.1,0\\r\\n20873,2984,35,Male,0,salaried,146,2,570,222,3683.88,4198.69,2945.83,1914.88,0.24,0.24,1428.81,500.24,3164.22,2977.78,0\\r\\n20874,1076,58,Male,0,self_employed,834,3,1242,3,1775.66,894.23,2067.18,1343.94,4601.59,1483.73,3634.44,4264.1,2181.38,2092.31,0\\r\\n20875,1174,25,Male,0,student,146,2,367,1,7156.49,7197.59,6441.57,4728.51,16.2,16.21,0.16,0.16,7164.22,6974.39,0\\r\\n20876,2855,69,Male,0,retired,1020,2,570,,3230.62,3227.19,3225.38,3123.26,0.41,0.41,0.41,0.41,3230.27,3227.19,0\\r\\n20877,4016,37,Female,0,self_employed,1139,2,335,48,4527.59,4527.59,2480.74,493.81,0.43,2857.57,0.43,1000.43,4527.59,2693.49,0\\r\\n20878,1113,26,Male,0,salaried,,3,16,135,3176.63,3286.1,3830.56,3284.98,0.24,0.24,824,878.94,3071.73,3755.4,0\\r\\n20879,5760,57,Male,1,salaried,294,2,59,221,14499.01,14364.15,14430.71,14834.15,0.49,0.49,0.49,267,14497.43,14414.32,0\\r\\n20880,5133,40,Male,0,self_employed,1020,3,114,278,2703.6,2703.6,2681.6,2625.01,0.24,0.24,0.24,0.24,2703.6,2680.07,0\\r\\n20881,6233,90,Female,0,self_employed,318,2,1324,11,5681.02,5732.32,5796.77,6000.99,208.2,208.2,388.07,250.51,5610.22,5785.93,0\\r\\n20882,1728,35,Male,0,self_employed,601,3,1044,14,1417.53,1885.3,1803.31,1313.04,114.77,0.49,514.89,202.6,1707.1,2073.09,0\\r\\n20883,983,49,Male,0,self_employed,409,2,329,54,14150.11,12507.25,10863.18,7530.79,0.69,4929.26,0.69,4929.26,14093.46,10917.39,0\\r\\n20884,5317,43,Male,0,self_employed,1135,3,1527,0,530.08,2495.63,1435.53,3214.42,872.26,2857.84,3401.16,2670.35,807.94,1536.41,0\\r\\n20885,1588,69,Male,0,retired,1525,2,358,14,5374.16,4674.16,4821.73,4824.43,700.17,0.17,0.17,0.17,5036.23,4674.16,0\\r\\n20886,5001,37,Female,0,self_employed,1096,2,132,,1882.53,1882.53,1882.53,1942.55,0.61,0.61,0.61,0.61,1882.53,1882.53,0\\r\\n20887,933,34,Male,1,salaried,1096,3,2034,104,2557.4,4209.07,4502.52,5073.55,0.16,0.16,8794.68,630.91,3851.36,4616.62,0\\r\\n20888,1240,32,Female,0,self_employed,853,2,648,182,4632.2,4632.2,3766.34,3604.92,0.53,0.53,0.53,286.24,4632.2,3447.36,0\\r\\n20889,6081,41,Male,0,self_employed,834,2,28,48,6949.2,11038.61,9809.36,5669.8,0.46,20.46,3528.37,15611.97,8902.43,13619.95,1\\r\\n20890,5184,58,Male,0,self_employed,834,2,1129,10,449.55,1042.25,2405.44,5212.12,258.43,1237.16,1022.76,244.9,1124.14,1940.07,0\\r\\n20891,1394,38,Male,0,self_employed,1255,3,151,279,27.47,27.47,2101.9,2806.76,0.1,0.1,0.1,3785.81,27.47,2465.03,1\\r\\n20892,6241,51,Female,0,self_employed,1020,3,1,5,6453.5,5926.47,5524.28,1833.31,531.53,1039.73,0.44,950.54,6195.43,5439.83,0\\r\\n20893,208,39,Female,,self_employed,1315,2,250,3,6082.47,5253.9,5325.42,4555.93,843.43,0.57,0.57,0.57,5581.98,5194.36,0\\r\\n20894,2209,35,Female,1,self_employed,146,3,3678,298,4003.76,3890.17,6417.54,11735.79,0.37,0.37,2506.8,16051.16,4854.68,6860.13,0\\r\\n20895,1710,44,Male,0,self_employed,1020,1,1105,7,2741.8,1325.33,2296.9,3547.11,9286.09,5855.91,8775.37,2054.5,1515.41,1876.2,0\\r\\n20896,2997,72,Male,2,self_employed,514,3,190,,1549.12,1549.12,1551.27,1543.95,0.63,0.63,0.63,0.63,1549.12,1551.49,0\\r\\n20897,2658,68,Female,0,self_employed,1589,2,1712,3,8558.3,9072.58,4148.45,961.97,10548.54,8572.11,8107.1,0.69,7543.3,3957.38,0\\r\\n20898,480,73,Male,,retired,146,2,3782,268,27620.65,25871.18,24296.2,18939.04,0.33,0.33,0.33,0.33,26112.48,24291.01,0\\r\\n20899,5372,50,Female,0,self_employed,538,3,760,35,1714.33,5159.59,1859.67,964.59,0.69,1461.83,6229.26,11429.26,2228.59,2938.37,0\\r\\n20900,3310,32,Female,0,student,334,1,17,292,12312.86,12898.57,12404.88,11692.8,0.13,0.13,1442.99,285.84,11850.79,12557.56,0\\r\\n20902,5403,75,Male,0,self_employed,334,3,10,350,6857.51,4950.37,5130.33,4831.32,0.09,0.09,21.51,0.09,5553.57,4950.37,0\\r\\n20903,1333,6,Male,0,student,814,2,827,18,1898.59,1752.16,1720.23,1279.56,118.06,118.06,0.2,0.2,1859.92,1715.99,0\\r\\n20904,4063,67,Male,0,self_employed,407,3,893,,2652.73,2644.16,2644.65,2624.06,0.09,0.09,0.09,0.09,2645.63,2644.16,0\\r\\n20905,502,30,Male,0,self_employed,334,3,2064,3,292.58,304.33,1437.67,1727.05,4371.76,6600.33,15266.33,3415.74,486.92,913.8,1\\r\\n20906,303,44,Male,2,self_employed,488,3,2719,209,3878.55,4203.55,4246.45,5204.92,0.5,0.5,325.5,325.5,3923.38,4245.49,0\\r\\n20907,816,60,Female,,salaried,494,2,1428,,6209.4,6223.69,7001.13,8059.46,0.3,0.3,28.87,1428.87,6210.39,6822.77,0\\r\\n20908,5197,51,Female,0,self_employed,905,2,1341,160,10667.51,10351.91,10479.32,10840.94,0.29,0.29,428.86,428.86,10570.97,10363.07,0\\r\\n20909,2917,55,Female,0,self_employed,241,2,2486,77,3411.36,4697.07,4344.78,6299.96,0.07,0.07,0.07,142.93,3721.7,4770.8,0\\r\\n20910,2075,59,Female,0,self_employed,649,3,348,24,7781.49,7220.92,6083.25,3188.35,28571.94,17143.37,500.51,2515.46,7696.13,3988.84,0\\r\\n20911,3005,43,Male,0,salaried,1020,3,79,23,3155.71,2941.43,2661.06,1755.89,214.63,571.77,0.34,0.34,3118.77,2568.16,0\\r\\n20912,530,57,Male,,self_employed,1111,2,1292,30,2228.57,2493.63,2535.42,2970.83,0.01,37.94,265.07,81.71,2470.28,2529.3,0\\r\\n20913,1400,31,Male,0,self_employed,409,3,1069,,1606.4,1606.4,1606.4,1596.18,0.06,0.06,0.06,0.06,1606.4,1606.4,0\\r\\n20914,5771,66,Female,0,self_employed,1232,3,36,,2757.48,2757.48,2757.48,2740.86,0.51,0.51,0.51,0.51,2757.48,2757.48,0\\r\\n20915,3161,34,Female,0,salaried,1020,3,501,31,52549.06,38749.64,41004.57,22370.93,0.5,14286.21,0.5,902.41,42705.06,30429.35,0\\r\\n20916,1781,90,Male,0,self_employed,968,2,268,312,2204.11,2204.11,2204.11,2190.41,0.44,0.44,0.44,0.44,2204.11,2204.11,0\\r\\n20917,1420,42,Female,0,self_employed,1449,3,610,119,2923.28,2923.28,2923.28,2365.92,0.47,0.47,0.47,0.47,2923.28,2923.28,1\\r\\n20919,7462,54,Male,1,self_employed,318,3,1306,17,3288.92,3038.21,3090.97,2653.51,257.27,0.13,6.56,0.13,3196.48,3038.21,0\\r\\n20920,2501,33,Female,0,self_employed,61,3,263,61,1550.5,1550.5,1783.9,2277.02,0.41,0.41,0.41,714.7,1550.5,1723.31,0\\r\\n20921,2120,67,Male,0,retired,1076,2,1246,42,10409.05,10612.49,10540.83,11789.31,0.59,348.62,0.59,0.59,10521.8,10562.12,0\\r\\n20922,3314,52,Female,0,salaried,1128,3,2502,9,4578.41,2386.63,2733.62,3197.85,1109.66,1700.49,199.5,1024.33,3650.09,2481.05,0\\r\\n20923,4146,46,Male,0,salaried,1020,2,60,31,6265.01,8318.75,7970.56,4885.85,0.36,577.5,1930.79,0.36,7901.03,7866.83,0\\r\\n20924,1328,65,Male,0,salaried,186,2,2453,0,4361.24,2931.26,2995.8,2727.55,1430.07,0.09,0.09,0.09,2980.57,2961.6,0\\r\\n20925,2741,42,Male,0,salaried,15,2,237,98,3767.62,3767.62,3767.62,2672.66,0.43,0.43,0.43,0.43,3767.62,3767.62,0\\r\\n20926,978,21,Male,0,student,1525,2,146,,1821.25,1249.82,1540.91,1097.42,0.07,0.07,0.07,428.64,1456.72,1429.54,1\\r\\n20927,1738,90,Male,0,self_employed,,2,943,31,5694.68,5628.25,4751.85,841.77,0.49,31.91,256.91,839.77,5477.78,5465.23,0\\r\\n20928,2161,34,Male,0,salaried,996,3,1308,6,2188.95,1733.97,1625.06,1409.81,657.61,571.9,488.36,436.86,1966.79,1577.64,0\\r\\n20929,1079,68,Female,0,self_employed,146,3,875,14,5021.62,4724.75,4670.05,3560.02,125.67,125.13,0.23,0.23,4965.61,4672.65,1\\r\\n20930,406,44,Male,,salaried,1494,3,1704,53,1959.48,2388.87,1846,992.15,0.3,1600.3,428.87,214.59,2033.99,2127.58,0\\r\\n20931,571,39,Female,,self_employed,623,3,1042,105,17328.53,24471.39,23456.74,13696.14,0.13,0.13,7142.99,0.13,21762.03,24303.21,0\\r\\n20932,1436,55,Male,0,self_employed,1477,3,850,18,24564.28,24367.85,24381.18,32969.6,196.91,0.49,0.49,0.49,24496.54,24367.85,0\\r\\n20933,4062,56,Female,0,self_employed,1181,2,332,89,2148,2148,2122.38,0.51,0.07,0.07,0.07,0.07,2148,2144.88,1\\r\\n20934,3176,54,Female,0,salaried,146,1,286,40,3590.35,7922.11,5317.69,4085.83,0.34,1786.06,1840.29,31.2,5096.77,6045.92,0\\r\\n20935,301,62,Female,,self_employed,905,2,259,4,533.34,2654.77,1632.1,765.41,236.3,236.3,2357.73,0.59,818.56,2457.08,1\\r\\n20936,1180,54,Female,0,self_employed,1249,3,966,119,3761.6,3761.6,3782.89,1992.83,0.23,0.23,0.23,0.23,3761.6,3758.81,0\\r\\n20937,279,43,Male,0,self_employed,1096,3,2008,58,20.4,20.4,3042.11,462.94,0.61,11586.33,0.61,23629.19,20.4,500.12,1\\r\\n20938,4067,42,Male,2,self_employed,1150,3,108,0,2241.04,3343.17,4411.45,1133.81,1493.4,0.19,1563.76,3411.56,2880.82,5683.37,0\\r\\n20939,5203,45,Female,0,self_employed,1020,2,13,24,511.17,1104.5,1595.09,299.49,528.64,528.67,1321.15,1456.26,1003.35,1550.67,1\\r\\n20940,1285,22,Male,0,student,154,2,658,72,4203.91,4203.91,3918.94,2865.56,0.44,0.44,0.44,0.44,4203.91,4204.06,0\\r\\n20941,5002,76,Female,0,student,146,2,184,33,1512.64,1854.42,1842.84,1852.8,0.31,1.01,342.1,24.57,1779.06,1870.79,0\\r\\n20942,4637,43,Male,2,self_employed,334,2,17,0,3689.9,971.43,2397.1,5209.69,9358.11,7544.29,224.17,5188.09,2364.65,2667.38,0\\r\\n20943,2442,53,Male,0,self_employed,154,3,658,,1591,1591,1591,1580.92,0.09,0.09,0.09,0.09,1591,1591,0\\r\\n20944,4280,58,Male,2,self_employed,409,3,272,26,7584.37,7744.83,4632.96,3463.01,27.83,5995.9,185.56,1539.56,7608.2,2925.89,0\\r\\n20945,4997,42,Female,0,self_employed,1020,3,60,0,7378.2,346.61,1643.04,843.39,7142.89,0.03,111.3,11729.01,537.85,4051.47,0\\r\\n20946,2743,74,Female,0,self_employed,834,3,789,76,2088.76,1908.48,1885.68,1373.24,0.37,0.37,0.37,0.37,2026.59,1913.09,1\\r\\n20947,2672,62,Male,0,self_employed,141,2,593,104,1566.95,1595.64,2243.34,1946.07,0.34,0.34,0.34,0.34,1568.93,1597.49,1\\r\\n20948,2405,68,Male,0,salaried,1020,3,355,14,10299.21,5793.23,6123.55,5917.59,1723.79,211.26,83.53,22.24,7096.99,5718.2,0\\r\\n20949,1687,36,Male,0,self_employed,834,3,466,,2207.46,2184.75,2188.14,2170.91,0.41,0.41,0.41,0.41,2194.93,2184.75,0\\r\\n20950,2879,36,Male,0,salaried,1589,3,384,62,2889.89,3512.7,3474.69,3329.79,0.2,0.2,1328.37,695.54,3164.98,3561.69,0\\r\\n20951,2074,40,Female,0,self_employed,623,2,1629,5,3682.69,3661,3304.6,2302.59,2069.34,2094.13,2452.86,1690.21,3178.32,3237.71,0\\r\\n20952,1447,30,Male,0,student,102,3,826,9,3678.01,3241.12,3627.44,5228.46,1831.17,0.46,1394.27,544.66,3415.53,3442.88,0\\r\\n20953,3636,52,Female,0,self_employed,334,2,390,41,2097.33,1788.16,3559.66,5074.67,0.63,11.39,101.36,0.63,1937.63,4555.33,0\\r\\n20954,777,51,Male,0,salaried,170,2,2466,,3170.92,3185.2,3187.4,3203.43,0.13,0.13,0.13,0.13,3172.89,3187.05,0\\r\\n20955,2787,30,Male,0,salaried,578,3,757,61,2512.11,3594.49,2799.49,1566.44,0.46,0.46,2219.13,720.08,2823.5,3001.59,0\\r\\n20956,1626,32,Male,0,self_employed,578,3,399,11,4381.26,4766.57,3748.96,922.46,200.53,257.06,335.7,232.51,4577.85,4498.08,0\\r\\n20957,545,36,Female,0,self_employed,623,3,1022,180,19520.34,19520.34,19520.34,19394.69,0.01,0.01,0.01,0.01,19520.34,19520.34,0\\r\\n20958,4184,43,Female,0,self_employed,531,3,922,21,2216.6,2197.36,2217.35,3188.89,8.24,0.27,0.27,0.27,2193.96,2213.53,0\\r\\n20959,732,56,Female,,self_employed,409,3,711,241,2352.42,2352.42,2352.42,2324.39,0.09,0.09,0.09,0.09,2352.42,2352.42,0\\r\\n20960,1307,30,Male,0,salaried,146,3,2387,45,1932.6,2010.95,1560.37,613.94,0.66,2.98,672.37,1610.31,1649.27,1996.65,0\\r\\n20961,1980,48,Male,0,self_employed,,3,1775,,1861.02,1875.3,1874.15,1863.43,0.31,0.31,14.6,0.31,1871.86,1875.3,0\\r\\n20962,1365,23,Male,0,student,150,2,2505,73,4961.28,4971.68,5045.91,5398.96,0.07,0.07,10.48,3.63,4967.89,5057.73,0\\r\\n20964,1789,29,Male,0,student,491,3,707,0,2531.02,2245.42,2620.49,1606.81,828.73,971.59,545.29,1297.89,2470.31,2483.21,0\\r\\n20965,277,33,Male,,self_employed,409,3,609,248,3220.09,3220.09,3220.09,2261.4,0.2,0.2,0.2,0.2,3220.09,3220.09,0\\r\\n20966,1109,40,Male,2,salaried,15,2,461,32,1434.87,1657.61,1464.17,1031.96,0.43,429,29,29,1517.8,1364.6,0\\r\\n20967,286,36,Female,2,self_employed,1262,3,215,0,3271,2803.33,2950.54,3040.24,854.64,0.36,386.97,0.36,3244.03,2803.33,0\\r\\n20969,2320,90,,0,self_employed,579,2,192,345,3463.44,3422.87,3323.34,3415,0.14,0.14,0.14,0.14,3441.06,3394.92,0\\r\\n20970,616,76,Female,,self_employed,1020,2,626,53,822.57,862.59,2584.69,3401.7,0.61,214.9,40.64,4498.67,848.01,1759.71,1\\r\\n20971,5018,37,Male,2,salaried,575,2,1264,0,49386.35,43035.43,42868.32,34707.9,6643.3,2765.17,1368.26,2174,46850.12,41839.67,0\\r\\n20972,1382,56,Female,0,self_employed,602,2,851,,2006.87,1835.44,1789.06,1147.34,0.67,0.67,0.67,0.67,1935.94,1789.36,0\\r\\n20973,3306,38,Male,0,self_employed,822,2,717,45,4002.25,3728.56,4560,8020.31,0.03,608.6,94.51,148.92,2929.83,4938.88,0\\r\\n20974,5224,70,Male,0,retired,1570,2,119,67,1703.75,1989.47,1820.87,4656.09,0.31,0.31,0.31,0.31,1863.85,2141.54,0\\r\\n20975,4308,37,Female,0,student,1020,1,60,80,6016.82,6074.32,6033.97,5503.51,0.39,0.39,57.89,10.64,6072.34,6080.94,0\\r\\n20976,3264,65,Male,0,retired,146,2,509,278,15265.42,15265.42,15000.45,10682.98,0.17,0.17,0.17,71.6,15265.42,15306.89,0\\r\\n20977,3607,90,,,self_employed,1020,1,118,0,2849.05,3095.82,3046.52,2680.43,137.34,20.01,242.39,0.46,2977.42,3143.93,1\\r\\n20978,6286,68,Male,0,self_employed,905,3,34,14,863.04,714.21,1922.56,742.41,857.49,495.66,725.34,5000.34,715.71,3538.05,0\\r\\n20979,4809,55,Male,1,salaried,1643,2,210,47,2101.58,1307.68,1708.15,853.18,0.63,9070.04,47.56,2182.18,1546.48,1689.57,0\\r\\n20980,496,29,Male,0,salaried,491,3,707,129,48.66,1222.61,1494.08,463.02,0.13,0.13,1846.87,1961.16,1045.96,1714.27,1\\r\\n20981,313,33,Female,0,self_employed,1076,2,64,,4629.07,3700.78,3929.11,2479.19,0.5,0.5,215.07,349.22,4631.53,3603.13,0\\r\\n20982,6103,56,Male,0,,146,3,9,,3026.31,3026.31,3026.31,3007.15,0.7,0.7,0.7,0.7,3026.31,3026.31,0\\r\\n20983,1813,34,Female,0,self_employed,834,2,1303,4,4318.85,2883.6,3781.76,10344.67,1539.86,3317.15,855,4649.99,3588.47,3560.51,0\\r\\n20984,1354,39,Male,0,salaried,224,2,137,13,3943.22,3021.44,3521.64,4449.04,1285.87,0.16,371.59,806.16,3347.45,3279.09,0\\r\\n20985,1270,63,Female,0,self_employed,1020,1,240,1,4578.71,5071.31,5650.36,5287.81,722.53,722.99,1142.87,2214.3,4690.96,6026.25,0\\r\\n20986,1343,33,Female,0,salaried,1020,3,84,,1621.22,1621.22,1621.22,1610.96,0.6,0.6,0.6,0.6,1621.22,1621.22,0\\r\\n20987,4961,59,Female,0,self_employed,575,1,144,3,5452.09,5609.22,9173.85,4423.06,58572.1,1429.24,37300.67,0.67,18519.57,4824.72,0\\r\\n20988,426,51,Male,0,self_employed,1046,2,102,123,2447.26,1521.02,2607.08,5021.76,0.33,0.33,4300.33,0.33,2509.29,1521.02,1\\r\\n20989,4472,66,Male,0,self_employed,61,2,115,268,3291.07,3316.84,3315.07,3104.2,0.2,0.2,0.2,0.2,3311.51,3316.84,0\\r\\n20990,2286,27,Female,0,student,834,3,516,20,2461.05,2805.85,2915.56,3580.77,143.19,0.33,487.99,5.96,2586.15,2809.3,0\\r\\n20991,1509,49,Male,2,self_employed,630,2,1771,52,14375.25,14434.82,10237.9,5667.72,0.61,10000.61,17.76,10000.61,14397.22,14625.05,0\\r\\n20993,1918,46,Female,0,self_employed,834,2,2734,329,6367.09,6367.09,6438.96,6457.74,0.26,0.26,0.26,120.49,6367.09,6460.17,0\\r\\n20994,2006,28,Male,0,student,1143,3,1689,4,5696.49,2042.29,2346.53,2380.92,1142.87,428.59,2857.16,0.01,2637.06,2194.36,0\\r\\n20995,2721,58,Female,0,self_employed,1096,2,89,139,2420.77,2420.77,2420.77,2436.26,0.63,0.63,0.63,0.63,2420.77,2420.77,0\\r\\n20996,1510,44,Male,0,self_employed,636,3,809,,1826.86,1826.86,1826.86,1907.06,0.3,0.3,0.3,0.3,1826.86,1826.86,0\\r\\n20997,430,50,Male,,self_employed,1033,3,3716,68,2186.36,3614.93,3349.74,2103.21,0.31,0.31,1428.89,0.31,3319.37,3614.93,0\\r\\n20998,1680,59,Male,0,salaried,1232,3,539,0,9166.62,7956.53,7119.09,5557.11,1371.14,1372.36,75.7,0.27,7892.53,6728.28,0\\r\\n20999,2074,30,Male,0,salaried,575,1,572,,1843.91,2086.77,2670.81,3554.07,0.46,0.46,0.46,1800.46,1909.43,2681.47,1\\r\\n21000,2238,54,Male,2,salaried,1096,2,1001,48,101.67,101.67,1581.39,2949.82,0.29,11428.86,0.29,14286,101.67,1673.88,0\\r\\n21001,2652,35,Female,0,self_employed,1020,3,118,17,15013.56,727.84,3190.9,688.24,14286.36,0.64,0.64,0.64,8117.01,727.84,0\\r\\n21002,1211,64,Male,2,self_employed,334,1,1290,77,92.07,477.79,3032.18,19373.93,0.34,0.34,286.06,4286.06,328.52,2621.33,1\\r\\n21003,406,36,Male,0,self_employed,675,3,2244,151,6723.46,6723.46,6723.46,6678.95,0.54,0.54,0.54,0.54,6723.46,6723.46,0\\r\\n21004,221,42,Female,,self_employed,665,2,177,0,454.39,1430.6,1497.4,576.12,398.24,1154.35,357.53,980.06,897.75,1911.44,0\\r\\n21005,1321,40,Male,0,self_employed,1576,2,908,9,3650.99,3008.13,3082.03,2333.55,643.26,0.4,0.4,0.4,3229.81,3008.13,0\\r\\n21006,529,20,Female,,student,146,2,367,300,1482.36,1482.36,1482.36,1383.69,0.57,0.57,0.57,0.57,1482.36,1482.36,0\\r\\n21007,576,47,Male,2,salaried,,2,1638,292,7331.51,7360.08,7406.67,7641.74,0.34,0.34,57.49,123.56,7335.45,7406.23,1\\r\\n21008,2220,44,Male,0,salaried,1020,2,288,5,2728.12,1351.04,2362.34,3276.94,1997.39,711.67,577.44,0.24,1659.78,1080.69,0\\r\\n21009,2243,34,Male,1,salaried,666,2,87,19,2192.55,1609.06,1445.39,2157.27,0.34,629.49,1577.39,2465.43,652.7,1819.15,0\\r\\n21010,2681,37,Male,2,salaried,513,2,216,13,945.56,2249.66,1561.1,2181.77,929.17,1929.17,1235.96,1449.67,1579.31,1334.5,1\\r\\n21011,1046,32,Male,0,salaried,146,2,41,0,7118.59,8359.53,7496.89,6847.52,1061.66,1113.33,2993.27,721.63,7566.67,7657.86,0\\r\\n21012,885,28,Male,0,salaried,1140,2,663,17,790.98,1823.17,1757.37,2895.29,514.99,2357.84,1742.41,1923.84,964.48,1566.1,1\\r\\n21013,1059,32,Female,,self_employed,742,2,1061,87,3653.15,3594.36,3900.7,3711.74,0.17,0.17,0.17,0.17,3607.79,3610.95,0\\r\\n21014,3222,75,Male,0,salaried,1347,3,821,4,87003.36,86649.07,49660.79,110.79,379.61,90500.09,0.09,10455.44,87005.72,61120.82,0\\r\\n21015,6584,78,Male,0,self_employed,1232,3,7,,7071.26,4355.92,5732.24,3882.8,0.51,0.51,1063.63,1159.77,6490.41,5045.57,0\\r\\n21016,3104,30,Female,0,self_employed,334,2,575,90,588.87,2832.67,2314.29,884.66,0.44,0.44,1431.96,281.96,2492.1,2923.58,1\\r\\n21017,356,43,Female,1,salaried,1216,2,407,112,108.16,1138.82,1644.41,1203.37,0.09,0.09,339.96,1148.03,690.25,1563.97,1\\r\\n21019,3021,90,,0,self_employed,61,1,263,194,3113.39,3099.17,3100.86,3059.26,0.66,0.66,0.66,0.66,3104.23,3099.17,0\\r\\n21020,1968,77,Male,0,retired,1020,3,668,,2372.53,2372.53,2372.53,2358.11,0.19,0.19,0.19,0.19,2372.53,2372.53,0\\r\\n21021,997,47,Female,,self_employed,1057,3,2365,33,874.19,3315.91,3035.31,4825.67,0.29,486,2277.91,771.71,1748.38,3460.9,1\\r\\n21022,833,32,Male,1,self_employed,178,2,1888,147,8333.32,8904.75,8733.98,5820.16,0.13,0.13,571.56,0.13,8392.43,8904.75,0\\r\\n21023,851,58,Male,0,self_employed,146,2,2829,0,5964.99,15875.95,5978.99,1944.47,5847.41,80222.04,5755.09,61070.67,2503.3,13272.47,1\\r\\n21024,1877,9,Female,0,student,834,3,516,49,3583.18,3583.18,2131.04,149.73,0.59,2857.73,0.59,0.59,3583.18,2569.35,0\\r\\n21025,1041,45,Male,0,self_employed,915,3,1014,14,3291.44,1791.44,2284.41,1644.63,1500.39,286.1,0.39,686.1,2619.02,2010.3,0\\r\\n21026,5978,45,Male,0,salaried,1020,1,60,41,16401.77,15672.09,17585.38,16814.57,0.69,429.26,551.14,11721.7,14266.11,18538.6,0\\r\\n21027,2667,49,Female,1,self_employed,1020,1,240,18,10882.95,8309.7,9017.14,6874.51,1500.6,0.6,357.74,1514.89,10458.74,8326.29,0\\r\\n21028,740,35,Male,0,salaried,1020,3,1201,3,10950.96,5754.37,5157.77,2716.37,14592.8,3529.57,5806.23,9334.1,5275.69,4946.51,0\\r\\n21029,1009,47,Male,0,salaried,146,2,714,75,23148.17,23148.17,24633.85,48756.33,0.4,0.4,0.4,0.4,23148.17,23148.17,0\\r\\n21030,2314,47,Male,0,self_employed,179,3,641,20,334.88,1377.73,1544.39,426.21,286.36,0.64,1329.21,1180.64,840.79,1715.75,1\\r\\n21031,1103,47,Female,0,self_employed,146,2,1226,10,386.93,1101.22,1584.78,1304.11,2142.99,0.13,2857.27,0.13,1783.48,636.76,1\\r\\n21032,1686,61,Female,0,retired,743,2,270,0,17382.72,16852.43,16344.1,14134.07,602.37,602.37,0.16,0.16,16870.72,16355.89,0\\r\\n21033,1694,29,Male,0,self_employed,1597,2,737,84,13392.57,15421.14,15239.45,13136.47,0.34,0.34,0.34,0.34,14324.1,15626.67,1\\r\\n21034,2662,55,Male,0,self_employed,409,3,922,77,1714.59,1428.87,1516.08,1297.44,0.3,0.3,286.01,143.16,1512.62,1523.8,0\\r\\n21035,1850,57,Female,0,self_employed,875,2,742,,2913.62,2913.62,2913.62,2358.46,0.3,0.3,0.3,0.3,2913.62,2913.62,0\\r\\n21036,650,33,Male,,self_employed,1354,3,809,147,1808.31,1808.31,1808.31,1572.43,0.51,0.51,0.51,0.51,1808.31,1808.31,0\\r\\n21039,1560,34,Female,0,salaried,38,3,1464,,3241.99,4290.19,4303.93,5219.46,0.66,0.66,1191.71,700.66,3776.62,4353.79,0\\r\\n21041,3281,64,Male,2,self_employed,1020,1,60,206,1102.92,1572.91,1780.71,1419.87,0.2,0.2,0.2,0.2,730.45,2037.5,0\\r\\n21042,619,64,Male,,self_employed,127,2,3503,296,14101.54,14172.97,16066.09,18902.95,0.34,0.34,0.34,4230.34,14131.1,15565.14,1\\r\\n21043,1318,34,Female,0,self_employed,363,2,1068,17,2180.03,2965.75,2655.92,1494.29,2786.17,643.31,3571.89,217.53,3337.67,2862.07,0\\r\\n21044,1361,48,Male,3,self_employed,187,2,755,47,1951.24,3036.78,4983.21,2637.27,0.03,1000.03,990.5,6733.69,2365.39,4982.79,1\\r\\n21045,6457,36,Female,0,self_employed,1020,2,501,13,1366.32,3352.74,1959.95,2492.96,134.47,26174.75,1642.97,13000.11,2116.45,2640.4,0\\r\\n21046,4620,50,Male,0,salaried,531,2,153,330,2850.35,3178.92,3163.81,3158.72,0.56,0.56,329.13,0.56,3133.6,3178.92,0\\r\\n21047,2827,62,Male,0,self_employed,180,2,187,,3682.15,3682.15,3682.15,3662.87,0.3,0.3,0.3,0.3,3682.15,3682.15,0\\r\\n21048,3813,51,Female,0,self_employed,656,2,340,63,20248.14,20248.14,17505.06,173.41,0.07,0.07,0.07,21071.5,20248.14,26713.49,1\\r\\n21049,1365,47,Male,2,self_employed,905,1,34,13,45678.46,45607.03,19645.13,767.28,4357.73,48643.44,4286.3,12143.44,45671.07,12125.21,0\\r\\n21050,628,30,Female,1,self_employed,1020,2,212,83,840.73,840.73,1598.03,2976.66,0.54,0.54,0.54,0.54,840.73,840.73,0\\r\\n21051,1948,69,Male,2,self_employed,409,2,193,,2234.45,2234.45,2234.45,2220.29,0.43,0.43,0.43,0.43,2234.45,2234.45,0\\r\\n21052,2453,29,Male,0,self_employed,1477,3,415,24,4826.81,4801.97,4805.84,4981.53,71.53,71.53,46.69,46.69,4823.38,4796.66,0\\r\\n21054,5164,37,Female,,self_employed,822,2,20,154,3568.52,4302.68,4068.78,3473.22,0.43,0.43,774.57,0.43,3610.57,4302.68,0\\r\\n21055,595,56,Male,0,self_employed,1020,3,118,1,5377.59,3391.33,2909.36,565.4,4433.57,1.9,2352.53,1615.32,4857.6,3549.2,0\\r\\n21056,1969,52,Male,0,self_employed,206,2,865,3,329.38,625.34,2186.45,4525.96,416.76,455.33,1022.89,3900.69,460.42,1895.17,1\\r\\n21057,4192,74,Female,0,self_employed,1020,2,19,30,2987.47,3476.73,1989.8,1962.13,0.16,2857.3,571.57,428.73,3111.55,934.38,0\\r\\n21058,4266,37,Female,0,salaried,1232,2,2690,,2423.86,2423.86,2639.98,3244.3,0.03,0.03,0.03,27.02,2423.86,2470.79,0\\r\\n21059,2949,70,Female,0,self_employed,1181,2,477,48,4140.27,4142.73,4065.92,4116.68,0.57,265.4,0.57,0.57,4142.3,4048.75,0\\r\\n21060,3556,54,Male,0,self_employed,1096,2,271,276,1056.63,4199.49,4548.53,6444.27,0.44,0.44,3429.01,2902.87,2499.98,4686.55,0\\r\\n21061,2387,41,Female,0,self_employed,1020,2,118,,1795.44,1795.44,1834.75,1920.61,0.26,0.26,0.26,51.03,1795.44,1815.09,0\\r\\n21062,2967,67,Male,0,retired,1004,2,307,,3084.48,3084.48,3086.62,3132.79,0.16,0.16,0.16,0.16,3084.48,3084.48,0\\r\\n21063,687,45,Male,,self_employed,50,2,3247,77,69.1,69.1,3257.22,51,0.19,0.19,0.19,1071.61,69.1,276.68,1\\r\\n21064,2421,60,Male,0,self_employed,649,2,54,5,1309.91,158.58,3104.1,133.01,23682.82,11574.39,22527.79,11556.69,5604.63,3567.36,0\\r\\n21065,2344,50,Male,0,salaried,657,3,180,173,4140.89,3855.17,3925.15,3272.54,0.09,0.09,0.09,285.8,4012.81,3939.33,1\\r\\n21066,2635,32,Male,0,salaried,531,2,75,49,192.28,192.28,3217.78,94,0.34,1899.92,0.34,63208.01,192.28,8469.51,1\\r\\n21067,1725,42,Male,0,self_employed,621,3,2294,17,2234.16,1853.19,1641.78,849.03,55.63,55.71,0.44,286.16,1921.05,1582.64,0\\r\\n21068,1135,40,Female,0,self_employed,804,3,920,,4983.38,4983.38,4983.38,4952.35,0.5,0.5,0.5,0.5,4983.38,4983.38,0\\r\\n21069,2711,31,Male,1,salaried,15,2,1675,0,354.45,7640.43,6825.83,6149.17,42885.61,3587.96,43373.69,57.56,8152.44,5240.92,1\\r\\n21070,2475,68,Male,0,retired,1084,3,13,20,2044.12,2031.83,1975.77,1803.82,10.54,135.81,0.09,0.09,2040.79,1996.32,0\\r\\n21071,896,34,Male,0,self_employed,409,3,158,5,22314.54,24441.62,24608.33,29032.87,2.25,0.6,3772,1364.44,23011.84,24884.97,0\\r\\n21072,1566,27,Male,0,salaried,409,2,1401,0,3649.48,660.38,1643.61,1670.07,4769.04,639.54,422.47,481.33,3814.67,536.15,0\\r\\n21073,565,33,Female,,self_employed,603,3,954,139,2494.9,2494.9,3278.31,4644.58,0.57,0.57,0.57,1429.14,2494.9,3416.56,0\\r\\n21075,3434,85,Female,0,self_employed,1232,2,539,175,5213.86,5213.86,5048.11,4832.29,0.09,0.09,0.09,0.09,5213.86,5037.75,0\\r\\n21076,2010,58,Female,0,self_employed,1096,2,1671,73,9187.58,9187.58,8979.31,7059.22,0.44,0.44,0.44,0.44,9187.58,9187.58,0\\r\\n21077,746,46,Male,3,salaried,1096,3,1358,4,2028.69,1749.73,1937.76,3547.85,3628.96,3574.43,3342.81,13857.1,977.54,3417,0\\r\\n21078,4998,90,Female,0,self_employed,1096,1,43,8,4406.16,4260.15,4284.97,4114.44,162.33,0.1,0.1,0.1,4334.6,4260.15,0\\r\\n21079,1257,42,Female,0,self_employed,1382,3,629,120,1855.8,1762.94,1823.48,2216.75,0.11,0.11,0.11,0.11,1868.36,1772.85,0\\r\\n21080,850,32,Female,0,self_employed,1020,3,1444,4,3391.78,3548.4,3343.68,3541.67,550.36,541.79,1078.4,348.14,3088.56,3295.95,0\\r\\n21081,4074,44,Female,0,self_employed,169,2,384,257,1800.37,1800.37,1800.37,1789.04,0.59,0.59,0.59,0.59,1800.37,1800.37,0\\r\\n21082,2305,56,Female,0,self_employed,146,3,1759,357,1871.13,1856.84,1858.98,1845.08,0.57,0.57,0.57,0.57,1863.25,1856.84,0\\r\\n21083,622,40,Male,0,self_employed,1453,2,853,83,8658.57,8872.86,8741.52,8019.36,0.59,0.59,429.16,0.59,8801.43,8872.86,0\\r\\n21084,3029,82,Female,0,self_employed,1181,2,235,0,2399.54,2467.77,2548.8,2645.3,23.41,32.13,0.4,0.4,2393.66,2512.75,0\\r\\n21085,2468,40,Male,2,self_employed,,3,2979,4,2271.25,2344.15,2066.37,2067.61,714.73,1071.87,428.77,480.67,1942.66,2055.55,0\\r\\n21086,2118,52,Male,0,self_employed,1181,2,2532,5,6341.02,6492.98,6483.55,6387.25,14.66,0.37,166.62,0.37,6449.03,6492.98,0\\r\\n21087,1909,37,Male,0,salaried,649,1,289,53,4054.09,4441.98,4018.08,2455.24,0.7,572.13,841.04,86.41,3887.92,4409.16,0\\r\\n21088,2064,72,Female,0,self_employed,409,3,1663,25,3130.11,2870.74,2943.25,3098.12,257.63,0.49,0.49,0.49,3092.95,2870.08,0\\r\\n21089,1431,85,Male,0,retired,1232,2,149,90,6821.58,6448.08,6497.49,5336.7,0.27,0.27,106.29,123.49,6395.93,6461.74,0\\r\\n21090,2575,61,Male,0,retired,623,2,1043,103,2252.16,2252.16,2375.17,2431.06,0.47,0.47,0.47,220.47,2252.16,2401.19,0\\r\\n21091,968,55,Female,0,self_employed,834,3,2058,14,25229.92,26410,13004.65,1107.38,572.04,24286.33,1500.61,572.04,25611.9,11582.62,0\\r\\n21092,2309,42,Female,0,self_employed,1111,2,88,53,15695.92,15695.92,15684.55,15568.16,0.51,29.09,0.51,0.51,15695.92,15690.39,0\\r\\n21093,1007,32,Female,0,salaried,334,2,2632,26,4236.9,4165.48,3962.49,3742.05,71.53,0.1,0.1,14.39,4231.98,3900.87,0\\r\\n21094,5256,15,Male,0,student,1155,1,59,104,1947.91,1947.91,1947.91,1933.18,0.61,0.61,0.61,0.61,1947.91,1947.91,0\\r\\n21095,6594,48,Female,2,self_employed,1020,1,19,18,2652.93,1519.74,2474.2,3723.18,257.3,0.16,1400.72,5023.67,2013.96,2236.32,0\\r\\n21096,1218,51,Male,0,salaried,1203,3,1484,12,7463.23,7794.57,5410.51,2056.23,57.2,0.06,336.19,714.33,7562.98,7183.93,0\\r\\n21097,5861,43,Female,0,self_employed,1020,1,16,20,21374.1,21881.25,20926.94,21404.62,964.56,1364.56,1485.99,2866.2,22143.31,22514.01,0\\r\\n21098,2656,62,Female,2,self_employed,1232,2,52,23,3932.69,7971.73,2587.85,851.77,66.9,0.47,4105.94,3376.57,5726.87,1204.16,0\\r\\n21100,1524,44,Male,0,salaried,1232,3,1790,0,3072.01,3019.63,3780.35,2870.54,1639.37,1543.18,993.27,1286.17,2226.77,2655.44,0\\r\\n21101,732,70,Male,,self_employed,502,2,946,233,6480.17,6480.17,6480.17,6446.94,0.26,0.26,0.26,0.26,6480.17,6480.17,0\\r\\n21102,4251,49,Female,0,self_employed,623,2,621,,2724.35,2724.35,2724.35,2707.09,0.19,0.19,0.19,0.19,2724.35,2724.35,0\\r\\n21103,1353,24,Male,0,self_employed,812,2,2428,154,7227.62,7227.62,7227.62,5928.01,0.59,0.59,0.59,0.59,7227.62,7227.62,0\\r\\n21104,1770,52,Female,1,self_employed,1096,3,2071,6,124446.45,116257.72,116403.98,78329.16,8496.69,1353.83,307.96,214.47,118528.44,115801.44,1\\r\\n21105,2841,38,Male,0,salaried,146,2,361,31,4943.82,5822.84,5867.58,6168.53,0.04,363.05,462.58,1199.03,5004.23,5750.77,0\\r\\n21107,1252,49,Male,3,self_employed,632,2,2747,4,308.82,643.38,1440.73,2444.54,143.23,0.37,477.79,1749.93,404.22,1465.07,1\\r\\n21108,1648,44,Male,2,salaried,146,2,1993,104,12359.82,2751.5,2001.93,1525.86,0.69,0.69,94.67,5064.49,3223.28,1330.53,0\\r\\n21109,1395,43,Male,0,self_employed,135,3,2450,6,2615.98,3476.19,2486.57,1635.14,214.46,3564.46,1660.39,2500.17,3175.06,4021.12,0\\r\\n21110,2175,32,Female,0,self_employed,334,3,1880,,2027.93,2027.93,2027.93,1986.63,0.13,0.13,0.13,0.13,2027.93,2027.93,0\\r\\n21111,211,43,Male,2,self_employed,1486,3,1387,108,52.66,1075.65,2918.15,7282.32,0.69,0.69,1452.24,4737.96,294.66,2421.14,1\\r\\n21112,1736,29,Female,0,salaried,493,2,1894,75,3478.21,3496.75,3458.29,3660.05,0.27,0.27,18.81,9.87,3487.85,3503.03,0\\r\\n21113,7156,45,Female,1,salaried,1020,2,501,11,5919.73,5795.37,5657.48,5112.98,424.39,424.39,326.2,371.52,5792.88,5578.91,0\\r\\n21114,4695,64,Female,0,self_employed,146,2,582,,5264.5,5264.5,5264.5,5378.18,0.3,0.3,0.3,0.3,5264.5,5264.5,0\\r\\n21115,2923,48,Male,1,self_employed,904,3,596,55,18229.65,18648.08,18868.84,17541.88,0.69,286.4,404.83,833.4,18384.34,18899.57,0\\r\\n21116,4977,52,Male,2,salaried,1271,1,101,54,618.5,618.5,1927.36,2336.52,0.11,15425.09,0.11,0.11,618.5,2568.52,1\\r\\n21117,1313,90,Male,0,retired,834,3,460,10,4107.08,3858.33,3939.2,3676.72,499.16,0.27,250.4,68.97,3893.53,3904.87,0\\r\\n21118,2985,39,Female,0,self_employed,409,3,1309,61,1904.85,3051.43,2930.8,3441.53,0.63,0.63,1139.03,0.63,2697.05,3051.43,1\\r\\n21119,4079,56,Male,0,self_employed,1589,3,33,27,125.83,1428.98,1538.68,4649.65,0.44,0.71,642.97,357.26,744.07,2346.28,1\\r\\n21120,1387,4,Female,0,student,1020,2,5,,6075.21,6075.21,6238.96,8662.59,0.09,0.09,0.09,0.09,6075.21,6075.21,0\\r\\n21121,4008,43,Female,0,self_employed,649,2,3874,10,37271.47,38751.84,38530.35,37911.2,1428.6,0.03,2908.97,0.03,38742.91,38751.84,0\\r\\n21122,4266,61,Female,0,salaried,1232,1,7,48,1374.77,1712.26,1703.63,2119.62,0.33,542.89,156.73,647.03,1383.64,1759.63,1\\r\\n21123,1986,34,Female,0,self_employed,575,3,616,75,2796.29,2796.29,2382.31,2572.64,0.37,0.37,0.37,0.37,2796.29,2796.29,0\\r\\n21124,4764,53,Male,0,self_employed,995,2,200,9,2898.79,2961.74,1573.91,1899.94,457.43,6991.99,3341.8,6419.48,1177.63,1319.06,0\\r\\n21125,4617,44,Male,3,self_employed,1020,2,60,41,522.59,565.44,2724.93,4475.43,0.44,10014.73,900.44,26619.41,531.45,1379.32,1\\r\\n21126,2274,90,,0,self_employed,1096,1,271,6,181.62,337.22,1722.66,1358.69,292.01,0.17,332.98,667.16,294.29,1554.47,0\\r\\n21127,1286,30,Male,0,salaried,250,3,972,20,2252.06,3090.85,2427.44,1393.98,543.21,2191.56,1014.79,774.88,3143.38,2592.13,1\\r\\n21129,3117,63,Male,0,self_employed,905,2,1202,,2137.23,2137.23,2137.23,2123.69,0.29,0.29,0.29,0.29,2137.23,2137.23,0\\r\\n21130,728,53,Male,,salaried,1626,3,744,,5087.34,5087.34,5087.34,5306.78,0.11,0.11,0.11,0.11,5087.34,5087.34,0\\r\\n21131,1798,59,Male,0,self_employed,444,3,1978,300,10706.15,10706.15,10706.15,3050.39,0.03,0.03,0.03,0.03,10706.15,10706.15,0\\r\\n21132,3980,51,Male,0,self_employed,575,2,193,306,3425.73,3455.23,3981.32,5190.94,0.51,0.51,0.51,143.37,3686.52,3988.77,0\\r\\n21133,2447,80,Male,0,retired,623,2,318,21,59837.2,60961.74,61164.88,66402.02,86.47,86.47,1211.01,714.61,60184.62,61106.36,0\\r\\n21134,2154,19,Male,0,student,1020,1,85,81,4680.57,4680.57,4649.7,3334.08,0.7,0.7,0.7,0.7,4680.57,4680.57,0\\r\\n21135,4749,61,Male,1,self_employed,1096,1,248,11,8711.66,10308.81,8383.41,4487.11,2460.1,13702.96,11200.1,8212.81,10471.37,7579.02,0\\r\\n21136,4543,52,Female,0,self_employed,1020,2,13,275,2529.08,2514.9,2560.25,1907.28,0.57,0.57,0.57,50.57,2529.33,2557.07,0\\r\\n21137,5954,40,Male,0,self_employed,1020,2,47,21,5628.26,5662.91,5365.61,10280.79,143.07,1857.36,177.72,888.52,5679.55,5361.67,0\\r\\n21138,4094,47,Female,0,self_employed,665,2,177,61,1495.57,1703.5,1622.64,1894.42,0.6,0.6,0.6,0.6,1514.83,1703.5,0\\r\\n21139,3586,59,Male,0,salaried,388,2,170,,1853.66,1853.66,1862.25,2635.98,0.24,0.24,0.24,0.24,1853.66,1853.66,0\\r\\n21141,1426,46,Male,6,self_employed,911,3,2353,38,5994.96,6016.38,2922.41,592.95,0.04,5714.33,14.33,0.04,6010.97,2430.67,1\\r\\n21142,3541,30,Female,0,salaried,1020,1,539,35,7456.39,7456.39,4727.24,1159.56,0.06,4616.55,0.06,0.06,7456.39,3885.44,0\\r\\n21143,2975,16,Male,0,student,1020,1,5,18,2256.33,1827.76,1923.51,1820.74,428.64,0.07,0.07,0.07,2108.55,1830.14,1\\r\\n21144,1373,26,Male,0,self_employed,1135,2,1535,10,8880.82,8936.75,9314.34,9577.22,509.18,507.29,143,357.29,9093.37,9379.01,0\\r\\n21145,6235,58,Male,0,self_employed,623,1,364,28,1741.87,1827.58,2376.44,5515.94,1429.07,2148.21,71.93,3376.09,1867.48,2054.56,0\\r\\n21146,3225,52,Male,0,self_employed,759,2,518,,17258.59,12795.68,13883.33,13195.35,0.6,0.6,0.6,0.6,16032.18,12795.68,0\\r\\n21147,268,43,Male,2,self_employed,1315,2,250,54,2147.69,2147.69,1863.51,572.17,0.66,714.94,0.66,0.66,2147.69,2009.44,0\\r\\n21148,1912,85,Female,0,self_employed,983,3,238,223,2526.56,2735.81,2565.41,2881.93,0.51,0.51,143.37,14.92,2633.93,2456.65,0\\r\\n21149,417,27,Female,,salaried,409,2,925,47,286.76,1412.26,1559.35,1709.91,0.21,1.77,1064.88,545.34,1296.76,1574.07,0\\r\\n21150,1373,82,Female,0,self_employed,1232,2,882,13,14041.64,15797.56,15116.85,13214.81,714.94,714.94,2472.09,0.66,15207.62,15451.93,0\\r\\n21151,4497,90,Male,0,self_employed,1096,2,1365,,2863.46,2863.46,2863.46,2864.6,0.4,0.4,0.4,0.4,2863.46,2863.46,0\\r\\n21152,2852,67,Female,0,self_employed,1096,3,329,,1528.99,1528.99,1528.99,1519.31,0.14,0.14,0.14,0.14,1528.99,1528.99,0\\r\\n21153,1490,46,Male,2,self_employed,834,2,1929,10,15693.43,15308.06,15358.66,15307.35,514.76,367.59,129.39,314.76,15480.95,15313.57,0\\r\\n21154,3118,61,Male,0,self_employed,656,2,341,11,2479.02,1822.99,10794.98,4330.12,3640.24,450.49,2630.89,22857.63,2255.63,8375.29,1\\r\\n21155,1394,34,Female,0,self_employed,334,3,2050,273,3516.2,3516.2,3516.2,3495.1,0.63,0.63,0.63,0.63,3516.2,3516.2,0\\r\\n21156,2953,66,Male,0,self_employed,1020,2,145,73,2173.53,2173.53,2037,1708.7,0.03,0.03,0.03,0.03,2173.53,2121.32,0\\r\\n21157,4232,58,Male,0,salaried,146,3,2047,0,6748.34,4324.7,4118.42,6462.73,4452.57,9721.54,4909.71,7875.81,2745.58,4190.75,0\\r\\n21158,2390,60,Female,0,self_employed,1598,2,249,171,1560.43,1636.31,1559.52,1336.67,0.47,0.47,0.47,0.47,1615.38,1552.15,0\\r\\n21159,2435,90,Male,0,self_employed,1020,2,1230,3,53521.33,56871.77,55847.64,14114.48,30346.43,289271.49,41429.19,244195.69,65052.62,90479.62,1\\r\\n21160,5060,41,Male,0,self_employed,1593,3,737,215,2987.97,2992.88,2992.35,2976.04,0.46,0.46,0.46,0.46,2991.3,2992.88,0\\r\\n21161,1592,53,Female,0,self_employed,1461,2,822,11,9941.09,8169.66,8470.48,8059.68,1771.9,0.47,0.47,0.47,9072.12,8169.66,0\\r\\n21162,4807,40,Male,2,self_employed,640,2,4149,9,2538.39,2253.43,2386.29,467.06,20707.54,3231.89,40510.9,2534.41,4401.72,1484.9,0\\r\\n21163,1008,66,Male,,retired,1085,3,3341,68,1504.3,1704.3,1770.88,2723.32,0.17,0.17,143.03,0.17,1657.01,1746,0\\r\\n21164,1861,35,Male,0,salaried,1020,3,591,189,3410.59,3425.87,3259.88,2315.82,0.33,0.33,0.83,0.33,3423.16,3443.92,0\\r\\n21165,2209,68,Female,0,self_employed,399,3,403,17,3643.44,3114.87,2868.29,2041.22,557.5,557.5,57.5,164.64,3456.74,2847.23,0\\r\\n21166,992,34,Male,2,self_employed,705,2,3597,25,140.81,1306.28,2012.77,2641.87,214.44,235.87,1379.91,808.49,845.77,1321.71,1\\r\\n21167,2071,63,Male,0,salaried,834,3,1926,203,1851.31,1848.73,1849.44,1833.32,0.63,0.63,0.63,0.63,1850.86,1848.73,0\\r\\n21168,3388,47,Male,0,salaried,1020,1,376,20,5143.2,25897.34,24088.77,29848.4,1156.17,714.39,21428.67,0.1,19274.63,25895.89,1\\r\\n21169,2467,33,Male,0,salaried,555,3,760,13,1260.77,3481.61,3109.03,3537.16,486.27,43.41,2886.27,0.56,1802.25,3615.19,1\\r\\n21171,2374,24,Male,0,self_employed,834,2,593,140,4575.64,4632.79,4679.78,5943.6,0.27,0.27,57.41,0.27,4589.44,4632.79,0\\r\\n21172,1127,21,Male,0,student,1020,2,163,,1662.16,1662.16,1662.16,1651.63,0.04,0.04,0.04,0.04,1662.16,1662.16,0\\r\\n21173,1272,31,Female,0,self_employed,234,2,168,,1981.98,1981.98,1981.98,1969.43,0.47,0.47,0.47,0.47,1981.98,1981.98,0\\r\\n21174,1157,41,Female,0,self_employed,531,2,1266,20,3091.37,3029.98,3044.8,3008.71,62.01,0.63,0.63,0.63,3074.44,3029.98,0\\r\\n21175,682,38,Male,0,salaried,664,2,413,10,11308.79,9854.55,7639.44,3815.86,2400.2,2857.34,0.2,0.2,10136.78,6205.52,0\\r\\n21176,5214,75,Male,0,retired,146,2,41,20,34052.29,33639.43,33140.13,30356.5,656.36,1227.79,243.5,19.84,33982.78,33178.3,0\\r\\n21177,3161,67,Male,0,self_employed,,1,15,21,3943.96,3758.24,3841.08,10021.13,186.3,0.59,0.59,0.59,3892.72,3758.24,0\\r\\n21178,1622,66,Male,0,retired,1180,2,1330,25,2027.49,995.49,1478.8,2088.62,1428.66,0.09,386.18,188.66,2080.46,1074.57,0\\r\\n21179,3049,35,Male,0,self_employed,146,3,354,,2812.67,2755.12,2447.71,1960.56,0.34,0.34,778.91,821.77,2702.08,2466.83,0\\r\\n21180,3264,47,Male,0,salaried,15,3,300,23,1691.18,1325.89,1874.67,2207.96,378.37,1373.49,0.51,380.01,1621.95,1192.54,1\\r\\n21181,661,7,Female,,student,904,3,296,7,7182.41,5768.13,5200.84,1839.82,1414.83,700.54,0.54,0.54,6304.58,5474.58,0\\r\\n21182,1679,27,Male,0,student,117,3,2294,18,3563.31,458.01,1665.23,2028.19,3112.56,1142.97,14.4,1992.97,2543.72,913.54,0\\r\\n21183,2853,90,,0,self_employed,1577,2,815,3,30943.06,18484.78,15932.84,6844.53,12458.7,9900.41,0.41,1000.41,20203.16,18010.58,0\\r\\n21184,1342,36,Female,0,salaried,409,2,1562,,1563.96,1563.96,1563.96,1554.06,0.43,0.43,0.43,0.43,1563.96,1563.96,0\\r\\n21185,3492,60,Female,0,self_employed,1020,1,419,354,1087.57,1516.75,1458.48,2335.57,0.31,0.31,0.31,86.03,1215.4,1537.45,0\\r\\n21186,2907,29,Female,0,student,1020,1,15,36,2046.23,2430.1,2352.18,2664.81,0.24,29.74,384.11,0.24,2133.17,2408.21,0\\r\\n21187,937,21,Male,0,student,1096,1,92,18,3105.11,2882.91,2607.13,1599.39,265.21,872.93,43.01,572.36,3028.55,2767.44,0\\r\\n21188,476,31,Male,0,self_employed,1004,2,307,7,495.98,49.03,1625.93,772.94,0.85,1.02,49.08,4867.79,290.13,62.89,1\\r\\n21189,1706,30,Female,0,salaried,146,3,1226,115,4798.19,4636.07,4623.07,3892.56,0.26,0.26,653.31,341.42,4870.79,4574.83,0\\r\\n21190,2718,26,Female,0,student,834,1,14,0,1932.64,2640.77,1480.52,883.93,0.53,1746.52,0.41,11.16,2472.27,1065.03,0\\r\\n21191,769,51,Male,0,self_employed,1080,3,2160,9,6307.06,7953.1,7884.51,7940.66,9.6,0.49,227.09,10.04,7729.86,7961.01,0\\r\\n21192,3331,43,Female,0,self_employed,1232,2,149,,1767.06,1767.06,1767.06,1755.87,0.56,0.56,0.56,0.56,1767.06,1767.06,0\\r\\n21193,2787,52,Female,0,self_employed,834,1,1015,4,3815.09,3343.65,3386.15,3754.23,3372.84,0.8,2900.18,393.35,2978.94,3428.8,0\\r\\n21194,4018,52,Female,0,salaried,1020,2,356,0,11715.62,13552.47,12733.96,2185.35,434.74,898.31,1653.89,990.42,12656.38,13197.76,0\\r\\n21195,2254,90,,0,self_employed,1494,3,1702,357,2377.6,2173.97,1990.65,1373.91,0.46,0.46,0.46,0.46,2202.06,1990.05,0\\r\\n21196,4492,66,Female,0,self_employed,409,1,2076,3,1603.37,1546.23,1548.86,1536.26,72.03,0.6,14.89,0.6,1554.11,1546.23,0\\r\\n21197,4445,66,Female,2,self_employed,1020,2,212,7,3173.48,1586.85,4450.31,1347.74,2651.13,1831.71,1064.5,2849.1,2148.59,791.41,0\\r\\n21198,2194,32,Male,0,salaried,334,1,1216,24,105094.54,121101.73,111200.56,115254.38,800.77,801.97,1414.34,1688.13,119389.5,121619.33,0\\r\\n21199,3015,34,Male,0,salaried,409,3,217,19,3970.42,3510.99,3445.91,2288.45,482.39,643.1,22.96,235.8,3821.4,3400.93,0\\r\\n21200,486,58,Male,0,self_employed,1589,2,1711,133,1444.51,1444.51,1444.51,1327.69,0.33,0.33,0.33,0.33,1444.51,1444.51,0\\r\\n21201,795,14,Male,,student,1057,2,351,53,2640.89,2640.89,2350.95,2226.39,0.19,714.47,0.19,0.19,2640.89,2493.88,0\\r\\n21202,2372,40,Male,0,self_employed,409,2,158,25,3999.29,4758.61,4531.53,1552.7,328.91,9294.27,29.52,7160.14,4160.69,4920.28,0\\r\\n21203,565,74,Male,,retired,146,2,9,77,1436.83,1436.83,3510.21,9844.61,0.26,0.26,0.26,0.26,1436.83,1436.83,1\\r\\n21204,1464,36,Male,0,salaried,1020,2,15,268,9916.16,10000.16,10273.65,10530.81,0.24,0.24,84.24,583.56,9974.09,10263.37,0\\r\\n21205,1189,52,Male,2,self_employed,1621,2,417,42,5816.66,5816.66,5322.52,2829.98,0.57,7143.43,0.57,3143.43,5816.66,3660.95,1\\r\\n21206,1143,36,Male,0,salaried,745,2,298,21,3861.59,3581.99,5257.43,7294.29,303.2,334.34,300.66,3214.94,3786.94,3948.55,0\\r\\n21207,1628,26,Female,0,self_employed,1020,3,627,70,66.81,991.99,3425.83,3238.08,0.17,0.17,925.34,6808.2,620.42,5472.73,1\\r\\n21208,4597,90,Female,0,self_employed,905,2,1310,153,1456.35,1456.35,1585.23,3217.21,0.57,0.57,0.57,193,1456.35,1617.74,0\\r\\n21209,1135,55,Male,0,self_employed,1020,1,118,294,2843.83,2843.83,2993.6,3782.47,0.16,0.16,0.16,357.3,2843.83,2901.44,0\\r\\n21210,567,20,Male,0,student,409,1,247,27,1098.39,14669.81,4626.12,1303.64,2143.53,9342.53,15714.96,2714.96,5827.45,7151.53,1\\r\\n21211,5068,54,Male,0,salaried,15,2,47,298,10467.74,10107.74,10227.06,11963.54,0.51,0.51,0.51,0.51,10455.33,10072.9,0\\r\\n21212,1208,41,Female,2,self_employed,491,2,1733,6,11974.02,11979.48,15002.85,26308.77,286.29,285.74,404.06,6024.83,11882.94,15522.16,1\\r\\n21213,3394,51,Female,0,self_employed,334,1,10,,5338.35,5389.78,5628.91,6680.64,0.43,0.43,9,0.43,5349.29,5850.61,0\\r\\n21215,975,61,Male,0,salaried,491,2,93,28,5836.11,7295.69,6146.18,3853.22,28.6,28.6,490.37,1984.3,6507.66,8205.2,1\\r\\n21217,1993,90,,0,self_employed,649,1,289,14,160.35,3130.74,2456.85,1074.59,8459.56,1082.27,0.56,0.56,2906.79,2717.27,0\\r\\n21218,967,67,Female,0,self_employed,1494,2,1701,341,1478.91,1478.91,2462.01,12813.1,0.44,0.44,0.44,0.44,1478.91,1478.91,0\\r\\n21219,2273,38,Male,0,salaried,1020,2,1574,111,4209.68,4307.85,6137.05,5041.84,0.09,0.09,98.26,2857.23,4237.36,6980.66,0\\r\\n21220,4133,42,Female,0,self_employed,334,2,17,46,2343.35,2343.35,2355.64,2783.36,0.36,1428.93,0.36,1714.64,2343.35,2380.22,0\\r\\n21221,1404,53,Male,0,self_employed,1020,1,357,104,2674.96,2674.96,2674.96,1385.84,0.14,0.14,0.14,0.14,2674.96,2674.96,1\\r\\n21222,1400,32,Male,0,salaried,879,3,2432,7,4863.67,3643.9,2916.06,4371.16,2419.87,3571.53,1414.39,0.1,4547.95,1224.54,0\\r\\n21223,2135,49,Female,1,self_employed,1020,1,86,90,4765.24,6996.8,6847.95,2058.43,0.03,0.03,0.03,0.03,5722.23,6221.8,0\\r\\n21224,1158,59,Male,0,self_employed,1621,1,50,23,25463.25,180914.98,120234.44,28147.8,1809.39,1694.79,157143.2,0.34,36147.08,179878.43,1\\r\\n21225,1100,31,Male,0,salaried,1096,3,1662,10,3744.67,809.22,1708.61,2060.2,3386.69,533.13,1086.09,1426.89,2232.87,1054.96,0\\r\\n21226,4777,63,Female,0,self_employed,1020,3,86,26,4024.2,1557.17,1852.46,1289.59,393.41,393.41,0.56,226.97,2261.88,1656.48,0\\r\\n21227,6072,23,Female,0,student,1096,1,934,19,11622.19,12191.82,11160.94,8117.4,1670.2,2670.47,2194.41,691.45,11485.62,11796.37,0\\r\\n21228,2576,47,Female,0,salaried,1096,1,158,9,7510.49,212.26,2673.43,3211.41,26526.87,0.06,19228.65,1200.63,3352.48,146.35,0\\r\\n21230,1952,37,Female,0,self_employed,334,3,1052,10,5818.68,2262.96,2518.41,189.11,3571.49,1428.63,1.49,9857.2,3489.66,3590.15,0\\r\\n21231,331,51,Female,,self_employed,1232,3,1227,77,6872.19,12956.75,11432.18,10572.63,0.39,0.39,495.25,338.69,8942.58,12545.14,0\\r\\n21233,2047,14,Male,0,student,60,2,595,47,2196.05,2196.05,2170.7,3797.29,0.47,357.61,0.47,0.47,2196.05,2057.8,0\\r\\n21234,1614,23,Male,0,self_employed,409,2,571,,1157.5,1157.5,3204.53,5793.76,0.1,0.1,0.1,4187.46,1157.5,3048.57,1\\r\\n21235,5695,69,Male,0,retired,1020,1,79,0,1296.38,2270.02,1588.07,1065.07,2493.86,3380.83,3266,2314.64,1544.9,1932.6,0\\r\\n21236,2621,37,Male,0,self_employed,61,2,263,48,6007.4,6007.4,5879.46,5688.43,0.39,286.1,0.39,0.39,6007.4,5906.02,0\\r\\n21237,4468,50,Male,1,self_employed,439,3,2303,7,7925.77,4196.85,8030.47,5846.49,6684.31,7428.6,3119.19,11681.46,6892.02,7895.99,0\\r\\n21238,3116,30,Female,0,salaried,146,2,88,136,671.98,4436.91,4962.38,6753.54,0.14,0.14,3354.19,1021.79,2351.32,5509.73,0\\r\\n21239,1266,76,Male,0,retired,1241,3,1035,78,1619.62,1619.62,1651.53,1131.91,0.14,0.14,0.14,0.14,1619.62,1631.92,0\\r\\n21240,6822,51,Female,0,self_employed,1020,1,16,28,1658.58,1644.3,1649.06,1633.88,14.69,0.4,0.4,0.4,1658.58,1644.3,0\\r\\n21243,1340,42,Male,0,salaried,409,2,249,307,14708.09,14702.62,14468.65,14081.38,0.63,0.63,359.45,175.48,14501.08,14465.85,0\\r\\n21244,1996,90,,0,self_employed,1020,1,455,67,1761.15,4343.29,3652.6,3359.98,0.67,0.67,3414.96,4457.81,1723.71,5129.93,0\\r\\n21245,5115,54,Male,0,salaried,409,2,49,,2983.9,3616.16,2764.32,4166.79,0.7,0.7,0.7,429.27,3062.65,2290.83,0\\r\\n21246,1191,59,Male,0,self_employed,1020,2,592,,4545.49,4545.49,4545.49,4518.89,0.7,0.7,0.7,0.7,4545.49,4545.49,0\\r\\n21247,1923,79,Male,0,self_employed,834,3,1128,351,2719.43,2719.43,2747.08,2986.11,0.54,0.54,0.54,0.54,2719.43,2719.43,0\\r\\n21248,6110,43,Male,0,self_employed,221,3,30,0,3827.13,5575.9,3929.45,4488.46,785.26,1884.47,2128.79,887.69,3780.14,4425.34,0\\r\\n21249,6339,47,Female,0,salaried,409,2,89,28,35418.82,30000.7,28313.02,14803.99,1.43,0.54,946.63,2007,32879.9,28667.78,0\\r\\n21250,2619,60,Male,0,salaried,1314,2,1059,30,3444.06,3411.2,3448.4,5505.28,0.21,61.64,0.21,22.21,3444.06,3399.1,0\\r\\n21251,1234,74,Male,1,self_employed,1020,2,145,3,6063.66,1545.04,3151.1,4029.72,3590.66,514.53,1786.33,2613.76,2279.8,3071.77,0\\r\\n21253,4090,88,Male,0,retired,1096,2,134,19,14364.67,10074.23,11211.78,8440.97,4499.06,142.9,922.9,800.04,13014.83,10012.47,0\\r\\n21254,3156,33,Male,0,self_employed,695,3,813,67,4664.24,4784.47,4858.61,2222.19,0.34,0.34,0.34,0.34,4763.74,4877.63,0\\r\\n21255,2313,10,Female,0,student,834,1,18,,2261.91,2261.91,2261.91,2247.59,0.49,0.49,0.49,0.49,2261.91,2261.91,0\\r\\n21256,2778,46,Male,2,salaried,1622,3,50,0,1004.15,1667.03,3517.6,3187.89,968.16,599.26,152.23,5866.51,1101.4,1840.38,0\\r\\n21257,4262,61,Male,2,salaried,1181,3,235,88,4253.83,4470.49,4619.94,3621.59,0.5,0.5,153.73,0.5,4295.74,4493.53,0\\r\\n21258,2396,64,Male,0,self_employed,834,3,1242,17,6293.39,1500.21,2496.39,1526.51,4828.19,18.04,17.85,14.03,4484.14,1501.72,0\\r\\n21259,2297,40,Male,0,self_employed,,3,1400,180,5240.54,5254.82,5281.06,5831.23,0.69,0.69,0.69,0.69,5249.9,5221.18,0\\r\\n21260,2035,45,Male,0,salaried,,3,1917,5,2058.16,1528.56,1803.02,512.2,104.1,0.31,297.65,13.31,1880.66,1632.04,0\\r\\n21261,3178,69,Female,0,self_employed,1274,2,162,6,12574.47,12844.72,13018.74,11930.39,1.72,0.54,414.83,476.26,12769.64,13017.78,0\\r\\n21262,3877,44,Male,0,self_employed,146,3,1298,,2289.25,2289.25,2289.25,2274.74,0.4,0.4,0.4,0.4,2289.25,2289.25,0\\r\\n21263,1831,24,Male,0,salaried,1242,3,1369,201,704.44,2847.3,3039.03,3565.68,0.06,0.06,2142.91,611.09,2477.84,3123.25,1\\r\\n21264,3176,71,Female,0,self_employed,853,2,648,,739.16,739.16,2928.1,4281.18,0.59,0.59,0.59,3572.01,739.16,3734.55,1\\r\\n21265,800,37,Male,0,salaried,1020,2,543,86,213.14,7441.71,5972.42,8365.43,0.56,0.56,7229.13,241.99,2741.22,7589.68,1\\r\\n21266,1165,22,Male,,student,334,3,136,30,2259.81,2188.38,2201.9,2104.6,0.17,71.6,0.17,0.17,2259.81,2188.38,0\\r\\n21267,2800,73,Male,0,retired,,2,956,49,5380.52,5523.37,5106.03,5647.42,0.67,2251.39,143.53,0.67,5380.52,4821.6,0\\r\\n21268,781,40,Female,0,self_employed,572,2,1624,21,12065.02,637.88,4195.34,8546.35,21429.16,0.59,10002.01,0.59,11030.88,639.14,0\\r\\n21269,2450,70,Male,1,self_employed,578,2,399,63,183.75,187.94,8689.73,13416.48,0.27,0.27,57.41,114.56,224.45,232.18,0\\r\\n21270,4038,51,Male,0,self_employed,557,2,284,146,4102.96,4102.96,4102.96,3913.78,0.19,0.19,0.19,0.19,4102.96,4102.96,0\\r\\n21271,1435,23,Female,0,student,1020,2,1123,209,3730.85,3730.85,3730.85,3716.14,0.1,0.1,0.1,0.1,3730.85,3730.85,0\\r\\n21272,580,50,Male,,self_employed,879,3,2432,20,10066.53,5066.53,6273.43,5788.27,5000.46,0.46,0.46,0.46,8687.22,5066.53,0\\r\\n21273,4690,64,Male,1,self_employed,1232,2,52,0,3378.21,9566.14,5412,54488.12,4273.73,46751.74,21973.68,7249.51,8062.22,4786.7,0\\r\\n21274,374,62,Male,,self_employed,873,1,1371,,13299.96,20328.53,25536.37,47122.53,0.54,0.54,7629.11,429.11,14771.88,20349.27,1\\r\\n21275,1026,22,Male,0,student,531,2,153,23,686.04,3106.73,2404.34,2085.72,1429.27,202.49,4071.39,0.7,1513.67,3036.34,1\\r\\n21276,4468,68,Male,0,self_employed,1644,2,210,10,58621.14,58503.28,58555.31,58529.27,117.7,115.39,0.56,214.84,58544.27,58577.92,0\\r\\n21277,336,31,Male,,self_employed,334,2,751,339,10784.54,10855.97,10919.61,7023.46,0.41,0.41,0.41,0.41,10851.05,10918.18,0\\r\\n21278,1955,45,Female,0,salaried,1084,3,830,,2431.62,2431.62,2431.62,2411.68,0.29,0.29,0.29,0.29,2431.62,2431.62,0\\r\\n21279,4524,48,Male,0,self_employed,1096,2,27,138,4095.64,4095.64,4095.64,4144.93,0.59,0.59,0.59,0.59,4095.64,4095.64,0\\r\\n21280,1516,13,Male,0,student,1020,2,455,25,1806.04,1663.18,1705.87,1539.27,143.37,0.51,0.51,0.51,1791.26,1663.18,0\\r\\n21281,6062,54,Male,0,self_employed,1621,2,50,191,2814.37,3440.12,3152.2,3455.49,0.44,0.44,0.44,0.44,3107.82,3432.06,0\\r\\n21282,712,64,Male,,self_employed,1496,2,3026,26,941.75,158.89,6523.93,10401.64,783.49,1073.17,0.63,13500.63,887.76,6148.8,1\\r\\n21283,772,23,Male,0,self_employed,285,3,3323,49,4822.58,4836.86,2756.06,158.13,0.27,4714.56,14.56,0.27,4829.47,3316.13,0\\r\\n21284,4002,27,Female,0,student,834,2,14,0,609.33,3135.88,1716.26,2753.05,1613.51,11546.64,2000.01,9218.51,1267.66,2398.01,0\\r\\n21285,1035,56,Male,0,salaried,146,1,523,153,788.27,1856.64,1902.77,3098.33,0.2,0.2,942.28,228.77,1581.45,1984.98,1\\r\\n21286,1637,36,Male,0,self_employed,409,2,88,26,11246.06,9833.41,10439.73,14184.78,1572.1,0.67,159.24,352.49,11192.02,9941.95,0\\r\\n21287,496,24,Male,,salaried,409,2,439,108,2867.88,2867.88,2867.88,2729.61,0.53,0.53,0.53,0.53,2867.88,2867.88,0\\r\\n21288,1540,34,Male,0,self_employed,146,2,361,212,20241.09,15955.38,14273.42,9885.65,0.56,0.56,0.56,0.56,16546.51,14295.85,0\\r\\n21289,1613,35,Female,0,self_employed,334,3,1875,154,1515.56,1506.73,1508.53,1471.75,0.1,0.1,0.1,0.1,1512.12,1506.73,0\\r\\n21290,2811,53,Male,0,self_employed,551,3,550,,2077.38,2077.38,1986.09,1888.6,0.67,0.67,0.67,0.67,2077.38,1980.39,0\\r\\n21291,2197,70,Male,2,retired,531,2,1266,1,2379.59,2372.75,1479.61,2960.47,272.97,273.06,232.07,47.73,2279.47,1618.34,0\\r\\n21292,2692,47,Male,0,salaried,409,3,393,18,1841.96,2007.83,2305.57,2249.19,272.1,272.1,423.69,857.81,1895.11,2264.84,0\\r\\n21293,4423,43,Male,0,self_employed,1020,2,240,4,9604.09,7315.61,7024.09,7043.06,3269.5,412.36,982.84,0.6,7187.2,7141.2,0\\r\\n21294,3127,90,,0,self_employed,1494,1,67,7,4762.03,14882.26,7308.97,2940.06,33254.26,14081.04,40030.81,0.69,5939.87,3723.59,1\\r\\n21295,2263,39,Female,1,self_employed,334,2,500,,3585.78,3585.78,3585.78,3563.06,0.13,0.13,0.13,0.13,3585.78,3585.78,0\\r\\n21296,2620,57,Male,0,salaried,834,3,789,,1607.05,1607.05,1633.5,1667.39,0.63,0.63,0.63,72.99,1607.05,1614.05,0\\r\\n21297,2582,54,Male,0,self_employed,609,3,993,47,3929.65,4686.36,3999.81,3498.38,0.17,1428.74,714.46,143.03,4248.83,4243.04,0\\r\\n21298,2983,56,Female,0,self_employed,1322,2,176,0,5020.84,3020.84,2933.78,1724.49,2143.47,0.61,143.47,286.33,3079.95,3195.95,0\\r\\n21299,3291,40,Male,2,salaried,1020,2,967,,9038.47,9038.47,9052.55,9018.54,0.1,0.1,0.1,0.1,9038.47,9038.47,0\\r\\n21300,911,30,Male,2,self_employed,179,2,641,30,3619.32,5294.96,5820.89,4344.99,0.2,1428.95,28.77,85.91,5050.05,5680.9,0\\r\\n21301,2349,56,Female,0,self_employed,751,2,1363,20,4796.08,5581.79,5556.34,4277.68,643.04,0.19,2143.04,0.19,5505.44,5581.79,0\\r\\n21302,403,65,Female,0,self_employed,146,2,875,283,24332.54,24332.54,12415.92,5196.06,0.69,0.69,0.69,12166.74,24332.54,9826.76,0\\r\\n21303,1663,43,Female,0,salaried,1020,3,998,49,2551.71,2551.71,2436.66,1844.6,0.59,286.3,0.59,83.36,2551.71,2477.71,0\\r\\n21304,1878,8,Male,0,student,1525,3,1803,244,2064.08,2064.08,2099.96,1367.25,0.09,0.09,0.09,0.09,2064.08,2064.08,0\\r\\n21306,966,36,Male,1,self_employed,15,1,69,19,2127.05,1624.38,1579.67,519.78,1143.5,1143.5,926.54,1357.79,1982.53,1511.47,1\\r\\n21307,2194,37,Male,0,self_employed,1525,3,1024,63,7634.49,7668.77,9581.88,4512.11,0.41,0.41,34.7,8571.84,7656.95,10433.75,0\\r\\n21308,2782,90,Male,0,self_employed,1096,1,89,37,2574.54,3917.39,3218.28,4597.62,0.67,778.9,1343.53,0.67,3188.33,3434.19,0\\r\\n21309,2902,79,Male,0,self_employed,834,2,14,4,12988.27,1523.3,3022.78,2749.01,14565.79,0.47,3095.09,1400.36,3923.9,2138.58,0\\r\\n21310,4020,46,Male,2,self_employed,1076,2,64,0,6619.93,6480.64,6422.29,6025.25,155.24,0.47,15.95,115.17,6485.44,6536.14,0\\r\\n21311,1843,48,Female,0,self_employed,15,2,888,117,6474.51,6474.51,6474.51,4363.87,0.56,0.56,0.56,0.56,6474.51,6474.51,0\\r\\n21312,1509,29,Male,0,salaried,649,3,54,6,1928.36,1714.74,1602.08,616.79,643,315.04,470.44,166.64,1706.21,1687.41,0\\r\\n21313,881,59,Female,0,self_employed,656,2,1332,325,6117.75,6117.75,6117.75,6132.8,0.31,0.31,0.31,0.31,6117.75,6117.75,0\\r\\n21314,3601,46,Male,0,salaried,514,2,190,17,1850,5203.81,4201.25,4862.03,1767,1838.33,5120.81,974.8,2912.57,5358.07,0\\r\\n21315,2632,68,Male,1,self_employed,1096,1,484,54,15260.71,30650.15,19835.43,16484.73,0.43,42857.57,111.68,122.58,23657.22,32916.02,1\\r\\n21316,252,37,Male,0,self_employed,1177,3,4046,3,7114.51,1656.01,2399.54,2289.53,6640.41,0.07,2253.29,2285.79,2161.99,2299.94,0\\r\\n21317,842,1,Male,0,self_employed,105,2,650,18,1076091.29,1001123.73,618417.06,581507.67,216396.14,143980.87,141428.59,571428.59,1074624.64,663884.48,1\\r\\n21318,4930,43,Male,0,salaried,1020,1,145,11,39221.39,9207.49,2311.36,14620.29,23599.52,13262.1,16300.47,71.9,6986.96,-5171.92,0\\r\\n21319,3444,53,Male,1,salaried,1096,1,503,11,7000.78,7016.84,8064.65,6518.25,311.54,818.61,258.51,453.91,6916.64,7056.39,0\\r\\n21320,1928,50,Female,0,self_employed,271,2,160,125,3733.62,4090.77,4016.87,1842.27,0.33,0.33,357.47,0.33,3869.09,4090.77,0\\r\\n21321,2621,45,Male,0,salaried,1111,2,1292,35,10630.58,11471.76,12495.29,15544.45,0.19,0.55,1127.09,2549.59,11059.49,12359.01,0\\r\\n21322,4431,68,Female,0,self_employed,1096,1,249,58,2912.51,2912.51,3054.2,2534.16,0.37,396.24,0.37,0.37,2912.51,2903.96,0\\r\\n21323,3193,62,Male,2,self_employed,409,2,481,339,1499.71,1499.71,1499.71,1490.21,0.43,0.43,0.43,0.43,1499.71,1499.71,0\\r\\n21324,1158,50,Male,,salaried,1442,2,2958,26,5768.38,5354.1,5547.68,5414.55,571.96,0.53,314.81,143.39,5810.25,5414,0\\r\\n21325,3145,53,Female,0,self_employed,623,2,21,23,41484.77,107199.47,80663.8,52880.61,7143.51,0.66,65714.94,0.66,52814.96,107201.92,1\\r\\n21326,1087,40,Female,0,self_employed,660,2,528,325,4269.99,4284.28,4279.76,4331.84,0.47,0.47,0.47,0.47,4270.49,4280.09,0\\r\\n21327,4345,41,Male,0,self_employed,146,2,75,,3430.4,3182.55,3490.13,3688.89,0.57,0.57,0.57,0.57,3396.22,3152.94,0\\r\\n21328,2626,27,Male,0,student,623,3,365,32,2022.34,2199.15,2127.19,780.33,0.67,5845.14,150.73,6614.24,2170.86,1940.03,0\\r\\n21329,309,34,Female,,self_employed,334,3,493,201,1795.6,1795.6,1795.6,1787.89,0.21,0.21,0.21,0.21,1795.6,1795.6,0\\r\\n21330,1461,64,Female,0,self_employed,146,2,1752,2,40055.25,142.54,5427.99,2696.48,83820.8,0.17,42343.03,0.17,16013.65,142.08,0\\r\\n21331,651,55,Male,,salaried,1525,2,1235,42,3916,3916,3753.7,3367.83,0.66,308.09,0.66,0.66,3916,3737.49,0\\r\\n21332,6892,88,Male,0,retired,1232,2,7,0,5391.57,10732.31,7088.12,5870.05,574.79,4415.05,5714.34,0.06,5642.94,9400.79,0\\r\\n21333,4711,75,Male,0,self_employed,1096,2,158,21,20853.99,13667.2,15428.89,13550.63,7143.2,0.34,0.34,0.34,18952.29,13667.2,0\\r\\n21334,2233,60,Female,0,self_employed,334,2,1586,299,4100.99,4100.99,4100.99,4096.83,0.41,0.41,0.41,0.41,4100.99,4100.99,0\\r\\n21335,5877,45,Female,0,salaried,409,3,92,0,6460.8,5217.37,5410.46,4602.31,2391.74,1104.1,483.89,858.89,5366.95,5192.09,1\\r\\n21337,375,69,Female,,self_employed,146,2,312,41,3907.36,3907.36,3878.32,3719.04,0.14,50.14,0.14,0.14,3907.36,3876.71,0\\r\\n21338,2751,51,Male,2,self_employed,623,2,377,0,25874.17,26603.17,33249.72,46740.99,36402.87,15210.01,39138.59,15424.7,28595.65,28652.29,0\\r\\n21340,1431,47,Female,0,self_employed,146,2,1755,4,18950.87,16338.72,16316.27,10925.43,443.43,2674.57,2143.5,2342.71,18154.08,14871.22,0\\r\\n21341,2852,14,Male,0,student,1096,1,43,46,9324.59,9324.59,9151.78,18382.91,0.13,357.27,0.13,0.13,9324.59,9163.3,0\\r\\n21342,2211,44,Female,0,self_employed,969,3,1910,80,1469.84,1484.13,1646.98,1101.59,0.67,0.67,0.67,44.25,1483.14,1624.48,0\\r\\n21343,1493,35,Female,0,self_employed,162,2,860,123,7154.86,7154.86,7154.86,6122.69,0.69,0.69,0.69,0.69,7154.86,7154.86,0\\r\\n21345,1847,45,Male,2,salaried,1574,3,1572,4,4124.01,3929.41,4110.95,3191.34,258.09,1357.69,52.16,1494.73,4130.77,4022.01,0\\r\\n21346,5133,49,Male,3,salaried,1111,2,2649,329,658.83,1787.15,2152.26,3270.23,0.14,0.14,1828.46,1227.5,1832.18,2266.23,0\\r\\n21347,1945,28,Female,0,salaried,1096,2,32,,3627.74,3627.74,3627.74,3604.73,0.01,0.01,0.01,0.01,3627.74,3627.74,0\\r\\n21348,2947,43,Male,2,self_employed,1525,2,146,151,2968.68,2863.03,2908.7,1956.59,0.67,0.67,291.99,0.67,3227.43,3073.94,0\\r\\n21351,2158,60,Male,0,self_employed,1271,2,1253,,4278.35,4278.35,4278.35,4441.96,0.63,0.63,0.63,0.63,4278.35,4278.35,0\\r\\n21353,1872,60,Male,0,salaried,623,3,512,147,1408.6,1405.89,1482.64,1418.84,0.67,0.67,0.67,0.67,1407.95,1404.55,0\\r\\n21354,2294,49,Male,2,self_employed,1020,2,1799,185,2241.56,2241.56,2241.56,2237.48,0.06,0.06,0.06,0.06,2241.56,2241.56,1\\r\\n21355,1909,59,Male,0,salaried,1418,3,1387,14,2233.55,2178.87,2258.99,2614.63,286.56,36.73,310.13,660.13,2239.78,2429.92,0\\r\\n21356,963,28,Female,0,self_employed,531,3,678,10,214,953.21,1627.12,1145.7,2000.7,0.7,6233.07,3314.55,805.51,1840.32,1\\r\\n21357,5617,46,Male,3,self_employed,1271,2,101,53,22695.01,29165.51,22948.43,15064.82,0.43,771.86,4071.86,471.86,25353.66,22208.04,0\\r\\n21358,707,20,Female,0,student,905,2,1390,4,2682.73,2711.3,2740.96,1964.82,143.17,0.31,0.31,59.6,2706.38,2897.57,0\\r\\n21359,4322,44,Female,0,salaried,649,2,3874,5,8084.23,1948.72,3436.81,1705.95,7.03,126.89,43.56,450,5355.94,1739.53,0\\r\\n21360,1655,30,Female,0,self_employed,334,2,206,152,5689.2,9850.46,9768.42,9831.67,0.51,0.51,43.64,45.4,8431.77,9675.05,1\\r\\n21361,856,53,Female,0,self_employed,241,3,3642,103,7117.46,7231.74,7018.17,4485.88,0.7,0.7,114.99,5714.99,7196.27,6723.36,0\\r\\n21362,2950,44,Male,1,self_employed,623,2,21,5,285.48,290.39,8500.34,286.39,142857.37,0.23,142857.37,0.23,24920.25,290.39,1\\r\\n21363,3787,50,Male,0,self_employed,1356,3,801,261,3493.17,3493.17,3524.51,3912.08,0.07,0.07,0.07,114.36,3493.17,3530.04,0\\r\\n21364,804,44,Male,0,salaried,1561,3,2944,9,6013.65,3856.5,3941.82,2426.46,5000.3,0.3,2843.15,0.3,4576.21,3856.5,0\\r\\n21365,794,26,Male,0,salaried,1020,2,163,0,8542.9,8329.64,5922.99,5976.73,3618.94,4473.04,2473.05,3607.79,6547.22,5564.69,0\\r\\n21366,2952,90,,0,self_employed,1020,1,79,7,12395.56,4372.4,5439.52,5462.05,14167.67,2694.72,0.56,71.99,5794,4126.24,1\\r\\n21367,2751,64,Male,0,retired,834,2,478,91,1327.59,1899.01,2184.9,2111.23,0.04,0.04,571.47,99.69,1573.89,1910.49,0\\r\\n21368,1422,32,Male,0,self_employed,589,2,802,122,4955.5,4955.5,4955.5,4362.64,0.53,0.53,0.53,0.53,4955.5,4955.5,0\\r\\n21369,2395,36,Female,0,self_employed,1232,2,447,,4003.82,3766.67,3683.18,4156.93,0.49,0.49,0.49,0.49,3848.69,3584.18,0\\r\\n21370,3642,33,Female,0,salaried,1020,2,159,7,5454.27,5991.39,8079.19,1243.26,2785.84,1285.84,2129.69,3633.92,6056.56,7791.79,1\\r\\n21371,6047,57,Male,0,salaried,146,2,1226,77,26862.83,30388.94,30911.66,40249.24,0.46,0.46,5223.78,1975.62,28740.59,29217.58,1\\r\\n21372,2289,39,Male,0,self_employed,802,2,812,12,4719.22,3524.13,3713.11,3670.01,1357.51,0.37,143.23,0.37,4091.14,3531.39,1\\r\\n21373,2208,45,Female,0,self_employed,1525,2,358,14,2740.39,3205.03,3155.21,4630.13,0.48,1.56,464.71,107.1,2959.5,3266.75,0\\r\\n21374,1187,27,Female,0,self_employed,409,2,1566,44,8574.11,8574.11,7061.82,318.68,0.14,500.14,0.14,0.14,8574.11,8332.18,0\\r\\n21375,947,39,Male,0,salaried,95,2,324,,3977.39,3977.39,3977.39,3952.19,0.7,0.7,0.7,0.7,3977.39,3977.39,0\\r\\n21376,1963,32,Female,0,self_employed,15,2,6,,1014.29,1683.62,1457.63,520.54,0.27,0.27,714.56,1000.27,1334.96,1906.94,0\\r\\n21377,1877,46,Male,2,self_employed,557,3,1909,7,1996.11,12184.17,8042.48,3846.5,3560.69,7576.4,13217.23,1217.23,8026.29,10778.32,1\\r\\n21378,668,9,Male,0,student,834,3,106,173,1956.63,1956.63,1956.63,1635.73,0.64,0.64,0.64,0.64,1956.63,1956.63,0\\r\\n21379,808,21,Female,0,student,169,2,1711,14,4280.57,4109.15,5237.83,6979.26,271.71,0.29,0.29,0.29,4217.03,4109.21,0\\r\\n21380,872,44,Male,0,self_employed,1310,3,2799,81,3773.65,3771.25,4040.51,1782.01,0.17,0.17,0.17,21.59,3773.32,3762.24,0\\r\\n21381,564,42,Female,0,self_employed,575,3,572,20,7877,1428.99,12193.71,1114.67,71428.99,7143.27,695.3,0.41,32452.9,1890.59,0\\r\\n21383,1392,90,,0,self_employed,1020,1,60,26,811.25,1210.06,3094.76,1815.16,8571.91,165714.77,310.93,63543.34,1158.92,7211.39,0\\r\\n21384,379,38,Female,0,salaried,363,2,31,26,2187.55,2163.38,2179.98,763.86,460.31,460.31,0.31,143.17,2471.42,2117.37,0\\r\\n21385,3987,52,Male,0,self_employed,572,3,189,,3237.34,3237.34,3237.34,3216.83,0.41,0.41,0.41,0.41,3237.34,3237.34,0\\r\\n21386,2837,39,Female,0,self_employed,146,2,133,102,2001.77,2280.62,2749.17,2212.25,0.66,0.66,258.07,286.37,2158.87,2412.02,1\\r\\n21387,1406,53,Female,0,self_employed,38,2,226,182,3173.72,3173.72,3173.72,3635.6,0.33,0.33,0.33,0.33,3173.72,3173.72,0\\r\\n21388,313,63,Male,,retired,146,3,3881,9,5481.63,1173.34,3618.47,4499.13,3571.69,860.24,74857.4,357.4,8692.05,988.88,0\\r\\n21389,297,30,Male,2,self_employed,1096,1,1343,20,2573.28,4040.42,2661.45,460.56,79.13,3571.99,4646.27,1286.27,3946.77,3270.83,1\\r\\n21390,871,61,Male,0,self_employed,,3,2190,5,4153.21,4142.46,3825.6,3940.66,1286.21,429.07,1132.6,260.07,3653.97,3855.84,0\\r\\n21391,5101,54,Male,3,self_employed,1020,2,1,3,6479.52,7316.73,4149.34,1805.39,4467.2,4468.61,3186.74,2691.92,4013.19,4648.65,0\\r\\n21392,4450,75,Female,0,self_employed,1534,2,63,52,11094.25,11379.96,11370.14,11479.35,0.34,200.14,0.34,0.34,11182.92,11431.52,0\\r\\n21393,5666,51,Male,0,self_employed,334,1,17,24,12324.2,13091.03,14528.54,5969.73,178.83,143321.69,963.94,143026.49,13109.99,25358.54,1\\r\\n21394,2721,58,Male,0,self_employed,1020,3,12,104,3114.55,4900.27,4346.08,1730.62,0.33,0.33,1786.04,0.33,3237.71,4900.27,1\\r\\n21395,4767,90,Male,0,self_employed,1096,2,120,0,3561.41,3084.98,3329.78,4508.9,6055.13,681.56,0.13,400.84,3237.42,2962.96,0\\r\\n21396,1335,47,Male,0,self_employed,491,3,2535,54,3894.67,3894.67,3673.47,3302.19,0.56,571.99,0.56,0.56,3894.67,3802.5,0\\r\\n21397,1372,85,Female,0,self_employed,905,3,1831,,2274.88,2274.88,2274.88,2274.54,0.57,0.57,0.57,0.57,2274.88,2274.88,0\\r\\n21398,2543,27,Male,0,student,1096,1,314,180,5866.33,5866.33,5866.33,5829.13,0.7,0.7,0.7,0.7,5866.33,5866.33,0\\r\\n21399,1647,45,Male,2,salaried,,3,139,352,1393,1464.47,1490.79,33.04,0.64,0.64,0.64,0.64,1429.97,1625.8,0\\r\\n21400,3849,48,Female,0,self_employed,1020,3,423,46,4876.65,5979.17,5927.77,1248.92,0.4,2.19,1104.2,1327.99,5736.13,6509.27,0\\r\\n21401,2229,32,Female,0,self_employed,,3,458,307,2250.15,2246.48,2246.71,2215.41,0.29,0.29,0.29,0.29,2250.02,2246.48,0\\r\\n21402,1480,44,Female,0,self_employed,334,3,2064,47,5845.1,5845.1,4769.46,3737.2,0.03,4171.46,0.03,4171.46,5845.1,4702.27,0\\r\\n21403,3219,41,Female,0,self_employed,,3,285,32,1535.86,2327.51,1583.49,1645.93,0.14,1372.43,0.14,686.29,1524.77,1710.59,0\\r\\n21404,2355,38,Male,2,self_employed,1092,2,624,32,1753.37,1752.34,1805.16,965.03,0.04,142.9,0.04,0.04,1752.77,2307.07,0\\r\\n21405,213,90,,,self_employed,1020,1,86,17,147.2,147.2,6834.42,7468.93,53571.87,34286.16,64286.16,72986.16,7548.68,4818.17,1\\r\\n21406,1123,65,Male,0,self_employed,1621,2,2948,206,191.52,1957.15,1976.08,4175.09,0.4,0.4,2051.74,337.46,1482.17,2058.54,1\\r\\n21407,2027,38,Male,1,salaried,1096,3,1375,,1785.36,1842.51,2198.13,1772.43,0.21,0.21,114.5,1428.79,1793.25,2234.21,0\\r\\n21408,3295,53,Female,0,salaried,630,2,36,23,825.47,384.04,2813.55,1040.11,235.89,235.89,214.46,214.46,471.82,358.46,1\\r\\n21409,4233,45,Female,1,salaried,409,2,329,26,2516.21,2382.98,3399.28,2282.58,357.26,25.58,184.6,1557.26,2658.29,2935.02,0\\r\\n21410,1376,64,Male,0,retired,15,2,1679,5,2184.82,134.34,2635.48,4831.33,1859.64,510.26,305.12,1422.63,964.72,679.02,1\\r\\n21411,6954,43,Male,2,salaried,1020,3,239,15,3487.57,4269.48,4578.75,4988.41,3.3,0.51,1731.69,1484.61,3493.69,5189.78,0\\r\\n21412,833,42,Female,0,salaried,1020,3,1123,14,754.12,751.98,1436.13,2661.75,342.91,0.06,340.77,1469.23,625.74,1469.31,1\\r\\n21413,956,65,Male,0,retired,489,2,3178,167,3274.15,3274.15,3274.15,4178.38,0.5,0.5,0.5,0.5,3274.15,3274.15,0\\r\\n21414,5135,59,Male,0,self_employed,1020,3,84,,2252.83,2252.83,2268.19,2389.91,0.4,0.4,0.4,0.4,2252.83,2252.83,0\\r\\n21415,2818,42,Male,0,self_employed,531,3,193,32,4075.45,1489.73,1913.14,851.18,0.39,308.96,0.39,54.01,3350.32,1342.66,0\\r\\n21416,1425,48,Male,1,self_employed,15,2,1681,13,3323.02,3569.08,3318.08,1890.43,214.56,0.27,765.13,0.27,3511.54,3584.11,0\\r\\n21417,5185,65,Female,2,self_employed,1020,1,539,4,17106.86,17749.22,15374.04,20661.11,4.15,5802.21,652.08,528.89,17333.76,14964.25,0\\r\\n21418,1337,58,Male,0,salaried,1136,2,2383,112,10852.69,10881.26,10884.09,6778.62,0.34,0.34,0.34,0.34,10855.64,10884.02,0\\r\\n21419,2108,27,Female,0,self_employed,118,2,325,24,4191.34,1279.2,3023.6,5946.17,957.24,0.1,1277.24,0.1,3922.4,1510.29,0\\r\\n21420,1275,41,Female,0,salaried,623,2,811,63,11912.47,11956.36,10710.34,815.94,0.16,0.16,44.05,22.82,11915.5,11965.85,0\\r\\n21421,2317,82,Male,0,retired,1589,3,1711,5,2563.48,2461.31,2116.02,1608.32,818.93,799.13,714.87,0.59,2637.01,2036.96,0\\r\\n21422,1414,39,Female,0,self_employed,1096,3,484,26,8843.96,8558.24,8637.69,8708.56,286.13,286.13,0.41,0.41,8824.25,8558.24,0\\r\\n21423,2992,61,Female,0,self_employed,1096,1,578,212,1675.68,1675.68,1674.81,1590.46,0.19,0.19,0.19,0.19,1675.68,1675.68,0\\r\\n21425,4241,73,Male,0,retired,726,2,320,95,14057.12,12457.72,12825.4,12289.17,0.63,0.63,0.63,0.63,13560.75,12457.72,0\\r\\n21426,4933,66,Female,0,self_employed,409,2,1352,,5327.54,5327.54,5327.54,5293.8,0.51,0.51,0.51,0.51,5327.54,5327.54,0\\r\\n21427,765,30,Female,,self_employed,812,2,2428,182,2379.99,2192.07,3325.6,5396.26,0.66,0.66,1768.23,8572.09,2004.74,3359.69,1\\r\\n21428,1747,29,Male,0,salaried,146,3,184,84,1136.32,2586.58,2180.09,138.04,0.37,0.37,3346.2,63.51,1530.45,2591.15,1\\r\\n21429,2692,47,Female,0,self_employed,1020,1,80,217,22469.55,20225.84,19695.21,15621.36,0.27,0.27,1471.56,1714.56,23011.59,20447.11,0\\r\\n21430,4739,36,Male,2,self_employed,1020,2,84,289,1638.5,3506.87,3230.52,4118.7,0.11,0.11,2148.48,1066.96,2145.34,3344.02,0\\r\\n21431,1013,64,Male,0,retired,372,2,2694,69,-712.24,145.92,1585.43,1205.97,0.1,0.1,914.39,3571.53,-1.9,1758.82,1\\r\\n21432,4242,47,Male,1,self_employed,232,3,350,11,4710.19,5861.19,6319.49,10290.69,143.19,0.33,2371.33,1908.49,4851.69,6067.09,0\\r\\n21433,2113,28,Female,0,student,1020,2,411,17,4564.96,3496.38,3602.1,6950.97,1069.04,426.19,0.47,108.27,4248.6,3328.64,0\\r\\n21434,5421,76,Male,0,self_employed,1232,1,52,28,239.36,10272.94,4782.56,966.96,14.1,24934.1,11876.26,15551.83,5169.93,8301.01,1\\r\\n21435,3972,57,Female,0,self_employed,1232,2,39,5,7546.26,859.26,3606.08,5279.51,7143.39,23862.53,4742.1,8229.2,2738.24,4726.39,0\\r\\n21436,2125,37,Male,0,self_employed,1181,3,1649,67,1570.87,1751.5,2016.62,1401.14,0.19,0.19,0.19,1115.17,1620.7,2173.08,0\\r\\n21437,3383,41,Male,0,salaried,334,3,351,4,1365.57,1701.16,1799.46,3198.88,0.57,0.16,335.74,285.13,1500.07,1805.02,0\\r\\n21439,711,90,Male,0,self_employed,409,2,330,20,2881.31,1560.8,6825.15,7263.84,11186.41,18472.13,9865.9,15857.84,6138.31,6997.37,1\\r\\n21440,276,62,Male,0,self_employed,1094,3,973,111,2096.89,2096.89,2537.07,2072.77,0.6,0.6,0.6,1143.46,2096.89,2278.32,0\\r\\n21441,2327,52,Female,0,salaried,156,3,2904,12,570.88,2516.71,2139.86,1860.95,1224.4,3746.9,4258.13,2244.86,1057.94,2560.26,1\\r\\n21442,1613,37,Female,0,self_employed,1232,3,486,,5644.52,5936.22,6050.25,6084.75,0.19,0.19,317.09,421.42,5697.8,6116.02,0\\r\\n21443,220,55,Male,,self_employed,1181,3,186,13,2150.49,1902.01,2002.29,1147.77,923.79,114.71,661.03,0.43,2152.62,1804.32,0\\r\\n21444,4337,35,Male,0,self_employed,1221,2,315,7,6336.23,4470.97,3397.39,2113.38,2146.07,3275.12,62.13,405.74,5076.62,2943.85,0\\r\\n21445,2517,19,Female,0,student,834,3,789,275,1997.13,1997.13,1997.13,8606.66,0.13,0.13,0.13,0.13,1997.13,1997.13,0\\r\\n21446,1872,55,Male,0,self_employed,599,2,1488,5,1224.97,2616.64,1707.17,1385.03,1086.78,2188.32,4354.8,3660.81,1283.3,2071.51,0\\r\\n21447,1681,32,Male,2,self_employed,1635,3,961,227,1623.81,1692.32,1709.63,2269.7,0.49,0.49,69,16.2,1648.93,1613.9,1\\r\\n21448,1410,28,Male,0,self_employed,1598,3,1465,41,2449.85,2129.18,2039.93,1704.04,0.53,257.67,136.93,0.53,2382.16,2007.52,0\\r\\n21449,461,28,Female,,self_employed,146,3,3719,12,48.86,51.55,1662.91,480.01,14472.94,7179.59,15788.39,7644.22,712.24,898.16,1\\r\\n21450,2647,48,Male,0,self_employed,1459,2,949,131,4349.33,4349.33,4349.33,4473.25,0.46,0.46,0.46,0.46,4349.33,4349.33,0\\r\\n21451,6195,50,Male,0,self_employed,1096,3,3,,1797.6,1761,1767.07,1701.94,0.63,0.63,0.63,0.63,1779.2,1761,0\\r\\n21452,4634,54,Male,0,self_employed,491,2,279,0,50988.64,79549,35037.61,35987.88,58571.87,22857.59,98553.73,49729.83,36470.75,56708.95,0\\r\\n21453,2490,28,Male,2,salaried,1020,3,398,0,3703.72,2715.02,2080.76,1566.13,1512.73,1401.81,525.1,1834.73,2666.94,2241.25,0\\r\\n21454,4115,24,Female,0,student,1020,1,1,3,9164.28,8348.46,8636.37,9041.88,816.06,764.66,0.24,44.73,8460.99,8346.37,0\\r\\n21455,4702,48,Male,0,self_employed,1096,3,587,9,2563.37,1944.58,2007.01,1978.91,50.46,4193.04,2344.38,2464.75,2764.63,1783.79,0\\r\\n21456,2669,10,Male,0,student,834,3,789,11,861.57,689.3,2236.87,5736.09,14.06,0.59,127.43,4686.3,237.11,1898.98,1\\r\\n21457,1749,54,Female,0,self_employed,278,3,749,,4035.77,3889.9,3748.51,3255.64,0.43,0.43,0.43,0.43,3914.63,3747.07,0\\r\\n21458,279,49,Male,0,self_employed,1020,1,501,200,1575.16,1575.16,1575.16,1569.07,0.1,0.1,0.1,0.1,1575.16,1575.16,0\\r\\n21459,1355,51,Male,4,self_employed,1406,3,886,94,11434.27,11492.21,11499.34,9828.64,0.06,0.06,61.47,61.47,11442.74,11499.35,0\\r\\n21460,4634,69,Male,0,retired,1096,1,26,197,18695.95,18695.95,18695.95,18582.27,0.04,0.04,0.04,0.04,18695.95,18695.95,0\\r\\n21461,1394,90,,0,self_employed,1154,3,1419,272,2063.26,2063.26,2063.26,2050.56,0.67,0.67,0.67,0.67,2063.26,2063.26,0\\r\\n21462,2588,15,Male,0,student,1020,3,1451,,1428.35,1499.78,1865.34,2173.91,0.36,0.36,0.36,786.07,1452.98,1870.75,0\\r\\n21463,3086,34,Male,0,self_employed,904,3,1267,55,10852.23,10852.23,9746.1,6782.35,0.26,1171.7,0.26,0.26,10852.23,10577.97,0\\r\\n21464,2240,52,Female,0,self_employed,1020,3,357,42,5669.84,5726.82,2891.88,2740.23,0.5,5543.36,14.63,0.5,5712.11,2714.16,0\\r\\n21465,2273,68,Male,0,retired,334,1,166,13,12933.85,76.7,2038.5,150.74,12857.19,0.04,0.04,75.3,5840.25,123.28,0\\r\\n21466,687,39,Male,0,salaried,1258,2,1280,26,12218.03,9085.57,9660.31,4832.03,3857.39,5464.53,411.1,2597.81,12337.72,9984.3,0\\r\\n21467,727,33,Male,2,salaried,1487,2,1087,26,3582.58,5586.34,5086.58,5400.14,210.43,593.3,1094.16,944.37,4402.13,5600.3,0\\r\\n21469,1423,39,Male,0,self_employed,821,2,1739,20,4446.16,5985.04,5470.41,9855.4,1.32,0.4,1539.05,167.1,4967.06,6092.41,0\\r\\n21470,651,55,Male,0,self_employed,1020,2,85,112,1263.43,1447.44,1472.8,2682.34,0.29,0.29,184.3,146.19,1337.5,1487.57,0\\r\\n21471,1934,63,Female,0,self_employed,334,2,17,,1541.05,1555.32,1552.37,1547.55,0.63,0.63,0.63,0.63,1546.46,1555.32,0\\r\\n21472,2245,25,Female,0,student,1525,1,488,132,19282.97,19287.47,19293.59,19156.29,0.4,0.4,0.4,0.4,19286.85,19293.78,0\\r\\n21473,590,28,Male,0,self_employed,958,3,3198,25,14398.28,107.26,4391.16,264.85,14286.06,0.34,0.34,0.34,12918.9,107.26,0\\r\\n21475,4161,81,Male,0,retired,834,2,349,,2797.83,2797.83,3020.26,3994.2,0.51,0.51,114.8,186.23,2797.83,2400.59,0\\r\\n21476,663,59,Male,4,salaried,1020,3,114,88,7949.42,8538.49,8928.87,12381.73,0.6,0.6,553.96,883.27,8106.12,8762.62,0\\r\\n21477,2140,40,Male,0,salaried,,2,1890,95,4720.56,4720.56,4720.56,6982.18,0.21,0.21,0.21,0.21,4720.56,4720.56,0\\r\\n21478,4863,48,Male,0,self_employed,61,1,115,35,7357.85,8934.46,6536.3,4621.96,0.27,8463.13,642.09,3214.56,7933.18,6787.25,0\\r\\n21479,3278,67,Male,0,self_employed,834,1,14,10,2248.84,1052.44,2772.18,5812.28,19339.84,29128.71,17714.87,28014.87,4248.85,2447.95,0\\r\\n21480,1982,64,Male,0,salaried,1626,2,744,53,65952.85,65952.85,65952.57,65848.6,0.19,0.9,0.19,0.19,65952.85,65952.71,1\\r\\n21481,556,38,Male,0,self_employed,1495,3,2753,,1340.16,1411.59,1465.81,1926.33,0.2,0.2,0.2,0.2,1396.81,1464.59,0\\r\\n21483,6011,87,Male,0,retired,1096,2,26,280,3805.12,3569.84,3713.65,3725.11,0.57,0.57,0.57,0.57,3661.31,3681.87,0\\r\\n21484,3875,44,Male,4,self_employed,409,2,132,98,2631.8,3774.65,3556.08,3840.67,0.63,0.63,1143.49,110.41,2986.47,3793.14,0\\r\\n21485,4681,53,Male,0,self_employed,51,2,131,126,5066.09,5066.09,5066.09,4932.18,0.24,0.24,0.24,0.24,5066.09,5066.09,0\\r\\n21486,5497,37,Male,0,salaried,1540,2,57,,4992.99,4992.99,4992.99,5024.65,0.1,0.1,0.1,0.1,4992.99,4992.99,0\\r\\n21487,808,57,Male,3,self_employed,146,2,2729,18,24034.36,27621.15,24255.37,8229.14,14328.83,13495.46,19320.46,7084.1,27558.52,26221.69,0\\r\\n21488,5927,59,Female,0,self_employed,1020,2,13,14,1443.84,682.15,1642.2,2994.79,1357.67,1634.83,208.81,1349.73,1012.52,1276.41,0\\r\\n21489,2721,65,Male,0,salaried,575,3,273,0,4565.49,4337.01,4869.18,2509.94,3080.97,3203.34,3403.43,2874.94,4935.84,4813.1,0\\r\\n21490,393,43,Female,0,self_employed,,3,2793,24,1733.94,1604.44,1869.57,360.82,1558.54,0.47,1429.04,0.47,2405.73,1602.27,0\\r\\n21491,4839,40,Male,0,self_employed,1020,2,388,5,8190.73,7353.21,7114.97,8643.73,10016.45,140.89,27205.74,75.74,7901.24,7022.67,0\\r\\n21492,2034,37,Female,0,salaried,1096,3,1673,,5368.27,5368.27,5374.57,5348.39,0.59,0.59,0.59,14.87,5368.27,5372.88,0\\r\\n21493,1842,34,Male,0,salaried,1096,3,1673,26,8019.7,7669.7,7978.44,8637.23,707.16,0.01,357.16,357.16,8118.97,7784.91,0\\r\\n21494,2743,53,Female,0,self_employed,15,2,901,233,6510.33,6874.62,6878.04,7001.83,0.41,0.41,728.99,71.84,6808.85,6908.03,0\\r\\n21495,1889,55,Male,0,self_employed,146,1,157,0,12853.85,6277.83,6211.8,5693.09,46481.99,38000.56,9444.47,34198.35,3623.66,12373.91,0\\r\\n21496,1090,37,Female,0,self_employed,575,3,622,228,10478.55,10478.55,10478.55,10415.08,0.54,0.54,0.54,0.54,10478.55,10478.55,0\\r\\n21497,1557,37,Male,0,self_employed,1020,3,163,59,10984.46,10984.46,9581.65,6782.25,0.24,4285.96,0.24,28.81,10984.46,10851.74,0\\r\\n21498,2005,24,Female,0,self_employed,1020,1,685,13,1228.77,1538.07,10067.86,2538.2,1078.77,1260.96,0.34,0.34,633.78,753.37,1\\r\\n21500,2824,37,Female,0,self_employed,594,2,672,0,6902.37,6784.34,6810.88,4929.32,714.51,714.51,0.37,0.37,7175.01,6795.4,0\\r\\n21501,1316,22,Male,0,student,905,2,1310,98,26220.25,33363.11,36914.67,28790.81,0.24,0.24,7143.1,7143.1,30653.75,39584.31,1\\r\\n21502,1395,51,Male,0,self_employed,443,2,1289,25,14239.01,11931.42,17855.03,13681.62,3150.16,3150.16,842.57,271.14,14393.63,20266.76,0\\r\\n21503,1225,40,Male,0,salaried,146,2,2047,6,4830.56,6055.66,3298.99,3436.94,212.99,7143.37,75.26,8214.8,5062.55,4462.73,0\\r\\n21504,2933,38,Male,0,self_employed,834,2,219,10,13030.85,3097.31,4762.19,2220.95,11358.87,662.35,1428.73,928.73,8709.37,2875.95,0\\r\\n21505,2939,33,Female,0,self_employed,575,3,622,63,4435.7,4755.41,4835.71,2271.86,0.1,0.1,319.81,193.62,4531.76,4846.34,0\\r\\n21506,1260,46,Male,0,salaried,1525,3,175,0,24046.63,25170.34,22989.74,20538.33,1650.59,2566.69,2774.3,971.44,23178.29,23292.04,0\\r\\n21507,2770,36,Female,0,self_employed,1096,2,11,21,3227.32,1790.53,1705.41,7283.55,1440.56,1395.84,0.7,579.97,2885.45,1521.26,0\\r\\n21508,1047,32,Female,0,self_employed,834,3,1224,,2908.5,2676.17,2664.22,2009.52,0.67,0.67,2117.93,221.51,3087.99,2759.39,0\\r\\n21509,1157,52,Male,2,self_employed,409,3,1663,59,232.8,393.81,1737.63,2428.36,0.7,440.73,161.71,2030.31,255.01,1244.08,1\\r\\n21510,3108,34,Male,0,self_employed,15,2,48,,4300.96,4300.96,4298.43,4479.22,0.33,0.33,0.33,0.33,4300.96,4298.05,0\\r\\n21511,775,31,Female,,salaried,146,2,1045,144,6689.22,6689.22,6708.05,8230.55,0.09,0.09,0.09,0.09,6689.22,6664.75,0\\r\\n21512,4155,66,Male,0,self_employed,169,3,33,52,122.92,122.92,2378.1,964.5,0.49,1661.2,0.49,6143.34,122.92,2402.88,1\\r\\n21514,1461,87,Male,0,retired,146,3,2565,9,8001.79,8021.27,5470.82,3709.74,3.04,4310.02,0.11,0.11,8011.65,4685.64,0\\r\\n21515,1058,65,Female,0,self_employed,491,3,93,11,180.68,875.41,1923.02,2364.13,1562.81,705.67,2257.54,0.4,1005.26,807.16,0\\r\\n21516,611,57,Female,,self_employed,1262,2,215,42,13131.93,10605.04,6236.56,3828.79,0.09,3571.51,0.09,1428.66,10508.76,4463.98,1\\r\\n21517,1569,48,Male,1,self_employed,1506,2,2204,101,3718.58,5639.45,6385.92,11136.58,0.34,0.34,1164.63,1886.06,4145.58,6432.7,1\\r\\n21518,4157,74,Male,2,salaried,1096,2,1662,12,4877.53,4977.42,3505.25,4039.55,28.8,2735.21,1267.24,500.74,4978.25,3721.49,0\\r\\n21519,2063,38,Male,0,salaried,13,2,305,49,8012.53,5920.53,6313.77,6457.28,0.64,49.73,0.64,0.64,7209.5,5904.7,0\\r\\n21520,407,65,Male,0,self_employed,1180,2,600,21,7529.43,7253.94,7158.78,5538,632.86,648.19,571.66,0.23,7545.44,7253.94,0\\r\\n21521,2278,76,Female,0,self_employed,1643,2,1326,,4128.11,4128.11,4128.11,4232.92,0.09,0.09,0.09,0.09,4128.11,4128.11,0\\r\\n21522,1579,31,Female,0,salaried,1096,3,1001,55,5558.68,5558.68,4078.3,2288.91,0.67,3572.1,0.67,314.31,5558.68,5185.55,0\\r\\n21523,1552,49,Male,0,self_employed,1096,3,1365,32,6662.92,6709.78,5390.82,3147.98,0.31,3623.64,47.17,71.51,6705.17,6295.91,0\\r\\n21524,1809,51,Male,2,salaried,1111,3,975,116,21647.47,22120.33,22234.99,22494.84,0.39,0.39,473.24,473.24,21777.91,22227.1,0\\r\\n21526,1718,26,Female,0,student,649,2,1844,9,13470.68,1695.07,6835.33,2893.68,38821.4,205.33,21076.96,3261.63,13914.68,2294.96,1\\r\\n21527,560,13,Female,,student,487,2,868,,1508.51,1508.51,1508.51,1498.96,0.2,0.2,0.2,0.2,1508.51,1508.51,0\\r\\n21528,4072,69,Female,0,self_employed,1020,2,356,4,11941.09,10824.39,10928.52,5845.69,688.6,0.14,90.56,13.88,11083.31,10830.15,0\\r\\n21529,4882,53,Male,0,self_employed,61,2,1359,5,9921.29,10635.57,10193.07,6966.98,2393.34,757.63,2857.63,0.49,10659.22,10438.8,0\\r\\n21530,5719,49,Male,0,self_employed,1020,1,60,293,10404.58,10418.86,10432.42,113722.88,0.36,0.36,0.36,0.36,10406.55,10420.71,0\\r\\n21531,3524,33,Male,0,self_employed,334,2,17,3,3994.55,3725.44,2375.71,1970.01,3324.11,1143.47,2286.14,22.04,3162.53,2339.07,0\\r\\n21532,2101,73,Male,0,salaried,1526,2,1085,297,12755.66,12968.12,12899.59,12923.94,0.63,0.63,214.91,0.63,12939.07,12741.97,0\\r\\n21533,1228,53,Female,0,salaried,146,3,184,108,849.82,1756.63,1565.81,329.94,0.44,0.44,907.26,207.27,1430.6,1558.16,0\\r\\n21534,5455,50,Male,0,self_employed,1096,2,43,31,872.3,1543.73,1952.16,3106.15,0.39,384.67,1028.96,972.15,1287.57,1646.44,0\\r\\n21535,2072,44,Female,0,self_employed,1232,1,1794,3,95521.91,92479.05,91611.08,43518.93,200.49,0.49,0.49,0.49,94350.48,91830.67,0\\r\\n21536,1311,60,Male,0,salaried,444,2,2033,41,1977.92,2263.63,3687.47,4825.92,0.66,2143.51,0.66,8150.45,1987.77,2756.92,0\\r\\n21538,1033,39,Male,,self_employed,819,3,2749,,1561.6,1561.6,1561.6,1557.94,0.44,0.44,0.44,0.44,1561.6,1561.6,0\\r\\n21539,1054,50,Male,2,self_employed,180,2,2782,3,6170.36,10995.16,3088.33,3786.38,2857.61,10714.76,8110.99,2396.7,5409.53,1923.97,0\\r\\n21540,2238,59,Male,2,self_employed,1540,1,1259,3,1979.11,223.76,2316.93,106.67,16146.1,2240.93,10297.36,1756.85,6587.89,297.72,1\\r\\n21541,1734,17,Female,0,student,575,2,280,,1906.24,1906.24,1906.24,1894.16,0.34,0.34,0.34,0.34,1906.24,1906.24,0\\r\\n21542,473,26,Female,,self_employed,623,3,3611,249,614.68,400.4,4348.95,1794.25,0.39,0.39,71.81,7618.45,644.24,4767.99,1\\r\\n21543,2964,61,Male,2,self_employed,425,3,788,138,1606.39,1606.39,1606.39,1592.83,0.06,0.06,0.06,0.06,1606.39,1606.39,0\\r\\n21544,2258,31,Female,2,self_employed,1020,2,118,,1337.59,1521.09,1474.69,2248.84,0.03,0.03,183.53,0.03,1381.89,1521.09,0\\r\\n21545,4199,52,Female,0,self_employed,1020,3,84,283,2020.08,2002.52,1981.69,2999.24,0.31,0.31,71.74,0.31,1990.21,1960.57,0\\r\\n21546,311,22,Male,0,self_employed,409,3,557,14,1642.43,1472.15,1490.19,1238.68,146.93,3500.5,1077.78,3514.79,1625.69,1465.74,0\\r\\n21547,2071,26,Female,0,student,1125,3,1023,11,8716.89,6031.17,4246.67,574.77,2857.27,5714.41,342.99,0.13,7166.15,1837.62,0\\r\\n21548,657,44,Female,1,self_employed,334,2,10,,1572.36,1572.36,4145.02,8359.06,0.6,0.6,0.6,2016.37,1572.36,2923.52,1\\r\\n21549,1564,40,Male,0,self_employed,409,3,395,,1210.52,1567.66,1689.46,2046.49,0.06,0.06,357.2,285.77,1481.45,1733.56,0\\r\\n21550,704,33,Female,,self_employed,341,3,2239,76,4760.07,4774.36,4348.03,1793.75,0.53,0.53,0.53,0.53,4764.02,4778.05,0\\r\\n21551,3007,48,Female,0,self_employed,1020,3,13,86,6877.96,6799.39,6765.86,5824.05,0.51,0.51,0.51,0.51,6877.96,6791.79,0\\r\\n21552,2423,86,Male,0,retired,1020,2,16,290,2549.71,2556,2583.83,3610.36,0.37,0.37,6.66,34.14,2551.54,2574.17,0\\r\\n21553,673,38,Male,,self_employed,,2,324,271,9093.81,9093.81,9596.73,10512.78,0.17,0.17,0.17,804.77,9093.81,9794.59,0\\r\\n21554,412,55,Male,0,self_employed,1020,1,16,4,16151.21,6678.11,10336.37,1561.71,26049.94,0.49,16576.84,191.33,15963.01,8080.47,0\\r\\n21555,2143,39,Male,0,salaried,409,1,248,0,122114.79,11025.59,18128.84,28610.25,126911.33,5000.51,1380.58,631.46,29289.89,8742.95,0\\r\\n21556,209,50,Male,,self_employed,181,3,956,68,7611.94,7611.94,9293.97,4397.4,0.26,0.26,0.26,2857.4,7611.94,9363.1,0\\r\\n21557,3589,67,Male,0,self_employed,745,1,127,143,814.7,814.7,1594.81,2253.57,0.61,0.61,0.61,0.61,814.7,814.7,0\\r\\n21558,4525,42,Male,2,self_employed,1040,2,252,40,965.66,1219.51,1430.86,3364.13,0.61,1000.61,258.63,1637.43,998.81,1360.75,0\\r\\n21560,2063,41,Male,0,self_employed,624,3,736,32,14885.94,14885.94,13999.61,13721.59,0.21,3428.79,0.21,0.21,14885.94,12706.21,0\\r\\n21561,4290,42,Male,1,self_employed,1232,2,2054,26,1928.44,4841.91,3970.28,3160.59,571.8,964.66,3011.87,147.94,3064.89,4691.98,0\\r\\n21562,1165,34,Male,0,salaried,415,3,2168,247,5942.54,5942.54,5942.54,5884.73,0.24,0.24,0.24,0.24,5942.54,5942.54,0\\r\\n21563,665,37,Male,,self_employed,318,2,812,5,6034.69,6642.81,3934.25,1756.57,2000.61,7143.47,2143.47,0.61,6611.42,4890.4,0\\r\\n21564,831,11,Female,0,student,365,2,849,,10586.38,10572.09,10570.2,10461.26,0.07,0.07,0.07,0.07,10584.4,10570.25,0\\r\\n21565,2400,27,Male,2,student,,2,816,,2826.11,2826.11,2862.04,3105.03,0.53,0.53,0.53,0.53,2826.11,2836.42,0\\r\\n21566,1356,48,Male,2,self_employed,1192,2,1518,40,40049.08,40991.47,34584.33,30014.31,0.4,14550.4,1019.07,304.79,40241.42,33931.03,0\\r\\n21567,4503,37,Male,0,self_employed,1525,3,173,33,4897.62,4897.62,4538.17,624.43,0.03,857.17,0.03,2857.17,4897.62,4676.42,0\\r\\n21568,2136,58,Male,2,salaried,906,3,1695,10,2191.64,2694.66,2541.94,2025.6,11.51,93.5,3902.07,1627.51,2248.97,3430.02,0\\r\\n21569,2996,49,Male,4,salaried,334,1,10,0,5330.28,5160.82,4736.42,4209.45,208.22,14.99,0.13,142.99,5230.63,4931.76,0\\r\\n21570,4846,90,Male,0,self_employed,834,1,105,280,1466.69,1466.69,1466.69,1454.54,0.41,0.41,0.41,0.41,1466.69,1466.69,0\\r\\n21571,705,69,Female,,retired,706,2,426,182,3716.01,3716.01,3974.85,4328.63,0.04,0.04,0.04,642.9,3716.01,3849.65,0\\r\\n21572,2194,57,Male,0,salaried,334,2,1587,24,23985.86,24244.6,25825.78,29266.85,1240.14,1249.19,1498.89,3339.9,24424.01,25786.13,0\\r\\n21573,911,9,Female,0,student,848,3,1846,17,8360.73,7932.16,7993.18,6783.95,429.21,0.64,0.64,0.64,8198.17,7932.16,0\\r\\n21574,791,30,Male,0,salaried,334,2,260,26,3051.29,3822.74,4050.81,5748.91,881.09,1973.94,1981.11,1522.92,4225.49,3757.46,1\\r\\n21575,343,83,Male,,self_employed,656,2,1335,346,102.74,7884.71,4987.97,29.4,0.64,0.64,7786.36,37786.36,1981.92,12952.41,1\\r\\n21576,3953,46,Male,1,self_employed,1096,3,438,62,104.14,1914.22,1677.68,290.71,0.49,0.49,1810.57,4286.2,1092.72,3222.98,1\\r\\n21577,2967,52,Male,1,salaried,179,3,2695,11,19.2,106.67,1454.27,1528.4,3971.8,8621.8,4030.4,8553.94,448.93,777.86,1\\r\\n21578,604,28,Male,0,self_employed,122,2,866,56,5384.05,5392.86,5984.17,932.75,0.03,23121.51,8.84,25009.01,5386.18,6796.72,0\\r\\n21579,5163,74,Female,0,self_employed,1096,1,2091,21,2370.3,3322.29,3371.07,10599.79,789.54,1376.75,143.53,286.39,3551.54,2899.95,0\\r\\n21580,1045,55,Female,0,self_employed,661,3,2531,0,3808.52,2992.34,2943.87,2574.69,3481.51,858.99,2285.74,0.03,3751.08,2708.82,0\\r\\n21581,282,28,Male,,self_employed,665,3,3202,14,14488.58,14413.94,14425.73,14370.42,70.81,0.1,0.1,0.1,14449.3,14413.94,0\\r\\n21583,1207,66,Male,0,self_employed,146,2,2710,9,3613.05,3698.78,3957.35,3318.2,56.14,56.2,36000.6,143.46,3707.15,3750.02,0\\r\\n21584,2033,56,Male,0,salaried,146,2,1751,,1797.63,1797.63,3640.95,4625.28,0.01,0.01,0.01,2857.16,1797.63,4470.44,1\\r\\n21585,1430,45,Male,0,self_employed,623,3,1998,12,3116.56,2954.2,3226.55,3495.45,162.87,159.8,0.51,571.94,3029.39,3356.46,0\\r\\n21586,230,48,Male,3,self_employed,1598,2,220,70,2063.03,2063.03,2496.95,4225.84,0.23,0.23,0.23,287.99,2063.03,2238.39,0\\r\\n21587,1649,40,Female,0,salaried,409,2,1561,54,19915.51,19423.41,14996.11,7974.29,0.69,10221.2,40.16,43.9,19424.38,17318.26,0\\r\\n21588,1529,34,Male,0,salaried,318,2,1324,47,975.72,2554.46,1783.72,1010.25,0.57,1429.14,136.46,0.57,2209.53,2001.47,1\\r\\n21589,1634,65,Male,0,salaried,1096,2,1360,23,4178.63,1046.65,2259.26,5428.38,3129.19,0.61,0.61,436.33,3463.99,1171.22,0\\r\\n21590,2755,31,Female,0,salaried,1020,2,15,0,2315.56,2238.46,2276.01,5864.79,246.21,208.51,262.24,250.71,2176.71,2131.33,0\\r\\n21591,4786,90,Female,0,self_employed,1096,2,271,28,10966.22,1842.99,15098.38,5888.32,39491.99,5714.76,30357.61,0.47,36204.13,3161.46,0\\r\\n21592,2306,40,Male,0,self_employed,,3,798,89,21225.38,21225.38,21218,20653.69,0.66,0.66,0.66,0.66,21225.38,21225.38,0\\r\\n21593,4440,48,Male,0,salaried,1020,2,86,48,8186.34,5619.48,6819.04,4893.51,0.6,3429.17,440.99,532.41,8677.85,8622.72,0\\r\\n21594,1395,50,Male,2,salaried,1289,3,1916,,2080.03,2392.37,2462.77,3424.04,0.61,0.61,284.39,284.39,2158.49,2458.73,0\\r\\n21595,5065,72,Male,1,self_employed,1438,2,151,16,5784.83,4810.09,4953.7,4209.58,892.01,178.04,0.01,0.01,5541.19,4743.97,0\\r\\n21596,419,37,Female,1,self_employed,1020,2,79,23,2992.76,2201.33,2051.11,5069.49,514.54,683.69,143.11,76.24,2626.55,1988.96,0\\r\\n21597,182,43,Female,,self_employed,1116,3,4175,149,2127.93,2142.22,2151.59,1514.01,0.31,0.31,0.31,14.6,2141.73,2155.12,0\\r\\n21598,3975,61,Male,0,self_employed,1589,2,416,0,5771.4,1566.21,2903.44,2392.33,493.51,0.01,1005.7,4250.47,2909.05,2574.47,0\\r\\n21599,1437,34,Female,0,self_employed,1084,2,540,171,3792.27,3792.27,3872.92,4101.71,0.69,0.69,0.69,0.69,3792.27,3792.27,0\\r\\n21600,2406,67,Male,0,salaried,1096,3,294,28,3129.49,3051.19,3133.28,3081.8,78.46,78.46,0.16,0.16,3129.49,3051.19,1\\r\\n21601,985,36,Female,0,self_employed,409,2,558,3,4770.5,4741.93,4743.24,4715.26,28.96,0.39,0.39,0.39,4745.87,4741.93,0\\r\\n21602,1846,42,Female,0,self_employed,1523,3,465,362,7128.74,7128.74,7128.74,7399.75,0.3,0.3,0.3,0.3,7128.74,7128.74,1\\r\\n21603,1735,38,Female,0,self_employed,623,2,365,5,7191,1633.85,2600.04,13520.36,5643.06,0.2,171.63,228.77,4090.01,1847.68,0\\r\\n21604,1980,28,Female,0,salaried,817,3,738,269,7637.04,7637.04,7637.04,7590.75,0.3,0.3,0.3,0.3,7637.04,7637.04,0\\r\\n21605,1397,41,Female,0,self_employed,409,2,922,,3970.52,3970.52,3972.44,3952.47,0.21,0.21,0.21,0.21,3970.52,3970.52,0\\r\\n21606,938,24,Female,,self_employed,235,3,733,17,2730.15,17446.07,13010.8,19371.25,4000.01,0.01,18714.3,0.01,4140.25,17446.07,1\\r\\n21607,3177,36,Female,0,self_employed,834,3,478,40,9624.27,9667.13,9887.97,7838.25,0.31,42.56,0.31,155.8,9649.88,9771.35,1\\r\\n21608,590,45,Male,,salaried,146,3,1757,,6615.09,6615.09,6307.87,3734.14,0.3,0.3,0.3,0.3,6615.09,6615.09,0\\r\\n21609,1225,32,Male,0,salaried,623,2,700,24,3930.12,4003.25,4755.59,10526.68,7.79,0.1,620.83,2414.39,3787.98,4114.15,0\\r\\n21610,2756,68,Female,0,self_employed,491,2,619,26,1183.12,1527.96,1630.6,765.36,321.6,0.17,0.17,0.17,1698.97,1524.48,1\\r\\n21611,4293,68,Female,0,self_employed,1096,2,1365,14,3687.16,1996.14,2776.36,1260.06,3799.3,1259.84,3460.39,2630.16,3342.76,2564.28,0\\r\\n21612,1521,63,Female,0,salaried,716,3,2212,,2889.81,2889.81,2889.81,2870.99,0.34,0.34,0.34,0.34,2889.81,2889.81,0\\r\\n21613,6059,41,Female,0,salaried,15,2,49,5,1361.35,1513.41,1742.93,1632.77,1128.89,1243.17,1352.09,1089.64,1507.37,1602.55,0\\r\\n21614,2505,35,Male,2,salaried,,3,937,40,3721.3,3721.3,3799.12,4057.99,0.1,21.53,0.1,42.64,3721.3,3725.38,0\\r\\n21615,2543,37,Female,0,self_employed,705,3,525,95,241.73,5556.01,4000.89,2678.58,0.67,0.67,5286.39,0.67,814.14,5579.98,1\\r\\n21616,1613,46,Male,0,salaried,1020,3,582,227,3822.08,4942.87,5536.64,10186.87,0.51,0.51,821.23,1074.47,4282.82,5424.65,1\\r\\n21617,6648,66,Male,0,,1096,3,501,125,4701.24,4701.24,4701.24,4677.06,0.06,0.06,0.06,0.06,4701.24,4701.24,0\\r\\n21618,2676,45,Female,0,salaried,905,2,34,,1928.3,1928.3,1928.3,1913.96,0.31,0.31,0.31,0.31,1928.3,1928.3,0\\r\\n21620,2300,27,Male,0,student,1096,3,1666,152,1687.4,1832.86,1967.26,2387.15,0.24,0.24,0.24,0.24,1827.84,1964.24,0\\r\\n21621,3275,50,Male,0,salaried,604,3,527,63,1794.52,1794.52,1785.47,1745.96,0.67,0.67,0.67,0.67,1794.52,1794.52,0\\r\\n21622,219,34,Female,,self_employed,834,3,478,185,2875.96,2875.96,2875.96,2869.95,0.19,0.19,0.19,0.19,2875.96,2875.96,0\\r\\n21623,346,29,Female,,self_employed,146,2,2870,139,555.97,8413.12,6201.14,3740.28,0.57,0.57,10000.57,0.57,1984.55,8413.12,1\\r\\n21624,284,54,Female,,self_employed,1020,3,1576,4,5729.22,5567.45,5610.62,7946.69,162.07,0.3,0.3,143.16,5595.34,5600.65,0\\r\\n21625,3951,56,Male,1,salaried,694,2,142,38,9150.75,7295.69,4211.59,1010.75,0.53,176.84,11666.81,4150.34,6842.52,774.43,1\\r\\n21626,2836,38,Male,0,salaried,611,2,155,23,3800.59,2373.44,2777.67,1342.58,1429.24,0.67,4.54,10.53,3553.28,2476.61,0\\r\\n21627,6522,61,Male,0,self_employed,146,2,9,9,20330.67,2813.72,8325.56,9313.61,262.39,262.83,0.23,2465.76,15506.19,3083.83,1\\r\\n21628,1084,44,Male,0,salaried,1020,2,592,38,1960.9,2369.7,1883.52,5328.6,0.53,0.82,2422.83,2101.76,1359.68,2011.72,0\\r\\n21629,2113,67,Male,0,retired,666,2,715,20,3008.04,3014.99,2925.3,5136.41,36.29,214.43,43.24,294.29,3029.92,3071.65,0\\r\\n21630,3006,39,Male,0,salaried,575,3,39,12,3460.56,8246.8,7598.74,14595.98,1.54,2.2,4588.36,1148.07,5340.79,8383.32,1\\r\\n21631,685,56,Female,,self_employed,904,2,1907,,3775.82,3775.82,3775.82,3780.72,0.19,0.19,0.19,0.19,3775.82,3775.82,0\\r\\n21632,3098,11,Female,0,student,15,2,6,,1965.07,1950.79,1946.54,1891.95,0.07,0.07,0.07,0.07,1960.64,1946.64,0\\r\\n21633,1169,44,Female,0,self_employed,988,1,2691,38,1297.84,1593.02,7644.47,17861.84,0.26,5714.54,251.69,15965.97,1330.77,9264.91,1\\r\\n21635,238,45,Female,,self_employed,1557,3,2053,19,15906.93,13049.79,9697.38,1317.13,2857.81,0.67,0.67,0.67,15020.23,13049.79,1\\r\\n21636,4571,40,Female,0,self_employed,1096,2,32,97,3648.18,3694.97,4100.31,5614.22,0.36,0.36,47.14,614.93,3659.47,3863.69,0\\r\\n21637,2449,60,Female,0,self_employed,409,3,158,,1358.44,1493.87,1473.64,1546.46,0.24,0.24,135.67,0.24,1433.16,1493.87,0\\r\\n21638,2692,38,Female,0,self_employed,1232,2,2524,56,2638.52,2693.89,2709.35,2805.07,0.27,11.3,41.95,26.49,2664.11,2714.18,0\\r\\n21639,2694,40,Male,0,salaried,1084,3,258,28,1507.92,1436.49,1480.49,1628.44,71.64,71.64,0.21,50.21,1505.45,1472.89,0\\r\\n21640,2502,39,Female,0,self_employed,694,2,142,0,487.06,1817.63,1696.71,1227.7,555.07,257.36,1885.64,0.21,1700.95,1718.09,1\\r\\n21641,3572,40,Male,0,salaried,664,2,241,209,4894.71,4894.71,4906.69,5571.63,0.44,0.44,0.44,29.01,4894.71,4902.08,0\\r\\n21642,2723,44,Female,0,self_employed,1574,3,570,,104.1,2282.35,1697.38,2264.2,0.19,0.19,0.19,0.19,527.43,2282.35,1\\r\\n21643,276,35,Male,0,self_employed,569,2,768,27,148.84,6385.34,5676.48,10891.91,714.67,714.67,6951.17,665.46,3053.38,6448.11,1\\r\\n21644,450,36,Male,0,self_employed,1540,3,2348,3,2282.63,1719.61,1651.19,1564.87,572.09,219.87,6.38,17.18,1795.05,1561.55,1\\r\\n21645,1969,36,Female,0,self_employed,146,1,1078,47,738.96,1087.3,6125.55,209.76,0.46,1571.89,4449.03,1786.17,1042.61,1119.96,1\\r\\n21646,2585,27,Male,0,salaried,1096,1,88,87,3710.41,3710.41,3680.62,947.98,0.63,0.63,0.63,0.63,3710.41,3710.41,0\\r\\n21647,1233,28,Female,0,self_employed,409,2,2074,143,2610.74,2610.74,2240.54,1272.6,0.51,0.51,0.51,0.51,2610.74,2449.45,0\\r\\n21648,5933,82,Male,0,retired,834,1,14,9,2489.44,1798.47,1875.47,1498.01,714.9,0.61,0.61,0.61,1970.08,1817.01,0\\r\\n21649,5553,42,Male,3,self_employed,834,2,28,47,1470.23,1579.96,2098.4,3476.94,0.54,86.26,0.54,1184.63,1527.35,1957.79,0\\r\\n21650,2671,50,Male,3,salaried,1096,2,553,24,4794.73,4831.36,4898.06,2686.01,61.59,0.44,100.44,122.42,4809.13,4939.49,0\\r\\n21651,2865,77,Male,0,retired,1096,2,578,18,10874.08,10424.08,10764.06,7585.45,450.19,384.64,0.19,761.19,10703.39,10747.44,0\\r\\n21652,3994,47,Male,0,salaried,575,2,44,,8359.9,8359.9,8348.15,7930.27,0.36,0.36,0.36,0.36,8359.9,8350.67,0\\r\\n21653,1146,39,Female,0,self_employed,61,2,1822,161,5863.63,5863.63,5863.63,5700.67,0.46,0.46,0.46,0.46,5863.63,5863.63,0\\r\\n21654,2138,90,,0,self_employed,1096,2,1557,9,22713.07,1284.5,31455.83,8377.9,421428.83,713571.69,400000.26,712857.4,14584.99,69556.39,0\\r\\n21656,4062,64,Male,0,retired,834,2,352,227,23682.76,23773.14,23771.18,23639.29,0.19,0.19,0.19,0.19,23766.9,23773.14,0\\r\\n21657,2809,78,Male,0,retired,409,3,886,20,3348.36,3089.8,3151.29,2350.19,629.21,629.21,1064.93,428.64,3378.82,3196.58,0\\r\\n21658,1230,66,Male,0,self_employed,1003,2,2831,,17062.13,16104.98,16892.2,14611.92,0.24,0.24,571.67,923.1,16433.56,16352.08,0\\r\\n21659,2833,53,Female,0,self_employed,1020,2,143,27,357.37,1557.37,1875.62,2142.68,229.14,229.14,1429.14,1357.71,341.61,2717.28,1\\r\\n21660,844,57,Male,,self_employed,1473,2,1396,202,11798.56,13620.72,4773.22,189.32,0.53,0.53,2536.16,9.1,12894.86,1366.94,1\\r\\n21661,208,82,Male,,retired,905,3,1336,195,3644.56,3644.56,5303.54,12192.58,0.49,0.49,0.49,0.49,3644.56,3644.56,0\\r\\n21662,1929,70,Female,0,self_employed,1020,3,2,11,13890.96,12570.03,6318.72,819.98,1647.73,12665.34,331.86,525.35,13051.06,5547.05,0\\r\\n21663,5387,65,Female,0,self_employed,1046,2,102,,1638.27,1638.27,1638.27,1627.89,0.43,0.43,0.43,0.43,1638.27,1638.27,0\\r\\n21664,2459,50,Female,0,self_employed,1096,1,3,28,7464.66,3280.23,7884.62,1255.17,428.63,0.06,0.06,21571.49,4844.23,14468.32,0\\r\\n21665,3255,84,Male,0,retired,557,1,721,,4171.3,4171.3,4171.3,4144.88,0.17,0.17,0.17,0.17,4171.3,4171.3,0\\r\\n21666,1412,69,Female,0,retired,334,2,1290,114,10524.78,10810.49,10771.08,11041.25,0.27,0.27,285.99,0.27,10692.26,10810.49,0\\r\\n21667,2104,25,Female,0,student,834,2,8,,1486.83,1529.69,1552.3,1562.46,0.6,0.6,43.46,43.46,1520.09,1564.25,0\\r\\n21668,2551,51,Male,2,salaried,1388,2,1357,59,2067.94,4508.34,4821.16,10800.9,0.6,13.46,1643.46,151.27,3769.82,4736.07,0\\r\\n21669,2123,59,Female,0,self_employed,624,3,736,0,6271.21,6604.67,6074.98,5669.74,2332.5,286.07,2665.96,714.64,5470.03,6499.49,0\\r\\n21671,2035,36,Female,0,self_employed,15,2,1229,3,1456.9,1442.61,1444.82,1540.54,14.94,16429.23,0.66,16429.23,1444.58,1443.99,1\\r\\n21672,1595,59,Male,0,self_employed,364,3,848,44,659.5,802.36,1712.95,2339.01,0.4,4286.11,286.11,6000.4,787.58,1797.75,1\\r\\n21673,3503,10,Female,0,salaried,1084,3,77,21,11824.36,652.51,5959.28,155.66,71746.96,0.46,60571.89,0.46,16671.54,652.51,1\\r\\n21674,2802,54,Male,2,self_employed,258,2,645,11,299.54,148.44,2316.41,50648.28,1064.01,0.49,602.77,0.49,163.92,148.44,1\\r\\n21675,4596,42,Male,0,self_employed,657,2,180,104,3565.69,3565.69,3562.01,3510.44,0.67,0.67,0.67,0.67,3565.69,3565.69,0\\r\\n21676,2170,29,Male,1,self_employed,1604,3,540,20,8829,5472.15,6188.31,1458.31,4377.74,0.6,1063.74,3133.01,7940.49,6785.62,0\\r\\n21677,766,69,Female,0,self_employed,146,2,1540,276,1684.09,1684.09,1684.09,1673.59,0.23,0.23,0.23,0.23,1684.09,1684.09,0\\r\\n21678,4190,54,Female,0,self_employed,334,3,10,,2124.33,2124.33,2124.33,2116.58,0.33,0.33,0.33,0.33,2124.33,2124.33,0\\r\\n21679,2893,24,Male,0,self_employed,1154,2,171,200,5559.46,5559.46,5556.55,5480.52,0.24,0.24,0.24,0.24,5559.46,5559.46,0\\r\\n21680,2222,81,Male,0,retired,318,2,107,,1477.83,10477.83,7416.66,115.67,0.63,0.63,9000.63,639.2,3871.92,10911.42,1\\r\\n21681,1286,27,Male,0,self_employed,1070,2,571,89,1895.9,2467.32,2374.25,2812.8,0.07,0.07,1142.93,57.21,2132.35,2486.22,0\\r\\n21682,5352,52,Male,0,self_employed,1020,2,2,184,782.41,2131.52,1858.89,3279.91,0.24,0.24,1349.36,3.09,1268.35,2132.44,0\\r\\n21683,4786,80,Male,0,retired,1020,2,212,9,6544.99,2174.87,3295.46,2101.23,4480.54,44.57,196.13,0.56,5548.06,2164.93,0\\r\\n21684,5364,74,Female,0,self_employed,1020,1,1205,62,2696.29,3017.62,6123.08,5607.54,0.59,0.59,836.3,254.61,2998.72,2931.59,1\\r\\n21685,2172,30,Male,0,student,1496,2,519,12,2654.81,2661.31,2505.54,2244.55,3082.05,0.5,1429.07,0.5,2563.11,2661.31,0\\r\\n21686,2761,41,Female,0,self_employed,745,3,1904,12,7552.88,4593.33,6994.08,15902.53,3281.91,1139.06,202.37,3773.8,6362.07,6315.29,0\\r\\n21687,1402,58,Female,0,self_employed,,2,1370,,22471.22,22471.22,22471.22,22328.86,0.64,0.64,0.64,0.64,22471.22,22471.22,0\\r\\n21688,3179,38,Female,0,self_employed,1487,2,721,17,2143.29,1443.29,1588.11,2645.88,700.3,0.3,0.3,0.3,1877.77,1443.29,0\\r\\n21689,5079,35,Female,0,self_employed,1232,2,7,89,2241.53,2207.24,2216.32,1660.09,0.57,0.57,0.57,0.57,2237.98,2207.24,0\\r\\n21690,3201,61,Male,0,self_employed,1307,2,475,285,3381.12,3381.12,3381.12,3360.08,0.1,0.1,0.1,0.1,3381.12,3381.12,0\\r\\n21691,754,33,Female,0,salaried,334,2,1364,17,4573.84,4056.25,3706.51,1861.5,1029.06,1030.9,489.96,329.94,4272.65,3785.13,0\\r\\n21693,625,21,Female,,student,1020,2,80,17,8158.33,8015.47,8013.99,7754.72,143.44,0.59,0.59,0.59,8089.36,8015.47,0\\r\\n21694,2474,51,Female,0,salaried,363,2,729,,6038.29,6038.29,6307.11,6702.03,0.29,0.29,0.29,714.57,6038.29,6130.46,0\\r\\n21695,2759,46,Male,0,salaried,146,2,75,104,14013.4,16543.47,14087.11,17799.25,0.36,0.36,3641.3,3194.55,13088.36,13997.62,0\\r\\n21696,3218,15,Female,0,student,1140,2,663,59,2341.79,2341.79,2337.03,2199.48,0.2,14.49,0.2,0.2,2341.79,2341.79,0\\r\\n21697,5861,54,Male,0,salaried,1096,1,159,28,13779.38,7998.58,10488.13,9807.52,5444.9,0.39,0.39,1461.71,13682.65,8222.08,0\\r\\n21698,2313,51,Female,0,self_employed,1363,3,222,,958.17,958.17,1810.71,4467.73,0.53,0.53,0.53,714.81,958.17,1603.33,0\\r\\n21699,3206,39,Male,0,salaried,1020,3,15,7,5741.02,4199.5,4799.7,3366.52,1721.73,1079.43,71.73,1428.87,4938.69,4527.68,0\\r\\n21700,1744,76,Female,0,self_employed,1589,2,389,3,2409.91,1723.86,2076.97,1973.79,829.46,88.53,143.4,286.26,2155.15,1793.29,0\\r\\n21701,2043,33,Female,0,salaried,1138,3,1736,,2888.94,2826.51,2827.2,2667.56,0.14,0.14,0.14,0.14,2889.25,2827.98,0\\r\\n21702,576,28,Male,0,salaried,623,3,521,125,3516.33,3473.55,3526.86,2482.76,0.16,0.16,477.29,487.3,3547.71,3549.86,0\\r\\n21703,2048,41,Male,0,salaried,1096,3,886,,5621.56,5621.56,5621.56,5559.61,0.44,0.44,0.44,0.44,5621.56,5621.56,0\\r\\n21704,4690,90,Male,0,retired,623,2,1628,12,74800.32,72107.73,71781.13,20012.17,3651.27,3632.17,1418.79,11582.96,72796.55,70821.75,0\\r\\n21705,458,36,Female,,self_employed,623,3,3860,,13330.09,12010.94,11940.75,11182.48,0.33,0.33,0.33,0.33,12374.84,12010.94,0\\r\\n21706,2465,31,Male,0,self_employed,388,2,170,233,7411.93,7571.45,7573.2,8002.54,0.51,0.51,0.51,0.51,7411.93,7571.45,0\\r\\n21707,2005,51,Female,0,self_employed,1020,2,60,0,396.2,3401.29,5921.08,12213.63,66.99,9.68,0.13,149.29,1538.78,5121.02,1\\r\\n21708,1372,37,Female,0,self_employed,468,3,175,12,2955.92,2133.64,1796.58,892.91,822.56,1913.7,0.27,1143.13,2664.36,1624.48,0\\r\\n21709,1566,38,Female,0,self_employed,1111,3,1292,0,2338.23,2048.01,1978.06,2906.8,285.79,285.79,0.07,0.07,2059.65,1870.68,0\\r\\n21710,208,53,Female,,salaried,1195,2,55,4,3161.84,2873.61,2700.82,1959.54,285.89,214.46,0.17,0.17,2988.21,2693.89,0\\r\\n21711,2060,27,Male,0,self_employed,318,3,1402,124,344.27,2532.03,3062.75,1105.73,0.56,0.56,204.61,347.47,724.75,3350.37,1\\r\\n21712,5571,90,Male,0,self_employed,409,3,1374,,2599.25,2532.95,2536,2218.28,0.6,0.6,0.6,0.6,2542.1,2532.95,0\\r\\n21713,2329,25,Female,0,salaried,1020,3,398,69,1079.48,1585.5,1474.93,1756.87,0.63,0.63,799.94,411.04,1198.76,1585.91,0\\r\\n21714,1190,25,Female,0,student,531,2,153,4,5767.06,6010.69,6186.03,7155.06,3.76,1.76,245.63,424.4,5847.25,6184.88,0\\r\\n21715,4595,52,Male,0,self_employed,1181,3,235,14,4157.14,3924.47,4212.1,4655.38,1190.47,0.66,0.66,13.51,4341.51,4019.81,0\\r\\n21716,366,43,Female,,self_employed,623,2,1995,356,2044.98,2044.98,2044.98,2032.16,0.54,0.54,0.54,0.54,2044.98,2044.98,0\\r\\n21717,2316,38,Male,2,self_employed,485,2,20,11,116.28,378.64,2015.91,10883.37,2.89,4.39,358.84,271.33,189.51,463.65,1\\r\\n21718,1149,39,Female,0,self_employed,1152,3,2803,46,4502.79,7692.43,5976.2,5750.98,0.7,6149.43,3190.34,0.7,6342.85,6506.87,0\\r\\n21719,2946,41,Male,0,self_employed,139,1,643,87,693.17,705.23,1999.13,1613,0.39,0.39,14.67,2197.59,694.47,2544.54,1\\r\\n21720,1957,12,Female,0,student,1020,3,442,21,2222.6,2194.03,2170.73,1915.19,28.76,28.76,0.19,0.19,2215.7,2184.81,0\\r\\n21721,3125,43,Male,0,self_employed,705,2,525,91,13798.3,14856.96,15335.01,20755.87,0.59,0.59,1057.6,1373.3,14107.62,15363.17,0\\r\\n21722,3112,33,Male,2,self_employed,1004,2,307,25,2916.87,3280.75,3392.4,228.05,73.31,0.19,437.19,365.9,2959.75,3327.94,0\\r\\n21723,1776,26,Male,2,salaried,1494,3,896,9,1375.36,281.26,1429.62,237.16,1808.79,0.36,4886.27,6141.29,2340.79,1259.4,0\\r\\n21724,243,52,Male,1,self_employed,1020,2,114,5,357.24,7.88,42184.28,43990.11,0.13,0.1,0.1,1785.81,28394.32,9.57,1\\r\\n21725,5865,53,Male,0,self_employed,834,3,1224,25,5039.7,5411.05,3946.58,1819.15,1285.73,3398.4,1661.73,579.87,6049.09,3242,0\\r\\n21726,201,24,Female,0,salaried,1232,2,1445,184,8979.1,9065.87,9125.5,9365.36,0.17,0.17,79.68,86.06,9021.7,9111.18,0\\r\\n21727,6107,58,Male,0,self_employed,834,1,105,124,539.56,1406.59,1558.52,2124.12,0.46,0.46,1429.03,0.46,1735.61,1452.38,0\\r\\n21728,2632,58,Male,0,self_employed,630,2,36,7,1370.18,479.05,6528.44,22952.64,6928.99,6698.1,6166.04,2332.57,1883.78,6851.07,0\\r\\n21730,1251,31,Female,0,salaried,1020,2,15,59,594.54,594.54,2345.69,5168.87,0.54,243.96,0.54,4286.26,594.54,2107.42,1\\r\\n21731,4512,81,Male,0,retired,834,2,40,,3920.71,3920.71,3920.71,3862.21,0.33,0.33,0.33,0.33,3920.71,3920.71,0\\r\\n21732,3065,53,Male,0,salaried,334,1,522,0,27824.91,15766.45,12192.59,14738.78,18660.9,9583.79,6564.48,4500.99,15152.18,9019.2,0\\r\\n21733,3721,71,Male,0,retired,30,2,682,28,2624.77,2326,2132.94,848.42,285.77,571.49,0.06,0.06,2624.77,2141.35,0\\r\\n21734,3152,16,Male,0,student,1020,1,5,38,36.62,2179.48,1719.23,1167.03,0.59,719.4,2143.44,0.59,1883.91,1741.23,1\\r\\n21735,1844,10,Female,0,student,1361,2,813,0,3116.54,3211.4,3061.7,4637.43,220.04,214.9,414.9,0.61,2997.78,3046.42,0\\r\\n21736,868,45,Male,0,salaried,388,2,737,18,1790.18,1968.75,2022.31,2035.9,1193.26,286.32,1800.4,143.26,2256.68,1918.92,0\\r\\n21737,2081,38,Female,0,salaried,1150,3,1670,,11358.27,11358.27,11542.6,11818.7,0.03,0.03,0.03,0.03,11358.27,11358.27,0\\r\\n21739,6053,64,Male,0,salaried,834,1,516,7,4598.8,4590.71,5543.44,15930.41,1436.86,2560.91,0.2,268.06,4767.44,4312.49,0\\r\\n21740,1468,55,Male,0,self_employed,531,2,2054,195,1910.3,2971.51,3238.16,6525.58,0.07,0.07,2037.78,435.31,2808.78,2973.07,0\\r\\n21741,1918,76,Female,0,self_employed,491,1,279,139,3052.4,3052.4,3052.4,16347.78,0.09,0.09,0.09,0.09,3052.4,3052.4,0\\r\\n21742,3188,46,Female,0,self_employed,1020,2,19,27,11.36,4548.48,3943.22,3220.75,291.84,0.4,2357.54,0.4,3111.95,4550.86,1\\r\\n21743,384,60,Female,,salaried,684,3,936,38,12846.27,12950.61,12031.41,16024.55,0.31,1414.6,428.89,0.31,12890.61,11992.55,0\\r\\n21744,1722,33,Female,0,self_employed,834,2,466,6,5225.49,4541.99,2513.63,235.4,2857.37,0.23,749.57,5494.86,4760.53,2377.23,0\\r\\n21745,977,33,Female,0,self_employed,836,2,277,167,9439.93,1654.22,2966.57,3524.33,0.37,0.37,1000.37,286.09,5535.99,1755.6,0\\r\\n21746,1338,66,Male,0,salaried,1020,2,591,40,11793.43,8924.47,11152.88,8812.68,0.31,64.09,10511.2,4432.48,11060.24,10816.01,0\\r\\n21748,2222,51,Male,1,self_employed,,2,1396,25,2042.1,1820.67,1784.58,1094.41,221.61,221.61,0.19,0.19,2019.19,1792.1,0\\r\\n21749,2502,58,Female,0,self_employed,1232,3,1445,,1644.08,1644.08,1644.42,1639.3,0.61,0.61,0.61,0.61,1644.08,1644.08,0\\r\\n21750,955,29,Male,0,salaried,575,2,590,63,2005.73,2177.15,2147.83,2209.58,0.07,0.07,57.21,57.21,2031.34,2761.49,0\\r\\n21751,3004,34,Male,0,self_employed,1096,2,294,38,2346.42,2926.72,2168.07,6156.37,0.5,3815.74,0.5,0.5,2426.46,2168.23,0\\r\\n21752,2368,26,Female,0,student,169,2,416,27,2692.92,1194.78,2048.13,1561.51,2165.17,0.33,309.88,698.19,2804.57,1239.8,0\\r\\n21753,790,28,Male,1,self_employed,658,3,735,11,36538.15,1228.58,4951.04,1219.07,35714.91,0.63,407.56,407.56,13204.95,1290.64,0\\r\\n21754,2841,73,Male,0,retired,146,3,628,6,3215.33,3061,3010.96,3156.94,339.91,1398.26,185.5,1426.87,3002.43,3134.23,0\\r\\n21755,1314,23,Female,0,self_employed,848,3,167,144,6219.68,6262.31,6432.29,4308.32,0.5,0.5,43.14,657.64,6232.36,6283.51,0\\r\\n21756,654,32,Male,0,salaried,575,2,1002,0,9381.13,10482.82,10125.23,8155.43,1230.06,1220.44,610.57,1780.84,9801.73,10677.42,0\\r\\n21757,3115,42,Male,2,salaried,485,2,20,276,7732.52,7180.63,7210.47,11840.05,0.39,0.39,0.39,0.39,7263.69,7183,0\\r\\n21758,2434,57,Male,5,self_employed,334,2,880,0,4962.45,2203.76,2926.38,4725.63,1626.96,457.24,2853.62,313.22,3281.54,2407.58,0\\r\\n21759,520,20,Male,,student,649,2,1430,133,2066.4,2066.4,2066.4,2017.01,0.3,0.3,0.3,0.3,2066.4,2066.4,0\\r\\n21760,1018,22,Male,0,student,834,2,40,21,16495.59,10950.66,12289.09,10881.01,5545.29,0.36,0.36,0.36,14965.95,10950.66,1\\r\\n21761,2712,41,Female,0,salaried,61,1,263,135,15488.38,14774.09,12760.25,4680.7,0.13,0.13,0.13,0.13,15242.07,13359.39,0\\r\\n21762,6379,71,Male,0,retired,318,1,1306,,3105.35,3105.35,3105.35,3085.68,0.41,0.41,0.41,0.41,3105.35,3105.35,0\\r\\n21763,188,66,Male,,retired,59,2,437,6,33216.21,7397.48,7919.65,408.63,29607.48,0.7,413.93,0.7,22328.04,1176.28,0\\r\\n21764,2363,25,Male,0,student,1020,2,212,,1593.18,5201.33,2401.48,2268.66,0.6,0.6,3608.76,1429.17,1717.6,2258.94,0\\r\\n21765,2720,33,Male,0,self_employed,834,3,219,47,2147.09,2504.24,12030.48,752.82,0.17,467.11,357.31,21428.74,2208.67,11314.32,1\\r\\n21766,4648,68,Male,1,salaried,1096,3,89,5,320.28,14407.94,7698.91,1635.71,198.26,14404.5,14285.93,818.31,11985.86,8623.43,1\\r\\n21767,574,78,Female,0,self_employed,575,2,1098,8,11114.88,23959.87,18866.92,9154.7,7554.65,0.44,21429.01,0.44,11821.95,23757.3,1\\r\\n21768,2592,55,Male,0,salaried,406,2,139,,1585.31,1585.31,1585.31,1546.33,0.56,0.56,0.56,0.56,1585.31,1585.31,0\\r\\n21769,2639,37,Female,0,salaried,1096,3,1343,,2228.91,2228.91,2228.91,2214.79,0.07,0.07,0.07,0.07,2228.91,2228.91,0\\r\\n21770,367,53,Male,0,self_employed,102,3,3671,74,1328.62,1939.57,2135.35,1826.64,0.27,0.27,719.33,3187.74,1357.89,2309.26,0\\r\\n21771,630,41,Female,,self_employed,1020,2,627,88,28872.58,8495.17,15662.83,10789.44,0.47,0.47,29466.08,4690.65,19219,7280.17,0\\r\\n21773,616,32,Female,,self_employed,146,3,1079,121,4674.33,5171.64,5522.98,3491.58,0.64,0.64,0.64,0.64,4832.71,5697.18,0\\r\\n21774,5302,38,Male,2,self_employed,656,2,1263,31,14872.77,16597.05,16320.82,16227.9,0.37,571.8,1354.47,518.99,15563.93,16381.46,0\\r\\n21775,6811,69,Male,3,self_employed,334,2,17,17,3089.27,2504.91,2696.5,1956.19,162.53,50.57,705.77,1984.95,3007.93,2988.13,0\\r\\n21776,382,90,,,self_employed,1020,2,544,0,2347.91,2287.52,2250.79,1789.51,121.4,23.06,0.61,0.61,2292.18,2272.21,0\\r\\n21777,592,43,Male,0,self_employed,15,1,6,118,623.57,2274.94,3292.08,8210.34,0.41,0.41,689.96,0.41,1149.39,2327.67,1\\r\\n21778,2137,25,Male,0,self_employed,649,1,1329,48,1657.74,1657.74,19417.38,3301.41,0.13,101606.7,0.13,101557.13,1657.74,53990.84,1\\r\\n21779,4434,72,Male,0,company,623,1,126,18,101509.79,73125.43,83069.95,31206.43,28571.79,30000.36,0.36,0.36,91852.72,78869.06,0\\r\\n21780,916,48,Male,0,self_employed,454,3,1480,280,2427.15,2427.15,2425.21,2404.5,0.09,0.09,0.09,0.09,2427.15,2425.63,0\\r\\n21782,2485,36,Female,0,self_employed,1020,1,240,3,1761.3,1634.97,1563.84,628.02,1085.87,0.6,0.6,72.03,1653.17,1608.45,0\\r\\n21783,3167,33,Female,0,self_employed,980,2,285,17,7261.73,7176.02,7156.78,6039.04,150.23,150.23,64.51,121.09,7244.74,7149.96,0\\r\\n21784,302,56,Female,,self_employed,15,2,3582,72,1403.47,1403.47,1652.32,2279.31,0.04,0.04,0.04,3571.47,1403.47,1426.52,0\\r\\n21785,3159,48,Female,0,self_employed,146,3,354,53,5537.44,6966.01,4029.77,599.62,0.49,7113.52,1429.06,182.47,6227.09,5689.48,0\\r\\n21786,2390,42,Male,2,self_employed,904,2,596,24,596.75,741.52,1506.35,5113.17,828.9,0.33,973.67,1643.19,972.24,1322.17,1\\r\\n21787,4304,90,Male,0,self_employed,1020,1,60,47,8258.93,8258.93,6662.16,3064.31,0.24,3375.24,0.24,0.24,8258.93,6843.61,0\\r\\n21788,312,58,Female,,self_employed,1096,3,439,87,444.63,444.63,4566.88,2857.99,0.04,0.04,0.04,0.04,444.63,444.63,1\\r\\n21789,2729,36,Female,0,self_employed,1096,1,26,,1451.73,1451.73,1451.73,1442.54,0.33,0.33,0.33,0.33,1451.73,1451.73,0\\r\\n21791,181,51,Female,0,self_employed,1096,3,1375,27,3576.5,3147.93,3115.35,1818.46,428.94,428.94,0.37,0.37,3561.72,3078.8,0\\r\\n21792,2284,31,Male,0,salaried,318,3,1314,4,3492.24,558.63,1472.13,1703.3,3233.56,12083.21,2402.22,9604.43,1629.67,1390.37,0\\r\\n21793,5969,90,Female,0,salaried,1096,2,1347,233,6930.87,6930.87,6930.87,6888.96,0.56,0.56,0.56,0.56,6930.87,6930.87,1\\r\\n21794,600,47,Female,0,self_employed,1020,2,60,151,2085.07,2085.07,2340.91,2393.3,0.33,0.33,0.33,421.76,2085.07,2341.29,0\\r\\n21795,3450,77,Male,1,retired,1150,1,108,28,1535.56,2206.7,1865.37,926.25,10.44,422.73,552.07,0.46,2084,1713.9,0\\r\\n21796,3950,37,Male,2,self_employed,1016,3,431,324,13224.3,13224.3,13224.3,13140.73,0.54,0.54,0.54,0.54,13224.3,13224.3,0\\r\\n21797,5390,58,Male,0,salaried,1020,2,114,83,2042.61,2042.61,2042.04,2021.62,0.04,0.04,0.04,0.04,2042.61,2042.61,0\\r\\n21798,1314,32,Female,0,self_employed,1020,2,5,325,1379.82,3522.68,4437.69,6719.05,0.59,0.59,2143.44,2663.16,1453.71,5193.16,1\\r\\n21799,1622,40,Male,0,self_employed,15,3,1682,5,19090.52,2113.54,2007.96,204.9,17357.39,2579.01,368.14,703.43,5043.22,776.8,0\\r\\n21801,2728,27,Male,0,self_employed,26,2,221,5,7249.13,1821.29,1670.26,4316.07,703.09,1115.17,279.33,227.44,2487.35,1569.97,0\\r\\n21802,792,59,Female,0,self_employed,21,3,205,17,8601.34,6464.2,6515.86,5990.74,2928.7,657.27,1505.84,571.56,8267.25,5805.67,0\\r\\n21803,1771,68,Male,0,retired,664,2,1356,103,4355.8,4355.8,4399.44,11833.52,0.21,0.21,0.21,74.98,4355.8,4404.04,0\\r\\n21804,1522,70,Male,0,retired,1096,3,392,20,11177.44,11175.22,11098.68,10483.16,214.31,214.31,214.31,0.03,11250.11,11078.09,0\\r\\n21805,5813,39,Female,0,self_employed,15,1,48,129,378.29,1678.29,1481.69,1023.82,0.19,0.19,2143.04,9000.19,1692.09,2123.91,1\\r\\n21806,3051,57,Male,0,retired,,2,821,13,5786.86,2101.44,6614.99,4885.22,5905.28,0.56,2588.59,7209.57,4090.22,6781.26,0\\r\\n21807,183,40,Female,,self_employed,146,3,261,186,1482.14,1482.14,1482.14,1497.6,0.7,0.7,0.7,0.7,1482.14,1482.14,0\\r\\n21808,523,29,Female,,salaried,334,2,1297,114,1918.56,1867.85,1949.29,1332.21,0.67,0.67,7.81,129.24,2026.62,1905.64,0\\r\\n21809,3297,74,Male,0,retired,649,1,54,18,3409.58,3481.69,2673.9,2543.03,1.08,1727.77,72.27,63.13,3428.94,2775.76,0\\r\\n21810,2593,32,Male,0,self_employed,1029,2,543,5,1322.7,926.79,2173.83,1355.73,2394.73,552.94,1117.39,9058.56,449.48,1469.71,0\\r\\n21811,1549,36,Male,1,self_employed,1041,3,2036,,4813.74,4935.89,4952.02,5282.08,0.49,0.49,122.64,122.64,4830.59,4951.66,0\\r\\n21812,1654,59,Male,0,salaried,834,2,28,3,6291.86,2059.78,6641.18,17088.31,405.7,1574.04,8451.29,3259.14,5786.75,2890.96,0\\r\\n21813,522,30,Male,2,self_employed,1473,3,505,4,6043.99,6023.14,4794.05,1915.08,286.41,0.7,186.43,186.43,5820.58,6046.42,0\\r\\n21814,2617,36,Female,0,self_employed,531,2,217,11,2471.42,386.97,4104.55,3647.58,4259.56,193.26,2175.1,1622.69,1453.42,2172.49,1\\r\\n21815,3206,44,Male,0,salaried,1020,2,410,13,722.16,1565.87,2310.31,5611.86,3888.33,17514.81,1988.11,1763.09,3596.64,1793.95,0\\r\\n21816,1887,47,Female,0,self_employed,637,2,224,77,3493.26,3204.81,2938.41,1257.88,0.3,0.3,0.3,0.3,3489.12,3056.81,0\\r\\n21817,4690,87,Female,0,self_employed,334,2,4,0,4264.1,19978.38,15101.54,18822.49,666.19,0.23,15714.51,0.23,5347.84,19978.38,1\\r\\n21818,4582,52,Female,0,self_employed,834,3,174,76,1909.22,1906.63,1909.18,1894.83,0.14,0.14,0.14,17.64,1908.24,1914.54,0\\r\\n21819,2866,26,Male,0,student,1438,2,151,178,7134.01,7134.01,7134.01,4166.73,0.17,0.17,0.17,0.17,7134.01,7134.01,0\\r\\n21820,3024,28,Male,0,student,745,2,127,14,965.22,1572.79,2161.75,4801.79,105.06,0.2,664.49,1895.86,1234.54,2100.81,1\\r\\n21821,1317,45,Female,0,salaried,146,3,1749,4,380.89,248.72,7532.77,424.44,177120.94,71050.6,109214.74,7955.71,8437.71,1203.15,1\\r\\n21822,3303,41,Male,0,self_employed,388,2,130,68,405.49,1548.34,2182.28,1979.5,0.63,0.63,1929.2,1929.2,947.36,3177.47,1\\r\\n21823,1546,55,Male,0,self_employed,558,3,1353,,111556.72,111556.72,111756.41,112266.41,0.43,0.43,0.43,0.43,111556.72,111556.72,0\\r\\n21824,2343,60,Male,0,self_employed,88,2,1062,,3189.39,3189.39,3455.99,4479.35,0.36,0.36,0.36,0.36,3189.39,3189.39,0\\r\\n21825,1466,33,Male,0,self_employed,363,2,31,11,18.18,2213.58,1734.94,539.83,3285.6,0.54,7186.26,9.11,970.09,2658.06,0\\r\\n21826,1568,31,Male,0,self_employed,1096,2,327,119,8642.27,8660.13,7386.34,2375.14,0.2,0.2,0.2,0.2,8655.94,8672.11,0\\r\\n21827,4022,90,,0,company,834,2,105,45,3886.6,5209.67,3130.64,1209.97,0.09,4285.8,1323.16,142.94,4967.95,3357.14,0\\r\\n21828,1393,56,Female,0,self_employed,1020,2,490,357,3345.39,3488.25,3457.05,3466.47,0.19,0.19,143.04,0.19,3394.65,3488.25,0\\r\\n21829,1145,30,Female,0,self_employed,409,3,4391,14,2486.92,1979.78,1728.74,4402.41,521.79,628.93,14.64,0.36,2242.09,1592.91,0\\r\\n21830,4643,42,Male,1,salaried,1096,1,11,3,3663.87,3400.74,3797.69,4911.31,691.38,0.26,353.04,143.83,3486.9,3499.95,0\\r\\n21831,4543,46,Male,0,salaried,302,3,402,3,13431.92,12489.26,11393.59,11942.21,1471.2,2834.6,529.18,944.06,12502.02,10404.26,0\\r\\n21832,265,66,Male,,self_employed,,3,4174,182,17806.68,17804.07,17803.69,9653.51,0.41,0.41,0.41,0.41,17806.05,17804.07,0\\r\\n21833,789,54,Male,0,self_employed,834,3,2421,205,1449.57,1449.57,1449.57,1440.45,0.47,0.47,0.47,0.47,1449.57,1449.57,0\\r\\n21834,2624,42,Female,0,salaried,623,2,968,,1538.85,1538.85,1542,1536.2,0.2,0.2,0.2,7.34,1538.85,1541.15,0\\r\\n21835,894,66,Male,0,self_employed,146,3,2777,26,7448.54,14394.82,7633.19,7691.22,6286.39,7714.96,13589.81,0.67,8863.79,7838.89,0\\r\\n21836,1136,62,Male,0,retired,575,3,622,59,1762.26,1905.11,1830.59,1786.26,0.59,81.3,143.44,0.59,1762.26,1905.11,0\\r\\n21838,2568,67,Female,0,self_employed,1381,2,790,60,10911.76,77340.33,51438.85,264.53,0.43,0.43,66429,15786.14,11207.32,90490.1,1\\r\\n21839,298,45,Female,,self_employed,1232,2,3721,299,5521.79,5521.79,5570.94,5777.63,0.53,0.53,0.53,0.53,5521.79,5521.79,0\\r\\n21840,278,54,Female,,self_employed,623,3,2398,77,2876.31,2876.31,4760.15,5044.21,0.06,0.06,0.06,4992.91,2876.31,4717.1,0\\r\\n21841,1292,39,Male,1,self_employed,409,2,1386,11,75737.14,682.18,20226.41,2194.72,1.5,0.69,75043.5,278.46,58057.84,786.99,0\\r\\n21842,487,23,Male,,student,1232,2,900,182,6552.13,6588.44,6601.28,6814.15,0.13,0.13,36.44,32.13,6567.02,6612.94,0\\r\\n21843,2759,38,Female,0,salaried,1020,2,544,94,11310.04,11583.92,11566.34,11304.67,0.69,0.69,231.71,0.69,11471.75,11592.22,0\\r\\n21845,1014,21,Male,0,student,1577,3,194,7,148.91,2631.05,2069.29,2036.12,32.77,482.77,2500.63,214.91,1334.87,2453.52,1\\r\\n21846,228,59,Male,2,self_employed,1589,1,33,3,4581.43,5810.06,1633.77,4042.49,2857.39,5714.53,4084.01,356.09,2798.96,1432.01,0\\r\\n21847,6102,60,Female,0,self_employed,1111,2,1351,115,28749.69,29349.56,29374.38,37104.03,0.6,0.6,759.04,79.13,29186.46,29212.39,0\\r\\n21848,1132,34,Male,0,salaried,1096,2,2071,73,9603.26,16746.12,13762.1,8939.42,0.24,0.24,7143.1,0.24,12066.32,16746.12,1\\r\\n21850,3183,50,Male,0,salaried,,2,822,,6354.52,6383.09,6391.89,6433.91,0.37,0.37,0.37,0.37,6363.39,6392.31,0\\r\\n21851,3671,64,Female,0,self_employed,1096,3,438,18,241.54,4255.83,3454.39,3319.08,285.84,285.84,4300.13,0.13,2367.65,4154.44,1\\r\\n21852,1283,48,Male,0,self_employed,500,2,301,55,1892.47,1889.81,1718.2,645.58,0.03,685.74,0.03,0.03,1890.45,1864.31,0\\r\\n21853,3293,36,Female,0,salaried,630,3,3693,13,3597.06,3581.21,3578.93,3508.83,12.54,369.7,0.36,0.36,3590.76,3586.83,0\\r\\n21855,2212,38,Female,0,self_employed,1055,2,545,73,7800.51,800.51,2574.44,181.76,0.06,0.06,285.77,500.06,5426.12,1044.75,1\\r\\n21856,3532,64,Male,0,self_employed,623,3,2302,3,2516.7,3945.27,2644.8,945.81,1428.81,2181.67,2857.39,3285.96,1580.74,3201.12,0\\r\\n21857,2845,72,Female,0,retired,1096,2,578,308,2574.27,2574.27,2574.27,2558.01,0.57,0.57,0.57,0.57,2574.27,2574.27,0\\r\\n21858,1440,15,Male,0,student,1525,3,1207,360,1610.96,1792.71,1724.11,1778.18,0.67,0.67,182.41,443.18,1624.25,1904.49,0\\r\\n21859,2424,32,Male,0,salaried,1326,2,657,24,844.02,266.81,2159.72,2803.11,7734.56,0.2,7157.34,0.2,1677.7,266.81,1\\r\\n21860,893,43,Male,0,self_employed,15,3,2480,10,2801.05,2163.75,2357.44,2170.92,637.9,157.03,0.6,286.31,2472.58,2313.06,0\\r\\n21861,919,40,Male,3,self_employed,980,2,655,343,1407.48,1416.08,1627.2,1845.87,0.24,0.24,0.24,143.1,1415.47,1661.47,0\\r\\n21862,224,36,Male,3,salaried,146,1,1268,19,1081.37,1081.37,6983.56,999.01,259465.89,179.2,259465.89,0.63,18522.95,1202.34,1\\r\\n21863,2013,90,,,self_employed,649,2,289,4,2556.99,2303.34,3354.78,4286.76,3213.23,2768.51,2534.44,4728.97,1354.01,3744.23,0\\r\\n21864,4106,49,Female,2,self_employed,409,1,922,21,8475.96,8763.67,6562.06,1749.19,113.86,948.4,428.77,6647.17,8662.14,9112.86,1\\r\\n21865,203,63,Female,0,self_employed,1020,3,16,18,6700.8,6434,7016.08,7821.17,266.9,0.1,0.1,1000.1,6608.8,6719.72,0\\r\\n21866,2344,42,Female,0,self_employed,1084,3,1102,,1639.78,1847.64,1950.9,2077.26,0.14,0.14,208,157.29,1811.33,1994.64,0\\r\\n21867,1469,34,Male,0,self_employed,805,3,2626,5,4837.89,6318.74,3380.89,3255.83,2000.51,5786.23,3546.66,432.63,4026.47,5559.98,0\\r\\n21868,3181,72,Female,0,self_employed,146,2,75,13,13339.67,12633.21,12413.15,10997.76,155.93,178.79,285.93,0.21,13154.88,12443.81,0\\r\\n21869,4023,83,Male,0,self_employed,1020,2,455,78,12450.26,12629.64,13045.8,14756.22,0.33,0.33,179.71,956.03,12512.12,13046.32,0\\r\\n21870,4246,37,Male,1,self_employed,575,2,1202,0,8784.9,7960.94,5570.44,7058.86,961.65,1608.93,102.84,48.86,7895.51,5660.38,0\\r\\n21871,546,52,Male,,self_employed,409,1,247,35,7383.39,7383.39,7305.04,6994.96,0.64,86.36,0.64,0.64,7383.39,7311.5,0\\r\\n21872,1817,29,Male,0,self_employed,1020,1,60,12,14927.2,8126.48,8908.58,4796.5,25960.36,2903.36,19159.64,0.5,13391.45,7807.64,0\\r\\n21873,695,67,Male,3,retired,643,3,2367,168,404.68,405.32,2119.33,2849.24,0.51,0.51,1.16,257.91,405.01,1427.99,1\\r\\n21874,2654,73,Male,0,retired,664,3,2517,6,1524.63,2767.49,2760.29,2926.83,257.5,0.36,1428.93,0.36,2568.47,2820.48,0\\r\\n21875,377,32,Male,2,salaried,184,2,808,,267,3834.99,3300.78,3804.69,0.56,0.56,3571.99,0.56,2237.44,3833.33,1\\r\\n21876,395,37,Male,1,salaried,409,2,1324,0,16836.47,11921.74,9377.74,1220.12,3120.87,14553.07,1093.04,9497.24,13702.42,8765.2,0\\r\\n21877,3947,58,Male,2,salaried,848,2,167,24,1791.47,1536.04,1471.93,3493.84,255.5,255.5,0.07,0.07,1747.43,1445.41,0\\r\\n21878,1434,38,Female,0,salaried,1020,1,159,30,8140.36,8224.11,7316.88,4773.99,0.69,1714.97,0.69,414.97,8155.82,7178.22,0\\r\\n21879,313,37,Male,0,salaried,1096,2,480,30,821.14,188.71,1600.55,6208.46,0.7,50.7,3997.76,2219.86,1787.96,1009.85,0\\r\\n21880,1228,40,Female,0,self_employed,224,3,1686,14,3504.89,3021.74,2914.64,1431.4,413.39,413.39,143.1,285.96,3273.81,2988.64,0\\r\\n21881,2812,42,Female,0,salaried,1020,2,582,100,1439.93,22868.5,18747.12,9779.32,0.01,0.01,10000.01,1917.16,9370.96,23866.1,1\\r\\n21882,4930,46,Male,0,self_employed,65,2,183,336,3561.25,4036.3,4260.1,6353.47,0.53,0.53,0.53,0.53,3790.51,4253.94,0\\r\\n21883,2136,37,Female,0,self_employed,146,3,354,45,1017.45,1048.27,1694.14,2677.49,0.57,1.45,1255.67,2271.38,1357.96,1210.71,0\\r\\n21884,686,36,Male,0,salaried,575,3,572,14,4517.77,5215.53,5107.59,6121.43,144.4,424.81,1092.17,214.81,4781.78,5112.87,0\\r\\n21885,5135,47,Male,0,self_employed,224,2,137,70,3058.78,3058.78,3061.85,2474.06,0.39,0.39,0.39,1428.96,3058.78,3381.36,0\\r\\n21886,6180,57,Male,0,retired,1274,3,35,,6359.54,6354.78,6355.04,6324.52,0.3,0.3,0.3,0.3,6357.4,6354.78,0\\r\\n21887,1796,55,Female,0,self_employed,834,2,1219,129,2753.93,2758.86,2892.14,6812.56,0.07,0.07,5,0.07,2756.99,2758.86,1\\r\\n21888,819,40,Female,,self_employed,916,3,3126,69,2529.93,2529.93,2201.47,1887.44,0.4,0.4,0.4,0.4,2529.93,2529.93,0\\r\\n21889,1984,34,Female,0,self_employed,1254,2,25,20,1944.21,2522.46,3019.93,218.43,15.94,2.74,950.29,1071.71,2181.63,2949.83,1\\r\\n21890,1627,52,Female,0,self_employed,574,2,1359,,8092.34,8092.34,8092.34,8036.91,0.21,0.21,0.21,0.21,8092.34,8092.34,0\\r\\n21891,5115,37,Male,0,self_employed,1020,1,145,35,4217.46,3986.89,2256,718.34,0.69,1857.83,93.34,0.69,4219.31,1700.85,0\\r\\n21892,1760,44,Female,0,self_employed,1525,3,1803,13,3859.67,4885.52,4014.18,2294.71,428.96,428.96,1454.8,0.39,3974.29,4512.24,0\\r\\n21893,1674,62,Female,2,self_employed,1096,2,2055,9,3243.77,2018.27,2413.75,2525.95,1435.37,652.66,209.87,1127.01,2557.28,2097.81,0\\r\\n21894,6262,70,Male,0,self_employed,834,1,40,0,10091.51,7210.98,6180.02,5677.73,3754.44,19388.03,7472.56,26914.37,5897.59,9283.17,0\\r\\n21895,2322,57,Male,0,self_employed,578,2,399,25,8883.83,7937.82,7240.74,4476.39,200.24,200.24,0.26,0.26,8220.02,7214.13,0\\r\\n21896,5065,74,Female,0,self_employed,1096,2,134,0,1327.05,925.33,9978.75,1402.77,930.52,10266.12,540.47,58080.7,785.89,26887.68,1\\r\\n21897,290,90,,,self_employed,513,2,216,280,1608.61,1608.61,1608.61,1601.34,0.31,0.31,0.31,0.31,1608.61,1608.61,0\\r\\n21900,450,33,Female,,self_employed,1388,3,42,222,1432.88,2851.3,1635.05,378.07,0.61,0.61,1414.9,1772.04,1530.56,2927.35,0\\r\\n21901,1433,79,Female,0,retired,491,3,707,105,10378.7,10378.7,10378.7,9013.39,0.49,0.49,0.49,0.49,10378.7,10378.7,0\\r\\n21902,4171,68,Male,3,self_employed,1020,1,542,3,26794.74,6275.45,11855.84,4357.31,23646.69,7143.21,3127.4,22136.33,15291.71,13416.09,1\\r\\n21903,4632,49,Male,2,self_employed,1020,1,1,81,8136.97,8327.1,9028.72,4874.53,0.56,0.56,113.41,623.2,8204.95,8633.11,0\\r\\n21904,4794,44,Male,2,self_employed,762,2,195,69,508.09,6222.38,4238.2,7184.46,0.4,0.4,5714.69,164.69,1099.23,6360.17,1\\r\\n21905,1180,24,Female,0,student,146,2,1,0,2280.75,3258.38,1825.44,300.58,460.11,1155.88,194.24,172.55,2662.78,2030.63,0\\r\\n21906,2131,51,Male,0,self_employed,1416,2,346,,4330.21,4330.21,4330.21,4302.78,0.53,0.53,0.53,0.53,4330.21,4330.21,0\\r\\n21907,4777,56,Female,0,self_employed,834,2,40,0,2997.39,2974.53,3094.64,366.39,22.9,0.04,0.04,0.04,2975.32,2974.53,0\\r\\n21908,4603,52,Male,0,salaried,1020,2,1,0,5546.33,5845.01,5527.69,6201.16,64.67,543.24,149.07,163.63,5765.71,5657.5,0\\r\\n21909,3502,42,Female,0,self_employed,996,2,115,61,9246.45,9246.45,7515.05,6948.71,0.26,0.26,0.26,0.26,9246.45,9249.45,0\\r\\n21910,1100,38,Female,0,salaried,1020,2,47,249,1504.5,1517.55,1691.91,1450.8,0.09,0.09,255.09,96.46,1512.12,1657.47,0\\r\\n21912,1809,46,Female,0,self_employed,1020,3,1230,33,9265.47,9265.47,5936.24,2345.59,0.29,6512.82,0.29,0.29,9265.47,6007.79,0\\r\\n21913,2683,48,Male,0,salaried,694,2,142,179,2204.11,2418.98,2399.22,3979.81,0.6,0.6,215.47,0.6,2359.7,2418.98,0\\r\\n21914,1169,56,Male,0,salaried,146,2,2850,17,2075.92,5731.89,4720.74,3567.48,1453.47,2006.33,3252.29,1543.38,4163.78,5649.57,1\\r\\n21915,1714,31,Male,1,self_employed,1096,2,587,103,891.42,1684.99,1687.76,1479.98,0.14,0.14,793.71,11.4,1657.63,1692.18,1\\r\\n21916,1987,16,Female,0,student,1096,3,1563,3,2602.06,2603.49,2717.47,2720.61,214.64,0.36,216.07,0.36,2418.56,2891.94,0\\r\\n21917,1886,14,Female,0,student,834,2,1231,80,2496.17,2496.17,2530.67,2192.92,0.41,0.41,0.41,155.77,2496.17,2561.32,0\\r\\n21918,1155,39,Male,0,salaried,1020,2,2,40,1648.59,1648.59,2134.41,3081.1,0.27,12.91,0.27,1428.84,1648.59,1686.92,0\\r\\n21919,1319,43,Female,0,self_employed,1085,3,135,63,1839.87,1839.87,1786.03,1683.26,0.56,0.56,0.56,22.04,1839.87,1843.03,0\\r\\n21920,755,90,,,self_employed,491,1,93,55,1600.23,1600.23,2530.69,5934.61,0.53,4353.55,0.53,4286.24,1600.23,2421.04,0\\r\\n21921,1865,80,Female,0,retired,904,2,1908,104,7483.99,7912.56,7809.11,6166.83,0.5,0.5,429.07,0.5,7602.22,7912.56,0\\r\\n21922,1446,40,Male,0,salaried,146,2,1753,0,29544.88,28377.8,18844.5,10894.59,3131,13849.56,520.72,96.48,26835.24,16080.73,0\\r\\n21923,2776,66,Female,0,self_employed,1020,2,482,306,3210.61,2953.46,2919.52,2332.71,0.69,0.69,0.69,0.69,3175.14,2920.29,0\\r\\n21924,1717,37,Female,0,self_employed,1232,2,39,21,10081.89,8907.2,9202.31,8794.8,1143.31,0.46,0.46,0.46,9799.78,8907.2,0\\r\\n21925,1003,90,Male,0,self_employed,197,2,3246,0,16552.21,15467.14,15723.71,15179.06,1085.09,1045.66,0.01,0.01,16118.29,15926.56,0\\r\\n21926,1310,90,,0,self_employed,1271,3,661,108,33.67,13033.67,11091.14,11631.83,0.69,0.69,13000.69,0.69,7206.08,13033.67,1\\r\\n21927,1666,26,Male,0,salaried,1020,3,227,40,1520.59,1557.96,1581.59,1473.99,0.63,24.14,38,64.95,1549.92,1573.51,0\\r\\n21928,3962,81,Female,0,self_employed,1020,3,546,331,1085.53,1236.39,2356.89,362.75,0.29,0.29,1357.43,2286,792.48,1932.48,1\\r\\n21929,1409,68,Female,0,self_employed,905,2,1390,,6515.97,6515.97,6515.97,6474.7,0.41,0.41,0.41,0.41,6515.97,6515.97,1\\r\\n21930,1298,44,Female,0,self_employed,,3,2471,117,3039.64,3111.07,3116.75,3698.11,0.63,0.63,72.06,14.91,3106.15,3111.07,0\\r\\n21931,800,33,Female,0,self_employed,666,2,2700,,314.47,314.47,2039.2,3496.16,0.27,0.27,0.27,3085.99,314.47,2402.95,1\\r\\n21932,1358,62,Male,2,self_employed,169,3,389,10,1316.51,201.76,2103.33,174.17,1425.76,0.03,296.73,3774.43,760.64,2814.15,1\\r\\n21933,6514,49,Female,0,salaried,834,2,18,117,4541.76,5061.67,5178.89,3054.75,0.69,0.69,0.69,343.19,4746.88,5128.31,0\\r\\n21934,4632,60,Female,0,self_employed,224,1,137,75,302.76,282.73,1943.69,220.06,0.11,0.11,0.11,5714.4,292.57,2310.38,1\\r\\n21935,1353,36,Female,2,self_employed,1020,2,544,62,6058.78,6058.78,6060.85,6029.38,0.49,0.49,0.49,0.49,6058.78,6061.16,0\\r\\n21936,1653,90,,0,self_employed,47,2,2345,76,90022.34,101088.94,122390.91,89608.12,0.14,0.14,10944.6,22163.73,92140.19,110088.99,1\\r\\n21937,3281,35,Female,0,self_employed,617,3,229,13,4290.37,3661.79,3628.74,2965.65,628.94,357.51,0.37,0.37,4046.52,3535.07,0\\r\\n21938,284,39,Female,,self_employed,345,2,3798,206,2552.94,2552.94,2552.94,2545.07,0.64,0.64,0.64,0.64,2552.94,2552.94,0\\r\\n21939,598,26,Female,,salaried,1096,1,1358,12,4235.55,3950.69,3728.46,2730.74,71.7,0.27,349.6,497.59,4150.55,3864.26,0\\r\\n21940,2687,60,Male,1,self_employed,,3,585,,1525.22,1519.36,1520.3,1506.16,0.39,0.39,0.39,0.39,1522.19,1519.36,0\\r\\n21941,792,73,Male,0,retired,724,3,1804,56,2551.94,3502.14,3342.11,4673.26,0.09,2142.94,950.29,1030.1,2999.23,3835.95,0\\r\\n21942,337,42,Female,,salaried,575,3,622,340,1458.34,1458.34,1458.34,1449.1,0.31,0.31,0.31,0.31,1458.34,1458.34,0\\r\\n21943,722,72,Male,,self_employed,433,2,2768,354,5086.94,5086.94,5086.94,5044.09,0.37,0.37,0.37,0.37,5086.94,5086.94,0\\r\\n21944,534,31,Male,2,salaried,61,3,3263,48,2142.73,2148.86,2357.82,1847.57,0.23,0.64,1328.09,909.08,2482.13,2322.02,0\\r\\n21945,1675,90,,0,self_employed,409,2,922,33,6282.43,6428.43,2882.63,872.37,0.56,14286.27,147.7,8669.13,6297.34,1705.85,0\\r\\n21946,252,63,Male,,self_employed,865,3,4091,5,4136.5,3763.89,4675.22,5672.29,60.13,514.41,5930.13,9009.41,4037.96,4408.37,1\\r\\n21947,1270,44,Male,0,self_employed,623,2,1293,13,1278.46,747,2118.1,2783.32,382.4,401.84,714.61,7934.99,1040.98,1615.67,0\\r\\n21948,2302,37,Male,2,self_employed,1494,3,533,87,711.23,1519.68,1507.28,1688.3,0.21,0.21,808.66,0.21,848.94,1519.68,1\\r\\n21949,4461,53,Male,2,salaried,1020,1,1,14,2380.53,1394.41,1562.59,2091.63,5.87,286.24,0.53,0.53,1864.41,1143.21,0\\r\\n21950,1573,40,Male,0,self_employed,946,3,727,24,79.42,79.42,2451.43,180.92,3677.6,56429.03,3677.6,0.46,79.42,6577.63,1\\r\\n21951,2776,81,Male,0,self_employed,409,1,91,76,2235.68,2235.68,15023.06,2936.04,0.46,0.46,0.46,28571.89,2235.68,18825.54,0\\r\\n21953,3959,67,Male,3,retired,334,2,17,223,4540.09,4677.43,4762.66,4847.13,0.33,0.33,118.89,124.48,4658.36,4794.33,0\\r\\n21954,4407,54,Female,1,salaried,575,3,1202,17,1640.27,1178.29,2070.13,2691.29,484.89,484.89,26.31,1550.14,1471.65,2371.77,0\\r\\n21955,4319,54,Male,0,self_employed,1096,3,1375,11,2495.21,2240.32,2240.6,1771.26,236.07,214.64,0.36,252.36,2343.35,2224.83,0\\r\\n21956,883,70,Female,0,self_employed,623,3,1998,181,25881.77,25881.77,26070.71,26306.11,0.53,0.53,0.53,143.39,25881.77,26006.2,0\\r\\n21957,4786,57,Female,0,self_employed,15,2,442,26,2128.83,2299.93,1525.04,1113.67,286,1714.57,525.99,329.93,2198.07,1441.44,0\\r\\n21958,551,53,Female,,self_employed,146,1,1756,13,3343.88,3431.71,2218.56,2701.3,204.37,3261.03,143.23,0.37,3404.49,2338.59,0\\r\\n21959,355,61,Male,,retired,415,2,3986,83,19889.67,19889.67,20611.64,16820.18,0.3,0.3,0.3,1428.87,19889.67,20673.08,1\\r\\n21960,3997,12,Male,0,self_employed,1020,2,442,61,3758.11,3758.11,3795.59,80.83,0.64,0.64,0.64,857.79,3758.11,4216.63,0\\r\\n21961,2550,47,Male,0,salaried,1084,2,1029,73,879.64,1707.78,3152.87,5152.94,0.06,0.06,885.33,5593.49,1354.37,2954.4,0\\r\\n21962,2647,48,Male,1,salaried,1565,2,683,13,1314.19,4181.67,4032.98,7860.83,3400.87,0.59,5058.57,110.98,2322.74,4417.19,0\\r\\n21963,3167,47,Female,0,self_employed,491,3,619,,2058.2,2058.2,2058.2,2046.27,0.3,0.3,0.3,0.3,2058.2,2058.2,0\\r\\n21964,1460,59,Male,2,self_employed,1096,2,1401,24,4724.53,4775.31,4763.45,2809.48,458.54,458.54,458.54,458.54,4731.53,4745.75,0\\r\\n21965,1605,51,Male,0,self_employed,1096,3,27,300,2172.64,2174.32,2173.96,2163.44,0.67,0.67,0.67,0.67,2173.08,2174.38,1\\r\\n21966,2114,63,Male,0,self_employed,200,3,1648,95,4325.97,4362.26,4369.21,3999.79,0.23,0.23,36.52,15.69,4353.54,4376.22,0\\r\\n21967,2863,74,Male,0,self_employed,680,3,565,230,4829.1,6249.42,6087.36,6219.15,0.43,0.43,1429,0.43,5763.25,6249.42,0\\r\\n21968,2717,33,Female,0,salaried,1020,2,321,90,7485.38,7328.24,7485.78,8544.62,0.27,0.27,0.27,358.84,7349.92,7328.24,0\\r\\n21969,1968,66,Female,0,self_employed,1096,2,292,327,5832.45,5832.45,5832.45,5795.45,0.06,0.06,0.06,0.06,5832.45,5832.45,0\\r\\n21970,951,4,Male,0,student,1020,2,80,,5377.76,4999.19,5125.38,4968.79,0.04,0.04,0.04,0.04,5377.76,4999.19,0\\r\\n21972,1674,38,Female,0,self_employed,334,2,1947,68,208.31,1475.23,2330.79,1381.92,0.6,0.6,880.6,4214.89,837.25,3268.74,1\\r\\n21973,985,24,Male,0,student,904,2,1136,212,3113.75,3113.75,3113.75,3100.25,0.11,0.11,0.11,0.11,3113.75,3113.75,0\\r\\n21974,540,28,Male,0,self_employed,1096,2,327,39,2451.37,2451.37,2220.54,3782.7,0.47,1186.19,0.47,657.61,2451.37,2522.34,0\\r\\n21975,3450,60,Male,0,self_employed,1020,3,423,25,2741.01,2598.15,2640.84,2585.4,143.47,0.61,0.61,0.61,2726.23,2598.15,0\\r\\n21976,4968,55,Female,0,self_employed,1020,2,1,212,39068.05,39068.05,39056.72,38936.84,0.1,0.1,0.1,0.1,39068.05,39059.76,0\\r\\n21977,1753,37,Female,0,self_employed,665,3,177,42,2835.44,4621.15,2388.64,333.32,0.49,4286.2,1786.2,0.49,4559.58,2270.92,0\\r\\n21978,6776,90,Female,0,self_employed,409,3,1309,,3054.15,3054.15,3054.15,3034.8,0.33,0.33,0.33,0.33,3054.15,3054.15,0\\r\\n21979,2687,44,Male,2,self_employed,7,2,216,320,2432.95,2447.23,2451.48,2478.94,0.6,0.6,0.6,0.6,2437.38,2451.38,0\\r\\n21980,870,72,Male,,self_employed,179,2,641,6,9163.2,8760.5,9111.38,9194.71,414.83,129.11,0.54,714.83,8892.44,9245.92,0\\r\\n21981,322,37,Female,,self_employed,334,3,2461,23,3923.67,3659.39,3683.68,2624.6,714.3,0.01,821.44,85.73,4006.92,3679.66,0\\r\\n21982,1635,42,Female,0,self_employed,15,2,890,21,9032.21,14730.14,13187.65,10747.52,102.26,1757.73,5802.61,0.19,13598.64,14358.68,0\\r\\n21983,1756,39,Male,0,salaried,623,2,590,,3010.54,4210.54,3266.85,3475.13,0.41,0.41,0.41,0.41,3032.22,3933.13,0\\r\\n21984,4221,38,Male,0,salaried,664,2,241,11,5285.88,2822.14,2790.35,6546.14,323.27,326.66,0.26,0.26,2981.92,2809.84,0\\r\\n21985,180,61,Male,,self_employed,15,2,1676,61,2954.05,3954.05,3912.64,6958.4,0.27,0.27,714.56,73.99,3327.45,4108.41,0\\r\\n21986,496,85,Female,,retired,1540,2,670,,2918.53,2918.53,2918.53,2900.04,0.33,0.33,0.33,0.33,2918.53,2918.53,0\\r\\n21987,297,48,Male,,self_employed,1322,2,176,247,2133.07,2133.07,2133.07,2122.01,0.27,0.27,0.27,0.27,2133.07,2133.07,0\\r\\n21988,502,54,Male,,salaried,844,2,918,257,3474.53,3474.53,3474.53,3451.06,0.39,0.39,0.39,0.39,3474.53,3474.53,0\\r\\n21989,2094,46,Female,3,self_employed,743,2,1520,77,1260.31,1627.08,1936.27,2641.26,0.19,0.19,714.47,285.9,1157.5,1444.5,1\\r\\n21990,3155,28,Female,0,student,575,2,280,59,177.26,177.26,1509.06,30.95,0.29,17243.58,0.29,17143.14,177.26,4275.4,1\\r\\n21991,689,59,Female,,self_employed,1633,3,2095,233,771.91,10057.63,9816.83,17218.15,0.54,0.54,9286.26,0.54,5574.87,10057.63,0\\r\\n21992,240,57,Female,0,self_employed,1232,2,882,188,6913.4,6911.97,6910.95,7064.52,0.46,0.46,0.46,0.46,6912.95,6910.05,0\\r\\n21993,2173,66,Male,0,self_employed,689,3,1742,146,3098.52,3094.42,5045.95,7473.97,0.24,0.24,0.24,5000.24,3098.1,3946.96,0\\r\\n21994,1119,49,Male,0,self_employed,1552,3,791,9,9615.98,7390.64,5482.44,1968.2,4305.01,7251.86,1744.44,1298.71,8410.17,5188.34,0\\r\\n21995,1132,44,Male,0,salaried,268,1,2698,55,221.18,221.18,3475.63,14986.91,0.47,6000.47,0.47,11979.04,221.18,3328.55,1\\r\\n21996,756,33,Male,,salaried,146,3,1744,21,14345.46,1437.23,4741.17,1656.8,12906.61,95.34,0.63,0.63,11229.06,1450.1,0\\r\\n21997,861,61,Male,0,salaried,334,2,2082,115,1535.86,1393,1450.99,713.77,0.14,0.14,0.14,178.71,1535.86,1388.39,0\\r\\n21998,4743,77,Female,0,self_employed,146,3,75,37,4455.3,4468.35,2923.32,1469.97,0.01,2606.63,0.01,57.16,4463.85,2773.49,0\\r\\n21999,2285,43,Male,1,self_employed,372,2,2584,25,1298.17,1585.68,3058,3156.51,24.44,91.4,571.59,1578.73,1388.61,2699.67,1\\r\\n22001,1459,71,Male,0,retired,905,3,2769,64,2030.69,1971.03,2287.85,2875.84,0.3,0.3,0.3,647.94,1988.96,2339.66,0\\r\\n22002,729,60,Male,0,retired,1020,2,240,201,7936.72,7936.72,7936.18,5498.78,0.56,0.56,0.56,0.56,7936.72,7936.72,0\\r\\n22003,5033,56,Female,0,self_employed,834,2,28,200,3870.71,3870.71,3870.71,3846.45,0.54,0.54,0.54,0.54,3870.71,3870.71,0\\r\\n22004,2101,59,Male,0,salaried,532,2,1889,5,21702.31,19442.11,20930.92,21515.62,2472.06,0.63,0.63,2286.34,20680.29,20230.49,0\\r\\n22005,4751,41,Male,0,self_employed,1020,2,118,3,964.75,3970.58,22983.87,24231.52,56742.17,61164.28,115462.29,77060.89,10070.13,16259.48,0\\r\\n22006,1413,65,Male,0,self_employed,1589,2,389,33,6930.64,7644.92,6620.48,6304.16,0.51,1457.66,714.8,0.51,6955.27,6563.09,0\\r\\n22007,312,29,Female,0,salaried,575,3,2645,275,10983.68,9555.11,9050.83,3749.99,0.16,0.16,0.16,22.95,10983.68,9146.31,0\\r\\n22008,2918,27,Female,0,student,1589,2,255,,1580.04,1532.99,1471.46,1801.68,0.69,0.69,0.69,0.69,1564.62,1448.2,0\\r\\n22009,2784,45,Male,0,salaried,1232,3,1291,19,10146.38,9596.41,9657.93,10760.49,1102.63,1111.77,124.09,373.6,10178.14,9534.64,0\\r\\n22010,1149,41,Female,0,self_employed,1096,3,329,,6002.97,6002.97,5691.14,3889.63,0.49,0.49,0.49,0.49,6002.97,6002.97,1\\r\\n22011,1298,64,Female,0,retired,529,3,2155,154,1428.76,1428.76,2153.25,1812.58,0.19,0.19,0.19,0.19,1428.76,3616.74,0\\r\\n22012,233,29,Male,1,salaried,1589,3,275,23,2071.56,1148.12,3318.27,1639.17,54755.07,0.13,28653.34,0.13,9255.64,567.48,0\\r\\n22013,2349,31,Male,0,self_employed,491,3,1733,14,1984.2,1077.05,2112.86,1867.1,907.51,1978.94,0.37,3739.99,1554.89,2205.5,0\\r\\n22014,1669,51,Male,4,self_employed,623,2,81,121,6377.86,6437.57,6443.68,5662.35,0.11,0.11,59.83,24,6403.66,6451.36,0\\r\\n22016,1967,49,Male,0,salaried,,3,743,278,1585.46,2056.87,1976.58,2100.86,0.57,0.57,471.99,0.57,1815.99,2056.87,0\\r\\n22017,4275,58,Male,0,salaried,745,2,3942,5,2078.81,493.21,1586.09,1282.22,1786.41,257.84,143.56,143.56,1651.78,1268.39,0\\r\\n22018,859,54,Male,0,salaried,415,2,947,,6755.39,6755.39,6755.39,6708.54,0.29,0.29,0.29,0.29,6755.39,6755.39,0\\r\\n22019,1311,42,Male,0,salaried,1597,2,737,162,3235.13,3377.99,3467.56,4337.04,0.46,0.46,0.46,0.46,3328.73,3465.55,0\\r\\n22020,863,10,Male,0,student,1474,3,1012,,1950.85,1950.85,1950.85,1836.33,0.59,0.59,0.59,0.59,1950.85,1950.85,0\\r\\n22021,368,49,Male,2,salaried,1096,2,1375,,2294.34,1690.71,7849.28,9835.14,0.07,0.07,239.09,15014.21,1691.55,8309.27,1\\r\\n22022,711,32,Male,0,salaried,531,3,1351,,1551.63,1551.63,1551.63,1541.8,0.34,0.34,0.34,0.34,1551.63,1551.63,0\\r\\n22023,3163,50,Female,0,self_employed,1449,2,610,,2937.93,2937.93,2937.93,2914.13,0.11,0.11,0.11,0.11,2937.93,2937.93,0\\r\\n22024,5201,40,Male,0,salaried,61,2,1822,0,2806.67,2064.34,1990.78,2260.51,789.84,146.99,47.51,47.56,2082.29,1950.11,0\\r\\n22025,805,71,Male,,self_employed,1195,2,3295,339,7672.32,7672.32,7672.32,7623.83,0.37,0.37,0.37,0.37,7672.32,7672.32,0\\r\\n22026,2262,54,Male,3,self_employed,1456,3,1860,20,2169.06,1054.21,1432.19,1447.59,1788.34,0.3,673.49,0.3,2058.73,1054.21,0\\r\\n22027,2140,59,Female,0,self_employed,834,2,1130,12,2128.54,1857,2158.14,3131.43,307.34,0.09,0.09,0.09,2024.15,1868.52,0\\r\\n22028,1072,34,Male,0,self_employed,146,2,1748,3,935.01,16757,7164.72,6711.01,11892.29,65877.96,55489.16,46569.48,6169.95,14148.76,0\\r\\n22029,4869,42,Male,0,salaried,575,2,90,,3026.77,3026.77,3026.77,3009.82,0.04,0.04,0.04,0.04,3026.77,3026.77,0\\r\\n22030,1897,76,Male,0,retired,1020,2,118,,5110.18,5110.18,5110.18,5076.95,0.5,0.5,0.5,0.5,5110.18,5110.18,0\\r\\n22031,2872,35,Female,0,self_employed,834,2,349,10,9868.76,542.06,2976.1,3407.54,135.79,0.7,0.7,2857.84,3125.96,2389.83,0\\r\\n22032,6482,43,Female,0,self_employed,1096,3,27,,3869.49,3869.49,2702.06,1005.94,0.34,0.34,0.34,0.34,3869.49,3224.33,0\\r\\n22033,1109,42,Female,0,self_employed,533,3,2468,21,3082.82,3568.54,3470.82,2846.57,657.34,0.2,1428.77,0.2,3367.55,3568.54,1\\r\\n22034,1392,71,Male,0,retired,999,2,2267,47,3326.26,3395.24,3034.29,1768.31,0.14,714.43,0.14,785.86,3377.65,3190.29,0\\r\\n22035,2232,45,Male,0,salaried,146,2,1569,5,2945.84,2964.75,3481.92,5531.17,169.99,135.83,41.87,906.71,2999.47,3222.16,0\\r\\n22036,1271,61,Male,0,self_employed,1292,3,2464,26,1717.4,3086.32,2938.97,532.3,60.19,0.54,1429.11,0.54,2893.49,3086.32,0\\r\\n22038,1678,42,Female,0,self_employed,905,3,1832,,7480.73,7480.73,7615.15,7957.71,0.47,0.47,0.47,0.47,7480.73,7480.73,0\\r\\n22039,4846,41,Female,0,salaried,1525,2,146,89,8564.57,8579.16,8610.01,8626.76,0.39,0.39,0.39,0.39,8578.65,8616.57,0\\r\\n22040,2517,60,Female,0,self_employed,1020,3,538,35,4464.65,6176.01,6420.14,4983.99,0.34,57.49,1714.63,937.34,6029.85,6323.77,1\\r\\n22041,5506,63,Male,0,salaried,1525,2,38,201,1383.1,182.87,1930.1,2911.19,0.59,0.59,95.34,239.95,421.75,1623.08,0\\r\\n22042,1714,39,Male,3,self_employed,1608,3,1295,28,13.91,42801.13,47515.57,2319.02,217.27,217.27,25899.09,4148.48,13232.21,40430.93,1\\r\\n22043,920,61,Male,0,self_employed,785,1,3343,14,5484.99,4745.4,4138.29,2539.84,586.04,714.61,0.33,0.33,5063.5,4511.86,0\\r\\n22044,2411,28,Female,0,student,,2,315,76,2492.62,8349.77,5730.63,3624.05,0.21,0.21,8000.21,0.21,3073.91,8004.14,0\\r\\n22045,1220,90,,0,self_employed,136,2,1885,21,5687.22,5472.94,5448.78,4762.47,214.41,214.41,0.13,0.13,5635.5,5452.2,0\\r\\n22046,1744,69,Male,0,retired,302,2,402,13,1810.34,367.48,2185.37,2848.57,1442.96,285.81,0.1,428.67,1064.03,404.35,1\\r\\n22047,653,58,Female,,self_employed,385,3,2300,81,790.16,2228.79,2017.27,1379.08,0.47,0.47,1429.04,500.47,1036.46,2489.16,1\\r\\n22048,2558,42,Female,0,self_employed,1064,2,854,,4743.01,4578.72,4540.77,4026.3,0.41,0.41,0.41,0.41,4703.35,4541.62,0\\r\\n22049,1593,33,Male,0,self_employed,623,2,1628,7,1758.52,3143.42,1995.29,1138.82,821.13,172.1,5843.37,2325.03,3677.35,1859.82,0\\r\\n22050,4532,59,Female,0,self_employed,1020,3,47,17,2847.56,2645.51,2630.9,6814.54,500.34,702.15,0.34,0.34,2880.91,2729.55,0\\r\\n22051,753,24,Male,,student,514,2,190,186,7725.25,7725.25,7725.25,7682.91,0.04,0.04,0.04,0.04,7725.25,7725.25,0\\r\\n22052,2790,35,Female,0,self_employed,146,3,628,,2038.24,2038.24,2042.23,2019.62,0.01,0.01,0.01,94.29,2038.24,2055.94,0\\r\\n22053,2757,63,Male,0,self_employed,1557,3,876,108,4190.37,4190.37,4204.97,1543.95,0.17,0.17,0.17,0.17,4190.37,4190.37,0\\r\\n22054,445,28,Male,0,self_employed,621,2,531,18,3106.27,3020.56,2902.62,2632.78,157.77,243.49,0.63,29.2,3087.55,2956.5,0\\r\\n22055,724,34,Female,,salaried,1005,3,2842,31,5632.59,5632.59,7790.8,10587.88,0.09,9285.8,0.09,14285.8,5632.59,8766.23,0\\r\\n22056,2914,70,Male,1,retired,1242,3,1369,41,5994.63,6004.83,5638.6,5283.56,0.27,694.47,0.27,0.27,5994.68,5601.82,0\\r\\n22057,2643,59,Female,0,self_employed,1096,2,391,11,17095.66,3814.23,5838.86,13390.89,14710.7,0.7,1429.27,0.7,9689.45,3814.23,0\\r\\n22058,5010,58,Male,0,salaried,1020,2,79,7,2979.12,4369.89,3827.66,463.37,49.35,0.41,1486.13,490.95,3139.12,4706.11,0\\r\\n22059,1668,57,Male,0,salaried,623,2,1043,3,5203.78,4989.49,4991.96,4948.6,214.63,0.34,0.34,0.34,4996.88,4989.49,0\\r\\n22060,4099,58,Male,0,self_employed,409,3,393,172,2963.38,2895.62,2818.15,2561.59,0.21,0.21,160,16.24,3003.57,2825.31,0\\r\\n22061,557,31,Male,0,salaried,623,2,1628,48,4305.72,4305.72,4251.86,4302.43,0.21,7.44,0.21,7.44,4305.72,4303.85,0\\r\\n22062,951,21,Male,0,student,409,3,2076,13,3221.22,2828.36,2873.68,2365.72,407.19,0.04,0.04,14.33,3010.38,2841.73,0\\r\\n22063,1566,70,Female,0,self_employed,1525,2,52,4,1829.63,1696.95,1783.81,1677.74,132.79,132.97,0.1,350.1,1754.35,1712.61,0\\r\\n22064,5422,55,Male,0,self_employed,1020,2,91,294,1582.75,1582.75,1582.75,1572.82,0.26,0.26,0.26,0.26,1582.75,1582.75,0\\r\\n22065,560,6,Male,,company,334,1,17,,1510.96,1510.96,1510.96,1481.86,0.09,0.09,0.09,0.09,1510.96,1510.96,0\\r\\n22067,1253,38,Male,0,self_employed,1062,3,1787,161,6180.76,6178.8,6176.61,5526.73,0.63,0.63,0.63,0.63,6180.02,6175.86,0\\r\\n22068,1784,56,Male,0,salaried,834,3,1924,58,1769.27,1766.68,1792.46,1468.32,0.69,4435.26,0.69,4286.4,1766.77,1998.67,0\\r\\n22069,573,68,Female,,self_employed,554,2,2990,175,2466,2466,2466,2435.47,0.64,0.64,0.64,0.64,2466,2466,0\\r\\n22070,833,90,,,self_employed,229,2,2297,95,827.29,1184.44,2589.22,3688.13,0.21,0.21,357.36,0.21,864.24,1184.44,0\\r\\n22071,1436,82,Male,0,retired,61,2,1313,24,5846.62,5279.28,4971.71,3089.95,571.77,571.77,0.34,0.34,5771.33,5039.65,0\\r\\n22072,6687,49,Male,0,self_employed,1232,1,7,12,3132.36,2501.59,2347.85,3980.64,1736.27,1971.99,0.56,0.56,2720.57,2183.62,0\\r\\n22073,2261,36,Male,0,salaried,65,3,1244,4,3564.33,345.01,1538.7,565.62,41195.47,1218.38,66283.34,2883.9,4151.43,265.11,1\\r\\n22074,564,46,Female,,self_employed,1449,2,3214,186,3422.6,3422.6,3422.6,3408.22,0.7,0.7,0.7,0.7,3422.6,3422.6,0\\r\\n22075,202,19,Female,,student,1096,2,1001,152,1432.86,1432.86,1432.86,1201.51,0.46,0.46,0.46,0.46,1432.86,1432.86,0\\r\\n22076,296,19,Male,,student,,3,1452,284,4739,4724.71,4715.76,4651.35,0.67,0.67,0.67,0.67,4729.64,4715.96,0\\r\\n22077,3442,39,Female,0,self_employed,15,3,461,0,1617.43,10876.13,5814.02,8542.04,2102.42,8571.79,9259.06,1845.64,7010.07,9510.58,0\\r\\n22078,6972,71,Female,0,self_employed,1020,1,13,123,99778.95,101771.66,80896.61,33560.36,0.61,0.61,536.51,43452.9,100839.45,102116.72,0\\r\\n22079,1649,36,Male,0,salaried,,3,1963,13,7703.4,5417.69,5187.19,3685.14,2286.39,3143.53,0.67,2572.1,6521.14,5320.91,0\\r\\n22080,898,33,Male,0,self_employed,905,2,1319,,6922.83,7190.67,7027.47,6632.8,0.34,0.34,268.19,260.34,7073.93,7069.84,0\\r\\n22081,3258,60,Male,0,self_employed,774,3,732,,2203.96,2203.96,2203.96,2190,0.27,0.27,0.27,0.27,2203.96,2203.96,0\\r\\n22082,2875,65,Male,2,retired,996,2,1314,18,8549.2,8240.21,7992.59,4235.09,1071.47,1642.9,1002.94,1428.61,8436.11,8162.56,0\\r\\n22083,1373,31,Female,0,self_employed,347,3,2448,,1926.8,1926.8,1939.47,1936.01,0.69,0.69,0.69,22.11,1926.8,1943.39,0\\r\\n22084,2566,44,Male,2,self_employed,334,2,847,12,2955.19,2716.27,2232.92,3311.8,2887.23,4603.55,2555.22,3487.98,2659.32,2078.14,0\\r\\n22085,2818,60,Male,0,salaried,623,1,364,14,3536.08,7359.55,6082.57,4164.28,836.06,0.34,1443.75,1790.42,3834.04,6808.14,0\\r\\n22086,2133,39,Female,1,self_employed,334,3,82,80,6923.5,8778.07,7989.55,5470.25,0.11,0.11,1857.26,79.84,7478.65,8828.08,0\\r\\n22087,7199,54,Male,0,salaried,531,2,3,26,5282.49,5403.94,5150.56,5574.69,1.91,1111.54,143.34,714.77,5286.79,5154.67,1\\r\\n22088,767,53,Female,0,self_employed,1416,3,524,208,2455.25,2455.25,2210.25,1776.26,0.63,0.63,0.63,0.63,2455.25,2455.25,0\\r\\n22089,2629,29,Male,0,self_employed,615,2,1062,5,27227.7,22938.19,23525.66,23708.13,4285.97,0.26,0.26,0.26,24715.38,22933.78,1\\r\\n22090,3055,76,Male,0,retired,491,2,619,25,2031.55,1388.69,2122.37,6741.5,1286.1,0.39,643.24,671.81,2083.27,1808.97,0\\r\\n22091,1117,32,Female,0,self_employed,146,2,1757,,1881.62,1881.62,1881.62,1750.3,0.53,0.53,0.53,0.53,1881.62,1881.62,0\\r\\n22092,1095,61,Female,0,self_employed,1020,1,5,107,2197.37,3671.51,3785.66,2184.28,0.7,0.7,1786.41,0.7,3451.65,3671.51,1\\r\\n22093,2755,79,Female,0,self_employed,154,2,658,56,1193.54,1193.54,1705.22,2673.49,0.47,71.9,0.47,1429.04,1193.54,1370.96,0\\r\\n22094,4582,41,Male,2,salaried,318,2,450,0,5302.52,3785.29,3904.38,4671.79,3083.54,1487.7,1465.39,1875.79,3876.18,3774.14,0\\r\\n22096,5372,55,Male,0,salaried,1020,2,13,3,12585.5,10556.48,8203.38,26946.06,4102.59,3624.4,2822.66,1045.72,9562.89,7871.86,0\\r\\n22097,4391,66,Male,1,self_employed,409,3,2024,20,797.62,509.39,1725.75,719.65,315.51,33886.94,11685.89,34328.08,1120.48,3019.56,1\\r\\n22098,702,65,Male,0,self_employed,1232,3,2524,97,0.5,0.5,4972.33,16406.9,0.5,0.5,0.5,0.5,0.5,0.5,1\\r\\n22099,1526,25,Female,0,student,953,3,470,26,2049.74,1198.76,1467.99,896.79,857.59,0.44,6.6,3.6,1993.84,1201.3,0\\r\\n22100,1206,50,Female,0,self_employed,499,2,647,,3932.38,4214.25,5647.85,12498.42,0.56,0.56,286.27,714.84,3952.08,4603.35,0\\r\\n22101,4472,31,Male,0,salaried,1096,2,26,19,3463.34,886.57,5604.37,5555.42,700.44,943.3,0.44,5714.73,3506.69,4320.3,0\\r\\n22102,3590,43,Male,0,self_employed,1020,1,1204,21,9348.43,5134.14,8090.03,6102.6,11428.71,43,7143,3571.57,10215.42,7593.24,0\\r\\n22103,1175,50,Female,0,self_employed,1227,2,1005,101,169.8,8077.8,6454.75,6216.49,0.43,0.43,7908.43,29,6438.15,8091.62,1\\r\\n22104,4074,67,Female,0,self_employed,1111,1,4715,4,9829.25,9472.11,9492.64,9343.36,357.76,0.61,0.61,0.61,9533.69,9472.11,0\\r\\n22105,228,47,Male,3,self_employed,1294,3,150,20,2865.99,1296.64,5492.01,5327.99,8334.53,0.54,9079.47,6979.47,3276.95,3398.56,1\\r\\n22106,464,27,Male,,self_employed,1647,2,3585,189,6719.91,6934.19,6983.81,8866.11,0.01,0.01,285.73,428.59,6793.8,7008.32,0\\r\\n22107,2336,62,Female,0,self_employed,1513,2,741,,3028.82,2257.4,2274.75,1394.58,0.3,0.3,0.3,0.3,2807.15,2224.22,0\\r\\n22108,2644,60,Male,0,self_employed,409,3,1350,26,1738.32,2037.38,4074.61,3213.02,314.74,314.74,578.09,6522.4,1785.48,3553.18,0\\r\\n22109,1745,51,Female,0,self_employed,342,2,374,78,3323.4,3323.4,3123.56,2117.15,0.41,0.41,0.41,0.41,3323.4,3323.4,1\\r\\n22111,2610,59,Male,0,self_employed,419,2,887,,2846.21,2846.21,2846.21,3146.61,0.3,0.3,0.3,0.3,2846.21,2846.21,0\\r\\n22112,2375,53,Female,0,self_employed,409,2,4139,7,28684.21,6108.45,10133.34,2804.42,34727.81,12731.56,12142.99,10717.9,13138.62,13384.22,0\\r\\n22113,4874,54,Female,0,self_employed,1020,2,1,361,9356.31,9356.31,9356.31,9297.04,0.29,0.29,0.29,0.29,9356.31,9356.31,0\\r\\n22114,4905,55,Male,0,salaried,15,2,49,70,5435.73,4649.13,3197.16,2803.98,0.24,0.24,823.63,1358.1,4067.27,3526.87,0\\r\\n22115,3245,43,Male,3,self_employed,1623,3,532,26,2542.98,1201.51,1635.76,1242.63,1428.74,0.17,84.41,249.57,2490.93,1244.41,0\\r\\n22116,4429,39,Male,1,self_employed,1589,2,2137,19,3612.78,1227.06,1885.21,1243.6,2386,0.29,0.29,0.29,3125.09,1224.21,0\\r\\n22117,2797,64,Male,2,self_employed,146,3,2855,79,2722.82,1319.39,1716.13,2855.52,0.56,0.56,3536.76,225.85,2683.17,1189.13,0\\r\\n22118,811,28,Male,,self_employed,1494,3,251,138,1844.32,1895.54,2122.55,1976.25,0.13,0.13,51.34,500.96,1873.89,2331.82,0\\r\\n22119,313,27,Male,,self_employed,1020,2,80,28,5220.64,5127.57,5048.84,3467.16,817.37,0.23,724.3,0.23,5682.57,5112.26,1\\r\\n22120,1298,30,Male,0,self_employed,146,2,1050,11,35353.87,36066.87,34190.49,35977.89,429.06,1503.25,607.63,0.49,35673.36,35530.17,0\\r\\n22121,4683,53,Male,2,salaried,1096,2,134,119,1945.04,1945.04,1945.04,2576.15,0.07,0.07,0.07,0.07,1945.04,1945.04,0\\r\\n22122,2043,56,Female,0,self_employed,905,3,943,49,5113.52,5256.37,3950.03,4984.65,0.21,861.47,0.21,0.21,5148,4301,1\\r\\n22123,1209,39,Female,0,self_employed,409,3,395,31,2851.24,2851.24,2833.11,2609.48,0.2,28.77,0.2,0.2,2851.24,2825.43,0\\r\\n22124,2555,55,Female,0,self_employed,578,2,399,,1536.08,1536.08,2661.88,3643.16,0.39,0.39,0.39,2143.24,1536.08,2777.78,1\\r\\n22125,3283,47,Female,0,self_employed,1525,1,291,11,11918.01,9446.86,14199.83,20595.2,1817.9,0.47,99.04,4981.83,10199.21,12587.55,0\\r\\n22126,1102,64,Female,0,self_employed,17,2,181,206,3096.32,3096.32,3096.32,3083.04,0.57,0.57,0.57,0.57,3096.32,3096.32,0\\r\\n22128,2446,59,Male,0,salaried,1020,2,1471,30,104507.75,83045.39,99549.82,8883.33,0.16,35689.54,22374.21,18389.07,113673.05,90817.31,0\\r\\n22129,1713,66,Male,3,self_employed,460,2,2301,33,7697.26,1659.58,1936.01,6403.29,0.34,1828.91,1256.06,1892.54,1121.51,1713.4,0\\r\\n22130,2529,9,Male,0,student,1020,2,542,86,1649.82,1649.82,1560.18,1441.84,0.16,0.16,0.16,0.16,1649.82,1575.08,0\\r\\n22131,2028,67,Male,1,retired,1085,3,1694,80,13540.77,13540.77,12367.67,2615.99,0.56,0.56,0.56,0.56,13540.77,13540.77,0\\r\\n22132,3595,31,Female,0,student,1020,1,357,0,1521.6,4228.41,3653.42,3003.33,150.75,21.89,3571.84,0.41,4282.86,4101.74,0\\r\\n22133,240,39,Female,0,self_employed,1289,3,1916,3,3276.61,2313.9,2899.37,590.96,3691.67,0.39,2800.39,0.39,2761.49,2321.21,0\\r\\n22134,4431,48,Male,1,self_employed,379,2,173,14,5257.6,5022.16,5339.19,5452.93,171.59,0.16,0.16,471.59,5117.47,5416.58,0\\r\\n22135,5844,44,Male,0,salaried,1232,2,539,3,3123.29,2875.42,1920.52,3398.18,291.77,285.99,1958.96,2562.54,2504.97,1706.95,0\\r\\n22136,1119,67,Male,0,self_employed,1337,2,449,20,7793.18,1436.04,3136.46,757.13,5714.64,0.36,0.36,364.64,6061.66,1716.89,0\\r\\n22137,609,54,Male,,self_employed,682,2,3794,9,1596.59,1168.02,1602.68,2284.33,472.09,757.8,0.66,872.17,1314.33,904,0\\r\\n22138,2741,43,Male,3,self_employed,409,2,921,5,13760.12,6207.44,6869.92,5165.23,8692.21,1300.43,127.85,934.99,8171.86,6573.17,0\\r\\n22139,2939,34,Female,0,salaried,146,2,832,0,1866.17,1355.4,2281.04,3312.01,3567.93,18.84,3114.31,284.13,1575.55,1605.71,0\\r\\n22140,4071,41,Female,0,self_employed,611,3,155,195,2482.14,2517.52,2527.5,2566.96,0.56,0.56,35.94,12.62,2503.91,2523.08,0\\r\\n22141,4125,53,Male,3,salaried,1388,3,621,231,10614.93,9174.07,9831.52,9767.83,0.17,0.17,943.03,1467.39,11245.27,8718.44,0\\r\\n22143,5232,56,Male,2,self_employed,860,2,125,72,3749.51,3749.51,3234.92,598.69,0.43,0.43,0.43,0.43,3749.51,3749.51,0\\r\\n22144,1147,39,Male,1,salaried,1020,1,291,7,129416.24,81306.95,181363.09,81097.76,104407.54,3780.54,3801.1,4436.49,125123.28,283820.69,0\\r\\n22145,1561,90,,0,self_employed,593,2,1476,13,834.99,1120.7,1527.1,1410.21,2000.67,7714.96,2286.39,7143.53,982.77,770.47,0\\r\\n22146,1185,31,Female,0,self_employed,904,2,1112,59,7098.02,7112.31,7338.7,14293.2,0.46,72.03,0.46,0.46,7105.91,7119.68,0\\r\\n22147,2343,47,Female,0,self_employed,1020,2,1120,5,9065.76,7450.43,7014.26,4883.82,572,433.29,106.79,254.33,8205.3,7020.82,0\\r\\n22148,1133,46,Female,0,self_employed,1598,2,2028,5,10779.59,10636.73,10251.7,7321.57,142.9,142.9,0.04,0.04,10661.36,10516.92,0\\r\\n22149,894,53,Male,0,self_employed,529,3,2155,5,12104.14,13154.14,13100.58,13416.7,13139.86,0.44,14175.57,14.73,12935.91,13163.82,0\\r\\n22150,2170,62,Male,0,self_employed,1232,3,1792,103,3554.25,3554.25,3521.48,2106.12,0.37,0.37,0.37,1428.94,3554.25,3292.96,0\\r\\n22151,4769,35,Male,0,salaried,1020,1,501,347,163070.14,164218.16,161162.7,146715.65,0.14,0.14,1176.73,1517.39,163963.24,165185.15,0\\r\\n22152,2046,90,Male,0,retired,334,2,1305,38,5071.92,5071.92,5176.87,5377.36,0.51,571.94,0.51,916.54,5071.92,5042.16,0\\r\\n22153,1379,36,Female,3,self_employed,751,2,2784,33,633.22,2938.5,2570.14,2119.91,0.16,3769.98,62.27,5347.99,1260.59,3458.42,0\\r\\n22154,1379,59,Male,0,salaried,623,2,2398,14,7593.4,9189.83,3711.06,2404.35,115.99,258.84,1164.56,1233.5,8205.1,2204.97,0\\r\\n22155,5081,46,Female,0,self_employed,146,2,41,0,4410.48,4582.58,4596.2,4850.84,28.65,2.4,7.91,5.35,4544.09,4568.51,0\\r\\n22156,3301,45,Female,0,self_employed,1589,1,255,20,1594.73,309.02,2111.63,1699.95,5572.03,7286.31,6429.17,7143.46,2737.59,1866.62,0\\r\\n22157,228,42,Female,,salaried,15,2,4289,207,4638.07,4652.36,4654.71,4688.38,0.16,0.16,0.16,0.16,4640.53,4654.66,0\\r\\n22158,1698,23,Male,0,student,1525,2,1024,17,1887.06,1642.16,2890.45,2504.17,429.57,442.57,184.67,2473.13,1874.96,1474.94,1\\r\\n22159,1355,62,Female,0,self_employed,656,2,2279,301,2552.83,2581.4,2587.38,2654.11,0.49,0.49,0.49,0.49,2559.72,2586.93,0\\r\\n22160,1617,60,Male,0,salaried,,2,40,28,6275.62,6252.64,6495.49,6832.06,23.14,23.14,0.16,693.01,6275.62,6448.72,0\\r\\n22161,4409,39,Female,0,self_employed,834,2,28,342,7343.77,7343.77,6296.95,4908.02,0.57,0.57,0.57,0.57,7343.77,6522.31,0\\r\\n22162,1185,22,Female,0,student,146,1,9,13,18148.41,16434.13,16937.4,17748.85,1714.63,0.34,0.34,0.34,17261.71,16434.74,0\\r\\n22163,2071,51,Male,0,salaried,834,2,1927,0,4699.89,3846.03,3016.02,-4109.78,1400.34,1400.34,306.2,406.7,3501.16,2958.68,0\\r\\n22164,1899,90,Male,0,self_employed,1598,1,220,4,4506.16,2043.27,2424.84,3097.93,3099.99,0.5,600.5,788.97,2092.97,2384.24,0\\r\\n22165,1815,52,Male,1,salaried,996,1,1336,3,8628.25,15689.66,22273.02,4622.25,324755.17,2269.1,56947.89,2763.3,59948.25,2853.97,1\\r\\n22166,757,50,Male,0,self_employed,1232,3,3000,18,155.51,1928.25,2415.23,833.74,8214.56,1785.99,10435.99,135.99,5760.68,395.53,0\\r\\n22167,1784,32,Male,0,self_employed,67,2,705,84,1138.27,2565.99,2360.7,2752.43,0.01,0.01,1430.65,117.48,1827.36,2600.91,1\\r\\n22168,2695,46,Female,0,self_employed,1020,2,410,,186.27,175.79,2206.97,3515.72,0.49,0.49,7156.54,14083.93,1188.27,2604.78,1\\r\\n22169,5785,61,Male,0,salaried,1096,2,44,14,4417.02,4542.36,4544.33,3632.98,857.73,0.59,1043.36,1043.36,4278.45,4752.94,0\\r\\n22170,1374,8,Male,0,student,409,2,584,248,14588.81,14588.81,14588.81,14507.03,0.17,0.17,0.17,0.17,14588.81,14588.81,0\\r\\n22171,3055,44,Male,0,salaried,1232,2,148,3,21605.43,21192.49,25612.17,19835.67,371.81,16406.31,28571.67,35714.53,23191.61,28254.81,0\\r\\n22172,1605,46,Female,0,self_employed,334,2,2077,3,938.61,1371.81,1490.86,1158.54,7529.84,5113.66,12782.71,10857.23,1448.41,1472.87,0\\r\\n22173,3570,42,Male,0,salaried,751,2,1581,89,6261.57,6261.57,6265.15,5945.85,0.59,0.59,0.59,0.59,6261.57,6261.57,0\\r\\n22174,2398,41,Female,1,self_employed,1034,1,65,30,4685.95,5053.42,4593.29,6768.48,0.13,835.84,315.3,24.68,4841.97,4329.36,0\\r\\n22176,1232,44,Male,3,salaried,1467,2,3682,10,8480.17,6933.09,7095.63,2100.33,3428.93,0.36,1875.3,418.16,7198.98,7008.65,0\\r\\n22177,1322,48,Male,0,self_employed,656,2,1828,,13037.03,13037.03,13037.03,12954.57,0.56,0.56,0.56,0.56,13037.03,13037.03,0\\r\\n22179,3379,70,Female,0,self_employed,1232,2,75,,6229.62,6028.91,6024.85,5635.64,0.7,0.7,0.7,0.7,6229.62,6016.01,0\\r\\n22180,1589,43,Male,0,self_employed,1574,2,1572,20,4000.02,3939.72,3175.31,4165.84,285.86,0.94,154.16,62.28,3993.23,3032.68,0\\r\\n22181,3152,35,Female,0,self_employed,1232,3,746,33,3210.33,13781.76,2267.82,596.99,0.07,12857.21,10714.36,0.07,3205.4,2583.6,0\\r\\n22182,3562,32,Female,0,self_employed,1096,1,313,10,1665.59,1075.8,1911.12,95.12,775.06,3101.73,185.27,5358.56,1203.83,2944.2,0\\r\\n22183,4934,68,Female,0,salaried,1232,2,7,11,1639.3,2943.35,2703.55,3067.09,4210.36,16115.8,2286.4,4431.93,1499.67,4705.68,0\\r\\n22184,2834,39,Male,0,salaried,169,3,429,0,3455.43,2858.97,2959.36,2767.86,810.83,198.86,142.94,357.23,3106.25,2903.27,0\\r\\n22186,422,2,Male,,student,1525,3,60,13,3786.11,3428.97,3576.05,2273.9,86.11,0.4,371.83,300.4,3818.13,3582.43,0\\r\\n22187,3586,34,Male,0,self_employed,1494,3,896,0,4438.43,2793.38,4188.8,3666.05,3007.76,8722.04,1879.61,10284.96,3675.1,4934.24,0\\r\\n22188,3231,43,Male,2,self_employed,1084,3,830,26,39509.06,4463.95,13690.56,5329.9,3214.56,735.99,6350.6,5983.25,33133.01,3853.3,0\\r\\n22189,1918,36,Female,0,self_employed,1327,3,161,21,882.37,4686.54,5237.18,1396.76,22630.76,6153.9,27149.21,4286.19,10054.78,2918.58,1\\r\\n22190,2998,39,Female,0,self_employed,834,3,334,0,352.37,272.37,1744.65,5119.72,81.66,65.66,0.09,9642.94,307.21,570.74,0\\r\\n22191,3239,90,,0,self_employed,44,3,409,19,1557.14,1858.15,3102.21,938.62,199.34,248.6,308.53,0.27,1577.55,1802.08,1\\r\\n22192,2719,90,Male,0,self_employed,834,3,8,13,509.47,897.03,1440.92,1840.96,109.28,0.51,0.51,0.51,753.41,897.03,0\\r\\n22193,1992,33,Male,0,salaried,409,2,923,40,2462.56,2462.56,2168.18,1675.82,0.03,414.31,0.03,0.03,2462.56,2632.61,0\\r\\n22194,636,36,Male,0,self_employed,834,2,22,12,833.55,5292.05,2243.3,586.25,2863.08,2834.36,7321.57,714.74,2172.6,3054.22,1\\r\\n22195,1238,28,Female,0,salaried,318,3,1556,151,53.47,1025.33,1476.04,2119.32,0.07,0.07,971.93,790.66,526.94,1545.17,0\\r\\n22196,2722,84,Female,0,retired,1076,3,64,6,503.49,377.63,2713.34,3820.32,51.88,32.59,0.43,1643.29,452.9,1307.23,0\\r\\n22198,1571,34,Male,0,salaried,623,1,317,97,4286.58,2173.35,2702.32,2776.4,0.54,0.54,746.6,2988.4,3266.7,2397.2,0\\r\\n22199,1178,81,Male,0,self_employed,1589,3,1714,,8580.14,8580.14,8580.14,8525.79,0.61,0.61,0.61,0.61,8580.14,8580.14,0\\r\\n22200,793,40,Male,,self_employed,623,2,1031,4,8890.16,7013.36,6950.29,7336.03,8114.07,8296.11,7187.26,6134,7278.07,7796.95,0\\r\\n22201,583,52,Male,,salaried,1111,3,545,0,6377,6241.57,4855.34,4907.37,1717.51,1731.8,153.43,143.23,4798.25,4727.83,0\\r\\n22202,1631,42,Female,0,salaried,623,2,2083,21,140326.84,139095.72,137006.1,131825.37,30.44,157.48,1522.51,2128.97,138458.67,136530.97,0\\r\\n22203,3061,43,Female,0,self_employed,705,2,525,175,10171.33,10185.62,10188.45,6927.04,0.59,0.59,0.59,0.59,10174.29,10188.38,0\\r\\n22204,2842,36,Male,0,student,1096,1,467,20,5782.12,4671.5,5106.28,3777.28,1428.76,0.19,333.14,1084.01,5544.41,5481.49,0\\r\\n22205,437,3,Male,,student,1020,2,625,104,1649.33,1649.33,1627.09,1140.13,0.54,0.54,0.54,0.54,1649.33,1649.33,0\\r\\n22206,2461,67,Male,0,salaried,1096,2,578,,2484.65,2484.65,2484.65,2466.09,0.67,0.67,0.67,0.67,2484.65,2484.65,0\\r\\n22207,632,6,Male,,student,409,3,43,123,1449.33,1463.61,1464.09,790.33,0.17,0.17,0.17,0.17,1449.82,1464.08,0\\r\\n22208,1253,55,Male,0,self_employed,300,3,2833,,2027.32,2027.32,2031.43,2035.43,0.51,0.51,0.51,0.51,2027.32,2027.32,0\\r\\n22209,3114,38,Female,0,self_employed,980,2,285,21,459.01,10139.74,9762.25,10629.59,7785.87,0.16,18101.67,0.16,9207.24,9219.06,1\\r\\n22210,507,24,Male,,self_employed,1111,2,3104,152,31007.32,38864.46,40140.9,41014.95,0.69,0.69,7857.83,4286.4,36918.65,40377.9,1\\r\\n22211,927,51,Male,0,self_employed,587,3,954,57,2647.99,3084.36,3048.61,2859.51,0.17,30.24,0.17,0.17,3009.12,3082.42,0\\r\\n22212,6339,36,Female,0,self_employed,1096,1,26,49,2274.92,2412.85,4581.37,6395.57,0.27,1428.84,0.27,5000.63,2306.86,6131.92,0\\r\\n22213,1280,64,Female,0,salaried,1266,3,2289,,3201.42,3201.42,3201.42,3182.35,0.61,0.61,0.61,0.61,3201.42,3201.42,0\\r\\n22214,1963,44,Male,0,salaried,,3,1725,35,11259.52,11259.52,9577.9,8651.65,0.39,2857.53,0.39,0.39,11259.52,9047.54,0\\r\\n22215,2403,62,Male,0,salaried,1315,3,250,21,1129.82,2113.74,1754.33,1475.79,724.63,796,1709.29,200.57,1798.77,2036.91,0\\r\\n22216,1421,57,Male,0,self_employed,15,1,6,216,14774.96,4383.45,3025.29,821.68,0.49,0.49,0.49,0.49,5009.44,3968.7,0\\r\\n22217,7013,71,Male,0,self_employed,1020,1,60,21,43.4,1410.14,3043.5,1103.73,3005.4,28572,14517.92,28811.97,3544.7,3304.13,0\\r\\n22218,3164,47,Male,0,salaried,133,3,366,361,2965.6,2965.6,2965.6,2947.68,0.09,0.09,0.09,0.09,2965.6,2965.6,0\\r\\n22219,4366,62,Female,0,self_employed,1121,1,91,43,19714.71,21000.43,18655.92,83670,0.43,358923.96,1286.14,358923.96,20158.06,32578.61,0\\r\\n22220,1321,30,Male,0,salaried,146,2,628,7,1817.24,2581.5,2297.4,2330.42,19.2,5872.87,1662.03,5610.64,2151.03,2421.92,0\\r\\n22221,2889,29,Male,0,salaried,1531,2,776,73,1239.88,3605.02,3236.8,7462.98,0.31,0.31,2394.03,0.31,1728.42,3605.02,0\\r\\n22222,851,29,Female,0,salaried,1020,3,60,9,11131.41,11364.27,11453.71,13361.25,222.9,0.04,455.76,132.87,11323.92,11395.23,0\\r\\n22223,311,38,Male,1,self_employed,649,2,1585,161,3242.4,3243.21,38231.14,44906.72,0.21,0.21,10000.21,4301.91,3587.22,54261.28,1\\r\\n22224,2128,62,Male,0,self_employed,1096,3,1127,,4539.72,4539.72,4539.72,4510.96,0.03,0.03,0.03,0.03,4539.72,4539.72,0\\r\\n22225,4490,84,Female,0,self_employed,334,1,17,,1915.42,1201.14,1598.93,1702.48,0.04,0.04,0.04,0.04,1841.53,1039.85,0\\r\\n22226,788,25,Male,,salaried,409,2,2035,27,2052.18,2066.46,1872,1474.33,14.93,0.64,14.93,0.64,2052.67,1938.31,0\\r\\n22227,3294,39,Female,0,self_employed,409,1,396,17,2045.57,83.35,4781.39,3863.16,43603.91,746.77,21102.91,2300.09,8815.04,1062.82,1\\r\\n22228,2333,23,Male,0,student,649,3,1430,28,5144.5,620.79,2133.53,675.54,4523.73,0.01,0.01,142.87,4988.51,648.44,0\\r\\n22229,3476,40,Female,0,self_employed,1096,2,271,61,4572.89,4572.89,4697.03,3215.55,0.24,0.24,0.24,2105.6,4572.89,4844.55,0\\r\\n22230,1077,22,Male,0,student,1232,1,7,0,6042.85,7286.86,5304.1,3195.59,2.69,2875.79,1448.83,2569.24,7108.61,4623.17,0\\r\\n22231,289,47,Female,0,salaried,146,1,76,122,7244.2,7244.2,7244.2,6108.13,0.27,0.27,0.27,0.27,7244.2,7244.2,0\\r\\n22232,3576,36,Female,0,salaried,656,2,2764,38,8862.42,8862.42,4637.81,2222.8,0.51,7146.74,0.51,0.51,8862.42,3331.82,0\\r\\n22233,3208,39,Male,2,self_employed,623,3,81,14,91.19,17424.29,16335.95,445.68,314.37,340.06,17650.09,4967.7,2535.35,24533.87,1\\r\\n22234,2145,47,Female,0,salaried,1180,1,116,75,5087.07,5087.07,5064.03,4919.66,0.06,0.06,0.06,0.06,5087.07,5087.07,0\\r\\n22235,4671,36,Male,0,retired,1221,1,202,6,2350.15,2478.72,2829.36,2834.35,114285.77,114285.77,57257.2,85714.34,2355.07,2483.33,1\\r\\n22236,2498,79,Male,0,retired,834,1,40,,32528.8,32033.75,32004.6,30296.69,0.67,0.67,0.67,0.67,32511.73,31985.32,0\\r\\n22237,4834,56,Male,0,salaried,1084,3,540,35,13988.84,14400.82,13518.51,13566.64,0.01,2532.16,1447.13,1608.86,14582.16,13062.46,0\\r\\n22238,5402,75,Female,0,retired,1020,2,86,151,11397.17,11397.17,11397.17,8935.33,0.59,0.59,0.59,0.59,11397.17,11397.17,0\\r\\n22239,3688,77,Male,0,retired,1084,3,489,82,575.26,4860.97,4275.52,1317.86,0.39,0.39,4286.1,0.39,4210.73,4860.97,0\\r\\n22240,2133,50,Male,0,salaried,1180,2,726,116,5938.22,5934.66,6180.01,6652.9,0.13,0.13,0.13,0.13,5938.1,5934,0\\r\\n22241,2265,75,Male,0,self_employed,905,2,1836,,7900.13,7900.13,7900.13,7844.4,0.17,0.17,0.17,0.17,7900.13,7900.13,0\\r\\n22242,534,42,Male,,self_employed,15,3,1337,21,9095.49,8988.35,9055.02,9007.5,107.73,0.59,0.59,109.57,9069.63,9001.88,0\\r\\n22243,1029,3,Female,0,student,905,1,259,,3471.75,3471.75,3471.75,3447.03,0.63,0.63,0.63,0.63,3471.75,3471.75,1\\r\\n22244,2028,31,Male,2,self_employed,1084,2,829,227,1888.3,1886.44,1885.22,1875.19,0.53,0.53,0.53,0.53,1887.21,1885.06,0\\r\\n22245,2695,90,Male,0,self_employed,1020,2,84,87,8348.86,8348.86,8328.12,7106.32,0.21,0.21,0.21,0.21,8348.86,8348.86,0\\r\\n22246,1012,40,Male,,self_employed,101,3,2999,56,2378.49,2392.77,2197.06,1866.41,0.2,571.63,0.2,0.2,2392.28,2350.38,0\\r\\n22248,2504,45,Female,0,salaried,1085,3,135,158,2425.65,2425.65,2576.19,3171.57,0.5,0.5,0.5,286.21,2425.65,2494.77,0\\r\\n22249,2284,38,Male,0,self_employed,1494,3,209,30,3246.73,3246.73,3117.7,2902.58,0.53,200.53,0.53,0.53,3246.73,3059.64,0\\r\\n22250,1738,45,Female,0,self_employed,1020,2,1036,184,5296.85,4409.71,3998.18,2238.21,0.01,0.01,0.01,0.01,4924.58,4069.39,0\\r\\n22251,2716,72,Male,0,retired,1096,3,363,5,7992.57,6765.4,6636.92,6212.06,1925.61,1067.47,698.44,1247.98,6968.96,6447.97,0\\r\\n22252,2657,69,Male,1,self_employed,1044,1,386,26,14951.71,15217.88,7203.91,1174.16,457.51,14655.76,723.69,2295.11,15394.33,5426.15,0\\r\\n22253,3024,44,Male,0,salaried,1020,2,145,0,2561.06,2511.36,2520.85,2408.08,57.41,0.27,16.34,178.99,2474.39,2518.55,0\\r\\n22254,1534,60,Male,1,salaried,1111,3,1292,3,1581.07,2835.5,1625.15,2822.38,19.63,7607.69,1346.77,10500.54,2029.09,1563.79,0\\r\\n22255,5338,62,Male,0,salaried,860,1,125,104,33441.8,37756.08,35991.31,7962,0.19,0.19,4285.9,107.61,37150.66,37817.96,0\\r\\n22256,5075,64,Male,2,self_employed,1085,2,1694,17,3391.99,3404.48,3594.06,3965.59,300.69,186.4,313.17,752.84,3388.57,3412.37,0\\r\\n22257,1247,19,Male,0,student,1232,3,7,7,1539.38,2048.55,2728.51,1735.98,72.38,809.23,595.07,4558.9,2036.16,2892.08,1\\r\\n22258,1589,30,Male,0,self_employed,1582,3,857,33,516.12,544.69,1739.41,424.65,0.53,143.39,0.53,0.53,516.12,426.03,1\\r\\n22259,5914,43,Male,0,self_employed,656,2,34,4,1574.68,1206.2,2106.59,4475.42,4001.15,0.06,3571.49,2142.91,1385.56,1505.68,0\\r\\n22260,415,30,Female,0,self_employed,1525,3,1695,33,1977.52,1991.81,1627.6,246.87,0.49,286.2,14.77,0.49,1977.52,1752.18,0\\r\\n22261,4240,18,Male,0,self_employed,1096,2,92,27,1494.85,1479.15,1478.77,1434.3,18,18.06,0.56,0.56,1494.31,1478.64,0\\r\\n22262,2205,46,Female,3,salaried,860,3,125,195,2695.58,2538.44,2556.57,2292.06,0.19,0.19,0.19,0.19,2695.58,2565.63,0\\r\\n22263,5397,47,Male,2,salaried,334,3,82,0,4110.43,4060.42,1633.79,4250.36,4011.69,4183.87,2306.52,3553.26,2066.87,1564.66,0\\r\\n22264,1185,79,Male,0,retired,834,2,1925,27,2970.6,3113.46,3848.37,5298.72,857.33,0.19,1000.19,1285.9,3251.39,3714.84,0\\r\\n22265,3547,29,Female,0,student,1020,2,143,14,4720.84,761.36,1856.65,1880.47,370.94,0.44,0.44,0.44,4046.95,761.36,0\\r\\n22266,3201,71,Female,0,self_employed,1621,1,417,26,6393.33,2793.33,7039.44,7682.4,7171.47,28.61,3571.47,0.04,9349,2793.33,0\\r\\n22267,1005,45,Female,0,self_employed,1598,3,1087,11,1547.22,1548.85,1514.28,258.01,1000.6,4143.46,1000.6,4146.31,1548.46,2393,0\\r\\n22268,754,39,Male,1,salaried,1096,3,3,0,8774.01,7720.46,6166.06,3825,3435.96,3073.73,2360.98,2632.2,7269.1,5706.47,0\\r\\n22269,383,26,Female,0,self_employed,318,2,1556,7,2005.69,1916.46,1938.5,1881,1.01,0.6,320.91,29.17,1792.44,2017.44,0\\r\\n22270,3457,10,Male,0,student,1322,1,176,219,2387.6,2387.6,2387.6,2376.86,0.09,0.09,0.09,0.09,2387.6,2387.6,0\\r\\n22271,1645,26,Male,0,salaried,146,2,1755,31,11485.61,11140.32,9323.23,7731.96,0.57,1429.14,0.57,0.57,11101.18,9472.45,0\\r\\n22272,1430,74,Female,0,self_employed,656,1,2238,,37377.08,37377.08,37377.08,37140.42,0.7,0.7,0.7,0.7,37377.08,37377.08,0\\r\\n22273,3215,73,Male,1,retired,1096,2,26,9,17094.14,3757.55,6770.02,4500.58,11000.5,9477.39,7512.21,2349.71,11216.76,4546.86,0\\r\\n22274,2123,40,Male,0,salaried,563,2,930,7,1229.8,1652.29,1928.79,1328.8,357.23,0.09,1452.5,918.21,1695.09,1876.81,0\\r\\n22275,3176,43,Male,0,self_employed,1096,2,134,48,10808.68,10592.8,10788.89,12802.46,0.26,1.11,42.66,343.1,10553.48,10786.66,0\\r\\n22276,1099,37,Male,0,salaried,615,3,1741,167,3861.2,3861.2,3861.2,3318.46,0.11,0.11,0.11,0.11,3861.2,3861.2,0\\r\\n22277,1187,53,Female,0,self_employed,1219,2,274,5,5053.44,3621.94,3850.36,4598.91,4847.43,471.71,5000.29,1415,2948.75,4036.91,0\\r\\n22279,1112,35,Male,0,self_employed,292,3,1652,39,12860.11,13317.25,10221.26,8044.75,0.16,6714.79,457.3,1143.01,13191.14,9727.15,1\\r\\n22281,5764,36,Male,2,self_employed,1494,3,251,14,17393.96,1018.46,3362.63,1175.53,357.2,0.06,568.07,533.3,3383.78,1772.97,0\\r\\n22282,1032,28,Male,0,self_employed,1271,3,3109,28,2181.41,1897.69,1881.68,1886.21,285.76,428.61,0.04,1.33,2182.1,1540.06,0\\r\\n22283,3193,42,Female,0,self_employed,575,3,2686,259,4059.61,7639,5532.69,4398.12,0.16,0.16,3571.59,0.16,5661.22,6173.63,0\\r\\n22284,185,43,Male,0,salaried,24,3,4099,38,3374.46,3372.5,1685.78,717.95,0.31,2857.46,0.31,8.43,3373.24,1163.77,0\\r\\n22285,4681,49,Female,0,self_employed,1201,2,162,21,2921.11,2466.29,2289.99,1040.38,486.19,486.19,31.36,0.47,2814.82,2184.26,0\\r\\n22286,4232,38,Male,0,self_employed,318,2,35,14,9279.6,9136.74,9093.68,8628.1,142.9,142.9,0.04,0.04,9205.71,9113.7,0\\r\\n22287,4170,70,Female,0,self_employed,623,1,42,26,10658.06,10000.09,9683.86,7872.55,301.21,301.21,0.39,113.1,10341.75,9580.42,0\\r\\n22288,1843,34,Male,0,salaried,1111,2,2649,0,4211.19,4462.78,3189.67,1954.98,1788.32,2247.29,0.6,0.6,3559.82,2593.66,0\\r\\n22289,783,50,Male,0,salaried,61,2,115,6,11385.26,10323.85,10764.4,19787.36,1156.47,29.44,0.41,0.41,10839.3,10472.73,0\\r\\n22290,1050,36,Male,,self_employed,938,2,3194,,3429.45,3429.45,3616.85,4160.25,0.11,0.11,0.11,285.83,3429.45,3623,0\\r\\n22291,1579,24,Female,0,student,1096,1,578,20,6640.72,6830.22,6452.94,5474.74,193.24,193.24,411.31,12311.69,6721.79,6530.05,0\\r\\n22292,4943,62,Male,0,self_employed,666,2,87,5,1428.27,1095.14,1746.93,1584.06,2165.23,3057.17,2121.76,5620.71,1351.71,1316.83,0\\r\\n22293,2578,46,Male,0,self_employed,,2,1805,19,3307.59,8764.37,1480.22,1286.04,2857.46,8597.46,1157.46,0.31,2386.05,990.89,0\\r\\n22294,2554,43,Male,0,salaried,146,2,1202,7,23188.7,46219.17,38387.1,33263.49,16086.31,0.59,24169.65,8579.49,31600.99,41411.83,1\\r\\n22295,4527,67,Female,0,self_employed,17,1,181,91,2848.3,3573.7,3199.79,2481.86,0.1,0.1,725.5,285.81,3056.18,3679.69,0\\r\\n22296,2743,26,Female,0,student,15,2,6,40,1884.57,3383.42,3623.16,2957.37,0.4,21.83,1499.25,757.43,2996.95,3744.51,1\\r\\n22297,6907,72,Male,0,retired,1150,2,108,18,2847.36,1000.29,2406.39,2979.17,1485.53,266.36,28.79,1724.19,2633.69,2381.34,1\\r\\n22298,3088,50,Male,2,salaried,1096,3,3,21,1466.77,6894.91,5622.71,6188.64,329.16,329.16,5757.3,1343.18,1816.11,7144.67,1\\r\\n22299,1865,82,Female,0,retired,1096,2,134,,7320.36,8248.93,9299.84,14385.42,0.7,0.7,929.27,1714.99,7544.5,8765.06,0\\r\\n22301,1968,48,Male,0,salaried,623,3,1628,59,1459.67,11531.1,12830.89,9692.89,0.2,14285.91,10071.63,57428.77,7380.85,15348.66,0\\r\\n22302,3154,37,Male,0,self_employed,1020,1,424,0,2109.29,2685.48,2921.76,3248.41,2214.43,0.14,993.54,285.5,2532.81,2768.25,0\\r\\n22303,3777,46,Female,0,salaried,1020,3,1207,3,8927,6913.64,7915.85,12645.37,2412.19,2183.01,1805.88,2585.7,7242.52,7845.29,0\\r\\n22304,4720,49,Female,0,self_employed,575,2,2853,11,1719.62,1431.12,3870.75,1722.18,714.94,27442.09,1264.94,27697.34,1672.87,6023.77,1\\r\\n22305,188,76,Male,,self_employed,1645,3,1017,28,31.04,2695.33,1768.42,81.39,150.01,2157.26,2957.16,2900.01,481.78,3334.93,1\\r\\n22306,4074,73,Male,0,retired,575,3,572,7,548.57,2212.68,1584.91,2772.83,628.95,1521.34,2227.23,1149.3,1277.93,1052.73,0\\r\\n22307,194,90,,,self_employed,745,2,298,27,3884.68,3365.03,4269.76,1012.26,534.19,0.26,0.26,1428.83,3867.25,4333.69,0\\r\\n22308,2350,69,Male,0,retired,1459,3,949,269,7093.23,7093.23,7231.48,8317.15,0.31,0.31,0.31,286.03,7093.23,7102.45,0\\r\\n22309,1132,46,Female,0,self_employed,1232,3,1210,0,2135.9,1474.67,1444.98,1248.3,857.31,714.46,124.66,714.46,1340.81,1483.93,0\\r\\n22310,3972,59,Female,0,self_employed,1020,3,414,86,4804.76,5003.93,4723.59,3195.38,0.26,0.26,16.07,109.07,4665.06,3996.47,0\\r\\n22311,2171,53,Female,0,self_employed,856,2,1498,13,1588.06,1588.06,1695.52,2669.54,142.9,0.04,0.04,57.19,1583.13,1656.26,0\\r\\n22312,1452,50,Female,0,self_employed,531,1,120,33,15616.61,16123.75,15176.39,13698.39,0.23,1339.11,700.23,106.26,15856.51,15231.31,0\\r\\n22315,1463,45,Female,0,self_employed,1232,2,900,48,5725.75,6225.75,5578.84,3534.41,0.39,714.67,500.39,0.39,5787.32,5972.29,0\\r\\n22316,859,47,Female,0,salaried,1184,2,1824,23,2174.25,2175.25,2174.97,2760.69,570.74,0.31,571.74,0.31,2174.42,2175.25,0\\r\\n22317,1621,42,Male,1,salaried,575,3,1002,318,1311.98,1311.98,1438.17,1677.63,0.24,0.24,0.24,28.81,1311.98,1336.86,0\\r\\n22319,1708,51,Male,0,self_employed,834,1,40,13,50.14,16.17,1920.59,7379.94,1582.46,3462.21,1977.06,3754.71,741.95,501.06,0\\r\\n22320,727,27,Male,,self_employed,514,2,6,46,17.08,900.68,1718.02,3909.54,0.54,3.39,941.28,1757.69,408.21,1993.95,0\\r\\n22321,1530,43,Female,0,self_employed,334,3,1237,63,3094.04,3094.04,3081.18,3015.09,0.21,0.21,0.21,0.21,3094.04,3094.04,0\\r\\n22322,3141,49,Female,0,self_employed,1232,3,486,24,15879.29,15888.58,15889.01,16553.23,209.33,209.33,218.61,45.06,15951.04,15875.4,0\\r\\n22323,3049,27,Male,0,self_employed,15,2,6,7,190.95,116.01,2335.14,3800.82,34.63,0.51,1429.09,3934.01,555.24,1794.38,1\\r\\n22324,5777,62,Female,0,self_employed,221,3,68,0,1125.9,1710.13,1692.55,245.41,36.52,2.98,428.97,3289.54,1325.76,2279.38,1\\r\\n22325,2114,29,Female,0,student,657,2,180,250,2296.96,2296.96,2296.96,2287.61,0.51,0.51,0.51,0.51,2296.96,2296.96,0\\r\\n22326,3070,53,Male,0,self_employed,702,2,385,26,1320.45,1257.05,1984.29,1949.17,1786.36,1429.21,0.64,1411.29,1731.81,2446.23,0\\r\\n22327,2662,79,Male,0,retired,1180,3,116,355,3078.24,3078.24,3078.24,3058.15,0.43,0.43,0.43,0.43,3078.24,3078.24,0\\r\\n22328,1990,45,Male,0,self_employed,,2,1968,101,5050.99,5050.99,5166.2,4965.16,0.29,0.29,0.29,0.29,5050.99,5050.99,0\\r\\n22329,2129,44,Male,2,self_employed,,2,1438,39,7657.55,7766.99,7397.57,7360.39,0.46,700.46,109.9,109.9,7672.65,7329.5,1\\r\\n22330,2846,47,Male,0,salaried,1020,3,114,14,43149.71,52774.75,53585.31,44225.51,1.37,7226.42,9346.57,4577.06,48608,55311.69,0\\r\\n22331,1896,62,Male,0,salaried,334,3,688,129,2914.23,1830.08,2251.64,4144.11,0.06,0.06,0.06,241.34,2614.53,1961.17,0\\r\\n22332,2057,30,Female,0,salaried,557,1,284,,1032.15,1901.33,1715.26,3736.06,0.7,0.7,1677.03,429.27,1924.21,1942.81,0\\r\\n22333,4132,15,Female,0,self_employed,1020,2,288,154,2403.17,2403.17,2403.17,2763.22,0.7,0.7,0.7,0.7,2403.17,2403.17,0\\r\\n22334,1108,67,Male,0,retired,120,3,2619,38,1640.41,2354.69,1708.21,1488.07,0.39,857.53,0.39,0.39,1935.97,1691.1,1\\r\\n22335,3158,59,Female,0,self_employed,1020,1,591,3,14876.21,45936.01,13833.51,505.47,17571.59,113270.62,184.91,67633.07,21086.49,19836.82,1\\r\\n22336,310,33,Male,0,self_employed,649,2,2838,5,1714.36,1428.64,1569.97,1630.65,357.21,628.64,71.5,7857.21,1584.12,1514.45,0\\r\\n22337,4008,49,Female,0,salaried,557,1,284,3,75209.95,88501.53,88495.6,75207.25,14.7,28.99,2943.27,0.41,87976.27,88654.01,1\\r\\n22338,2722,45,Male,0,salaried,1096,2,1401,,1028.39,1776.64,1736.62,2024.51,0.61,0.61,748.87,143.47,1499.88,1790.47,0\\r\\n22339,1448,41,Female,0,self_employed,61,2,1334,28,18780.23,17345.28,17823.45,16272.27,1428.63,0.06,0.06,0.06,18779.78,17345.28,0\\r\\n22340,2788,60,Female,0,self_employed,146,2,286,56,1279,1969.96,7313.61,4447.15,0.47,1.29,771.47,720.75,1545.07,13010.54,0\\r\\n22342,5858,56,Male,0,self_employed,1524,2,51,136,14427.61,15000.47,14908.99,15091.67,0.64,0.64,573.5,96.07,14607.81,15007.4,0\\r\\n22343,3608,61,Male,2,salaried,762,2,195,14,9477.81,5288.74,8937.08,7945.03,19802.7,15714.7,0.41,0.41,10028.25,8589.53,0\\r\\n22344,672,32,Male,0,salaried,905,2,1320,17,5649.49,3734.47,2636.3,77.66,1303.51,3709.23,280.94,0.66,5481.08,2290.41,0\\r\\n22345,2543,61,Female,0,self_employed,1096,3,292,4,3923.73,2138.02,2841.48,1927.1,1786.24,0.53,0.53,1316.41,2384.32,2686.21,1\\r\\n22346,2824,32,Male,0,self_employed,1340,2,433,18,1270.15,6289.46,3371.41,2362.64,47.79,1833.6,10819.33,1445.28,6885.26,1648.13,0\\r\\n22347,2950,31,Male,0,self_employed,1096,2,89,62,5313.93,5313.93,5141.89,4531.79,0.17,0.17,0.17,0.17,5313.93,5313.93,0\\r\\n22349,1901,33,Female,0,self_employed,479,3,234,119,1491.52,1520.09,1521.31,1482.19,0.57,0.57,0.57,0.57,1494.47,1521.97,0\\r\\n22350,1626,61,Female,0,self_employed,1055,3,1043,,10386.61,10386.61,11534.18,18634.19,0.41,0.41,2857.56,8857.56,10386.61,10672.33,1\\r\\n22351,2012,8,Male,0,student,1084,2,1207,,512.82,1441.39,1690.88,1666.86,0.7,0.7,929.27,3486.41,847.79,2174.63,0\\r\\n22352,1569,40,Female,0,self_employed,409,3,886,6,1428.71,815.43,2993.34,12132.18,28451.3,1414.43,37932.55,1549.62,5370.8,883.81,1\\r\\n22353,5828,45,Female,0,salaried,1020,1,2,5,595.16,279.84,1548.51,2660.29,4719.91,4290.43,4286.23,4286.23,839.39,1182.15,0\\r\\n22354,774,29,Female,0,self_employed,34,2,380,,5227.59,5227.59,5227.59,5195.12,0.39,0.39,0.39,0.39,5227.59,5227.59,0\\r\\n22355,5618,72,Male,0,retired,1020,2,1316,21,7914.21,7880.3,4816.87,3037.22,26.14,14305.51,843.34,9322.14,7902.77,3655.1,0\\r\\n22356,2131,28,Male,0,self_employed,724,2,1804,14,1903.26,2954.19,3085.26,3653.3,24572.75,0.5,25071.93,320.01,3040.34,3200.79,0\\r\\n22357,1948,60,Female,0,self_employed,1020,2,84,149,3612.48,3612.48,3630.91,4218.66,0.46,0.46,0.46,0.46,3612.48,3612.48,0\\r\\n22358,3979,30,Male,0,self_employed,130,2,224,,3238.81,3238.81,3238.81,3218.26,0.67,0.67,0.67,0.67,3238.81,3238.81,0\\r\\n22359,3149,44,Male,2,salaried,750,3,748,23,2409.95,1552.8,1757.24,975.13,857.26,0.11,0.11,0.11,2262.16,1552.8,0\\r\\n22360,6069,57,Male,0,self_employed,15,2,6,26,9444.57,9424.56,9425.87,9353.24,5.9,0.56,0.56,0.56,9436.94,9419.73,0\\r\\n22361,1833,61,Male,0,salaried,409,3,1559,56,2682.54,2682.54,1976.15,738.59,0.49,1932.65,0.49,0.49,2682.54,2495.55,0\\r\\n22362,1573,30,Female,0,salaried,1020,2,423,18,725.29,1277.13,1906.18,1606.68,285.77,0.06,326.9,128.98,1900.15,2035.93,0\\r\\n22363,1763,45,Female,0,salaried,1096,2,2035,13,1622.17,1333.99,2653.52,5586.07,685.73,228.59,228.59,44.16,1402.57,1141.35,1\\r\\n22364,3703,47,Female,0,self_employed,221,3,68,226,1914.11,1909.5,2082.44,2497.15,0.01,0.01,0.01,0.01,1912.17,1909.5,0\\r\\n22365,937,43,Male,2,self_employed,0,2,1348,48,39272.14,3400.27,15485.2,4135.91,0.37,3000.37,21271.36,1000.37,42356.15,3231.2,0\\r\\n22366,6234,40,Female,0,self_employed,1020,3,145,41,4325.44,4322.76,3923.09,2926.52,0.23,735.94,0.23,0.23,4323.44,3867.01,0\\r\\n22367,1430,36,Male,0,self_employed,649,2,1848,163,2073.09,2087.38,2089.26,4217.27,0.11,0.11,0.11,0.11,2075.06,2089.22,0\\r\\n22368,4143,63,Female,0,self_employed,834,2,1088,4,2495.64,1304.02,1599.32,3285.8,2417.59,0.16,994,0.16,1767.93,1358.05,0\\r\\n22369,3027,41,Male,0,salaried,38,2,226,86,1758.18,1786.75,1835.68,1873.72,0.56,0.56,0.56,0.56,1774.44,1802.42,0\\r\\n22370,966,30,Female,0,salaried,575,2,3648,159,825.97,7968.83,5855.53,8856.13,0.34,0.34,7143.2,147.74,825.97,8004.56,1\\r\\n22371,2418,25,Male,0,student,848,2,167,28,2839.66,1931.27,2999.39,2732.51,1598.26,10.06,695.39,2250.65,2982.35,3134.42,0\\r\\n22372,4342,53,Male,0,self_employed,1589,3,255,246,8150.2,8142.07,8135.71,7922.92,0.01,0.01,0.01,0.01,8147.05,8142.07,0\\r\\n22373,4281,42,Male,0,salaried,968,3,268,,3156.43,3170.72,3167.27,3150.13,0.44,0.44,14.73,0.44,3160.37,3170.72,0\\r\\n22374,679,49,Male,0,self_employed,15,2,237,32,1377.49,1777.85,5941.25,11212.69,0.41,15122.83,18392.67,26767.7,8349.27,4047.62,0\\r\\n22376,2581,31,Female,0,salaried,1084,2,831,287,7996.04,1046.25,3836.15,6195.85,0.07,0.07,193.14,444.39,7866.61,1296.17,1\\r\\n22377,285,42,Male,0,self_employed,568,3,2342,35,7468.77,7468.77,3456.48,750.86,0.39,7143.24,0.39,428.96,7468.77,2146.19,0\\r\\n22378,648,32,Female,,self_employed,146,2,2870,5,1405.28,938.7,4808.89,2237.41,7449.3,0.59,8225.59,10517.75,1251.37,7022.76,1\\r\\n22379,6255,58,Male,0,salaried,834,2,715,11,10483.47,9040.6,10460.23,11793.77,2123.51,4286.37,860.08,5842.29,10060.43,10410.92,0\\r\\n22380,2785,38,Male,0,self_employed,1141,3,710,48,2394.51,9537.37,6160.15,81.06,0.57,52314.86,7143.43,42857.71,5103.87,13171.93,1\\r\\n22381,4298,47,Male,2,salaried,1020,2,582,20,1139.17,116.04,1850.2,1498.49,7245.59,4253.2,2946.28,731.1,1196.1,2081.65,0\\r\\n22382,1838,46,Male,0,self_employed,61,2,476,178,10138.81,10224.52,10198.91,10201.72,0.19,0.19,85.9,0.19,10147.68,10224.52,0\\r\\n22383,1984,24,Female,0,self_employed,409,3,1672,30,1651.14,1604.34,1711.14,4222.28,0.04,607.34,409.24,917.22,1584.22,1691.38,0\\r\\n22384,3171,42,Male,0,salaried,623,1,45,21,46836.2,44942.1,44516.15,38028.32,1928.66,1928.66,34.56,0.09,46401.59,44568.83,0\\r\\n22385,1501,37,Male,1,salaried,1150,1,435,12,810.79,1376.67,3118.6,10465.3,22811.1,9085.27,20162.29,8458.06,1724.05,1776.26,0\\r\\n22386,984,29,Male,2,self_employed,409,2,598,31,1145.73,1146.14,5212.33,12984.06,0.37,143.23,0.37,6574.66,1145.73,6913.7,1\\r\\n22388,1389,30,Male,0,salaried,1266,3,2289,18,2377.97,2672.17,3337.99,2702.82,185.73,0.01,451.36,426.53,2558.35,2892.34,0\\r\\n22390,3301,48,Male,0,salaried,1294,3,629,0,4185.06,3450.87,2121.33,1769.54,2255.57,2417.74,1084.19,2446.89,2129.45,2213.49,0\\r\\n22391,828,32,Male,0,self_employed,502,2,946,12,2941.26,2869.83,2915.45,2900.73,72.09,0.66,0.66,64.94,2901.85,2918.22,0\\r\\n22392,1753,61,Female,0,salaried,146,2,1993,3,1163.31,8444.65,7067.12,5872.5,3038,963.36,8605.06,2864.79,1425.94,9967.14,1\\r\\n22394,3348,57,Female,0,salaried,1020,2,538,18,7566.73,7648.96,7739.93,7716.19,144.55,8.46,226.77,289.69,7572.16,7684.14,0\\r\\n22395,1394,30,Male,0,self_employed,578,3,2721,9,3812.39,4115.33,4105.66,4832.45,52.91,0.06,329.65,50.06,3835.86,4237.09,0\\r\\n22397,3143,68,Male,0,self_employed,558,3,1353,,2707.09,2707.09,2707.09,2689.94,0.04,0.04,0.04,0.04,2707.09,2707.09,0\\r\\n22398,1776,7,Female,0,student,1592,3,1244,33,2982.59,2954.02,2927.41,2810.87,0.54,36.26,0.54,0.54,2977.66,2919.45,0\\r\\n22399,3283,40,Female,0,self_employed,1020,1,143,5,5023.35,8469.13,8095.69,7406.69,2157.5,0.36,3209.82,680.37,7294.01,8553.42,0\\r\\n22400,4448,53,Male,0,salaried,1084,2,258,83,2068.78,2069.3,2615.97,2926.07,0.33,0.33,0.84,0.33,2068.78,2069.3,1\\r\\n22401,4252,59,Female,0,self_employed,1020,2,227,6,3423.31,2841.75,2926.35,5261.06,1475.03,1028.6,503.54,419.27,2779.17,3417.64,0\\r\\n22402,908,44,Female,0,self_employed,,1,480,,1339.71,2005.6,1563.21,1102.03,0.31,0.31,656.2,143.17,1646.17,1841.54,1\\r\\n22403,2414,65,Male,0,retired,283,2,1739,109,2781.97,2781.97,3607.2,3935.74,0.27,0.27,0.27,0.27,2781.97,2941.11,0\\r\\n22404,2481,78,Male,0,retired,334,1,1305,313,11311.53,11308.96,11718.25,12315.84,0.39,0.39,0.39,728.96,11310.2,11713.33,0\\r\\n22405,548,61,Male,0,self_employed,1232,2,39,26,616.4,285.92,3475.99,980.86,938.1,26939.99,607.61,53584.54,669.22,9391,1\\r\\n22406,1333,45,Female,0,self_employed,1525,3,1807,26,116.2,2588.89,2998.5,3752.9,1429.01,7074.69,4587.41,7151.3,618.93,4997.97,1\\r\\n22408,4151,62,Female,0,self_employed,409,3,2765,154,2104.25,2104.25,2150.33,4877,0.61,0.61,0.61,0.61,2104.25,2104.25,0\\r\\n22409,221,42,Male,0,student,409,3,483,6,8338.26,2533.95,5294.38,5273.17,1.06,0.34,4083.77,5802.33,3647.81,4779.46,0\\r\\n22410,1900,60,Male,0,self_employed,1232,2,148,11,4707.19,5993.61,5530.67,8750.88,2.4,3.05,1238.39,620.72,5195.88,6344.06,0\\r\\n22411,1282,90,Male,0,retired,575,2,1098,59,3836.15,3836.15,4747.03,5105.92,0.29,15516.48,0.29,15714.57,3836.15,5863.79,0\\r\\n22412,517,35,Male,0,self_employed,1096,2,3663,363,1791.59,2302.23,2197.3,3175.87,0.63,0.63,511.27,0.63,1980.08,2302.23,1\\r\\n22413,5101,42,Male,0,salaried,146,2,41,,7265.81,7313.9,7342.71,6993.23,0.29,0.29,71.71,150.29,7274.93,7371.55,0\\r\\n22414,1673,43,Female,0,self_employed,15,1,888,44,1406.89,1632.87,2292.57,3573.34,0.24,428.81,226.23,357.39,1595.28,2172.04,0\\r\\n22415,1859,45,Female,0,salaried,834,3,1925,20,2122.41,565.27,1786.76,2095.96,1629.16,2199.09,0.59,3769.07,1703.69,1494.28,0\\r\\n22416,560,32,Male,0,salaried,879,3,2432,,1523.81,1523.81,1523.81,1514.17,0.6,0.6,0.6,0.6,1523.81,1523.81,0\\r\\n22417,5557,77,Female,0,self_employed,1020,1,13,45,2508.5,2579.93,2370.92,1708.81,0.67,333.49,72.1,72.1,2510.96,2479.21,0\\r\\n22418,6513,43,Male,0,self_employed,1096,2,91,14,4607.74,6524.81,5408.48,7690.72,2865.5,2143.36,4782.57,899.57,4631.12,6112.72,0\\r\\n22419,795,35,Female,,self_employed,179,2,641,27,1522.49,1346.31,2084.72,527.61,176.81,0.64,0.64,1229.66,1510.34,2192.77,1\\r\\n22420,3171,34,Female,0,self_employed,1096,2,2035,245,5435.34,5433.11,5431.44,5394.54,0.36,0.36,0.36,0.36,5434.26,5431.58,0\\r\\n22422,3022,62,Female,0,self_employed,318,1,1217,3,2451.14,3310.81,4110.71,5509.11,202.8,202.9,1400.41,1551.74,2856.32,3893.48,0\\r\\n22423,5353,49,Male,0,self_employed,1388,2,145,13,2113.98,2169.77,2348.14,3425.68,457.63,0.49,0.49,0.49,2052.64,2384.42,0\\r\\n22425,1806,43,Male,2,self_employed,491,2,279,0,1461.88,1446.68,2291.58,2999.88,165643.27,54500.41,218955.23,79757.27,3339.44,2264.42,0\\r\\n22426,4758,43,Female,1,self_employed,531,3,1672,19,1678.72,1702.92,2222.98,3350.22,1143.24,1286.1,1164.17,1221.31,1923.48,1856.28,0\\r\\n22427,724,61,Male,0,self_employed,878,2,3213,3,1508.61,156.07,1656.8,1589.64,2800.11,1428.69,42.97,11457.26,590.25,2501.48,0\\r\\n22428,1887,28,Female,0,salaried,575,2,3717,10,5298.91,4989.98,5053.44,4930,714.96,0.67,406.03,0.67,5180.37,4989.98,0\\r\\n22429,2968,49,Male,0,salaried,15,2,306,25,2602.51,3164.05,3369.23,2036.98,5143.27,5143.27,594.7,241.19,5049.19,3248.83,0\\r\\n22430,5260,49,Male,0,self_employed,1020,2,47,9,284973.88,30092.45,55560.28,8363.98,255238.69,2381.54,357.26,357.26,119169.25,31432.68,0\\r\\n22431,822,26,Male,0,self_employed,816,2,2314,167,8720.73,8720.73,8720.73,8457.25,0.11,0.11,0.11,0.11,8720.73,8720.73,0\\r\\n22432,3154,50,Female,0,self_employed,1020,2,19,55,2226.37,2226.37,1466,82.92,0.36,2857.5,0.36,714.64,2226.37,2088.12,0\\r\\n22433,1947,44,Female,0,salaried,1096,2,1985,32,2527.06,2527.06,2542.51,2454.85,0.41,714.7,0.41,286.13,2527.06,2434.41,0\\r\\n22434,2879,54,Female,0,self_employed,34,2,380,,2743.92,2743.92,2743.92,2998.68,0.63,0.63,0.63,0.63,2743.92,2743.92,0\\r\\n22435,1276,46,Male,,self_employed,386,3,2827,,1607.15,1607.15,1607.15,1596.98,0.61,0.61,0.61,0.61,1607.15,1607.15,0\\r\\n22436,594,34,Male,0,self_employed,649,2,54,2,7332.4,2309.94,1602.17,5192.45,7508.69,9296.77,2486.23,10231.56,1342.93,300.2,0\\r\\n22437,3317,43,Male,0,self_employed,1363,2,222,6,24056.32,20004.4,19293.95,17394.67,5714.53,7143.1,1540.69,1257.31,20097.67,20818.85,0\\r\\n22438,255,39,Male,0,self_employed,557,3,3681,3,1408.95,842.14,6172.47,2720.95,2963.67,6342.73,3403.91,27536.06,1277.29,12927.47,1\\r\\n22439,1298,22,Male,0,student,146,3,1754,23,3171.38,2924.81,2879.27,1850.11,325.78,326.01,79.21,24.03,3152.02,2879.21,0\\r\\n22440,6969,24,Male,0,self_employed,1020,1,501,19,2693.31,2668.26,2660.93,6160.8,25.29,0.39,69.13,0.39,2651.49,2668.26,0\\r\\n22441,193,46,Female,,self_employed,286,3,3323,39,5095.71,6800.6,7256.67,5151.22,0.44,708.05,1707.59,2071.87,5911.75,7515.88,0\\r\\n22442,1282,10,Male,0,student,623,1,545,,1747.54,1711.83,1704.76,1588.29,0.53,0.53,0.53,0.53,1740.15,1704.91,0\\r\\n22444,671,49,Male,,self_employed,1551,3,2408,11,2411.11,2311.11,2347.78,3816.15,143,0.14,0.14,0.14,2345.1,2327.69,0\\r\\n22445,3097,16,Male,0,student,1084,2,13,105,5147.19,5147.19,5086.89,2974.36,0.39,0.39,0.39,0.39,5147.19,5147.19,0\\r\\n22446,1789,41,Female,0,salaried,575,3,1720,14,9207.99,7029.75,7380.27,6985.21,2178.9,0.66,0.66,0.66,8081.31,7029.75,0\\r\\n22447,3594,45,Male,0,self_employed,900,2,1828,230,1613.14,1613.14,1950.54,3159.89,0.69,0.69,0.69,244.26,1613.14,1994.17,0\\r\\n22448,994,59,Male,3,salaried,1589,2,1712,89,12809.51,15098.19,14737.7,6436.29,0.67,0.67,1286.39,2701.9,13914.74,16631.18,0\\r\\n22449,1282,66,Female,0,self_employed,575,2,589,41,11593.76,18734.39,17625.48,50967.89,0.06,914.21,7142.91,428.63,13759.64,18339.2,1\\r\\n22450,1013,56,Male,3,self_employed,1636,3,2096,104,1313.4,2540.31,2516.94,2621.09,0.03,0.03,3937.52,1442.89,2355.21,2515.03,0\\r\\n22451,2419,65,Female,1,self_employed,1020,1,5,17,111546.66,253478.87,183067.16,4154.4,49428.94,359000.37,198523.14,279987.47,136280.9,374790.09,1\\r\\n22452,5606,58,Male,1,self_employed,169,2,33,,6594.93,6576.65,6579.77,6507.69,0.27,0.27,0.27,0.27,6586.03,6576.65,0\\r\\n22453,2067,27,Female,0,self_employed,1258,3,769,186,1585.66,1585.66,1585.66,1571.04,0.16,0.16,0.16,0.16,1585.66,1585.66,0\\r\\n22454,2874,33,Male,2,salaried,1096,3,43,,2493.85,3335.88,3663.28,3724.8,0.56,0.56,1107.76,1842.24,3518.36,3514.04,0\\r\\n22455,2219,59,Male,0,self_employed,1474,2,1623,23,2172.46,2118.18,2101.75,1576.01,54.49,52.91,0.21,0.21,2164.91,2111.38,0\\r\\n22456,842,63,Female,0,salaried,1400,2,869,26,4130.41,4835.81,4613.38,4677.62,795.67,0.04,795.67,0.04,4349.33,4782.39,0\\r\\n22457,453,58,Female,,self_employed,759,2,518,10,13151.13,5222.56,4987.09,3482.61,18356.16,2167.5,428.93,0.36,7351.67,4252.47,1\\r\\n22458,2865,70,Male,0,retired,1096,2,327,59,1727.7,1741.98,1718.99,1996.2,0.09,57.23,14.37,0.09,1730.16,1741.98,0\\r\\n22459,4899,32,Male,0,self_employed,1154,2,1419,5,2991.72,3648.51,2620.72,5129.58,7143.5,286.36,10983.21,3026.07,2920.46,1721.4,0\\r\\n22460,1515,75,Male,0,retired,1135,3,2348,3,4733.91,3905.34,3914.81,4056.13,1928.93,500.36,1071.79,0.36,4345.73,3862.48,0\\r\\n22461,3205,48,Female,0,self_employed,409,2,1070,111,1807.51,1807.51,1807.51,775.61,0.46,0.46,0.46,0.46,1807.51,1807.51,0\\r\\n22462,1146,22,Male,0,student,1020,1,85,90,8438.02,9572.74,9590.4,6774.03,0.03,0.03,0.03,0.03,8477.15,9708.45,0\\r\\n22463,1404,30,Male,0,self_employed,1477,3,724,37,11308.92,15124.77,8059.96,646.75,0.47,15383.73,3452.04,1094.9,12611.11,10837.35,0\\r\\n22464,1225,43,Male,0,self_employed,656,2,1828,18,11438.56,11297.13,12145.45,8890.65,14286.1,0.39,14146.1,243.24,12848.02,11405.14,0\\r\\n22465,513,59,Male,0,salaried,1232,3,1115,167,14291.58,14919.87,14747.65,13719.4,0.3,0.3,0.3,0.3,14405.88,14918.6,0\\r\\n22466,1239,50,Female,0,self_employed,1096,2,27,13,4722.61,1873.28,2566.31,2054.09,2849.69,7857.56,0.41,6695.37,3690.53,2159.29,0\\r\\n22467,5378,48,Female,0,salaried,1020,2,832,12,1428.39,1425.09,1505.23,2326.02,4.27,0.61,0.61,269.33,1428.03,1513.44,0\\r\\n22468,1723,59,Female,0,self_employed,,2,334,,4866.81,4866.81,4940.25,4950.18,0.24,0.24,71.67,371.67,4888.98,4978.33,0\\r\\n22469,487,28,Male,0,salaried,905,3,34,27,2863.89,2750.12,2569.33,3239.78,689.37,856.84,575.6,87.77,3273.64,2461.76,0\\r\\n22470,1082,38,Male,1,self_employed,623,2,700,108,15153.77,15153.77,12835.8,8556.68,0.54,0.54,0.54,0.54,15153.77,14128.43,0\\r\\n22471,3088,41,Female,0,self_employed,1085,2,135,354,3246.23,3322.27,3241.83,3208.14,0.34,0.34,0.34,0.34,3194.22,3292.68,0\\r\\n22472,1885,38,Male,0,self_employed,146,1,157,0,19209.42,10274.83,15062.11,45638.78,14534.83,0.24,6943.1,7080.26,8590.55,13780.57,0\\r\\n22473,2616,33,Male,0,self_employed,394,2,762,114,2535.33,2535.33,2572.65,2867.14,0.04,0.04,0.04,64.31,2535.33,2583.01,0\\r\\n22474,1238,62,Female,0,self_employed,334,3,688,20,1153.13,974.99,1486.95,508.44,849.66,678.23,778.66,357.59,1036.02,927.04,0\\r\\n22475,1103,58,Male,0,self_employed,995,2,200,75,1789.54,4946.68,5213.36,4239.4,0.29,0.29,1714.57,2000.29,3609.73,5912.12,1\\r\\n22476,464,8,Female,,student,1020,2,1,276,1608.86,1608.86,1608.86,1600.19,0.29,0.29,0.29,0.29,1608.86,1608.86,0\\r\\n22477,4471,84,Male,0,retired,1020,3,1316,78,18477.29,18477.29,17256.35,1956.89,0.07,0.07,0.07,1357.21,18477.29,19194.8,0\\r\\n22478,340,31,Male,,self_employed,1232,2,633,73,914.64,1446.34,1450.42,3487.99,0.54,0.54,531.32,46.11,1322.77,1469.8,0\\r\\n22479,5612,66,Male,0,self_employed,146,1,41,23,8316.99,5053.03,13264.04,38642.24,808.94,1002.49,28.96,19223.8,7912.21,7747.59,0\\r\\n22480,2161,27,Male,0,self_employed,575,2,1717,100,1251.52,2327.87,2002.51,4537.62,0.61,0.61,1857.76,5000.61,901.1,1722.55,0\\r\\n22481,3161,45,Female,0,self_employed,1589,2,384,21,2519.32,3753.61,3081.58,1849.85,1277.6,400.31,2543.17,0.31,2432.58,3597.8,0\\r\\n22482,2356,26,Female,0,student,1232,2,29,154,2951.77,7963.26,7311.46,901.6,0.54,0.54,0.54,0.54,6029.52,7961.35,1\\r\\n22483,1813,41,Female,0,self_employed,834,2,2675,6,5989.4,4121.54,4155.35,5242.24,2054.71,193.43,143.43,193.43,4691.77,4108.78,0\\r\\n22484,1136,43,Male,0,self_employed,1105,2,2588,17,3537.77,2093.47,3456.93,3637.65,1943.01,85.87,714.44,1428.73,3424.86,2830.06,0\\r\\n22485,2330,36,Male,0,self_employed,763,2,1584,6,12374.58,11044.23,11058.55,9605.42,842.87,285.73,14.3,14.3,11600.7,10864.07,0\\r\\n22486,370,57,Female,,self_employed,61,2,1411,346,6822.03,7393.46,7558.51,7694.89,0.4,0.4,1143.26,571.83,7354.05,7642.31,0\\r\\n22487,4520,48,Female,0,self_employed,1570,3,119,256,3338.3,3338.3,3338.3,3320.17,0.09,0.09,0.09,0.09,3338.3,3338.3,0\\r\\n22488,3723,33,Male,0,salaried,762,3,195,182,2643.49,3614.44,3388.5,3134.17,0.53,0.53,1400.06,586.24,2856.07,3603.86,0\\r\\n22489,1881,40,Female,0,salaried,409,2,2649,14,2251.34,11643.38,11656.12,7390.28,243.51,1811.89,9633.92,4507.32,8678.33,13257.04,1\\r\\n22490,1117,37,Male,0,self_employed,146,2,1373,,15742.73,14342.73,16443.56,14922.84,0.54,0.54,0.54,4239.11,15018.6,16100.37,0\\r\\n22491,2694,42,Male,2,self_employed,303,2,347,7,2977.59,2302.66,3055.1,6267.84,4181.24,1998.81,3827.74,3982.79,2554.27,3036.73,0\\r\\n22492,1526,28,Male,0,student,531,2,2722,57,4398.08,4540.94,7626.14,13462.64,0.16,6164.63,0.16,15785.87,4486.75,6011.9,0\\r\\n22493,335,61,Male,1,salaried,15,3,1337,250,1629.62,1629.62,1629.62,1622.79,0.07,0.07,0.07,0.07,1629.62,1629.62,0\\r\\n22494,900,37,Female,0,self_employed,1494,3,251,,1543.03,1543.03,1543.03,1533.24,0.19,0.19,0.19,0.19,1543.03,1543.03,0\\r\\n22495,2690,60,Male,2,self_employed,442,3,1006,56,5389.28,5524.81,6441.43,1849.92,0.53,29.1,78.96,0.53,5450.94,5527.21,0\\r\\n22496,2939,47,Male,3,salaried,146,2,312,21,7719.67,6467.17,12430.39,10224.72,1.54,1.84,3070.93,11669.06,8653.74,12705.96,1\\r\\n22497,5364,63,Male,1,self_employed,1111,2,1898,7,10997.66,8915.86,9178.79,8290.42,2632.14,534.47,514.7,514.7,9526.87,9011.64,0\\r\\n22499,1850,34,Male,4,salaried,334,3,1858,1,5996.86,3.06,2545.09,780.49,8494.46,3423.31,1429.14,4424.01,5034.09,948.69,0\\r\\n22500,4358,61,Female,0,self_employed,1589,2,275,143,7966.76,7966.76,7966.76,7709.14,0.7,0.7,0.7,0.7,7966.76,7966.76,0\\r\\n22501,3389,37,Male,3,salaried,221,3,68,11,984.05,1853.34,1511.38,1568.75,647.83,0.04,935.3,675.34,1312.12,1878.33,0\\r\\n22502,242,45,Female,0,self_employed,744,2,335,72,4044.1,4044.1,3922.36,1691.09,0.16,0.16,0.16,0.16,4044.1,4044.1,0\\r\\n22503,766,21,Male,,student,1096,1,438,,4556.46,4556.46,4556.46,4524.04,0.01,0.01,0.01,0.01,4556.46,4556.46,0\\r\\n22504,1440,74,Male,3,self_employed,1010,3,1650,24,19141.14,19605.51,19659.15,17320.07,572.1,572.1,1164.63,460.97,19495.87,19699.38,0\\r\\n22505,2830,41,Female,0,self_employed,834,1,277,19,3326.49,3183.63,3875.9,3957.82,285.83,285.83,0.11,890.26,3262.45,3964.59,0\\r\\n22506,1033,49,Male,0,salaried,1096,3,92,3,26789.08,11070.4,5291.46,23208.81,31295.51,11357.37,22729.26,8278.37,4358.81,5317.02,0\\r\\n22507,2170,33,Female,0,self_employed,1020,1,182,20,5778.78,5594.48,6033.45,5085.73,514.93,514.93,330.63,950.05,5917.77,5956.77,0\\r\\n22508,1002,44,Male,0,salaried,146,3,2779,63,19829.38,18699.63,15796.44,9744.58,0.3,0.3,799.89,21.73,18103.23,17143.28,0\\r\\n22509,1753,33,Male,0,salaried,334,2,82,11,5174.95,6202.22,8670.81,7845.77,36429.26,23.64,1864.74,4487.72,10353.82,7422.06,0\\r\\n22510,1174,61,Male,1,self_employed,1020,2,1425,68,321.21,2892.64,2119.53,1108.68,0.43,0.43,2571.86,0.43,1651.26,2875.72,1\\r\\n22511,4092,73,Male,0,retired,241,2,62,12,8911.82,8325.12,8417.08,6817.48,1.01,0.16,1.01,0.16,8405.6,8327.49,0\\r\\n22512,1754,47,Female,2,self_employed,649,2,1844,63,8860.89,9200.22,9260.66,10401.91,0.67,0.67,325.71,325.71,8910.15,9246.3,0\\r\\n22513,1232,76,Female,0,retired,1096,2,92,21,9263.24,8298.96,8337.87,6697.78,964.56,964.56,0.27,131.99,8997.23,8106.87,0\\r\\n22514,5060,72,Female,0,retired,575,2,44,14,4407.57,4316.96,4079.67,2182.98,90.96,214.63,0.34,0.34,4363.83,4240.92,0\\r\\n22515,859,29,Female,0,self_employed,196,3,2456,90,6165.64,6165.64,8992.07,5930.62,0.51,0.51,0.51,0.51,6165.64,6165.64,0\\r\\n22516,1162,37,Male,0,self_employed,1020,2,16,25,2111.33,13239.9,5491.6,6698.59,714.54,0.26,11843.11,0.26,3262.56,7248.15,1\\r\\n22517,4522,36,Female,0,self_employed,388,1,130,12,31754.63,29252.52,23849.54,14668.08,4477.67,17829.13,0.56,9286.27,29450.77,23717.49,0\\r\\n22518,398,90,,,self_employed,1020,1,60,55,519.06,519.06,2074.01,18224.5,0.04,35.36,0.04,536.31,519.06,963.14,0\\r\\n22519,3031,59,Male,0,self_employed,179,3,641,163,2637.17,2637.17,2722.57,3077.33,0.63,0.63,0.63,143.49,2637.17,2748.87,0\\r\\n22520,6315,47,Male,2,salaried,834,3,1231,0,4092.19,3779.72,2272.2,1892.31,16830.91,3674.29,16704.16,4680.59,2505.5,1607.17,0\\r\\n22521,1822,30,Male,0,self_employed,1096,3,2040,7,149.4,687.24,1456.45,334.16,886.75,0.63,1624.18,169.04,694.68,1101.99,0\\r\\n22522,2380,57,Male,0,salaried,,2,1645,124,12802.78,13049.52,13569.72,10617.68,0.09,0.09,246.83,246.83,12862.34,13788.52,0\\r\\n22523,2660,73,Male,2,retired,401,2,749,343,2378.4,2406.97,2410.75,5960.8,0.5,0.5,0.5,0.5,2382.34,2410.66,0\\r\\n22524,3021,69,Female,0,self_employed,623,3,126,6,4225.35,4181.8,4456.65,4026.72,32.67,23.63,0.31,0.31,4192.13,4180.29,0\\r\\n22525,3182,77,Male,0,retired,705,3,525,,2870.54,2868.21,2867.44,2843.32,0.19,0.19,0.19,0.19,2869.98,2867.64,1\\r\\n22526,3117,49,Female,0,self_employed,538,3,760,31,11090.47,12616.47,11796.03,11459.45,0.03,685.74,0.03,0.03,11259.75,12061.63,0\\r\\n22527,684,34,Female,0,self_employed,996,3,1834,,3405.54,1100.56,1456.17,1309.19,0.07,0.07,0.07,0.07,2037.42,1122.68,0\\r\\n22528,3099,63,Male,0,self_employed,1388,1,377,0,4507.53,5335.87,5539.39,3877.72,93.11,1.05,697.06,228.8,4915.36,5582.54,0\\r\\n22529,552,26,Female,0,self_employed,1494,2,1702,269,1815.61,6101.33,5362.41,14631.67,0.69,0.69,4286.4,0.69,3884.58,6101.33,0\\r\\n22530,1197,22,Male,0,student,1494,3,1708,171,1700.85,1765.1,1891.04,2329.36,0.16,0.16,64.41,169.44,1703.06,1878.76,0\\r\\n22531,4339,37,Male,3,salaried,1020,1,16,14,53217.36,51033.99,48632.8,44863.36,251.37,250.66,365.04,1413.51,51801.4,47382.08,0\\r\\n22532,2287,55,Male,0,self_employed,905,2,2769,26,2963.51,7788.44,8836.29,11426.84,48.46,48.46,8015.09,4256.61,3919.65,9672.77,1\\r\\n22533,2986,24,Female,0,student,1020,2,60,17,1447.34,1573.99,1566.34,1601.62,0.89,0.03,156.11,10.85,1502.73,1578.27,0\\r\\n22534,5408,90,Female,0,salaried,1096,3,1360,,2826.17,2826.17,2826.17,2808.27,0.11,0.11,0.11,0.11,2826.17,2826.17,0\\r\\n22535,1511,34,Female,0,salaried,146,2,353,0,5947.52,6309.47,5680.47,5067.9,711.93,931.47,1445.31,1166.15,5782.06,5636.32,0\\r\\n22536,1173,31,Male,0,self_employed,61,2,856,108,5850.94,5744.05,5693.87,5212.19,0.27,0.27,129.51,34.17,5794.78,5695.11,0\\r\\n22537,4493,90,Male,0,retired,1096,3,1558,40,1675.02,2151.98,1948.97,1874.45,0.23,188.09,0.23,0.23,1845.96,2036.84,0\\r\\n22538,2125,8,Female,0,student,1096,2,120,95,3225.43,3225.43,3225.43,2869.62,0.44,0.44,0.44,0.44,3225.43,3225.43,0\\r\\n22539,737,35,Female,0,self_employed,791,3,2127,,476.96,2476.96,2362.02,2461.16,0.63,0.63,0.63,0.63,2132.13,2476.96,1\\r\\n22540,2198,62,Male,3,self_employed,67,3,1622,24,1027.23,1275.45,2242.14,807.75,800.09,26321.66,1048.3,7809.51,1087.71,1327.19,0\\r\\n22541,2438,48,Male,2,self_employed,29,3,682,38,2249.35,2840.78,2543.85,2064.73,0.23,714.51,301.09,1181.73,2403.81,2743.91,0\\r\\n22542,1095,52,Male,1,self_employed,1020,3,1451,39,1044.53,7490.23,7104.41,5512.98,0.43,8126.61,6429,7573.1,2831.51,10795.66,0\\r\\n22543,5462,71,Female,0,self_employed,575,2,44,14,2380.54,11758.28,4430.03,1458.39,470.71,4113.74,9834.8,48.51,2270.92,9218.61,1\\r\\n22544,558,48,Male,0,self_employed,,3,638,62,1441.82,2541.82,2343.48,2707.31,0.34,0.34,1071.77,0.34,2004.87,2550.12,1\\r\\n22545,6086,67,Male,2,retired,834,2,8,95,3546.08,3845.94,3910.14,3210.23,0.69,0.69,297.33,228.97,3702.43,3905.86,0\\r\\n22546,3280,31,Male,0,student,1020,2,582,4,3373.27,267.33,1526.29,5335.77,6421.64,508.67,3315.71,1787.86,1359.77,959.93,0\\r\\n22547,4917,44,Male,3,self_employed,558,3,1353,20,24638.44,24326.3,24263.01,24132.59,312.66,312.66,0.51,0.51,24555.95,24245.93,1\\r\\n22548,1320,40,Male,0,self_employed,170,2,2466,42,557.94,2557.94,1613.91,2586.27,0.4,1143.26,2571.83,0.4,1434.79,1931.21,1\\r\\n22549,1047,68,Male,0,retired,1525,2,38,12,23933.87,20925.23,21423.01,18605.71,3135.76,0.04,86.71,0.04,22302.4,20946.47,0\\r\\n22550,2462,30,Female,0,self_employed,615,2,593,20,4575.91,4433.06,4467.54,4023.7,143.26,0.4,0.4,0.4,4536.5,4433.06,0\\r\\n22551,1593,22,Female,0,student,1002,2,1111,210,3633.13,3633.13,3633.13,3610.67,0.67,0.67,0.67,0.67,3633.13,3633.13,0\\r\\n22553,4119,52,Male,3,salaried,1020,3,376,21,1803.93,3376.69,2861.19,1532.75,1799.31,1799.31,2928.94,964.01,2256.61,3746.6,0\\r\\n22554,2032,90,Male,0,retired,1020,3,19,91,2023.54,2299.72,2406.33,1543.54,0.37,0.37,276.56,143.23,2242.58,2299.72,0\\r\\n22555,644,3,Female,,student,1020,1,256,153,1826.03,1826.03,1826.03,1600.7,0.46,0.46,0.46,0.46,1826.03,1826.03,0\\r\\n22556,2470,65,Female,0,self_employed,1546,3,58,49,2296.9,5868.33,4922.83,3794.06,0.59,2143.44,3572.01,146.3,5745.18,5197.27,1\\r\\n22557,2483,31,Male,0,self_employed,102,2,826,17,1686.68,1606.65,2050.54,2887.24,197.61,460.47,229.04,1273.51,1703.43,2374.94,0\\r\\n22558,2628,37,Female,0,self_employed,334,2,1875,2,745.01,3152.83,3479.7,2336.39,7796.79,7218.06,12353.18,14109.47,4509.86,2540.36,1\\r\\n22559,5341,50,Male,2,self_employed,409,2,709,0,40379.16,11557.66,12430.26,9746.54,463.61,722.9,0.64,43.76,14550.06,11563.31,0\\r\\n22560,5351,40,Female,0,self_employed,1020,3,114,145,1711.05,1711.05,1711.05,1516.22,0.16,0.16,0.16,0.16,1711.05,1711.05,0\\r\\n22561,2327,52,Female,0,self_employed,,2,1502,116,8105.49,7469.42,7507.12,5816.48,0.07,0.07,0.07,0.07,7557.15,7471.96,0\\r\\n22562,608,31,Male,0,self_employed,485,1,520,42,1111.71,1264.53,1666.26,5352.27,0.67,1.08,153.49,877.03,1170.77,1610.97,0\\r\\n22563,1671,62,Male,0,salaried,1020,2,160,339,5976.93,6073.07,6081.59,6357.3,0.13,0.13,96.27,14.19,6017.12,6080.03,0\\r\\n22564,4881,36,Male,0,salaried,146,2,75,97,2771.66,2771.66,2707.9,2465.16,0.49,0.49,0.49,0.49,2771.66,2771.66,0\\r\\n22565,2928,47,Male,0,self_employed,150,2,692,32,1384.93,3240.21,1893.89,2168.25,0.1,1167.24,1855.39,0.1,1384.93,2223.67,0\\r\\n22566,2905,73,Male,0,self_employed,1347,2,37,61,21237.64,21237.64,16532.78,6089.28,0.17,0.17,0.17,32.29,21237.64,21256.84,0\\r\\n22568,4099,61,Female,0,self_employed,1020,3,419,9,8747.49,5769.84,5074.89,6169.43,3408.09,2980.27,426.34,1429.09,6853.11,3968.58,1\\r\\n22569,1476,56,Male,0,self_employed,795,3,1685,97,9132.82,5230.53,6718.07,7153.75,0.41,0.41,180.99,0.41,9163.95,5230.53,0\\r\\n22570,4107,36,Male,0,self_employed,142,3,298,24,4961.98,4138.5,4929.15,4989.91,2109.53,1072.51,2043.4,1143.2,5443.1,4639.6,0\\r\\n22571,2229,60,Female,0,self_employed,146,3,628,69,4594.65,4594.65,4149.17,2695.37,0.56,0.56,0.56,0.56,4594.65,4594.65,0\\r\\n22572,2711,30,Female,0,self_employed,1020,2,666,7,108.75,3788.46,4175.96,2850.74,2.41,2229.3,3842.36,3669.59,2613.6,4843.15,0\\r\\n22573,2452,29,Male,0,student,1096,2,26,62,8215.75,6105.3,6525.29,7681.36,0.11,0.11,5714.4,0.11,4414.78,8484.45,1\\r\\n22574,904,51,Male,0,self_employed,341,3,910,320,1456.12,1456.12,1456.12,1445.71,0.11,0.11,0.11,0.11,1456.12,1456.12,0\\r\\n22575,2520,63,Male,0,salaried,664,2,413,191,2072.35,2168.72,2151.09,2170.26,0.64,0.64,99.73,0.64,2124.4,2166.83,0\\r\\n22576,1472,37,Male,0,salaried,1477,3,2518,311,149.47,1435.18,1959.29,3184.42,0.6,0.6,1286.31,2014.89,348.98,2436.56,1\\r\\n22577,4136,50,Male,2,salaried,649,1,54,4,1088.12,2507.69,6321.51,13066.93,2129.33,2129.33,1263.19,713.54,3209.1,3116.56,0\\r\\n22579,4402,33,Male,0,self_employed,409,2,158,165,1355.33,2734.96,5132.75,5250.16,0.3,0.3,4286.01,2857.44,4426.73,5293.91,0\\r\\n22580,1553,30,Male,0,self_employed,1258,3,769,271,2886.67,3180.88,3141.35,3039.28,0.01,0.01,294.23,151.37,2961.73,3200.41,0\\r\\n22581,1994,66,Female,0,retired,1096,2,614,5,2609.63,2595.41,2593.58,2707.87,436.64,436.46,258.49,37.54,2750.94,2642.3,0\\r\\n22582,529,42,Male,2,self_employed,905,2,55,0,124.46,3636.78,3066.61,2998.2,1067.19,9371.47,5674.31,8526.8,921.82,2354.19,1\\r\\n22583,3383,45,Male,0,salaried,356,3,404,3,5034.23,4601.91,9015.29,3535.79,1493.13,1142.99,1136.83,9143.37,5142.68,11343,0\\r\\n22584,3133,32,Female,1,salaried,334,3,2406,192,8451.46,7679.04,8575.95,6617.82,0.7,0.7,20.37,406.72,7936.98,8325.02,0\\r\\n22585,3091,51,Male,2,self_employed,1096,2,438,13,393.37,1692.5,2344.76,19417.72,948.59,17142.99,2247.71,22231.46,935.01,2104.84,1\\r\\n22586,1415,44,Male,2,self_employed,1589,2,429,9,7929.23,1890.86,4456.06,4908.51,5714.36,0.07,308.54,3142.93,5791.59,3310.22,0\\r\\n22587,951,56,Male,3,self_employed,,2,2576,26,1844.43,1929.18,2558.94,5038.3,714.7,2078.27,790.44,4287.7,1979.47,2228.87,1\\r\\n22588,2192,78,Male,0,retired,1498,3,1637,126,3965.8,3965.8,3965.8,3139.35,0.27,0.27,0.27,0.27,3965.8,3965.8,0\\r\\n22589,5626,50,Female,0,salaried,1597,3,170,24,5123.41,5123.41,5313.06,5273.87,442.97,442.97,0.11,0.11,5320.46,5279.17,0\\r\\n22590,2675,80,Male,0,self_employed,334,3,2094,3,4489.63,3724.1,4625.01,5811.25,1099.04,0.54,214.83,317.89,4075.85,3841.99,0\\r\\n22591,551,45,Female,,self_employed,472,2,2965,61,1771.51,1771.51,1769.29,1755.39,0.46,0.46,0.46,0.46,1771.51,1771.51,0\\r\\n22592,4331,38,Male,0,self_employed,61,2,115,3,11690.72,38963.45,35468.41,11845.72,2766.56,1132.91,31235.9,2090.81,26042.17,38329.91,1\\r\\n22593,6363,58,Female,0,salaried,1111,3,88,343,492.82,3349.96,3120.08,2598.7,0.39,0.39,2857.53,0.39,2660.31,3349.96,0\\r\\n22594,1731,48,Male,0,salaried,1232,3,1115,192,1730.63,2566.55,2147,1510.55,0.4,0.4,1204.21,1268.38,1758.45,3283.15,0\\r\\n22595,2600,44,Female,2,salaried,409,2,553,21,3.5,1429.1,2870.36,346.42,6071.96,929.56,17669.81,28051.67,1923.82,5963.27,1\\r\\n22597,797,7,Female,0,student,318,2,873,,2986.97,2701.26,2750.52,2409.33,0.64,0.64,0.64,0.64,2849.04,2701.26,0\\r\\n22598,464,37,Male,,salaried,834,2,428,7,13510.51,14911.08,17445.18,30100.32,1429.06,118.34,27115.34,0.49,17473.63,14809.11,0\\r\\n22599,4563,90,Female,0,self_employed,1096,2,1672,32,5179.92,5119.17,4924.6,3220.96,0.2,2514.49,0.2,3643.6,5179.93,5129.83,0\\r\\n22600,373,81,Female,,self_employed,834,2,40,,2999.66,2999.66,2999.66,2980.66,0.21,0.21,0.21,0.21,2999.66,2999.66,0\\r\\n22601,2394,37,Female,0,self_employed,1544,2,1064,73,4639.04,4653.32,5416.2,2724.1,0.66,0.66,0.66,2143.51,4648.4,5030.74,0\\r\\n22602,1919,37,Female,0,self_employed,,1,216,103,1594.39,5460.86,3737.66,706.45,0.34,0.34,571.77,1786.06,2459.42,5107.59,1\\r\\n22603,2572,32,Male,0,salaried,334,2,674,,2107.28,2149.8,2155.57,2266.34,0.33,0.33,0.33,0.33,2113.19,2155.33,0\\r\\n22604,1740,27,Male,0,salaried,575,3,583,,5386.31,4832.57,5956.41,6526.04,0.53,0.53,0.53,1874.28,5176.27,6026.71,0\\r\\n22605,705,45,Female,,self_employed,1232,3,1811,11,8517.38,12717.38,11549.65,11850.65,0.99,0.59,4200.59,0.59,8868.58,12717.38,1\\r\\n22606,5438,48,Male,0,salaried,1020,2,86,,5284.27,5284.27,5307.92,5371.34,0.3,0.3,0.3,0.3,5284.27,5284.27,0\\r\\n22607,2575,70,Male,2,retired,1381,2,790,205,1529.68,1529.68,1529.68,1518.42,0.23,0.23,0.23,0.23,1529.68,1529.68,0\\r\\n22608,4020,80,Female,0,self_employed,834,3,18,4,4839.88,4803.55,4783.52,5068.79,40.63,40.64,0.26,0.26,4809.81,4775.41,0\\r\\n22609,5532,61,Male,0,salaried,656,2,1459,27,5804.42,5373.29,5492.61,3737.77,643.44,0.59,214.87,0.59,5906.99,5373.29,0\\r\\n22610,2330,75,Male,0,retired,146,2,1047,1,608.02,503.33,2994.01,4600.78,103.01,63.49,0.57,5714.86,539.4,5450.3,1\\r\\n22611,1379,38,Male,0,self_employed,649,3,1430,31,1741.8,7529.23,2113.86,4370.98,0.43,5714.71,5714.71,0.43,2343.02,2183.61,0\\r\\n22612,3310,66,Female,0,self_employed,1232,1,52,0,14519.36,14859.58,15954.44,20966.51,127.89,65.08,1785.81,1767.24,14426.41,15820.88,0\\r\\n22613,2102,25,Female,0,student,1096,2,120,,1667.22,1681.51,1677.9,1670.86,0.43,0.43,14.71,0.43,1670.67,1681.51,0\\r\\n22615,2574,43,Female,0,salaried,1020,2,1118,33,1954.23,3887.87,2431.45,1116.57,0.24,128.81,1978.25,2658.37,3000.29,3214.15,0\\r\\n22616,2597,30,Female,0,salaried,1020,1,2501,9,1180.87,2061.79,3113.03,2838.55,31478.62,0.21,3547.66,0.21,5660.67,1799.58,0\\r\\n22617,1038,62,Male,0,salaried,,3,823,210,2246.85,2246.85,2338.4,2545.96,0.34,0.34,0.34,54.6,2246.85,2270.56,1\\r\\n22618,2272,47,Male,0,self_employed,1096,3,1003,4,18291.38,12979.72,22446.71,36641.8,160.83,991.24,7644.81,13443.43,21462.21,16053.54,0\\r\\n22619,625,37,Male,0,salaried,905,3,34,6,3322.05,3319.54,3205,2710.49,929.17,0.6,929.17,0.6,3284.41,3240.02,0\\r\\n22620,1078,57,Female,0,salaried,,3,2971,19,1525.55,364.17,2043.02,452.72,859.14,0.43,726.33,2724.04,810.69,2294.19,1\\r\\n22621,4842,41,Male,0,self_employed,995,3,200,303,4477.22,4477.22,4477.22,4430.42,0.66,0.66,0.66,0.66,4477.22,4477.22,0\\r\\n22622,707,25,Male,0,self_employed,579,3,1468,25,1019.91,2466.36,2394.22,11150.73,78.97,2157.54,1521.01,697.09,1580.84,1426.07,1\\r\\n22623,774,49,Male,0,self_employed,409,2,585,26,1980.24,4649.76,3879.51,4894.15,428.97,314.89,3253,362.79,2265.84,4726.16,1\\r\\n22624,2154,62,Male,1,self_employed,162,2,1887,154,2433.27,2433.27,2433.27,2424.6,0.29,0.29,0.29,0.29,2433.27,2433.27,0\\r\\n22625,2018,25,Female,0,student,1020,1,2,3,1470.63,1618.43,1648.88,1674.59,0.96,0.57,204.71,114.86,1518.73,1678.11,0\\r\\n22626,1004,39,Female,0,self_employed,1053,2,2038,52,4756.17,4756.17,5558.97,3315.51,0.16,7143.01,0.16,7150.16,4756.17,7294.88,0\\r\\n22627,3079,41,Male,0,salaried,575,2,485,206,12613.51,12713.51,12724.83,12678.93,0.26,0.26,100.26,29.39,12695.78,12736.06,0\\r\\n22628,2568,39,Male,2,salaried,1020,3,419,39,4066.75,4638.18,4707.52,4933.25,0.33,222.99,857.47,733.46,4707.64,4694.75,0\\r\\n22629,5250,68,Male,1,salaried,409,2,46,4,684.59,1156.09,71188.74,749638.99,16314.36,6500.07,16785.86,6443,684.59,1509.32,1\\r\\n22630,3405,36,Female,0,self_employed,1096,3,457,335,3574.59,3003.16,3167.36,2508.7,0.67,0.67,0.67,0.67,3495.77,3003.16,0\\r\\n22632,2258,75,Male,0,self_employed,604,2,527,,4391.78,4391.78,4392.6,4366.4,0.49,0.49,0.49,0.49,4391.78,4391.78,0\\r\\n22633,1496,90,,0,self_employed,1181,2,235,14,14145.85,15172.73,13262.92,8652.35,1889.59,3543.36,2857.64,0.5,15725.33,12433.56,0\\r\\n22634,775,19,Female,,student,1568,2,946,259,2371.3,2399.87,2412.98,2569.32,0.27,0.27,57.41,18.23,2397.41,2417.25,0\\r\\n22636,5276,38,Female,0,self_employed,146,3,1752,44,1021.16,4079.22,3693.08,3875.98,0.04,142.9,3445.37,1998.8,2340.67,4196.83,0\\r\\n22637,2942,68,Female,0,self_employed,334,2,17,24,2968.92,3092.52,3282.39,4146.71,1.18,0.61,30.48,304.36,3077.28,3235.3,1\\r\\n22638,1890,63,Male,2,retired,,3,1214,48,1568.51,1811.36,1989.62,1863.22,0.57,143.43,243.43,783.21,1593.63,2209.02,0\\r\\n22639,2123,30,Male,0,self_employed,409,2,1070,30,20134.35,24684.35,11249.46,5851.81,0.43,53582.57,10214.71,21182.79,23582.62,10000.92,0\\r\\n22640,5564,55,Male,0,self_employed,1020,2,12,20,4154.6,1678.9,2190.92,20085.52,2800.41,657.56,163.96,41.12,3468.56,1562.34,0\\r\\n22642,1851,67,Female,0,self_employed,1540,2,1287,339,428.12,8142.4,7699.05,8037.81,0.59,0.59,7714.87,0.59,6812.35,8142.4,1\\r\\n22643,382,90,,,self_employed,85,2,1942,56,49757.97,76136.54,74285.17,75316.87,0.29,4855.29,26378.86,0.29,68859.7,77859.28,0\\r\\n22644,4445,33,Female,0,salaried,409,2,273,4,4330.27,4688.15,4766.76,12085.81,1186.06,1614.63,0.41,0.41,4665.88,4492.48,0\\r\\n22645,1704,36,Female,0,self_employed,657,2,180,91,1728.54,1728.54,1728.54,1597.58,0.14,0.14,0.14,0.14,1728.54,1728.54,0\\r\\n22646,1320,73,Male,0,self_employed,1084,1,830,12,7361.93,7329.84,7334.25,4456.98,32.73,0.64,0.64,0.64,7344.22,7329.84,0\\r\\n22647,5540,40,Female,1,self_employed,1096,2,287,0,5787.54,2258.96,2643.65,1623.26,2857.49,0.34,0.34,0.34,2403.79,2258.96,0\\r\\n22648,2907,74,Female,0,self_employed,1020,2,815,12,1039.8,2030.13,1979.36,1998.59,9.74,42.93,1428.64,57.21,1915.61,2006.62,0\\r\\n22649,4525,42,Male,0,self_employed,1232,3,934,0,6436.82,7132.02,9277.42,4642.98,4064.75,90,3768.62,2372.51,7704.06,9602.2,0\\r\\n22650,863,37,Male,0,self_employed,15,2,889,24,22721.09,23141.81,16934.9,6621.58,1059.21,16957.37,958.45,184.56,23078.2,21530.06,0\\r\\n22651,2635,30,Female,0,self_employed,578,3,631,56,3261.22,3264.18,3375.09,7529.51,0.1,0.51,3281.63,1173.86,2086.32,3795.68,0\\r\\n22652,3526,85,Female,0,self_employed,1589,1,384,6,10868.93,4874.08,4759.66,11697.26,20808.59,287.19,8993.11,750.26,5717.84,5367.03,0\\r\\n22653,733,44,Female,3,self_employed,1558,3,2408,254,3815.74,3815.74,3824.85,3826.03,0.63,0.63,0.63,0.63,3815.74,3815.74,0\\r\\n22654,462,51,Male,2,salaried,1480,2,2938,24,1236.44,3716.68,2833.58,1177.07,142.93,1171.5,2601.74,744.6,1535.12,3604.79,1\\r\\n22655,4534,45,Male,2,self_employed,1438,3,151,17,1551.66,1507.72,1453.32,1606.78,268.94,493.91,131,416.71,1451.05,1348.52,0\\r\\n22656,405,37,Male,0,self_employed,146,3,1050,126,1803.68,1713.95,1731.76,2652.93,0.69,0.69,0.69,0.69,1730.97,1725.01,0\\r\\n22658,2744,61,Male,0,self_employed,9,3,2968,311,3673.9,3673.9,4413.34,4921.46,0.57,0.57,0.57,0.57,3673.9,4743.14,0\\r\\n22659,1162,30,Female,1,self_employed,1181,2,235,95,95070.39,95067,95067.03,87033.56,0.06,0.06,0.06,0.06,95069.58,95067,0\\r\\n22660,2932,34,Female,3,salaried,146,3,286,0,2066.05,1069.15,1673.51,240.56,1057.23,0.09,1293.73,3408.17,1028.25,1839.63,1\\r\\n22661,348,62,Female,0,retired,1096,1,319,44,2938.91,2938.91,5822.88,2437.46,0.7,143048.39,0.7,142876.9,2938.91,12072.52,0\\r\\n22662,301,42,Female,,self_employed,1613,3,109,245,509.24,852.1,2406.98,743.21,0.43,0.43,429,429,825.5,902.79,1\\r\\n22663,2832,37,Male,0,salaried,1613,2,109,91,2732.49,3135.97,1822.39,247.63,0.4,0.4,579.81,60.4,2889.95,2074.39,0\\r\\n22664,1074,90,,0,self_employed,844,2,918,5,10520.59,12342.02,10753.88,4473.31,3893.49,179.2,5714.91,0.63,9738.57,12254.17,0\\r\\n22666,1209,39,Female,0,self_employed,15,3,888,13,237,272.35,1807.48,3224.84,428.89,928.89,472.17,1457.46,368.96,466.82,0\\r\\n22667,2964,67,Female,0,self_employed,623,2,218,117,4287.12,4287.12,4287.12,3414.14,0.39,0.39,0.39,0.39,4287.12,4287.12,0\\r\\n22668,2319,46,Male,0,self_employed,,2,1040,,3165.36,3165.36,3165.36,3145.43,0.03,0.03,0.03,0.03,3165.36,3165.36,0\\r\\n22669,3253,30,Female,0,self_employed,1337,3,449,,5467.58,5467.58,5491.39,5296.55,0.23,0.23,0.23,85.94,5467.58,5496.15,0\\r\\n22670,4371,33,Male,0,salaried,1020,3,288,3,2530.67,4201.25,1813.24,1667.73,3142.14,2353.24,6171.1,1402.74,1749,2445.76,0\\r\\n22671,957,39,Female,0,self_employed,1353,2,369,125,5413.92,5510.27,5718.67,7936.15,0.21,0.21,0.21,0.21,5538.54,5676.49,0\\r\\n22672,1372,37,Male,0,self_employed,232,3,1959,14,3632.08,2203.5,1884.1,60.26,1428.87,0.3,2857.44,28571.73,3779.86,1811.79,0\\r\\n22673,3040,39,Female,0,salaried,531,2,422,7,1695.49,9395.35,7618.35,6205.71,4307,0.04,13074.17,581.64,7230.44,8226.96,1\\r\\n22674,4317,43,Female,0,self_employed,15,3,49,67,923.56,4880.1,2561.75,701.25,0.61,0.61,4986.33,1856.45,2562.68,2844.18,0\\r\\n22675,527,20,Male,,student,834,2,1929,,6366.07,6366.07,6366.07,6329.23,0.51,0.51,0.51,0.51,6366.07,6366.07,0\\r\\n22676,1139,71,Male,,retired,572,3,2412,203,4172.42,4169.77,4023.16,3846.28,0.36,0.36,0.36,0.36,4171.51,4087.5,0\\r\\n22677,3229,51,Male,0,salaried,407,2,225,47,3381.65,3797.53,5727.8,4249.97,0.23,42857.37,701.83,495.94,3461.65,9445.92,1\\r\\n22678,5754,60,Male,0,self_employed,905,3,34,77,1660.53,1672.31,1602.73,3319.59,0.67,0.67,0.67,0.67,1667.49,1678.33,0\\r\\n22679,465,90,,,self_employed,1020,1,228,5,5856.57,12999.43,11899.99,8428.71,7143.4,0.54,7143.4,0.54,11767.9,12481.96,0\\r\\n22680,1468,33,Male,0,self_employed,231,2,2440,60,5721.78,5721.78,5782.74,6970.2,0.56,0.56,0.56,0.56,5721.78,5721.78,0\\r\\n22681,3217,48,Male,2,self_employed,1020,2,288,35,14692.47,14996.43,6416.15,1595.5,0.3,14286.01,366.76,423.6,14756.61,3213.38,0\\r\\n22682,1812,24,Female,0,student,1096,2,482,21,4629.64,4653.01,4742.44,4938.86,242.3,249.44,363.57,310.54,4729.6,4709.52,0\\r\\n22683,5070,80,Female,0,retired,1096,3,89,69,14334.1,14334.1,19956.52,3543.14,0.24,0.24,0.24,0.24,14334.1,14334.18,1\\r\\n22684,1682,28,Male,0,self_employed,617,3,2360,164,4214.06,4214.06,4220.07,4266.44,0.44,0.44,0.44,0.44,4214.06,4217.38,0\\r\\n22685,3288,72,Female,0,self_employed,656,2,1383,46,21138.24,21138.24,18810.91,16124.99,0.06,4919.18,0.06,0.06,21138.24,19075.38,0\\r\\n22686,4203,45,Male,3,self_employed,891,2,360,4,2363.66,837.98,1449.55,4510.09,1944.23,551.43,232.91,707.21,1804.83,896.63,0\\r\\n22687,5012,42,Male,0,salaried,575,2,153,,3510.87,3510.87,3510.87,3488.03,0.36,0.36,0.36,0.36,3510.87,3510.87,0\\r\\n22688,2281,72,Male,1,salaried,168,2,432,,1910.85,1910.85,1910.85,1790.25,0.03,0.03,0.03,0.03,1910.85,1910.85,0\\r\\n22689,5882,68,Male,1,salaried,834,1,8,6,3805.51,10513.9,13541.48,11909.1,8571.99,14.7,15603.67,0.56,9711.8,10507.71,0\\r\\n22690,7028,90,Female,0,self_employed,318,2,1314,286,3873.8,3873.8,3873.8,3849.28,0.23,0.23,0.23,0.23,3873.8,3873.8,0\\r\\n22691,4382,58,Male,0,salaried,878,1,131,0,66206.64,88135.67,84015.35,78346.7,171.64,193.07,23174.5,103.07,84076.94,84353.79,0\\r\\n22692,1106,59,Male,0,self_employed,61,2,1334,94,2282.8,2277.6,2276.23,2122.71,0.07,0.07,0.07,0.07,2281.1,2276.75,1\\r\\n22693,704,59,Male,2,self_employed,1034,3,2568,0,580.76,455.43,1455.04,1121.21,357.47,0.33,232.14,232.14,291.88,1033.31,1\\r\\n22694,1492,75,Male,2,retired,575,2,2549,17,2897.15,3456.11,2915.34,5282.49,412.83,865.01,971.17,503.01,3127.25,3273.66,0\\r\\n22695,1108,79,Male,0,self_employed,522,2,3268,109,387.32,582.61,8386.12,16495.76,0.43,0.43,0.43,14943.29,400.79,8405.65,1\\r\\n22696,5646,69,Male,0,retired,1096,3,5,14,2407.8,1465.14,1690.53,600.58,13898.8,6970.18,12286.09,4795.07,3209.03,1387.26,0\\r\\n22697,401,33,Male,0,salaried,1096,3,129,31,0.13,500.47,2002.26,153.24,0.13,636.73,500.13,339.59,77.65,163.39,1\\r\\n22699,451,53,Male,0,self_employed,630,3,2000,105,2340.03,2340.03,2340.03,521.94,0.39,0.39,0.39,0.39,2340.03,2340.03,0\\r\\n22700,4028,65,Male,0,salaried,1326,3,273,23,3228.97,3143.35,3202.7,2991.86,457.47,457.47,0.33,0.33,3329.51,3244.78,0\\r\\n22701,898,9,Female,0,student,834,1,105,,6916.13,6916.13,6916.13,6563.41,0.37,0.37,0.37,0.37,6916.13,6916.13,0\\r\\n22702,430,33,Female,,self_employed,1232,2,633,57,17431.49,17445.77,18939.73,33878.04,0.11,156.07,0.11,0.11,17445.28,17448.61,0\\r\\n22703,2131,41,Female,0,self_employed,491,3,1568,49,2175.57,2175.57,1691.25,1060.61,0.03,1428.6,0.03,262.1,2175.57,1889.1,0\\r\\n22704,840,61,Male,3,self_employed,854,2,2967,21,3306.12,3459.1,3684.69,3697.3,50.24,48.81,174.66,599.9,3341.75,3633.13,0\\r\\n22705,4336,71,Female,0,self_employed,15,2,299,5,5081.57,3342.7,3268.59,1695.85,1736,0.51,0.51,0.51,4032.83,3342.7,0\\r\\n22706,6174,83,Male,0,self_employed,1096,2,43,,3176.18,3176.18,3176.18,3156.06,0.44,0.44,0.44,0.44,3176.18,3176.18,0\\r\\n22707,2020,46,Female,0,self_employed,,3,282,240,686.9,1758.33,1485.8,4782.63,0.06,0.06,1071.49,0.06,871.63,1758.33,1\\r\\n22708,1255,39,Male,2,salaried,1076,3,2041,24,2090.96,2106.23,1731.83,2560.33,751.63,8039.73,0.09,6356.84,2385.13,1920.82,0\\r\\n22709,1460,47,Male,0,self_employed,1311,3,2141,46,510.6,5407.62,12490.77,1719.69,0.44,29.01,4857.59,3171.87,1925.15,8063.89,1\\r\\n22710,2771,51,Male,0,salaried,762,3,1434,11,9281.8,10279.4,9983.53,9172.54,429.03,358.99,1429.03,0.46,10236.06,9955.57,0\\r\\n22711,986,21,Female,0,student,623,2,472,168,9723.14,9723.14,9723.14,9641.51,0.34,0.34,0.34,0.34,9723.14,9723.14,0\\r\\n22712,2604,84,Female,0,self_employed,1020,2,79,312,2678.34,2527.94,2324.02,1421.92,0.2,0.2,206.94,0.2,2574.63,2389.15,0\\r\\n22713,1717,23,Female,0,student,485,2,823,229,1752.47,2162.55,1939.28,2790.15,0.41,0.41,53.34,1786.13,1939.29,1527.54,1\\r\\n22714,4917,55,Male,2,salaried,1180,3,116,6,5316.25,5436.3,5683,4751.75,1471.87,386.16,1848.59,677.16,5618.85,5624.92,0\\r\\n22715,1530,47,Male,0,salaried,1096,3,2092,60,1337.68,2225.68,1764.84,1390.21,0.21,0.21,173.93,0.21,1653.19,2225.68,0\\r\\n22716,352,79,Male,,self_employed,334,2,1865,10,3738.81,4453.1,4001.54,4424.96,1428.73,0.16,2143.01,0.16,3098.42,4453.1,0\\r\\n22717,1140,40,Female,0,salaried,208,2,1956,123,2123.68,5846.54,5424.93,8034.12,0.06,0.06,4965.77,857.2,3689.1,6126.72,0\\r\\n22718,1985,54,Female,0,self_employed,531,2,153,9,4763.63,4187.69,4252.24,4158.74,571.97,0.54,0.54,0.54,4386.21,4186.25,0\\r\\n22719,1636,30,Male,2,student,1023,2,2131,290,472.55,986.48,3178.33,9566.6,0.13,0.13,699.77,3512.34,705.31,2918.94,1\\r\\n22720,609,33,Female,,self_employed,535,3,2993,62,6703.96,6703.96,6697.89,3610.64,0.13,0.13,0.13,0.13,6703.96,6703.96,0\\r\\n22721,1299,70,Male,0,retired,488,2,2163,14,1652.91,327.23,2363.73,382.26,37469.97,143.47,22000.61,0.61,6528.73,327.23,1\\r\\n22722,5129,67,Male,2,salaried,1020,1,5,0,15288.04,3444.26,7451.94,33516.6,6136.31,80821.55,1178.21,30524.49,8602.36,10523.07,0\\r\\n22723,2981,49,Male,0,self_employed,1020,2,2,,2883.43,2883.43,2915.69,3007.75,0.37,0.37,0.37,0.37,2883.43,2883.43,0\\r\\n22724,1178,46,Male,0,self_employed,716,3,2212,90,1869.21,7569.07,6993.05,6364.59,0.4,0.4,5714.69,208.56,5017.97,7725.37,1\\r\\n22725,2449,74,Female,0,retired,1020,2,16,63,2488.06,2573.77,2583.21,2286.98,0.27,0.27,85.99,85.99,2532.88,2614.32,0\\r\\n22726,7065,61,Male,0,salaried,1020,2,13,,1750.38,1748.1,1748.49,1736.32,0.26,0.26,0.26,0.26,1749.28,1748.1,0\\r\\n22727,2931,49,Female,0,self_employed,15,2,6,,3583.19,3583.19,3583.19,3560.49,0.44,0.44,0.44,0.44,3583.19,3583.19,0\\r\\n22728,3246,64,Female,0,self_employed,891,3,360,23,128.91,7689.5,9144.94,3041.04,896.97,93.4,23286.26,81429.11,5844.91,9838.02,1\\r\\n22729,1176,43,Male,0,self_employed,656,2,2187,98,3398.83,3755.97,10738.77,7361.55,0.24,0.24,357.39,12714.53,3534.3,9621.64,0\\r\\n22730,4800,66,Male,0,retired,1232,3,1227,121,2994.24,3411.8,3634.88,3707.38,0.01,0.01,0.01,285.73,3162.97,3747.74,0\\r\\n22731,726,90,,,self_employed,1096,1,617,166,1753.12,1753.12,1753.12,2173.03,0.23,0.23,0.23,0.23,1753.12,1753.12,0\\r\\n22732,1089,36,Male,0,self_employed,557,3,721,21,15315.64,15276.69,15530.87,2058.72,14286.07,614.64,14780.75,4783.57,15463.46,15941.97,0\\r\\n22733,1027,31,Female,0,salaried,15,3,299,9,7581.18,475.45,2632.33,376.73,21.38,0.6,58.5,14643.46,3172.01,2791.12,0\\r\\n22734,2922,76,Male,0,retired,1020,2,182,244,3274.16,3846.52,3747.84,3815.16,0.6,0.6,572.96,0.6,3550.47,3846.52,0\\r\\n22735,4139,44,Female,0,self_employed,1232,2,149,3,3293.29,6515.9,5446.61,7177.15,4071.76,643.19,7143.19,18.9,5860.18,6288.32,0\\r\\n22736,981,57,Male,0,self_employed,162,3,1887,41,3012,3012,2635.65,2305.11,0.1,714.39,0.1,0.1,3012,2597.25,0\\r\\n22737,1169,80,Female,0,self_employed,834,1,8,3,2423.45,3935.18,8763.33,4563.29,170733.81,6091.91,168902.8,14691.36,9612.9,6216.84,0\\r\\n22738,5997,48,Female,0,self_employed,318,2,1314,18,1848.62,2380.85,2966.76,2986.42,605.83,677.26,770.46,1047.67,2255.57,2770.52,0\\r\\n22739,6302,66,Female,0,retired,1120,3,2832,49,1005.22,1005.22,2376.13,3513.51,0.17,4571.6,0.17,0.17,1005.22,2572.04,1\\r\\n22740,1349,45,Male,2,self_employed,,2,2607,62,1627.3,1274.81,1970.2,3757.34,0.17,0.17,1071.6,0.17,1556.84,1566.52,1\\r\\n22741,181,55,Female,,self_employed,1580,2,2333,124,9902.31,10759.46,12471.81,28733.96,0.31,0.31,1571.74,2071.74,10276.7,11328.58,0\\r\\n22742,2480,61,Male,2,salaried,1363,2,222,19,25264.76,24483.73,20884.06,12501.84,1318.81,5098.93,537.79,537.79,24929.73,20969.59,0\\r\\n22743,881,43,Female,0,self_employed,1096,2,92,3,3910.15,3111.36,3130.38,3635.37,5670.57,3300.6,7143.46,0.6,3198.76,1385.64,0\\r\\n22744,2239,73,Male,0,retired,762,2,195,250,2689.91,2716.08,2736.63,2660.37,0.03,0.03,0.03,0.03,2711.57,2736.74,0\\r\\n22745,2398,51,Male,0,self_employed,1477,1,415,0,3340.01,321.44,3394.68,1783.05,3733.53,624.96,714.96,7610.67,1356.37,3161.53,0\\r\\n22747,1263,48,Male,0,self_employed,664,3,241,14,2206.25,2165.44,2166.19,2146.91,314.81,0.53,274.01,0.53,2167.69,2165.44,0\\r\\n22748,4305,45,Male,2,self_employed,623,3,1043,3,1681.48,1924.17,1600.96,596.89,94.34,937.2,337.03,308.46,1670.33,1815.76,0\\r\\n22749,234,44,Female,,salaried,259,3,3659,75,3481.6,3495.89,3383.51,2665.69,0.47,0.47,0.47,0.47,3484.56,3498.65,0\\r\\n22750,1528,41,Male,0,self_employed,579,3,1468,6,12758.61,12630.04,12593.03,12453.77,357.33,0.19,285.9,14.47,12594.57,12642.48,0\\r\\n22751,2272,48,Male,3,self_employed,,2,1835,6,12209.08,10180.51,10754.68,12698.57,2029.11,476.26,0.54,951.97,11900.71,10181.2,0\\r\\n22752,3401,64,Male,0,retired,1150,3,673,24,3449.38,685.05,1571.29,1701.3,4821.81,643.24,2014.67,457.53,3182.12,424.58,0\\r\\n22753,1442,65,Male,0,salaried,1020,1,85,13,13206.28,5450.17,6750.14,5445.4,14899.57,7143.46,7143.46,7143.46,8948.19,5938.37,0\\r\\n22754,535,32,Female,,self_employed,623,2,1022,28,206.39,162.3,2513.21,139.17,44.75,15833.83,0.66,15857.8,206.39,7146.96,1\\r\\n22755,2205,41,Male,0,salaried,745,3,276,,861.61,1287.56,7354.42,6499.89,0.51,0.51,0.51,10093.49,1067.24,9533.92,1\\r\\n22756,1418,44,Male,3,self_employed,1053,2,2038,3,12523.3,4355.07,6261.64,5076.46,9741.81,232.9,1233.59,1662.16,7512.52,5306.36,0\\r\\n22757,4552,51,Male,0,self_employed,334,2,492,25,239.55,1615.63,6588.27,12015.47,18.44,281.66,1429.16,939.41,320.25,1206.36,1\\r\\n22758,1090,70,Male,0,self_employed,834,2,105,23,3259.57,3259.4,3666.63,3198.68,0.76,0.59,0.59,0.59,3259.53,3259.4,0\\r\\n22759,2299,70,Female,0,self_employed,1111,2,88,171,1466.99,1466.99,1466.99,1930.9,0.31,0.31,0.31,0.31,1466.99,1466.99,0\\r\\n22760,5483,56,Male,1,self_employed,,2,93,347,2421.33,2421.33,2421.33,2626.23,0.01,0.01,0.01,0.01,2421.33,2421.33,0\\r\\n22761,2714,35,Female,0,self_employed,905,3,1341,285,20136.32,20136.32,20157.51,19797.21,0.03,0.03,0.03,28.6,20136.32,20163.04,0\\r\\n22762,3948,64,Male,0,self_employed,1096,2,467,143,3408.68,3551.54,3507.31,3974.73,0.49,0.49,143.34,0.49,3423.46,3550.33,0\\r\\n22763,1994,62,Male,0,self_employed,494,3,604,33,6495.56,755.78,2213.1,544.25,0.31,143.17,87.46,635.56,5928,294.77,0\\r\\n22764,6071,80,Female,0,self_employed,334,2,10,,9081.51,11626.76,10849.91,10973.98,0.16,0.16,12576.96,0.16,9407.01,11573.3,0\\r\\n22765,281,32,Female,0,salaried,1096,3,587,6,2747.14,1775.92,1896.23,693.26,1318.71,542.7,333.21,0.39,2568.96,1708.25,0\\r\\n22766,1918,57,Male,0,salaried,1096,3,1067,18,32807.21,1438.73,12172.19,4402.17,31937.84,4750.46,571.59,7714.44,30610.88,2001.14,1\\r\\n22767,1325,57,Female,0,self_employed,213,2,2895,312,1766.06,1290.84,1538.91,2283.29,0.21,0.21,0.21,0.21,1356.39,861.62,0\\r\\n22768,3847,67,Male,0,self_employed,409,1,1351,6,7284.08,10522.85,9802.08,6931.68,1246.84,1938.53,6300.51,1548.89,9980.61,9318.57,0\\r\\n22769,599,39,Female,0,self_employed,491,2,2535,16,2542.78,1878.7,2747.19,9066.03,5714.56,0.27,6279.8,960.2,2722.44,1373.51,0\\r\\n22770,6395,42,Male,2,salaried,630,3,36,7,1546.67,2212.91,2443.34,2836.31,1382.54,2143.33,0.47,1265.71,2200,2242.91,0\\r\\n22771,6216,45,Male,0,self_employed,834,2,14,5,698.71,5096.22,5994.66,8240.91,5658.16,2857.46,4431.06,6350.1,5074.43,6402.96,1\\r\\n22772,6036,64,Male,0,,261,3,937,20,5357.93,5187.34,5860.82,4793.83,14285.86,0.14,14285.86,0.14,7180.43,5193.79,0\\r\\n22773,946,73,Male,0,retired,1064,3,854,235,5981.75,5981.75,5981.75,5950.74,0.31,0.31,0.31,0.31,5981.75,5981.75,0\\r\\n22774,1962,44,Female,0,self_employed,145,2,1366,,44697.04,44697.04,44697.04,44413.88,0.5,0.5,0.5,0.5,44697.04,44697.04,0\\r\\n22775,659,59,Female,0,self_employed,1020,2,967,114,3676.33,3814.63,3787.44,3224.16,0.31,0.31,138.62,0.31,3733.06,3814.63,0\\r\\n22776,5852,39,Male,1,self_employed,1232,2,52,72,6342.6,6534.67,6639,4663.27,0.24,0.24,204.43,74.62,6474.81,6564.52,0\\r\\n22777,2105,58,Female,0,self_employed,1435,3,1890,26,2312.07,2052.07,2046.4,1184.67,242.9,228.61,0.04,0.04,2281.14,2052.07,0\\r\\n22778,678,61,Female,,self_employed,531,3,563,213,8406.94,8529.8,8703.53,7465.18,0.64,0.64,870.84,954.05,8495.9,8504.11,0\\r\\n22779,4335,45,Female,0,self_employed,1494,2,67,55,5425.08,5580.84,5505.75,5459.38,0.34,428.91,115.74,764.63,5525.61,5609.18,0\\r\\n22780,1444,75,Male,0,retired,169,2,147,,1021.42,1469.26,1834.49,4012.88,0.09,0.09,285.8,0.09,1242.65,1465.33,0\\r\\n22781,5184,45,Female,0,salaried,1525,3,80,0,8153.49,1747.99,2711.74,1330.1,6514.89,802.31,0.6,0.6,5936.68,1116.16,0\\r\\n22782,1709,32,Female,0,self_employed,1299,3,2327,244,6863.84,7146.36,7144.99,7412.93,0.5,0.5,283.01,0.5,7129.83,7146.36,0\\r\\n22783,1789,25,Female,0,self_employed,1589,1,33,13,2700.14,2250.14,4344.22,8656.18,450.61,486.33,0.61,6786.33,2467.38,2015.12,0\\r\\n22784,1482,23,Male,0,student,1010,3,1650,5,1436.68,7.52,2268.51,87.74,15437.06,5899.54,18033.44,6701.32,6109.22,297.37,1\\r\\n22785,2323,25,Male,0,student,623,2,1639,27,8822.83,9559.31,9715.54,8543.26,1.14,0.01,1094.77,2804.65,9230.02,10544.66,0\\r\\n22786,1455,38,Female,0,self_employed,1046,2,2451,10,2224.12,2018.73,1947.08,775.92,205.76,53.03,0.37,0.37,2107.52,1998.35,0\\r\\n22787,4289,52,Male,2,salaried,1467,2,191,46,14646.03,13650.46,8336.59,6416.29,0.04,7389.56,8571.47,569.73,9003.46,10639.12,0\\r\\n22788,1332,32,Male,2,self_employed,905,2,1238,3,5427.24,7498.67,5454.61,4859.76,3500.34,3014.63,5571.77,286.06,6242.51,5765.03,0\\r\\n22789,1446,54,Female,0,self_employed,870,3,2630,,944.49,1008.78,3887.88,7097.73,0.17,0.17,85.89,128.74,962.22,1064.08,1\\r\\n22791,2251,47,Female,0,self_employed,146,2,1226,27,2945.82,2914.39,2893.5,3014.39,489.13,489.13,457.7,0.56,3195.86,2789.5,0\\r\\n22792,6728,67,Female,2,self_employed,1111,2,88,17,7150.19,6406.37,5074.54,10967.32,2701.69,2765.24,1960.13,64.09,7332.8,5273.63,0\\r\\n22793,269,75,Female,,self_employed,259,3,3659,238,2612.68,2608.19,2604.54,2575.88,0.27,0.27,0.27,0.27,2610.51,2606.74,0\\r\\n22794,2772,42,Female,0,salaried,146,3,371,0,2960.26,2813.55,3840.53,2622.6,148.32,4.33,0.4,0.4,2918.63,2959.21,0\\r\\n22796,2033,30,Male,0,student,656,2,1827,333,4854.83,3783.23,4140.43,3978.5,0.31,0.31,0.31,0.31,4854.83,3783.23,0\\r\\n22797,522,28,Female,0,salaried,146,3,628,21,2697.59,2863.16,2154.92,16255.99,0.26,15.56,1230.11,869.77,2335.86,2276.58,0\\r\\n22798,1756,35,Female,1,salaried,1096,2,271,74,3346.78,6918.21,4180.11,3934.69,0.7,0.7,3572.13,286.41,5932.99,3070.29,0\\r\\n22799,899,73,Male,0,retired,1232,3,29,236,1727.02,1728.05,1728.39,1988.16,0.23,0.23,0.23,0.23,1729.07,1728.05,0\\r\\n22800,2748,35,Male,0,self_employed,,2,813,133,266.99,1738.15,2071.03,2171.22,0.26,0.26,2857.4,0.26,602.44,1449.72,1\\r\\n22801,2459,32,Female,4,self_employed,1461,3,822,70,15549.74,15717.85,17811.63,22339.38,0.04,0.04,188.37,3717.06,15616.52,17018.89,0\\r\\n22802,1987,69,Male,0,self_employed,550,2,1901,,4323.64,4337.92,4317.68,4386.53,0.06,0.06,0.06,0.06,4335.95,4287.17,0\\r\\n22804,6026,51,Male,0,salaried,834,2,8,326,1801.02,5847.47,3313.61,1640.04,0.53,0.53,24.65,2857.67,3193.32,5045.62,0\\r\\n22805,5778,59,Female,0,self_employed,1232,2,52,7,6580.12,3806.22,5181.75,3659.01,1871.51,285.8,563.46,585.8,4328.7,4874.71,0\\r\\n22806,1724,35,Female,0,self_employed,146,3,1232,0,281.78,3531.27,3400.82,748.92,54.19,54.24,424.33,542.87,3074.21,3716.33,1\\r\\n22807,2286,52,Female,0,self_employed,318,3,107,33,8184.87,12442.44,7653.71,5467.98,0.63,8765.41,2104.36,946.17,9952.3,7610.16,0\\r\\n22808,1212,58,Female,0,self_employed,146,1,53,14,8231.09,6680.11,5671.02,5343.05,1286.01,1928.87,0.3,0.3,7444.94,5177.9,0\\r\\n22809,1681,53,Male,0,self_employed,891,2,360,,5898.69,5898.69,5898.69,5861.41,0.43,0.43,0.43,0.43,5898.69,5898.69,0\\r\\n22810,1609,23,Female,0,student,649,3,1437,9,1986.06,1843.2,2030.72,1172.17,428.71,78.14,285.86,571.57,1754.53,1985.58,0\\r\\n22811,2966,46,Male,0,salaried,1525,3,665,14,1622.92,1261.87,2083.61,1413.64,726.1,1474.16,1324.3,2557.67,2170.79,2835.73,0\\r\\n22812,2252,27,Male,0,self_employed,409,2,1003,26,5977.64,28005.31,8060.16,663.92,8679.41,45922.27,65717.09,143.5,9393.23,5530.82,1\\r\\n22813,4970,44,Female,0,self_employed,1096,2,134,53,4834.5,4834.5,4601.01,4237.12,0.47,571.9,0.47,0.47,4834.5,4705.47,0\\r\\n22814,2027,63,Male,1,salaried,575,3,90,48,1843.98,1915.41,1897.15,1780.04,0.53,7.67,71.96,0.53,1868.61,1912.87,0\\r\\n22815,2137,50,Female,0,self_employed,1303,2,1295,62,1694.28,1694.28,4526.28,11998,0.2,0.2,0.2,0.2,1694.28,1695.24,1\\r\\n22816,788,28,Female,,self_employed,488,2,3324,,2605.51,2605.51,3163.12,4022.73,0.31,0.31,0.31,0.31,2605.51,2835.93,0\\r\\n22817,1958,35,Female,0,self_employed,1494,2,1249,138,1872.05,1872.05,1872.06,1304.24,0.64,0.64,0.64,0.64,1872.05,1869.58,0\\r\\n22818,2187,41,Male,2,self_employed,1020,2,85,209,10011.41,661.35,3552.3,560.8,0.11,0.11,6199.77,1547.39,7299.15,1131.62,0\\r\\n22819,374,3,Male,,student,623,3,968,,2001.84,1987.56,1980.96,1926.15,0.31,0.31,0.31,0.31,1994.95,1981.11,0\\r\\n22820,4703,61,Male,3,self_employed,485,3,20,181,1917.51,1723.28,2880.79,4041.18,0.1,0.1,770.29,2137.36,2099.21,2915.79,0\\r\\n22821,2680,55,Male,0,salaried,334,2,1072,7,3351.23,3909.56,3494.29,2936.29,2519.31,214.74,6137.17,507.23,2997.2,4153.78,0\\r\\n22823,2229,30,Female,0,self_employed,1232,2,1578,222,2371.34,2438.63,2423.94,2532.9,0.24,0.24,67.53,0.24,2394.55,2438.63,0\\r\\n22824,2209,33,Male,0,self_employed,834,3,2664,7,27265.25,4425.3,8876.34,3934.4,13240.73,10714.8,11058.2,445.51,17366.87,4568.85,0\\r\\n22825,5929,60,Male,2,self_employed,822,1,520,14,8046.01,10904.55,10939.91,17036.65,0.62,1.85,3144.47,1389.21,9431.81,11154.23,0\\r\\n22826,770,90,Male,0,self_employed,1024,3,2684,259,19180.9,19180.9,19678.6,21648.03,0.07,0.07,0.07,0.07,19180.9,19180.9,0\\r\\n22827,5295,55,Female,0,salaried,1020,3,114,24,-1357.86,51250.03,1876.87,1173.66,5000.49,25714.77,65714.77,220.47,5132.89,5364.52,1\\r\\n22828,1130,81,Male,,retired,334,2,82,111,12319.07,12333.52,12406.67,7396.35,0.2,0.2,14.66,140.83,12331.53,12397.92,0\\r\\n22829,4067,43,Male,0,salaried,1589,3,358,9,7165.44,1170.48,2965.85,9900.18,6979.97,314.53,37.39,1428.81,2554.28,2212.27,0\\r\\n22830,4835,55,Male,2,self_employed,1232,2,182,5,6858.35,1692.21,1956.44,1881.41,6937.01,1429.07,64.79,0.5,2396.47,1257.39,0\\r\\n22831,1572,45,Male,0,self_employed,1181,3,332,69,3358.63,3358.63,2997.64,708.4,0.49,0.49,0.49,0.49,3358.63,3358.63,0\\r\\n22832,1657,68,Male,0,salaried,146,3,1552,24,1918.56,1989.99,2378.06,1992.81,7142.87,0.01,7285.73,0.01,3162.4,1986.75,0\\r\\n22833,1411,38,Female,0,salaried,1111,2,278,39,16088.56,17626.67,16825.01,13875.34,0.67,1374.49,1538.78,154.84,16887.37,16823.05,0\\r\\n22834,2665,29,Female,0,student,514,1,69,152,9121.36,9121.36,9136.15,11087.77,0.5,0.5,0.5,0.5,9121.36,9121.36,1\\r\\n22835,405,28,Male,,self_employed,1647,3,1400,95,7318.54,7318.54,9007.5,9046.37,0.04,0.04,0.04,4380.63,7318.54,9290.54,1\\r\\n22836,658,18,Male,,student,647,2,2648,56,4309.78,4309.78,4342.34,4538.11,0.37,28.94,0.37,71.8,4309.78,4334.66,0\\r\\n22837,4097,30,Female,0,salaried,1020,2,419,41,1791.23,1791.23,1733.45,2172.24,0.33,2857.47,0.33,2857.47,1791.23,1899.17,0\\r\\n22838,4290,48,Male,0,self_employed,1395,2,282,38,22733.93,22755.58,21459.4,16922.03,0.31,2052.17,0.31,0.31,22737.66,21369.07,0\\r\\n22839,770,63,Female,,self_employed,,3,927,167,7619.39,7690.82,7733.25,7868.9,0.53,0.53,0.53,0.53,7663.72,7732.29,0\\r\\n22840,3014,51,Female,2,self_employed,1415,1,548,125,6291.6,6291.6,7718.52,11275.81,0.59,0.59,0.59,1429.16,6291.6,7628.01,0\\r\\n22841,4616,62,Male,0,self_employed,983,3,238,0,12069.45,10362.3,10440.51,11260.41,2293.2,0.34,571.77,286.06,10053.68,10420.83,0\\r\\n22842,2236,25,Female,0,salaried,1096,2,129,0,1897.23,1498.93,2215.72,2611.59,487.56,0.24,728.81,16.49,1396.67,1513.6,0\\r\\n22843,716,30,Female,0,self_employed,372,1,236,31,1316.87,14888.3,6168.59,3831.4,0.1,12861.81,13571.53,5714.39,8804.55,6404.9,0\\r\\n22844,1122,64,Female,0,self_employed,446,3,2442,6,1678.54,1369.08,1528.15,1607.3,4950.66,0.13,4642.99,0.13,1569.87,1369.2,0\\r\\n22845,1738,34,Male,0,self_employed,1515,3,1406,14,3057.31,3485.88,3334.51,2800.62,143.66,0.89,286.36,4.21,3190.3,3558.33,0\\r\\n22846,973,47,Female,,self_employed,1381,3,790,,2190.65,2190.65,2190.65,2176.77,0.36,0.36,0.36,0.36,2190.65,2190.65,0\\r\\n22847,1300,44,Female,0,self_employed,904,2,1112,175,1300.9,1300.9,3835.47,8120,0.16,0.16,0.16,4285.87,1300.9,4618.88,1\\r\\n22848,573,38,Male,2,salaried,409,3,1657,26,2216.3,2144.87,2166.22,2131.28,71.59,0.16,0.16,0.16,2208.91,2144.87,0\\r\\n22849,2687,53,Male,0,salaried,146,2,1756,11,13421.47,10848.43,10837.9,6778.03,666.19,854.76,58.21,599.77,12210.85,10607.77,0\\r\\n22850,802,29,Female,0,self_employed,623,3,3611,105,3345.56,3345.56,4820.22,9094.17,0.17,0.17,0.17,4285.89,3345.56,3483.81,1\\r\\n22851,2986,51,Male,2,self_employed,1020,1,321,19,2711.73,1543.64,1620.32,6205.1,283.29,15164.06,2142.91,142.91,2711.63,1440.2,0\\r\\n22852,2679,56,Male,0,self_employed,623,2,81,216,2318.95,2318.95,2318.95,2305.16,0.67,0.67,0.67,0.67,2318.95,2318.95,0\\r\\n22853,3098,40,Female,0,self_employed,1020,1,376,102,12133.82,12269.99,6614.14,4052.62,0.53,0.53,140.64,1318.39,12196.09,4076.64,0\\r\\n22854,4036,59,Male,4,salaried,649,2,54,23,3808.2,2861.12,2760.55,7099.36,947.56,947.56,0.47,0.47,3644.91,2738.91,0\\r\\n22855,1889,40,Male,0,self_employed,442,3,1006,40,2864.15,3199.86,2530.71,341.76,0.67,5148.21,636.39,8086.85,3046.17,3758.6,1\\r\\n22856,1180,36,Male,0,salaried,1111,2,2830,276,5904.55,5904.55,5904.55,5860.65,0.7,0.7,0.7,0.7,5904.55,5904.55,0\\r\\n22857,1615,32,Male,0,self_employed,1494,3,1704,242,1856.36,1856.36,1856.36,1840.8,0.27,0.27,0.27,0.27,1856.36,1856.36,0\\r\\n22858,2039,65,Female,0,self_employed,185,2,1054,11,2044.4,2687.25,2297.08,922.91,214.34,0.06,857.2,0.06,2628.14,2687.25,0\\r\\n22859,1228,34,Female,0,self_employed,334,2,17,36,25724.67,25814.67,12517.56,7669.65,0.27,25474.63,0.27,4285.99,25789.84,10049.78,0\\r\\n22860,303,64,Male,1,self_employed,318,3,1379,294,1873.26,1873.26,1873.26,1863.58,0.64,0.64,0.64,0.64,1873.26,1873.26,0\\r\\n22861,4142,37,Male,0,salaried,1416,2,2967,9,2946.2,2594.54,2574.83,1691.5,357.8,0.66,6.14,0.66,2680.56,2594.54,0\\r\\n22862,5794,37,Male,0,self_employed,1020,2,19,244,1674.64,2004.07,1828.87,4286.26,0.54,0.54,330.31,0.54,1885.45,1945.66,0\\r\\n22863,777,53,Male,2,salaried,1096,2,139,4,2154.94,2680.32,2425.91,3712.09,1.03,1704.89,870.38,1531.46,2604.77,2120.54,0\\r\\n22864,189,30,Female,,self_employed,675,3,867,139,1974.31,1974.31,1744.39,359.88,0.11,0.11,0.11,0.11,1974.31,1974.31,0\\r\\n22865,2649,90,Male,0,retired,726,2,320,83,5245.05,5316.48,5821.5,3897.05,0.4,0.4,71.83,100.4,5264.76,5374.55,0\\r\\n22866,1375,34,Female,0,salaried,834,3,2492,13,2326.49,2222.2,1902.64,1517.92,576.17,419.31,471.89,329.03,2195.8,1874.13,0\\r\\n22868,707,60,Female,,salaried,204,3,2801,20,6036.57,6050.85,6047.4,4720.87,14.53,0.24,14.53,0.24,6040.51,6050.85,0\\r\\n22869,1753,62,Male,3,self_employed,146,1,628,114,6098.96,9847.39,14823.2,17592.2,0.6,0.6,2664.59,2946.72,7032.26,10943.6,1\\r\\n22870,2085,34,Male,0,salaried,834,3,1130,154,1953.22,1953.22,1951.14,2021.71,0.07,0.07,0.07,0.07,1953.22,1950.77,0\\r\\n22871,1455,25,Male,0,self_employed,1180,2,116,28,1176.14,2295.39,3102.93,6043.65,714.93,0.64,1829.98,1588.44,1969.88,3089.01,1\\r\\n22872,4197,34,Male,0,retired,146,3,185,,1466.14,1465.57,1467.34,2477.1,0.07,0.07,0.07,0.07,1466.06,1465.57,0\\r\\n22873,833,58,Female,,self_employed,630,2,281,41,1299.39,1299.39,3511.37,8218.43,0.41,171.84,0.41,0.41,1299.39,1194.32,1\\r\\n22874,633,27,Female,,self_employed,39,3,2119,233,1180.38,1208.95,1882.61,5937.45,0.43,0.43,57.57,0.43,1199.1,1208.95,1\\r\\n22875,797,64,Female,,self_employed,1181,3,2851,4,5686.8,5398.91,5334.49,5260,428.74,214.46,0.17,37.87,5365.56,5326.08,0\\r\\n22876,1322,33,Male,0,salaried,409,3,1236,3,5550.22,8131.97,8171.46,7438.93,57.69,1407.54,2410.86,2026.28,7300.43,8486.27,0\\r\\n22877,2942,15,Male,0,student,1589,2,147,132,2384.32,2377.18,2375.05,2338.82,0.63,0.63,0.63,0.63,2382.1,2375.1,0\\r\\n22878,992,66,Male,0,self_employed,1414,3,1896,,2037.73,2037.73,2037.73,2024.82,0.6,0.6,0.6,0.6,2037.73,2037.73,0\\r\\n22879,1301,28,Male,0,self_employed,1257,3,1384,138,10308.7,12050.13,12362.23,12851.4,0.13,0.13,1720.13,772.93,11634.26,12402.19,1\\r\\n22880,1220,52,Male,0,self_employed,1096,2,1562,18,2025.59,12539.11,10386.95,6814.07,7428.63,285.77,18263.57,395.41,5846.55,12668.08,1\\r\\n22881,452,55,Male,0,self_employed,1020,2,227,9,1429.24,22,1492.51,1539.55,3293.53,1164.96,153.84,4877.06,1813.17,2385.37,0\\r\\n22882,1670,23,Female,0,student,1111,3,651,181,3135.79,3135.79,3135.79,2830.56,0.67,0.67,0.67,0.67,3135.79,3135.79,0\\r\\n22883,4092,64,Female,0,self_employed,617,2,229,298,15073.52,15073.52,15073.52,14977.51,0.46,0.46,0.46,0.46,15073.52,15073.52,0\\r\\n22885,10679,76,Male,0,retired,1540,3,1548,,2963.08,2963.08,3244.96,4052.37,0.11,0.11,0.11,928.69,2963.08,3218.84,0\\r\\n22886,2191,51,Male,2,self_employed,334,2,1863,132,4108.92,3906.42,3652.8,3122.53,0.39,0.39,278.24,43.24,3717.77,3648.71,0\\r\\n22888,1079,56,Female,0,salaried,1323,2,2245,18,5066.18,2209.03,3065.25,3270.58,2857.2,0.06,0.06,488.53,4080.96,2381.31,0\\r\\n22889,1803,43,Male,0,self_employed,1020,3,1118,,6752.85,6681.42,6681.42,6427.66,0.04,0.04,0.04,0.04,6752.85,6681.42,0\\r\\n22890,1148,37,Male,0,salaried,1020,3,60,14,3088.41,22106.55,15463.18,16034.13,2574.73,2129.01,22560.73,454.09,5925.39,21074.55,0\\r\\n22892,1773,45,Male,0,self_employed,1084,2,829,207,1622.41,1540.73,1852.71,1436.54,0.01,0.01,0.01,0.01,1591.68,1540.97,0\\r\\n22894,6856,56,Male,2,self_employed,,2,520,112,1745.16,1600.58,1505.99,1173.94,0.49,0.49,417.54,387.11,1821.54,1428.15,0\\r\\n22895,4252,27,Female,0,student,834,2,334,4,1981.82,1512.13,1795.31,1668.25,717.64,3.13,313.1,459.5,1921.91,1678.87,0\\r\\n22896,1832,47,Male,0,self_employed,1020,3,1211,21,2091.08,2154.1,2214.5,2321.36,71.97,71.97,120.7,71.97,2136.22,2163.31,0\\r\\n22897,4780,48,Male,0,salaried,1643,2,210,256,1979.46,1979.46,2154.57,3736.59,0.61,0.61,0.61,286.33,1979.46,2219.09,0\\r\\n22898,2204,57,Male,0,self_employed,1020,3,1118,174,39849.82,39849.82,39849.82,36662.24,0.56,0.56,0.56,0.56,39849.82,39849.82,0\\r\\n22899,2687,59,Male,0,self_employed,146,3,75,138,624.82,2056.31,1862.85,2196.95,0.37,0.37,0.37,68.94,1364.04,2080.64,1\\r\\n22900,2841,65,Male,3,self_employed,1020,2,398,222,2807.02,2807.02,2807.02,2792.36,0.2,0.2,0.2,0.2,2807.02,2807.02,0\\r\\n22901,882,28,Female,0,self_employed,409,3,1671,,4006.39,4006.39,4006.39,3981.01,0.67,0.67,0.67,0.67,4006.39,4006.39,0\\r\\n22902,1864,55,Female,0,salaried,1534,2,1258,,6196.27,6196.27,6457.41,7576.58,0.46,0.46,0.46,0.46,6196.27,6196.27,0\\r\\n22903,1818,65,Male,0,self_employed,1494,2,1008,111,9333.47,9920.3,10376.08,10177.72,0.16,0.16,586.97,1078.99,9468.18,10449.23,0\\r\\n22904,1915,42,Male,0,self_employed,575,2,1203,10,3787.42,675.24,1493.03,3471.24,4286.24,0.53,868.31,1725.06,1946.73,1121.88,0\\r\\n22905,2286,26,Male,0,self_employed,653,3,706,83,5725.55,5725.55,5720.17,5475.95,0.33,0.33,0.33,0.33,5725.55,5725.55,0\\r\\n22906,1560,57,Female,0,salaried,1163,3,1789,156,2680.98,2680.98,2680.98,3642.7,0.19,0.19,0.19,0.19,2680.98,2680.98,0\\r\\n22907,552,38,Male,0,self_employed,1020,2,1573,4,993.04,1323.73,1431.26,1489.72,115.88,121.89,1329.03,1348.32,1289.43,1447.94,0\\r\\n22909,1095,41,Male,0,self_employed,649,2,1437,26,9734.94,9724.45,7121.62,535.64,572.13,1143.56,0.7,714.99,9869.61,10066.69,0\\r\\n22910,4540,59,Male,4,salaried,,3,1734,13,6128.06,5678.06,5822.11,5644.11,714.47,714.47,264.47,428.76,5805.4,5701.1,0\\r\\n22911,2152,22,Female,0,student,1020,2,627,193,7376.97,7376.97,7376.97,7349.98,0.41,0.41,0.41,0.41,7376.97,7376.97,0\\r\\n22912,1593,34,Male,2,salaried,905,3,1319,114,4662.26,4358.26,6241.22,7750.23,0.49,0.49,335.84,4750.7,4687.64,5551.19,0\\r\\n22913,701,65,Male,0,retired,623,2,365,161,4291.7,2935.16,3207.13,3301.27,0.01,0.01,78.59,336.8,3808.43,2872.65,0\\r\\n22914,3216,36,Female,2,self_employed,1232,3,900,118,2719.31,2719.31,2719.31,2707.8,0.09,0.09,0.09,0.09,2719.31,2719.31,0\\r\\n22915,2784,44,Male,0,self_employed,334,2,166,61,4583.57,4833.32,3415.35,4740.07,0.43,0.43,347.63,237.91,4766.08,3189.65,0\\r\\n22916,673,73,Male,,self_employed,1154,2,3423,80,49.44,1763.73,2054.17,693.6,0.39,0.39,1714.67,2143.24,936.14,2083.08,0\\r\\n22917,5907,78,Male,0,retired,1150,2,108,18,863.05,1759.41,1743.87,1416.9,21319.94,28.93,22232.59,0.21,1875.16,1739.93,1\\r\\n22918,1982,90,,,self_employed,1020,1,19,9,2636.9,6194.9,3797.33,2538.34,357.84,357.84,66.57,66.57,5036.34,3580.6,1\\r\\n22919,1664,46,Female,0,self_employed,1589,1,1713,27,1950.69,890.39,2508.21,7750.45,397.24,0.66,0.66,397.24,1602.82,904.67,0\\r\\n22921,274,20,Male,,student,1096,2,3992,31,2899.17,2939.96,2309.3,2014.29,0.21,957.36,29.03,0.21,2906.36,2046.02,1\\r\\n22922,523,26,Male,,self_employed,834,3,515,68,7301.82,7301.82,7311.28,7349.95,0.6,0.6,0.6,0.6,7301.82,7301.82,0\\r\\n22923,677,38,Male,0,self_employed,,2,3175,62,3549.22,3549.22,3548.35,36983.15,0.09,0.09,0.09,0.09,3549.22,3549.22,0\\r\\n22924,2478,8,Male,0,student,1525,2,146,,3966.86,3966.86,3966.86,3941.73,0.26,0.26,0.26,0.26,3966.86,3966.86,0\\r\\n22925,1414,38,Male,0,salaried,1525,3,2504,,1654.15,1654.15,1654.15,1643.53,0.41,0.41,0.41,0.41,1654.15,1654.15,0\\r\\n22926,2684,35,Female,0,self_employed,146,2,184,182,2364.82,3007.68,2985.51,5404.55,0.19,0.19,643.04,0.19,2941.17,3007.68,0\\r\\n22927,2526,33,Male,0,student,409,2,395,63,3031.33,3031.33,4638.34,2715.18,0.46,0.46,0.46,10000.46,3031.33,6902.3,0\\r\\n22928,810,50,Male,0,salaried,334,1,347,14,5418.22,5779.07,7046.32,9062.26,1717.19,3863.26,4959.97,648.13,7329.31,6118.69,0\\r\\n22929,569,55,Female,,self_employed,1415,2,105,4,224.17,1184.24,1740.23,857.96,5714.44,0.16,14285.87,857.3,1511.32,1024.33,0\\r\\n22930,6545,90,Male,0,self_employed,623,2,21,10,2392.01,9471.31,3847.3,4302.93,1492.4,8692.81,8571.7,0.27,2301.11,5782.29,0\\r\\n22931,2558,34,Male,0,salaried,1096,3,392,0,1362.58,1394.33,1673.77,1511.65,2063.48,822.26,2095.23,1690.23,1056.89,2252.71,0\\r\\n22932,2361,38,Male,0,salaried,1096,1,273,9,14927.69,14315.08,27006.25,35930.19,1295.53,1510.61,1029.39,36604.81,15082.89,16894.64,0\\r\\n22933,1101,80,Male,0,retired,1314,3,1059,20,50469.56,43326.7,40345.08,23872.79,7142.94,7142.94,0.09,0.09,48252.81,37335.92,0\\r\\n22934,1883,73,Male,0,salaried,837,3,203,120,1836.42,1836.42,2124.44,2466.4,0.53,0.53,0.53,0.53,1836.42,1836.42,0\\r\\n22935,938,90,Male,0,self_employed,229,1,2297,35,244297.2,259163.97,252037.31,272571.69,0.06,35714.34,14866.83,23098.93,248791.16,242809.19,0\\r\\n22936,1320,46,Male,2,self_employed,665,3,177,46,1432.17,2191.75,1871.24,1661.14,0.4,1.71,710.83,874.06,1591.88,2339.14,0\\r\\n22937,1479,64,Male,0,salaried,1301,2,692,33,1325.29,7143.53,3331.31,4622.34,0.67,5714.96,143.53,0.67,1459.47,4123.6,1\\r\\n22938,2244,90,,,self_employed,146,2,832,4,1027.84,209.38,1555.43,1012.93,1143.56,0.7,786.41,1072.13,749.18,685.04,0\\r\\n22939,2234,69,Male,0,retired,649,2,1844,,2856.7,2856.7,2856.7,2838.43,0.29,0.29,0.29,0.29,2856.7,2856.7,0\\r\\n22941,623,31,Female,0,self_employed,,2,1980,146,4642.23,4648.08,4648.97,3441.43,0.37,0.37,0.37,0.37,4641.77,4651.44,0\\r\\n22942,795,39,Male,0,self_employed,254,3,1942,14,1336.64,1639.28,1862.2,-817.08,47.41,47.49,571.77,214.63,1369.83,1764.99,0\\r\\n22943,265,62,Male,0,self_employed,1096,2,1360,27,1428.93,1218.81,1470.29,1356.32,2857.5,0.36,0.36,77.79,1870.82,1243.79,0\\r\\n22944,1380,44,Male,0,salaried,838,3,2048,114,1477.38,1494.53,1502.73,1015.28,0.69,0.69,0.69,0.69,1487.34,1503.28,0\\r\\n22945,683,68,Male,,self_employed,222,3,916,56,3791.85,3891.85,3828.85,4259,0.11,714.67,200.11,371.54,3881.5,4002.42,1\\r\\n22946,642,27,Female,,self_employed,1020,1,686,97,2192.73,2192.73,2192.73,1758.95,0.3,0.3,0.3,0.3,2192.73,2192.73,0\\r\\n22948,1732,27,Male,0,salaried,1232,3,2047,35,1729.41,1926.12,1430.28,1541.27,0.17,6.46,842.82,615.67,1067.41,1492.26,0\\r\\n22949,1904,54,Male,0,salaried,409,3,4782,14,3004.68,1714.2,3113.95,1100.2,6000.16,1647.3,4761.91,5465.19,2070.15,3022.63,1\\r\\n22950,1509,72,Male,0,retired,623,3,2083,49,5620.73,5233.95,3215.03,257.61,0.39,4614.67,12.17,82.08,5535.29,3717.46,0\\r\\n22951,4879,81,Female,0,self_employed,,2,202,167,4133.02,4133.02,4133.02,4077.36,0.23,0.23,0.23,0.23,4133.02,4133.02,0\\r\\n22952,1250,68,Male,0,self_employed,1096,2,588,,10366.2,10366.2,10224.93,10005.71,0.21,0.21,0.21,0.21,10366.2,10296.58,0\\r\\n22953,605,28,Male,0,self_employed,853,2,648,10,3531.83,2918.59,2881.54,1542.69,1102.8,1102.8,0.41,0.41,3374.54,2797.09,0\\r\\n22954,1054,54,Female,0,self_employed,649,3,2837,12,7870.57,4230.09,4629.04,3766.66,3678.7,857.27,23,519.7,6545.79,4015.51,0\\r\\n22955,3743,53,Male,1,salaried,1181,2,235,,8752.5,8723.25,8624.55,8702.42,0.64,0.64,0.64,250.64,8735.25,8644.5,0\\r\\n22956,2253,75,Male,1,self_employed,409,2,1000,129,8007.03,8007.03,8007.03,7953.38,0.64,0.64,0.64,0.64,8007.03,8007.03,0\\r\\n22958,2116,90,,0,self_employed,575,1,44,147,95774.19,96131.33,122524.08,194942.27,0.19,0.19,71785.9,51113.17,95823.45,98454.58,0\\r\\n22959,5355,90,Female,0,self_employed,1473,2,505,,3653.54,3653.54,3653.54,3630.4,0.11,0.11,0.11,0.11,3653.54,3653.54,0\\r\\n22960,200,19,Female,0,self_employed,1565,3,1599,20,2504.38,2468.23,2530.25,2315.27,253.87,193.16,217.71,215.2,2560.11,2534.94,0\\r\\n22961,4157,40,Male,0,salaried,623,2,368,25,1867.78,1366.46,1804.01,3222.7,1000.43,0.43,644.9,84.33,1889.12,1470.02,0\\r\\n22962,4919,43,Male,0,salaried,1020,3,145,97,1130.99,700.29,2134.78,7859.06,0.64,0.64,1443.86,2270.25,845.6,1129.13,0\\r\\n22963,238,33,Male,0,self_employed,623,2,1626,3,2179.9,2967.4,2523.13,666.39,993.63,1300.84,531.39,1808,2178.67,4072.16,0\\r\\n22964,2254,32,Male,0,self_employed,1582,3,1692,4,4696.63,1150.65,1879.25,3284.44,4392.96,0.1,785.81,0.1,1818.79,1173.69,0\\r\\n22965,1473,34,Female,0,salaried,856,3,1503,11,4992.66,2707.13,1918.7,1598.09,505.89,0.5,566.03,60.64,4191.34,1320.21,0\\r\\n22966,2283,65,Male,0,self_employed,1598,3,1087,224,8648.54,8723.96,8925,9891.63,0.37,0.37,50.24,494.87,8700.38,8786.19,0\\r\\n22967,1391,65,Female,0,retired,74,3,1514,,3536.45,3536.45,3536.45,3514.05,0.7,0.7,0.7,0.7,3536.45,3536.45,0\\r\\n22968,1845,61,Male,0,self_employed,1096,2,1664,31,7057.13,7057.13,7095.76,6764.71,0.16,185.56,0.16,246.44,7057.13,7112.13,0\\r\\n22969,860,43,Male,,self_employed,793,2,3305,3,2489.83,1198.7,2671.03,4143.55,1285.96,0.24,0.24,2857.39,1844.45,2118.1,0\\r\\n22970,924,38,Female,0,self_employed,409,3,2072,46,4820.99,5047.33,4753.52,4859.34,0.09,1152.66,428.66,752.66,4957.23,4892.92,0\\r\\n22972,555,34,Female,,self_employed,6,2,1621,83,2170.99,2170.99,2009.7,41.81,0.53,0.53,0.53,0.53,2170.99,2170.99,0\\r\\n22973,4546,75,Female,0,retired,468,3,1387,40,3788.08,3772.26,3618.57,2575.69,0.51,185.09,0.51,571.94,3778.76,3914.25,0\\r\\n22974,2624,39,Female,0,self_employed,834,2,23,184,12356.71,12532.39,10524,211.44,0.41,0.41,176.09,0.41,12465.75,12532.39,0\\r\\n22975,847,22,Male,0,self_employed,1298,3,2907,15,12630.19,1455.37,3431.09,481.46,11500.19,1081.61,241.81,16.74,7272.37,986.7,0\\r\\n22976,1175,40,Male,0,self_employed,1020,2,567,41,4341.13,4341.13,2428.38,849.95,0.1,3571.53,0.1,0.1,4341.13,2152.19,0\\r\\n22977,441,26,Male,0,salaried,1477,3,415,62,5671.9,5103.25,3849.1,1802.74,0.1,0.1,621.5,582.81,5447.15,3755.78,1\\r\\n22978,286,54,Female,,self_employed,176,1,3148,251,3303.16,3303.16,3303.16,6833.41,0.5,0.5,0.5,0.5,3303.16,3303.16,0\\r\\n22979,1375,59,Female,0,self_employed,834,3,718,53,2032.34,2032.34,7039.89,7743.52,0.36,1050.9,0.36,12861.25,2032.34,4871.21,0\\r\\n22980,513,58,Female,0,self_employed,1589,2,147,136,17447.43,17518.86,17761.3,9409.08,0.34,0.34,71.77,286.06,17506.54,17763.1,1\\r\\n22981,1433,23,Male,0,student,1096,3,27,14,2785.56,2903.99,2951.42,3300.68,357.16,0.01,442.87,18.13,2886.34,2915.78,0\\r\\n22982,5128,49,Male,2,self_employed,1195,2,1331,4,4671.39,5638.53,5324.35,6483.33,64.61,3576.04,1410.96,950.33,5295.34,4782.86,0\\r\\n22983,2135,44,Male,1,self_employed,575,2,1719,14,21434.81,10039.09,8716.76,2567.72,10714.44,6832.87,0.16,476.29,15728.45,7685.96,0\\r\\n22984,234,68,Male,,self_employed,980,2,285,48,3344.52,3344.52,3531.16,3060.27,0.19,17143.04,0.19,17143.04,3344.52,3897.52,0\\r\\n22985,518,36,Female,,salaried,664,2,1356,13,62504.84,20076.27,26474.49,20820.74,42857.5,0.36,428.93,0.36,39022.08,20076.27,0\\r\\n22986,2652,42,Male,0,salaried,1232,2,104,265,8106.61,8178.03,8228.43,8268.92,0.3,0.3,71.73,214.59,8128.77,8235.64,0\\r\\n22987,4080,63,Male,0,self_employed,59,3,257,185,1843.91,1648.73,2765.14,3833.66,0.24,0.24,0.24,7727.67,1729.49,2683.36,0\\r\\n22988,492,69,Male,0,salaried,1020,3,1808,7,20272.6,19958.31,19476.24,17353.89,314.7,300.41,0.41,0.41,20127.77,19869.84,0\\r\\n22989,2148,39,Male,0,self_employed,1598,2,468,0,4417.62,6201.75,7552.3,5016.93,64928.8,1428.8,58920.07,0.23,12046.87,5587.22,0\\r\\n22990,4503,61,Female,2,self_employed,334,2,10,174,4091.77,3233.73,4271.04,4935.83,0.19,0.19,43.04,4517.33,3227.85,3414.01,0\\r\\n22991,5386,53,Male,0,self_employed,318,3,108,143,1886.01,2200.35,2330.38,1910.69,0.54,0.54,29.17,0.54,2046.65,2329.39,0\\r\\n22992,819,62,Male,0,self_employed,531,3,573,52,1737.67,1737.67,1442.5,404.62,0.2,783.07,0.2,102.12,1737.67,1636.51,0\\r\\n22993,1386,31,Female,0,salaried,649,3,1870,20,2798.77,2711.71,2686.46,2389.31,92.21,92.4,5.15,0.26,2774.92,2687.93,0\\r\\n22994,1455,52,Male,0,salaried,,3,2603,264,921.62,3493.05,3062.84,3469.52,0.04,0.04,2571.47,0.04,2202.41,3493.05,1\\r\\n22995,639,75,Male,,retired,34,2,3764,59,1612.83,10798.55,7874.12,3019.69,0.5,1429.07,9186.21,286.21,7566.53,10821.59,1\\r\\n22996,1995,35,Male,1,self_employed,1589,3,3688,3,7961.56,797.85,3136.27,1897.17,15000.2,7143.06,7174.37,7514.14,3811.96,2781.66,0\\r\\n22997,983,54,Male,0,self_employed,241,2,1768,0,3758.04,3186.62,3284.7,3138.3,571.97,0.54,0.54,29.11,3447.7,3191.22,0\\r\\n22998,772,48,Male,6,self_employed,1020,2,1211,9,786.91,2933.52,2072.22,544.67,2857.23,690.09,5357.23,828.66,2121.98,2789.7,1\\r\\n22999,1687,39,Male,2,self_employed,905,3,1336,18,4556.94,4584.21,4380.8,3770.44,428.59,500.01,615.48,217.27,4770.22,4521.35,0\\r\\n23000,1091,36,Female,0,self_employed,1020,3,1265,4,82584.72,84824.32,55915.28,4784.23,1995.41,60321.26,3126.13,3876.09,82670.4,70616.22,0\\r\\n23001,879,38,Male,0,self_employed,318,2,1354,74,19233.2,19286.06,19156.53,18226.85,0.31,0.31,53.17,0.31,19233.2,19286.06,1\\r\\n23002,2748,70,Male,0,retired,623,2,1022,33,7516.71,7516.71,7576.49,5760.81,0.46,291.43,0.46,643.31,7516.71,7344.16,0\\r\\n23003,3911,42,Male,0,self_employed,1525,2,488,25,5336.24,3907.67,3573.17,296.6,1428.7,714.41,0.13,0.13,5139.2,3769.42,0\\r\\n23004,2719,34,Female,0,salaried,1020,2,542,129,1531.3,1574.16,1582.66,648.73,0.47,0.47,86.19,13.15,1548.54,1576.2,0\\r\\n23005,1922,52,Male,0,salaried,1096,1,503,18,5067.54,5924.68,6335.87,8840.03,71.6,0.17,785.89,43.03,5471.48,5925.19,0\\r\\n23006,1352,52,Female,0,self_employed,860,3,1255,278,6212.25,6383.67,6483.43,6796.27,0.23,0.23,285.94,214.51,6311.75,6483.67,0\\r\\n23007,1810,57,Male,0,self_employed,834,3,2664,12,2167,1881.29,1923.98,1603.64,286.07,0.36,0.36,0.36,2009.37,1881.29,0\\r\\n23008,679,35,Male,,self_employed,334,2,206,13,8334.84,9191.99,6888.98,4824.41,571.97,0.54,6143.4,1857.69,6994.94,7360.19,0\\r\\n23009,6081,61,Male,0,salaried,575,2,3906,12,1961.7,8976.76,4316.07,5711.6,1432.9,4699.6,7802.24,143.26,2587.01,5805.7,0\\r\\n23010,2414,45,Female,0,self_employed,658,2,735,70,4478.31,4656.88,4637.66,3535.95,0.23,0.23,0.23,0.23,4536.43,4712.18,0\\r\\n23011,971,9,Female,0,student,905,3,259,,2311.27,2168.41,2168.41,1235.5,0.41,0.41,0.41,0.41,2311.27,2168.41,0\\r\\n23012,2090,37,Male,1,salaried,575,2,622,33,6650.91,7368.42,8843.31,5887.36,0.07,2614.36,1235.96,2981,6924.05,7556.93,0\\r\\n23013,1737,31,Male,3,salaried,334,2,1271,14,10287.75,1801.39,2420.53,562.62,13361.81,6049.35,2252.34,6949.24,6464.79,496.48,0\\r\\n23014,5043,50,Male,0,self_employed,334,2,17,6,23016.08,87097.6,21829.3,17182.74,48496.75,81289.06,128880.07,227.24,28208.59,22689.51,1\\r\\n23016,4498,39,Female,0,self_employed,621,3,219,195,3584.04,3584.04,3584.04,3669.01,0.07,0.07,0.07,0.07,3584.04,3584.04,0\\r\\n23017,2840,37,Male,0,self_employed,248,2,792,38,1797.14,4163.15,3965.87,2712.74,0.56,73.13,1866.57,170.56,2384.79,4389.9,0\\r\\n23018,916,64,Female,0,self_employed,15,2,890,88,2182.39,1968.11,2043.84,1790.88,0.06,0.06,142.91,0.06,2221.8,1940.46,0\\r\\n23019,491,31,Female,0,student,656,3,1353,24,3394.96,3267.82,3146.18,2255.62,213.31,213.31,86.17,14.74,3394.22,3164.05,0\\r\\n23020,3131,43,Female,0,self_employed,1589,2,275,45,7225.34,7222.82,7219.6,5814.83,0.2,0.22,0.2,0.2,7224.03,7217.99,0\\r\\n23021,550,64,Male,0,self_employed,1020,2,501,0,12286.86,14681.51,9937.5,10296.58,399.57,94.32,1124.15,458.31,9967.41,11322.95,0\\r\\n23022,4098,53,Male,1,retired,1020,1,145,0,5468.35,7385.69,6126.26,6036.69,193.16,1051.37,1786.01,0.3,6576.74,6836.86,0\\r\\n23023,1580,48,Female,0,self_employed,905,2,1582,208,5179.49,5179.49,5179.49,5152.17,0.37,0.37,0.37,0.37,5179.49,5179.49,0\\r\\n23024,3178,14,Female,0,self_employed,834,1,22,230,6857.95,6857.95,6857.95,6844.29,0.7,0.7,0.7,0.7,6857.95,6857.95,0\\r\\n23025,1378,56,Male,0,self_employed,,2,204,58,715.9,715.9,4600.3,10067.91,0.23,4285.94,0.23,9584.1,715.9,6395.7,1\\r\\n23026,851,58,Female,0,self_employed,1525,3,3354,,1420.01,1379.89,1431.6,1372.77,0.5,0.5,9.56,0.5,1535.04,1379.89,0\\r\\n23027,2460,82,Male,0,retired,1020,3,15,49,1688.34,1711.72,1630.43,1569.98,0.37,214.66,23.74,23.74,1705.27,1660.69,0\\r\\n23028,2416,32,Female,0,student,1020,1,544,1,2150.4,1788.78,1790.29,1388.43,275.49,0.5,0.5,0.5,1834.43,1776.61,0\\r\\n23029,1078,58,Male,0,self_employed,1621,2,50,11,6249.54,7618.72,8293.78,4784.57,143.51,0.66,3429.23,2573.43,7382.21,7705.93,0\\r\\n23030,2658,47,Male,0,self_employed,409,3,481,,12770.36,16127.51,8986.13,14382.23,0.23,0.23,15357.37,6785.94,13267.9,7203.54,1\\r\\n23031,894,23,Male,0,self_employed,798,3,2917,91,10336.81,4170.81,3825.7,191.48,0.63,0.63,1429.2,0.63,10003.56,1390.05,0\\r\\n23032,666,5,Female,,student,1052,2,1370,166,3646.59,3632.31,3628.07,3440.01,0.57,0.57,0.57,0.57,3642.16,3628.16,0\\r\\n23033,462,23,Male,,self_employed,409,2,1897,152,11906.41,11949.26,11943.33,12125.44,0.41,0.41,86.13,0.41,11930.05,11949.26,1\\r\\n23034,2096,62,Male,0,salaried,1294,2,1470,121,1428.79,1428.79,1428.79,1210.86,0.21,0.21,0.21,0.21,1428.79,1428.79,0\\r\\n23035,1806,46,Female,0,self_employed,1232,3,149,94,923.41,2329.13,2805.7,557.86,0.01,0.01,1764.3,941.73,1449.7,2875.82,1\\r\\n23036,1404,39,Male,0,salaried,1479,2,1747,42,2307.56,2307.56,2012.63,1080.74,0.31,571.74,0.31,0.31,2307.56,1994.2,0\\r\\n23038,204,15,Male,,student,623,2,1626,135,363.08,363.08,3953.78,8599.65,0.63,0.63,0.63,0.63,359.14,359.4,1\\r\\n23039,991,30,Male,0,self_employed,664,2,241,166,3910.79,4455.49,4899.7,3900.19,0.46,0.46,2275.67,1434.87,4857.66,4841.22,0\\r\\n23040,3966,36,Male,0,salaried,146,1,361,0,27733.47,32413.01,28703.5,29163.18,2464.12,2496.19,8761.91,1228.2,26012.86,31036.8,0\\r\\n23041,4757,24,Female,0,self_employed,1020,1,541,9,4426.71,2595.27,2492.54,1253.58,1857.33,425.9,0.19,0.19,3210.85,2412.87,0\\r\\n23042,1041,46,Female,0,self_employed,1336,2,1478,199,1598.12,1598.12,1621.17,8480.43,0.4,0.4,0.4,0.4,1598.12,1598.12,0\\r\\n23043,474,45,Male,,self_employed,761,1,2313,,8689.54,17173.36,17147.53,18971.99,0.24,0.24,8571.67,1428.81,15460.38,17361.84,1\\r\\n23044,2337,41,Male,0,salaried,1020,3,60,33,5921.99,6064.85,5086.03,4530.12,0.5,1814.79,143.36,143.36,5971.25,4893.42,0\\r\\n23045,2727,69,Male,0,self_employed,15,2,970,328,10850.07,10850.07,10850.07,10781.53,0.29,0.29,0.29,0.29,10850.07,10850.07,0\\r\\n23046,4288,40,Male,2,salaried,371,3,316,14,6428.64,1375.06,2218.75,2464.06,6286.04,1287.07,1206.11,945.83,4096.78,841.35,0\\r\\n23047,3565,39,Male,0,salaried,1232,2,539,0,2875.66,6782.48,2446.61,2032.15,3549.09,5090.66,7845.39,792,1528.18,3929.76,0\\r\\n23048,2092,34,Female,0,salaried,1088,2,1328,0,17039.2,17077.48,16867.12,16007.18,2271.93,0.5,0.5,0.5,17097.36,17077.48,0\\r\\n23049,2414,26,Male,0,student,623,1,126,63,2092.74,1675.2,1530.44,333.41,0.29,0.29,720.69,533.66,1852.99,1894.22,0\\r\\n23050,3009,41,Male,0,self_employed,1181,2,3961,175,7529.93,9658.5,9786.15,12486.4,0.47,0.47,2129.04,0.47,9315.64,9658.5,0\\r\\n23051,6790,62,Female,0,self_employed,1020,2,2,0,4301.26,1171.1,1572.3,3146.7,6198.3,3826.87,3068.14,660.89,1295.62,1833.91,0\\r\\n23052,1431,31,Male,0,salaried,1020,3,442,5,2055.88,2018.73,2021.82,2005.94,14.43,0.14,0.14,0.14,2027.99,2018.73,0\\r\\n23053,1613,63,Male,0,self_employed,482,3,2278,75,2577.12,2577.12,2469.6,2249.27,0.51,0.51,0.51,0.51,2577.12,2577.12,0\\r\\n23054,1372,30,Female,0,salaried,1020,2,288,6,43410.34,43212.66,41292.65,39491.98,216.83,242.59,19.14,10.5,43379.03,40688.07,0\\r\\n23055,2993,37,Male,3,self_employed,1598,3,220,48,1705.18,1967.11,2300.71,2643.67,0.04,214.33,313.04,842.59,1772.93,2200.41,0\\r\\n23056,2691,12,Female,0,student,1096,3,27,21,625.55,6911.27,4035.92,727.27,143.37,0.51,6429.09,0.51,3467.92,6911.27,1\\r\\n23057,1692,60,Female,0,self_employed,146,3,1759,,3764.1,2933.11,2551.49,1402.3,0.14,0.14,168.53,572.41,2963.59,2209.48,0\\r\\n23058,923,38,Male,0,self_employed,1598,2,2028,117,3061.68,3061.68,3061.68,2942.04,0.23,0.23,0.23,0.23,3061.68,3061.68,0\\r\\n23059,379,46,Male,4,salaried,623,2,512,11,42652.8,1267.09,13109.13,18142.97,41414.64,0.36,0.36,0.36,16951.32,12055.84,0\\r\\n23060,1867,37,Female,0,self_employed,1020,3,212,0,1925.71,8173.45,2080.36,4007.97,1431.24,5716.76,8571.84,183.27,1260.72,4094.19,1\\r\\n23061,1742,27,Male,0,student,1020,2,541,166,3278.12,3287.54,3286.67,3449.64,0.37,0.37,0.37,0.37,3284.94,3287.54,1\\r\\n23062,3894,36,Female,0,self_employed,575,1,44,137,4206.27,4206.27,2748.09,304.42,0.51,0.51,0.51,82.41,4206.27,3805.62,0\\r\\n23063,4643,74,Male,3,self_employed,15,2,605,4,6049.2,5476.63,5527.43,5576.47,571.81,0.39,0.39,0.39,5629.89,5476.63,0\\r\\n23064,3023,45,Male,2,self_employed,575,1,90,24,14359.84,13534.97,13951.99,14027.54,351.26,595.9,0.04,4400.27,14096.21,13019.25,0\\r\\n23065,311,50,Male,0,self_employed,630,3,1772,20,638.13,10653.23,5233.47,33.69,8571.53,0.1,0.1,357.24,3399.11,10849.42,1\\r\\n23066,1640,59,Male,0,self_employed,1540,2,1540,60,26892.9,46684.8,56575.4,60536.41,0.19,0.19,17373.51,28764.13,37832.16,55443.23,1\\r\\n23067,1233,39,Female,0,self_employed,243,2,640,7,5662.58,5555.44,5507.53,5123.16,107.21,0.07,0.07,0.07,5581.3,5554.2,0\\r\\n23068,502,35,Male,,self_employed,608,2,3575,318,1503.21,1503.21,1503.29,1494.75,0.43,0.43,0.43,0.43,1503.21,1503.21,0\\r\\n23069,6094,80,Male,0,retired,409,2,329,28,2563.31,3283.9,3637.59,1543.73,131.69,0.24,840.23,214.53,2887.09,3358.7,0\\r\\n23070,1597,42,Male,0,self_employed,745,2,298,4,3373.6,2963.18,1826.03,1529.62,1018.15,2143.44,886.3,110.51,2876.96,1803.94,0\\r\\n23071,2728,56,Male,0,salaried,146,3,1039,14,3256.32,6335.71,4079.41,3001,112.87,1269.1,176.7,1965.87,4103.23,4656.68,0\\r\\n23072,3804,90,Male,0,retired,1096,2,249,0,4681.88,13464.29,11625.71,10766.12,1447.82,372.42,10012.14,128.76,8501.18,13333.41,0\\r\\n23073,4023,79,Male,0,self_employed,1232,1,52,146,1608.96,1572.49,1577.76,1233.1,0.36,0.36,0.36,0.36,1596.99,1568.37,0\\r\\n23074,1325,53,Female,0,self_employed,1085,2,3360,122,11840.75,14954.84,6624.27,1846.91,0.41,0.41,0.41,0.41,13004.61,6199.08,0\\r\\n23075,1923,20,Female,0,student,1084,2,13,180,1943.55,1886.4,1879.91,1702.04,0.33,0.33,0.33,0.33,1941.58,1884.56,0\\r\\n23076,1083,60,Male,0,salaried,1180,2,116,123,1595.37,1802.51,2171.5,1284.22,0.27,0.27,350.27,643.13,1746.35,2136.61,0\\r\\n23077,3258,61,Male,0,salaried,762,2,2898,4,7378.78,6635.01,7399.34,4370.73,1172.79,616.96,429.01,1653.11,6843.05,7156.74,0\\r\\n23078,3008,10,Male,0,student,1020,2,15,17,1916.39,1916.39,1916.39,1903.9,6.77,0.34,6.77,0.34,1916.39,1916.39,0\\r\\n23079,2867,45,Male,0,self_employed,1020,2,143,14,6237.53,3552.65,5196.29,7350.45,3.98,1.23,5634.95,2257.66,7408.54,5226.05,0\\r\\n23080,2123,24,Male,0,student,656,2,1332,202,4935.84,5102.05,5108.65,5474.23,0.37,0.37,155.87,155.87,4958.4,5124.54,1\\r\\n23081,1216,41,Female,0,self_employed,372,2,236,85,4605.99,4954.65,4902.49,4518.15,0.61,0.61,349.27,0.61,4810.38,4954.8,0\\r\\n23082,3590,62,Male,0,self_employed,1096,2,1666,77,4686.13,5137.34,5237.11,4215.16,0.03,0.03,512.17,181.46,5018.26,5205.06,0\\r\\n23083,1479,36,Male,0,salaried,15,3,2614,0,4098.89,3142.9,2321.05,1374.02,2040.37,2427.58,507.49,1775.36,2911.78,1914.52,0\\r\\n23085,2139,36,Male,0,self_employed,1271,3,378,49,1284.36,1284.36,1531,1757.23,0.13,105.13,0.13,533.7,1284.36,1534.16,0\\r\\n23086,5136,89,Female,0,self_employed,1232,1,7,89,1874.97,1874.97,1836.65,92.54,0.13,0.13,0.13,0.13,1874.97,1874.97,0\\r\\n23087,612,68,Male,0,self_employed,292,3,1652,,39853.01,39853.01,44630.28,58735.73,0.26,0.26,0.26,4285.97,39853.01,43862.23,0\\r\\n23088,5774,69,Male,0,self_employed,1084,2,1,39,7019.07,6430.99,5652.8,6526.36,0.23,5723.09,0.23,714.51,6816.29,4080.66,0\\r\\n23089,2879,74,Male,1,retired,334,2,847,5,1869.96,2338.82,2529.77,3998.3,528.64,0.07,1000.07,157.21,1876.11,2670.78,1\\r\\n23090,1969,33,Female,0,self_employed,623,2,1022,151,14154.35,14154.35,14154.35,9490.57,0.06,0.06,0.06,0.06,14154.35,14154.35,0\\r\\n23091,1813,68,Male,0,self_employed,,2,5,,9774.49,9774.49,9838.84,9867.2,0.59,0.59,0.59,103.77,9774.49,9864.36,0\\r\\n23092,293,33,Male,2,salaried,,3,1294,6,1547.61,258.64,1782.33,3335.12,478.34,2142.22,417.78,1584.09,1005.54,1241.4,0\\r\\n23093,5568,54,Female,0,self_employed,1096,3,92,31,2041.76,1655.7,2336.66,3899,0.07,428.64,0.07,1785.79,1591.59,2196.87,0\\r\\n23094,872,61,Female,0,self_employed,979,3,2593,,1933.51,2004.93,1981.95,1992.23,0.27,0.27,71.7,0.27,1935.97,2004.93,0\\r\\n23095,683,29,Female,0,self_employed,1181,3,235,69,1516.8,1545.38,1443.16,2022.22,0.11,0.11,0.11,0.11,1520.74,1549.06,0\\r\\n23096,466,61,Female,,self_employed,1529,2,1004,81,1766.18,14074.93,11284.78,2590.69,0.4,0.4,16428.97,76.4,4391.63,14136.64,1\\r\\n23097,1704,66,Female,0,self_employed,146,2,261,181,1678.14,1678.14,1678.14,1666.37,0.2,0.2,0.2,0.2,1678.14,1678.14,0\\r\\n23098,2439,38,Male,1,self_employed,994,3,1460,21,733.67,1943.74,2838.16,5504.9,100.66,100.66,1539.3,510.73,1402.05,3293.43,1\\r\\n23099,2677,84,Male,0,retired,334,1,1097,80,730.67,730.67,10388.58,3465.11,0.66,0.66,0.66,114.94,730.67,752.79,1\\r\\n23100,2847,37,Male,0,self_employed,1020,3,501,19,3800.67,3773.94,3775.49,3767.49,1157.51,0.37,1221.8,274.66,3773.69,3774.95,0\\r\\n23101,2139,30,Male,0,salaried,1020,3,546,,16245.91,16245.91,16262.04,16740.68,0.63,0.63,0.63,0.63,16245.91,16245.91,0\\r\\n23102,4102,44,Male,0,self_employed,146,2,286,46,5956.01,2484.58,2951.86,1589.31,0.31,986.03,100.31,100.89,5175.72,2080.42,0\\r\\n23103,2118,61,Male,0,salaried,1349,2,1821,6,984.64,591.79,3041.85,2306.65,429.14,6572,0.57,10429.14,673.07,4526.12,1\\r\\n23104,752,81,Male,,retired,649,3,1377,100,1858.29,1858.29,2117.18,2790.19,0.03,0.03,0.03,428.6,1858.29,2019.58,0\\r\\n23105,671,67,Female,,self_employed,1193,3,1544,,1711.83,1711.83,1711.83,1700.99,0.49,0.49,0.49,0.49,1711.83,1711.83,0\\r\\n23106,2968,69,Male,0,retired,1369,2,1213,54,2562.56,2585.03,2732.3,729.62,0.57,5000.57,4.84,4429.14,2569.92,4225.4,0\\r\\n23107,616,28,Male,0,self_employed,620,2,351,340,2220.6,2220.6,2220.6,2194.19,0.43,0.43,0.43,0.43,2220.6,2220.6,0\\r\\n23108,1627,8,Female,0,student,1084,3,258,,2585.66,2542.81,2537.15,2394.27,0.01,0.01,0.01,0.01,2579.75,2537.28,0\\r\\n23109,2460,47,Male,1,salaried,334,2,674,17,7201.51,2098.6,3494.75,4857.4,5693.64,0.16,1091.05,654.83,5283.83,2224.29,0\\r\\n23110,4590,45,Male,0,salaried,146,2,133,0,27665.34,27257.63,25479.94,23908.43,1973.43,3262.09,1867.19,2340.41,26313.35,24837.35,0\\r\\n23111,3517,51,Female,2,salaried,1084,2,258,114,1028.39,1185.79,4083.46,5287.04,0.2,0.2,0.2,348.69,1105.88,1313.91,1\\r\\n23112,3027,48,Male,0,self_employed,491,2,619,3,7701.32,824.58,3097.46,942.49,7314.81,171.96,384.04,7166.27,2374.73,4743.12,1\\r\\n23113,555,48,Male,,self_employed,104,3,2662,5,10781.18,4199.83,3627.57,1560.43,7783.51,1319.23,2930.66,143.51,4067.8,3862.22,0\\r\\n23114,1133,26,Female,0,student,1020,2,376,210,2554.63,2554.63,2554.63,2547.86,0.04,0.04,0.04,0.04,2554.63,2554.63,0\\r\\n23115,1626,26,Female,0,self_employed,649,2,54,14,0.66,350.66,2730.49,1454.45,2507.2,788.63,2857.2,5878,716.17,4665.87,0\\r\\n23116,2430,58,Female,0,self_employed,318,2,1354,,5239.77,6954.06,6658.49,7121.44,0.43,0.43,1714.71,0.43,6067.36,6954.06,0\\r\\n23117,1781,46,Male,0,salaried,1096,3,11,44,1428.9,1428.9,1532.22,1454.13,0.4,684.16,0.4,0.4,1428.9,1506,0\\r\\n23118,394,41,Male,2,salaried,760,3,2973,77,1157.7,1281.96,1796.99,2640.15,0.33,0.33,196.01,1496.01,1231.98,1473.1,0\\r\\n23119,2134,79,Male,0,retired,1111,3,1899,69,1188.91,1230.42,3704.78,1505.36,0.16,0.16,35.9,31.46,1209.06,1243.16,1\\r\\n23120,734,41,Male,0,self_employed,146,2,1050,9,357.76,23736,4292.68,1185.01,2.71,1.4,12673.53,1862.74,7289.94,5207.58,1\\r\\n23121,271,26,Female,,salaried,1180,3,116,88,3946.1,3636.84,4162.82,3310.87,0.69,0.69,372.11,57.83,3707.15,3190.47,0\\r\\n23123,2412,68,Female,0,self_employed,1232,2,486,22,11432.12,10508.93,10754.08,10524.51,143.03,0.17,153.73,33.01,11165.01,10537.49,0\\r\\n23125,1202,68,Female,0,self_employed,840,2,2465,23,18586.5,17872.21,23860.35,37294.21,714.47,714.47,0.19,14285.9,18463.35,23056.55,0\\r\\n23126,5866,47,Female,0,self_employed,834,2,40,24,2971.64,4906.75,3626.4,10120.29,2780.37,3334.51,4714.66,571.8,4258,4778.07,0\\r\\n23127,2058,58,Female,0,self_employed,189,2,1247,187,4718.59,4718.59,4718.59,4693.35,0.67,0.67,0.67,0.67,4718.59,4718.59,0\\r\\n23128,1959,36,Male,0,self_employed,1020,2,12,,2124.63,2124.63,2124.63,2124.68,0.69,0.69,0.69,0.69,2124.63,2124.63,0\\r\\n23129,5323,90,Female,0,self_employed,630,3,36,39,2197.51,1952.84,2055.38,1645.66,0.69,113.19,0.69,628.41,1995.03,2138.33,0\\r\\n23130,2197,72,Female,0,self_employed,334,1,82,,10028.57,24262.86,19993.23,19892.48,0.04,0.04,14285.76,0.04,11478.03,24262.86,1\\r\\n23131,3181,37,Male,0,salaried,102,2,826,280,7422.82,7045.67,7964.73,10374.64,0.19,0.19,823.04,2078.76,6910.45,7900.51,0\\r\\n23132,1147,31,Female,0,self_employed,396,3,1825,10,1641.46,1898.61,1541.95,1830.45,500.4,1927.66,714.69,1429.84,1425.7,395,1\\r\\n23134,2198,28,Female,0,student,409,2,1127,58,7480.16,7482.61,6840.88,3262.61,0.36,286.07,0.36,0.36,7482.19,7422.46,0\\r\\n23135,2466,36,Female,0,salaried,834,2,1088,,2183.94,2212.51,2225.71,2692.16,0.66,0.66,0.66,0.66,2197.73,2225.42,0\\r\\n23137,3307,57,Male,2,self_employed,21,2,205,55,1431.55,1695.26,1663.74,2690.41,0.39,236.1,264.1,264.1,1467.92,1691.27,0\\r\\n23138,3917,33,Male,0,self_employed,409,2,193,289,10815.69,11286.26,11176.19,11435.87,0.3,0.3,429.73,0.3,10860.53,11316.28,0\\r\\n23139,2334,34,Female,0,self_employed,1618,2,994,20,6739.64,3453.93,6086.29,5269.63,3285.81,428.67,0.1,2857.24,6522.89,5882.5,0\\r\\n23140,3938,61,Male,0,self_employed,1020,2,163,312,3788.2,3424.49,3487.22,3083.23,0.53,0.53,0.53,0.53,3611.36,3424.83,0\\r\\n23141,706,40,Male,,self_employed,179,3,641,3,22032.97,22675.83,20433.47,2172.13,1429.23,0.66,2643.51,0.66,21156.13,21673.53,1\\r\\n23142,3267,51,Male,0,salaried,146,3,157,22,944.59,915.82,1890.06,2514.6,28.94,0.17,0.17,1713.03,938.64,1768.26,1\\r\\n23143,1369,90,,0,self_employed,1020,1,60,,1063.56,2183.07,1522.13,1985.76,0.27,0.27,1785.99,0.27,1760.66,205.12,1\\r\\n23144,1012,52,Male,0,salaried,409,3,327,165,976.29,1314.09,1578.08,3501.5,0.69,0.69,195.63,267.06,1043.04,1397.9,0\\r\\n23145,3944,17,Female,0,self_employed,1096,1,314,117,2895.88,2910.17,2910.64,2736.3,0.57,0.57,0.57,0.57,2896.38,2910.63,0\\r\\n23146,937,40,Male,0,self_employed,1154,2,1419,21,12736.63,12355.94,12534.09,3758.03,6364.37,0.09,5986.09,0.09,12978.27,12353.75,0\\r\\n23147,4646,46,Female,0,self_employed,531,3,1843,61,2755.18,2701.26,2747.68,2831.77,0.01,0.01,28.02,22.97,2707.6,2722.08,0\\r\\n23148,1165,52,Male,0,salaried,1494,3,533,0,6029.29,157.86,1448.48,449.64,12415.17,0.06,5714.34,0.06,4174.61,149.51,0\\r\\n23149,815,31,Male,0,salaried,1040,3,2580,20,1551.22,3616.57,3041.84,2930.59,333.84,707.71,1562.06,36.34,2890.72,3457.47,0\\r\\n23150,709,48,Female,0,self_employed,623,3,2398,20,544.3,14830.01,8780.97,3550.06,14285.77,35714.34,28571.49,35714.34,4977.8,14830.01,1\\r\\n23151,615,34,Male,0,self_employed,341,2,2239,28,927.43,713.43,2149.63,1783.67,357.51,0.37,0.37,3457.51,1011.26,2453.77,0\\r\\n23152,705,33,Female,,self_employed,424,2,2179,81,3259.84,558.55,1514.76,5767.44,0.33,0.33,848.76,0.33,2043.54,558.55,0\\r\\n23153,2457,31,Female,0,self_employed,1096,1,182,38,664.99,2181.71,1595.98,2325.18,0.46,12.67,1480.01,816.81,1301.04,2055.39,0\\r\\n23154,835,60,Male,2,salaried,235,2,733,161,8322.87,10776.44,14041.65,17943.56,0.59,0.59,2329,2911.23,9522.11,14510.99,1\\r\\n23155,1626,42,Female,0,self_employed,1020,1,541,254,3617.71,3599.85,3604.36,4395.84,0.47,0.47,0.47,0.47,3613.39,3599.85,0\\r\\n23156,2524,74,Male,0,retired,334,3,676,49,1481.75,1481.75,1446.7,1394.03,0.69,80.2,0.69,0.69,1481.75,1456.1,0\\r\\n23157,4622,72,Male,2,self_employed,491,2,93,138,8811.01,8811.01,8811.01,8623.88,0.63,0.63,0.63,0.63,8811.01,8811.01,0\\r\\n23158,377,63,Male,,self_employed,1388,2,632,4,478.35,416.92,2758.28,267.76,285.84,285.84,10.13,0.13,409.29,338.77,1\\r\\n23159,1784,36,Male,2,salaried,1096,3,120,23,6293.94,7566.18,7653.03,9739.51,563.47,420.61,2080.79,2124.6,6600.52,8236.98,0\\r\\n23160,1179,29,Female,0,self_employed,363,3,729,32,3434.61,3280.11,3181.98,2886.86,0.34,2.63,0.34,0.34,3394.59,3139.41,0\\r\\n23161,2203,38,Male,0,self_employed,630,3,1771,172,1855.43,1855.43,1977.55,2010.26,0.33,0.33,0.33,428.9,1855.43,2007.5,0\\r\\n23162,370,37,Female,0,salaried,1096,3,292,17,830.64,6286.2,3873.57,509.87,12857.74,7957.74,2354.41,1874.99,7008.98,4375.39,1\\r\\n23163,1519,73,Female,0,self_employed,1525,3,358,21,6370.9,6373.76,6303.19,3221.58,93.33,50.47,103.33,0.47,6356.47,6337.81,1\\r\\n23164,4519,59,Male,0,self_employed,1111,2,148,224,2381.58,2362.02,2365.39,2304.24,0.36,0.36,0.36,0.36,2372.14,2362.02,0\\r\\n23165,600,20,Male,0,student,1415,3,3301,21,2837.85,2783.4,2939.48,3653.77,5.07,0.59,324.47,183.69,2866.02,2840.27,0\\r\\n23166,4647,80,Male,0,retired,1096,3,132,,1955.82,1953.59,1954.88,1949.72,0.24,0.24,0.24,0.24,1953.67,1952.89,0\\r\\n23167,4011,41,Male,0,salaried,395,3,454,,1892.72,1892.72,1892.72,1880.73,0.06,0.06,0.06,0.06,1892.72,1892.72,0\\r\\n23168,1480,38,Female,0,salaried,1076,2,456,3,6119.92,2875.94,2164.87,18.68,3244.44,0.46,0.46,0.46,3323.38,2875.94,0\\r\\n23169,3097,66,Female,0,self_employed,1111,3,1292,39,3867.16,3938.59,4026.85,3987.26,0.09,157.23,142.94,257.23,3921.35,3926.15,0\\r\\n23170,2985,60,Female,0,self_employed,531,3,422,329,2293.2,2493.35,2339.14,2178.55,0.1,0.1,202.47,1308.09,2325.37,2336.73,0\\r\\n23171,3119,39,Female,1,salaried,1020,3,425,6,3892.87,1377.15,1619.02,1026.65,2542.27,0.63,552.94,684.22,3490.84,622.36,0\\r\\n23173,1356,41,Male,0,self_employed,1294,3,2834,28,6546.01,4938.82,5195.12,5488.91,1428.59,1428.59,249.29,1428.59,6215.95,4952.65,0\\r\\n23174,6184,72,Male,0,self_employed,822,1,20,54,14677.19,14543.11,14524.77,14143.93,0.27,68.78,0.27,0.27,14576.15,14534.54,0\\r\\n23175,1579,69,Male,0,retired,101,3,1883,202,5730.19,5727.64,5726.74,5862.33,0.04,0.04,0.04,0.04,5729.93,5726.79,0\\r\\n23176,1456,65,Male,0,retired,146,3,1757,42,894.56,2674.59,3200.24,4855.91,0.16,4.68,1579.14,723.42,1780.83,3472.11,1\\r\\n23177,2067,39,Female,0,self_employed,905,2,1336,89,11479.32,11479.32,11463.96,10569.6,0.27,0.27,0.27,0.27,11479.32,11479.32,0\\r\\n23179,679,45,Male,0,salaried,259,2,771,,14378.89,14378.89,14378.89,14287.79,0.1,0.1,0.1,0.1,14378.89,14378.89,0\\r\\n23180,3457,47,Male,3,salaried,180,2,187,49,8481.62,9530.15,5598.25,1520.47,0.49,8571.91,1053.77,0.49,9045.59,6488.67,0\\r\\n23181,1928,33,Female,0,self_employed,834,3,1925,273,2016.28,2016.28,2104.25,3092.54,0.47,0.47,0.47,84.94,2016.28,2048.98,0\\r\\n23182,2152,37,Female,0,salaried,1046,2,102,14,5300.79,5762.07,6169.15,7482.01,285.9,315.9,370.3,714.47,5424.06,6180.47,1\\r\\n23183,1817,37,Female,0,salaried,318,3,107,3,2139.77,2077.19,2157.7,2447.79,486.29,0.57,423.71,269.79,2037.36,2124.18,1\\r\\n23185,2607,74,Female,0,retired,1020,2,1579,38,1558.49,2701.07,2384.17,2801.26,0.57,132.31,357.71,0.57,1905.96,2803.22,0\\r\\n23186,1372,23,Male,0,student,1020,2,84,3,3655.42,3780.44,3798.74,3172.7,503.63,571.63,680.9,369.02,3921.99,3859.21,0\\r\\n23187,422,34,Male,,self_employed,69,2,2564,109,12726.65,12723.2,12721.26,11079.31,0.29,0.29,0.29,0.29,12726.29,12721.24,0\\r\\n23188,299,41,Male,,salaried,575,2,2853,285,1070.02,1129.16,1707.63,1179.12,0.66,0.66,638.37,1621.16,1166.14,1860.31,0\\r\\n23190,2477,40,Male,0,self_employed,1271,3,1253,0,264.31,2885.64,1587.28,1033.17,3152.54,7814.41,8083.43,5402.91,1537.42,1406.01,1\\r\\n23191,5010,49,Male,0,salaried,1525,2,1425,47,14203.26,16009.29,14990.56,15861.17,0.53,0.54,2973.34,3258.36,13300.65,16169.73,0\\r\\n23192,2106,41,Male,0,self_employed,1621,3,1032,103,2804.97,2863.24,6751.25,8989.35,0.4,0.4,0.4,7143.26,2852.7,7046.98,0\\r\\n23193,426,51,Female,,self_employed,102,3,113,20,4705.04,1818.59,2598.21,4289.69,4318.56,31.9,1428.84,1714.56,3614.19,1987.27,0\\r\\n23194,823,46,Female,0,self_employed,65,2,2415,188,6760.67,7189.24,7125.2,7152.44,0.43,0.43,429,0.43,6997.12,7189.24,0\\r\\n23195,370,29,Female,0,self_employed,1020,2,411,3,124.04,695.47,1743.36,745.45,46429.14,23271.57,49143.43,25972,1073.8,1297.24,0\\r\\n23196,1240,37,Male,0,self_employed,409,3,1441,181,1071.25,1785.53,1559.75,1809.44,0.26,0.26,1428.83,0.26,1108.19,1785.53,0\\r\\n23198,2659,76,Male,0,self_employed,1096,3,144,181,1579.86,1579.86,1579.86,1570.24,0.69,0.69,0.69,0.69,1579.86,1579.86,0\\r\\n23199,4455,60,Female,1,salaried,407,2,225,17,10609.63,8254.11,9191.84,11176.82,2857.63,0.49,1478.03,1227.17,9221.11,8598.65,0\\r\\n23200,2062,62,Male,0,retired,1020,3,669,0,1610.44,944.95,1943.04,5393.65,1985.93,428.79,0.21,2500.21,938.15,1275.44,0\\r\\n23201,6246,57,Male,0,self_employed,1020,2,47,14,6460.26,6527.07,6269.85,6101.03,108.2,500.5,122.99,0.5,6518.67,6252.88,0\\r\\n23202,341,90,,,self_employed,409,3,922,139,10384.21,10384.21,10384.21,5817.32,0.11,0.11,0.11,0.11,10384.21,10384.21,0\\r\\n23203,2315,61,Female,0,retired,1232,3,52,59,1484.48,1427.33,3899.21,52697.83,0.19,214.47,214.47,343.03,1521.42,1504.49,1\\r\\n23204,2753,37,Male,0,salaried,1020,2,13,30,73.23,2216.09,1884.38,794.82,0.13,4157.69,2142.99,4000.13,1181.6,2432.86,1\\r\\n23205,2662,31,Female,0,self_employed,258,2,645,101,6444.91,6619.47,6573,5652.11,0.53,0.53,0.53,14.9,6450.93,6624.75,1\\r\\n23206,2820,79,Male,0,retired,1232,1,12,,1499.32,1499.32,1499.32,1663,0.53,0.53,0.53,0.53,1499.32,1499.32,0\\r\\n23207,2786,36,Female,2,self_employed,904,2,723,,1540.42,1540.42,1540.42,1971.86,0.27,0.27,0.27,0.27,1540.42,1540.42,0\\r\\n23208,601,40,Female,0,self_employed,38,2,1881,0,15189.99,3007.06,3763.19,4294.98,15500.14,2857.29,3174.36,2888.64,4270.67,3190.83,0\\r\\n23209,1299,32,Male,2,self_employed,146,3,1751,3,2151.85,2719.99,1462.44,124.52,3064.44,6143.01,6574.2,4345.44,2328.48,1345.47,1\\r\\n23210,900,53,Male,0,self_employed,492,2,3167,145,115.32,4686.74,4428.57,10417.95,0.01,0.01,4857.16,1428.59,2253.25,4917.16,1\\r\\n23211,1366,48,Male,2,self_employed,623,2,1997,24,35.22,35.22,2245.45,77.68,4286.33,0.61,4286.33,14643.47,774.13,1475.31,1\\r\\n23212,581,55,Male,,salaried,623,1,512,26,16085.99,6270.67,8639.26,7213.05,270.51,0.66,4742.27,3179.72,9632.97,7553.75,0\\r\\n23213,1376,33,Male,4,self_employed,1004,3,2499,4,1532.27,1532.27,1532.27,2248.74,42857.37,0.23,42857.37,0.23,1532.27,1532.27,0\\r\\n23214,1692,37,Female,0,self_employed,1096,2,92,20,10299.41,51568.7,49170.29,48016.54,3744.47,3744.47,42857.33,0.19,45378.06,51465.14,1\\r\\n23215,4125,49,Male,0,self_employed,,3,1940,4,5114.49,3980.26,3962.12,2018.78,995.21,31.5,140.05,184.63,4121.5,3755.28,0\\r\\n23216,6038,52,Female,3,salaried,1020,3,47,13,3559.63,3620.06,5725.2,7510.03,200.24,200.24,1050.45,8180.77,3197.92,7252.24,1\\r\\n23217,2343,41,Male,0,self_employed,531,1,153,21,4868.21,9518.81,8361.64,8054.91,1099.54,1099.54,5952.4,1401.69,9882.65,9799.96,1\\r\\n23218,7061,90,Male,0,salaried,318,2,1314,76,7674.04,7703.13,7692.38,7364.75,0.5,0.5,0.5,0.5,7686.08,7714.39,0\\r\\n23219,1326,28,Male,0,salaried,855,3,2128,188,11384.37,11384.37,11384.37,11339.93,0.26,0.26,0.26,0.26,11384.37,11384.37,0\\r\\n23220,6222,87,Female,0,retired,1096,2,43,81,7373.47,7373.47,8752.89,9455,0.01,0.01,0.01,2857.16,7373.47,8848.12,0\\r\\n23221,2058,53,Female,0,self_employed,1020,2,19,62,8677.04,8677.04,6951.32,1152.32,0.64,0.64,0.64,1699.29,8677.04,8951.01,0\\r\\n23222,2773,58,Male,0,self_employed,587,3,954,9,5799.21,4834.66,4933.57,1456.81,1143.17,0.31,456.96,456.96,5247.51,4951.82,0\\r\\n23223,1349,47,Male,3,self_employed,1094,3,973,30,1211.13,1516.63,1579.9,3079.56,0.47,1429.04,305.97,2826.69,1346.72,309.88,0\\r\\n23224,4595,90,Male,0,self_employed,623,1,81,10,3922.41,1983.89,4409.85,4652.12,4277.88,940.43,2857.63,16429.06,3245.86,5036.03,0\\r\\n23225,1473,46,Male,2,self_employed,1597,2,2251,3,161.31,399.25,1455.58,1061.58,43,752.28,1138.09,1655.03,275.41,622.46,1\\r\\n23226,1647,90,,0,self_employed,37,3,2107,31,3195.02,3195.02,3185.95,3160.58,0.21,14.5,0.21,0.21,3195.02,3182.11,0\\r\\n23227,3319,42,Female,0,self_employed,1478,2,1254,19,2670.3,1998.63,3595.13,15635.45,675.23,675.23,11.44,491.97,2437.62,1966.62,0\\r\\n23228,1769,33,Male,0,self_employed,575,3,1381,0,3699.73,1869.73,2008.72,4783.48,1844.57,707.43,0.29,0.29,2018.05,1218.35,0\\r\\n23229,423,68,Male,0,self_employed,537,2,736,21,355.66,8508.59,7240.83,24539.24,714.76,2214.76,8869.51,2188.33,685.02,1562.88,1\\r\\n23230,328,90,,,self_employed,1550,2,445,35,521676.2,656899.97,275717.34,28976.93,0.24,61612.59,104788.07,48195.81,634140.98,123590.68,1\\r\\n23231,3959,52,Male,0,self_employed,834,1,277,62,2224.97,2233.82,2750.5,5291.71,0.06,0.06,62.66,3.64,2250.2,2171.7,0\\r\\n23232,4711,90,Male,0,company,1038,2,156,32,4626.7,4863.84,8169.59,9961.82,0.49,123.34,237.63,5634.06,4642.76,9488.99,0\\r\\n23233,5110,44,Female,0,self_employed,623,3,364,147,1357.33,762.26,1556.07,847.88,0.26,0.26,1734.54,0.26,2526.34,817.89,1\\r\\n23234,397,49,Male,0,salaried,615,2,3506,103,1803.07,1845.16,1847.13,2211.75,0.06,0.06,21.49,0.06,1816.58,1848.78,0\\r\\n23235,1978,61,Male,2,self_employed,318,3,1324,38,5791.32,6303.55,5267.72,3129.34,0.14,2857.29,512.37,2933.79,5878.43,5209.35,0\\r\\n23236,2643,53,Male,0,self_employed,680,2,565,83,4525.65,4912.76,4954.66,6493.82,0.66,0.66,0.66,0.66,4575.06,4958.98,0\\r\\n23237,1761,60,Female,0,salaried,436,2,3505,23,1348.34,1747.19,2109.69,3128.57,13.51,10.27,655.22,339.7,1440.43,1876.44,1\\r\\n23238,2334,70,Male,0,retired,513,2,216,52,3509.47,3509.47,2296.77,2632.19,0.44,3360.94,0.44,0.44,3509.47,2425.43,1\\r\\n23239,2676,79,Male,0,retired,1096,2,557,,3146.81,3189.67,3226.44,3335.06,0.13,0.13,0.13,0.13,3185.23,3225.61,0\\r\\n23240,1177,52,Male,0,self_employed,102,3,1453,4,739.55,2790.25,3094.93,1213.75,49.9,1243.46,1786.31,1000.6,1057.98,3190.61,1\\r\\n23241,1092,32,Female,0,salaried,575,2,616,,3840,4125.72,4180.32,4450.96,0.5,0.5,571.93,0.5,3968.08,4125.72,0\\r\\n23242,4127,32,Male,0,self_employed,409,1,249,3,742.73,8896.88,25285.12,4801.28,59334.26,272732.43,57281.02,289215.66,4961.26,30280.11,1\\r\\n23244,1568,34,Male,2,salaried,334,3,1880,96,485.6,485.6,4599.94,7589.54,0.49,0.49,0.49,6256.84,485.6,2663.3,1\\r\\n23245,3119,67,Female,0,retired,1076,3,2802,115,15229.44,22372.3,22221.34,14907.61,0.3,0.3,7143.16,0.3,18924.03,22787.05,0\\r\\n23247,2593,35,Male,0,salaried,146,2,41,188,5444.39,5277.33,4915.17,3493.43,0.43,0.43,518.23,859.94,4993.49,4986.66,0\\r\\n23248,3196,59,Female,0,self_employed,834,2,105,,1831.71,1831.71,1831.71,2060.18,0.39,0.39,0.39,0.39,1831.71,1831.71,0\\r\\n23249,3194,43,Female,0,self_employed,425,3,788,38,380.26,60.25,1696.32,1490.85,0.54,571.97,0.54,0.54,265.35,1637.82,1\\r\\n23250,2052,47,Female,0,self_employed,502,3,946,,1561.55,1561.55,1561.55,1551.66,0.59,0.59,0.59,0.59,1561.55,1561.55,0\\r\\n23251,4178,54,Female,0,salaried,372,3,236,32,5227.16,5432.39,5791.71,2691.55,0.66,20991.4,0.66,19392.56,5427.37,7725.29,0\\r\\n23253,4792,57,Male,0,self_employed,409,3,4782,9,5834.15,5801.05,5750.87,2943.51,43.07,0.21,0.21,0.21,5815.35,5784.88,0\\r\\n23254,5359,46,Male,0,company,1142,3,57,140,1239.09,953.37,2091.52,3372.93,0.61,0.61,0.61,0.61,1022.34,1116.4,0\\r\\n23255,2768,72,Female,0,self_employed,623,3,472,27,1585.56,1633.53,1538.09,1755.7,58.31,157.24,166.77,0.09,1614.79,1488.93,0\\r\\n23256,4536,64,Male,3,salaried,299,2,3364,18,2091.63,4014.66,3994.09,3290.11,1282.84,28.21,0.03,0.03,3405,5407.68,0\\r\\n23257,2622,44,Male,0,salaried,,3,315,,1598.2,1598.2,1598.2,1597.8,0.29,0.29,0.29,0.29,1598.2,1598.2,0\\r\\n23258,2118,39,Male,0,salaried,1232,2,900,103,2149.66,1754.8,1623.87,645.17,0.34,0.34,128.91,277.6,1958.29,1774.12,0\\r\\n23259,2417,29,Male,0,student,759,2,518,,11048.17,10333.88,11004.47,12154.29,0.36,0.36,0.36,714.64,10801.86,10333.88,0\\r\\n23260,318,39,Female,,self_employed,297,1,315,12,12761.36,37162.05,30299.24,28622.4,4286.39,10080.61,28672.01,407.59,31015.85,31911.31,1\\r\\n23261,956,36,Female,,self_employed,1076,2,64,0,2790.08,2816.2,2824.26,2258.28,19.83,3.08,22.07,22.07,2792.64,2822.55,0\\r\\n23262,5099,68,Female,0,self_employed,623,1,642,154,1784.18,1782.18,1782.5,2515.06,0.43,0.43,0.43,0.43,1783.15,1782.18,1\\r\\n23263,1250,48,Male,0,salaried,578,3,758,310,14506.83,14792.54,14867.6,14984.44,0.21,0.21,571.64,285.93,14782.69,14797.15,0\\r\\n23264,2083,34,Male,0,salaried,975,3,1854,20,11267.03,10250.32,10674.05,9522.77,1260.46,0.46,29.39,0.46,10936.43,10287.25,0\\r\\n23266,2698,28,Male,1,self_employed,1020,1,143,29,2791.79,2791.79,2537.08,2075.27,0.09,555.77,0.09,0.09,2791.79,2527.77,1\\r\\n23267,1821,27,Female,2,salaried,1096,2,1001,24,2171.62,2289.5,1599.49,890.21,300.59,2177.79,2239.89,327.73,2316.95,2160.38,0\\r\\n23268,2428,31,Male,0,self_employed,623,3,1990,3,565.95,1398.83,1857.85,7465.45,7357.24,7000.1,8032.6,5491.77,1204.18,1531.72,1\\r\\n23269,1411,40,Female,0,self_employed,409,3,249,48,2545.23,2543.01,1487.2,198.88,0.07,2336.66,0.07,0.07,2543.62,1713.9,0\\r\\n23270,2925,57,Male,5,self_employed,1258,2,1280,5,6761.63,5333.05,6633.57,5719.62,1786.17,0.46,0.46,571.89,5628.62,6496.19,0\\r\\n23271,2832,38,Female,0,self_employed,623,2,21,,2873.69,2873.69,2873.69,2907.81,0.26,0.26,0.26,0.26,2873.69,2873.69,0\\r\\n23272,2320,60,Male,0,salaried,146,2,1373,59,9374.4,9739.6,9876.35,9393.04,0.01,45.5,365.21,784.27,9399.59,10368.49,0\\r\\n23273,2370,33,Male,0,salaried,1002,3,303,14,12617.8,11245.52,11210.24,11683.74,332.43,286.01,451.23,456.35,12217.22,11482.48,0\\r\\n23274,2819,60,Male,0,self_employed,1438,2,151,234,10679.15,12107.72,11653.04,12228.59,0.56,0.56,1429.13,0.56,10679.15,12107.72,0\\r\\n23275,975,23,Male,0,student,879,3,2432,46,1913.72,7072.66,2417.56,640.6,0.7,5714.99,15800.7,18643.56,4875.68,1851,0\\r\\n23276,2932,61,Female,0,retired,1020,2,15,32,11403.39,11538.01,7920.42,1166.53,0.26,10000.26,133.57,143.11,11505.02,2565.66,0\\r\\n23279,2122,48,Female,0,self_employed,1111,3,1603,111,3400.96,4408.75,4593.82,2890.75,0.26,0.26,1008.04,1000.26,3530.79,4786.63,1\\r\\n23280,4685,47,Male,0,self_employed,905,3,34,0,1807.1,1221.93,1502.19,2827,1571.47,21428.61,714.33,0.04,1342.53,1946.88,0\\r\\n23281,3678,69,Female,1,retired,146,1,286,12,85403.63,95795.26,105174.63,72796.66,36219.12,339029.81,135919.77,160014.24,89512.06,115664.24,0\\r\\n23282,3569,45,Male,2,self_employed,759,2,518,4,11314.24,7847.06,14587.62,29444.86,6429.06,14214.77,2424.33,19142.43,7861.47,9537.83,0\\r\\n23283,916,45,Female,0,self_employed,414,3,2599,287,6777.48,6777.48,6777.48,6741.75,0.63,0.63,0.63,0.63,6777.48,6777.48,0\\r\\n23284,4291,49,Male,0,salaried,146,2,312,250,2028.9,2028.9,2028.9,2019.76,0.4,0.4,0.4,0.4,2028.9,2028.9,0\\r\\n23285,3951,46,Male,3,self_employed,905,2,634,3,2477.09,971.05,1952.96,1915.83,620.67,428.6,360.98,163.76,2505.59,1772.14,0\\r\\n23286,476,64,Male,0,retired,575,2,3871,3,2289.23,1704.48,2029.18,12657.32,1364.67,1416.19,714.93,54.81,1915.17,1193.12,0\\r\\n23287,1921,43,Male,0,self_employed,1315,3,1977,88,1047.42,1050.69,1596.17,731.36,0.51,0.51,0.51,1429.09,1048.43,1373.27,1\\r\\n23288,2694,69,Female,0,self_employed,905,1,34,140,3594.34,2825.95,2984.82,3963.47,0.23,0.23,230.66,0.23,2821.01,2959.59,0\\r\\n23289,749,47,Male,0,self_employed,575,2,3600,181,1499.52,8642.38,10358.46,25552.8,0.36,0.36,7143.21,2857.5,5686.72,11312.37,1\\r\\n23291,1275,50,Male,0,self_employed,1485,2,3414,27,1017.47,1989.06,1848.54,2599.74,28.93,0.51,1000.51,0.51,1499.25,1989.06,0\\r\\n23292,1017,47,Male,0,self_employed,1576,3,908,234,1046.28,1609.47,1587.88,2130.85,0.13,0.13,492.34,349.49,1444.92,1577.49,1\\r\\n23293,1743,44,Male,1,self_employed,1308,2,430,6,2774.41,2550.62,2215.73,3079.7,1417.13,1648.7,1187.61,1446.19,2692.36,2134.88,0\\r\\n23294,1834,76,Male,0,self_employed,1034,2,1272,158,3913.89,3982.32,4217.36,4020.46,0.69,0.69,0.69,82.54,3959.61,4294.23,0\\r\\n23295,1389,43,Female,0,self_employed,409,2,129,23,1679.81,1313.38,1437.43,1230.79,366.84,366.84,0.41,0.41,1616.63,1254.28,0\\r\\n23297,5038,33,Male,0,salaried,575,2,68,101,7292.59,9217.38,7926.74,8895.54,0.4,0.4,436.13,0.4,7305.89,8304.13,0\\r\\n23298,508,42,Female,,self_employed,1540,2,1546,196,4746.07,4743.21,5219.43,7715.45,0.51,0.51,0.51,1429.09,4743.31,4743.21,1\\r\\n23299,4247,52,Female,0,self_employed,29,3,1488,46,9050.23,10069.93,3990.24,117.9,0.19,6.71,5305.6,0.19,9770.06,1742.51,0\\r\\n23301,1957,34,Female,0,self_employed,665,3,1251,76,2345.01,3879.05,3416.65,3871.41,0.43,0.43,0.43,0.43,2457.3,3879.05,0\\r\\n23302,4295,56,Female,0,self_employed,834,3,789,20,234.48,1415.93,1518.23,885.45,153.56,12265.17,4091.11,10359.81,1103.47,2490.52,1\\r\\n23303,4742,25,Female,0,student,1096,2,1657,27,74.06,1799.78,1652.22,1067.26,231.76,231.76,1957.47,0.33,1745.29,1702.73,1\\r\\n23304,817,41,Female,,self_employed,834,2,1929,322,5936.2,6009.26,5993.3,6722.72,0.31,0.31,73.37,0.31,5961.4,6009.26,0\\r\\n23305,1557,11,Female,0,student,1084,1,143,261,1977.57,1977.57,1977.57,1969.73,0.23,0.23,0.23,0.23,1977.57,1977.57,1\\r\\n23306,4472,61,Male,0,salaried,1020,1,543,0,2964.69,2991.81,3605.7,3168.56,157.16,0.01,157.16,0.01,2820.51,3095.15,0\\r\\n23307,2690,69,Female,0,self_employed,1020,1,84,121,784.02,767.96,1492.58,13322.18,0.63,0.63,0.63,887.06,773.31,1232.53,1\\r\\n23308,3051,54,Male,2,salaried,146,1,523,0,12964.25,45146.42,18900.63,13894.29,16166.57,8792.51,43860.62,3614.73,18194.58,26693.97,0\\r\\n23309,1964,31,Male,0,self_employed,623,2,472,,1586.53,1586.53,1586.53,1576.48,0.4,0.4,0.4,0.4,1586.53,1586.53,0\\r\\n23310,2768,78,Male,0,salaried,1096,2,924,28,4278.64,3262.52,2283.76,1940.23,31.99,1743.41,571.66,285.94,2875.02,2101.32,0\\r\\n23311,900,34,Male,1,self_employed,1020,2,60,125,8041.68,8041.68,8185.94,3789.79,0.43,0.43,0.43,155.83,8041.68,8160.44,0\\r\\n23312,283,33,Female,0,salaried,1020,2,997,24,4976.61,5952.8,3692.26,2305.67,247.59,604.73,171.87,1786.16,4462.07,5291.29,0\\r\\n23313,2259,45,Female,0,self_employed,1111,1,2830,,3412.81,3269.95,3251.09,2806.38,0.21,0.21,0.21,0.21,3393.1,3251.52,0\\r\\n23314,2071,90,Male,0,self_employed,243,3,640,27,3136.8,2347.89,2100.98,2421.1,214.4,214.4,0.11,0.11,2792.56,2012.37,0\\r\\n23315,4710,75,Female,0,company,1465,1,191,48,1.37,1.37,33618.34,27.98,0.1,285.81,0.1,1497.91,1.37,496.74,1\\r\\n23316,7027,56,Female,0,self_employed,1020,2,2,5,10586.09,9468.35,9274.68,8982.35,1162.8,714.51,0.23,466.47,9847.39,9174.55,0\\r\\n23317,1898,45,Male,0,self_employed,485,1,1510,0,4438.66,4238.78,4353.7,2028.62,18571.46,4285.74,1000.97,323.04,7432.93,2326.65,0\\r\\n23318,2715,30,Male,0,salaried,630,2,1240,20,2677.13,710.98,9228.49,1360.07,1252.37,0.5,0.5,0.5,2085.48,6248.9,0\\r\\n23319,1520,65,Male,0,self_employed,623,2,42,62,3891.68,3891.68,7117,2720.37,0.4,0.4,0.4,4286.11,3891.68,5688.91,0\\r\\n23320,6563,49,Male,0,salaried,656,3,46,33,336.78,3905.36,1869.03,1970.83,0.61,1921.44,3736.33,72.04,1055.51,2494.81,1\\r\\n23321,2627,90,Female,0,self_employed,1096,1,27,10,26520.26,26843.98,21709.45,10901.36,431.53,17574.99,0.03,1392.89,26391.33,27459.5,0\\r\\n23322,1060,34,Male,0,self_employed,1413,2,3095,,1464.94,1464.94,1464.94,1434.45,0.34,0.34,0.34,0.34,1464.94,1464.94,0\\r\\n23323,766,57,Female,,self_employed,355,2,214,140,4376.53,4376.53,4376.53,4096.39,0.31,0.31,0.31,0.31,4376.53,4376.53,0\\r\\n23324,1109,70,Male,0,retired,613,2,1734,,4363.13,4363.13,4400,4907.14,0.17,0.17,0.17,0.17,4363.13,4363.13,0\\r\\n23325,3092,38,Male,0,salaried,1084,3,1102,21,6759.88,6303.48,6647.35,15780.56,143.11,143.11,0.26,101.29,6577.28,6268.4,0\\r\\n23326,2082,61,Male,0,self_employed,1008,2,307,75,2111.49,1915.53,4779.69,4782.36,0.19,0.19,0.19,5000.19,1956.21,5786.5,0\\r\\n23327,597,36,Male,1,self_employed,1403,3,504,33,9739.11,11315.08,8105.31,8724.94,0.53,5604.66,1562.21,1339.59,10199.8,6907.43,1\\r\\n23328,460,52,Male,,salaried,1024,3,2684,59,9.44,9.44,1639.72,1.24,0.6,2700.6,0.6,8929.17,9.44,1085.94,1\\r\\n23329,1318,39,Male,0,self_employed,409,3,2535,0,5944.25,2022.22,4351,4659.05,4257.77,0.63,4418.79,4786.34,2005.19,4525.65,0\\r\\n23330,2593,47,Female,0,salaried,1076,2,64,68,1480.39,3623.25,3310.7,3636.5,0.21,0.21,2143.07,0.21,2662.66,3623.25,1\\r\\n23331,3548,33,Male,0,salaried,664,3,1954,21,2048.52,1916.49,1784.26,2004.18,1050.31,3496.27,2518.77,2795.6,2645.72,1838.8,0\\r\\n23332,1362,32,Female,0,self_employed,1463,3,2079,100,2167.69,2181.98,2191.4,2156.74,0.47,0.47,0.47,0.47,2177.54,2191.19,0\\r\\n23333,2303,39,Male,0,self_employed,1540,2,670,31,2293.58,2293.58,1844.97,1405.45,0.5,707.64,0.5,0.5,2293.58,1654.87,0\\r\\n23334,4197,43,Female,0,self_employed,234,2,168,7,5464.18,3827.66,3377.91,633.05,2143.49,1429.2,0.63,0.63,4279.46,3343.87,0\\r\\n23335,1473,41,Male,2,self_employed,1020,2,118,40,865.62,2646.3,2816.78,3903.84,0.44,1929.01,1781.13,0.44,2058.64,1464.28,1\\r\\n23336,1542,50,Male,0,self_employed,146,2,1569,5,4753.16,365.21,3390.87,2885.4,17143.9,1.45,111421.45,221.97,9066.36,245.45,1\\r\\n23338,872,45,Male,4,self_employed,1235,2,2925,11,7086.45,8600.64,5167.49,202.15,610.3,9928.87,2314.83,2051.83,7774.52,6344.62,0\\r\\n23339,1130,44,Male,0,self_employed,325,3,1967,68,7399.16,7509.87,6551.88,3105.79,0.16,0.16,0.16,0.16,7502.23,7572.08,0\\r\\n23340,6855,74,Female,0,retired,318,1,1358,23,3842.06,4351.59,4496.07,21022.72,143.33,0.47,588.36,943.33,3888.17,4691.92,0\\r\\n23341,4098,76,Male,0,retired,409,2,391,126,23528.64,23528.64,23528.64,22388.87,0.2,0.2,0.2,0.2,23528.64,23528.64,0\\r\\n23342,851,35,Female,0,salaried,904,3,296,39,2386.54,2386.54,2146.9,1933.58,0.07,428.64,0.07,0.07,2386.54,2096.21,0\\r\\n23343,2137,49,Male,0,self_employed,87,3,1859,3,14179.44,13544.94,7859.25,4548.77,12967.24,9857.24,13662.59,13326.87,12523.42,7818.27,0\\r\\n23344,2094,45,Male,0,salaried,1020,3,79,9,4153.85,4157.31,5039.69,5041.07,1.29,3083.73,1585.07,2034.08,4657.18,5176.03,0\\r\\n23345,1314,82,Male,0,retired,630,3,878,177,263.46,2263.46,1709.99,2254.75,0.13,0.13,2000.13,0.13,598.44,2258.86,1\\r\\n23347,3085,60,Female,0,self_employed,15,3,461,180,1602.05,1617.3,1622.66,1590.84,0.09,0.09,2.95,0.09,1610.8,1619.67,0\\r\\n23348,3177,59,Female,0,salaried,621,2,8,20,2009.85,1715.7,2189.33,1806.72,27.33,0.14,0.14,500.14,1806.47,2795.06,0\\r\\n23349,1914,39,Female,0,self_employed,318,2,1556,27,3730.35,3373.21,3306.89,4769.35,357.64,429.07,0.5,0.5,3718.03,3276.43,0\\r\\n23350,770,28,Female,0,student,623,2,968,62,1635.66,1635.78,1682.3,1714.45,0.11,0.11,0.11,254.74,1635.66,1696.64,0\\r\\n23351,1680,48,Male,0,salaried,1046,2,102,6,4030.14,3319,3862.28,3681.47,882.5,115.71,0.57,1104.61,3606.23,3665.34,0\\r\\n23352,2566,69,Male,0,retired,272,3,267,139,797.92,909.31,1627.51,4840.6,0.37,0.37,228.94,1250.37,886.17,1796.41,1\\r\\n23353,5346,65,Male,0,self_employed,297,2,1256,76,6086.01,6215.98,6203.96,5875.38,0.43,0.43,0.43,0.43,6193.66,6215.98,0\\r\\n23354,2071,44,Female,1,self_employed,1544,2,1064,242,2997.1,2563.69,2671.23,1704.97,0.46,0.46,0.46,0.46,2669.37,2594.68,0\\r\\n23355,6215,64,Male,0,salaried,1643,2,210,17,5474.7,5103.27,4871.8,4103.66,571.53,0.1,200.1,114.39,5361.4,5191.75,0\\r\\n23356,3818,42,Female,0,self_employed,15,2,6,3,3973.75,14122.69,8787.05,9602.39,12465.74,21144.46,0.03,0.03,9223,8769.53,0\\r\\n23357,1325,72,Female,0,retired,491,1,93,43,9554.27,10936.33,8881.26,8547,0.4,4324.23,1143.26,1101.58,10326.18,9505.71,0\\r\\n23358,1419,29,Male,0,self_employed,630,2,1772,280,7015.46,7872.6,7616.45,7825.2,0.66,0.66,857.8,0.66,7104.13,7872.6,0\\r\\n23359,2759,68,Female,0,self_employed,1096,2,363,,6509.07,6509.07,6532.11,6538.8,0.63,0.63,0.63,0.63,6509.07,6509.07,0\\r\\n23360,4977,35,Male,0,self_employed,1076,2,64,14,1053.59,1060.26,2237.24,9935.21,301.9,11165.73,1318.06,9616.4,1290.59,3066.26,1\\r\\n23362,1496,52,Female,0,self_employed,634,3,1643,191,2395.35,2395.35,3101.95,5219.57,0.09,0.09,0.09,0.09,2395.35,2395.35,0\\r\\n23363,4756,64,Male,2,self_employed,15,3,6,140,2396.38,2769.23,2816.58,1406.37,0.53,0.53,587.67,193.32,2816.33,2923.34,0\\r\\n23364,2567,35,Female,1,self_employed,834,2,1224,12,3410.73,2825.62,2471.62,1665.63,2500.07,0.07,1800.67,1480.86,2540.78,3055.65,0\\r\\n23365,1762,48,Female,0,self_employed,15,3,1083,,2372.24,2372.24,2372.85,2660.94,0.27,0.27,0.27,0.27,2372.24,2372.24,0\\r\\n23366,5938,85,Male,0,self_employed,1155,2,59,47,11923.96,11923.19,10536.21,8920.54,0.41,3000.41,0.41,0.41,11923.56,10761.9,0\\r\\n23367,3391,62,Female,0,salaried,1020,2,84,57,4295.4,4275.75,3256.45,1270.56,0.34,2887.09,0.34,0.34,4298.39,4090.79,0\\r\\n23368,3920,90,Female,0,self_employed,1597,2,737,,4407.34,4407.34,4407.34,4379.42,0.39,0.39,0.39,0.39,4407.34,4407.34,0\\r\\n23369,4536,62,Male,3,self_employed,15,1,6,42,2092.25,2092.25,11680.84,16858.78,0.31,80045.33,0.31,18571.74,2092.25,13331.55,1\\r\\n23370,866,38,Male,3,salaried,749,2,1878,7,1754.6,9315.06,6619.85,-2278.51,143.81,1.36,12460.48,3325.27,2833.05,8209.35,1\\r\\n23371,1683,29,Male,0,salaried,1096,3,292,0,1212.14,2569.02,2822.04,334.81,848.6,767.26,1854.77,7704.2,606.65,6219.4,1\\r\\n23372,5992,76,Female,0,self_employed,363,3,269,20,4364.27,3846.53,4011.15,1479.84,1285.83,0.11,849.49,245.83,4388.64,3883.79,0\\r\\n23373,3267,65,Male,0,self_employed,34,1,3691,75,7714.35,29283.34,19475.77,4112.26,0.51,0.51,21500.51,0.51,18817.38,26421.12,1\\r\\n23374,4463,61,Male,0,retired,334,2,24,,4533.02,4640.16,4657.63,4794.7,0.51,0.51,107.66,71.94,4540.41,4692.01,0\\r\\n23375,2882,41,Male,0,self_employed,1551,3,445,47,3824.49,4384.3,2427.35,1447.53,0.3,4714.59,0.3,414.84,4118.73,2877.87,0\\r\\n23376,1462,49,Male,0,self_employed,,2,1828,28,4120.15,3763.01,3882.87,2503.55,429.16,0.59,72.01,0.59,4122.61,3763.01,0\\r\\n23378,2399,47,Female,0,self_employed,1111,3,651,48,1655.6,2575.16,2480.64,2929.4,0.27,171.7,762.69,108.61,1888.79,2692.6,0\\r\\n23379,2140,52,Male,0,self_employed,834,2,18,125,10423.12,10816.45,10712.42,7169.78,0.19,0.19,389.9,0.19,10493.8,10819.87,0\\r\\n23380,1916,90,Male,,self_employed,,2,1957,9,2273.59,5944.99,4068.51,13490.26,308.86,1505.14,4337.4,3876.2,4070.76,6211.48,0\\r\\n23382,6271,71,Male,0,retired,575,3,1098,14,4265.14,3177.88,3292.34,1962.71,886.1,726.86,4525.27,775.66,5149.2,2568.9,0\\r\\n23383,1059,55,Male,0,salaried,146,1,1231,4,6690.83,5922.43,4477.32,5561.09,431.88,2.47,7384.7,9213.18,3681,3489.66,0\\r\\n23384,1094,81,Male,0,self_employed,1525,2,146,13,301.46,1781.75,4345.98,3868.65,10771.29,29239.26,12251.57,32710.95,4164.05,7616.69,0\\r\\n23385,1268,75,Female,0,retired,1020,1,322,158,20640.97,20640.97,21507.16,17865.91,0.26,0.26,0.26,0.26,20640.97,20640.97,0\\r\\n23386,687,59,Male,,salaried,460,2,1850,6,17103.62,14071.77,13122.11,13496.82,3028.06,2960.69,0.26,571.69,14857.73,12870.71,0\\r\\n23387,1502,35,Female,0,self_employed,146,1,3882,32,5973.14,7129.92,6606.42,2803.37,0.67,1558.37,3043.16,5994.09,6781.25,7373.12,0\\r\\n23388,1839,90,,0,self_employed,1096,1,1441,62,6175.16,6256.1,6243.13,6079.89,0.11,0.11,0.11,0.11,6253.31,6326.6,0\\r\\n23389,5425,56,Female,0,self_employed,1096,2,43,13,789.32,1081.02,2375.48,31319.31,26674.84,19217.77,28395.11,20304.6,1422.64,3591.35,0\\r\\n23390,6081,90,Female,0,retired,146,2,42,31,1852.01,4209.15,1717.55,479.33,0.24,3708.49,2357.39,0.24,3802.75,859.76,0\\r\\n23391,1620,9,Male,0,student,602,3,851,273,1940.44,1940.44,1940.44,1926.86,0.3,0.3,0.3,0.3,1940.44,1940.44,0\\r\\n23392,1614,54,Male,3,salaried,834,1,693,4,9183.16,6621.3,3380.64,2590.98,16310.55,7851.79,4705.91,4077.76,4992.55,3543.05,0\\r\\n23393,1585,72,Female,0,retired,1477,2,415,0,2081.46,1334.36,1715.2,1119.25,2100.34,116.16,1428.96,2286.1,1105.45,1892.34,0\\r\\n23394,1840,37,Female,0,self_employed,1085,2,135,18,3458.79,3892.32,3757.2,1720.28,25.01,0.26,458.54,0.26,3486.98,3892.32,0\\r\\n23395,854,78,Female,0,retired,146,2,184,6,2597.47,2728.05,2233.08,1777.77,131.56,824.25,191.64,0.37,2562.08,2416.04,0\\r\\n23398,1432,42,Male,4,self_employed,1348,2,178,0,5295.7,2116.52,2898.81,1659.04,3943.44,5683.23,1127.83,8109.83,1853.82,3756.98,0\\r\\n23399,2368,32,Male,0,salaried,1198,2,1331,,3899.47,3899.47,3899.47,3874.77,0.43,0.43,0.43,0.43,3899.47,3899.47,0\\r\\n23400,2869,60,Female,1,self_employed,15,2,6,18,491.18,8663.42,6085.82,6016.02,328.74,2114.46,0.17,0.17,1430.81,8520.81,1\\r\\n23401,2834,45,Female,0,self_employed,623,2,545,189,3540.99,2326.7,2894.9,1319.73,0.09,0.09,714.37,0.09,3747.88,2656.19,0\\r\\n23402,854,36,Male,4,self_employed,76,3,1447,27,2918.2,2084.06,2221.53,1307.33,1286.34,0.63,666.49,952.2,2958.32,2229.89,0\\r\\n23403,1451,40,Female,0,self_employed,531,2,590,12,1924.27,1924.27,1781.65,1098.19,229.27,314.99,229.27,0.7,1924.27,1721.51,0\\r\\n23404,2031,62,Female,0,self_employed,802,2,1308,12,2842.02,1902.71,2028.38,843.13,2857.71,0.57,2864.29,291.7,2041.56,2154.55,0\\r\\n23405,1018,22,Female,0,student,996,2,431,21,4985.08,5018.74,4817.15,6419.71,216.05,338.43,248.2,163.39,5026.58,4835.57,0\\r\\n23406,583,40,Male,,self_employed,743,3,2321,0,6296.05,2725.36,3238.22,1953.19,5549.53,3728.76,5121.61,1800.19,4237,1834.06,0\\r\\n23407,768,29,Male,0,self_employed,23,2,2215,62,1958.95,1958.95,1958.65,1972.14,0.44,0.44,0.44,0.44,1958.95,1958.95,0\\r\\n23408,2263,46,Female,2,self_employed,1235,3,1117,58,2232.27,2412.43,2556.79,2520.48,0.06,357.2,180.21,180.21,2257.12,2562.4,0\\r\\n23409,3324,90,Male,0,self_employed,1301,2,692,0,291.28,6899.57,6238.88,27304.68,1873.07,0.5,8481.36,0.5,2710.12,6899.57,0\\r\\n23410,788,9,Male,,student,275,3,1645,119,1779.07,1779.07,1779.07,1480.04,0.29,0.29,0.29,0.29,1779.07,1779.07,0\\r\\n23411,1539,32,Male,0,self_employed,,2,692,11,3590.72,3591.08,3837.64,4196.86,1131.73,1634.59,357.44,1023.96,3734.76,3732.08,0\\r\\n23412,4767,78,Male,0,retired,905,1,1336,4,6853.27,6729.84,6724.64,7136.06,123.47,0.04,0.04,0.04,6751.12,6729.84,0\\r\\n23414,4386,58,Male,0,self_employed,169,2,275,,3646.05,3630.99,3632.4,3568.23,0.16,0.16,0.16,0.16,3635.23,3630.99,0\\r\\n23415,1816,34,Female,0,self_employed,1232,2,223,,1564.41,2350.12,2186.74,2621.33,0.46,0.46,857.6,0.46,1859.97,2350.12,1\\r\\n23416,1133,45,Male,0,self_employed,145,2,2596,60,1430.5,3446.21,4255.09,5970.62,0.26,0.26,1257.4,2767.4,2584.83,5160.64,0\\r\\n23417,867,45,Male,0,self_employed,950,2,342,67,2310.96,2310.96,2380.47,2622.07,0.06,0.06,0.06,214.34,2310.96,2310.96,0\\r\\n23418,326,36,Male,1,self_employed,15,2,1678,5,2.74,1029.1,1712.48,1844.81,1647.57,40847.96,3152.67,1650.38,945.17,3468.04,1\\r\\n23420,5978,61,Male,0,self_employed,1020,1,15,31,10502.21,21053.4,14034.64,9419.1,0.7,18572.13,9354.34,92387.71,13568.03,20657.1,0\\r\\n23421,2853,42,Male,3,salaried,1020,2,322,,11080.86,11077.47,11068.48,10903.86,0.16,0.16,0.16,0.16,11079.11,11064.91,0\\r\\n23423,4886,60,Female,2,self_employed,751,2,138,56,3760.32,3760.32,3504.41,2036.89,0.63,700.63,0.63,0.63,3760.32,3692.58,0\\r\\n23424,4783,58,Male,2,retired,834,2,106,188,1453.48,3957.13,3696.63,4019.7,0.5,0.5,2504.16,0.5,3175.62,3957.13,1\\r\\n23425,2271,42,Male,0,self_employed,146,2,628,19,3725.05,3410.76,3511.03,3829.34,171.6,0.17,0.17,0.17,3602.88,3409.65,0\\r\\n23426,1026,53,Male,0,self_employed,904,3,1914,,18808.8,18808.8,18808.8,18687.44,0.67,0.67,0.67,0.67,18808.8,18808.8,0\\r\\n23427,2246,53,Male,0,self_employed,61,3,856,5,1428.67,11428.67,2359.47,2989.47,10000.1,24285.81,5714.39,17142.96,2563.3,3683.12,1\\r\\n23428,5404,47,Male,0,salaried,1096,3,91,42,1908.72,1908.72,1906.21,1888.71,0.2,5.06,0.2,0.2,1908.72,1906.05,0\\r\\n23429,2941,38,Male,0,salaried,996,2,450,21,2996.72,2170.14,6045.41,4335.25,714.59,1457.44,47.59,19497.73,2736.2,6304.22,1\\r\\n23430,243,33,Male,,self_employed,1436,3,216,39,3829.69,3866.69,3155.66,3501.72,0.61,5443.47,51.9,2881.95,3843.88,2633.41,1\\r\\n23431,3119,57,Male,0,self_employed,1096,3,588,126,1633.44,1633.44,1633.44,1580.59,0.47,0.47,0.47,0.47,1633.44,1633.44,0\\r\\n23432,2375,29,Female,0,self_employed,545,2,784,,1583.82,1583.82,1583.82,1583.82,0.51,0.51,0.51,0.51,1583.82,1583.82,0\\r\\n23433,1497,70,Male,0,retired,146,3,157,61,4242.91,3275.86,2745.92,654.82,0.54,0.54,1937.07,10524.35,3833.23,3198.68,0\\r\\n23434,671,22,Female,0,student,1020,3,1230,5,968.35,1939.82,1785.18,661.14,200.4,239.47,1142.69,295.71,1395.5,1767.59,0\\r\\n23435,326,23,Male,,student,491,2,3592,312,5995.95,5995.95,5995.95,5960.1,0.69,0.69,0.69,0.69,5995.95,5995.95,0\\r\\n23436,896,72,Male,,retired,1273,3,3282,138,2991.06,3062.49,3138.86,3505.52,0.11,0.11,0.11,0.11,3030.47,3096.82,0\\r\\n23437,2641,73,Female,0,self_employed,848,3,167,,2216,2216,2216,2201.96,0.14,0.14,0.14,0.14,2216,2216,0\\r\\n23438,282,28,Male,,self_employed,797,2,1631,3,408.88,40200.18,3536.04,760.14,1571.93,2076.66,43557.44,12114.02,7141.83,3091.26,1\\r\\n23439,1418,42,Male,0,self_employed,,2,2468,14,13008.4,12316.36,12353.29,12139.71,693.11,178.59,0.26,0.26,12674.5,12247.33,0\\r\\n23440,2775,61,Female,0,self_employed,468,2,228,115,1639.48,1710.91,1746.4,1563.93,0.41,0.41,0.41,0.41,1677.51,1744.88,0\\r\\n23441,299,10,Female,,student,905,2,1832,277,15208.65,15208.65,15208.65,15139.21,0.23,0.23,0.23,0.23,15208.65,15208.65,0\\r\\n23442,2010,79,Female,0,retired,15,2,6,27,3761.71,3704.57,3721.38,3666.64,57.71,0.57,0.57,0.57,3757.77,3704.57,0\\r\\n23443,2594,85,Male,0,retired,1020,1,16,25,2455.83,2591.18,9337.63,8729.05,313.76,400.52,514.41,276.89,2811.56,11874.19,1\\r\\n23444,5869,39,Male,2,self_employed,1096,2,328,3,11386.38,9012.97,8653.88,7461.34,2429.14,1214.86,1918.5,702.54,9391.31,8398.48,0\\r\\n23445,3256,65,Female,0,self_employed,15,2,461,52,2931.87,2931.87,6252.49,3982.53,0.24,333.24,10714.53,18571.67,4138.76,4523.18,1\\r\\n23446,810,28,Female,0,self_employed,1232,2,2844,103,4383.79,4383.79,4383.79,4232.69,0.37,0.37,0.37,0.37,4383.79,4383.79,0\\r\\n23447,4456,44,Male,0,salaried,146,2,53,52,4109.7,2676.81,4357.4,2466.35,0.27,8571.7,0.27,5840.65,3900.86,3354.88,0\\r\\n23448,4729,53,Male,0,salaried,1232,3,3708,356,5003.47,5017.76,5016.77,4986.13,0.6,0.6,14.89,0.6,5014.8,5017.76,0\\r\\n23449,2498,49,Male,0,self_employed,61,2,1367,30,1507.41,3955.99,1762.29,694.47,0.27,1750.27,14.56,0.27,1470.35,1667.64,0\\r\\n23450,3106,67,Male,2,self_employed,657,2,180,61,2563.61,2587.36,2065.8,667.16,0.51,0.51,0.51,0.51,2574.88,2342.91,0\\r\\n23451,4491,46,Male,0,salaried,1084,2,540,4,17447.13,17573.22,16960.02,15328.37,3430.03,430.67,4562.62,6423.04,18306.4,19698.15,0\\r\\n23452,2720,9,Male,0,student,334,1,136,23,3603.54,3504.55,3354.58,2415.26,325.97,325.97,226.99,0.69,3663.24,3368.14,0\\r\\n23453,1323,35,Male,0,salaried,,3,1473,116,4199.9,4199.9,4340.72,2958.18,0.19,0.19,0.19,226.94,4199.9,4333.13,0\\r\\n23454,2461,33,Male,0,self_employed,1110,3,3583,56,2376.65,3048.08,2235.25,807.78,0.51,286.23,1043.37,0.51,2858.42,3020.43,0\\r\\n23455,3142,72,Male,0,self_employed,1643,2,210,244,3244.25,3244.25,3244.25,3223.72,0.53,0.53,0.53,0.53,3244.25,3244.25,0\\r\\n23456,587,43,Female,,self_employed,1465,3,1981,3,3633.21,3133.21,3150.5,2555.48,500.6,0.6,0.6,0.6,3202.18,3133.21,0\\r\\n23457,1741,47,Female,0,self_employed,1314,3,1059,53,3225.17,3353.74,3252.8,1307.53,0.4,286.11,0.4,0.4,3238.47,3310.88,0\\r\\n23458,615,66,Male,0,self_employed,834,1,1015,42,3598.63,3804.99,4253.06,7562.06,0.01,482.16,0.01,882.07,3705.37,4245.11,0\\r\\n23459,1761,40,Male,0,self_employed,1477,3,850,6,2521.5,4321.5,1980.25,433.81,3928.94,2857.51,5714.66,0.37,1596.38,2603.99,0\\r\\n23460,1896,42,Female,0,salaried,1154,2,1419,,1443.29,1457.58,1523.3,2943.56,0.34,0.34,0.34,0.34,1445.75,1459.88,0\\r\\n23461,466,28,Male,0,self_employed,409,3,158,73,1577.7,1627.14,1491.8,1221.77,0.01,0.01,49.46,0.01,1604.54,1627.14,0\\r\\n23462,1035,77,Male,0,retired,363,3,2334,14,4124.39,9980.31,9041.76,1874.5,333.06,97.6,5861.43,330.07,6384.06,10155.57,1\\r\\n23463,4315,67,Male,0,salaried,1020,1,143,200,2978.8,3393.08,3439.21,3605.55,0.66,0.66,414.94,0.66,3236.43,3393.08,0\\r\\n23464,751,73,Female,0,self_employed,514,2,190,,1533.2,1533.2,1528.19,1446.89,0.44,0.44,0.44,0.44,1533.2,1533.2,0\\r\\n23465,1202,63,Male,0,salaried,834,3,334,41,1228.77,1664.48,1746.36,1945.05,0.64,4299.07,7.79,4343.5,1461.03,1987.98,0\\r\\n23466,1255,50,Female,0,salaried,1111,2,1292,103,6218.52,6289.95,6309.28,2478.24,0.66,0.66,72.09,85.83,6235.76,6316.96,0\\r\\n23467,4765,52,Male,4,salaried,1232,3,1210,19,2739.22,2408.55,2536.66,2534.42,714.76,714.76,384.09,0.47,2585.51,2523.76,0\\r\\n23468,2328,51,Female,0,salaried,617,2,1362,4,6948.98,12128.89,9826.29,10347.44,50286.24,12557.67,52271.91,8761.77,10615.36,6857.71,0\\r\\n23470,622,30,Male,0,self_employed,409,1,272,189,2192.96,1421.54,2050.08,843.95,0.63,0.63,86.34,1429.2,2201.83,1983.14,0\\r\\n23471,2744,77,Male,0,retired,623,3,1022,,12181.19,12181.19,12181.19,12104.03,0.57,0.57,0.57,0.57,12181.19,12181.19,0\\r\\n23472,2923,30,Male,0,salaried,491,2,279,240,1796.17,1796.17,4350.85,8963.02,0.37,0.37,0.37,7857.51,1796.17,3278.91,1\\r\\n23473,257,80,Male,,self_employed,1096,2,89,48,55498.03,55498.03,45590.19,33955.05,0.13,21428.7,0.13,0.13,55498.03,47203.1,0\\r\\n23474,465,60,Female,0,salaried,409,3,893,52,1352.82,1391.19,1429.06,946.39,0.3,1005.44,38.67,1045.39,1378.71,1606.6,0\\r\\n23475,1390,36,Female,0,self_employed,146,2,140,91,9816.82,1557.58,6303.29,9920.38,0.27,0.27,624.96,1765.37,5513.95,4797.77,1\\r\\n23478,1070,37,Male,0,self_employed,178,2,439,6,6194.77,3099.2,3930.8,3274.82,4681.5,0.21,1600.21,494.5,4577.6,3266.09,0\\r\\n23479,2633,43,Male,0,salaried,1593,2,211,102,14852.03,15707.94,16281.4,18913.01,0.53,0.53,827.65,1342.17,15093.95,16333.76,0\\r\\n23480,436,51,Female,0,self_employed,334,2,795,31,354.96,4605.08,7205.4,6038.68,0.2,1147.25,4107.3,4994.13,3053.59,6949.74,1\\r\\n23481,1503,37,Female,0,self_employed,1589,1,275,17,1607.64,30179.07,15771.57,4113.49,28571.51,7142.94,57142.94,8876.87,11459.85,32604.93,1\\r\\n23482,4109,46,Male,0,self_employed,1271,1,379,108,1885.1,1899.38,1932.65,2924.86,0.5,0.5,0.5,0.5,1889.04,1903.07,0\\r\\n23484,4577,55,Female,0,self_employed,902,3,427,145,1606.28,1486.79,1486.08,1565.96,0.2,0.2,0.2,0.2,1525.58,1424.71,0\\r\\n23485,1007,47,Male,0,self_employed,1143,3,1689,244,2635.01,3420.72,3375.57,3402.37,0.4,0.4,786.11,0.4,3285.26,3420.72,0\\r\\n23486,1197,28,Female,0,self_employed,984,2,2670,349,4584.58,4584.58,4584.58,4555.66,0.54,0.54,0.54,0.54,4584.58,4584.58,0\\r\\n23487,838,28,Female,2,salaried,1226,3,1013,213,3582.7,3582.7,3613.42,4772.06,0.7,0.7,0.7,0.7,3582.7,3582.7,0\\r\\n23488,2802,83,Male,0,self_employed,1096,2,3,70,511.6,3175.29,2021.8,1105.33,0.59,0.59,2664.27,4642.54,1187.84,3522.87,0\\r\\n23489,1515,50,Male,0,salaried,1096,1,11,33,402598.2,388400.91,370519.01,300455.49,0.21,33.07,3125.04,4174.33,388630.07,374122.4,0\\r\\n23490,1087,51,Male,0,self_employed,665,2,177,21,2010.94,2077.1,2040.57,1947.07,214.36,200.07,282.48,211.27,2046.08,2079.26,0\\r\\n23492,716,31,Female,,self_employed,15,3,48,,1552.01,1160.98,1764.45,2196.32,0.06,0.06,37.91,800.06,1292.58,1662.92,0\\r\\n23493,5009,49,Male,0,salaried,61,2,1367,201,12165.12,11919.92,12300.58,14014.81,0.23,0.23,1343.09,1192.37,12648.58,12241.86,0\\r\\n23494,3058,31,Male,1,self_employed,1004,2,307,60,779.38,1370.08,2398.2,4914.43,0.1,0.1,378.23,8235.37,853.53,4738.51,1\\r\\n23495,792,26,Female,,student,821,3,3424,108,1857.99,1872.28,1885.79,778.37,0.63,0.63,0.63,0.63,1871.79,1885.64,0\\r\\n23496,1451,79,Female,0,self_employed,1096,2,2005,70,7337.06,7250.28,7218.11,5820.07,0.29,0.29,0.29,0.29,7315.91,7254.14,0\\r\\n23497,1175,71,Male,,retired,1119,2,2929,54,3802.4,4816.68,4157.32,3814.47,0.67,2143.53,1000.67,312.1,4187.62,4661.75,0\\r\\n23498,2259,69,Male,0,retired,1589,3,147,182,1712.77,1712.77,1712.77,1702.5,0.5,0.5,0.5,0.5,1712.77,1712.77,0\\r\\n23499,2272,45,Female,0,self_employed,409,2,1441,13,6078.34,6078.34,6865.46,11586.33,2857.61,0.47,2857.61,0.47,6965.04,6078.34,0\\r\\n23500,1519,46,Female,0,self_employed,1258,3,771,,1546.83,1546.83,1546.83,1537.03,0.11,0.11,0.11,0.11,1546.83,1546.83,0\\r\\n23501,2253,34,Female,0,self_employed,59,3,257,21,2459.79,1707.12,2811.93,2669.14,1857.74,857.74,1052.03,1528.26,2937.58,2438.78,0\\r\\n23502,362,19,Female,,student,1294,2,150,40,6113.6,6499.31,5189.6,4593.18,0.26,2857.4,57.4,0.26,6361.88,4960.14,0\\r\\n23504,6430,50,Female,0,self_employed,834,1,469,18,1940.29,412.98,9738.2,7209.05,10313.51,0.49,8786.2,1224.43,3555.55,161,1\\r\\n23505,1645,32,Male,0,self_employed,615,3,1062,124,1664.09,1846.47,1824.79,1587.17,0.59,0.59,314.87,44.93,1702.63,1851.4,0\\r\\n23506,1310,63,Female,0,salaried,1096,2,139,173,2866.78,3106.46,3179.75,3026.65,0.1,0.1,0.1,81.79,2888.26,3265.58,0\\r\\n23507,2923,36,Male,2,salaried,1271,3,379,0,2161.35,1039.83,2110.15,10405.06,17233.22,18527.44,15760.09,18879.21,4128.35,1491.24,0\\r\\n23508,3969,41,Male,0,self_employed,11,3,1461,31,279.75,1994.03,1724.53,1893.66,0.31,1851.03,2000.31,2334.71,1442.31,1824.98,1\\r\\n23509,1882,21,Male,0,student,365,2,849,,1050.25,1764.53,1608.54,1753.93,0.7,0.7,714.99,0.7,1296.55,1764.53,0\\r\\n23510,5502,51,Male,4,self_employed,491,3,93,112,1824.68,1928.53,1967.96,1832.53,0.57,0.57,247.28,500.57,1827.47,2046.51,0\\r\\n23511,4050,66,Male,0,self_employed,1020,2,443,7,2174.2,4246.61,4125.76,4912.1,7.17,5.03,643.33,0.47,2996.43,4553.67,1\\r\\n23513,733,61,Female,,self_employed,,3,939,144,9692.14,9692.14,10816.56,8678.3,0.01,0.01,0.01,1428.59,9692.14,11028.55,0\\r\\n23514,2155,56,Male,0,salaried,198,1,370,17,3357.9,2998.01,3072.03,2702.43,358.03,0.37,0.37,0.37,3220.08,2998.01,0\\r\\n23515,2273,40,Male,0,self_employed,623,3,642,31,187.88,1067.7,2342.74,6459.84,0.41,107.22,1195.85,1805.7,471.14,1642.36,1\\r\\n23516,963,54,Female,0,self_employed,479,2,3185,56,3727.27,3870.13,3875.47,3766.02,0.29,143.14,0.29,19.77,3801.16,3927.35,0\\r\\n23517,2419,30,Male,0,self_employed,834,3,530,11,296.86,2310.5,2519.25,2325.34,3526.77,1363.2,5526.13,487.46,2578.88,1681.67,1\\r\\n23518,7088,47,Female,0,salaried,1020,3,2,26,1722.96,1440.1,1607.85,1961.23,296.8,12.7,0.03,142.89,1692.6,1451.18,0\\r\\n23519,2039,36,Male,0,salaried,575,2,1718,,1272.79,1497.48,1475.76,1488,0.39,0.39,439.36,0.39,1432.32,1497.48,0\\r\\n23520,4312,53,Female,0,self_employed,409,1,1000,247,2041.98,2041.98,2041.98,1947.97,0.51,0.51,0.51,0.51,2041.98,2041.98,0\\r\\n23521,4272,35,Male,0,self_employed,61,3,115,55,2413.27,2413.27,2369.46,2282.32,0.66,117.06,0.66,0.66,2413.27,2398.25,0\\r\\n23522,639,17,Female,,student,661,3,2531,10,1664.07,1664.07,1588.36,1495.38,57.41,257.41,0.27,0.27,1642.4,1650.31,0\\r\\n23523,1110,38,Female,0,self_employed,608,2,405,25,4838.57,4375.84,4300.6,2571.4,643.3,643.3,0.44,0.44,4745.08,4291.89,0\\r\\n23524,1950,73,Female,0,self_employed,1096,3,480,315,1763.73,1763.73,1762.24,1707.15,0.34,0.34,0.34,0.34,1763.73,1763.73,0\\r\\n23525,2333,90,,0,self_employed,834,2,1219,189,4014.15,4014.15,4014.15,3999.15,0.09,0.09,0.09,0.09,4014.15,4014.15,0\\r\\n23526,5480,61,Male,0,self_employed,1020,3,159,7,38.52,4046.2,2438.2,822.98,3357.21,0.07,6316.12,832.72,2229.32,3627.14,1\\r\\n23527,2209,44,Male,0,salaried,118,3,325,159,3591.71,3589.44,3688.42,4386.49,0.6,0.6,0.6,172.17,3591.16,3720.85,0\\r\\n23528,3654,48,Female,0,self_employed,409,2,329,56,2451.27,2988.37,2567.53,2509.92,0.43,1429,537.53,347.7,2795.54,2871.26,0\\r\\n23529,2205,68,Male,0,self_employed,1075,2,1722,61,2084.94,3227.79,7430.98,1004.93,0.49,0.49,1429.06,13571.91,2104.64,15048.07,1\\r\\n23530,5030,63,Male,3,self_employed,146,2,832,55,5727.48,16778.96,13784.86,15502.86,0.64,1429.21,11034.94,357.8,8974.99,16636.1,1\\r\\n23531,6062,71,Female,0,self_employed,1232,2,52,56,5327.28,5373.08,5493.63,5813.79,0.36,133.57,0.36,143.21,5358.95,5506.97,0\\r\\n23532,524,28,Female,0,salaried,146,2,286,137,570.62,831.54,1727.2,3453.45,0.27,0.27,1112.34,1668.89,1107.04,1907.78,1\\r\\n23533,490,39,Male,0,salaried,485,2,2835,28,4552.45,4474.53,4373.29,1795.42,78.2,0.29,0.29,0.29,4552.45,4474.53,0\\r\\n23534,2771,68,Male,0,retired,409,3,439,18,1664.84,1471.99,1659.59,965.73,214.39,0.1,28.67,0.1,1591.69,1471.99,0\\r\\n23535,2255,41,Female,0,self_employed,1224,2,1841,,1556.7,1556.7,1556.7,2950.61,0.69,0.69,0.69,0.69,1556.7,1556.7,0\\r\\n23536,1005,90,Male,0,self_employed,1471,2,2099,4,142767.44,158992.66,138697.11,98500.51,8978.17,42039.89,24489.11,2131.81,150180.58,153966.53,0\\r\\n23537,1565,52,Female,0,self_employed,834,2,1224,7,1820.43,749,2054.89,403.5,1072.13,0.7,0.7,4286.41,1044.56,1578.49,0\\r\\n23538,4424,58,Male,2,self_employed,491,1,93,17,9790.32,6225.28,5020.6,4907.06,1367.3,1818.47,1598.01,3973.56,7636.59,3899.16,0\\r\\n23539,4014,19,Female,0,student,904,2,78,136,2340.99,930.04,2277.62,3741.13,0.33,0.33,0.33,1017.47,2135.83,1263.31,0\\r\\n23540,551,24,Female,0,self_employed,623,1,696,230,3465.63,3465.63,3465.63,3448.02,0.39,0.39,0.39,0.39,3465.63,3465.63,0\\r\\n23541,868,27,Female,,student,439,3,2303,27,5005.55,148.41,1786.31,777.29,5000.13,0.13,142.99,142.99,4882.4,206.01,0\\r\\n23542,1053,35,Female,0,salaried,1020,2,322,,4827.35,4867.48,4863.79,5087.73,0.13,0.13,40.26,0.13,4856.41,4867.48,0\\r\\n23543,6138,64,Female,0,self_employed,1232,1,103,70,2491.27,2491.27,2444.95,2245.18,0.06,0.06,0.06,0.06,2491.27,2491.27,0\\r\\n23544,6163,42,Male,0,salaried,531,2,27,61,2823.76,1399.48,3246.12,2736.73,0.51,0.51,7.66,3579.09,2681.6,2085.08,0\\r\\n23545,1532,46,Male,0,salaried,146,1,2377,14,20203.65,17437.88,17749.14,24824.39,2704.36,2704.36,57.21,841.62,18892.6,17714.7,0\\r\\n23547,1992,41,Male,0,self_employed,491,2,279,63,2177.71,2204.1,2509.47,1479.29,0.29,0.29,0.29,2857.43,2194.39,3256.03,0\\r\\n23548,1588,90,,,self_employed,1046,3,102,103,25992.12,27347.83,26952.46,27170.99,0.21,0.21,2785.93,0.21,26161.73,27347.83,0\\r\\n23549,3128,59,Male,0,salaried,623,2,1228,7,3402.71,3677.41,3704.3,4641.88,1.15,433.73,317.95,448.63,3516.54,3715.1,0\\r\\n23550,1526,25,Female,0,student,409,3,395,,5510.23,5378.09,5258.43,4821.27,0.24,0.24,14.53,0.24,5403.09,5241.11,0\\r\\n23552,5215,56,Male,0,self_employed,834,3,8,158,2469.81,2469.81,2469.81,2078.82,0.31,0.31,0.31,0.31,2469.81,2469.81,0\\r\\n23553,6117,38,Male,0,self_employed,1020,2,19,59,9510.08,9599.37,7314.47,4949.22,0.53,7143.39,18.39,0.53,9540.87,9620.11,1\\r\\n23554,1465,55,Male,0,self_employed,1020,1,406,86,9530.09,13815.8,12547.73,10799.83,0.24,0.24,4285.96,0.24,10564.57,13815.8,0\\r\\n23555,4342,35,Male,4,self_employed,878,2,1716,18,1655.54,1768.63,1900.22,2549.8,250.5,0.87,316.22,328.2,1614.51,1847.56,0\\r\\n23556,378,45,Male,0,self_employed,623,2,126,33,7197.34,7197.34,6279.68,4950.54,0.1,1471.53,0.1,0.1,7197.34,5915.78,0\\r\\n23557,3759,61,Male,3,salaried,834,3,1242,28,1377.6,1355.18,1459.33,1611.15,639.84,617.56,408.89,743.31,1506.05,1494.2,0\\r\\n23558,1918,37,Female,0,self_employed,,2,1965,35,91.87,91.87,8257,751.71,0.49,82.99,0.49,27143.34,91.87,21995.28,1\\r\\n23559,647,54,Male,0,self_employed,492,3,3004,86,2459.31,2459.31,2422.76,1618.93,0.61,0.61,0.61,0.61,2459.31,2456.38,0\\r\\n23560,1535,78,Male,0,retired,822,2,401,304,2298.25,2298.25,2304.12,2543.8,0.2,0.2,0.2,14.49,2298.25,2299.51,0\\r\\n23561,2677,52,Female,0,self_employed,318,3,435,11,1352.48,1519.4,1586.83,1590.71,1730.49,1824.14,1897.41,2813.53,1319.14,2185.85,0\\r\\n23562,322,44,Female,0,self_employed,531,3,422,275,3263.11,2977.39,2992.74,1680.83,0.49,0.49,143.34,143.34,3272.96,2991.22,0\\r\\n23563,373,64,Female,,retired,1221,2,315,129,4666.76,4738.19,5206.97,3167.86,0.11,0.11,0.11,404.99,4698.78,4836.52,0\\r\\n23564,3065,27,Female,0,salaried,1494,2,67,54,3049.14,3049.14,4030.61,6410,0.21,28.79,0.21,20.7,3049.14,3056.43,0\\r\\n23565,7044,79,Male,1,retired,1020,1,12,0,5893.22,3113.44,5771.62,6191.94,2585.94,1804.6,1677.56,8667.03,4468.23,3202.87,0\\r\\n23566,5128,44,Female,0,self_employed,1096,2,134,3,18659.25,997.58,2756.32,5995.16,17670.84,472.93,14.32,0.07,3606.58,831.5,0\\r\\n23567,6256,46,Male,0,salaried,,2,79,6,26794.46,44641.73,57537.65,86420.42,9885.73,4139.72,34880.93,12336.85,33968.73,46529.92,1\\r\\n23568,1336,51,Male,0,self_employed,244,3,2823,49,6317.62,6622.05,6149.83,5103.4,0.67,572.1,305.1,197.81,6328.12,6469.52,0\\r\\n23569,1896,30,Female,0,self_employed,1141,3,710,343,3699.09,3699.09,3699.09,3672.23,0.5,0.5,0.5,0.5,3699.09,3699.09,0\\r\\n23570,2709,58,Male,1,self_employed,694,2,1845,41,104.24,14392.28,5158.02,2200.05,0.04,36071.47,39288.09,22408.06,2419.91,7460.48,1\\r\\n23571,4665,66,Female,0,self_employed,1096,3,89,331,1613.58,1613.58,1613.58,1620.65,0.51,0.51,0.51,0.51,1613.58,1613.58,0\\r\\n23572,2658,81,Male,0,self_employed,409,3,1439,21,-676.16,-1.65,4562.7,2421.26,72.58,19773.19,744.93,20883.37,13.9,5391.1,1\\r\\n23573,473,60,Male,1,self_employed,1525,2,143,122,17633.61,17631.78,17630.88,7519.09,0.01,0.01,0.01,0.01,17633.04,17630.82,1\\r\\n23574,984,24,Female,,student,1091,3,2600,,2030.2,2044.49,2042.52,2031.81,0.63,0.63,14.91,0.63,2038.57,2044.49,0\\r\\n23575,4697,58,Male,1,,1438,2,1239,47,15600.11,22120.75,16460.53,17101.51,0.26,33285.97,6520.9,13145.24,18555.89,19021.81,1\\r\\n23576,1445,48,Male,0,self_employed,1570,2,2614,,20174.14,25569.44,25757.65,12268.45,0.4,0.4,7657.54,4286.11,23778.2,31245.76,1\\r\\n23577,2137,67,Female,0,self_employed,834,3,1924,,2503.03,2503.03,2501.1,2596.2,0.69,0.69,0.69,0.69,2503.03,2503.03,0\\r\\n23578,1319,39,Female,0,self_employed,1648,2,121,28,372.06,295.94,2087.96,17323.44,263.09,285.93,12135.9,1214.11,5781.24,220.5,1\\r\\n23579,2725,28,Male,0,self_employed,1020,3,321,7,3921.66,869.86,1759.34,1661.88,3778.77,1039.86,848.4,1543.14,2812.54,768.8,0\\r\\n23580,4714,90,Male,0,self_employed,649,2,54,77,8622.86,8883.24,8927.06,9416.8,0.69,0.69,279.26,391.27,8648.65,9022.47,1\\r\\n23582,3324,51,Female,1,salaried,491,1,619,0,9027.59,8867.66,10631.68,8840.64,502.1,1813.24,444.36,22192.41,8597.45,12563.04,0\\r\\n23583,2365,43,Female,0,self_employed,1020,2,16,7,1687.74,1534.67,1983.48,1619.46,1265.64,15077.43,0.7,0.49,1686.64,2722.2,0\\r\\n23584,673,40,Male,0,self_employed,110,3,2751,256,2946.21,2989.06,3227.31,3835.72,0.11,0.11,0.11,0.11,2981.68,3022.24,0\\r\\n23585,2172,66,Male,0,retired,1020,1,1625,9,2337.07,2132.57,2025.51,1413.25,195.06,195.3,0.64,0.64,2224.59,2026.24,0\\r\\n23586,356,41,Male,2,self_employed,146,3,2729,7,599.45,8186.89,6964.05,14362.73,2143.04,0.19,5251,157.66,4582.73,8217.37,1\\r\\n23587,5241,66,Male,0,,334,2,24,,1506.86,1506.86,1506.86,1497.32,0.27,0.27,0.27,0.27,1506.86,1506.86,0\\r\\n23588,673,45,Female,0,self_employed,920,2,1729,4,2828.58,2851.44,2780.66,4325.68,71.7,71.7,80.27,150.93,2844.74,2866.31,0\\r\\n23589,6052,69,Male,0,retired,1020,2,47,4,3030.12,2801.73,2810.83,2888.67,235.86,7.66,7.47,0.33,2840.61,2797.47,0\\r\\n23590,662,36,Male,0,salaried,1009,2,2847,308,5556.49,5556.49,5556.49,5528.32,0.24,0.24,0.24,0.24,5556.49,5556.49,0\\r\\n23591,1508,54,Male,0,self_employed,334,3,2590,5,2838.58,2207.6,4227.52,3244.53,4572.31,287.14,2715.44,4138.17,2817.52,4182.79,0\\r\\n23592,1168,58,Male,0,self_employed,1020,2,1211,70,4875.87,8954.24,8683.09,9593.08,0.44,0.44,4078.81,0.44,8211.67,8954.24,1\\r\\n23593,6661,70,Female,0,self_employed,834,2,1404,30,8064.49,8359.15,8931.84,11360.22,0.06,486.23,789.99,1035.31,8265.39,8865.67,0\\r\\n23594,2539,37,Female,0,self_employed,1096,3,1003,74,3995.21,3386.65,3299.35,3033.03,0.27,0.27,0.27,0.27,3864.6,3369.96,0\\r\\n23595,1351,25,Male,0,student,1589,2,33,139,1522.99,1522.99,1522.99,1667.08,0.37,0.37,0.37,0.37,1522.99,1522.99,0\\r\\n23596,2328,34,Male,2,salaried,1096,3,144,0,4239.51,6518.69,5698.93,4829.92,1452,1680.3,719.9,2746.8,4812.17,6632.19,0\\r\\n23597,1085,36,Female,0,self_employed,1111,3,1416,171,5281.43,3872.5,4561.04,3618.72,0.24,0.24,1865.89,951.91,5951.65,4149.06,0\\r\\n23598,2083,37,Female,0,self_employed,1546,2,58,256,1842.87,1842.87,1869.63,4475.87,0.49,0.49,0.49,0.49,1842.87,1842.87,0\\r\\n23599,1256,65,Female,0,self_employed,1020,3,406,25,1433.37,1619.09,1554.64,1464.71,186.4,186.4,0.69,0.69,1503.81,1583.14,0\\r\\n23600,5077,45,Male,3,salaried,1020,2,1265,69,3421.83,3465.58,6524.67,16965.01,0.7,0.7,0.7,1429.27,3464.08,4702.32,0\\r\\n23601,2760,36,Male,0,salaried,1111,2,728,18,20784.46,23701.16,21606.67,17896.64,1629.09,2271.94,4874.8,600.51,20562.65,23254.02,0\\r\\n23603,856,44,Female,0,salaried,1020,1,12,6,6535.79,15155.58,4943.66,2857.75,23790.46,638.06,37052.85,2257.3,5982.77,4917.86,0\\r\\n23604,4221,37,Female,0,self_employed,1180,2,116,,6390.63,7962.06,6301.45,6014.58,0.23,0.23,1571.66,2857.37,6390.63,6456.58,0\\r\\n23606,5785,40,Female,0,salaried,575,1,44,14,7248.66,28390.34,19975.99,8256.13,8572,0.57,29984.35,757.68,12123.51,28736.9,0\\r\\n23607,3237,32,Male,2,self_employed,623,1,521,7,1007.84,1020.16,1449.2,351.14,4288.09,8573.8,4286.11,4336.83,1159.79,2724.51,0\\r\\n23608,380,25,Female,,self_employed,834,3,1219,21,1395.75,1667.17,1682.61,1659.96,143.21,0.36,414.64,0.36,1713.48,1667.17,0\\r\\n23609,525,3,Female,,student,575,3,1381,292,1683.83,1698.11,1708.96,1716.19,0.43,0.43,0.43,0.43,1695.16,1708.71,0\\r\\n23611,2623,40,Female,0,self_employed,531,3,563,13,3982.22,3535.08,2667.7,1915.05,1428.86,1060.07,967.43,465.24,3524.73,2789.78,0\\r\\n23612,4227,62,Female,0,self_employed,834,2,105,20,9927.87,8205.8,8703.37,9065.93,588.77,0.57,583.43,1286.29,8447.2,8371.7,0\\r\\n23613,2343,35,Female,0,self_employed,409,2,677,0,16315.35,1370.56,2486.05,6251.13,14945.49,659.77,0.7,659.77,2294.98,1371.51,0\\r\\n23614,1538,29,Male,0,salaried,1598,3,77,177,1746.27,1927.22,3505.14,2920.43,0.16,0.16,1371.59,3700.16,1382.58,4744.87,0\\r\\n23616,4833,62,Male,0,salaried,1020,2,79,1,4453.67,4370.87,4376.04,4434.54,97.31,36.23,0.23,28,4398.64,4364.21,0\\r\\n23617,866,41,Male,0,salaried,1363,2,7,,3363.38,3677.66,3740.39,4515.22,0.53,0.53,314.81,214.81,3494.41,3752.78,0\\r\\n23618,817,48,Male,2,self_employed,1315,3,250,10,3420.62,4864.91,3094.24,2819.03,270.54,7143.4,286.26,3571.97,3829.44,4349.84,0\\r\\n23619,2480,32,Male,3,salaried,1084,2,1575,116,3334.63,3886.85,3294.64,2274.52,0.19,0.19,333.12,524.72,3503.83,3315.44,0\\r\\n23620,2844,44,Male,3,self_employed,1020,2,542,27,166.54,71.32,3710.43,1489.06,14286.33,0.61,25048.25,34262.78,10837.92,116.79,1\\r\\n23621,2391,86,Female,0,self_employed,1149,1,372,70,637.74,635.46,2280.41,1212.43,0.61,0.61,0.61,0.61,636.64,635.46,1\\r\\n23622,1224,36,Male,2,self_employed,1598,3,1465,10,5903.06,5346.13,5358.9,9171.5,714.61,0.33,157.69,157.69,5481.42,5366.44,0\\r\\n23623,2497,77,Male,0,retired,1020,3,114,20,43694.92,43709.21,43563.37,21954.85,428.6,428.6,728.6,142.89,43749.11,43623.96,0\\r\\n23624,541,73,Female,,self_employed,623,1,228,,1487.06,1487.06,1487.06,1477.64,0.37,0.37,0.37,0.37,1487.06,1487.06,0\\r\\n23625,7616,50,Male,0,self_employed,1020,2,240,24,3358.74,3506.61,4435.78,6692.38,1429.21,0.64,1577.09,1448.27,3245.42,4655.3,0\\r\\n23626,950,37,Male,2,salaried,1020,3,145,12,1161.47,1867.33,1526.66,804.35,171.59,171.59,1034.59,1364.01,1484.97,1552.93,1\\r\\n23627,5154,90,Female,0,self_employed,409,3,1350,,2277.56,2277.56,2277.56,2263.13,0.06,0.06,0.06,0.06,2277.56,2277.56,0\\r\\n23628,6393,90,Female,0,self_employed,334,3,1237,73,586.83,2487.45,1863.67,1044.95,0.47,0.47,1886.81,0.47,1123.95,2487.45,1\\r\\n23629,1168,20,Female,0,student,1096,3,440,30,13028.75,13028.75,10903.36,3563.97,0.11,215.83,0.11,0.11,13028.75,12825.74,0\\r\\n23630,3310,57,Male,0,salaried,1084,3,685,91,1299.26,1650.06,1773.62,1390.04,0.41,0.41,356.04,438.14,1420.57,1708.09,1\\r\\n23631,3316,78,Male,0,retired,572,2,189,319,2878.8,2878.8,2882.72,2867.66,0.37,0.37,0.37,7.51,2878.8,2883.41,0\\r\\n23632,6752,65,Female,0,self_employed,1020,1,19,31,2198.66,2004.6,1773.4,1543.05,0.34,828.91,398.67,717.71,1956.02,1856.38,0\\r\\n23633,1750,24,Male,0,student,1271,3,379,151,1983.52,1999.59,2030.64,2049.56,0.46,0.46,16.53,13.56,1992.75,2005.45,0\\r\\n23634,5065,53,Male,2,self_employed,1525,3,1,42,2553.58,2642.95,2751.36,6499.47,0.26,21.69,0.26,164.54,2581.68,2768.84,0\\r\\n23635,817,46,Female,0,self_employed,760,3,2973,69,11660.02,11716.48,11375.26,8796.13,0.33,0.33,56.79,177.84,11689.22,11835.03,0\\r\\n23636,2228,69,Male,0,self_employed,1355,3,1690,35,3509.31,4300.74,2434.72,1366.38,0.04,4038.3,791.47,791.47,3509.31,3324,0\\r\\n23637,927,27,Female,,self_employed,110,3,2751,257,15537.25,15537.25,22391.47,27223.81,0.63,0.63,0.63,11857.77,15537.25,24242.78,0\\r\\n23638,6523,53,Male,0,self_employed,1096,1,503,32,169010.73,167262.82,165487.34,162077.07,0.17,338.17,626.54,569.47,167022.87,165227.78,0\\r\\n23640,4430,67,Male,1,salaried,1525,3,146,21,1098.68,984.72,1505.58,990.83,1429.07,1500.5,1296.31,1750.33,1077.17,1195.53,0\\r\\n23641,4228,43,Female,0,self_employed,630,1,36,21,5817.64,643.28,2199.08,56.98,5174.81,0.46,0.46,0.46,5442.97,643.28,0\\r\\n23642,2240,33,Female,0,salaried,213,3,765,58,2778.1,3349.53,2633.58,1522.85,0.57,1643.43,572,0.57,3231.3,3138.36,0\\r\\n23643,2563,32,Female,0,self_employed,1203,3,1484,88,2459.62,2459.62,2448.25,1918.83,0.69,0.69,0.69,0.69,2459.62,2459.62,0\\r\\n23644,650,60,Male,3,salaried,856,2,1503,119,1951.2,2565.48,2627.63,2571.33,0.19,0.19,614.47,170.79,2469.42,2631.29,0\\r\\n23645,1618,35,Female,0,self_employed,963,2,85,107,3983.26,5154.94,5825.44,2318.25,0.21,0.21,770.43,1777.77,4514.03,6368.32,0\\r\\n23646,305,35,Female,0,salaried,334,3,675,277,1460.44,1460.44,1460.44,1452.64,0.51,0.51,0.51,0.51,1460.44,1460.44,0\\r\\n23647,5809,51,Male,2,self_employed,575,3,44,14,4122.82,5509.98,4629.02,4892.75,143.31,0.46,1530.47,714.74,4847.06,5625.19,0\\r\\n23648,2717,27,Female,0,salaried,1020,2,424,27,2502.23,1892.23,1862.75,723.42,610.61,606.33,0.61,0.61,2481.2,1816.45,0\\r\\n23649,1777,73,Female,0,retired,146,1,286,,1999.47,1999.47,1999.47,1966.12,0.5,0.5,0.5,0.5,1999.47,1999.47,0\\r\\n23650,2975,36,Female,0,self_employed,1232,2,52,24,1132.58,1440.85,2941.56,2586.86,285.11,302.26,1386.07,1414.64,1194.39,3341.87,0\\r\\n23651,382,39,Male,2,self_employed,1232,2,104,100,2329.23,3142.59,2596.31,1888.02,0.44,0.44,0.44,0.44,2580.91,3381.65,0\\r\\n23653,2747,38,Female,0,self_employed,1096,2,924,11,2379.62,3619.44,2311.94,1428.13,4361.99,566.29,5133.37,2771.09,2365.71,3330.72,0\\r\\n23654,2324,31,Male,0,student,904,3,594,33,1143.12,2133.59,1967.38,2475.81,0.7,296.21,1276.88,207.52,1506.5,2228.82,0\\r\\n23655,4000,58,Male,2,self_employed,1020,2,143,9,9220.91,6468.74,17058.25,5861.87,2828.44,188542.73,76.27,1587.77,8153.68,12680.55,0\\r\\n23656,2412,49,Male,1,self_employed,1589,1,33,30,2606.66,1010.23,1519.88,497.92,0.23,1596.49,0.23,0.23,2605.42,1012.6,0\\r\\n23657,2793,71,Female,0,self_employed,1020,3,414,20,2826.18,2811.9,2810.08,2773.28,29.16,29.16,0.59,0.59,2829.63,2800.96,0\\r\\n23658,4881,38,Female,0,self_employed,1020,2,114,151,6566.44,9423.59,12453.41,10666.68,0.57,0.57,2857.71,0.57,7453.14,13340.64,0\\r\\n23659,644,50,Female,,self_employed,797,2,1631,19,22904.79,15551.93,17447.24,15648.08,7567.76,0.61,429.19,157.76,21093.61,15589.95,0\\r\\n23661,4122,59,Male,0,self_employed,485,3,520,35,2259.06,1632.54,1681.5,2103.82,0.13,714.41,0.13,0.13,2040.32,1497.6,0\\r\\n23662,5003,47,Male,2,self_employed,1020,3,4043,14,3076.06,3100.06,2725.6,2098.05,833.53,4728.87,1286.1,6071.81,3092.58,3042.05,0\\r\\n23663,2635,66,Male,0,retired,802,2,1209,329,2842.25,2913.67,2952.55,3149.38,0.7,0.7,0.7,0.7,2882.15,2951,0\\r\\n23664,1116,43,Female,0,self_employed,101,3,1883,7,7225.44,5612.82,3252.85,530.97,3671.61,12674.69,685.9,7228.76,6478.63,2450.04,0\\r\\n23665,1841,43,Female,0,self_employed,,3,665,132,2671.5,3370.91,3251.2,4436.48,0.6,0.6,0.6,60.63,2970.31,3390.96,0\\r\\n23666,2145,58,Male,0,self_employed,259,2,771,14,6212.82,4953.03,5217.63,4322.81,2100.23,1875.36,1456.17,171.7,6079.94,4597.57,0\\r\\n23667,1542,56,Female,0,salaried,259,3,771,113,5270.37,6056.09,6605.85,8998.27,0.11,0.11,714.4,0.11,5297.47,5910.93,0\\r\\n23668,1573,30,Male,0,salaried,1559,3,2350,122,3382.19,3215.7,2992.49,3161.94,0.5,0.5,470.21,796.17,2930.46,2742.3,0\\r\\n23669,277,24,Male,,salaried,1096,2,2549,44,111.59,1820.59,3234.35,9290.68,0.2,0.36,1694.05,460.36,539.36,2483.9,1\\r\\n23670,3075,47,Male,2,self_employed,891,3,360,0,2751.05,765.99,1910.56,749.04,5543.8,1247.51,2714.66,2285.54,2365.37,1886.69,0\\r\\n23671,3157,63,Female,0,self_employed,334,2,500,,1067.29,8241.56,5855.89,8333.17,0.47,0.47,7143.33,0.47,1084.86,8241.56,1\\r\\n23672,671,53,Male,2,self_employed,488,3,1893,24,885.51,506.78,24353.53,65962.71,2857.51,0.37,3495.11,7143.23,1543.9,1994.21,0\\r\\n23673,2295,68,Male,0,retired,1181,2,2851,,1489.66,1498.2,1504.71,1353.1,0.17,0.17,0.17,0.17,1496.43,1504.56,0\\r\\n23674,5101,78,Female,0,self_employed,,3,145,,2652.83,2652.83,2652.83,2638.8,0.5,0.5,0.5,0.5,2652.83,2652.83,0\\r\\n23675,1529,36,Male,0,self_employed,1096,3,905,,2420.58,2420.58,2420.58,2405.25,0.49,0.49,0.49,0.49,2420.58,2420.58,0\\r\\n23676,1804,45,Female,0,salaried,1020,2,2,247,3375.03,3404.71,3435.26,2864.87,0.63,0.63,0.63,0.63,3401.91,3432.36,0\\r\\n23677,4283,58,Female,0,self_employed,1096,2,43,9,10732.41,13847.64,6185.37,1400.88,340.48,29,3411.43,2406.88,11988.51,6424.43,0\\r\\n23678,414,75,Female,0,self_employed,1020,2,143,103,13308.06,15309.36,15079.33,16746.64,0.23,0.23,2001.53,0.23,14619.26,15309.36,0\\r\\n23679,1233,29,Female,0,self_employed,1020,2,358,54,5334.36,5352.86,5806.31,5459.76,0.57,214.86,19.07,861.81,5335,5927.12,1\\r\\n23680,932,42,Male,,self_employed,66,2,1427,,2469.38,5397.95,5287.03,6017.96,0.56,0.56,3000.56,143.41,4964.45,5430.96,1\\r\\n23681,3416,51,Male,1,salaried,834,1,4339,12,15876.5,19989.47,19157.88,20439.81,173.41,0.53,4286.39,1606.26,15781.11,20097.31,0\\r\\n23682,781,3,Male,0,student,1020,1,2,26,6042.01,5760.18,6551.83,3183.96,1428.94,621.8,0.37,0.37,6607.92,6325.85,0\\r\\n23683,1631,77,Male,0,salaried,834,2,277,2,1700.98,1786.69,1918.56,3105.41,157.64,0.5,243.36,235.17,1616.25,1922.91,0\\r\\n23684,2742,32,Female,1,self_employed,409,2,905,63,1376.08,2012.8,6878.08,3609.18,0.21,0.21,624.93,1832.6,1597.52,2619.28,0\\r\\n23685,2771,51,Female,0,self_employed,834,3,208,0,3987.95,3158.16,2815.91,1344.74,831.59,797.3,0.16,0.16,3563.03,2831.92,0\\r\\n23686,3086,52,Male,0,salaried,295,2,1255,3,82874.14,76249.03,92174.15,170423.07,12213.66,9497.63,5641.01,5343.17,81594.96,76291.08,0\\r\\n23687,2420,54,Male,0,salaried,1096,3,44,17,2334.88,2820.59,3087.4,3611.9,228.74,228.74,714.46,857.31,2839.31,3251.93,0\\r\\n23688,1145,38,Female,0,self_employed,146,2,1754,25,12260.36,11714.51,11415.38,10191.62,1022.21,1500.07,528.64,742.93,12345.82,11312.2,0\\r\\n23690,6180,46,Male,0,salaried,223,2,187,49,3229.01,3229.01,2897.98,1591.57,0.24,614.53,0.24,0.24,3229.01,3030.85,0\\r\\n23691,2930,54,Female,0,salaried,479,3,234,123,1733.06,1549.07,2245.64,3084.5,0.34,0.34,0.34,598.31,1666.5,1635.95,0\\r\\n23692,899,39,Male,2,self_employed,1589,1,275,10,11176.89,12725.46,8669.39,7397.67,2857.36,52525.53,4263.07,43922.97,11334.52,10753.48,0\\r\\n23693,2354,89,Male,0,retired,575,3,622,3,4040.22,4076.35,3829.21,2457.37,246.94,210.61,572.04,0.61,4079.39,3936.63,0\\r\\n23694,2412,51,Male,3,salaried,409,2,925,0,16696.14,16116.97,16016.27,15098.75,15786.06,1725.94,1122.66,1025.3,16675.9,16152.13,0\\r\\n23695,2665,40,Male,1,self_employed,409,3,1360,171,3418.2,3418.2,3418.2,3348.47,0.56,0.56,0.56,0.56,3418.2,3418.2,0\\r\\n23696,416,33,Male,,salaried,241,3,3561,19,1514,1528.29,1525,1517.58,14.8,0.51,14.8,0.51,1518.43,1528.29,0\\r\\n23697,4529,53,Female,0,self_employed,1315,2,250,5,4734.45,2591.59,2404.88,1215.15,2143.43,714.86,0.57,0.57,3552.18,2453.34,0\\r\\n23698,1827,72,Female,0,self_employed,834,2,451,,2806.37,5315.8,4796.98,5385.93,0.21,0.21,2509.64,0.21,3758.23,5315.8,0\\r\\n23700,3972,38,Male,0,self_employed,1337,2,449,14,3130.17,2250.17,3007.11,4052.77,880.67,373.53,0.67,1429.24,2905.05,2892.19,0\\r\\n23701,5295,44,Male,0,self_employed,1603,1,72,0,21815.15,21448.73,21436.28,21063.81,84.1,0.53,0.53,0.53,21548.26,21448.73,0\\r\\n23702,1031,21,Female,0,student,15,2,1086,61,2607.8,2622.09,2163.8,1730.32,0.07,0.07,0.07,0.07,2614.7,2628.54,1\\r\\n23703,1539,38,Female,0,self_employed,623,2,1043,326,2683.91,8293.84,3046.01,1321.59,0.31,0.31,0.31,313.1,3937.58,4490.7,0\\r\\n23704,3319,71,Female,0,self_employed,1096,1,578,342,19296.38,19292.98,19296.06,19169.99,0.54,0.54,0.54,0.54,19296.03,19295.35,0\\r\\n23705,3131,66,Female,0,self_employed,1232,2,185,47,3890.37,3890.37,3819.51,3865.73,0.49,7.85,0.49,0.49,3890.37,3887.53,0\\r\\n23706,4991,59,Female,0,self_employed,623,2,45,208,8254.47,8254.47,8254.47,8202.2,0.39,0.39,0.39,0.39,8254.47,8254.47,1\\r\\n23707,2313,60,Male,3,self_employed,834,3,1015,77,2370.36,3122.72,3588.65,4792.71,0.5,0.5,758.61,909.01,2809.95,3755.04,1\\r\\n23708,2051,73,Female,0,self_employed,15,2,6,25,9254.9,15661.6,11503.02,108.77,15.73,36.64,4286.36,15117.33,10726.9,21919.22,0\\r\\n23709,2142,62,Male,0,salaried,557,2,284,,3221.1,3221.1,3640.61,3899.37,0.49,0.49,0.49,714.77,3221.1,3771.79,0\\r\\n23710,4283,69,Female,0,self_employed,318,1,434,0,700.14,901.83,1509.79,1935.74,173.13,84.07,441.1,718.62,912.21,1709.55,0\\r\\n23711,6169,77,Male,0,salaried,1020,1,240,125,8163.49,5616.97,8002.41,20207.54,0.09,0.09,221.8,1979.78,7483.3,6518.89,0\\r\\n23712,1474,51,Male,0,self_employed,1238,3,2507,163,2300.87,1960.15,2166.37,2697.59,0.46,0.46,373.61,0.46,2162.08,2086.76,0\\r\\n23713,5319,72,Male,0,self_employed,575,1,44,24,29062.54,7187.4,15831.98,6131.77,22304.17,5161.31,143.31,7180.87,26786.06,9215.42,0\\r\\n23714,1301,37,Male,2,self_employed,329,3,2651,101,1076.16,1076.16,1524.09,1769.95,0.11,0.11,0.11,1071.54,1076.16,1502.43,0\\r\\n23715,5025,46,Male,0,salaried,1597,2,170,14,3594.93,2158.73,2436.01,1354.56,1961.54,590.03,501.07,275.73,3171.33,2121.7,1\\r\\n23716,1253,27,Male,0,salaried,,3,159,46,1965.54,1189.26,2199.46,3836.71,0.41,766.05,7.51,1511.23,1110.96,2288.87,1\\r\\n23717,2095,37,Male,1,self_employed,1020,1,16,5,6871.47,6817.83,6943.65,6397.92,328.93,0.29,230.43,230.43,6765.88,6847.53,0\\r\\n23718,2443,42,Male,2,salaried,834,3,349,7,2264.87,1689,1580.15,1681.29,57.17,1285.74,371.09,270.94,2351.51,1240.41,0\\r\\n23719,2835,45,Female,0,self_employed,1621,2,50,88,176.41,604.98,1737.57,1611.28,0.59,0.59,429.16,1286.3,442.42,632.63,1\\r\\n23720,2707,68,Male,0,salaried,1020,1,543,25,4961.25,2515.33,2447.34,1794.71,471.97,3021.6,1964.11,2064.83,2769.14,2924.13,0\\r\\n23721,2487,37,Female,0,self_employed,623,1,21,145,2391.23,2391.23,2391.23,1677.65,0.54,0.54,0.54,0.54,2391.23,2391.23,0\\r\\n23722,3416,42,Female,0,self_employed,1076,3,456,329,4752.73,4752.73,4786.52,4689.94,0.54,0.54,0.54,71.97,4752.73,4778.08,0\\r\\n23723,2203,37,Male,2,self_employed,1096,2,438,,1789.23,1789.23,1789.23,1777.89,0.67,0.67,0.67,0.67,1789.23,1789.23,0\\r\\n23724,857,26,Female,,student,409,2,1386,147,5763.48,5763.48,5763.48,3739.37,0.64,0.64,0.64,0.64,5763.48,5763.48,0\\r\\n23725,290,30,Male,0,self_employed,1219,3,2416,27,6138.21,8966.78,8306.79,1069.58,29.19,72.04,2857.76,429.19,6925.4,8941.43,0\\r\\n23726,4227,70,Female,0,self_employed,1111,2,4263,6,3780.06,4901.77,4458,3659.95,77635.75,1150.29,78757.46,505.94,4458.6,4776.19,0\\r\\n23727,1824,47,Female,0,salaried,649,3,1843,11,1596.22,4594.82,4244.93,3087.58,1712.66,3794.36,5500.19,5695.86,3895.13,4296.94,0\\r\\n23728,1426,66,Male,0,self_employed,759,2,518,160,2370.62,2370.62,2770,3443.73,0.3,0.3,0.3,0.3,2370.62,2370.62,0\\r\\n23729,2709,29,Female,0,student,531,2,153,70,2051.98,2051.98,1638.74,8041.42,0.2,0.2,0.2,0.2,2051.98,2051.98,0\\r\\n23730,4234,56,Female,0,self_employed,575,2,330,90,215.39,211.98,2433.12,3893.73,0.49,0.49,0.49,6071.91,215.39,801.83,0\\r\\n23731,2515,54,Female,0,self_employed,1085,1,135,24,1340.24,3225.84,2396.04,8821.62,365.54,0.44,2081.84,4270.62,1398.08,2376.07,0\\r\\n23732,1187,39,Male,0,self_employed,50,2,2174,26,1866.19,6153.9,5621.39,4967.64,2.14,0.57,4289.86,13.26,5119.41,6162.61,1\\r\\n23733,2249,33,Male,0,salaried,834,3,831,0,4769.51,4522.66,14859.73,24137.08,2434.16,59645.23,2310.17,49839.63,2833.1,18362.24,1\\r\\n23734,4436,54,Female,0,self_employed,1084,2,256,76,25963.1,2949.4,5531.88,8704.49,0.23,0.23,143.09,1885.94,7486.77,3843.82,0\\r\\n23735,4744,54,Female,0,self_employed,409,3,217,,2329.98,2327.76,2366.01,2559.84,0.1,0.1,0.1,0.1,2327.83,2325.58,0\\r\\n23736,1123,25,Male,0,salaried,623,3,1628,199,4240.09,14240.09,12069.74,14308.89,0.6,0.6,10000.6,32.03,7688.37,14247.19,1\\r\\n23737,1571,44,Female,0,self_employed,,3,2280,61,1821.86,4679,3790.09,3301.89,0.19,0.19,2857.33,0.19,3053.39,4679,0\\r\\n23738,1651,54,Female,0,self_employed,1294,3,150,,1462.79,1462.79,1463.13,1460.57,0.69,0.69,0.69,0.69,1462.79,1462.79,0\\r\\n23739,299,49,Male,0,salaried,694,2,1420,298,4579.03,4579.03,4690.61,4889.84,0.37,0.37,0.37,0.37,4579.03,4743.66,0\\r\\n23740,1131,31,Female,0,self_employed,444,3,2717,214,228.26,1599.69,1466.42,1646.91,0.29,0.29,1357.43,0.29,1158.31,1613.05,1\\r\\n23741,4119,90,Male,0,self_employed,575,1,3,74,1765.68,1028.54,1475.4,634.63,0.19,0.19,214.47,978.19,1778.98,1506.05,0\\r\\n23742,229,26,Female,0,self_employed,623,2,642,17,705.59,6061.61,3449.82,10728.57,572.76,13899.97,6000.2,7642.51,1330.78,4685.79,1\\r\\n23743,2559,41,Male,0,salaried,146,2,140,199,9654.39,13559.46,8181.62,5967.56,0.06,0.06,7043.76,2984.85,10424.77,10374.67,0\\r\\n23744,203,36,Male,0,self_employed,961,2,4092,7,38048.92,16621.17,22637.72,13553.34,4286.37,0.66,21429.23,0.66,37063.79,16621.17,0\\r\\n23745,4356,62,Female,0,self_employed,1525,1,276,4,32140.54,54897.54,13626.47,535.49,1929.1,515.22,9130.34,21170.39,34058.16,6723.47,0\\r\\n23746,436,62,Male,0,self_employed,1004,2,2499,271,4654.3,4654.3,4654.3,4625.02,0.17,0.17,0.17,0.17,4654.3,4654.3,0\\r\\n23747,895,33,Female,0,self_employed,649,3,794,19,4454.55,4264.63,4202.82,3612.09,380.07,190.16,0.24,0.24,4395.61,4203.37,0\\r\\n23748,1139,37,Female,0,self_employed,563,3,2093,86,3497.24,3497.24,4880.34,5615.35,0.19,0.19,0.19,1428.76,3497.24,4879.73,0\\r\\n23749,2691,43,Male,0,salaried,1020,2,1,35,78244.18,199687.21,59107.14,24968.4,0.13,240416.99,1493.41,0.13,110386.01,57037.47,0\\r\\n23750,597,32,Female,,self_employed,1313,3,2335,83,2099.98,2099.98,2037.89,1807.54,0.51,0.51,0.51,0.51,2099.98,2099.98,0\\r\\n23751,1564,61,Male,0,self_employed,1020,3,1473,24,3434.62,3513.35,3620.11,3297.66,7.47,0.33,14.77,1582.71,3503.78,4886.88,0\\r\\n23752,1403,51,Male,0,self_employed,532,2,2431,,3670.72,8563.8,7855.26,7051.44,0.16,0.16,5578.73,2000.16,6139.55,8954.58,1\\r\\n23753,3111,27,Female,0,student,224,2,137,4,3215.51,2572.66,2644.16,2687.6,642.94,0.09,0.09,0.09,2683.49,2572.66,0\\r\\n23754,1734,90,,0,self_employed,1020,2,118,171,1515.51,1515.51,4863.71,8577.52,0.2,0.2,0.2,7143.06,1515.51,4510.9,0\\r\\n23756,609,50,Male,0,self_employed,1232,3,962,6,1429.21,1414.93,2562.41,329.2,15572.07,6429.21,1586.36,157.79,4435.13,1993.35,0\\r\\n23757,2698,67,Male,0,self_employed,379,3,953,19,1514.87,968.56,1872.96,1330.78,685.81,685.81,66.61,2250,1344.11,2372.79,0\\r\\n23759,1311,54,Male,0,self_employed,974,2,1928,,3160.11,3160.11,3183.61,3729.99,0.03,0.03,0.03,42.89,3160.11,3187.76,0\\r\\n23760,4857,58,Female,1,self_employed,1096,1,134,179,612.3,951.58,1493.39,4275.03,0.1,0.1,0.1,0.1,717.6,1082.91,0\\r\\n23761,2625,66,Female,0,self_employed,1570,3,119,327,1854.72,1854.72,1847.76,1712.65,0.39,0.39,0.39,0.39,1854.72,1854.72,0\\r\\n23762,1088,64,Female,,self_employed,656,2,3276,236,626.01,983.15,1761.97,2776.06,0.39,0.39,357.53,2133.01,847.69,1584.84,1\\r\\n23763,346,39,Female,,self_employed,81,3,1718,6,8252.92,2256.35,1668.96,209.2,1000.34,0.34,789.49,100.34,3615.66,966.03,0\\r\\n23764,2728,43,Male,0,salaried,409,2,331,356,24031.17,19835.29,23255.84,23991.7,0.04,0.04,0.04,7544.19,22584.31,21988.32,0\\r\\n23765,2155,29,Male,0,self_employed,938,2,1344,61,240.46,343.9,1554.36,1745.31,0.47,0.47,0.47,2836.19,244.02,1238.42,1\\r\\n23766,504,35,Female,0,self_employed,656,3,1315,129,10.68,8265.26,7107.11,9341.85,0.53,0.53,8243.39,0.53,4707.02,8269.3,1\\r\\n23767,3693,67,Male,1,retired,61,2,1313,346,4486.44,2281.22,2608.27,2459.38,0.43,0.43,0.43,0.43,3238.42,2288.99,0\\r\\n23768,1786,31,Male,0,salaried,334,1,4,,838.6,1852.06,1740.58,357.98,0.31,0.31,0.31,0.31,599.08,2405.05,1\\r\\n23770,1563,45,Male,0,salaried,1020,2,239,3,51661.42,21657.92,26622.51,14133.05,37931.86,5524.07,3942.13,16.04,46741.13,18545.29,0\\r\\n23771,891,31,Female,0,self_employed,630,2,281,19,5419.52,4804.21,4893.16,5620.09,643.13,428.84,0.27,575.99,5225.71,4468.66,0\\r\\n23772,2863,69,Female,0,self_employed,236,2,129,,11749.56,13322.1,13919.65,22442.14,0.49,0.49,144.46,0.49,11937.83,13322.1,0\\r\\n23773,759,16,Female,0,student,1150,3,1306,18,2786.04,2714.61,2665.54,2180.53,71.56,114.41,0.13,0.13,2761.41,2644.57,0\\r\\n23774,6219,72,Male,3,self_employed,931,2,1532,18,5443.39,5438.04,5437.5,5303.35,5.57,0.23,0.23,0.23,5441.36,5438.04,0\\r\\n23775,2862,48,Male,2,self_employed,1265,3,775,27,2526.68,3026.68,2764.28,1896.12,714.51,5.93,1428.8,4.1,2521.75,2994.1,0\\r\\n23776,1112,71,Female,0,self_employed,146,1,1753,73,1887.91,1887.91,1728.3,1165.18,0.03,0.03,0.03,0.03,1887.91,1887.91,0\\r\\n23777,1981,70,Male,0,retired,314,3,1922,200,3324.91,3324.91,3324.91,3312.83,0.13,0.13,0.13,0.13,3324.91,3324.91,0\\r\\n23778,559,53,Male,0,salaried,1315,2,250,24,13457.34,11195.28,11342.48,9236.7,2360.3,2502.47,79.33,557.82,13147.68,11311.6,0\\r\\n23779,1896,37,Male,1,self_employed,146,2,286,63,2091.04,7911.35,3463.11,4684.85,0.09,0.09,9142.9,3325.02,2251.33,3000.12,0\\r\\n23780,5219,47,Male,0,self_employed,822,3,1294,96,4435.24,1626.14,2265.12,3331.64,0.23,0.23,0.23,0.23,2673.44,1626.14,0\\r\\n23781,1799,70,Male,0,retired,390,2,914,,4377.57,4377.57,4386.78,4429.62,0.6,0.6,0.6,0.6,4377.57,4377.57,0\\r\\n23782,1123,49,Female,0,self_employed,743,3,2321,80,818.66,818.66,1454.6,176.85,0.07,0.07,0.07,0.07,818.66,818.66,0\\r\\n23784,2043,20,Male,0,student,161,1,209,,1716.62,1716.62,1716.62,1705.75,0.06,0.06,0.06,0.06,1716.62,1716.62,0\\r\\n23785,566,34,Female,0,self_employed,917,3,1909,0,4782.36,3711.16,3630.35,3055.38,1071.56,0.36,0.36,0.36,3859.59,3711.16,0\\r\\n23786,3765,67,Male,0,self_employed,1570,1,119,46,25163.17,4791.74,8579.96,19685.44,0.53,2041.36,0.53,1504.81,19543.46,3893.28,0\\r\\n23787,4787,81,Female,0,self_employed,334,2,111,,13223.7,12366.56,13230.89,13847.78,0.2,0.2,0.2,1428.77,12455.23,13610.8,0\\r\\n23788,2855,15,Female,0,student,1232,2,486,,239.92,241.22,1503.58,1161.98,0.53,0.53,0.53,0.53,265.27,264.94,0\\r\\n23789,3471,41,Female,0,salaried,34,3,380,284,5746.32,5746.32,5749.62,5722.42,0.41,0.41,0.41,0.41,5746.32,5746.32,0\\r\\n23790,689,36,Female,0,self_employed,688,3,763,70,2327.57,2327.57,1835.06,37.17,0.26,0.26,0.26,0.26,2327.57,2327.57,1\\r\\n23791,1902,31,Male,0,salaried,575,2,280,11,2177.64,3233.95,1656.45,2806.12,257.21,2866.38,1704.21,3128.57,2304.82,1124.66,0\\r\\n23792,2599,36,Female,0,self_employed,575,2,4050,21,1019.67,862.53,2682.79,3964.5,157.33,728.76,0.19,4283.29,981.74,2761.56,1\\r\\n23793,2115,24,Female,0,student,602,2,851,28,10405.62,9998.47,6673.44,5507.54,407.73,7143.44,0.59,0.59,10405.62,6081.42,1\\r\\n23794,2814,53,Female,1,self_employed,514,1,190,35,2051.55,4408.69,3398.93,5784.23,0.51,12300.12,2357.66,12143.37,2531.85,3228.65,1\\r\\n23795,566,46,Male,,self_employed,905,3,2885,59,1446.25,1587.39,2528.66,1862.2,0.5,571.93,0.5,2386.21,1484.14,2914.16,0\\r\\n23796,3192,73,Male,0,retired,1232,2,52,21,5952.94,10311.82,11663.37,4077.18,719.97,247.37,5790.23,7229.09,9516.94,12709.82,1\\r\\n23797,1980,34,Female,0,self_employed,104,3,1884,24,2825.84,2662.98,3780.47,4595.02,191.47,0.04,0.04,1047.89,2806.63,3656.13,0\\r\\n23799,1700,80,Male,0,retired,623,2,365,133,3060.57,4519.14,5078.39,5046.7,0.51,0.51,2129.09,698.31,3282.99,5905.05,1\\r\\n23800,5970,37,Male,1,self_employed,409,2,278,4,22252.96,228.23,2676.29,509.42,21743.11,228.83,1788.87,14388.23,4200.8,1920.47,0\\r\\n23802,1437,61,Male,0,self_employed,316,2,2462,,4826.27,4826.27,4826.27,4795.82,0.64,0.64,0.64,0.64,4826.27,4826.27,0\\r\\n23803,1049,38,Female,0,self_employed,11,2,297,94,2726.71,2726.71,2734.08,2538.55,0.47,0.47,0.47,0.47,2726.71,2726.71,0\\r\\n23804,1411,54,Male,0,self_employed,812,2,2428,236,3314.57,3314.57,3314.57,3323.57,0.17,0.17,0.17,0.17,3314.57,3314.57,0\\r\\n23805,1249,33,Female,0,salaried,491,2,708,,4939.59,4939.59,4939.59,4911.4,0.47,0.47,0.47,0.47,4939.59,4939.59,0\\r\\n23806,1601,55,Female,0,self_employed,623,2,1627,14,2662.71,13273.51,6224.97,2801.97,7500.4,9928.97,18396.91,1524.61,6408.07,7913.69,1\\r\\n23807,212,57,Male,,self_employed,1381,2,790,23,6419.7,6441.76,6469.94,4786.16,0.9,0.09,0.09,28.66,6423.05,6476.14,0\\r\\n23809,2388,34,Female,0,salaried,146,2,184,,3862.23,5319.38,6187.42,8717.66,0.34,0.34,1457.49,1478.91,4356.81,6347.03,1\\r\\n23810,924,36,Female,0,salaried,1096,3,482,38,2506.45,3175.95,1936.25,1792.12,0.67,2988.53,669.93,344.19,2829.67,1353.01,1\\r\\n23811,3484,45,Female,0,self_employed,409,3,120,0,2912.69,1912.69,1923.81,1050.14,1000.19,500.19,0.19,500.19,2429.93,1912.69,0\\r\\n23812,1395,63,Female,0,retired,334,3,676,,3675.82,3675.82,3675.82,3652.54,0.56,0.56,0.56,0.56,3675.82,3675.82,0\\r\\n23813,1191,52,Female,0,salaried,,2,512,60,65.03,6918.61,5139.24,6893.21,0.6,0.6,7887.33,1233.26,1049.79,7427.28,1\\r\\n23814,2682,49,Male,0,self_employed,11,2,121,,1780.86,1852.29,1932.27,2800.93,0.4,0.4,0.4,0.4,1789.48,1867.27,0\\r\\n23815,1372,23,Male,0,student,409,3,247,,2085.82,2085.82,2085.82,2072.61,0.6,0.6,0.6,0.6,2085.82,2085.82,0\\r\\n23816,6918,58,Male,0,retired,996,3,1308,28,1966.15,1962.68,1969.34,1745.48,18.19,18.19,0.43,0.43,1974.04,1970.06,0\\r\\n23817,971,53,Female,0,self_employed,491,3,707,149,98480.41,94416.13,97503.08,99650.36,0.57,0.57,1607.71,3355.79,98763.66,95931.38,0\\r\\n23818,4927,53,Male,0,self_employed,1589,1,147,11,21197,7618.58,6746.05,12951.96,7278.93,4828.79,1746.86,1337.89,11797.07,5995.71,0\\r\\n23819,1187,45,Female,1,self_employed,578,2,264,279,2026.89,2026.89,1838.87,1244.31,0.11,0.11,0.11,0.11,2026.89,1827.81,0\\r\\n23820,632,30,Male,,self_employed,891,3,2689,173,746.68,744.31,1795.55,2782.04,0.66,0.66,0.66,1602.87,744.8,2139.21,1\\r\\n23822,285,32,Male,1,salaried,50,2,654,3,12601.94,789.98,7299.76,3772.53,13707.71,0.23,1494.4,16262.04,2738.58,6791.05,0\\r\\n23823,1931,32,Female,0,salaried,575,3,482,147,5483.09,4385.78,3837.57,2239.22,0.46,0.46,0.46,0.46,4371.8,4144.02,0\\r\\n23824,4207,44,Female,0,salaried,1020,2,114,282,10289.59,10503.87,10616.81,10990.16,0.23,0.23,0.23,0.23,10405.35,10614.54,0\\r\\n23825,1348,50,Female,0,self_employed,578,3,2721,329,24379.87,24646.77,24735.53,25720.01,0.19,0.19,338.51,379.87,24543.83,24722.02,0\\r\\n23826,2788,45,Male,5,salaried,1232,2,223,26,41461.83,43888.05,37052.77,31345.65,26.86,7143.29,7121.81,4429.78,40044.79,36484.89,0\\r\\n23827,315,30,Female,,self_employed,1096,3,1361,129,171.74,1839.26,1897.45,2042.29,0.11,0.11,1661.33,131.54,1720.36,1936.77,1\\r\\n23828,2264,46,Male,0,self_employed,179,2,641,,3118.98,3118.98,3118.98,3099.23,0.26,0.26,0.26,0.26,3118.98,3118.98,0\\r\\n23829,374,30,Male,,self_employed,1005,3,2842,363,2478.97,2477.15,2477.4,2455.67,0.69,0.69,0.69,0.69,2477.91,2477.15,0\\r\\n23830,2385,43,Male,0,salaried,1096,2,615,135,3086.93,9877.36,8583.52,11820.01,0.41,0.41,6478.86,1286.61,2524.45,9580.56,1\\r\\n23831,1338,56,Female,0,self_employed,409,2,558,4,21661.49,1516.41,3585.18,1106.02,27285.91,0.2,7143.06,2857.34,5605.69,3083.14,0\\r\\n23833,901,38,Male,0,salaried,637,3,1282,121,36.65,36.65,2107.34,8650.29,0.17,0.17,0.17,0.17,36.65,36.65,1\\r\\n23834,4226,76,Male,2,self_employed,118,2,325,81,3142.84,3140.58,2891.76,549.53,0.5,0.5,0.5,0.5,3141.52,3140.85,0\\r\\n23835,2285,60,Male,0,self_employed,1020,3,627,14,2080.75,2269.81,2358.07,2697.15,0.95,0.13,331.56,428.7,2168.87,2283.63,0\\r\\n23838,6316,61,Female,0,self_employed,1084,3,226,188,4068.7,3627.92,3995.84,4583.17,0.67,0.67,26.36,1043.1,3754.5,3866.91,0\\r\\n23839,5619,42,Male,2,self_employed,1232,2,104,11,1614.99,5111.24,2756.7,592.35,19585.79,26325.79,4700.07,23046.97,1748.41,1382.72,0\\r\\n23840,5444,73,Male,0,self_employed,1180,2,116,282,2893.82,2893.82,2892.78,2867.21,0.43,0.43,0.43,0.43,2893.82,2893.73,1\\r\\n23841,2471,72,Female,0,retired,1020,2,1123,81,2440.33,2291.7,2961.71,3166.35,0.33,0.33,419.63,4098.08,2486.81,3151.75,0\\r\\n23842,1995,25,Female,0,self_employed,1096,2,3,12,661.38,431.96,2102.03,536.95,322.59,121.17,109.41,120.34,532.03,411.93,1\\r\\n23843,1104,52,Female,0,self_employed,409,3,392,5,1167.83,1062.17,2203.4,1420.28,166.79,2.58,1244.47,4257.2,1377.67,1668.21,0\\r\\n23844,206,15,Female,,self_employed,1598,2,468,172,1993.03,1978.74,1978.74,1805.15,0.6,0.6,0.6,0.6,1993.03,1978.74,0\\r\\n23845,247,27,Female,,self_employed,508,3,1633,90,17892.74,17892.74,17952.44,7538.96,0.5,0.5,0.5,0.5,17892.74,17892.74,0\\r\\n23846,904,66,Female,0,self_employed,409,1,11,294,2828.32,2828.32,2828.32,2810.13,0.7,0.7,0.7,0.7,2828.32,2828.32,0\\r\\n23847,6137,59,Female,0,self_employed,491,3,279,,5812.69,5812.69,5812.69,5823.31,0.6,0.6,0.6,0.6,5812.69,5812.69,0\\r\\n23848,5093,74,Male,0,self_employed,1525,2,146,21,2659.19,2514.26,2491.22,2485.32,193.37,193.37,690.27,69.24,2624.59,2491.92,0\\r\\n23849,536,52,Male,0,self_employed,705,2,1726,123,1458.44,1758.44,1722.05,4925.76,0.11,0.11,571.54,0.11,1616.57,1767.65,0\\r\\n23850,1705,34,Female,0,salaried,55,3,816,4,2722.63,2616.68,2431.13,5828.24,320.11,321.54,257.02,370.03,2560.79,2419.6,0\\r\\n23851,2210,33,Male,0,salaried,334,3,1864,6,7944.92,7368.44,7466.05,7540.55,19.41,43.95,189.68,269.34,6690.03,5859.09,0\\r\\n23852,3111,52,Female,0,self_employed,1020,3,356,35,1941.61,4820.29,2324.12,2496.41,0.39,2857.19,2857.53,316.03,2150.01,2463.51,0\\r\\n23853,2737,65,Female,0,self_employed,1464,2,635,3,2715.84,2517.32,2331.95,1847.57,186.04,343.29,0.43,0.43,2583.12,2248.59,0\\r\\n23854,4218,53,Male,0,salaried,575,3,44,195,1096.53,853.11,1924.88,2218.69,0.34,0.34,1109.96,1493.09,1710.56,1707.06,0\\r\\n23855,646,30,Male,,self_employed,557,2,284,9,7381.04,5123.89,6391.56,5604.87,4557.74,0.6,2286.31,1714.89,6698.77,5468.13,0\\r\\n23856,1052,30,Male,0,self_employed,812,2,2428,7,15750.21,14035.93,14156.82,11832.86,1714.5,0.21,0.21,0.21,14607.35,14035.93,0\\r\\n23857,423,34,Male,0,self_employed,388,3,130,228,1941.19,1941.19,1941.19,1947.76,0.2,0.2,0.2,0.2,1941.19,1941.19,0\\r\\n23858,2657,32,Male,2,self_employed,224,2,137,63,248.82,330.04,4466.52,73.02,0.23,0.23,7940.01,36429.44,600.03,12243.07,1\\r\\n23859,1889,30,Male,0,salaried,1020,2,666,108,2608.5,3647.79,3942.56,5656.58,0.29,0.29,984.21,525.88,3225.24,3925.1,0\\r\\n23860,1434,75,Female,0,self_employed,1525,2,488,,5860.3,5860.3,5860.3,6088.35,0.67,0.67,0.67,0.67,5860.3,5860.3,0\\r\\n23861,1454,5,Male,0,student,409,2,1365,104,3686.14,2257.57,2353.97,2205.18,0.47,0.47,0.47,0.47,2454.61,2257.57,0\\r\\n23862,602,42,Male,,salaried,1478,2,1254,12,5673.31,616.65,12892.29,22512.96,8071.01,3583.37,3013.56,29727.96,5141.19,7611.62,0\\r\\n23863,5637,42,Female,0,self_employed,1096,2,26,0,3577.75,1084.2,2094.38,786.86,52762.63,19.24,51215.5,770.19,4162.22,1646.49,0\\r\\n23864,1576,63,Female,2,self_employed,1428,3,103,86,3685.14,3685.14,3660.56,3143.93,0.24,0.24,0.24,0.24,3685.14,3685.14,0\\r\\n23865,2597,90,,0,self_employed,1020,2,60,299,18440.35,74,4594.58,569.39,0.51,0.51,8571.94,0.51,13492.6,57.88,0\\r\\n23866,2175,36,Male,2,self_employed,904,3,722,10,7755.38,6453.61,6478.11,4474.36,1214.49,571.63,0.2,0.2,7364.44,6463.29,0\\r\\n23867,1532,52,Male,0,salaried,1111,2,1603,54,3709.37,3709.37,2903.65,173.76,0.09,10613.28,0.09,7142.94,3709.37,4762.54,0\\r\\n23868,2474,38,Female,0,self_employed,1096,1,1439,3,4729.8,4086.95,3684.37,751.4,643.51,6115.84,0.66,3572.09,4185.47,4779.95,0\\r\\n23869,523,20,Male,0,student,1195,2,55,49,173.11,166.9,2160.77,53.76,0.63,30643.49,0.63,31457.77,170.73,2107.27,0\\r\\n23870,356,25,Female,0,salaried,860,3,671,191,4071.96,4071.96,4071.96,5921.92,0.01,0.01,0.01,0.01,4071.96,4071.96,0\\r\\n23871,1244,27,Male,0,self_employed,1496,2,519,9,2358.07,2060.93,1910.69,1225.69,283.27,283.27,0.41,86.13,2171.77,1942.86,0\\r\\n23872,1980,55,Female,0,self_employed,740,2,1902,116,1542.41,1542.41,1935.82,742.35,0.04,0.04,0.04,609.83,1542.41,2112.86,0\\r\\n23874,1661,40,Female,0,self_employed,1096,2,294,26,10239.95,13948.81,14736.98,13783.37,5577.03,0.17,9285.89,714.46,15023.02,14524.85,1\\r\\n23875,3223,12,Male,0,student,1603,2,72,,1900.72,1900.72,1900.72,1892.17,0.6,0.6,0.6,0.6,1900.72,1900.72,0\\r\\n23876,271,40,Male,0,salaried,575,3,3906,180,10608.46,10134.88,10006.01,7262.89,0.06,0.06,26.47,141.11,10437.94,10036.88,0\\r\\n23877,5135,34,Male,0,salaried,1020,2,19,0,1039.83,3846.24,3086.45,1904.48,929.79,1144.59,3093.34,249.08,2760.57,3388.93,1\\r\\n23878,5542,58,Female,0,salaried,1020,2,13,95,1870.29,263.5,1867.86,2816.4,0.49,0.49,0.49,0.49,1285.37,590.28,0\\r\\n23879,1462,66,Male,0,retired,1598,2,468,49,6074.48,6217.34,5662.58,888.37,0.64,980.64,0.64,714.93,6172.51,6545.45,0\\r\\n23880,4680,45,Female,0,self_employed,15,1,49,,14868.83,15083.11,15303.89,15692.21,0.11,0.11,214.4,714.4,14920.55,15193.71,0\\r\\n23881,1706,26,Female,0,student,1643,3,210,44,216.63,216.63,2731.36,1450.93,0.37,70247.23,0.37,74286.09,216.63,3260.98,1\\r\\n23882,1325,53,Female,0,self_employed,694,3,2660,201,7344.74,7344.74,7344.74,7523.85,0.56,0.56,0.56,0.56,7344.74,7344.74,0\\r\\n23883,2033,37,Female,1,self_employed,617,2,1825,5,10086.84,6108.48,6360.39,4180.5,4571.74,1978.89,593.39,991.1,8483.92,5427.69,0\\r\\n23884,2480,63,Male,0,salaried,394,3,762,0,6478.17,5828.17,5617.22,4989.4,650.34,571.77,0.34,0.34,5850.58,5620,0\\r\\n23885,2666,84,Male,0,self_employed,1477,3,850,74,3337.3,3365.98,3264.86,1374.24,0.21,0.21,0.21,0.21,3360.05,3387.18,0\\r\\n23886,448,30,Female,,self_employed,1020,3,1123,251,1703.8,1996.66,1959.2,1826.8,0.4,0.4,293.26,0.4,1936.06,1996.81,0\\r\\n23887,679,68,Male,,retired,1219,3,2416,3,11500.45,5784.09,9325.44,11836.66,5714.56,0.27,0.27,5543.13,6572.84,10071.77,0\\r\\n23888,4042,63,Male,1,self_employed,169,3,275,14,7146.37,5958.35,6439.69,5940.91,386.13,0.41,550.2,1299.63,6709.39,6199.3,0\\r\\n23890,403,62,Male,0,self_employed,531,2,153,25,239.05,10637.9,2617.02,162.05,2143.43,10465.29,12857.71,29.14,6100.94,1548.36,1\\r\\n23891,6369,55,Female,0,self_employed,491,2,93,60,7015.5,7015.5,6911.84,4189.21,0.54,0.54,0.54,0.54,7015.5,7015.5,0\\r\\n23892,311,69,Female,,retired,,3,4064,310,8103.81,8460.96,9110.8,15044.68,0.09,0.09,357.23,0.09,8103.81,8460.99,1\\r\\n23893,6225,83,Female,0,retired,1020,1,5,137,8690.99,8690.99,8975.11,6230.27,0.29,0.29,0.29,548.86,8690.99,8994.77,0\\r\\n23894,224,30,Female,,self_employed,623,3,3817,14,2850.24,2966.87,2677.84,882.94,15.33,60.46,74.77,6067.3,2866.93,4571.54,1\\r\\n23895,4833,60,Female,0,self_employed,1020,1,541,19,8184.21,1647.64,6774.14,10738.13,10811.51,0.09,4285.8,0.09,7839.82,1647.64,0\\r\\n23896,5898,25,Male,0,student,146,1,53,23,5664.21,7466.14,11203.69,3990.69,280.04,43844.57,28619.16,42900.59,15459.89,12169.42,0\\r\\n23897,2721,77,Male,0,retired,334,2,111,54,10303.76,10933.97,9125.32,7800.01,0.64,4373.21,479.11,299.84,10503.22,10327.81,0\\r\\n23898,2468,78,Female,0,self_employed,623,3,239,14,2827.43,1574.69,2408.97,4576.21,681.94,128.37,0.63,2072.06,2498.52,1826.38,0\\r\\n23899,4469,86,Male,0,retired,1076,2,64,14,8062.2,8041.54,8014.9,7683.69,161.93,162.17,143.33,143.33,8062.29,8000.77,0\\r\\n23900,224,55,Male,,salaried,1096,2,4113,73,2890.82,4319.4,8304.32,2681.29,0.33,0.33,1428.9,0.33,3826.79,4319.4,1\\r\\n23901,6919,83,Male,0,retired,993,2,1700,59,5304.62,5642.17,5441.42,5866.65,0.04,571.47,478.11,13775.69,5605.02,5982.96,0\\r\\n23902,2842,38,Male,0,self_employed,1525,3,358,3,2871.06,3021.4,2173.17,2343.81,1354.56,1951.34,111.83,1009.7,2103.62,1541.59,0\\r\\n23903,2252,32,Female,0,salaried,792,3,256,,1455.65,1455.65,1455.65,1446.43,0.59,0.59,0.59,0.59,1455.65,1455.65,0\\r\\n23904,322,90,,,self_employed,1020,1,668,64,1967.97,1967.97,1954.9,1899.01,0.14,0.14,0.14,0.14,1967.97,1967.97,0\\r\\n23905,439,63,Female,0,self_employed,241,3,1257,319,1724.36,1722.05,1721.28,1707.73,0.1,0.1,0.1,0.1,1723.57,1721.72,0\\r\\n23906,3202,59,Male,0,self_employed,1232,1,2523,27,3990.42,2807.52,4507.11,14412.18,1183.09,357.73,0.59,357.73,3948.21,2805.74,0\\r\\n23907,7457,47,Male,3,self_employed,334,3,1586,,31626.09,31640.38,30308.35,26040.02,0.57,0.57,0.57,0.57,31630.53,30369.34,0\\r\\n23908,684,37,Male,0,self_employed,534,3,305,59,523.71,4255.55,3510.57,1926.03,0.21,7143.07,5392,3906,2185.7,5040.9,1\\r\\n23909,472,33,Male,,self_employed,245,2,204,5,9845.53,9165.17,9237.84,6147.69,695.29,179.21,0.64,0.64,9522.69,9058.03,0\\r\\n23910,1442,55,Male,4,salaried,334,2,2461,322,1832.77,1979.3,2001.63,2440.29,0.03,0.03,153.7,153.7,1852.98,1999.12,0\\r\\n23911,2783,32,Male,0,salaried,1525,3,38,9,3175.09,3307.71,2743.93,1295.18,697.1,697.1,229.71,158.29,3081.9,2893.92,0\\r\\n23912,3262,73,Female,0,self_employed,1020,2,671,3,2589.31,3281.82,3452.69,3969.08,1385.33,1129.14,2143.29,3157.57,2771.95,5319.13,0\\r\\n23913,917,58,Male,0,retired,1046,3,2818,137,7110.06,7110.06,7110.06,3796.57,0.51,0.51,0.51,0.51,7110.06,7110.06,0\\r\\n23914,3395,81,Female,0,self_employed,656,2,46,14,7142.87,639.18,1632.65,762.09,7143.33,424.76,779.76,0.47,3976.26,403.54,0\\r\\n23915,3182,46,Male,0,self_employed,25,3,214,6,556.91,1313.98,1815.44,3028.92,428.61,2500.04,0.04,7.19,487.7,1471.08,1\\r\\n23916,4769,37,Male,0,salaried,1494,3,209,88,2304.84,2304.84,2274.11,870.72,0.41,0.41,0.41,0.41,2304.84,2304.84,0\\r\\n23917,4589,65,Female,1,salaried,1096,2,313,45,2626.06,2726.06,2933.29,3239.37,0.69,31502.66,100.69,30581.94,2672.61,3399.54,0\\r\\n23918,1298,39,Male,3,self_employed,1067,2,1342,3,28636.29,45.24,2096.35,445.46,18021.74,0.31,7557.46,900.31,4880.49,49.77,0\\r\\n23919,4242,39,Male,2,self_employed,1388,2,42,212,3334.31,5474.46,5221.32,6102.56,0.53,0.53,2143.39,0.53,4589.63,5473.71,0\\r\\n23920,2358,36,Female,0,self_employed,656,3,1581,45,2837.64,2880.5,2417.95,2247.58,0.34,3.91,0.34,0.34,2862.76,2902.39,0\\r\\n23921,1248,30,Male,0,salaried,1525,3,38,47,2719.05,2510.14,2623.46,2749.29,0.37,14.37,0.37,45.8,2671.77,2542.4,0\\r\\n23923,3902,46,Male,0,self_employed,665,2,1251,56,10662.77,10662.77,6894.04,352.35,0.14,10308.71,0.14,0.14,10662.77,9665.17,1\\r\\n23924,2124,37,Female,0,salaried,15,3,1682,,1600.28,1343.14,1431.15,1334.63,0.56,0.56,29.13,0.56,1607.18,1343.14,0\\r\\n23925,5823,46,Male,0,self_employed,1232,2,52,75,7747.99,7747.99,7637.84,7149.02,0.6,0.6,0.6,0.6,7747.99,7735.92,0\\r\\n23926,1856,53,Female,2,self_employed,1096,3,1560,27,3145.91,5827.01,5537.63,3417.89,702.46,702.46,3383.56,298.16,5381.78,5944.28,1\\r\\n23927,1941,63,Female,0,self_employed,146,1,1752,28,410.16,195.87,1764.14,9555.78,214.83,0.54,0.54,0.54,402.77,192.63,1\\r\\n23928,3008,39,Female,0,self_employed,1096,1,480,55,1532.09,2817.8,6674.49,12502.6,0.1,642.96,714.39,7428.67,1832.58,4154.21,0\\r\\n23929,2951,65,Male,0,salaried,572,2,189,,12982.13,12982.13,12596.57,10771.38,0.19,0.19,0.19,0.19,12982.13,12853.1,0\\r\\n23930,4564,41,Male,0,self_employed,1494,3,67,60,1588.66,1588.66,1459.08,1149.13,0.37,0.37,0.37,0.37,1588.66,1628.04,0\\r\\n23931,4896,40,Female,0,self_employed,334,2,17,21,5813.65,15074.95,8527.96,1732.18,0.12,0.1,6681.33,2645.38,10313.52,11032.61,1\\r\\n23932,1481,35,Male,0,salaried,1111,2,651,75,2902,2902,2908.88,2941.48,0.17,0.17,0.17,0.17,2902,2902,0\\r\\n23933,3279,39,Male,0,salaried,443,3,254,0,3786.93,4248.34,3085.93,1818.75,1243.16,1534.36,1600.98,786.12,3378.57,3216.82,0\\r\\n23934,4118,36,Male,4,self_employed,856,2,311,14,18682.19,19718.29,17593.62,5170.55,43.37,0.48,3343.66,2766.29,19532.96,20560.95,0\\r\\n23936,542,39,Female,0,salaried,,3,2832,22,1165.94,1699.68,1590.88,1518.39,2323.5,178.67,2857.24,7.46,1768.98,1532.6,0\\r\\n23937,6255,40,Male,0,self_employed,146,2,27,77,1076.05,8361.77,5885.29,2262.47,0.21,0.21,7285.93,0.21,1430.73,8361.77,0\\r\\n23938,2112,44,Male,0,salaried,146,3,1752,40,4001.98,4104.79,4284.64,4824.98,0.41,21.84,103.14,417.41,4005.57,4316.65,0\\r\\n23939,3225,42,Female,0,self_employed,834,2,219,19,126.07,243.77,2153.64,1006.32,2857.36,0.21,2857.36,385.26,404.93,5237.52,0\\r\\n23940,2405,39,Female,0,salaried,623,2,562,69,1195.56,2460.24,3559.62,21663.9,0.51,0.51,2065.47,3152.71,1203.86,3287.47,1\\r\\n23941,1194,48,Male,3,self_employed,146,2,1472,3,88611.06,11.77,21405.69,0.51,131807.29,0.14,40382.29,0.14,63812.43,11.77,1\\r\\n23942,2415,54,Female,0,self_employed,485,2,401,20,245.9,662.88,5782.83,3035.54,8177.24,2066.39,14450.9,7021.78,4167.19,2113.65,1\\r\\n23943,2375,29,Male,1,self_employed,680,3,565,55,2696.87,2698.3,1824.59,246.39,0.7,2327.11,3.56,6.75,2696.92,2398.9,0\\r\\n23944,369,48,Male,0,self_employed,575,3,1721,4,1275.15,3003.87,1857.62,1790.89,2.46,3.31,1494.78,2764.69,2446.71,1566.85,0\\r\\n23945,3510,78,Male,0,retired,637,2,224,95,33106.91,33106.91,33105.52,29885.54,0.41,0.41,0.41,0.41,33106.91,33104.92,0\\r\\n23946,1142,40,Female,0,self_employed,236,3,2923,46,2229.24,2226.79,1481.82,842.1,0.23,1000.23,0.23,0.23,2227.98,1498.44,1\\r\\n23947,195,53,Male,,self_employed,15,2,890,,440.99,440.99,1433.31,2865.12,0.07,0.07,0.07,2428.64,440.99,989.37,1\\r\\n23948,1709,35,Male,0,salaried,146,3,628,0,1060.73,4297.95,2209.65,1188.42,926.56,1388.77,1454.08,3610.98,2112.15,4193.21,1\\r\\n23950,2746,90,,0,self_employed,578,2,399,81,4268.21,4268.21,2700.4,250.88,0.14,0.14,0.14,7494.33,4268.21,2782.61,0\\r\\n23951,2102,37,Male,0,self_employed,332,2,1851,4,59485.15,49320.02,32703.14,9108.31,8885.96,12295.46,4127.54,3605.74,51628.5,29457.71,0\\r\\n23952,3001,90,Female,0,self_employed,1232,1,2054,6,7534.51,7183.27,7984.3,14805.58,405.31,10562.76,57166.69,12736.72,7412.17,6957.81,0\\r\\n23953,2517,62,Female,0,self_employed,623,2,1031,5,3122.8,3044.23,3005.72,2803.36,78.74,78.74,0.17,0.17,3060.49,3029.02,0\\r\\n23954,3315,40,Female,0,self_employed,837,2,203,291,1419.34,1562.19,1637.62,3222.59,0.53,0.53,0.53,0.53,1498.15,1635.93,0\\r\\n23955,5353,55,Female,0,self_employed,836,3,106,,3321.24,3386.82,3380.88,3416.62,0.66,0.66,68.02,12.8,3355.27,3388.39,0\\r\\n23956,4606,37,Male,2,self_employed,1180,3,154,14,2095.94,2311.05,3065.96,2245.58,21428.87,6428.87,271.73,6496.97,3685.15,3162.37,0\\r\\n23958,2632,43,Female,0,self_employed,1020,1,19,33,1154.31,1593.41,1625.24,804.81,0.21,358.35,228.69,574.12,1435.83,1714.65,1\\r\\n23959,3036,42,Male,1,self_employed,834,2,349,4,7384.39,9128.93,9677.36,9102.95,5008.33,5636.64,6745.73,4396.87,7916.83,11335.44,0\\r\\n23960,2286,38,Male,0,student,1181,2,477,5,2951.42,2768.15,2795.32,2763.98,198.1,0.54,0.54,0.54,2808.53,2781.57,0\\r\\n23961,5207,72,Male,0,self_employed,649,2,54,300,216.72,8216.72,6996.79,7742.5,0.43,0.43,8143.29,0.43,4704.4,8216.72,1\\r\\n23962,802,64,Male,0,self_employed,923,3,2004,68,2655.36,2755.36,2851.5,2341.78,0.56,0.56,200.56,71.99,2733.19,2773.1,1\\r\\n23963,4319,50,Female,0,self_employed,1096,2,587,84,1623.14,1623.14,1623.13,1611.34,0.54,0.54,0.54,0.54,1623.14,1623.14,0\\r\\n23965,772,23,Male,0,student,656,2,2187,,3254.25,3254.25,4130.45,4662.85,0.06,0.06,0.06,1428.63,3254.25,4452.41,1\\r\\n23966,757,40,Male,,salaried,259,3,771,10,8.45,6375.36,5631.14,2695.46,4429.13,0.56,10796.04,0.56,4142.71,6375.36,1\\r\\n23967,1492,37,Female,0,self_employed,,2,2305,,1935.44,1755.67,1815.08,1788.22,0.06,0.06,0.06,0.06,1916.84,1757.05,0\\r\\n23969,1476,30,Male,0,salaried,759,2,518,49,8124.74,8536.02,8357.39,8061.87,0.57,432.79,411.77,297.67,8239.25,8373.25,0\\r\\n23970,404,60,Male,,salaried,886,3,1914,241,3011.45,3011.45,3011.45,2999.05,0.57,0.57,0.57,0.57,3011.45,3011.45,0\\r\\n23971,5050,75,Male,0,self_employed,1020,2,3354,40,16823.32,17185.45,9971.75,1727.8,0.57,12293.77,98.15,46.07,17089.93,10803.91,1\\r\\n23972,1005,30,Male,0,salaried,1020,2,239,,19635.87,18542.3,17912.63,15664.67,0.69,0.69,214.97,214.97,19233.93,18015.57,0\\r\\n23973,6913,67,Female,0,self_employed,1232,3,7,38,1850.55,1850.55,1831.4,1774.17,0.6,35.63,0.6,0.6,1850.55,1838.68,0\\r\\n23974,1139,90,Male,0,retired,1046,2,102,86,97.1,97.1,1513.54,6793.34,0.49,0.49,0.49,2929.06,97.1,1419.69,1\\r\\n23975,974,26,Male,0,self_employed,745,2,1093,25,3859.82,3839.32,3843.46,3998.74,500.67,500.67,337.31,0.67,4027.02,3786.33,0\\r\\n23976,4164,38,Female,0,self_employed,623,1,364,23,10603.44,10389.15,20939.97,26660.04,214.74,214.74,0.46,17294.8,10566.49,24825.67,0\\r\\n23977,5025,59,Male,0,retired,243,3,122,,1911.23,1914.44,1917.97,1913.91,0.36,0.36,0.36,0.36,1913.89,1919.1,0\\r\\n23978,1616,33,Male,0,self_employed,15,3,1679,39,6445.12,6730.61,4490.03,2640.89,0.54,5450.54,233.89,1514.83,6655.79,3986.86,0\\r\\n23979,3187,65,Female,4,self_employed,452,2,637,56,2768.16,2760.99,2446.95,1973.1,0.63,64.13,0.63,0.63,2763.76,2750.58,0\\r\\n23980,1281,45,Female,0,self_employed,1033,3,2726,18,14907.79,14494.62,15200.11,14274.2,1547.54,1746.07,672.01,2086.3,14710.51,15515.9,0\\r\\n23981,1359,50,Male,0,salaried,1020,2,356,145,860.88,3987.31,3082.85,3400.83,0.49,0.49,3126.91,0.49,1273.94,3987.31,0\\r\\n23982,1868,34,Male,0,self_employed,995,3,1318,,6663.78,6661.27,6660.39,6611.98,0.1,0.1,0.1,0.1,6663.52,6660.08,0\\r\\n23983,1414,45,Female,0,self_employed,1565,3,1596,23,7478.08,5558.08,6154.03,389.06,5000.3,0.3,3082.33,3430.16,7126.61,6594.71,0\\r\\n23984,579,64,Male,,retired,985,2,3403,,612.66,608.91,4611.44,8288,0.17,0.17,0.17,7143.03,612.66,5566,1\\r\\n23985,3122,52,Male,1,self_employed,986,2,2593,194,3838.01,3930.86,3607.43,3201.96,0.13,0.13,92.99,0.13,3905.25,3700.45,0\\r\\n23986,1679,43,Female,0,self_employed,15,3,1337,69,1397.87,3400.62,3098.25,1227.39,0.43,0.43,1700.43,286.14,2487.5,3471.19,1\\r\\n23988,3080,49,Female,0,salaried,834,2,460,36,11904.33,12404.33,12049.48,10869.5,0.23,338.81,500.23,0.23,11921.57,12167.1,0\\r\\n23989,1278,56,Male,0,salaried,569,2,53,,8041.77,8041.77,8041.77,7990.94,0.41,0.41,0.41,0.41,8041.77,8041.77,0\\r\\n23990,2855,53,Male,2,self_employed,1181,3,332,53,13672.47,14765.14,13910.06,12320.21,0.39,1026.96,2604.91,72.91,13646.63,14575.8,0\\r\\n23992,3569,64,Female,0,self_employed,1459,3,949,27,9067.02,7661.08,8678.22,8360.43,1500.5,1500.5,0.5,0.5,9376.1,8340.8,0\\r\\n23993,8189,55,Female,0,salaried,959,3,1572,28,182.82,583.42,7889.12,10390.01,1227.93,1155.11,1314.96,1005.03,870.11,1221.23,1\\r\\n23994,4336,49,Male,0,self_employed,1020,3,212,3,4180.87,5318.15,6808.9,12897.97,704.52,3757.94,4498.58,3118.02,5471.25,5076.62,0\\r\\n23995,4890,72,Male,0,self_employed,334,1,136,9,47171.14,11763.14,21604.35,16066.43,35714.34,31.53,753.18,8998.98,37560.79,6607.82,0\\r\\n23996,319,20,Female,0,student,,1,194,123,9101.47,9101.47,9144.81,3657.16,0.37,0.37,0.37,116.13,9101.47,9115.73,0\\r\\n23997,1931,44,Female,0,salaried,904,2,412,3,3755.87,2774.64,2627.7,3277.23,1274.16,977.33,335.79,200.07,2865.16,2132.34,0\\r\\n23998,5931,70,Female,0,retired,1020,2,47,84,1293.04,1231.62,1648.32,2516.08,0.16,0.16,0.16,1145.87,1264.25,1390.5,0\\r\\n23999,1096,77,Female,0,self_employed,1387,3,1801,114,944.49,1658.77,1478.15,760.4,0.06,0.06,714.34,0.06,1116.9,1658.77,0\\r\\n24000,731,72,Male,1,self_employed,834,3,22,11,1375.69,3989.27,5511.81,7363.54,2.41,3.13,2943.64,3767.81,2533,5991.79,1\\r\\n24001,1006,52,Male,0,salaried,146,2,3757,14,2622.45,1870.09,2676.49,2896.86,809.03,0.46,15464.74,721.41,3486.33,2421.38,0\\r\\n24002,2348,73,Female,0,self_employed,1020,2,997,20,13593.85,525.43,6763.72,20010.75,5214.44,0.27,5000.27,3571.7,12733.7,2551.82,0\\r\\n24003,218,73,Male,,self_employed,1232,2,2054,0,1686.85,1559.57,1534.02,1814.04,3.74,0.17,224.14,173.5,1649.5,1451.87,0\\r\\n24004,518,30,Male,2,self_employed,905,2,606,53,5211.25,5207.56,3486,1606.93,0.63,7474.06,0.63,2143.49,5210.87,5046.72,1\\r\\n24005,1165,54,Female,0,self_employed,834,2,2017,4,507.25,1774.35,2672.74,864.52,6313.7,1825.03,7182.47,13050.26,2907.61,2007.26,0\\r\\n24007,3256,40,Female,0,self_employed,575,3,62,56,4546.46,4546.46,4590.03,4662.34,0.67,12.53,0.67,86.39,4546.46,4589.57,0\\r\\n24008,744,33,Male,,salaried,1232,2,52,45,3513.81,3515.24,3393.74,2260.54,0.29,443.8,1.71,71.71,3514.6,3495.84,0\\r\\n24009,2168,77,Female,0,self_employed,834,2,693,,1474.6,1474.6,1474.6,1490.77,0.43,0.43,0.43,0.43,1474.6,1474.6,0\\r\\n24010,1119,51,Female,0,self_employed,1084,2,2860,35,2134.93,2937.79,2668.84,2470.84,0.57,1287.23,786.89,527.29,2603.54,2568.47,0\\r\\n24011,1656,62,Male,0,self_employed,656,2,1335,,4754.72,7611.87,7529.76,7563.65,0.31,0.31,0.31,0.31,7365.56,7611.87,0\\r\\n24012,1371,36,Male,0,self_employed,,2,2026,30,8619.72,2769.72,4594.54,5304.27,0.54,13982.95,4579.11,2361.87,10069.97,2636.72,0\\r\\n24013,1132,42,Female,0,self_employed,913,2,762,14,639.42,6025.71,6485.94,9284.52,643.41,0.56,6029.7,3702.36,849.71,8880.61,1\\r\\n24014,587,37,Female,,salaried,,2,175,154,10080.74,10407.23,9814.09,8441.34,0.17,0.17,870.51,767.89,9747.75,10027.48,0\\r\\n24016,2919,67,Male,0,retired,1232,1,148,306,20732.34,20732.34,20786.41,20757.16,0.31,0.31,0.31,157.46,20732.34,20737.41,0\\r\\n24017,2282,42,Male,0,salaried,834,3,1928,44,3176.77,3176.77,2869.24,2560.44,0.01,600.01,0.01,0.01,3176.77,2854.19,0\\r\\n24018,1106,36,Male,0,salaried,1232,2,746,14,2723.11,2580.25,2208.41,3471.97,143.09,828.8,0.23,0.23,2654.14,2489,0\\r\\n24019,5940,48,Male,0,salaried,1020,2,16,122,13613.24,13911.28,14219,13990,0.13,0.13,12.46,503.26,13864.35,14378.25,0\\r\\n24020,2474,66,Male,2,self_employed,1494,1,67,152,1590.35,3512.92,3052.03,3436.54,0.66,0.66,1923.23,137.51,1855.53,3530.58,1\\r\\n24021,400,58,Male,2,self_employed,1547,1,636,132,10164.66,10565.62,11170.02,15002.69,0.17,0.17,401.13,321.6,10219.96,10753.34,0\\r\\n24022,5310,79,Female,0,self_employed,1020,2,5,14,4488.34,3751.54,3166.54,982.53,2168.5,2168.56,1431.7,3.14,4625.26,3611.84,0\\r\\n24023,1972,70,Female,0,self_employed,575,2,616,,2427.38,2291.67,2571.75,2503.65,0.11,0.11,0.11,714.4,2347.82,2562.86,0\\r\\n24024,3075,41,Male,0,self_employed,1111,2,336,,7466.62,7466.62,7792.64,11260.63,0.64,0.64,0.64,0.64,7466.62,7466.62,0\\r\\n24025,1537,61,Female,0,self_employed,1020,3,538,25,140.38,140.38,3342.35,6384.48,21429.06,0.49,21429.06,0.49,9746.29,140.38,1\\r\\n24026,1769,52,Male,2,self_employed,345,3,2221,0,115.63,1835.42,1878.66,2694.6,700.61,0.61,2337.04,265.61,1493.57,1890.37,1\\r\\n24027,1763,43,Male,4,self_employed,1393,3,1777,67,6221.81,4930.19,4876.64,1746.87,0.06,0.06,0.06,0.06,5894.46,4954.56,0\\r\\n24028,656,35,Male,1,self_employed,180,2,3412,89,6223.66,6363.41,6708.49,5870.5,0.53,0.53,142.89,142.89,6257.12,6390.97,0\\r\\n24029,2781,26,Male,0,salaried,1020,2,145,7,623.7,726.74,3323.07,3514.55,71.7,0.27,174.74,6428.84,611.16,2188.47,1\\r\\n24030,562,36,Female,0,salaried,61,2,2759,,13764.25,13772.65,13775.37,13722.08,0.36,0.36,8.76,3.07,13769.63,13774.06,0\\r\\n24032,5849,59,Male,0,self_employed,1096,2,27,21,28923.15,14377.43,18278.26,13857.35,14708.81,1714.64,151.21,806.16,27219.3,14509.26,0\\r\\n24033,696,29,Female,,student,308,2,2299,9,1461.89,1461.89,1449.07,1452.45,62.64,0.64,62.64,0.64,1423.41,1461.89,0\\r\\n24034,1602,27,Male,0,salaried,575,3,1717,56,672.12,1366.03,2398.16,3764.03,0.54,1429.11,214.45,454.44,1175.85,1431.56,0\\r\\n24035,1594,56,Male,0,self_employed,146,3,514,349,6680.91,5397.45,5871.28,6802.51,0.51,0.51,0.51,0.51,6583.93,5442.75,0\\r\\n24036,952,11,Female,0,self_employed,1406,2,1913,153,8403.51,8432.08,8438.68,8296.69,0.31,0.31,0.31,0.31,8410.41,8438.54,0\\r\\n24037,1490,90,,0,self_employed,1096,2,392,299,10554.65,10554.65,10554.65,10446.27,0.36,0.36,0.36,0.36,10554.65,10554.65,0\\r\\n24038,4777,44,Male,3,self_employed,15,2,48,0,3180.44,1043.31,2263.38,2210.39,2994.56,3104.84,582.67,5546.23,2031.92,1466.51,0\\r\\n24039,4122,81,Female,0,self_employed,1020,3,239,12,1766.62,1452.33,1550.09,1983.38,314.9,0.61,0.61,0.61,1741,1452.33,0\\r\\n24040,1831,37,Male,0,salaried,146,3,1748,5,6092.94,5453.57,4586.95,2950.33,428.6,0.03,1242.65,1390.13,5107.86,5046.23,0\\r\\n24041,1864,72,Male,0,retired,905,2,1836,,6008.1,6008.1,6008.1,5970.04,0.6,0.6,0.6,0.6,6008.1,6008.1,0\\r\\n24042,2454,33,Male,0,self_employed,409,3,339,12,8565.99,2232.54,3043.51,3171.82,6991.61,357.69,621.84,261.97,4899.55,2321.78,0\\r\\n24043,1300,43,Female,0,self_employed,17,2,4202,,2335.39,2649.67,2944.04,4165.58,0.1,0.1,1900.1,517.24,2280.71,3020.27,1\\r\\n24044,6271,42,Female,2,self_employed,834,1,105,14,2170.42,1559.32,1889.39,1678.24,1555.81,1555.16,314.22,614.51,2348.31,1548.64,0\\r\\n24045,3374,38,Male,0,self_employed,334,2,1290,88,5332.01,5260.01,5282.16,7887.69,0.11,0.11,0.11,0.11,5272.42,5262.38,0\\r\\n24046,726,39,Female,0,self_employed,905,2,1582,56,6971.97,6971.97,5058.9,1723.49,0.61,5233.43,0.61,0.61,6971.97,6465.57,0\\r\\n24047,4165,58,Female,2,self_employed,1020,2,212,105,26018.83,28929.84,30475.44,35199.25,0.5,0.5,2911.51,6448.65,28294.37,33132.76,0\\r\\n24048,4939,61,Male,0,self_employed,1096,3,139,62,154.02,154.02,3890.46,919.02,0.06,0.06,0.06,14914.34,154.02,6408.4,1\\r\\n24049,4503,49,Female,0,self_employed,394,2,762,7,4327.29,4390.15,4825.09,4292.46,8.81,0.24,0.24,0.24,4330.64,4991.32,0\\r\\n24050,844,52,Male,2,self_employed,1088,2,1331,53,539.42,1965.48,2711.42,484.87,0.49,1006.59,1429.06,4714.77,636.47,4032.63,1\\r\\n24051,3160,44,Female,0,salaried,409,2,439,21,7700.3,963.76,2778.8,3826.09,6790.12,0.01,53.59,0.01,6411.68,963.76,0\\r\\n24052,2529,53,Male,0,salaried,,3,1414,9,11507.63,12098.98,8058.33,6004.24,1.12,8061.44,1132.87,943.23,11706.58,7482.98,0\\r\\n24054,561,66,Male,,self_employed,740,3,1902,167,2864.79,2777.3,3336.85,3618.87,0.2,0.2,0.2,857.34,2786.35,3563.48,0\\r\\n24055,4675,66,Male,0,retired,1020,2,227,7,239.05,1712.03,1496.49,1915.73,84.65,68.72,0.16,370.48,536.37,1769.44,1\\r\\n24056,980,10,Female,0,student,1096,2,439,52,4739.2,4882.06,4268.89,5647.53,0.37,714.66,143.23,714.66,4832.8,4335.3,0\\r\\n24057,1606,31,Male,0,self_employed,531,2,153,12,5101.36,4913.21,4910.6,2335.55,719.61,683.49,1209.36,604.35,5124.55,5099.46,0\\r\\n24059,2177,75,Female,0,salaried,334,2,441,89,-4570.8,18555.83,10463.7,-10691.93,0.36,0.36,0.36,14442.5,11310.11,21414.9,1\\r\\n24060,3276,59,Female,0,self_employed,630,3,36,25,3207.27,3150.59,2243.63,195.37,54.41,0.2,0.2,0.2,3199.79,3150.59,1\\r\\n24061,1657,69,Male,0,self_employed,1525,3,1116,0,2313.62,2240.68,2288.04,2630.98,147.21,0.07,77.29,77.41,2297.9,2285.59,0\\r\\n24062,1378,56,Female,0,self_employed,485,2,401,,2887.74,2887.74,2887.74,2869.45,0.17,0.17,0.17,0.17,2887.74,2887.74,0\\r\\n24063,2404,53,Male,0,self_employed,294,1,159,9,4815.17,4955.1,5751.63,15823.18,500.2,0.2,838.41,2363.8,4860.12,5723.75,0\\r\\n24064,3643,47,Female,0,self_employed,630,1,45,25,2532.93,9246.61,19427.52,52660.42,314.96,314.96,0.67,2000.67,4248.17,12114.34,1\\r\\n24065,3051,44,Male,0,salaried,146,2,714,25,3281.78,3471.56,3950.1,4197.23,862.8,0.69,1124.01,1082.48,3656.64,4019.19,0\\r\\n24066,795,31,Male,,self_employed,,2,2156,201,7238.84,7246.91,7296.06,8040.15,0.31,0.31,8.39,103.04,7244.05,7263.06,0\\r\\n24067,2089,65,Female,0,self_employed,1096,1,1665,26,1967.86,1263.37,2707.28,4152.51,714.31,0.03,0.03,2968.51,1923.33,1959.9,0\\r\\n24068,1036,15,Male,0,student,15,1,1682,201,1527.51,1527.51,1514.31,1448.31,0.36,0.36,0.36,0.36,1527.51,1527.51,0\\r\\n24069,1199,36,Female,0,self_employed,1322,1,176,,8145.5,8145.5,7874.14,2909.57,0.14,0.14,0.14,499.6,8145.5,8306.62,0\\r\\n24070,1859,31,Male,0,self_employed,1002,3,1111,,3265.98,3265.98,3265.98,3245.29,0.17,0.17,0.17,0.17,3265.98,3265.98,0\\r\\n24071,5354,75,Male,0,retired,623,2,364,3,1991.3,2002.77,2017.92,2193.25,10.76,0.54,0.54,0.54,2002.9,2016.65,0\\r\\n24072,1753,36,Female,0,self_employed,623,2,1625,12,8721.22,286.13,3631.05,5021.12,8514.33,518.61,79.24,520.99,5975.85,838.14,0\\r\\n24073,5145,48,Female,1,salaried,1232,2,52,104,3360.22,3070.38,2850.7,1996.82,0.36,0.36,143.21,143.21,3085.72,3029.14,0\\r\\n24074,991,33,Female,0,self_employed,1096,2,617,62,2542.73,2158.44,2319.25,3975.48,0.06,0.06,504.34,0.06,2529.08,2167.66,1\\r\\n24075,961,43,Female,0,self_employed,1301,2,692,9,2098.86,886.2,1500.74,1692.16,1429.26,0.69,216.6,917.97,1217.98,1334.06,0\\r\\n24076,4518,75,Female,,self_employed,834,1,14,17,85.93,494.36,2886.26,2324.79,11563.34,403.59,14814.93,0.64,838.75,256.26,1\\r\\n24077,1294,56,Female,1,self_employed,834,3,2720,,1941.06,1941.06,1941.06,1928.76,0.3,0.3,0.3,0.3,1941.06,1941.06,0\\r\\n24078,944,37,Male,0,self_employed,834,3,789,,3033.87,3033.87,3045.85,3101.21,0.67,0.67,0.67,0.67,3033.87,3033.87,0\\r\\n24080,4358,38,Male,0,self_employed,1020,2,79,38,1769.56,1768.65,1739,2273.82,0.31,106.18,0.31,0.31,1769.06,1732.79,0\\r\\n24081,2357,62,Female,0,self_employed,1020,2,667,,10210.84,10210.84,10210.84,10146.39,0.19,0.19,0.19,0.19,10210.84,10210.84,0\\r\\n24082,2164,42,Male,0,salaried,75,3,1816,31,1927.59,2187.56,2446.93,3059.73,0.49,571.91,0.49,0.49,2021.74,1774.35,0\\r\\n24084,497,22,Female,0,student,15,2,49,93,9056.6,9063.42,9454.8,2824.74,0.56,0.56,7.37,1066.27,9062.48,9063.42,0\\r\\n24085,3496,52,Male,2,self_employed,931,2,1594,189,9870.76,9870.76,9878.97,10388.77,0.56,0.56,0.56,0.56,9870.76,9880.14,1\\r\\n24086,593,37,Female,,self_employed,146,2,3780,,2570.76,2570.76,2570.76,2552.38,0.64,0.64,0.64,0.64,2570.76,2570.76,0\\r\\n24087,3051,64,Male,0,self_employed,1570,2,1273,3,13818.47,7662.91,7007.36,931.25,50467.7,4428.91,44286.06,571.77,14970.27,4264.84,1\\r\\n24088,1326,78,Male,0,self_employed,1086,3,2605,147,145.07,1859.35,1484.97,1602.8,0.13,0.13,1714.41,0.13,736.2,1859.35,1\\r\\n24089,1917,25,Male,0,student,1540,3,1549,42,3573.6,3615.02,1980.41,8400.1,0.21,3571.97,0.21,20.72,3579.31,2243.8,1\\r\\n24090,2538,57,Female,0,self_employed,649,2,60,280,889.88,3213.43,5689.76,3990.74,0.49,0.49,741.83,11161.53,1865.9,11662.06,1\\r\\n24091,5632,74,Female,0,self_employed,1020,1,490,8,5069.81,5111.82,5084.94,1765.75,148.64,8.95,318.28,241.71,5124.9,5317.44,1\\r\\n24092,1328,46,Female,0,self_employed,1494,1,1416,192,3659.3,3659.3,3812.91,4350.13,0.09,0.09,0.09,0.09,3659.3,3659.3,0\\r\\n24093,2793,15,Female,0,student,146,2,354,240,42857.96,14286.53,9226.3,1582.33,0.24,0.24,2500.24,0.24,14311.16,6935.84,1\\r\\n24094,5309,38,Male,2,self_employed,11,1,121,7,7921.79,859.87,3724.84,3648.32,7048.37,682.16,0.01,0.01,4527.48,616.08,0\\r\\n24095,553,44,Female,,self_employed,1009,2,2847,216,11903.38,11903.38,11903.38,13104.67,0.61,0.61,0.61,0.61,11903.38,11903.38,0\\r\\n24096,986,27,Female,0,salaried,1046,3,794,0,7748.86,7542.95,7155.48,6201.13,384.66,2073.51,182.3,1774.26,7428.74,7160.46,0\\r\\n24097,851,63,Male,0,self_employed,916,3,3126,59,6603.13,6603.13,17001.66,7194.54,0.63,63500.63,0.63,0.63,6603.13,29644.61,0\\r\\n24098,1008,3,Male,0,student,1096,2,503,,1806.36,2234.94,2220.16,2214.13,0.63,0.63,429.2,0.63,2190.6,2234.94,0\\r\\n24099,1096,29,Female,1,self_employed,409,2,393,,151.05,8244.29,7568.44,7654.91,0.5,0.5,11857.64,179.07,6912.44,7898,1\\r\\n24100,559,32,Male,0,self_employed,382,3,785,318,1568.69,1650.29,1652.98,1885.11,0.53,0.53,0.53,0.53,1571.5,1652.92,0\\r\\n24101,3474,60,Female,0,self_employed,1439,2,74,293,305.66,2734.24,2463.3,2348.5,0.69,0.69,2429.26,0.69,1921.43,2734.24,1\\r\\n24102,4811,72,Male,0,retired,17,3,1783,328,2597.2,2597.2,2597.2,2668.03,0.37,0.37,0.37,0.37,2597.2,2597.2,0\\r\\n24103,2998,27,Female,0,student,1020,2,159,0,4997.71,4688.76,4228.17,7483.11,398.97,250.53,90.03,0.26,4637.5,4165.01,0\\r\\n24104,3703,67,Male,1,self_employed,1020,3,455,91,6801.75,6798.48,7106.23,4123.39,0.19,0.19,0.19,0.19,6800.06,6798.48,0\\r\\n24105,2120,53,Male,0,self_employed,1020,1,419,54,4158.16,4729.58,3700.64,1832.57,0.16,3438.73,571.59,1143.01,4394.61,4658.52,0\\r\\n24106,1946,45,Male,2,self_employed,334,2,1237,80,3166.57,3306.67,3208.42,7893.77,0.13,0.13,140.23,140.23,3185.9,3324.75,0\\r\\n24107,2936,81,Male,0,retired,1096,2,139,24,9385.65,9407.08,5387.15,5572.99,350.06,15901.84,371.49,7142.91,9440.58,6192.16,0\\r\\n24108,4057,29,Male,0,self_employed,1180,2,116,,7484.33,7484.33,7484.33,7437.03,0.14,0.14,0.14,0.14,7484.33,7484.33,0\\r\\n24109,2239,28,Male,0,salaried,557,2,284,3,6287.9,6226.04,5626.7,13746.2,287143.49,0.63,22.64,0.63,6253.84,5678.89,0\\r\\n24110,2757,71,Female,0,self_employed,1096,1,27,14,3365.03,2838.86,2619.22,1276.84,1429.76,2910.34,0.19,571.61,3071.13,2931.31,0\\r\\n24111,4513,58,Male,0,self_employed,1180,2,600,77,5349.29,5392.15,5336.32,4911.62,0.54,0.54,0.54,0.54,5374.42,5415.65,0\\r\\n24112,1884,48,Male,0,salaried,1232,2,1795,,8271.15,8354.66,8896.47,9913.63,0.59,0.59,0.59,1300.59,8311.46,9090.44,0\\r\\n24113,5842,59,Female,0,self_employed,15,2,1285,12,4275.29,4118.47,3228.2,2526.93,357.66,1357.66,157.66,2214.8,4202.95,2557.32,1\\r\\n24114,2656,73,Female,0,self_employed,649,1,289,5,2467.19,2505.12,4848.63,6726.44,168.63,0.2,0.2,4285.91,2440.34,5408.34,0\\r\\n24115,5176,38,Male,0,self_employed,1096,1,503,19,6806.79,7444.46,19787.94,19692.71,4354.99,546463.84,4992.66,550117.57,8306.06,20466.72,1\\r\\n24116,2684,47,Female,0,salaried,1525,3,146,,1713.42,1713.42,1713.42,1709.09,0.39,0.39,0.39,0.39,1713.42,1713.42,0\\r\\n24118,2078,31,Male,0,salaried,1020,2,1579,33,10460.41,10710.95,13240.72,19203.22,0.24,0.31,0.24,5901.43,10786.52,11798.57,0\\r\\n24119,2046,48,Female,0,self_employed,1084,3,1030,299,3725.22,3721.07,3721.62,3687.94,0.61,0.61,0.61,0.61,3723.47,3721.07,0\\r\\n24120,313,24,Male,,self_employed,621,3,4340,105,1905.11,2047.54,2056.37,1613.61,0.36,0.36,114.22,23.19,1960.01,2084.72,0\\r\\n24121,591,52,Male,0,salaried,1020,1,42,28,71022.29,70843.36,70900.95,72393.68,179.11,0.19,0.19,0.19,71016.12,70843.36,0\\r\\n24122,530,80,Female,0,self_employed,409,3,3814,,11335.19,11335.19,11335.19,11260.76,0.26,0.26,0.26,0.26,11335.19,11335.19,0\\r\\n24124,1555,47,Male,0,self_employed,162,3,1887,28,5741.07,3318.63,3806.58,3682.44,2857.29,700.14,17.83,144.31,5837.07,2783.02,0\\r\\n24125,1535,29,Male,0,salaried,1096,3,581,35,230.32,1516.04,1597.5,3999.69,0.29,1428.86,1428.86,2857.43,663.82,1555.21,0\\r\\n24126,3132,31,Female,0,salaried,575,2,250,9,5993.21,2232.3,2962.59,1251.12,2.76,2.01,440.63,1751.35,3704.53,2323.74,0\\r\\n24127,254,28,Male,0,self_employed,1111,2,394,4,4293.97,2294.3,2572.75,486.54,3000.56,2000.56,1000.56,1850.56,3252.26,2599.58,0\\r\\n24128,1204,35,Female,0,self_employed,583,3,345,,1609.68,1609.68,1609.68,1597.33,0.16,0.16,0.16,0.16,1609.68,1609.68,0\\r\\n24129,2040,34,Female,0,self_employed,442,2,1006,328,14817.61,6360.46,9162.02,1991.23,0.17,0.17,0.17,0.17,12818.59,11055.39,1\\r\\n24130,3036,43,Male,0,self_employed,1020,2,424,0,2268.44,3695.87,3335.49,3665.52,1428.91,0.34,0.34,0.34,2612.68,3695.87,0\\r\\n24131,2161,36,Female,1,self_employed,1046,3,102,101,4532.1,4532.1,4532.1,4272.56,0.26,0.26,0.26,0.26,4532.1,4532.1,0\\r\\n24132,2982,48,Female,0,salaried,1096,2,2024,342,1663.8,3092.37,2862.49,3070.29,0.04,0.04,1428.61,0.04,2402.72,3092.37,0\\r\\n24133,368,54,Female,,self_employed,485,3,136,,2256.21,2102.24,2143.92,1567.1,0.17,0.17,34.6,130.84,2262.25,2149.29,0\\r\\n24134,1846,26,Male,0,salaried,575,2,44,75,9045.77,6932.76,4939.93,1706.68,0.63,0.63,368.22,1247.89,6538.31,5057.11,0\\r\\n24135,4728,39,Female,0,self_employed,1020,2,182,0,3716.04,2873.44,2835.03,3645.14,934.31,0.39,0.39,0.39,2898.04,2763.88,0\\r\\n24136,2386,75,Male,0,retired,,2,1571,164,3439.03,3439.03,3439.03,3448.28,0.31,0.31,0.31,0.31,3439.03,3439.03,0\\r\\n24137,1626,30,Male,0,salaried,1096,3,92,3,1818.83,5332.44,2883.54,2155.51,3244.26,7643,2718.32,3659.31,3433.27,3829.9,0\\r\\n24138,2671,39,Female,0,salaried,334,1,141,30,2476.37,2452.32,2661.41,2756.4,0.5,330.84,143.94,176.24,2656.54,2638,0\\r\\n24139,1925,49,Female,0,self_employed,334,3,1862,41,4671.75,4671.75,4634.12,4571.18,0.26,71.69,0.26,0.26,4671.75,4630.28,0\\r\\n24140,238,36,Male,,self_employed,334,2,1237,0,6459.31,4612.79,3668.67,5003.67,3102.61,3358.54,2198.21,2852.78,4803.63,4105.33,0\\r\\n24141,660,51,Female,,self_employed,760,3,2973,33,2190.58,2908.14,3348.47,3852.1,0.47,7143.33,714.76,8000.47,2708.39,3571.73,1\\r\\n24142,1054,41,Male,0,self_employed,751,2,1263,3,33301.59,21001.59,21627.58,23547.54,12400.54,0.54,0.54,0.54,22670.06,21055.97,1\\r\\n24143,965,27,Male,1,self_employed,1004,1,190,10,13917.85,18316.41,17160.25,4006.19,1887.57,0.41,6286.13,5956.24,18539.62,20276.11,0\\r\\n24144,1993,56,Female,0,self_employed,905,2,1832,94,313.93,643,1841.6,3145.06,0.49,0.49,329.55,109.63,366.11,646.52,0\\r\\n24145,833,8,Male,0,self_employed,1232,2,1445,,18851.46,19580.03,10767.53,8.46,0.36,0.36,728.93,0.36,19027.32,13266.67,0\\r\\n24146,5534,57,Female,2,self_employed,623,3,521,9,23170.01,19142.16,12497.31,1776.41,28571.59,100000.16,24543.74,82857.3,23174.56,12502.57,0\\r\\n24147,1773,35,Male,0,self_employed,1111,3,539,10,8572.44,7881.89,8395.44,3337.11,5516.89,3842,3316.78,3401.74,9084.58,8875.65,0\\r\\n24148,2221,34,Male,0,self_employed,334,3,1858,26,1402.14,351.27,2488.9,1451.78,15705.89,7142.93,32062.76,5084.34,2965.67,2225.3,0\\r\\n24149,437,28,Female,,self_employed,623,2,1043,30,1376.64,7233.79,2955.06,7597.08,0.69,5229.26,5857.83,572.11,3701.77,2729.64,0\\r\\n24150,2285,42,Male,2,self_employed,15,2,958,327,2598.23,2598.23,2598.23,2584.54,0.09,0.09,0.09,0.09,2598.23,2598.23,0\\r\\n24151,2811,26,Female,0,student,279,2,948,47,4313.98,4313.98,4221.51,4113.57,0.03,200.03,0.03,0.03,4313.98,4236.56,0\\r\\n24152,2054,33,Female,0,self_employed,15,2,261,166,6545.85,6545.85,7061.98,6968.84,0.01,0.01,0.01,0.01,6545.85,7094.23,0\\r\\n24153,251,20,Female,0,self_employed,1586,3,2511,48,7226.37,7226.37,7158.72,2483.76,0.56,571.99,0.56,1429.13,7226.37,7622.69,0\\r\\n24154,2773,47,Female,0,self_employed,745,3,127,77,2290.99,2335.26,2491.28,1190.86,0.53,0.53,44.8,601.01,2324.63,2574.3,0\\r\\n24155,2683,44,Female,0,self_employed,1326,2,657,,4106.98,4106.98,4106.98,4082.85,0.09,0.09,0.09,0.09,4106.98,4106.98,0\\r\\n24156,980,42,Female,0,self_employed,19,3,1814,0,186.68,8696.44,5722.27,173.84,22657.31,0.17,39365.5,714.46,6712.45,8833.49,1\\r\\n24157,3283,30,Male,0,self_employed,146,2,446,3,12458.23,338.37,3537.65,2265.33,11026.29,0.3,14137.86,4882.5,7099.63,573.32,0\\r\\n24158,4499,90,Female,,self_employed,15,1,48,,17289.01,14431.86,12498.53,2989.07,0.66,0.66,0.66,0.66,17289.01,11853.59,0\\r\\n24159,1747,42,Male,2,salaried,1613,3,109,69,1137.71,1440.57,2391.48,1107.45,0.21,0.21,303.07,1457.36,1426.58,2845.18,0\\r\\n24160,2879,71,Male,0,self_employed,853,3,648,89,1612.4,3755.25,3992.73,1018.08,0.41,0.41,2143.27,0.41,3681.36,3755.25,1\\r\\n24161,5081,61,Male,2,self_employed,409,1,158,109,18256.68,17842.08,17884.75,17562.27,0.03,0.03,0.03,0.03,18255.78,17814.95,0\\r\\n24162,1721,41,Male,2,self_employed,1494,2,1701,3,3887.19,2485.92,2533.45,980.18,2144.53,1236.46,377.7,335.06,2752.5,2846.56,0\\r\\n24163,280,59,Female,0,self_employed,834,3,1925,0,1441.1,1288.33,1532.81,1848.11,153.31,0.54,0.54,0.54,1293.6,1288.33,0\\r\\n24164,3233,64,Male,0,self_employed,248,3,792,132,2663.11,3085.69,2603.79,1415.66,0.27,0.27,14.56,0.27,2518.7,2799.37,1\\r\\n24165,1763,42,Male,0,self_employed,1624,3,2150,9,2540.75,838.4,2313.29,298.66,571.76,0.33,1524.85,1177.79,716.27,3708.37,0\\r\\n24167,394,45,Female,,self_employed,409,3,393,207,1865.01,1865.01,1865.01,1439.9,0.06,0.06,0.06,0.06,1865.01,1865.01,0\\r\\n24169,827,19,Male,0,student,1096,2,1401,12,1397.26,770.16,1632.06,3571.56,3648.89,0.36,4450.36,0.36,1236.05,770.16,0\\r\\n24170,1547,68,Male,0,retired,617,2,229,6,325.39,1468.25,1858.93,11169.82,1143.06,2571.63,2285.91,3500.2,517.51,2177.93,1\\r\\n24171,5157,78,Female,0,self_employed,623,2,521,20,2606.63,2206.25,2480.18,1248.58,1880.99,1913.2,1480.6,1818.32,2658.24,2496.39,0\\r\\n24172,3853,90,,0,self_employed,914,2,2087,168,7264.43,7261.23,7261.78,7254.83,0.5,0.5,0.5,0.5,7262.89,7261.23,0\\r\\n24173,5138,44,Male,0,self_employed,1145,2,43,38,4447.71,4568.53,4357.78,4699.3,0.49,657.77,9.21,195.98,4478.56,4308.42,0\\r\\n24174,912,47,Female,0,self_employed,853,2,3167,105,5933.14,6290.28,6296.07,4126.99,0.56,0.56,357.7,0.56,6191.76,6290.28,0\\r\\n24175,891,13,Female,0,student,146,2,75,53,1760.54,1769.35,1645.51,1030.57,0.09,468.09,8.9,91.45,1764.79,1752.45,0\\r\\n24176,5579,80,Male,0,self_employed,1149,2,59,3,2522.52,1795.7,2176.05,1853.87,1099.11,2390.97,390.91,2865.54,2221.92,2299.3,0\\r\\n24177,2909,76,Female,0,self_employed,409,2,1442,97,3162.91,3162.91,3162.91,2045.67,0.31,0.31,0.31,0.31,3162.91,3162.91,0\\r\\n24178,2928,35,Male,0,salaried,,2,650,,5861.65,5861.65,5861.65,5859.1,0.53,0.53,0.53,0.53,5861.65,5861.65,0\\r\\n24179,618,40,Female,0,self_employed,946,3,727,11,1182.01,3235.08,3443.53,4647.93,1.06,2046.29,2525.06,2486.29,2891.48,3240.68,1\\r\\n24180,6675,51,Male,1,self_employed,1020,1,60,42,758.45,2011.12,2481.93,9114.26,0.23,2857.37,840.21,827.8,1317.8,2768.24,0\\r\\n24181,2502,34,Female,0,self_employed,1494,2,955,69,94.42,102.49,3439.01,591.59,0.53,0.53,38351.46,93195.4,94.97,4269.72,1\\r\\n24182,1066,65,Male,0,self_employed,905,3,2474,35,679.12,9964.84,4382.63,191.63,0.39,11271.9,9428.96,1500.39,4501.78,8452.79,1\\r\\n24183,5341,49,Female,0,self_employed,,3,69,112,1627.96,1644.8,1714.15,1682.57,0.56,0.56,17.4,124.69,1635.51,1687.81,0\\r\\n24184,1719,44,Male,2,self_employed,1135,3,2348,175,1639.59,1709.85,1719.12,1979.71,0.66,0.66,70.91,70.91,1649.28,1718.91,0\\r\\n24185,1156,35,Female,0,salaried,834,2,693,33,4746.33,5460.61,3830.86,3219.04,0.7,2704.09,714.99,68.36,5435.98,3208.71,0\\r\\n24186,3317,59,Female,0,self_employed,272,2,267,185,4064.18,4064.18,4082.61,4477.47,0.39,0.39,0.39,0.39,4064.18,4064.18,0\\r\\n24187,977,38,Male,2,self_employed,44,3,1838,285,2612.23,2896.93,2902.52,3459.55,0.06,0.06,427.61,141.9,2735.24,2915.23,0\\r\\n24188,1274,24,Female,0,student,1020,3,542,,1548.91,1548.91,1786.94,2085.8,0.37,0.37,0.37,641.3,1548.91,1706.56,0\\r\\n24189,1910,29,Female,0,salaried,848,2,2,,8521.91,8521.91,8521.91,8435.15,0.33,0.33,0.33,0.33,8521.91,8521.91,0\\r\\n24190,732,27,Male,2,self_employed,1069,2,2825,294,3430.54,3430.54,3430.54,3412.63,0.09,0.09,0.09,0.09,3430.54,3430.54,0\\r\\n24191,1332,37,Male,0,self_employed,905,1,634,19,13472.26,8708.96,7512.02,10362.81,1401.54,1401.54,0.27,16243.31,12082.76,9077.64,0\\r\\n24192,1891,46,Male,2,self_employed,409,3,393,235,15607.45,15603,15603.01,15546.71,0.31,0.31,0.31,0.31,15605.38,15603,0\\r\\n24193,377,30,Male,0,self_employed,623,3,2604,14,24881.87,16281.45,10570.7,54.12,0.76,0.76,2447.21,30364.44,22266.16,9164.43,1\\r\\n24194,5556,56,Male,2,salaried,1020,3,84,42,14641.16,15053.46,15419.77,18260.02,0.61,41.86,742.19,1737.96,14743.77,14938.54,0\\r\\n24195,1890,45,Male,2,salaried,15,3,783,,1465.46,1465.46,1465.46,1459.04,0.43,0.43,0.43,0.43,1465.46,1465.46,0\\r\\n24196,3535,31,Male,0,student,1020,3,546,59,6333.52,6333.52,6262.39,2096.13,0.53,485.3,0.53,366.73,6333.52,6376.95,0\\r\\n24197,1482,41,Male,0,salaried,467,2,184,4,47819.13,44215.28,32237.19,13212.55,5714.8,24143.4,1125.51,0.51,44188.7,30760.63,0\\r\\n24198,5912,68,Female,0,self_employed,318,2,1314,245,4256.91,4257.72,4257.63,4231.92,0.59,0.59,0.59,0.59,4257.44,4257.72,0\\r\\n24199,1596,44,Male,0,self_employed,714,2,2150,224,3237.98,3380.83,3578.33,4399.51,0.07,0.07,285.79,857.21,3242.9,3500.65,0\\r\\n24200,938,38,Male,2,self_employed,241,3,1257,9,230.43,3118.06,1815.77,1284.29,5749.16,1741.8,4161.13,2041.25,1619.85,2350.85,1\\r\\n24201,4227,59,Male,0,salaried,,3,325,19,3707.55,3364.69,3516.9,3125.67,343.03,0.17,0.17,131.43,3601.14,3453.61,1\\r\\n24202,1454,71,Male,0,self_employed,617,2,3268,14,7357.01,7441.01,7573.33,6636.99,1067.87,0.27,1067.87,0.27,7399.86,7388.76,0\\r\\n24203,3036,73,Male,0,retired,359,1,101,,2077.58,2064.84,2067.89,2051.72,0.56,0.56,0.56,0.56,2067.53,2067.21,0\\r\\n24204,1135,40,Male,0,self_employed,575,3,1202,0,65.25,79.6,1677.96,6511.8,19973.2,4517.11,18241.03,14183.33,886.66,955.87,1\\r\\n24206,747,8,Male,0,student,,1,582,212,1509.43,1509.43,1509.43,1499.99,0.24,0.24,0.24,0.24,1509.43,1509.43,0\\r\\n24207,2845,39,Female,0,salaried,1020,3,411,272,1985.69,2421.75,2575.77,4918.08,0.54,0.54,0.54,0.54,2151.09,2573.82,0\\r\\n24208,2004,34,Female,0,self_employed,1589,2,275,97,2585.55,2308.48,2386.92,3274.49,0.26,0.26,8.5,162.79,2365.52,2324.21,0\\r\\n24209,1754,48,Male,0,self_employed,577,3,1415,56,26474.05,34.01,7985.55,1486.99,0.09,200.09,188.61,188.61,23745.37,38.98,0\\r\\n24210,918,35,Female,0,self_employed,833,2,2545,60,2897.1,4325.68,3790.96,4566.52,0.3,0.3,1428.87,714.59,3389.72,4325.68,0\\r\\n24211,1680,43,Female,0,self_employed,146,3,140,339,3227.34,3227.34,3227.34,3207.12,0.61,0.61,0.61,0.61,3227.34,3227.34,0\\r\\n24212,3441,70,Female,0,retired,574,2,265,32,937,965.57,3167.26,6232,0.4,3562.12,14.69,6728.97,948.82,4074.91,1\\r\\n24213,3110,45,Male,2,self_employed,1020,2,1105,38,17184.62,976.75,3341.16,7358.64,0.16,941.01,9563.63,1427.2,6888.66,1459.06,0\\r\\n24214,6940,36,Female,0,salaried,1096,3,32,6,1400.41,1030.16,2762.4,2875.89,583.39,371.96,301.51,343.67,1118.33,3432.06,0\\r\\n24215,2798,41,Female,0,self_employed,1589,2,275,40,4594.92,5096.48,3319.14,3324.49,0.61,3431.33,430.74,186.33,4884.03,3077.03,0\\r\\n24216,1726,36,Male,2,salaried,1096,2,129,27,23277.33,22450.44,23447.36,17403.04,1716.8,1685.19,1616.54,2711.36,23636.75,23473.28,0\\r\\n24217,192,49,Female,1,,557,3,284,139,4157.04,4226.7,12567.02,12590.35,0.51,0.51,70.17,16141.6,4173.86,13145.77,1\\r\\n24218,2100,54,Female,0,self_employed,834,2,8,199,9184.2,9184.2,9184.2,9132.61,0.24,0.24,0.24,0.24,9184.2,9184.2,0\\r\\n24219,517,22,Female,0,student,834,2,40,31,4052.36,4409.5,2679.4,1265,0.29,3214.57,0.29,0.29,4138.56,2706.74,0\\r\\n24220,2835,69,Male,0,self_employed,656,1,46,20,11297.71,1497.57,4488.57,23200.85,9800.79,0.64,0.64,0.64,8256.28,1497.57,0\\r\\n24221,282,34,Male,,self_employed,1542,2,1953,103,1574.9,1574.9,1661.85,10948.91,0.56,0.56,0.56,286.27,1574.9,1697.23,0\\r\\n24222,583,42,Male,0,self_employed,44,3,409,70,1785.87,1785.87,1679.28,1306.13,0.7,0.7,0.7,0.7,1785.87,1785.87,0\\r\\n24223,7034,64,Male,2,salaried,491,2,1466,5,537.73,619.34,3040.44,664.55,580.13,651.56,2531.53,9617.24,865.12,4026.99,1\\r\\n24224,993,45,Female,0,self_employed,485,3,684,,2076.62,2076.62,2076.62,2062.25,0.39,0.39,0.39,0.39,2076.62,2076.62,0\\r\\n24225,2244,59,Male,2,salaried,623,3,1627,12,7145.79,9573.46,8618.39,6243.89,3870.96,0.1,6559.15,497.39,8987.19,9620.99,0\\r\\n24226,801,43,Male,0,salaried,531,3,1266,52,1750.66,1750.66,1600.73,1115.37,0.57,286.29,0.57,0.57,1750.66,1686.14,0\\r\\n24227,1986,68,Male,0,retired,1020,3,1108,11,2003.24,1761.14,1762.94,1691.97,477.8,125.69,230.96,102.99,1811.63,1770.14,0\\r\\n24228,1567,34,Male,0,salaried,1020,3,1027,,1609.56,1621.89,2243.98,2680.75,0.01,0.01,12.34,2888.64,1615.13,2344.52,0\\r\\n24229,553,55,Female,0,self_employed,1589,2,384,1,704.7,3492.44,1670.87,978.59,158.07,2300.97,725.16,10.87,1218.39,1704.74,0\\r\\n24230,745,23,Female,,student,1597,2,170,213,4321.89,4321.89,4321.89,4297.13,0.1,0.1,0.1,0.1,4321.89,4321.89,0\\r\\n24231,3174,24,Male,0,self_employed,52,2,3993,0,3112.52,2748.62,3519.2,10074.72,1274.93,654.37,733.52,1841.74,3514.42,2928.24,1\\r\\n24232,4157,46,Female,0,self_employed,15,3,300,20,14237.79,13554.33,13390.57,11401.78,678.74,678.74,0.17,0.17,14045.77,13422.99,0\\r\\n24233,2767,57,Male,0,self_employed,409,3,2072,203,1886.99,1886.99,1916.93,2373.46,0.44,0.44,0.44,0.44,1886.99,1888.32,0\\r\\n24234,926,65,Male,1,self_employed,834,3,2788,23,901.95,2330.52,3417.87,4468.31,357.16,0.01,1785.73,1180.06,1739.38,2769.67,0\\r\\n24235,314,41,Female,1,self_employed,1020,2,3200,0,3267.02,1652.48,1829.99,1731.84,2437.93,0.43,123.3,286.14,2012.13,1652.48,0\\r\\n24236,541,30,Male,0,student,409,2,247,17,150.18,1625.36,1558.81,194.13,286.17,102.17,1319.81,658.59,472.28,2059.92,1\\r\\n24237,2251,45,Female,0,salaried,1096,1,158,83,10035.75,10035.75,9974.31,9106.04,0.16,0.16,0.16,0.16,10035.75,10035.75,0\\r\\n24238,3045,61,Female,0,self_employed,15,2,230,119,17303.51,17159.38,17128.54,8480.72,0.59,0.59,0.59,0.59,17303.51,17159.38,0\\r\\n24239,6188,47,Male,2,salaried,409,2,11,14,4873.17,34994.81,39544.17,40522.36,13465.76,62414.26,44367.55,62128.71,24136.57,37453.74,0\\r\\n24240,2321,73,Male,0,retired,587,2,954,,5655.16,5655.16,5655.16,5619.37,0.39,0.39,0.39,0.39,5655.16,5655.16,0\\r\\n24241,1344,67,Male,0,self_employed,663,2,2551,14,11186.54,10419.6,10355.18,5126.13,47027.91,1153.41,43821.99,964.84,11886.28,9806.47,0\\r\\n24242,5030,51,Male,2,salaried,409,3,158,42,3211.78,2633.54,2777.35,1266.91,0.61,26.33,414.27,494.43,3156.52,3005.09,0\\r\\n24244,2075,67,Male,0,retired,649,2,54,4,443.84,1216.7,1929.77,3136.92,5714.49,0.2,7143.06,7143.06,2403.8,1068.64,0\\r\\n24245,1518,71,Male,0,self_employed,1020,3,12,3,1258.37,1929.8,1761.53,1175.75,72.06,36.34,714.91,0.63,1476.6,1909.06,0\\r\\n24247,2804,54,Male,0,self_employed,980,3,655,138,2645.32,4645.32,4505.77,3975.29,0.11,0.11,2571.54,642.97,3049.26,4753.61,0\\r\\n24249,1777,56,Male,0,self_employed,1042,3,1853,,39551.68,39565.96,26854.04,183.01,0.31,0.31,0.31,0.31,39552.17,39566.42,1\\r\\n24251,5357,55,Female,1,self_employed,1096,2,1365,,8851.15,8851.15,8851.42,8820.36,0.03,0.03,0.03,0.03,8851.15,8851.15,0\\r\\n24252,908,90,,,self_employed,1020,1,80,21,22174.43,21743.71,16622.59,4979.98,431.19,645.47,0.47,0.47,22070.46,21542.84,0\\r\\n24253,5021,46,Male,2,self_employed,15,2,69,14,2021.37,8802.19,6814.78,5749.58,2143.33,0.47,8929.04,0.47,4913.1,8338.94,1\\r\\n24254,4260,58,Female,0,self_employed,996,2,1308,12,6723.29,6435.2,5030.39,3501.13,286.4,0.69,0.69,0.69,6563.36,4967.02,0\\r\\n24255,2085,59,Female,0,self_employed,1322,2,176,47,2860.83,2860.83,2667.85,1042.6,0.07,72.93,0.07,14.36,2860.83,2838.16,0\\r\\n24256,4514,70,Female,1,self_employed,61,2,115,35,4750.76,5546.49,4629.38,4420.13,0.1,1428.67,795.83,81.54,5213.77,4456.26,0\\r\\n24257,1947,33,Female,0,self_employed,146,2,1268,,3584.51,3584.51,3586.66,3565.6,0.46,0.46,0.46,0.46,3584.51,3586.88,0\\r\\n24258,5206,63,Female,0,self_employed,1232,2,7,185,3172.57,3177.47,3177.25,3153.07,0.4,0.4,0.4,0.4,3176.8,3177.47,0\\r\\n24259,1904,41,Male,0,salaried,914,2,1866,,16214.52,16528.8,16592.01,17184.76,0.67,0.67,308.99,119.93,16337.54,16562.17,0\\r\\n24260,1156,38,Male,0,salaried,623,2,218,108,94.52,2237.38,1800.12,2344.99,0.57,0.57,2143.43,0.57,833.44,2237.38,1\\r\\n24261,724,56,Male,0,self_employed,485,3,510,60,28046.66,28046.66,24250.36,9268.29,0.64,0.64,0.64,4286.36,28046.66,28733.69,0\\r\\n24262,2202,64,Male,0,self_employed,623,2,368,,4316.43,4316.43,4316.43,4310.98,0.24,0.24,0.24,0.24,4316.43,4316.43,0\\r\\n24263,1874,61,Female,0,self_employed,1020,3,159,0,21.59,209.45,1541.82,237.44,103.65,13.3,4550.63,3010.6,819.34,1256.07,1\\r\\n24264,4230,35,Female,0,salaried,,2,321,,2457.54,2457.54,2457.54,2441.96,0.4,0.4,0.4,0.4,2457.54,2457.54,0\\r\\n24265,1952,31,Male,0,self_employed,1020,3,85,94,2031.08,2033.54,2033.4,1887.17,0.63,0.63,0.63,0.63,2033.11,2033.54,0\\r\\n24266,1744,36,Male,0,salaried,1096,3,484,20,1472.12,1507.83,1499.21,1498.28,142.87,0.01,178.59,0.01,1481.97,1507.83,0\\r\\n24267,3152,90,,0,self_employed,834,1,8,5,7816.83,3616.29,4928.62,3577.54,5625.81,0.1,714.39,0.1,7553.3,3616.29,0\\r\\n24268,4724,53,Male,0,salaried,572,2,189,14,1203.69,1031.75,2139.03,10343.38,4383.53,97.81,0.67,2857.81,1147.74,1627.48,0\\r\\n24269,1730,27,Female,0,self_employed,,2,653,,3591.78,3591.78,3195.73,2263.61,0.33,0.33,0.33,0.33,3591.78,3591.78,0\\r\\n24270,552,43,Female,,salaried,834,3,334,0,126.19,126.19,4451.55,1812.34,2598.69,16727.6,0.54,312.97,347.86,8890.42,1\\r\\n24271,1252,25,Male,,self_employed,,2,2714,21,3631.36,2988.5,3732.71,4432.95,643.26,0.4,0.4,1714.69,3476.19,3652.1,0\\r\\n24272,3811,60,Male,0,self_employed,1020,1,1357,275,1452.29,1452.29,1752.61,23429.74,0.14,0.14,0.14,1122.11,1452.29,1948.53,0\\r\\n24273,4843,69,Male,0,retired,1020,2,114,16,6248.13,6210.23,6273.25,3505.22,59.13,59.16,5.14,22.07,6249.87,6242.54,0\\r\\n24274,2845,66,Male,2,self_employed,1096,2,193,0,7229.06,7454.77,6355.4,679.58,1428.79,0.21,1654.5,500.21,7332.21,7604.61,1\\r\\n24275,1859,64,Male,1,self_employed,722,3,1512,10,2362.58,1591.64,2309.45,2051.04,503.67,500.46,302.75,2010.12,2148.07,2190.89,0\\r\\n24276,571,49,Male,0,self_employed,917,3,2637,125,1125.34,1153.91,1438.5,3222.62,0.29,0.29,0.29,135.83,1144.06,1215.15,0\\r\\n24277,1224,65,Male,0,retired,1525,2,2864,,4336.09,4334.23,4354.63,4520,0.03,0.03,0.03,0.03,4334.55,4339.66,0\\r\\n24278,4924,72,Male,0,retired,1020,2,143,5,5154.29,2006.97,11115.82,41871.71,3295.54,3155.01,148.23,13223.94,2845.53,6088.54,1\\r\\n24279,2283,42,Female,0,salaried,334,2,4,7,215104.76,5186.07,110444.61,11760.78,111615.13,7577.5,871541.78,5801.23,326452.4,3780.48,1\\r\\n24280,833,58,Female,0,salaried,146,2,157,83,3182.51,3182.51,3051.75,933.03,0.09,0.09,0.09,0.09,3182.51,3182.51,0\\r\\n24281,1606,31,Male,0,salaried,50,2,654,,2194.01,2194.01,2205.44,2584.4,0.49,0.49,0.49,22.26,2194.01,2204.54,0\\r\\n24282,1371,27,Male,0,salaried,1020,2,1573,38,7572.72,7401.17,7542.38,4535.47,0.01,450.01,616.35,965.73,7671.23,7457.85,0\\r\\n24283,293,67,Female,0,self_employed,,3,2691,263,1933.83,1748.11,1737.85,1127.71,0.5,0.5,0.5,0.5,1921.02,1742.12,1\\r\\n24284,6081,36,Female,1,salaried,409,2,32,14,2154.19,2065.02,2024.15,2900,99.66,99.81,0.57,0.57,2111.14,2024.68,0\\r\\n24286,898,45,Female,0,self_employed,1305,3,2650,300,1452.4,1452.4,1452.4,1838.12,0.47,0.47,0.47,0.47,1452.4,1452.4,0\\r\\n24287,2864,72,Female,2,retired,146,1,514,28,839.77,1838.6,2029.58,6034.66,15.57,739.5,300.11,387.8,1224.32,2124.28,0\\r\\n24288,3810,43,Female,2,self_employed,15,2,890,19,2362.24,1179.17,1766.61,3226.33,2332.52,1229.39,818.39,1029.67,2238.63,1318.84,0\\r\\n24289,400,29,Female,,self_employed,241,2,400,76,7411.74,7411.74,7702.07,3829.46,0.69,0.69,0.69,0.69,7411.74,7411.74,0\\r\\n24290,2105,81,Female,0,retired,1096,2,1666,268,7011.33,7225.62,12452.11,10441.38,0.19,0.19,214.47,14737.33,7033.5,19359.84,0\\r\\n24292,5802,90,Male,0,self_employed,834,2,8,41,1255.72,24827.14,17021.22,7130.06,0.6,8572.03,23572.03,0.6,6994.63,19573.69,0\\r\\n24293,3187,46,Male,0,salaried,1477,2,724,6,2281.5,1474.35,1971.94,2533.63,878.87,114.59,0.3,1786.01,2050.71,2175.77,1\\r\\n24294,1266,22,Male,0,student,514,3,190,140,6006.88,6006.88,6006.88,5679.94,0.54,0.54,0.54,0.54,6006.88,6006.88,0\\r\\n24295,3238,49,Male,3,salaried,146,3,2459,12,3944.51,3921.02,5519.56,1738.17,5.19,1.25,1439.02,7628.97,4055.39,6258.04,0\\r\\n24296,3407,14,Female,0,self_employed,334,1,82,28,18601.74,18308.89,18309.73,17729.13,292.94,250.09,0.09,0.09,18601.74,18268.56,0\\r\\n24297,1755,34,Male,0,salaried,579,2,1468,,214.83,1471.97,1649.48,2828.31,0.16,0.16,2514.44,914.44,947.34,1738.33,1\\r\\n24298,2405,75,Male,0,retired,288,2,462,10,637.51,1040.92,1479.81,3472.72,3296.75,0.16,3571.59,4.44,2183.47,1062.34,0\\r\\n24299,2286,19,Female,0,student,575,3,572,33,2262.83,2262.83,2175.27,2106.54,0.11,142.97,0.11,0.11,2262.83,2143.01,0\\r\\n24300,4095,57,Male,1,salaried,581,2,1202,4,1882.34,1704.7,2031.61,1257.58,4850.51,1070.91,4844.9,1108.34,2506.03,1773.16,0\\r\\n24301,5071,40,Female,0,self_employed,1096,2,11,4,3761.11,10339.18,2791.32,727.42,480.9,9550.64,11336.4,77.77,4116.56,3418.94,1\\r\\n24302,1029,42,Male,2,self_employed,1385,3,1847,18,1440.41,1978.53,1475.63,1303.53,857.41,1946.17,2534.97,2534.97,1231.52,1607.7,0\\r\\n24303,1123,24,Male,0,self_employed,228,2,1426,,2253.82,2253.82,2468.87,2949.36,0.36,0.36,0.36,0.36,2253.82,2253.82,0\\r\\n24304,1613,90,,0,self_employed,1436,3,54,339,2389.44,2389.44,2389.44,2374.31,0.33,0.33,0.33,0.33,2389.44,2389.44,0\\r\\n24305,2925,63,Male,0,salaried,834,3,1219,42,4578.07,3511.18,3570.31,3643.69,0.11,1.22,483.23,761.58,4350.03,3751.96,0\\r\\n24306,525,43,Male,0,salaried,1589,3,1711,7,4077.96,3194.81,3301.19,2317.4,1257.53,1507.53,374.39,857.53,3817.17,3153.74,0\\r\\n24307,1794,34,Male,2,self_employed,491,2,619,14,3179.48,3172.12,3218.49,4425.04,168.53,29.24,124.36,124.36,3140.89,3186.04,0\\r\\n24308,273,84,Female,,self_employed,1020,2,2501,7,46170.26,46841.57,25614.5,20433.05,743.36,44743.36,1414.67,1126.83,46711.05,26635.39,1\\r\\n24309,1993,34,Male,0,self_employed,834,2,22,15,1278.79,2725.84,2537.79,5048.63,59.64,216.34,77.39,88.23,2151.9,2628.32,0\\r\\n24310,476,77,Male,0,self_employed,1643,2,1326,47,71.91,2205.02,1430.86,3240.87,0.59,42625.04,19800.59,56505.47,189.22,2102.45,0\\r\\n24311,5253,55,Male,0,salaried,15,2,6,53,6922.41,5753.15,10710.43,19892.91,0.1,197.84,673.04,20424.14,5423.98,3802.39,0\\r\\n24312,1826,89,Male,0,self_employed,630,3,2000,21,3444.59,3970.75,3900.68,16779.09,61.16,0.31,587.31,0.31,3760.55,3970.75,0\\r\\n24313,1985,30,Male,0,salaried,180,3,187,159,3552.12,3552.12,3546.99,3402.57,0.17,0.17,0.17,0.17,3552.12,3546.26,0\\r\\n24314,2671,44,Female,0,self_employed,118,3,325,12,11011.53,2057.9,3395.8,1105.35,8953.8,0.17,0.17,0.17,6071.6,2057.9,0\\r\\n24315,192,57,Male,0,self_employed,513,3,216,167,445.86,6072.66,5831.98,3233.46,0.17,0.17,5714.46,0.17,5320.68,6080.49,1\\r\\n24316,1899,32,Female,0,salaried,409,2,709,294,3412.57,3419.71,3716.49,4113.77,0.21,0.21,7.36,35.93,3413.8,3606.27,0\\r\\n24317,4445,46,Male,0,salaried,1020,2,146,3,8167.88,7958.19,7969.99,7983.67,506.34,0.37,0.37,0.37,7987.12,7960.57,0\\r\\n24318,945,32,Female,0,self_employed,1084,3,3650,64,232.13,246.41,1499.25,1168.72,0.6,0.6,14.89,7857.74,245.92,2780.98,0\\r\\n24319,1351,56,Female,0,self_employed,318,1,1306,0,2346.72,2332.44,2197.42,2033.76,14.6,0.31,0.31,0.31,2332.93,2212.62,0\\r\\n24320,684,44,Male,0,self_employed,372,3,2694,199,9465.51,9465.51,9465.51,9412.98,0.19,0.19,0.19,0.19,9465.51,9465.51,0\\r\\n24321,5039,61,Male,0,self_employed,904,2,78,319,6975.59,6975.59,6975.59,4801.26,0.66,0.66,0.66,0.66,6975.59,6975.59,0\\r\\n24322,3220,53,Female,2,self_employed,575,3,280,9,15289.01,15288.95,15327.48,18612.33,238.34,0.63,238.29,238.29,15166.04,15319.62,0\\r\\n24323,1895,28,Female,0,salaried,1525,2,488,4,1721.64,7853.7,6028.15,5327.45,5354.34,714.97,11486.4,0.69,3575.19,7369.83,1\\r\\n24324,1403,38,Male,0,self_employed,334,2,2077,0,6675.19,7000.95,6320.68,8811.1,4410.83,5305.8,4719.84,3919.24,7076.98,5997.39,0\\r\\n24325,608,60,Female,0,self_employed,334,2,141,4,1888.67,1597.49,1614.22,1313.04,291.79,0.6,0.6,0.6,1647.69,1597.49,0\\r\\n24326,5995,55,Female,0,self_employed,1020,2,47,196,5905.1,5905.1,6061.78,6291.3,0.03,0.03,0.03,428.6,5905.1,5946.57,0\\r\\n24327,181,42,Male,,salaried,1135,3,1521,115,1438.59,1438.59,1438.59,1270.87,0.31,0.31,0.31,0.31,1438.59,1438.59,0\\r\\n24329,2972,52,Female,0,self_employed,834,1,219,54,2961.3,2961.3,2761.91,2428.63,0.31,579.71,0.31,73.46,2961.3,2873.19,0\\r\\n24330,7370,24,Male,0,self_employed,1020,1,1,9,3132.03,573.69,4701.31,2482.06,38926.03,454.6,15423.18,407.28,12812.17,640.25,0\\r\\n24331,6139,47,Male,0,,996,3,107,14,1884.31,3431.94,4445.79,5185.06,1027.59,1050.99,2338.99,3104.54,2375.53,5374.35,1\\r\\n24332,4378,26,Female,0,salaried,146,2,41,,3200.28,2900.28,3661.41,8511.22,0.63,0.63,0.63,0.63,3042.64,2718.71,0\\r\\n24333,2256,65,Female,0,retired,146,3,2829,145,2425.12,2136.41,2871.96,3511.35,0.39,0.39,0.39,2071.81,2343.62,2416.97,0\\r\\n24334,4749,37,Male,1,self_employed,1020,2,5,24,21144.87,20186.59,23462.17,23366.05,4814.61,4814.61,2925.73,3076.02,22471.16,23018.82,0\\r\\n24335,2139,34,Female,0,salaried,1020,2,145,3,6826.72,8470.8,7270.85,7039.23,3042.63,0.43,4988.04,659.47,6859.57,7605.04,0\\r\\n24336,2690,37,Female,0,self_employed,635,2,773,21,1320.24,463.1,1586.14,1882.28,857.51,0.37,0.37,1428.94,1113.34,1753.42,0\\r\\n24337,2986,68,Female,0,retired,1096,1,503,122,1453.41,1453.41,1768.01,11512.42,0.57,0.57,0.57,0.57,1453.41,1453.41,0\\r\\n24338,1719,86,Male,0,retired,1020,2,322,7,7081.35,1812.07,2236.03,1796.47,5269.86,0.57,0.57,0.57,3083.96,1812.07,0\\r\\n24339,2665,58,Female,0,self_employed,1020,2,356,3,3022.41,2892.69,2785.64,2195.67,128.86,266,0.29,0.29,2958,2771.95,0\\r\\n24340,1959,24,Female,0,student,1096,3,1347,19,2145.41,1861.76,1934.25,1613.98,286.24,971.96,0.53,668.08,2056.74,2307.04,0\\r\\n24341,1617,24,Female,0,student,15,2,306,308,5686.15,5686.15,5686.15,5651.33,0.41,0.41,0.41,0.41,5686.15,5686.15,0\\r\\n24343,3208,23,Male,0,student,1271,2,101,11,10022.66,37.84,1669.06,122.53,23215.47,1429.23,13230.66,1429.23,4747.16,176.09,0\\r\\n24344,3098,27,Male,0,self_employed,545,3,784,,418.08,2662.52,3706.44,6092.5,0.14,0.14,0.14,0.14,1498.57,4087.55,1\\r\\n24345,1309,8,Male,0,student,334,2,24,,2617.37,2617.37,2617.37,2600.79,0.03,0.03,0.03,0.03,2617.37,2617.37,0\\r\\n24346,1285,72,Male,0,retired,1635,3,961,48,1198.61,8341.47,3572.37,3101.71,0.44,8149.17,7143.3,0.44,1198.61,5583.81,1\\r\\n24347,585,69,Male,,self_employed,1647,2,1400,326,6065.59,6065.59,6065.59,6027.47,0.69,0.69,0.69,0.69,6065.59,6065.59,0\\r\\n24348,276,27,Female,0,salaried,334,1,141,17,5806.16,4848.45,3171.37,1867.71,8.22,0.2,202.2,772.68,4806.47,2892.69,0\\r\\n24349,1763,36,Female,0,self_employed,409,2,711,21,1384.3,2270.01,1668.45,1972.01,153400.26,543.11,154285.97,0.26,1654.25,2217.48,0\\r\\n24350,2645,70,Male,0,retired,904,2,1112,26,3342.02,3342.02,3364.94,3175.2,314.36,357.21,300.07,157.21,3486.36,3266.91,0\\r\\n24351,1764,13,Female,0,student,146,2,9,221,1500.05,1500.05,1500.05,1491.2,0.67,0.67,0.67,0.67,1500.05,1500.05,0\\r\\n24352,2609,55,Female,0,self_employed,1084,2,258,49,9565.53,11564,10921.89,11161.52,0.66,1286.37,1361.09,785.63,10201.89,11714.8,0\\r\\n24353,2141,59,Male,2,salaried,452,2,637,83,24595.39,25882.96,26002.41,18714.42,0.63,0.63,573.91,479.61,25596.29,26058.21,0\\r\\n24354,1925,39,Female,0,salaried,146,2,446,,3531.45,3531.45,3531.45,3671.44,0.41,0.41,0.41,0.41,3531.45,3531.45,0\\r\\n24355,536,21,Female,0,student,1096,3,26,21,3157.87,2143.59,2671.17,2428.59,3600.03,0.03,2585.74,714.31,3004.67,2408.56,0\\r\\n24358,1909,31,Male,0,self_employed,1459,3,949,6,1040.82,1913.07,1847.29,1539.32,783.41,629.49,1992.98,615.1,1125.2,2068.61,0\\r\\n24359,1993,57,Male,2,salaried,1020,2,239,197,4256.28,4421.14,4519.85,5243.55,0.56,0.56,93.99,50.05,4395.94,4512.35,0\\r\\n24360,1075,18,Male,0,student,666,2,87,14,301.44,3672.87,3270.17,5389.08,1271.44,0.01,4714.3,0.01,2554.64,3663.65,1\\r\\n24361,1137,43,Male,2,salaried,146,2,2377,30,5375.71,10377.76,8177.57,2135.24,0.04,8285.76,1985.76,1425.65,3281.21,5532.54,0\\r\\n24362,435,51,Female,0,self_employed,834,2,14,7,2029.13,4588.18,4018.35,6338.93,1.03,861.63,3093.1,769.41,1941.33,4081.66,1\\r\\n24363,5142,52,Male,0,salaried,1096,3,129,3,2540.42,2568.59,2527.57,2339.76,501.36,0.46,523.25,75.31,2456.86,2566.31,0\\r\\n24364,467,66,Female,,self_employed,241,2,62,,11529.61,11529.61,11532.3,11463.67,0.31,0.31,0.31,7.46,11529.61,11530.54,0\\r\\n24365,1862,27,Female,0,student,1096,3,294,20,1237.97,3516.97,2065.01,1664.06,726.86,1439.17,3004.62,4.42,1383.58,2686.38,0\\r\\n24366,2209,65,Female,0,self_employed,122,3,866,103,2427.81,2427.81,2427.81,2166.95,0.07,0.07,0.07,0.07,2427.81,2427.81,0\\r\\n24367,748,31,Male,0,self_employed,1517,2,3205,94,108.12,1336.39,2031.15,6291.59,0.41,0.41,1525.24,0.41,1116.51,1336.39,1\\r\\n24368,2121,34,Male,0,salaried,1033,2,344,284,576.51,2290.8,1827.75,2357.79,0.4,0.4,1743.26,64.69,785.87,2340.67,1\\r\\n24369,2358,71,Male,0,retired,15,2,1676,10,2400.96,2815.9,6909.89,8068.45,207.79,2946.21,625.13,2672.07,2368.01,3500.49,1\\r\\n24370,4758,51,Male,0,self_employed,762,3,195,,1950.41,2236.12,2232.84,2221.87,0.63,0.63,572.06,0.63,2226.27,2236.12,0\\r\\n24371,1027,41,Female,2,self_employed,,3,1796,104,6285.17,5036.77,4329.29,2060.28,0.66,0.66,4.94,179.83,5844.57,3789.18,0\\r\\n24372,4185,90,Female,0,self_employed,1085,1,135,140,1481.65,1481.65,1481.65,1554.88,0.11,0.11,0.11,0.11,1481.65,1481.65,0\\r\\n24373,4196,70,Female,0,self_employed,1525,3,146,116,1138.35,1138.35,2013.92,2453.34,0.14,0.14,0.14,1428.71,1138.35,2336.5,0\\r\\n24374,2190,62,Female,0,self_employed,361,2,1842,31,4338.82,4644.95,4250.46,3484.09,0.6,21901.39,382.03,22143.46,4429.34,4458.07,0\\r\\n24375,926,76,Female,0,self_employed,447,3,989,324,5198.55,5198.55,5198.55,5168.04,0.36,0.36,0.36,0.36,5198.55,5198.55,0\\r\\n24376,769,72,Female,,self_employed,1020,3,114,110,9554.93,9588.8,9578.78,8888.55,0.01,0.01,35.7,0.01,9560.08,9588.8,0\\r\\n24377,309,46,Female,2,self_employed,52,2,3988,13,5432.8,8733.21,10963.01,20253.82,8214.6,0.31,11514.6,0.31,7496.35,12742.43,0\\r\\n24378,659,32,Male,2,self_employed,1111,2,1592,6,4516.5,5332.36,5430.53,5318.9,335.99,393.13,1151.84,424.46,5160.6,5278.92,0\\r\\n24379,2285,56,Female,0,salaried,1232,3,359,55,1905.09,3360.07,5002.16,2740.2,0.54,714.83,2929.11,1786.26,3462.2,4123.75,1\\r\\n24380,2765,70,Female,0,self_employed,1240,2,1549,40,4882.98,3953.51,2631.31,3271.93,0.17,3345.85,357.31,371.6,3738.06,2225.71,0\\r\\n24381,1331,66,Male,0,self_employed,264,3,2635,6,1311.05,1591.07,2899.07,5837.33,2357.83,1786.4,2642.9,611.43,1477.94,394.26,0\\r\\n24382,2599,65,Male,0,salaried,1020,2,567,117,11909.7,10938.27,22290.32,64014.25,0.47,0.47,0.47,0.47,11838.76,15546.56,0\\r\\n24383,4522,60,Male,0,self_employed,,2,61,14,4470.72,2477.86,2514.07,2144.69,1714.91,0.63,7.77,0.63,3792.89,2474.17,0\\r\\n24384,1125,34,Female,0,salaried,531,2,590,61,665.63,665.63,2194.05,4858.05,0.46,0.46,0.46,0.46,665.63,1495.12,1\\r\\n24385,1617,23,Female,0,student,146,1,9,0,7036.96,7999.89,8457.97,889.62,13.48,26.64,920.04,2078.49,7313.3,8979.28,0\\r\\n24386,646,40,Female,,self_employed,11,2,121,100,2686.5,2686.5,2909.98,3559.47,0.21,0.21,0.21,714.5,2686.5,2575.9,1\\r\\n24388,578,90,,,self_employed,1538,3,2336,,58168.91,58168.91,58168.91,57800.41,0.41,0.41,0.41,0.41,58168.91,58168.91,0\\r\\n24389,2145,34,Male,0,salaried,1232,2,1811,5,2533.22,4249.79,3798.9,3969.21,0.84,0.43,2031.76,428.8,3427.51,3956.46,0\\r\\n24390,2392,90,,0,self_employed,1271,1,101,138,12911.4,12911.4,15316.93,19978.21,0.46,0.46,0.46,7143.31,12911.4,12911.4,0\\r\\n24391,350,20,Male,,self_employed,1644,2,210,9,497.8,18296.51,13629.5,16761.08,71.56,1428.7,16428.7,0.13,6046.62,17973.93,1\\r\\n24392,2047,49,Male,0,salaried,1096,1,273,17,3802.8,1814.61,2118.9,2267.36,3929.07,7.64,2141.72,963.17,3273.76,1615.38,0\\r\\n24393,4153,67,Male,2,self_employed,1096,3,1001,24,1902.62,1864.76,2063.15,4905.85,771.69,0.26,0.26,0.26,1796.88,1865.38,0\\r\\n24394,2480,27,Female,0,student,409,1,120,27,31361.5,30718.64,30711.25,28296.87,642.93,642.93,0.07,0.07,31339.33,30718.64,0\\r\\n24396,1339,43,Male,1,self_employed,834,2,2058,26,1273.17,2097.5,1844.56,1974.34,1766.4,781.1,700.22,173.06,1993.94,1763.87,0\\r\\n24397,2520,53,Male,0,self_employed,531,2,153,209,149.42,296.11,4237.83,222.94,0.66,0.66,143.51,2143.51,346.8,2794.57,1\\r\\n24398,675,32,Female,0,salaried,,2,212,17,4958.08,2129.08,4006.71,6187.57,8571.9,31429.04,5786.19,18614.76,4881.88,2170.83,0\\r\\n24400,4918,60,Female,0,self_employed,337,1,248,6,3986.38,2307.12,2935.8,2857.12,3357.17,0.03,253.79,512.37,3208.03,2785.31,0\\r\\n24401,3954,52,Male,0,self_employed,578,3,264,192,1492.34,1349.48,1567.43,2100.26,0.39,0.39,1143.24,386.1,1605.64,1465.15,0\\r\\n24402,4977,66,Male,0,salaried,1494,2,1701,283,1402.46,1402.46,1574.5,1677.6,0.63,0.63,0.63,286.34,1402.46,1632.87,0\\r\\n24403,4242,57,Female,0,self_employed,1111,3,1592,70,2593.85,2322.42,2221.78,2734.04,0.51,0.51,0.51,0.51,2528.34,2261.13,0\\r\\n24404,1906,65,Female,0,self_employed,1020,2,12,87,4034.92,4311.26,4435.71,4353.73,0.27,0.27,271.7,271.7,4216.98,4521.39,0\\r\\n24405,4385,51,Male,2,salaried,1111,3,2845,53,2431.48,3514.27,2100.67,3071.69,0.1,4142.96,1113.77,1099.49,2772.43,3144.44,1\\r\\n24406,1160,69,Male,0,retired,745,2,1903,4,4351.17,4184.25,4204.84,6171.47,74.53,0.27,0.27,0.27,4215.38,4194.71,0\\r\\n24407,1663,51,Male,0,self_employed,617,3,1435,49,9206.96,9206.96,8550.49,1670.42,0.11,91.54,0.11,91.54,9206.96,9209.91,0\\r\\n24408,5997,75,Male,0,self_employed,363,3,9,3,788.2,3222.38,2245.88,1456.11,242.21,3223.06,652.49,1184.57,1318.92,3476.82,0\\r\\n24409,1319,41,Male,2,salaried,409,3,571,20,2177.69,2999.99,2770.04,3953.77,152.09,152.09,1088.67,289.27,2168.8,3026.54,0\\r\\n24410,2459,35,Female,0,self_employed,146,2,545,,1693.9,1693.9,1693.9,1683.17,0.09,0.09,0.09,0.09,1693.9,1693.9,0\\r\\n24411,1076,61,Female,0,salaried,409,2,922,157,2333.98,2333.98,2418.9,4191.96,0.24,0.24,0.24,285.96,2333.98,2338.59,0\\r\\n24412,1712,43,Male,0,salaried,834,2,2058,188,3273.6,3282.89,3419.63,5327.58,0.01,0.01,9.3,292.53,3273.6,3302.22,0\\r\\n24413,2217,36,Female,0,self_employed,146,3,1748,16,5059.84,4688.15,2208.91,150.53,662.4,2611.01,5145.59,4636.49,3192.8,2858.19,0\\r\\n24414,2487,20,Female,0,student,241,3,62,40,3729.22,3729.22,3725.52,4823.42,0.14,714.43,0.14,715.86,3729.22,3730.3,0\\r\\n24415,1315,64,Female,0,retired,318,3,1314,40,1800.82,1800.82,1984.93,1422.15,0.7,2432.77,0.7,2529.99,1800.82,2271.6,1\\r\\n24416,282,34,Male,,self_employed,1020,2,143,0,11025.36,10061.07,9170.08,5715.62,964.93,964.93,0.64,0.64,10094.32,9190.1,0\\r\\n24417,3002,61,Male,0,salaried,1381,2,790,7,2534.47,2422.79,1886.07,1870.05,4309.34,21.61,4289.44,349.02,2567.31,1361.65,0\\r\\n24418,2640,19,Female,0,student,,2,865,21,1624.9,1553.47,1603.79,2948.99,71.5,71.5,0.07,71.5,1607.66,1578.82,0\\r\\n24419,2051,80,Male,0,retired,743,2,1522,80,1641.33,1784.18,1740.17,1488.88,0.69,0.69,286.4,286.4,1707.83,1894.78,0\\r\\n24420,2215,52,Female,0,self_employed,1020,3,356,,3062.82,3277.11,3541.87,4045.4,0.44,0.44,214.73,0.44,3195.82,3438.4,0\\r\\n24421,5484,73,Male,0,self_employed,623,2,45,,2400.81,2400.81,2400.81,2413.89,0.04,0.04,0.04,0.04,2400.81,2400.81,0\\r\\n24422,700,27,Female,0,self_employed,1096,2,1360,330,18586.67,18586.67,18586.67,20120.47,0.16,0.16,0.16,0.16,18586.67,18586.67,0\\r\\n24423,2193,58,Male,0,self_employed,1020,3,455,6,3210.62,3599.51,3571.23,926.58,141.71,0.29,530.6,0.29,3466.93,3599.51,1\\r\\n24424,2023,39,Male,0,salaried,904,3,722,258,2768.68,2837.39,2877.85,3064.52,0.33,0.33,0.33,0.33,2812.86,2875.89,0\\r\\n24425,893,36,Male,1,self_employed,1181,3,2532,25,8743.89,8199.73,8311.66,6878.15,714.89,572.03,286.31,156.31,8670.94,8089.08,0\\r\\n24426,860,34,Male,0,salaried,146,2,1226,18,509.04,1800.75,1462.28,2155.64,571.71,1171.71,1424.98,1590.35,527.02,1980.62,1\\r\\n24427,2110,70,Male,0,retired,834,2,460,112,1984.15,1984.15,1984.15,1670.15,0.1,0.1,0.1,0.1,1984.15,1984.15,0\\r\\n24428,2859,27,Male,0,student,169,1,275,119,1605.22,1605.22,1605.22,1501.88,0.17,0.17,0.17,0.17,1605.22,1605.22,0\\r\\n24429,1304,56,Male,3,self_employed,1271,2,379,11,11533.34,104.76,1683.6,1041.26,11429,0.43,0.43,0.43,4833.83,104.76,0\\r\\n24431,2972,36,Male,0,self_employed,656,2,653,10,11164.45,2691.65,4427.55,2826.43,40049.59,5605.26,14286.03,769.21,7792.38,3086.06,0\\r\\n24432,639,8,Male,,self_employed,386,2,2827,52,2134.5,2120.22,3804.04,7894.6,0.14,1571.57,0.14,0.14,2125.14,1756.62,0\\r\\n24433,264,39,Female,,self_employed,623,3,1021,,1554.39,1554.39,1554.39,1559.95,0.66,0.66,0.66,0.66,1554.39,1554.39,0\\r\\n24434,1088,44,Female,0,self_employed,1589,3,1714,28,7035.49,2664.39,4071.18,2650.63,4371.16,0.06,0.06,0.06,6884.76,2664.39,0\\r\\n24435,2180,51,Female,0,self_employed,623,2,642,16,3661.93,3663.55,3025.12,1898.8,367.01,1241.94,357.7,0.56,3749.79,2779.26,0\\r\\n24436,2201,48,Male,0,salaried,146,1,1753,6,42692.46,43297.24,43582.4,46053.43,296.83,0.23,0.23,0.23,42774.44,43555.84,0\\r\\n24437,1047,31,Male,0,salaried,759,3,2949,7,8258.44,8293.51,8226.74,6922.95,286.09,257.51,249.73,249.73,8156.07,8233.94,0\\r\\n24438,3186,41,Male,0,self_employed,1219,2,274,,5789.5,5784.17,5788.58,5759.1,0.17,0.17,0.17,7.31,5787.6,5789.01,0\\r\\n24439,2274,62,Male,0,self_employed,1076,3,64,,3078.67,3060.26,3073.09,1669.18,0.29,0.29,400.29,400.29,3048.66,3105.42,0\\r\\n24440,4772,37,Female,0,self_employed,409,1,1672,14,5715.9,1722.32,2018.02,4066.55,4286.09,1071.8,24.65,0.37,3501.12,1618.64,0\\r\\n24441,1322,30,Male,1,salaried,409,2,120,21,4049.61,4049.61,4156.05,3759.47,314.63,320.34,314.63,248.91,4307.74,4089.15,0\\r\\n24443,1553,68,Male,0,retired,50,3,56,154,2726.1,2883.11,2833.5,2774.08,0.41,0.41,158.03,0.41,2844.26,2872.29,0\\r\\n24444,1644,40,Female,0,self_employed,1420,2,907,269,2924.92,2924.92,3078.3,4198.07,0.07,0.07,0.07,0.07,2924.92,2924.92,0\\r\\n24445,1686,32,Female,0,self_employed,15,2,300,24,7054.74,7128.46,6545.04,2139.79,24.53,24.59,1797.66,2.9,6900.42,7075.14,0\\r\\n24446,1156,52,Female,0,self_employed,1640,2,363,122,64688.78,87554.49,84821.61,81443.04,0.67,0.67,22866.39,0.67,76515.28,87548.62,1\\r\\n24447,4395,43,Male,0,self_employed,1477,2,2539,11,14731.93,13855.05,11350.07,9695.56,1428.94,8572.82,502.57,1851.56,14216.77,12663.13,0\\r\\n24448,1619,51,Female,0,self_employed,1096,1,273,70,731.49,1197.55,1838.19,87.12,0.61,0.61,466.67,12083.81,802.02,1271.85,1\\r\\n24449,1984,45,Male,2,self_employed,621,3,1921,54,2076.89,3513.55,2642.96,1019.69,0.24,1428.81,585.96,71.67,2408.68,3324.61,0\\r\\n24450,691,20,Female,0,student,333,2,201,341,5234.9,5394.9,5476.73,6104.32,0.39,0.39,301.81,374.59,5258.15,5446.76,0\\r\\n24451,3583,76,Female,0,self_employed,1096,3,585,0,3068.4,3139.83,2846.21,1107.13,2071.53,600.1,714.39,0.1,3415.69,2752.73,1\\r\\n24452,2149,55,Male,0,salaried,623,3,1625,98,484.02,484.02,3045.47,5930.27,0.17,0.17,0.17,0.17,484.02,484.02,1\\r\\n24453,1686,33,Male,1,self_employed,1020,3,13,6,1675.74,1653.6,1839.64,2506.61,22.2,0.06,0.06,418.87,1658.18,1874.04,1\\r\\n24454,913,35,Male,0,salaried,649,2,554,21,4756.12,6714.53,6376.23,5227.75,434.36,927.51,2511.89,1300.66,5855.74,6847.24,0\\r\\n24455,2244,38,Male,0,self_employed,283,2,2173,11,525.78,1553,1649,1445.91,1143.43,0.57,2190.08,293.43,1013.6,1689.81,1\\r\\n24456,3042,64,Female,0,salaried,1020,2,542,97,3567.32,3924.46,4097.2,2169,0.37,0.37,714.66,143.23,3813.63,3961.33,1\\r\\n24457,2205,48,Female,0,self_employed,1463,2,387,37,1526.44,8661.44,5258.78,4114.91,0.3,8495.9,7143.16,14.19,4972.82,8240.81,1\\r\\n24459,1829,45,Male,0,self_employed,1459,3,949,84,1876.12,2653.84,2469.78,144.77,0.09,0.09,1357.23,628.66,2195.93,2764.9,1\\r\\n24460,1801,53,Male,0,self_employed,409,2,1409,5,4290.53,8440.53,7648.21,6175.89,600.51,600.51,4714.8,0.51,7479.94,8039.84,1\\r\\n24461,5789,72,Female,0,salaried,334,1,4,0,15082.16,7865.51,65309.46,132600.92,29658.51,1025.42,20417.71,14286.16,11129.49,30722.03,0\\r\\n24462,3199,55,Female,0,self_employed,623,2,45,3,39.4,25.93,2736.41,853.07,1457.41,0.27,1443.13,0.27,8157.18,25.93,0\\r\\n24463,1949,53,Female,0,self_employed,1232,3,1794,,1620.78,1620.78,1620.78,1610.51,0.17,0.17,0.17,0.17,1620.78,1620.78,0\\r\\n24464,5084,69,Male,0,retired,1020,3,13,120,1973.48,2188.68,2192.98,1183.54,0.59,0.59,0.59,0.59,1973.48,2188.68,0\\r\\n24465,1256,46,Male,0,self_employed,1255,1,2465,121,17441.26,17044.79,20812.84,30307.63,0.1,0.1,142.96,1071.53,17282.13,17856.31,0\\r\\n24466,1962,38,Female,0,self_employed,878,2,302,27,8504.3,7790.01,8180.08,8454.83,714.96,0.67,0.67,0.67,8499.37,7790.01,0\\r\\n24467,1385,37,Male,0,self_employed,1509,3,2663,279,3449.46,3463.74,3434.13,3465.33,0.11,0.11,0.11,14.4,3463.25,3443.19,0\\r\\n24468,2019,41,Female,0,self_employed,15,3,1086,40,7599.06,7713.5,6414.13,4103.08,0.31,2368.21,114.76,0.31,7634.58,6262.21,0\\r\\n24469,6323,57,Male,0,salaried,15,2,6,131,10267.28,10239.54,10226.3,10518.62,0.5,0.5,0.5,0.5,10245.21,10233.63,1\\r\\n24471,2231,35,Female,0,salaried,409,2,3,20,1672.81,1315.67,1494.53,1703.08,357.64,357.64,0.5,874.79,1574.29,1306.91,0\\r\\n24472,1381,6,Male,0,student,241,3,1768,76,1451.16,1451.16,1440.4,1325.28,0.54,0.54,0.54,0.54,1451.16,1451.16,0\\r\\n24473,1348,32,Male,0,self_employed,621,3,2378,315,9906.56,9935.13,9945.8,9960.97,0.41,0.41,0.41,0.41,9920.35,9946.12,0\\r\\n24474,2180,56,Female,0,self_employed,822,2,1512,24,4493.08,4421.65,7973.23,4467.08,143.2,143.2,71.77,9586.06,4520.17,12433.63,0\\r\\n24475,5296,47,Female,0,self_employed,1020,2,86,17,3107.17,2470.77,3628.82,4668.87,570.49,1601.7,0.51,2873.37,3040.36,4216.37,0\\r\\n24476,5044,49,Male,0,salaried,1439,3,74,4,3310.4,3253.25,3481.67,3534.53,500.53,0.53,443.39,357.67,3138.97,3465.24,0\\r\\n24477,4057,90,Male,0,self_employed,1084,1,540,28,8051.57,14229.25,6653.86,2337.06,8572.06,6660.63,17111.06,508.79,8261.1,7634.23,0\\r\\n24478,230,33,Male,,self_employed,,3,2391,7,3845.12,3559.9,3764.26,1204.21,886.28,1316.49,605.47,1223.89,4012.02,3760.53,0\\r\\n24479,604,37,Female,1,self_employed,1271,3,379,7,155.02,1227.26,2693.7,1158.5,16429.23,8143.51,1786.37,7857.8,1990.64,4227.26,1\\r\\n24480,5088,42,Male,0,self_employed,224,3,1715,7,18217.65,7494.62,8795.67,380.87,12447.96,19285.81,1722.85,12120.81,11835.11,14210.35,0\\r\\n24481,5400,59,Male,1,self_employed,1096,1,26,30,3825.59,1328.64,1896.77,1034.37,0.53,1830.99,0.53,7807.66,3504.07,1443.51,0\\r\\n24483,3969,40,Female,0,self_employed,409,2,153,0,3731.29,3896.68,3453.06,3908.76,357.83,386.4,523.21,2212.69,3500.96,4149.55,0\\r\\n24484,2314,27,Male,0,self_employed,1385,3,1847,31,118.43,333.53,2586.2,2019.28,0.59,2489.16,29.16,3516.81,151.96,310.88,1\\r\\n24485,2574,43,Female,0,self_employed,,2,848,29,3665.38,3679.66,2675.79,849.61,0.53,1544.94,0.53,0.53,3674.74,2194.03,0\\r\\n24486,1842,54,Female,0,salaried,318,2,107,19,6577.73,6370.51,6422.85,6035.7,499.01,357.21,291.79,285.79,6696,6329.04,0\\r\\n24487,1923,44,Male,0,self_employed,1096,2,1374,28,34064.78,18784.07,13710.47,937,207.6,707.6,6.89,504.67,28920.22,8238.66,0\\r\\n24488,1335,41,Male,2,self_employed,334,1,24,14,74169.46,118879.7,110293.93,7470.25,1.33,32146.07,38792.71,99707.32,83297.14,151483.52,0\\r\\n24489,908,60,Male,0,salaried,637,3,224,181,4933.03,7075.89,7203.07,8627.84,0.07,0.07,2142.93,0.07,6203.97,7075.89,0\\r\\n24490,3457,48,Male,2,self_employed,388,1,130,70,3383.54,6585.84,5672.11,9653.92,0.46,0.46,3173.67,357.6,4320.86,6638.49,0\\r\\n24491,1538,42,Male,0,salaried,1540,3,1538,6,806.42,1207.57,1530.99,733.73,571.59,0.16,857.3,1285.87,1145.57,1477.15,0\\r\\n24492,3810,29,Male,0,salaried,491,1,279,209,19254.23,18968.52,18921.8,17977.96,0.5,0.5,0.5,0.5,19224.68,18922.44,0\\r\\n24493,3336,43,Female,0,self_employed,1020,2,145,0,10938.11,10023.71,9794.18,6738.02,1071.46,600.03,152.23,7.94,10530.85,9599.82,0\\r\\n24494,5172,53,Male,0,self_employed,1096,1,134,35,26209.71,40971.17,53446.31,46226.06,0.47,232951.74,3602.94,229730.66,32646.95,81835,0\\r\\n24495,2403,56,Female,0,self_employed,1271,1,379,0,1398.5,8219.93,3842.03,1856.11,11071.96,17192.6,14324.81,17415.6,5393.28,3768.61,0\\r\\n24496,5023,40,Male,0,self_employed,1096,3,89,52,2099.96,2847.47,3164.86,5682.44,0.29,0.78,724.76,754.11,2534.74,3094.3,0\\r\\n24497,183,62,Male,2,retired,1410,3,4121,33,11065.58,11180.42,5023.13,1642,0.4,19800.4,123.23,10023.23,11077.85,2573.69,0\\r\\n24498,2385,49,Male,0,salaried,491,3,578,0,3826.8,3796.54,2502.12,2154.27,1935.17,2241.71,1429.06,2283.19,2876.91,2589.04,0\\r\\n24499,2017,27,Male,0,self_employed,623,1,696,4,6720.98,5200.09,5263.99,4307.83,1657.37,0.23,0.23,0.23,5614.87,5220.9,0\\r\\n24500,1652,61,Female,0,self_employed,412,2,2274,147,13251.71,13259.66,13076.74,10946.76,0.04,0.04,685.76,283.53,13284.04,13063.77,0\\r\\n24501,1409,34,Female,0,salaried,409,3,2055,271,10382.73,10468.44,10440.85,10677.77,0.49,0.49,171.91,0.49,10385.68,10468.44,0\\r\\n24502,2781,25,Male,0,self_employed,61,2,856,10,4570.97,4861.42,4499.03,6458.82,531.77,820.56,627.44,679.58,4658.8,4396.21,0\\r\\n24503,2609,60,Male,0,self_employed,1020,2,15,290,2625.46,2625.46,2663.4,2879.49,0.56,0.56,0.56,0.56,2625.46,2625.46,0\\r\\n24504,4654,37,Male,0,salaried,1020,1,5,38,4524.43,4866.38,6839.52,663.25,0.29,12184.11,1675.29,21428.86,4802.14,9088.86,1\\r\\n24505,2415,53,Female,0,self_employed,1020,1,2,297,7194.23,7472.19,7702.57,10463.18,0.07,0.07,142.93,0.07,7422.65,7652.76,0\\r\\n24506,2267,30,Male,0,salaried,1232,2,29,30,434.17,1036.09,2286.26,4266.35,0.31,1049.71,673.4,2259.98,973.28,2161.33,1\\r\\n24507,2307,38,Male,0,self_employed,508,2,1633,6,13020.35,4980.59,5722.06,3485.69,10700.56,4714.84,2645.59,3931.3,6877.29,2911.09,0\\r\\n24508,3497,23,Male,0,student,1020,1,145,25,25312.35,24771.42,10053.9,518.5,667.56,7390.11,130.91,38.52,25302.16,3950.65,1\\r\\n24509,571,41,Female,,self_employed,315,3,1891,122,2109.16,2109.16,2467.84,2467.75,0.64,0.64,0.64,357.79,2109.16,2201.33,0\\r\\n24510,4490,36,Male,0,salaried,15,1,6,6,226.23,126.83,2961.29,1703.68,35027.74,0.17,35485.89,11631.34,1358.54,457.56,0\\r\\n24511,465,58,Male,0,salaried,146,3,3790,5,10066.67,5362.53,6528.64,9120.96,10257.23,3185.8,4745.84,9317.27,7586.29,3853.02,0\\r\\n24512,3208,36,Male,0,self_employed,1050,3,810,42,3070.28,3496.37,1844.04,625.35,0.33,3005.77,857.47,0.33,3098.64,1845.16,0\\r\\n24513,1621,13,Female,0,student,479,3,234,145,2620.07,2620.07,2620.07,2326.56,0.11,0.11,0.11,0.11,2620.07,2620.07,0\\r\\n24514,1907,40,Female,0,self_employed,491,3,93,11,4388.1,4157.29,4028.91,10530.63,256.83,257.14,26.02,26.05,4252.8,4030.56,0\\r\\n24515,1491,64,Male,0,self_employed,834,3,1404,248,1453.51,1453.51,1450.29,1431.08,0.69,0.69,0.69,0.69,1453.51,1450.33,0\\r\\n24516,2641,16,Female,0,student,551,2,550,70,2707.49,2707.49,2277.38,703.39,0.36,0.36,0.36,0.36,2707.49,2707.49,0\\r\\n24517,1909,48,Male,0,salaried,,3,1885,135,297.54,1726.09,1529.05,1133.24,0.61,0.61,0.61,0.61,1134.97,1726.09,1\\r\\n24518,4801,82,Male,0,retired,834,3,2754,27,2792.71,2309.37,3612.15,1102.06,500.3,6815.68,0.3,11209.88,2765.69,3771.54,0\\r\\n24519,1227,33,Male,0,self_employed,931,2,1594,5,5458.74,4030.17,3767.45,4014.68,2857.19,0.04,1428.61,0.04,3242,4030.17,0\\r\\n24520,1504,38,Female,0,self_employed,834,3,1927,13,8750.9,5694.7,6179.15,4510.34,3571.84,571.84,519.43,258,7447.97,5734.34,1\\r\\n24521,3305,46,Female,0,salaried,1020,2,141,3,6397.68,5707.07,3514.49,3102.19,8428.4,7610.34,37334.98,574.22,4473.02,3155.33,0\\r\\n24522,4007,72,Male,0,self_employed,334,1,2404,0,9703.15,8481.84,8980.09,10345.95,950.4,856.34,88.11,56.3,9227.86,8427.76,0\\r\\n24523,2442,46,Female,0,salaried,1494,2,388,,2651.01,2651.01,2651.01,2982.55,0.39,0.39,0.39,0.39,2651.01,2651.01,0\\r\\n24524,4293,75,Male,0,retired,15,2,1285,6,2174.97,2486.69,2599.13,3533.07,571.5,357.21,883.22,726.89,2435.5,2276.31,0\\r\\n24525,1534,64,Female,0,self_employed,1636,2,375,13,40672.11,4317.78,12375.88,2097.28,36354.6,2173.13,0.27,0.27,31691.61,3280.06,0\\r\\n24526,2125,55,Female,0,self_employed,259,2,771,38,3132.37,3129.09,2586.92,4881.98,0.66,521.3,0.66,0.66,3129.55,2723.99,0\\r\\n24527,5553,59,Female,0,self_employed,1020,1,1,18,663.39,239.1,24156.59,5781.57,714.87,138629.16,290.59,163.44,651.66,4684.63,0\\r\\n24528,1151,40,Male,0,salaried,1570,3,1510,17,1829,1915.01,1606.41,746.22,264.99,693.56,593.85,0.7,1940.86,1756.02,0\\r\\n24529,532,33,Male,0,self_employed,1643,2,2113,30,5642.71,5642.71,5592.85,3791.09,0.1,7.24,0.1,571.53,5642.71,5671.92,0\\r\\n24530,2861,71,Male,0,retired,1232,3,539,40,2176.06,2604.63,2409.15,2211.11,0.11,552.19,428.69,285.83,2456.85,2462.07,0\\r\\n24531,2761,62,Female,2,self_employed,1381,2,790,85,5967.5,6253.22,6227.83,6974.36,0.39,0.39,286.1,0.39,6213.81,6253.22,0\\r\\n24532,3962,33,Male,0,salaried,1232,2,325,293,9550.16,671.97,3049.43,197.35,0.16,0.16,1579.11,67.79,7730.19,685.11,0\\r\\n24533,261,48,Female,,self_employed,1541,3,1781,273,7884.76,7884.76,7884.76,7851.24,0.63,0.63,0.63,0.63,7884.76,7884.76,0\\r\\n24534,1931,82,Male,0,self_employed,61,2,115,14,471.25,1115.32,3379.83,9547.12,2143.43,4286.29,6313.71,6214.86,708.87,1978.23,0\\r\\n24535,368,55,Male,,self_employed,1154,2,1094,103,159.93,800.39,3932.37,9046.46,0.04,0.04,1000.04,428.61,506.97,1047.62,1\\r\\n24536,754,39,Female,2,self_employed,1271,1,101,20,84.78,84.78,4609.05,11367.67,2857.34,6428.77,1428.77,6428.77,774.44,3195.67,1\\r\\n24537,739,22,Female,,student,334,2,674,19,2384.97,2213.55,2077.79,4172.7,171.99,1964.84,0.56,4286.27,2325.86,2478.52,0\\r\\n24538,2573,41,Female,0,self_employed,286,3,770,314,5135.74,5133.32,5132.47,5092.21,0.16,0.16,0.16,0.16,5134.32,5133.23,0\\r\\n24539,497,23,Male,,student,1540,3,3621,207,3397.09,3397.09,3234.55,3096.53,0.41,0.41,0.41,0.41,3397.09,3257.92,0\\r\\n24540,3128,54,Female,0,self_employed,1096,2,32,26,6557.51,8179.11,8193.62,7897.82,357.27,357.27,539.63,954.56,7089.93,8992.15,0\\r\\n24541,861,68,Female,0,self_employed,1096,2,319,,4128.92,4128.92,4128.92,4800.32,0.3,0.3,0.3,0.3,4128.92,4128.92,0\\r\\n24542,1085,32,Male,0,salaried,531,3,1672,27,10087.79,2216.36,4841.72,7331.25,7871.94,714.8,0.51,157.66,9544.93,1788.25,0\\r\\n24543,1019,36,Female,0,self_employed,500,2,397,186,6786.56,6922.28,6940.82,6939.71,0.69,0.69,243.54,43.54,6906.02,6951.31,0\\r\\n24544,397,56,Male,1,self_employed,1436,3,1125,28,6392.02,6495.79,6145.38,6767.16,21.46,967.81,110.94,99.89,6435.71,6327.27,0\\r\\n24545,1215,26,Female,0,student,572,2,189,11,14822.76,10034.84,5178.4,325.13,5015.86,9184.95,210.14,243.44,11940.71,2456.88,0\\r\\n24546,1577,29,Male,0,student,656,2,46,7,8711.86,7236.52,7604.57,3555.3,1475.99,0.66,0.66,0.66,8340.65,7236.52,1\\r\\n24547,1537,76,Female,0,salaried,834,2,593,46,5576.34,3281.19,9455.23,5144.77,0.64,868.06,3379.21,12660.52,6228.41,8149.21,1\\r\\n24548,2815,26,Female,0,salaried,409,2,139,47,1613.1,1731.03,1866.07,2314.64,0.33,71.76,58.26,150.47,1664.99,1829.11,0\\r\\n24549,706,83,Female,0,self_employed,15,1,6,4,7215.52,4313.69,4568,5198.36,2902.11,72.79,0.29,331.71,4814.01,4317.37,0\\r\\n24550,1946,76,Male,2,self_employed,1096,1,1401,18,6494.27,6137.13,6011.36,4722.97,357.56,357.56,0.41,0.41,6358.8,6010.4,0\\r\\n24551,887,44,Male,0,self_employed,1452,3,2735,94,1522.83,1522.83,1608.97,1052.91,0.27,0.27,0.27,0.27,1522.83,1688.72,0\\r\\n24552,4739,44,Male,1,salaried,1525,3,182,75,3431.87,4760.73,2817.96,3738.41,0.21,0.21,1471.54,1673.98,2654.27,3546.39,0\\r\\n24553,794,55,Female,,salaried,649,3,1125,23,1007.06,1847.89,2246.23,1870.64,1642.89,285.95,5700.03,3106.39,1770.54,2423.32,1\\r\\n24555,4437,63,Female,0,salaried,334,1,82,0,2233.17,1795.47,1791.37,1664.09,408.34,0.49,366.91,0.49,2242.8,1731.74,0\\r\\n24556,1513,66,Male,0,self_employed,1473,2,505,31,5985.61,5980.81,5457.91,3547.46,0.11,571.54,0.11,0.11,5983.54,5464.68,0\\r\\n24557,2940,66,Male,4,self_employed,1084,3,830,11,1622.29,1452.67,1678.95,2126.59,643.31,0.46,545.12,399.61,1525.36,1627.11,0\\r\\n24558,2251,7,Female,0,student,1096,3,1401,18,6569.46,2998.03,3736.95,1541.82,3571.86,0.43,0.43,0.43,5214.78,2998.03,0\\r\\n24559,2649,14,Male,0,student,38,3,861,,2354.81,2354.81,2354.81,2340.16,0.06,0.06,0.06,0.06,2354.81,2354.81,0\\r\\n24560,2782,42,Male,2,self_employed,1219,2,274,12,5005.09,5146.81,4100.49,396.61,5056.77,357.71,8557.71,1072,6261,5572.06,0\\r\\n24563,2020,29,Female,0,salaried,146,3,41,95,1773.19,3744.62,4418.36,1968.45,0.64,0.64,4257.79,286.36,3873.68,3798.08,0\\r\\n24564,1235,34,Male,0,self_employed,913,3,2750,4,1661.92,1226.2,1569.15,2302.59,478.83,93.11,28.83,543.11,1391.23,1317.91,0\\r\\n24565,3103,48,Male,0,self_employed,1020,2,355,35,754.16,2870.14,3896.72,3537.51,0.51,1429.09,2713.36,3929.09,1167.12,4791.53,1\\r\\n24566,892,37,Male,0,salaried,1020,2,288,23,10071.46,9847.13,5499.04,1923.38,337.59,8768.63,0.01,0.01,10021.07,5323.67,0\\r\\n24567,447,31,Male,0,self_employed,589,3,802,26,2050.94,2058.08,2149.73,2229.15,42.99,0.13,0.13,728.7,2080.74,2229.74,0\\r\\n24568,977,55,Female,0,self_employed,575,1,44,,300.79,3157.93,2731,8669.01,0.09,0.09,0.09,0.09,1877.15,3157.93,1\\r\\n24569,1165,5,Male,,student,572,3,189,209,367.38,367.38,1611.75,4634.39,0.47,0.47,0.47,0.47,367.38,367.53,1\\r\\n24570,2906,51,Female,0,self_employed,1096,2,225,11,4262.91,1515.22,3027.14,6320.02,3064.96,0.16,285.87,0.16,3546.28,1922.74,0\\r\\n24571,478,41,Female,0,salaried,146,3,3882,168,7066.09,6862.33,6635.39,2476.05,0.31,0.31,203.17,430.27,7301.5,6937.64,0\\r\\n24572,3042,36,Male,0,salaried,1020,2,836,0,8450.49,8918.37,7325.43,7577.68,1162.04,1884.11,1332.93,952.6,7827.2,7453.42,0\\r\\n24574,4332,64,Male,0,retired,1232,2,104,25,1680.09,1537.24,1510.7,1052.92,143.33,143.33,0.47,0.47,1660.39,1509.59,0\\r\\n24575,606,29,Female,0,self_employed,912,3,1847,129,4086.27,3957.53,3900.55,3323.37,0.29,0.29,14.57,0.29,4042.64,3900.62,0\\r\\n24576,2931,31,Female,0,self_employed,1020,2,538,21,1143.44,2114.2,1878.09,2982.89,2857.73,386.3,3828.48,144.79,1884.14,1877.45,0\\r\\n24577,2585,68,Male,2,retired,1096,2,578,12,2445.35,2852.45,2894.2,2931.42,7.13,15.2,417.35,342.93,2544.6,2996.06,0\\r\\n24579,2076,24,Male,0,student,1096,2,439,24,3184.61,2081.16,3010.83,3240.12,1211.97,0.04,16365.26,874.54,3618.57,2209.66,0\\r\\n24580,527,9,Female,,student,929,3,2739,185,1728.57,1728.57,1728.57,1721.56,0.49,0.49,0.49,0.49,1728.57,1728.57,1\\r\\n24581,2852,33,Female,0,self_employed,834,3,460,59,1462.29,1462.29,1460.33,1447.19,0.34,6.23,0.34,0.34,1462.29,1462.29,0\\r\\n24582,858,56,Female,,self_employed,820,3,1837,228,15462.45,15462.45,15462.45,15375.91,0.1,0.1,0.1,0.1,15462.45,15462.45,0\\r\\n24583,1116,52,Male,0,self_employed,904,2,596,40,567.82,579.4,2281.12,916.87,0.29,9857.43,0.29,10871.71,573.79,4660.09,0\\r\\n24584,2067,63,Male,0,self_employed,918,2,1655,,880.76,880.76,1495.2,3714.22,0.69,0.69,0.69,0.69,880.76,880.76,0\\r\\n24585,1383,90,Male,0,self_employed,1020,3,580,132,3984.55,4413.12,5245.67,4321.91,0.16,0.16,0.16,1428.73,4240.71,4977.71,0\\r\\n24586,2022,65,Female,0,self_employed,1525,2,815,9,7714.39,7285.82,8087.2,7572.81,428.71,307.29,0.14,2571.57,7389.27,8171.07,0\\r\\n24587,859,30,Female,0,salaried,1020,2,376,284,5234.35,5234.35,4437.44,2485.38,0.6,0.6,0.6,86.31,5234.35,4550.73,0\\r\\n24588,381,39,Male,0,salaried,615,3,1922,109,2155.34,2169.62,2169.21,1840.44,0.69,0.69,14.97,3.54,2166.67,2169.9,0\\r\\n24589,1089,61,Male,0,self_employed,1633,3,2095,0,11441.09,10795.2,11529.45,11413.91,3193.27,653.27,2961.2,2265.57,10862.51,11894.67,0\\r\\n24590,1499,9,Male,0,student,,3,2138,77,2192.41,2192.41,2092.56,1798.89,0.03,0.03,0.03,0.03,2192.41,2192.41,0\\r\\n24591,226,90,,,self_employed,1525,2,1024,199,3232.96,3232.96,3232.96,3226.97,0.09,0.09,0.09,0.09,3232.96,3232.96,0\\r\\n24592,6005,55,Male,0,salaried,959,2,1572,28,4591,4515.81,5014.42,4808.5,1045.67,1088.97,818.44,664.21,5035.93,5034.05,0\\r\\n24593,343,59,Male,2,self_employed,1589,2,416,60,821.64,835.92,1612.19,5184.24,0.51,0.51,0.51,1065.63,835.43,980.2,0\\r\\n24594,1881,29,Male,0,student,1096,3,483,39,3607.88,6060.11,4133.92,3573.04,0.1,2857.24,2452.33,375.99,4494.27,4291.27,0\\r\\n24595,2063,51,Male,1,salaried,1020,2,322,336,16258.96,13371.12,11801.25,8262.95,0.27,0.27,143.13,0.27,13435.51,10680.61,0\\r\\n24596,4504,43,Male,2,self_employed,1020,3,182,38,18832.82,19860.07,18233.57,16760.66,0.44,4564.73,1280.54,1213.33,19038.45,18126.24,0\\r\\n24597,1654,42,Male,2,self_employed,1271,2,1697,54,14769.98,64.26,4910.58,336.49,0.7,643.56,0.7,12739.33,3628.4,5216.12,1\\r\\n24598,2029,37,Female,0,self_employed,905,2,34,13,87.93,1443.16,2539.27,1074.47,25788.21,15600.59,27143.44,144.3,4076.68,3267.74,1\\r\\n24599,2560,43,Female,2,self_employed,649,2,54,6,3086.7,3732.54,3760.02,3482,406.14,0.6,150.21,116.24,3107.19,3819.89,0\\r\\n24601,1224,45,Male,0,student,185,2,1054,147,1661.14,1729.5,1534.14,1921.86,0.36,0.36,54.43,78.91,1722.43,1425.81,0\\r\\n24602,1600,44,Female,0,self_employed,1525,3,38,,1659.65,1659.65,1659.65,1649.14,0.54,0.54,0.54,0.54,1659.65,1659.65,0\\r\\n24603,4233,67,Female,0,self_employed,623,2,317,25,6853,5638.71,5291.39,1975.92,714.33,0.04,0.04,1.61,6744.62,5265.48,0\\r\\n24604,2410,27,Male,1,student,1150,2,108,9,4308.32,3265.09,6257.05,8015.03,984.88,2132.39,2283.66,12778.81,3519.07,3826.23,0\\r\\n24605,738,32,Female,,self_employed,705,3,525,132,923.86,1495.29,1430.51,806.09,0.26,0.26,571.69,28.83,1268.69,1498.97,1\\r\\n24606,3952,49,Male,0,salaried,726,3,320,3,7268.37,8399.45,12196.6,12943.29,3778.27,0.13,6209.07,9630.36,7802.12,12843.56,1\\r\\n24607,1679,38,Female,0,salaried,623,3,1626,42,283.09,416.52,2287.79,1645.14,0.37,3.47,0.37,7082.9,950.04,3361.05,0\\r\\n24608,3402,90,Male,0,salaried,1096,2,417,40,1925.82,2292.96,1646.47,1342.2,0.31,1235.25,571.74,286.03,2260.79,1538.7,0\\r\\n24609,790,39,Male,,self_employed,898,3,3602,5,8569.72,4512.58,4226.62,860.45,9571.61,1428.76,5514.47,0.19,5867.75,3803.36,0\\r\\n24610,737,59,Male,0,self_employed,1137,2,2549,202,5152.68,5150.45,5149.04,5119.18,0.09,0.09,0.09,0.09,5152.37,5148.58,0\\r\\n24611,2469,13,Male,0,student,,2,42,,2982.18,2982.18,3120.43,3673.05,0.63,0.63,0.63,0.63,2982.18,2982.18,0\\r\\n24612,1019,35,Male,0,self_employed,1020,2,522,,1566.18,1566.18,1566.18,1556.26,0.09,0.09,0.09,0.09,1566.18,1566.18,0\\r\\n24613,1271,47,Female,0,salaried,491,3,396,83,1277.16,1691.52,1862.6,1882.39,0.63,0.63,214.91,572.06,1397.39,1848.24,0\\r\\n24614,1137,27,Male,2,salaried,1565,2,4063,13,14257.76,0.61,2130.99,0.61,14286.33,0.61,29.19,0.61,6391.75,0.61,0\\r\\n24615,1410,18,Female,0,student,245,3,204,352,1770.22,1784.5,1790.49,1827.35,0.56,0.56,0.56,0.56,1777.11,1790.03,0\\r\\n24616,2270,47,Male,0,self_employed,409,3,272,52,2199.79,3628.36,3515.22,2189.83,0.2,171.63,1428.77,53.73,3431.32,3620.83,0\\r\\n24617,1841,62,Female,0,salaried,834,3,1224,187,3670.49,3153.89,4023.54,4747.63,0.63,0.63,198.31,1521.7,3239.83,4149.85,0\\r\\n24618,4046,45,Male,1,self_employed,1096,3,438,26,1604.09,1770.04,2348.81,1425.72,736.21,0.5,1904.39,2872.11,1626.6,2553.79,0\\r\\n24619,2140,66,Male,0,retired,491,2,619,224,22695.95,22693.76,22693.39,14222,0.43,0.43,0.43,0.43,22695.65,22693.76,0\\r\\n24620,999,32,Male,0,salaried,834,3,2856,0,5710.04,6106.78,5368.54,1280.06,2813.04,672.34,3002.03,43.91,5530.79,5535.02,1\\r\\n24621,682,64,Male,2,self_employed,1076,2,3003,33,13517.67,13512.26,9419.67,9596.35,0.24,7276.56,0.24,571.67,13515.74,7609.47,0\\r\\n24622,6998,58,Female,0,salaried,1232,2,104,4,3481.42,3385.14,3578.82,4150.35,192.99,385.84,0.13,635.22,3325.15,3390.36,0\\r\\n24623,2028,35,Male,0,salaried,1636,2,375,14,3376.59,3168.02,3018.22,2306.29,123.2,484.63,0.34,214.63,3284.76,3050.71,0\\r\\n24624,2019,36,Male,0,self_employed,621,3,531,284,3740.94,3651.43,3722.48,3869.48,0.19,0.19,28.76,28.76,3759.02,3671.71,0\\r\\n24625,4150,72,Male,0,self_employed,1096,3,363,14,4314.83,4452.06,4634.02,6399.49,277.37,177.37,414.6,381.16,4462.07,4538.7,0\\r\\n24626,1878,79,Male,0,self_employed,146,1,1755,68,1465.27,3080.38,3570.01,7350.3,0.5,0.5,1228.33,2229.24,2782.38,4136.38,1\\r\\n24627,5137,80,Male,0,self_employed,905,2,259,,1815.09,1815.09,1815.09,1803.59,0.3,0.3,0.3,0.3,1815.09,1815.09,0\\r\\n24629,534,70,Female,0,retired,1020,1,321,8,5055.42,10159.72,8566.86,13932.26,2265.6,284.92,7143.4,714.83,4388.44,10767.76,1\\r\\n24630,495,42,Female,,self_employed,1298,2,2907,167,1808.63,1808.63,1808.63,1539.34,0.64,0.64,0.64,0.64,1808.63,1808.63,0\\r\\n24631,1864,77,Female,0,retired,,2,373,115,3347.89,4456.77,9701.27,9827.86,0.7,0.7,1051.8,8996.5,3783.63,12151.4,1\\r\\n24632,1857,44,Male,0,salaried,531,2,153,80,2854.24,1575.05,1851.1,1130.45,0.41,0.41,618.96,71.84,2237.91,1717.71,0\\r\\n24633,1057,28,Female,,self_employed,334,3,2077,,3088.71,3088.71,3088.71,3285.76,0.31,0.31,0.31,0.31,3088.71,3088.71,0\\r\\n24634,1124,48,Male,,self_employed,,3,2756,0,1400.88,1912.09,2168.88,4417.07,957.66,643.37,1477.43,357.66,1885.59,1789.75,0\\r\\n24635,607,62,Male,0,salaried,623,2,317,80,3253.9,3454.8,6698.11,8451.73,0.51,0.51,0.51,60,3307.38,7932.06,0\\r\\n24636,1682,70,Male,0,self_employed,745,2,2042,9,2357.4,3307.65,2320.56,1901.13,813.09,3610.16,1428.6,1839.31,3302.9,1827.6,0\\r\\n24638,1465,53,Male,0,salaried,716,2,2212,124,3744.73,4901.87,4877.88,4927.59,0.24,0.24,1157.39,0.24,4207.78,4901.87,0\\r\\n24639,801,42,Male,0,self_employed,834,2,23,56,1291.49,5767.09,4599.5,6810.43,0.17,2857.31,4475.77,2454.11,4049.56,5212.42,0\\r\\n24640,1922,81,Male,0,retired,834,1,40,49,16706.83,14089.5,17918.11,18099.66,0.54,13230.54,11900.52,14511.88,25394.76,18256.69,0\\r\\n24641,2252,36,Male,0,salaried,834,2,40,46,4100.42,4157.56,2693.03,1459.87,0.2,3220.99,0.2,0.2,4120.13,2825.35,0\\r\\n24642,1979,45,Male,1,salaried,480,3,1667,3,11970.06,17464.9,8767.41,3962.3,1061.3,24923.3,692.43,39033.31,9917.9,11839.1,0\\r\\n24643,1118,36,Female,0,self_employed,213,2,765,19,7261.49,4647.2,4529.09,4187.65,2857.17,8571.46,0.03,4988.74,6517.65,5628.64,0\\r\\n24644,1022,71,Male,0,retired,1020,2,79,26,1287.91,343.65,2404.23,2655.41,988.36,15.91,0.26,4285.97,1232.07,1712.15,1\\r\\n24645,1057,58,Male,0,salaried,409,3,1365,,1459.95,1459.95,1459.95,1450.69,0.46,0.46,0.46,0.46,1459.95,1459.95,0\\r\\n24646,3047,61,Male,0,self_employed,404,2,781,54,3003.86,4522.91,2977.94,852.25,0.51,2857.66,1441.64,21.44,3776.16,4240.66,0\\r\\n24647,2608,53,Female,0,self_employed,1494,2,67,3,6152.9,5438.61,5471.46,5407.43,714.44,0.16,0.16,0.16,5537.14,5438.61,0\\r\\n24648,4085,70,Male,3,retired,485,3,1403,18,364.21,2762.65,2804.13,3619.04,373.37,373.37,828.73,2000.16,1928.13,2984.33,1\\r\\n24649,4231,62,Female,0,self_employed,746,2,4068,,1801.13,1780.09,1685.34,3893.28,0.3,0.3,0.3,0.3,1795.29,1689.05,0\\r\\n24650,1247,4,Male,0,student,1020,2,15,11,3028.04,2728.04,2769.42,2710.76,300.37,0.37,0.37,0.37,2852.18,2728.04,1\\r\\n24651,2820,39,Female,0,self_employed,334,2,206,6,15147.84,14953.35,5841.97,1241.23,71.99,14286.27,114.76,186.19,14948.23,2025.7,0\\r\\n24652,2740,41,Male,1,self_employed,696,2,753,,4636.87,4636.87,4636.87,4617.09,0.19,0.19,0.19,0.19,4636.87,4636.87,0\\r\\n24653,4679,49,Male,0,self_employed,51,1,131,153,1935.56,1935.56,1937.72,1547.93,0.56,0.56,0.56,0.56,1935.56,1937.94,1\\r\\n24654,649,73,Female,0,self_employed,,2,827,,3107.73,3107.73,3107.73,3080.68,0.46,0.46,0.46,0.46,3107.73,3107.73,0\\r\\n24655,2740,57,Male,1,salaried,409,3,925,27,1515.58,1637.83,2246.03,2627.62,1428.87,0.31,286.03,600.31,2622.8,1792.67,0\\r\\n24656,4914,52,Male,0,self_employed,1020,3,1357,20,7032.02,8040.21,14822.24,1095.02,931.5,1786.03,1584.26,36784.64,7723.13,19040.55,1\\r\\n24657,1004,34,Female,0,self_employed,578,3,631,248,530.16,472.15,1773.3,6588.2,0.64,0.64,157.79,1820.27,549.79,1479.5,0\\r\\n24658,555,22,Male,,self_employed,1449,2,3214,177,1771.29,1771.29,1771.29,1699.14,0.61,0.61,0.61,0.61,1771.29,1771.29,0\\r\\n24659,2715,52,Female,0,self_employed,1438,2,151,26,4493.72,4806.56,4341.63,3779.85,285.96,0.24,287.39,2857.39,4536.87,4363.45,0\\r\\n24660,1125,38,Male,0,salaried,834,3,349,68,2762.02,2804.81,2871.6,1913.13,0.1,0.1,42.89,239.16,2803.33,2834.89,0\\r\\n24661,1948,37,Male,1,self_employed,1236,3,1651,19,1036.66,1762.43,1981.32,2473.48,71.9,357.61,797.67,1511.96,1034.51,2170.19,0\\r\\n24662,1303,48,Male,0,self_employed,834,1,469,10,28181.23,35372.49,41351.36,36703.41,71980.04,214.33,82521.99,4103.54,45532.16,36597.03,0\\r\\n24663,991,22,Male,0,student,334,2,17,244,3760.7,3764.98,3731.5,4231.9,0.69,0.69,4.97,262.94,3763.36,3559.22,0\\r\\n24664,1786,43,Male,0,self_employed,65,3,1244,101,4405.85,4405.85,4412.61,4809.38,0.59,0.59,0.59,0.59,4405.85,4405.85,0\\r\\n24665,1648,70,Female,0,self_employed,834,2,693,97,551.05,836.7,1500.07,1251.89,0.5,0.5,143.36,1786.21,572.96,1782.31,0\\r\\n24666,4695,63,Male,0,,146,3,628,17,57751.49,793.07,15573.3,604.25,70924.33,2143.5,16108.76,1823.04,45082.4,1145.79,0\\r\\n24667,3078,55,Male,0,salaried,146,2,628,0,3374.75,2360.26,2235.47,1110.73,1369.81,1476.96,0.43,1788.21,2113.02,2627.07,0\\r\\n24668,226,46,Male,0,self_employed,1020,1,145,227,5917.11,7049.34,6915.7,1201.16,0.2,0.2,1132.43,90.07,6359.35,7098.4,0\\r\\n24669,2853,90,,0,self_employed,834,1,8,61,11323.57,11323.57,10031.84,7053.96,0.7,0.7,0.7,0.7,11323.57,10902.01,0\\r\\n24670,2100,28,Male,0,salaried,1084,2,540,,8676.43,9179.13,9211.79,10006.29,0.13,0.13,451.54,0.13,8697.3,9184.15,0\\r\\n24671,1386,36,Male,0,self_employed,1477,2,1091,18,362.64,2592.29,2253.76,2789.34,643.43,2500.57,163.76,1120.9,666.62,4347.61,0\\r\\n24672,4457,56,Male,4,self_employed,15,1,237,48,14982.15,20008.85,19359.72,23491.14,0.36,92.73,4851.54,498.54,17033.72,20315.72,0\\r\\n24673,859,38,Female,2,self_employed,38,3,1464,13,7678.83,6964.55,7079.49,3360.07,714.69,0.4,0.4,0.4,7309.37,6964.55,0\\r\\n24674,2031,79,Male,0,retired,623,3,126,,1928.94,1928.94,1928.94,1916.73,0.53,0.53,0.53,0.53,1928.94,1928.94,0\\r\\n24675,1804,50,Male,0,self_employed,1088,3,266,,10158.72,10658.72,10845.52,12030.61,0.17,0.17,500.17,643.03,10451.83,10783.15,0\\r\\n24676,1374,23,Male,0,student,623,1,21,117,701.25,701.25,3066.84,3633.98,0.67,0.67,0.67,5000.67,701.25,2798.02,1\\r\\n24677,337,30,Male,0,self_employed,1258,3,1280,6,2502.31,3855.12,4382.51,3284.71,5.36,37.85,726.58,1196.32,3001.33,4410.66,1\\r\\n24678,4248,26,Male,0,self_employed,575,2,44,114,1809.29,1809.29,2846.15,3517.7,0.04,0.04,0.04,2142.9,1809.29,2777.03,0\\r\\n24679,1050,54,Male,1,self_employed,1106,2,3003,20,17300.7,24104.93,23366.91,27510.14,260.2,1.21,7161.61,7663.47,17170.19,24099.66,0\\r\\n24680,3239,69,Female,0,self_employed,1096,1,2005,14,15094.22,15285.08,15018.69,15595.74,638.2,471.91,829.06,247.63,15082.07,15072.18,1\\r\\n24681,2632,35,Male,2,self_employed,834,2,349,12,1163.28,3753.67,3313.75,3957.1,6857.66,2577.43,9432.33,3011.81,2018.11,3403.42,1\\r\\n24682,1899,35,Female,0,self_employed,1437,3,1063,121,15266.63,15406.84,15413.64,11379.62,0.06,0.06,233.13,31.94,15373.76,15428.43,0\\r\\n24683,895,44,Female,0,self_employed,491,2,1466,6,10749.39,9320.81,8272.19,6790.59,1428.6,1194.77,0.03,0.03,9616.38,7788.4,0\\r\\n24684,609,36,Male,0,salaried,980,2,285,,6299.86,6299.86,6299.86,6298.65,0.14,0.14,0.14,0.14,6299.86,6299.86,0\\r\\n24685,475,41,Female,0,self_employed,804,2,920,116,5018.93,3501.32,4018.97,3901.58,0.1,0.1,7.24,258.54,4387.63,3719.35,0\\r\\n24686,2817,48,Male,4,self_employed,1494,2,533,214,10003.83,10255.84,10406.58,18715.25,0.63,0.63,0.63,0.63,10212.39,10450.95,0\\r\\n24687,4520,23,Female,0,self_employed,1020,3,501,326,1873.1,1873.1,1873.1,3534.26,0.16,0.16,0.16,0.16,1873.1,1873.1,0\\r\\n24688,1957,30,Male,0,self_employed,409,2,287,35,2695.49,2695.49,2136.75,4411.56,0.2,97057.64,0.2,18689.22,2695.49,2924.35,1\\r\\n24689,1935,63,Female,0,retired,146,2,523,332,4444.96,4444.96,4558.63,4814.97,0.44,0.44,0.44,214.73,4444.96,4571.68,0\\r\\n24690,1339,63,Male,1,self_employed,409,2,1666,4,1879.07,1873.16,1956.8,2200.79,35.86,0.29,32.01,54.31,1871.15,1922.26,0\\r\\n24691,534,50,Male,4,self_employed,1551,2,445,4,5127.54,11707.19,7870.38,2239.41,1644.68,7806.45,9229.1,2925.24,7309.21,11242.68,1\\r\\n24693,1555,49,Female,0,self_employed,169,3,1241,,2963.68,2963.68,2870.13,2338.77,0.39,0.39,0.39,0.39,2963.68,2963.68,0\\r\\n24695,1815,44,Male,0,salaried,146,2,1206,,4050.9,4050.9,4050.9,4067.29,0.6,0.6,0.6,0.6,4050.9,4050.9,0\\r\\n24696,645,40,Female,,salaried,1020,2,60,,1486.84,1486.84,1486.84,1477.42,0.11,0.11,0.11,0.11,1486.84,1486.84,0\\r\\n24697,1463,37,Female,0,self_employed,1096,1,44,14,3285.76,22474.93,19621.65,20090.95,1428.93,0.36,20598.33,970.39,13235.12,22962.58,1\\r\\n24698,1615,47,Male,0,salaried,1172,2,2270,,3562.9,3562.9,3562.9,3540.33,0.43,0.43,0.43,0.43,3562.9,3562.9,0\\r\\n24699,6153,44,Male,1,self_employed,563,3,92,348,3618.67,4414.09,3775.09,2579.69,0.1,0.1,1225.23,1540.81,3553.53,3924.98,1\\r\\n24700,3377,44,Male,3,salaried,491,2,52,30,4491.11,5491.11,3201.85,1810.22,0.64,4350.9,286.36,1636.6,4688.16,2713.58,0\\r\\n24701,1069,37,Male,0,self_employed,1181,3,2851,40,4108.54,4122.83,4173.43,4206.1,0.56,227.7,0.56,286.27,4118.89,4196.05,1\\r\\n24702,2074,33,Female,0,salaried,531,2,395,174,8958.22,9003.68,9893.34,25906.29,0.07,0.07,44.71,638.64,8994.05,9559.85,0\\r\\n24703,1476,33,Male,0,salaried,656,2,1383,0,7717.64,2937.76,5365.88,4706.17,495.26,10.19,0.16,0.16,5716.38,4588.02,0\\r\\n24704,614,72,Male,0,retired,1540,3,402,,2693.66,2707.94,2710.77,3270.32,0.39,0.39,0.39,0.39,2696.61,2710.71,0\\r\\n24705,2454,34,Female,0,self_employed,1593,1,190,55,7485.32,342.46,1846.84,909.08,0.4,0.76,0.4,571.83,4283.35,512.92,1\\r\\n24706,4484,36,Male,0,self_employed,1020,3,163,44,3033.75,3148.04,3053.88,3166,0.16,428.73,228.73,571.59,3055.43,3054.03,0\\r\\n24707,6747,48,Male,0,salaried,1020,2,15,45,1841.6,1941.6,2601.13,6415.99,0.03,1785.74,0.03,2380.03,1909.08,3194.6,0\\r\\n24708,5182,59,Male,0,self_employed,1020,3,118,126,15742.84,15742.84,16100.75,11259.86,0.01,0.01,0.01,1142.87,15742.84,16245.15,0\\r\\n24709,5098,90,Male,0,self_employed,1020,3,143,3,3165.07,3496.73,3907.01,6274.15,7572.03,0.6,7903.69,286.31,3854.73,3736.36,0\\r\\n24710,180,33,Male,2,self_employed,1011,2,2508,7,13509.39,12793.15,12024.94,8090.09,714.41,1314.41,0.13,0.13,13211.87,12229.51,0\\r\\n24711,1107,27,Male,0,self_employed,1128,3,2502,164,612.56,762.38,2304.18,3601.53,0.54,0.54,249.54,4306.57,604.94,1476.87,1\\r\\n24712,3998,60,Male,0,retired,617,3,1362,26,2607.08,2054.61,2164.07,2053.52,285.99,143.13,285.99,0.27,2315.04,1976.27,0\\r\\n24713,1009,52,Male,2,self_employed,1181,1,477,4,4500.19,5913.86,5314.86,3849.76,571.84,571.84,1699.3,0.41,4872.64,5692.66,0\\r\\n24714,326,16,Male,,student,334,1,2046,299,3237.99,3237.99,3237.99,3218.59,0.6,0.6,0.6,0.6,3237.99,3237.99,0\\r\\n24715,587,53,Male,2,self_employed,102,3,2843,7,2230.75,415.04,4214.68,2516.52,2500.19,0.19,684.47,9184.47,913.17,5612,1\\r\\n24716,1526,66,Female,0,self_employed,1020,3,1211,69,2200.21,2332.69,2329.43,2097.46,0.03,0.03,61.07,0.03,2279.93,2360.75,0\\r\\n24717,1713,35,Female,0,self_employed,146,1,157,80,2543.37,2992.98,2813.17,1839.51,0.23,0.23,285.94,0.23,2757.68,2992.98,0\\r\\n24719,2634,30,Female,0,self_employed,834,1,14,73,5811.24,5199.29,6699.18,17431.39,0.43,0.43,159.9,14.87,5874.35,5119.82,0\\r\\n24721,314,65,Male,,retired,1020,2,145,175,1393.4,1657.69,1750.58,2788.08,0.56,0.56,264.84,264.84,1484.53,1759.99,0\\r\\n24722,206,28,Male,,self_employed,875,3,2603,47,1048.81,31765.14,22982.96,33391.15,0.54,1286.26,0.54,0.54,4744,31495.56,1\\r\\n24723,1050,80,Male,0,self_employed,363,2,2334,46,17564.56,17564.56,17561.54,17439.62,0.04,6.43,0.04,0.04,17564.56,17561.88,0\\r\\n24724,4317,65,Male,1,self_employed,834,2,105,53,2099.35,2551.21,2733.34,2781.09,0.33,333.34,706.64,313.24,2185.26,2801.04,0\\r\\n24725,1017,61,Female,0,self_employed,1096,1,467,6,454.68,3098.47,2885.75,2525.9,11642.5,0.57,14286.29,0.57,2460.31,3098.47,0\\r\\n24726,1617,56,Male,0,self_employed,583,3,345,,2025.72,2025.72,2025.72,2012.88,0.37,0.37,0.37,0.37,2025.72,2025.72,0\\r\\n24727,401,31,Male,0,self_employed,1477,2,2932,30,3643.56,5645.38,4611.53,4227.91,0.26,1543.11,2443.11,34.54,4577.05,4583.84,1\\r\\n24728,1187,44,Female,0,self_employed,409,2,1261,3,1176.31,1031.78,3295.27,1958.28,104285.84,1785.84,71.56,1092.94,6076.49,1000.63,0\\r\\n24729,2187,36,Male,0,salaried,1569,2,1104,178,3367.02,3521.25,3509.52,3906.17,0.14,0.14,407.41,33.5,3439.51,3532.8,0\\r\\n24730,2588,30,Male,0,self_employed,1020,1,114,60,932.45,2047.31,3608.43,3164.03,0.47,0.47,1991.83,18643.33,427.66,3308.25,1\\r\\n24732,2070,30,Female,0,self_employed,1046,2,502,158,2004.52,2004.52,2004.52,1519.03,0.09,0.09,0.09,0.09,2004.52,2004.52,0\\r\\n24733,2420,90,,,self_employed,1194,1,952,81,1953.14,2167.43,2144.5,727.59,0.14,0.14,0.14,0.14,2132.94,2335.63,0\\r\\n24734,1199,35,Female,0,self_employed,1020,2,1333,6,320.75,2800.94,6641.46,8131.38,15806.13,12935.17,19429.17,14500.6,5313.42,4743.04,1\\r\\n24735,1191,90,Male,0,self_employed,1031,2,381,,5472.54,5472.54,5472.54,6795.46,0.39,0.39,0.39,0.39,5472.54,5472.54,0\\r\\n24736,2524,20,Female,0,student,1020,2,19,84,2317.4,2460.26,2304.16,65.76,0.46,0.46,286.17,0.46,2455.33,2460.26,1\\r\\n24737,2740,16,Male,0,student,1020,2,212,221,1569.87,1555.58,1555.58,1508.06,0.49,0.49,0.49,0.49,1569.87,1555.58,0\\r\\n24738,2134,26,Male,1,self_employed,1096,3,933,12,1401.59,11086.2,3191.66,1283.65,23526.33,17312.37,53133.74,1836.11,3434.75,2531.82,0\\r\\n24739,4275,53,Male,3,salaried,904,2,6,26,8889.11,12231.51,10069.43,10628.27,143.3,0.44,5430.53,2379.01,7249.75,11790.67,0\\r\\n24740,1201,40,Female,0,self_employed,604,3,2483,47,1869.24,1869.24,1913.04,2807.73,0.63,643.49,0.63,713.49,1869.24,1627.67,0\\r\\n24741,1898,31,Female,0,self_employed,1096,1,586,81,3195.02,3266.45,3328.64,2416.65,0.7,0.7,0.7,218.64,3195.02,3273.48,0\\r\\n24742,5814,80,Male,0,self_employed,1589,3,33,,1429.78,1429.78,1577.24,1706.81,0.31,0.31,0.31,428.89,1429.78,1443.6,0\\r\\n24743,2285,60,Male,0,self_employed,15,2,1682,114,1347.83,4030.65,3167.15,2041.38,0.41,0.41,2900.41,0.41,2056.66,3834.48,1\\r\\n24745,3968,23,Male,1,student,146,2,354,13,930.54,188.27,1620.92,308.61,7285.83,10607.26,6543.56,7387.46,2479.92,2204.66,1\\r\\n24746,626,35,Female,0,self_employed,1020,2,669,44,2330.99,2330.99,2189.67,2031.94,0.14,285.86,0.14,0.14,2330.99,2192.75,0\\r\\n24747,2109,23,Female,0,student,1388,2,42,154,10129.43,10129.43,10129.43,10405.98,0.43,0.43,0.43,0.43,10129.43,10129.43,0\\r\\n24748,2152,34,Female,0,salaried,1111,2,1223,7,1113.92,399.64,13129.92,21691.66,714.79,0.5,0.5,21429.07,572.05,16989.5,1\\r\\n24749,1121,38,Male,0,self_employed,1305,3,2650,117,1445.66,1445.66,1630,1298,0.69,0.69,0.69,0.69,1445.66,1445.66,0\\r\\n24750,2451,57,Female,0,self_employed,409,3,1559,35,3225.39,5442.49,4018.2,2704.96,0.47,4.45,1855.53,2507.15,3966.75,4353.56,0\\r\\n24751,514,90,,,self_employed,1096,3,2091,111,1429.1,1429.1,5098.78,24217.62,0.53,0.53,0.53,0.53,1429.1,1429.1,1\\r\\n24752,1678,44,Male,0,salaried,409,3,1443,14,442.57,1675.09,1606.33,211.97,200.24,0.24,1548.03,457.39,1032.1,1758.86,1\\r\\n24753,2686,55,Male,0,salaried,656,2,1391,11,4548.55,4299.1,4367.16,4186.27,428.77,68.2,914.49,957.34,4425.07,4557.63,0\\r\\n24754,1470,45,Male,0,self_employed,1196,3,2601,17,2422.23,2974.08,3306.5,2524.24,285.76,0.04,279.61,0.04,2692.23,3035.52,0\\r\\n24755,1691,26,Male,0,student,61,2,1367,32,2607.8,3322.08,3138.07,3530.46,0.13,1921.56,714.41,2714.41,2804.84,2752.5,0\\r\\n24756,369,29,Female,1,self_employed,1020,2,582,77,35876.37,162.09,8389.41,913.29,0.24,0.24,0.24,1143.1,23561.1,162.09,0\\r\\n24757,4301,90,Male,0,self_employed,1322,1,176,,1568.05,1568.05,1568.05,1558.11,0.04,0.04,0.04,0.04,1568.05,1568.05,0\\r\\n24758,4744,50,Male,2,company,572,2,189,63,2179.36,1043.86,2197.65,4571.56,0.16,0.16,311.44,619.73,2510.49,1297.66,0\\r\\n24759,1596,40,Male,2,self_employed,409,1,249,28,6831.88,1646.66,3707.02,1398.29,13516.78,897.33,9167.31,4076.91,7334.91,1074.63,0\\r\\n24760,3114,76,Male,0,retired,575,3,2549,,11413.12,11406.09,11401.98,11449.87,0.39,0.39,0.39,0.39,11407.55,11404.87,0\\r\\n24761,1859,30,Female,0,self_employed,1096,2,292,76,1634.52,1920.23,2013.35,2365.45,0.33,0.33,0.33,0.33,1821.71,2095.34,0\\r\\n24763,693,29,Male,,self_employed,334,3,2082,6,9557.97,8592.88,6988.79,786.31,1.52,4287.44,3493.62,1080.63,10834.36,6561.86,0\\r\\n24764,2560,90,,0,self_employed,751,2,138,108,1064423.5,1396836.81,1608344.15,757872.97,0.56,0.56,240137.37,95975.76,1284357.61,1572832.93,1\\r\\n24765,1706,74,Female,0,self_employed,146,2,1752,55,33157.01,31419.86,30225.15,26609.61,0.21,4933.03,0.21,700.21,32937.5,30714.57,0\\r\\n24766,2133,38,Female,0,self_employed,379,2,173,18,3274.04,3245.47,3465.42,951.27,85.94,0.23,0.23,371.66,3244.48,3485.1,0\\r\\n24767,3282,51,Male,0,salaried,1084,2,1102,18,2474.35,2002.99,1544.13,996.39,285.86,1000.14,329.6,28.71,2278.58,1486.86,0\\r\\n24768,913,34,Male,0,self_employed,938,2,1344,9,9848.84,1251.72,4561,10490.9,9143.01,1173.69,545.9,3102.63,7703.93,2150.73,0\\r\\n24769,439,45,Female,,self_employed,1506,3,2204,,5235.57,5235.57,5235.57,5202.41,0.09,0.09,0.09,0.09,5235.57,5235.57,0\\r\\n24770,2801,33,Male,0,self_employed,334,3,880,7,2751.39,1604.39,1616.95,170.45,14.6,0.31,50.31,0.31,2563.73,1604.39,0\\r\\n24771,1936,33,Male,0,self_employed,574,3,265,23,2861.92,1455.98,1933.78,2143.1,1407.61,0.47,4.53,4.44,2522.26,1558.87,0\\r\\n24773,221,38,Male,0,salaried,1565,2,63,52,7145.5,7459.79,7027.16,8681.65,0.63,2143.49,0.63,0.63,7188.85,7313.7,0\\r\\n24774,2768,33,Male,3,salaried,1020,3,582,0,4100,3934.29,3935.8,3462.33,321.79,324.64,156.07,152.21,4112.51,3898.7,0\\r\\n24775,1576,44,Male,2,salaried,1525,2,488,8,1833.89,1630.63,1929.54,5300.93,13.94,0.44,1030.56,1125.79,1285.48,1484.89,0\\r\\n24776,1736,48,Male,0,self_employed,514,2,894,,1747.61,1747.61,1978.02,3156.17,0.09,0.09,0.09,0.09,1747.61,1747.61,0\\r\\n24777,406,43,Female,,self_employed,675,2,2244,196,9251.24,9248.18,9401.16,10061.17,0.51,0.51,0.51,571.94,9250.08,9285.05,0\\r\\n24779,1777,43,Female,0,self_employed,531,3,563,14,2735.2,5219.13,4745.06,3974.28,357.51,286.09,3143.23,0.37,4274.06,5099.48,0\\r\\n24780,3212,46,Female,0,self_employed,224,2,137,27,1807.84,1590.34,1853.46,5325.5,214.39,176.14,0.1,357.24,1798.57,1747.58,0\\r\\n24781,3083,70,Male,0,self_employed,1593,2,211,0,2181.71,1673.9,3149.9,4893.5,15492.44,0.16,7582.02,2757.3,1759.21,1994.11,0\\r\\n24782,2763,60,Female,0,self_employed,1020,1,582,,4054.25,3911.39,3837.39,2820.85,0.54,0.54,429.11,0.54,4399.07,3892.96,0\\r\\n24783,625,44,Male,,self_employed,1517,1,2572,203,109748.68,149628.17,147229,149570.95,0.6,0.6,40022.94,214.89,142147.25,149697.29,1\\r\\n24787,2236,40,Male,0,self_employed,1006,2,798,39,4805.95,4805.95,4148.72,3748.27,0.01,3143.08,0.01,371.44,4805.95,3859.41,0\\r\\n24788,1231,64,Male,0,retired,135,3,2450,0,4070.54,2927.68,2940.82,2909.04,1143,0.14,0.14,0.14,2967.09,2927.68,0\\r\\n24789,808,43,Female,0,self_employed,1525,2,358,31,11075.39,11089.68,9574.06,6863.27,0.39,430.39,0.39,571.81,11076.87,10684.24,0\\r\\n24790,4227,77,Male,0,company,1338,3,326,90,2483.63,2497.91,2576.6,3405.68,0.17,0.17,0.17,0.17,2485.6,2499.76,0\\r\\n24791,1529,36,Female,0,salaried,409,3,586,207,8655.56,7468.87,6482.49,4147.32,0.23,0.23,293.97,555.85,7362.84,6556.27,0\\r\\n24792,398,48,Female,0,self_employed,1020,2,1,80,453.13,453.13,5926.02,350.32,0.31,0.31,0.31,14789.77,453.13,6885.57,1\\r\\n24793,585,90,,,self_employed,1020,2,143,315,1540.72,1540.72,1540.72,1401.16,0.47,0.47,0.47,0.47,1540.72,1540.72,0\\r\\n24794,287,34,Male,0,self_employed,1084,2,258,4,106628.16,6104.65,18822.58,3799.01,102389.9,2239.9,0.61,0.61,45202.82,6295.78,0\\r\\n24795,1395,90,Male,0,self_employed,1094,2,473,,8507.58,8507.58,8507.58,10823,0.19,0.19,0.19,0.19,8507.58,8507.58,0\\r\\n24796,4550,35,Female,0,self_employed,55,2,175,49,8206.89,8229.75,8060,7948.27,0.2,514.49,23.06,165.91,8225.02,8069.19,0\\r\\n24798,1946,66,Female,2,self_employed,1111,3,728,7,1808.45,2905.53,2606.76,2229.43,185.86,0.56,1600.56,450.56,1906.28,3056.05,0\\r\\n24799,1767,59,Female,0,self_employed,1020,2,376,13,1753.91,3861.31,5204.87,2118.1,458.86,643.24,0.39,3571.81,1908.92,10431.02,1\\r\\n24800,502,73,Female,,retired,146,3,140,,2082.11,2082.11,2082.11,1945.89,0.6,0.6,0.6,0.6,2082.11,2082.11,1\\r\\n24801,2995,37,Male,0,salaried,65,2,183,24,5159.96,5278.13,5805.66,8769.33,143.16,0.3,247.04,247.04,5206.22,5640.13,0\\r\\n24802,1910,29,Male,0,self_employed,162,2,860,247,4374.5,4374.5,4374.5,4334.54,0.34,0.34,0.34,0.34,4374.5,4374.5,0\\r\\n24804,4377,42,Female,0,self_employed,146,2,87,137,12361.87,13043.99,13240.74,13978.52,0.23,0.23,156.63,589.17,13139.76,13099.44,0\\r\\n24805,3349,28,Male,0,self_employed,409,2,339,40,288.6,276,2404.69,2090.46,0.06,758,600.06,9857.2,487.13,1597.17,0\\r\\n24806,4265,50,Male,4,self_employed,491,2,279,60,6254.62,6341.7,7907.49,12760.59,0.2,0.2,0.2,0.2,6326.69,7701.14,1\\r\\n24807,1732,90,Male,0,self_employed,1294,2,150,,1398486.42,1398486.42,1398486.42,1389626.93,0.31,0.31,0.31,0.31,1398486.42,1398486.42,0\\r\\n24808,1157,34,Female,0,self_employed,956,3,94,300,3646.69,3168.12,4330.2,4021.85,0.61,0.61,0.61,2572.04,3588.32,4806.37,0\\r\\n24809,1970,44,Male,3,salaried,1020,2,38,0,6378.24,4920.48,2751.06,2231.08,104488.73,221228.77,103014.99,235620.43,1363.37,5234.44,0\\r\\n24810,5777,64,Male,3,salaried,856,1,71,9,11094.84,11104.99,9694.16,3191.98,276.07,2923.61,286.21,2060.14,10905.14,11033.51,0\\r\\n24811,3761,53,Female,0,self_employed,1020,2,84,306,2105.68,2050.78,2060.16,1923.65,0.46,0.46,0.46,0.46,2100,2041.3,0\\r\\n24812,2286,56,Female,0,self_employed,334,2,10,2,79917.84,424.43,3726.33,18706.05,79275.64,0.47,8839.37,0.47,9829.25,387.47,1\\r\\n24813,3507,40,Female,0,self_employed,38,3,14,,2567.32,2567.32,2567.32,2530.12,0.16,0.16,0.16,0.16,2567.32,2567.32,0\\r\\n24815,3387,62,Male,0,retired,579,3,1781,340,3098.58,2812.86,3328.6,3728.05,0.59,0.59,0.59,1143.44,2972.96,3352.03,0\\r\\n24816,353,23,Male,0,salaried,1096,3,484,0,1814.76,1727.53,1725.73,1450.79,128.9,209.33,41.67,34.6,1713.56,1559.94,0\\r\\n24817,2502,32,Female,0,self_employed,334,2,444,6,1125.47,1492.04,1545.2,1808.4,376.79,0.36,1625.36,487.5,1276.01,1558.99,0\\r\\n24819,2798,47,Female,0,self_employed,531,3,572,95,1302.9,1236.1,1922.08,1737.91,0.11,0.11,285.83,723.9,1356.42,1609.63,0\\r\\n24820,2419,67,Male,0,self_employed,334,3,1297,153,1636.18,1657.68,1628.68,1936.72,0.67,0.67,29.24,8.96,1655.18,1646.83,0\\r\\n24821,2461,42,Female,0,salaried,1111,2,1292,3,15996.7,15407.62,16985.57,15021.24,1444.47,1407.57,2072.77,931.71,16414.98,15721.44,0\\r\\n24822,4582,60,Female,0,self_employed,1020,1,84,,40706.63,40706.63,40643.7,40144.14,0.14,0.14,0.14,0.14,40706.63,40615.9,0\\r\\n24823,2018,76,Male,1,retired,1150,2,1395,58,4297.68,1440.53,2195.6,2337.4,0.7,478.69,0.7,0.7,4199.15,1425.11,0\\r\\n24824,4427,67,Male,0,self_employed,16,2,1836,13,6529.36,5886.5,5621.29,4220.22,643.13,571.7,0.27,0.27,6196.85,5812.77,0\\r\\n24825,2931,61,Male,0,retired,61,2,1334,25,1849.28,1724.81,1705.68,16484.02,119.94,119.94,0.67,0.67,1834.16,1701.73,0\\r\\n24826,2923,44,Male,0,self_employed,745,2,127,,6240.68,6252.44,6503.91,7262.76,0.19,0.19,0.19,714.47,6247.67,6243.74,0\\r\\n24827,3279,75,Male,0,self_employed,146,3,353,307,3087.91,4011.47,4067.02,3028.19,0.14,0.14,2857.29,0.14,4328.12,4020.22,0\\r\\n24828,402,51,Female,0,self_employed,705,3,525,27,2525.6,4141.23,4146.03,4467.48,133.04,12.41,1748.67,339.13,3610.8,4348.97,1\\r\\n24829,3314,46,Male,0,salaried,243,3,2781,19,1127.85,3212.89,3466.79,5428.2,368.4,0.26,2724.05,2019.83,1764.59,4303.06,1\\r\\n24830,2011,49,Male,0,salaried,146,2,1036,32,11733.76,15125.06,10549.54,11528.93,0.43,857.57,2994.14,2377.09,12760.48,10100.57,0\\r\\n24831,1521,36,Male,0,salaried,372,3,236,28,9942.05,10019.2,8635.64,3874.34,165.63,165.63,206.03,40.11,10040.15,8783.23,0\\r\\n24832,4707,40,Female,0,self_employed,1020,3,129,55,1467.04,355.66,1656.22,1538.4,0.6,28.6,594,3100.66,695.66,2404.5,1\\r\\n24833,3123,42,Male,0,self_employed,551,2,550,,2397.1,2395.36,2397.44,2387.66,0.6,0.6,0.6,0.6,2396.04,2392.52,1\\r\\n24834,1417,34,Male,0,self_employed,146,3,353,20,1653.85,1682.96,1642.79,1780.83,286.29,600.57,243.97,298.38,1638.33,1641.33,0\\r\\n24835,798,75,Male,0,retired,519,3,1117,32,1457.88,1457.88,1459.17,1450.84,0.26,0.83,0.26,3.03,1457.88,1459.53,0\\r\\n24836,241,49,Male,,self_employed,1020,3,443,237,6205.27,6205.27,6205.27,5761.84,0.57,0.57,0.57,0.57,6205.27,6205.27,0\\r\\n24837,5553,90,Female,0,self_employed,1020,3,60,251,29121.16,162652.69,137901.71,163346.51,0.4,0.4,133585.5,700.4,86817.22,162991.4,1\\r\\n24838,1290,64,Male,0,retired,834,3,352,11,2809.1,1614.99,1546.86,246.76,4358.4,0.29,452.86,1900.29,2650.4,1690.61,0\\r\\n24839,3040,31,Male,0,student,575,2,88,4,109.13,374.31,2098.88,1681.35,1193.53,897.93,315.76,5400.37,278.99,2965.2,1\\r\\n24840,4934,61,Male,0,self_employed,1020,2,145,151,1555.65,1538.62,1447.87,1166.39,0.29,0.29,0.29,0.29,1544.6,1471.19,0\\r\\n24841,2084,45,Female,0,self_employed,1096,2,1360,17,1753.28,1590.72,1555.69,647.36,12320.32,0.61,12143.47,0.61,1691.62,1595.79,0\\r\\n24842,3453,43,Female,0,self_employed,1020,2,288,14,9744.32,10167.05,9328.38,9528.43,1.94,0.97,421.44,354.12,9918.59,9618.95,0\\r\\n24843,3583,43,Male,0,salaried,1315,2,250,23,37370.41,37681.96,36934.08,17502.46,50.04,0.04,0.04,1357.19,37370.81,37825.43,1\\r\\n24844,752,78,Female,,self_employed,168,2,3460,346,6273.29,6273.29,6273.29,6233.67,0.63,0.63,0.63,0.63,6273.29,6273.29,1\\r\\n24845,3028,16,Male,0,student,834,1,105,25,4419.18,4325.59,4310.63,4007.6,51.27,51.27,0.53,0.53,4409.26,4304.84,1\\r\\n24846,4566,40,Male,0,self_employed,162,3,860,21,1429.97,2553.96,2129.5,2081.37,1414.94,1419.94,2538.77,750.37,2267.08,2302.94,0\\r\\n24847,1094,68,Male,,salaried,334,1,10,23,497.72,1640.58,1559.69,2487.21,286.27,0.56,1429.13,485.42,497.72,1913.03,1\\r\\n24848,3197,39,Male,1,salaried,623,2,3947,24,1271.37,22970.3,2355.85,741.15,10857.53,23860.9,30590.41,976.68,4933.02,1730.86,0\\r\\n24849,490,37,Female,0,self_employed,834,2,1717,58,6917.5,7078.47,6553.06,11435.09,0.49,1567.63,147.17,10826.87,6972.52,7035.93,0\\r\\n24850,3190,68,Female,0,retired,241,3,2486,0,7207.73,4703.16,4586.87,4800.36,2891.31,986.59,359.53,653.25,4813.29,4445.01,0\\r\\n24851,805,63,Female,0,self_employed,834,3,8,6,1158.48,2009.8,1789.97,1525.14,193.44,257.73,0.59,415.27,1299.29,2170.56,0\\r\\n24852,6309,43,Male,0,salaried,1111,2,3,3,7678.02,6064.65,12006.64,11884.82,7060.24,6912.26,1428.66,465.8,8810.95,7531.92,0\\r\\n24853,1256,70,Female,0,self_employed,409,3,1069,13,1645.3,1645.3,1693.29,1803.92,428.86,571.71,0.29,0.29,1733.97,1700.6,0\\r\\n24854,2165,39,Female,0,self_employed,146,1,9,,891.38,1725.07,1554.73,1098.6,0.1,0.1,437.24,240.1,1269.11,1791.4,0\\r\\n24855,1267,33,Male,0,salaried,409,2,1565,,6201.95,6201.95,6201.95,6559.51,0.09,0.09,0.09,0.09,6201.95,6201.95,0\\r\\n24856,1904,20,Female,0,student,895,3,1709,12,3332.71,5532.71,4817.94,3513.71,2871.87,5171.87,2214.73,2857.59,2439.11,5692.2,1\\r\\n24857,2419,8,Female,0,student,1020,1,322,215,1993.22,2021.79,2045.34,2123.2,0.06,0.06,0.06,0.06,2016.87,2043.91,0\\r\\n24858,2321,57,Female,0,self_employed,,2,42,26,4745.38,4625.38,4617.42,3544.23,120.11,0.11,0.11,0.11,4737.1,4625.38,0\\r\\n24859,1898,66,Male,0,self_employed,1096,3,1660,262,3774.72,3774.72,3774.72,3748.84,0.03,0.03,0.03,0.03,3774.72,3774.72,0\\r\\n24860,6317,59,Male,0,self_employed,1096,3,1223,28,12473.58,12471.84,12484.05,12400.23,16.39,16.39,0.36,0.36,12486.88,12482.73,0\\r\\n24861,2061,30,Female,0,student,1096,2,578,33,2055.62,3508.18,2373.98,3867.66,0.2,393.8,2128.77,0.2,2898.86,1828.52,0\\r\\n24862,5019,43,Male,1,salaried,241,2,62,10,3569.99,2360.95,3981.74,4690.48,1669.54,4526.69,99.04,6977.6,3243.07,3501.03,0\\r\\n24863,279,49,Female,,self_employed,1323,2,2245,83,1704.46,1847.31,1838.79,940.31,0.34,0.34,0.34,0.34,1807.91,1944.09,0\\r\\n24864,2446,43,Male,0,self_employed,,3,712,122,1736.65,1585.51,1449.44,963.32,0.67,0.67,0.67,0.67,1606.35,1448.99,0\\r\\n24865,3028,49,Male,0,salaried,1525,3,114,13,3515.6,2601.31,5196.69,6398.47,1071.94,2143.37,143.37,8571.94,3015.1,3562.23,0\\r\\n24867,3061,51,Male,0,self_employed,278,2,749,24,2649.69,3591.26,2783.82,2263.81,1041.61,714.61,1983.19,0.33,2960.84,3107.39,0\\r\\n24868,492,46,Male,0,self_employed,1541,2,1781,81,4606.91,4606.91,4606.91,4649.04,0.03,0.03,0.03,0.03,4606.91,4606.91,0\\r\\n24869,761,55,Male,0,self_employed,1096,2,2040,20,4992.27,5899.42,3554.6,948.6,1400.36,0.36,2307.5,1746.63,5488.09,4097.48,0\\r\\n24870,3632,90,Female,0,self_employed,1020,2,1205,9,7844.07,13286.86,12139.1,8207.01,227.06,1.11,2103.98,7291.56,11705.63,15976.57,1\\r\\n24871,2403,41,Female,0,self_employed,491,3,707,13,4573.33,3573.33,3536.46,2398.51,1071.5,0.07,0.07,0.07,4073.33,3624.02,0\\r\\n24872,719,53,Female,0,self_employed,680,2,565,3,2822.84,2823.42,3316.45,4362.32,28.17,232.54,14.47,367.6,2833.31,2886.02,0\\r\\n24873,1661,49,Male,1,salaried,1096,3,249,,9621.17,10264.03,10574.73,11738.17,0.56,0.56,643.41,430.59,9995.56,10301.86,0\\r\\n24874,6150,56,Male,0,salaried,834,1,22,58,69233.89,70202.73,69063.7,65860.8,0.03,0.27,0.03,0.03,69698.64,69158.82,0\\r\\n24875,1442,53,Male,0,self_employed,146,2,367,95,3439.89,3194.47,3792.63,3186.8,0.39,0.39,1497.82,186.59,4163.49,4070.8,0\\r\\n24876,3156,50,Male,0,salaried,980,2,285,19,449.95,449.95,7532.08,3006.62,114571.57,299390.14,38857.29,13702.53,3750.45,688.73,0\\r\\n24877,3769,45,Male,1,self_employed,1085,1,135,104,1013.95,1329.01,1817.49,2279.74,0.2,0.2,315.26,420.45,1234.49,1496.95,0\\r\\n24878,314,46,Male,2,self_employed,202,3,2295,117,2743.57,2743.57,3526.98,2256.5,0.29,0.29,0.29,1428.86,2743.57,3665.23,0\\r\\n24879,758,56,Female,,self_employed,762,2,195,14,11074.41,1089.17,2710.34,293.39,10000.43,0.43,0.43,0.43,5916.25,1102.53,0\\r\\n24880,2550,38,Female,0,self_employed,1096,2,337,,3247.27,3247.27,3247.27,3226.7,0.09,0.09,0.09,0.09,3247.27,3247.27,0\\r\\n24881,5283,65,Female,0,self_employed,15,2,540,118,1041.96,4999.1,4149.68,4933.08,0.59,0.59,3957.73,0.59,2450.83,4999.1,1\\r\\n24882,2046,34,Female,0,salaried,407,3,975,105,1891.21,1434.06,1674.74,1340.13,0.36,0.36,0.36,471.79,1875.44,1586.14,1\\r\\n24883,433,43,Male,4,self_employed,860,3,2325,38,0.73,14286.44,12056.62,10284.12,0.16,1638.73,14285.87,0.16,10345.56,13176.44,1\\r\\n24884,2633,50,Male,2,self_employed,55,2,816,24,5071.77,5337.92,5163.84,4648.07,142.89,314.31,409.04,125.59,5188.28,5260.83,0\\r\\n24885,344,36,Female,1,self_employed,1002,3,303,3,9676.77,7805.48,8956.02,499.18,10243.54,0.54,11228.8,805.94,8009.85,8976.24,1\\r\\n24886,305,79,Male,,retired,1546,3,3735,46,10114.41,10114.41,6735,2961.93,0.46,7143.31,0.46,0.46,10114.41,7119.02,0\\r\\n24887,187,32,Female,,self_employed,496,3,2661,193,1507.5,1507.5,1507.5,1501.94,0.57,0.57,0.57,0.57,1507.5,1507.5,0\\r\\n24888,2210,47,Female,0,self_employed,146,3,133,60,1869.91,1623.65,3433.61,19619.11,0.59,0.59,2859.36,0.59,1573.89,1623.65,0\\r\\n24889,2773,77,Male,0,retired,1232,2,882,33,6735.69,6735.69,5810.55,5189.32,0.3,1506.23,0.3,0.3,6735.69,5470.15,0\\r\\n24890,315,27,Male,0,self_employed,759,3,4170,9,1277.57,820.42,1744.44,1512.95,1185.84,1585.84,1428.7,3811.56,1482.98,2255.45,0\\r\\n24891,5346,51,Male,0,salaried,1494,2,67,,4431.95,4431.95,4442.18,4440.09,0.64,0.64,0.64,26.36,4431.95,4436.93,0\\r\\n24892,1030,29,Male,0,self_employed,649,2,554,61,1968.42,2667.21,2165.78,799.75,0.51,0.51,699.31,701.77,2240.28,2892.25,0\\r\\n24893,1160,56,Female,0,self_employed,1181,3,186,,3803.91,3803.91,3803.91,3779.82,0.57,0.57,0.57,0.57,3803.91,3803.91,0\\r\\n24894,1504,41,Male,1,self_employed,873,3,1371,0,631.86,2042.95,2194.97,1345.57,4867.23,13027.91,5856.16,10909.06,2061.68,2693.75,0\\r\\n24895,3013,32,Male,0,salaried,1258,3,771,28,389.41,2315.89,3496.42,9335.75,643.33,643.33,2000.47,0.47,957.14,2502.38,1\\r\\n24896,1157,58,Female,0,self_employed,409,2,329,58,4351.82,4351.82,4253.51,4040.63,0.4,286.11,0.4,0.4,4351.82,4342.6,0\\r\\n24897,2560,55,Female,0,self_employed,1351,3,1431,48,1530.6,1528.14,1939.86,218.82,0.16,7143.01,0.16,7143.01,1528.82,3140.69,0\\r\\n24898,2113,37,Male,0,self_employed,1111,2,330,18,7573.26,7287.54,8880.65,9315.01,285.73,285.73,0.01,3811.39,7474.74,8552.16,0\\r\\n24899,3472,61,Male,0,salaried,751,2,138,136,64033.42,64033.42,64033.42,43356.23,0.13,0.13,0.13,0.13,64033.42,64033.42,0\\r\\n24900,2760,37,Female,0,self_employed,1020,2,1357,98,18072.78,558.58,4555,287.7,0.36,0.36,0.44,417.72,11435.9,748.42,0\\r\\n24901,2135,20,Female,0,student,1232,3,52,69,4411.36,4447.08,4444.63,4041.91,0.5,0.5,0.5,0.5,4438.46,4472.52,0\\r\\n24902,1508,74,Male,0,retired,334,3,2590,41,3119.53,2646.5,2622.51,2798.99,0.44,11.21,173.36,278.53,3008.76,2614.42,0\\r\\n24903,2433,52,Male,0,salaried,1565,1,683,4,27625.39,28622.73,29208.53,32828.12,2640.78,3548.2,3210.67,3519.26,29850.63,30041.15,0\\r\\n24904,3596,48,Female,0,self_employed,1525,3,146,270,4105.4,4065.26,4068.7,4043.51,0.7,0.7,0.7,0.7,4074.95,4065.26,0\\r\\n24905,6034,35,Male,0,student,1232,1,52,55,470.76,53263.76,17798.09,1373.43,0.17,97097.05,52857.31,714.46,4080.69,47865.83,1\\r\\n24906,1716,27,Male,0,student,1046,3,1786,25,9735.36,3972.48,4792.68,2645.99,2698.06,3386.27,637.8,2305.59,7698.69,4221.35,0\\r\\n24907,608,62,Female,0,self_employed,1076,3,878,11,11837.48,6123.2,6911.51,4285.06,5714.31,0.03,0.03,0.03,8487.73,6123.36,0\\r\\n24908,1277,35,Female,0,self_employed,146,2,77,213,9524.38,17293.66,16609.58,28484.75,0.04,0.04,7412.19,97.4,15577.09,17186.51,0\\r\\n24909,1412,65,Male,2,self_employed,206,2,2797,4,708.4,7874.78,10705.89,13861.75,10000.26,1428.83,17143.11,6847.27,5880.82,12943.64,1\\r\\n24910,4639,56,Male,0,salaried,531,3,573,3,2263.57,1957.46,2167.04,2147.49,328.8,0.23,108.4,127.44,2176.98,2024.53,0\\r\\n24911,1382,23,Male,0,student,146,3,1757,47,9666.4,9666.64,9494.61,2633.84,0.07,200.07,0.07,7.21,9698.26,9590.86,0\\r\\n24912,2268,40,Female,0,self_employed,1565,3,1258,17,23997.65,23646.22,22767.07,17955.94,1143.5,0.64,448.93,1918.84,24043.66,22749.11,0\\r\\n24913,1879,62,Female,0,salaried,1096,2,482,52,2142.91,3537.63,3310.08,4071.91,0.43,42.3,1395.15,828.4,2349.85,3791.05,1\\r\\n24914,2969,70,Male,0,retired,15,2,461,20,5103.72,4623.24,4761.15,4468.17,527.66,617.66,429.09,857.66,4973.18,4840.04,0\\r\\n24915,2259,53,Female,1,self_employed,1363,3,222,11,6183.5,5826.35,5765.09,4107.83,357.53,136.1,0.39,0.39,5974.14,5768.75,1\\r\\n24916,1174,30,Female,0,self_employed,334,2,141,0,3971.61,5685.48,5966.44,37188.61,10.84,226.61,1744.78,1719.14,4424.74,6083.57,0\\r\\n24917,2474,59,Female,0,self_employed,334,1,444,46,896.48,750.34,9320.98,7671.63,0.43,3508.29,0.43,16365.43,881.36,13061.63,1\\r\\n24918,4518,31,Female,0,self_employed,639,2,210,0,3167.07,2452.78,2460.99,2678.14,714.91,0.63,0.63,0.63,2477.41,2452.78,0\\r\\n24919,2509,27,Male,2,self_employed,60,2,595,7,20.91,0.88,1622.26,212.3,1079.21,16582.07,1058.36,897.36,197.44,4590.03,1\\r\\n24920,2950,33,Male,0,student,1020,1,60,,560.57,1432,1494.74,1259.92,0.44,0.44,1086.16,929.01,1271.9,1747.66,1\\r\\n24921,4006,90,Male,0,self_employed,1020,3,79,46,1912.56,2094.46,1804.07,1809.1,0.14,724.51,182.04,0.14,2056.82,1821.07,0\\r\\n24922,947,62,Female,0,self_employed,1464,3,635,159,3005.09,3005.09,3029.52,2850.85,0.59,0.59,214.87,214.87,3019.87,3041.49,0\\r\\n24923,1874,33,Female,0,salaried,15,2,299,60,4365.29,4365.29,4296.17,4023.58,0.44,0.44,0.44,0.44,4365.29,4365.29,0\\r\\n24924,2791,73,Male,3,self_employed,146,2,157,3,4576.29,4041.82,3672.77,2022.04,1037.67,0.67,503.2,267.49,3855.5,3739.76,0\\r\\n24925,3505,30,Male,0,self_employed,1096,2,578,,1594.72,1594.72,1594.72,1578.14,0.21,0.21,0.21,0.21,1594.72,1594.72,0\\r\\n24927,3172,53,Male,1,self_employed,146,1,261,17,35771.6,50500.37,67217.28,81942.77,1.63,0.49,17985.96,37116.14,44516.04,71466.64,0\\r\\n24929,2067,28,Male,0,self_employed,1096,3,2072,48,3955.06,4264.84,5781.36,1521.11,0.56,243.41,310.34,376.33,4071.21,4310.3,0\\r\\n24930,1808,90,,0,self_employed,1096,1,482,38,7317.67,9518.49,6406.18,2694.13,0.36,38501.23,828.93,2071.79,7636.88,9921.18,0\\r\\n24932,1477,62,Male,0,salaried,1320,2,272,19,2868.59,2860.69,2845.57,2803.03,122.54,122.79,114.64,115.79,2848.9,2860.64,0\\r\\n24933,2820,32,Male,2,self_employed,623,3,4764,10,5848.79,5448.79,6668.35,2097.48,428.91,28.91,0.34,2678.91,5592.64,6898.75,0\\r\\n24934,2568,37,Female,0,salaried,409,3,292,44,4529.68,4286.83,2643.94,1838.61,0.24,3300.24,0.24,0.24,4521.31,2682.22,0\\r\\n24935,264,30,Male,0,self_employed,1494,3,3870,78,1428.94,1429.14,1450.81,3143.86,0.57,0.57,0.57,0.57,1428.95,1429.14,0\\r\\n24936,1778,32,Female,0,self_employed,656,2,1339,63,4029.4,4038.48,3988.23,3839.19,0.06,0.06,9.14,11.51,4037.86,4044.66,1\\r\\n24937,2520,33,Male,1,self_employed,904,3,2655,27,26512.35,26736.92,28040.49,20491.26,342.91,3571.49,421.49,5535.77,26762.08,28653.38,0\\r\\n24938,3332,44,Female,0,self_employed,1020,2,544,152,2430.01,2387.93,2463.1,3327.38,0.06,0.06,0.06,0.06,2400.08,2379.03,0\\r\\n24939,357,30,Male,,self_employed,1568,2,2987,305,4389.64,4389.64,4367.96,4299.53,0.4,0.4,0.4,0.4,4389.64,4389.64,0\\r\\n24940,3107,54,Male,0,salaried,834,3,22,15,3860.43,2208.05,2475.71,2852.08,41.24,27.67,363.75,117.24,2738.39,2382.68,0\\r\\n24941,4421,71,Female,0,self_employed,664,2,241,13,3523.72,3288.01,3345.39,1977.84,235.91,357.34,0.2,0.2,3409.68,3218.88,1\\r\\n24942,1305,55,Male,0,self_employed,385,3,2300,11,3149.56,3476.7,3629.92,3944.73,0.57,0.16,1042.06,500.16,3468.19,3713.22,0\\r\\n24943,2832,38,Male,1,self_employed,,2,195,20,1613.96,1526.99,1532.62,2510.28,1157.11,641.96,1462.14,1108.79,1748.64,1705.12,0\\r\\n24944,1781,29,Female,0,student,557,2,53,60,3196.77,3260.08,3267.89,3325.39,0.29,0.29,120.74,58.86,3253.74,3294.72,0\\r\\n24945,5758,54,Male,0,self_employed,0,2,1348,121,0.4,0.4,6659.12,5635.6,0.4,0.4,0.4,12719.9,0.4,7257.06,1\\r\\n24946,1017,42,Female,0,self_employed,1084,1,258,3,2211.79,1641.13,2129.26,1743.77,1331.06,32.55,349.92,1023.31,1508.94,2253.81,0\\r\\n24948,6251,90,Male,0,retired,575,3,44,0,17213.3,6449.68,7813.09,6908.03,12025.72,1289.54,1068.87,396.74,10853.36,6441.34,0\\r\\n24949,2552,41,Female,0,self_employed,,2,662,48,2170.9,2891.93,5315.7,15232.01,0.11,2234.8,721.14,2530.57,2394.61,2825.83,1\\r\\n24950,598,40,Male,,salaried,1085,3,2105,111,3725.48,3725.48,2036.82,732.31,0.27,0.27,0.27,0.27,3725.48,2109.25,0\\r\\n24951,1564,33,Female,0,self_employed,1232,3,7,53,2842.14,2433.69,2784.66,1637.48,0.54,357.69,0.54,1482.27,2741.95,3009.14,0\\r\\n24952,5821,34,Male,0,self_employed,1020,2,501,,6205.64,6205.64,6205.64,6166.33,0.24,0.24,0.24,0.24,6205.64,6205.64,0\\r\\n24953,1239,64,Male,0,salaried,1020,2,1116,4,3875.92,3841.64,3843.22,4244.96,34.37,0.09,0.09,0.09,3846.37,3841.64,0\\r\\n24954,439,38,Male,2,salaried,1084,1,19,19,4089.42,2222.69,9037.26,9652.94,4537.71,3925.96,2514.84,14307.5,4770.07,10177.8,0\\r\\n24955,1617,64,Male,0,self_employed,1301,2,692,9,3307.7,11797.9,5254.71,486.15,2714.84,20918,11204.63,9876.09,5918.46,9729.47,1\\r\\n24956,617,90,,,self_employed,1111,2,1292,18,4633.66,2633.66,4706.12,9633.68,2143.26,0.4,143.26,3571.83,4288.83,3163.61,0\\r\\n24957,911,51,Female,0,self_employed,419,2,887,27,802.71,743.07,2055.46,2286.82,714.43,714.43,253.99,4484.34,1049.43,1792.65,1\\r\\n24958,200,90,,,self_employed,334,2,1939,60,12960.08,6319.45,12645.01,18838.59,0.63,0.63,0.63,2857.77,7526.26,5819.56,0\\r\\n24959,548,41,Male,,self_employed,1258,2,3656,168,10844.83,11417.08,11999.57,9554.09,0.13,0.13,571.56,1000.13,11229.06,12352.56,0\\r\\n24960,2770,48,Female,0,self_employed,479,2,234,214,2346.71,2632.43,2809.97,3654.48,0.24,0.24,0.24,0.24,2533.91,2806.66,0\\r\\n24961,1664,27,Female,0,student,1570,3,119,6,254.5,1648.6,1684.7,1245.9,214.76,89.61,1818.8,124.03,1722.29,1576.51,0\\r\\n24962,4927,90,Male,0,self_employed,834,2,1242,,4183.23,4183.23,4183.23,4156.73,0.29,0.29,0.29,0.29,4183.23,4183.23,0\\r\\n24963,467,44,Female,0,salaried,407,2,225,25,3907.46,3199.41,3525.74,3433.26,720.1,757.3,14.47,463.01,3843.95,3143.28,0\\r\\n24964,6222,53,Male,3,salaried,1232,2,29,37,6954.68,8052.93,6217.72,3550.25,0.07,118.1,0.07,144.21,7044.14,7086.51,0\\r\\n24965,2274,70,Male,0,self_employed,146,3,1048,205,9432.6,9483.14,9484.7,9584.38,0.27,0.27,78.84,0.27,9460.07,9483.14,0\\r\\n24966,3278,33,Male,0,salaried,1307,2,475,21,3180.56,3099.73,3562.44,5095.68,254.63,254.63,66.66,0.34,3197.25,3045.78,0\\r\\n24967,1627,58,Female,0,self_employed,1020,1,16,123,12349.02,12349.02,12379.77,10817.83,0.49,0.49,0.49,0.49,12349.02,12349.02,1\\r\\n24968,759,42,Female,,self_employed,15,2,383,5,187.79,179.5,2955.15,603.29,85714.37,1142.94,85000.09,355.23,7942.41,515.61,0\\r\\n24970,652,30,Male,,salaried,834,3,3743,18,2607.47,2357.47,2347.74,1674.79,121.74,0.31,93.17,528.89,2428.75,2319.21,0\\r\\n24971,709,53,Female,0,self_employed,221,2,68,125,2413.56,2413.56,2413.56,2009.19,0.01,0.01,0.01,0.01,2413.56,2413.56,0\\r\\n24972,1130,90,,0,self_employed,745,1,127,9,24.78,81.92,1903.06,2457.27,3343.41,971.99,3400.56,4214.84,257.79,2126.62,1\\r\\n24973,1343,43,Male,0,salaried,857,3,2021,19,9562.94,8910.09,9062.29,8087.2,653.24,0.39,0.39,0.39,9458.85,8910.09,0\\r\\n24974,3602,39,Female,0,self_employed,1320,3,392,19,5831.03,134.19,2521.96,3376.77,3571.76,0.33,5009.01,3596.55,3812.28,1414.44,0\\r\\n24975,2618,47,Male,1,self_employed,623,1,521,12,17599.49,12009.55,10879.34,6729.75,14078.67,62006.87,9431.4,20144.21,11740.75,8273.84,0\\r\\n24976,1287,49,Male,0,salaried,578,2,757,27,10611.54,9001.5,9109.35,9919.72,1000.3,0.3,1321.71,1014.59,10335.21,8555.88,0\\r\\n24977,1728,74,Male,0,retired,409,1,247,10,468.7,482.99,1549.07,1102.8,15657.44,15798.76,16143.16,16143.16,3783.48,409.29,0\\r\\n24978,2242,30,Female,0,self_employed,657,2,180,26,39186.71,366.21,13516.82,3093.65,14534.84,14717,0.06,55557.03,30647.36,4579.34,1\\r\\n24979,425,35,Female,0,self_employed,1451,3,2060,17,7367.93,9367.93,4865.46,443.01,2857.57,30999.1,4857.57,22501.81,6451.67,7658.81,0\\r\\n24980,287,68,Female,0,self_employed,494,2,604,279,9647.64,9647.64,9647.64,9251.35,0.56,0.56,0.56,0.56,9647.64,9647.64,0\\r\\n24981,4088,44,Female,1,self_employed,1181,2,235,9,660.68,459.32,2384.96,652.6,357.71,12824.36,127.79,0.57,560.49,5880.06,1\\r\\n24983,904,57,Female,0,self_employed,,2,587,14,-475.56,-554.53,1815.78,4820.5,340.93,340.93,514.5,6857.36,-558.68,415.97,1\\r\\n24984,2801,36,Male,2,self_employed,623,1,81,20,918.83,2876.26,2201.77,2088.58,439.21,439.21,12396.65,375.31,2024.44,2782.88,0\\r\\n24985,6125,44,Male,1,salaried,1084,1,540,5,4103.33,3597.86,1981.69,2727.32,22.7,2.08,706.48,2220.33,2151.04,1819.57,0\\r\\n24986,1952,67,Male,0,self_employed,834,1,174,3,93708,874.18,11870.67,7741.33,5049.96,5049.96,2968.47,12383.26,16459.99,9813.24,0\\r\\n24987,2785,31,Male,0,student,1020,3,227,41,7171.85,7218.99,5360.71,4893.01,0.24,5214.53,0.24,1428.81,7183.23,5407.84,0\\r\\n24988,3014,52,Female,0,self_employed,404,3,781,21,2494.2,1384.84,2223.5,2101.37,1678.69,1120.4,342.47,1428.69,2567.25,2244.02,0\\r\\n24989,4493,60,Female,0,self_employed,1180,2,162,,4344.05,4344.05,4344.05,4316.53,0.53,0.53,0.53,0.53,4344.05,4344.05,0\\r\\n24990,2569,54,Male,0,self_employed,1271,2,101,308,1443.12,1443.12,1443.12,9657.17,0.44,0.44,0.44,0.44,1443.12,1443.12,0\\r\\n24991,4150,41,Male,0,,1020,3,322,19,2879.28,2537.96,2338.24,2032.29,718.04,735.1,277.56,281.01,2901.26,2159.61,0\\r\\n24992,943,14,Female,0,student,834,2,382,356,4069.97,4069.97,4069.97,4044.19,0.3,0.3,0.3,0.3,4069.97,4069.97,0\\r\\n24993,1449,49,Female,0,self_employed,702,3,385,192,1969.61,1969.61,1969.61,1957.03,0.06,0.06,0.06,0.06,1969.61,1969.61,0\\r\\n24994,6108,46,Female,2,self_employed,146,3,41,329,2936.28,3091.43,3269.76,3782.84,0.66,0.66,160.93,286.37,3050.41,3277.87,0\\r\\n24995,2578,35,Female,0,salaried,146,1,446,,12996.23,12996.23,12996.23,11339.25,0.1,0.1,0.1,0.1,12996.23,12996.23,0\\r\\n24996,3071,34,Male,0,self_employed,531,3,422,81,1743.22,1883.51,2041.48,2849.03,0.06,0.06,140.35,281.53,1805.3,2017.11,0\\r\\n24997,1151,44,Male,0,self_employed,409,3,395,94,3143.56,3235.42,3210.08,1273.63,0.69,0.69,92.54,0.69,3159.4,3235.42,0\\r\\n24998,2043,75,Male,0,self_employed,578,2,631,18,993.58,726.97,1586.32,3585.78,590.34,393.2,352.3,1076.34,871.58,1192.41,0\\r\\n24999,783,26,Female,0,salaried,409,2,709,102,4736.29,4736.29,4736.29,2246.65,0.3,0.3,0.3,0.3,4736.29,4736.29,0\\r\\n25000,1745,7,Male,0,self_employed,1597,2,737,21,2583.21,3915.6,3620.8,3519.54,100.2,100.2,0.2,0.2,3250.57,3860.76,0\\r\\n25001,6276,40,Female,0,salaried,1096,1,43,172,32709.02,33301.27,33334.17,33618.55,0.59,0.59,592.83,0.59,33062.93,33301.27,0\\r\\n25002,1886,29,Male,0,salaried,1096,1,1345,,3390.25,4003.76,3544.52,3222.52,0.5,0.5,499.73,0.5,3496.05,3764.2,0\\r\\n25003,1718,71,Female,0,salaried,1096,1,572,0,246034.65,286515.81,189244.25,308575.26,1543.02,177508.32,42183.97,28187.26,264770.42,212294.44,0\\r\\n25005,1101,65,Female,0,retired,575,1,44,,6924.04,6924.04,6924.04,6880.18,0.2,0.2,0.2,0.2,6924.04,6924.04,0\\r\\n25006,6176,51,Female,0,self_employed,1096,3,439,173,2032.02,1886.59,1594.4,2193.7,0.07,0.07,0.07,0.07,1977,1585.75,0\\r\\n25007,2479,29,Female,0,salaried,905,3,855,40,465.24,465.24,1908.38,1292.88,0.43,1429,0.43,3571.86,465.24,2654.18,1\\r\\n25008,1048,55,Female,0,self_employed,1084,2,258,,1897.1,1897.1,2410.16,3306.12,0.57,0.57,0.57,1000.57,1897.1,2380.98,0\\r\\n25009,3171,53,Male,0,salaried,1138,2,1736,13,635.55,617.91,1705.8,6473.56,714.31,857.17,338.3,122.83,619.73,569.84,0\\r\\n25010,6195,71,Male,0,self_employed,485,1,1222,37,20412.24,21085.27,21029.89,18242.75,0.41,126.13,2126.41,969.84,20763.75,21362.4,0\\r\\n25011,5922,50,Female,0,self_employed,1020,2,19,0,8506.35,9004.52,8791.15,18234.25,241.93,100.54,257.69,50.54,8755.29,8779.55,0\\r\\n25012,5717,51,Male,0,salaried,1096,3,89,4,2314.17,3665.13,3957.51,1779.71,50.93,357.34,1796.52,1750.65,2658.77,2715.87,1\\r\\n25014,2379,55,Male,0,self_employed,1294,2,1470,55,29657.63,29569.87,22533.03,2990.34,0.4,16314.69,0.4,311.75,29590.24,27843.32,1\\r\\n25015,2959,48,Female,0,self_employed,1020,2,442,46,12166.61,11234.38,11424.88,9607.68,0.19,298.11,0.19,708.51,11877.3,10918.56,0\\r\\n25016,1878,23,Female,0,student,1435,3,1890,20,2090.04,2090.04,1918.61,1497.9,214.74,257.6,214.74,0.46,2090.04,1915.84,0\\r\\n25017,672,20,Male,,student,1096,2,1092,7,4138.66,4198.19,4330.27,4170.4,289.33,286.17,318.31,624.38,4226.63,4370.25,0\\r\\n25018,2705,60,Male,0,self_employed,1020,1,419,279,3571.31,5714.16,6383.4,5726.3,0.63,0.63,2143.49,3572.06,3571.31,7603.56,0\\r\\n25019,1417,76,Male,0,self_employed,,3,1882,261,5441.45,5441.45,5441.45,6516.2,0.21,0.21,0.21,0.21,5441.45,5441.45,0\\r\\n25020,2408,49,Female,0,self_employed,,2,146,18,4744.62,5082.89,5104.79,6373.53,590.81,590.81,1857.66,225.31,4876.05,4755.33,1\\r\\n25021,1186,38,Female,0,salaried,1020,1,291,25,1307.41,53.13,2001.38,3783.17,1254.67,1540.39,0.39,3571.81,1177.66,364.93,0\\r\\n25022,1462,31,Male,0,self_employed,762,3,3454,88,286.57,786.57,1786.03,5309.45,0.16,0.16,643.01,1810.54,596.92,1539.11,1\\r\\n25023,2671,49,Female,0,salaried,766,3,1525,37,5540.74,5531.31,5364.33,3015.07,0.23,5019.89,0.23,4643.09,5534.89,5409.42,0\\r\\n25024,2668,90,,0,self_employed,1258,1,152,19,45265.39,12455.72,13686.08,7050.4,13218.31,4286.23,0.51,1449.31,19226.91,13991.78,0\\r\\n25025,2453,47,Female,0,self_employed,1020,2,540,12,1779.45,3583.03,4457.05,8445.59,4286.31,12857.74,6089.9,12123.87,3333.83,5524.5,0\\r\\n25026,730,62,Male,,salaried,409,2,925,56,16842.48,10785.33,9705.49,7042.71,0.46,12699.34,1514.74,1057.6,11988.78,11085.53,0\\r\\n25027,1123,44,Female,0,salaried,1020,3,227,20,6922.03,8193.28,7691.83,6508.14,400.07,1714.36,50.13,0.07,7531.49,8175.48,0\\r\\n25028,989,56,Female,0,self_employed,563,2,139,17,3122.16,2621.76,2428.75,4803.16,500.63,500.63,0.23,0.23,2934.23,2440.21,0\\r\\n25029,1215,74,Male,0,self_employed,1020,3,1444,10,1980.71,2138.21,1968.48,1608.58,13.97,0.04,171.47,0.04,2066.65,2138.21,0\\r\\n25030,2648,41,Male,0,salaried,575,3,572,12,1243.44,1584.88,1992.14,2023.05,358.29,0.61,1176.76,750.47,1590.39,1632.53,0\\r\\n25031,1914,11,Female,0,student,1096,1,271,,1039.01,1755.18,1637.42,1570.93,0.27,0.27,0.27,0.27,1434.14,1755.18,0\\r\\n25032,5554,39,Female,0,self_employed,1020,2,2,6,357.25,1298.55,1766.27,882.05,411.76,5783.04,1773.06,6415.91,833.33,3530.2,0\\r\\n25033,1585,51,Male,0,self_employed,623,2,1031,13,1166.58,1498.49,2210.89,19136.17,360.67,550.9,176.53,517.31,1285.72,1593.05,0\\r\\n25034,4833,41,Male,0,self_employed,1020,3,419,4,2985.68,1696.55,1464.17,1402.3,1899.18,1750.13,605.09,544.74,2690.82,1253.92,0\\r\\n25035,6179,42,Male,1,salaried,1020,2,26,0,33976.5,17648.2,13368.21,5780.5,7775.42,10765.08,232.83,17687.77,18275.36,12536.22,0\\r\\n25036,1338,41,Male,3,self_employed,1020,3,997,20,1903.16,1707.45,1828.4,1167.76,195.93,143.07,0.21,473.86,1883.46,1914.94,0\\r\\n25037,1773,52,Female,0,self_employed,1232,2,486,12,10639.64,10282.5,9707.14,9568.12,357.66,0.51,0.51,0.51,10442.59,10282.5,0\\r\\n25038,1454,26,Female,0,self_employed,1583,2,179,26,1232.03,1230.93,1492.02,1221.47,1553.01,0.49,1551.91,0.49,1552.9,1230.93,0\\r\\n25039,3045,42,Male,2,self_employed,1139,2,335,62,10364.4,17501.85,11321.34,4467.84,0.46,0.46,7143.31,0.46,11348.26,17340.94,0\\r\\n25040,2942,38,Male,0,salaried,213,2,2133,21,3438.56,2489.65,2263.57,333.65,963.64,0.44,0.44,963.64,3178.27,3029.49,0\\r\\n25041,524,49,Male,0,self_employed,823,2,1642,116,3580.9,3715.34,3054.72,2098.83,0.44,0.44,0.44,0.44,3599.45,2970.4,0\\r\\n25042,2728,59,Male,2,self_employed,664,3,413,42,4016.66,4326.1,3634.35,748.86,0.1,1742.96,571.53,285.81,4158.47,3775.87,0\\r\\n25043,444,48,Male,0,self_employed,356,3,2810,3,302.89,2443.12,2195.2,1815.54,1428.71,0.14,2143,0.14,1705.92,2441.77,1\\r\\n25044,4415,41,Female,0,self_employed,883,3,277,133,1743.27,1743.27,1800.76,820.16,0.34,0.34,0.34,0.34,1743.27,1743.27,0\\r\\n25045,2192,28,Male,0,student,1096,2,1671,62,4690.22,5275.22,4774.96,3949.35,0.19,0.19,585.19,0.19,5047.63,5275.22,0\\r\\n25046,1498,16,Male,0,student,1020,1,522,,4576.42,4433.56,4391.14,3940.66,0.59,0.59,0.59,0.59,4532.09,4392.09,0\\r\\n25047,4365,33,Male,0,self_employed,169,3,275,154,1357.59,1500.45,1477.46,1467.49,0.34,0.34,143.2,0.34,1431.48,1500.45,0\\r\\n25048,640,33,Male,,self_employed,1322,2,1718,,3013.97,3013.97,3013.97,2994.88,0.36,0.36,0.36,0.36,3013.97,3013.97,0\\r\\n25049,2675,25,Male,0,self_employed,334,2,141,40,10604.35,8466.89,10216.69,12864.17,0.53,11679.51,0.53,17911.26,9015.03,10330.82,0\\r\\n25050,2293,49,Female,0,self_employed,1020,1,288,217,93.24,2964.66,1710.38,1156.83,0.03,0.03,2871.46,0.03,883.38,2525.95,0\\r\\n25051,5714,42,Male,0,salaried,1096,1,1993,0,2362.39,2707.4,1678.92,2012.96,1123.66,43.82,710.45,2951.74,2289.61,1635.82,0\\r\\n25052,193,19,Male,0,self_employed,1111,2,1592,194,1452.91,1452.91,1452.91,1445.24,0.04,0.04,0.04,0.04,1452.91,1452.91,0\\r\\n25054,5242,62,Male,0,self_employed,1388,3,42,10,1088.94,1876.15,1800.56,1788.21,77.31,64.46,0.17,0.17,1210.57,2297.05,0\\r\\n25055,1133,33,Male,0,self_employed,593,2,1476,6,8478.24,306.31,2203.73,2922.25,17800.94,0.44,9914.73,786.16,5836.57,520.14,0\\r\\n25056,1864,55,Male,0,salaried,69,2,858,32,27575.27,27575.27,27162.37,26767.36,0.23,714.51,0.23,114.51,27575.27,26993.71,0\\r\\n25057,1086,30,Female,0,self_employed,649,2,3874,97,1307.17,1307.17,1518.38,5152.97,0.39,0.39,0.39,357.53,1307.17,1583.67,0\\r\\n25058,4791,43,Female,0,self_employed,1020,3,60,12,129.95,13943.16,1455.35,771.79,857.29,0.14,15741.93,27981.84,783.52,1201.67,1\\r\\n25059,350,32,Male,0,salaried,146,3,354,12,20105.26,18385.46,18075.97,12972.89,1720.04,1841.23,0.24,143.1,19794.83,18094.15,0\\r\\n25062,4128,39,Male,0,self_employed,,2,159,0,8897.24,2944.71,3555.61,2380.3,9729.04,0.47,3392.61,1019.59,5353.75,2982.57,0\\r\\n25063,1146,69,Male,0,retired,419,3,887,26,2007.84,1962.43,2002.17,4437.37,51.16,51.29,5.75,130,2004.71,1963.82,0\\r\\n25064,590,44,Male,0,salaried,623,3,968,12,56.72,2843.87,1674.07,1657.02,5714.77,0.49,26071.91,64911.36,1448,1646.42,1\\r\\n25065,318,75,Female,,self_employed,666,3,1279,304,1525,1525,1525,1513.88,0.13,0.13,0.13,0.13,1525,1525,0\\r\\n25066,1706,25,Female,0,self_employed,1020,2,2,74,3900.24,2984.76,3232.74,3004.9,0.1,0.1,154.16,39.85,3476.55,3014.1,0\\r\\n25067,367,34,Female,0,self_employed,1232,2,437,19,1109.06,2389.31,2878.91,2947.69,0.28,857.21,544.62,1733.21,1359.35,2080.24,1\\r\\n25068,1112,30,Male,0,self_employed,409,2,551,3,7807.18,7505.04,7712.51,8899.3,428.93,0.36,798.21,743.21,7418.26,7465.87,0\\r\\n25069,285,10,Male,,student,751,2,2889,59,678.62,692.91,3987.68,7948.85,0.24,5714.53,0.24,8585.96,685.52,4570.33,1\\r\\n25070,918,90,,,self_employed,513,2,216,336,2071.86,2071.86,2071.86,2060.36,0.64,0.64,0.64,0.64,2071.86,2071.86,0\\r\\n25071,2098,46,Male,0,self_employed,1435,3,1890,27,1861.68,1851.51,1685.32,1316.24,10.47,571.73,0.3,43.5,1861.33,1818.19,0\\r\\n25072,5889,68,Male,0,salaried,1096,3,1560,91,2207.05,2921.33,3225.64,3994.15,0.49,0.49,643.34,0.49,2453.35,2965.6,0\\r\\n25073,2874,20,Male,0,salaried,1589,1,33,55,3549.49,3549.49,5153.44,1051.69,0.03,10252.39,0.03,24285.74,3549.49,8741.27,0\\r\\n25074,794,18,Female,0,student,1020,2,163,145,707.24,707.24,2396.95,3108.59,0.1,0.1,0.1,2857.24,707.24,2919.22,0\\r\\n25075,3231,90,Male,0,self_employed,1446,2,726,37,8845.6,8848.06,4214.37,220.53,0.53,8128.73,0.53,0.53,8850.01,3090.32,0\\r\\n25076,2069,41,Female,1,salaried,334,3,1862,36,3048.59,31620.01,11681.85,270.91,0.26,30944.66,28571.69,0.26,25708.68,8661.26,1\\r\\n25077,1370,22,Female,0,student,872,3,2527,,1727.51,1748.94,1750.34,1978.56,0.04,0.04,28.61,0.04,1731.95,1748.94,0\\r\\n25078,1524,55,Female,0,self_employed,,2,1450,168,1624.15,1795.58,1869.39,2156.88,0.21,0.21,0.21,0.21,1777.84,1840.75,0\\r\\n25079,1687,28,Female,0,salaried,1096,3,1558,2,2188.87,2188.87,2188.87,1333.08,1571.77,0.34,1571.77,0.34,2188.87,2188.87,0\\r\\n25080,2026,90,,,self_employed,409,2,711,4,29029.57,5924.5,11926.45,2004.27,71677.17,77239.04,12857.81,71429.24,9939.88,25724.76,1\\r\\n25081,600,66,Male,0,self_employed,1020,3,411,11,12379.11,10862.94,5918.29,6699.21,61.59,51.54,10313.75,11899.96,6878.71,5146.36,0\\r\\n25082,3082,40,Male,0,salaried,34,2,268,23,11099.92,5885.2,3732.59,207.01,5214.91,5660.82,0.19,0.19,10200.83,772.37,0\\r\\n25083,3969,61,Male,0,retired,334,2,4,114,8505.9,8517.22,8524.87,7421.81,0.56,0.56,0.56,0.56,8514.49,8524.34,0\\r\\n25084,2211,49,Female,0,self_employed,575,2,616,90,218.41,173.18,1989.93,460.9,0.2,0.2,1026.4,857.34,4130.33,947.38,1\\r\\n25085,5536,52,Male,0,salaried,1613,1,109,10,12539.4,2474.27,3949.89,1789.03,48166.95,271.71,38101.81,0.29,7531.56,2220.35,0\\r\\n25086,454,38,Male,0,salaried,1180,3,756,32,1525.14,1996.84,1465.89,1202.8,0.13,781.9,14.41,58.97,1591.54,1642.86,0\\r\\n25087,1828,35,Male,2,self_employed,531,3,433,5,7166.9,1432.81,3813.06,4067.39,7428.74,143.03,1854.4,2885.21,5786.9,3469.2,0\\r\\n25088,2545,61,Female,0,self_employed,623,2,274,248,11405.49,11430.37,11260.75,11844.04,0.46,0.46,34.05,42.26,11422.25,11444.24,0\\r\\n25089,2637,9,Female,0,student,665,2,569,21,2815.66,2822.8,2819.79,2819.24,28.96,28.96,0.39,0.39,2811.23,2822.34,0\\r\\n25090,4966,49,Male,3,salaried,656,2,46,77,1924.3,2052.02,2958.22,686.46,0.56,0.56,568.49,990.06,2435.79,2423.94,0\\r\\n25091,1185,57,Female,0,self_employed,834,3,352,205,2296.69,2296.69,2296.69,2284.97,0.63,0.63,0.63,0.63,2296.69,2296.69,0\\r\\n25092,4540,36,Male,2,self_employed,61,3,1313,28,1731.56,2240,2025.65,1649.83,0.78,0.57,728.57,36.45,2001.3,2250.59,0\\r\\n25093,779,46,Female,2,self_employed,1096,3,2072,25,1250.22,3630.14,1501.66,433.66,721.69,8055.8,3101.6,4724.89,2983.07,1175.4,1\\r\\n25094,1405,70,Female,0,self_employed,1096,3,273,88,2779.14,2779.14,2775,2567.49,0.34,0.34,0.34,0.34,2779.14,2779.14,0\\r\\n25095,4633,52,Male,2,salaried,1232,3,149,6,1152.09,625.39,1942.87,2022.22,857.19,0.04,1567.34,971.28,848.5,768.76,0\\r\\n25096,437,44,Male,0,self_employed,168,2,3395,17,6607.31,5250.16,8289.87,468.48,1428.64,21508.6,0.07,32928.64,6067.9,13178.29,1\\r\\n25097,6470,49,Male,0,self_employed,409,1,91,5,23192.46,99416.49,47789.61,11662.92,31028.61,71428.61,107252.64,0.04,62334.93,56461.11,0\\r\\n25098,749,59,Female,0,self_employed,1020,2,501,117,4378.26,4378.26,4763.85,3783.58,0.27,0.27,0.27,0.27,4378.26,4479.65,0\\r\\n25099,1923,63,Male,0,retired,822,3,1294,31,1740.29,1939.46,1675.95,1765.06,0.5,43.36,128.25,384.65,1879.49,1592.3,0\\r\\n25100,383,54,Male,,self_employed,623,3,2023,0,47122.22,39665.87,18028.96,6610.81,14000.54,47500.71,6535.43,11144.83,38623.01,11659.71,0\\r\\n25101,2102,45,Male,0,salaried,1598,3,1465,336,8169.68,8183.97,9537.72,15995.56,0.64,0.64,0.64,0.64,8183.47,8197.33,0\\r\\n25102,490,62,Female,0,retired,1598,2,651,,5328.46,5328.46,5328.46,5261.11,0.37,0.37,0.37,0.37,5328.46,5328.46,0\\r\\n25104,2235,48,Female,0,self_employed,243,3,1080,,2072.88,2072.88,2072.88,2059.76,0.61,0.61,0.61,0.61,2072.88,2072.88,0\\r\\n25105,3961,38,Male,0,salaried,637,2,224,25,17388.11,15414.3,16605.63,15862.78,2143.3,0.44,0.44,871.59,17192.87,15954.72,0\\r\\n25106,1042,65,Male,,self_employed,905,3,2896,,2106.35,2463.49,2459.39,2446.19,0.26,0.26,357.4,0.26,2451.18,2463.49,0\\r\\n25107,912,21,Female,0,student,,2,132,30,1160.84,4664.43,3701.38,3481.59,0.64,1072.07,2857.79,0.64,3839.18,3665.25,0\\r\\n25108,2984,44,Female,0,salaried,1096,1,249,54,3366.68,6164.45,13084.78,2897.56,0.29,30895.67,2800.29,57143.14,5779.32,23299.49,1\\r\\n25109,2328,46,Male,0,salaried,1534,3,63,7,1304.53,1516.01,1535.36,2122.22,144.29,0.67,1303.07,955.51,1407.92,1601.02,0\\r\\n25110,2287,81,Male,0,retired,334,2,1297,27,1962.22,1973.03,1824,1743.49,28.93,28.93,20.8,35.32,1987.27,1755.11,0\\r\\n25111,1535,31,Male,0,salaried,557,2,284,0,4070.54,3956.67,3983.41,9204.04,114.47,0.6,0.6,0.6,3960.6,3956.67,0\\r\\n25112,4977,49,Male,0,salaried,665,2,177,28,3206.42,1287.86,1471.93,1142.45,497.29,464.69,347.3,347.3,1748.41,1376.86,0\\r\\n25113,1454,44,Male,1,self_employed,1020,3,406,6,3655.53,890.3,2701.18,4254.57,840.31,840.31,0.17,5714.46,2538.92,2435.97,0\\r\\n25114,499,51,Female,2,self_employed,1096,2,158,12,2372.92,1422.92,1567.05,3845.32,950.01,20.79,0.01,0.01,1878.09,1420.91,0\\r\\n25115,4779,59,Male,0,self_employed,546,1,176,,14893.25,14893.25,14893.25,14980.61,0.14,0.14,0.14,0.14,14893.25,14893.25,0\\r\\n25116,1575,46,Male,0,salaried,745,3,2080,20,1244.79,1610.35,3559.26,8307.59,708.57,845.17,1076.66,7667.61,1561.75,1227.93,1\\r\\n25117,2879,12,Male,0,student,531,2,249,148,6389.71,6372,6409.42,4667.24,0.56,0.56,268.57,46.4,6583.79,6401.58,0\\r\\n25118,3094,43,Female,0,salaried,1020,2,118,27,2393.44,7988.76,7171.5,4722.58,1057.19,1203.43,6637.73,462.72,5949.64,8068.29,1\\r\\n25119,517,71,Male,0,retired,1624,3,2150,222,67.69,2067.69,1791.83,2060.94,0.1,0.1,2000.1,0.1,1240.11,2067.69,1\\r\\n25120,3241,27,Male,0,student,153,2,1951,52,1737.27,2082.55,1976.43,1008.52,0.06,217.29,42.91,14.34,1828.04,2067.38,0\\r\\n25121,1721,8,Female,0,student,531,1,3,,1652.61,1652.61,1652.61,1642.14,0.19,0.19,0.19,0.19,1652.61,1652.61,0\\r\\n25122,4681,47,Male,2,self_employed,334,2,136,3,15183.62,14910.94,14407.42,18078.09,1042.74,1991.71,776.42,766.15,15012.65,14203.46,0\\r\\n25123,1111,65,Female,0,salaried,1020,1,60,6,12883.64,9990.93,11064.59,8170.16,4791.64,6266.51,1898.93,8557.2,10706.31,9281.57,0\\r\\n25124,3545,32,Male,0,self_employed,1125,2,2826,203,41213.69,41429.28,41622.63,42733.24,0.53,0.53,3799.53,226.24,41337.47,41517.18,0\\r\\n25125,4566,48,Female,0,salaried,146,1,41,166,35981.2,34781.45,34676.46,21641.11,0.14,0.14,0.14,0.14,35898.46,34626.64,0\\r\\n25126,3292,51,Male,4,self_employed,1020,3,16,0,47380.5,1459.68,7538.02,854.13,37929.06,786.2,505.75,825.29,18774.14,1454.97,0\\r\\n25127,3171,48,Male,3,self_employed,624,2,736,26,1889.01,1702.51,1772.2,1950.35,229.8,0.44,159.47,116.61,1866.76,1693.09,0\\r\\n25128,5135,90,Female,0,self_employed,1020,2,114,103,2522.12,2522.12,2522.12,2081.3,0.54,0.54,0.54,0.54,2522.12,2522.12,0\\r\\n25129,3426,41,Male,1,self_employed,1020,2,356,27,2619.16,1547.73,4236.46,14590.58,1071.79,1071.79,0.36,0.36,2545.26,1411.85,0\\r\\n25130,762,88,Male,0,retired,171,3,1802,60,1351.28,1954.9,1765.93,1804.96,0.07,0.07,606.03,0.07,1391.86,1954.56,0\\r\\n25132,2755,55,Female,0,salaried,,1,370,26,84088.71,874.76,19431.8,865.18,367.5,0.36,34286.07,0.36,56551.49,872.56,0\\r\\n25134,821,41,Male,0,salaried,334,2,1254,210,3662.27,3575.3,3720.77,3573.5,0.33,0.33,0.33,326.23,3688.33,3671.8,0\\r\\n25135,2832,75,Male,0,self_employed,834,2,8,38,9866.2,10005.65,6994.45,13532.01,0.69,7861.92,0.69,3214.97,9879.22,7818.09,1\\r\\n25138,1503,17,Male,0,student,334,1,82,,71.71,71.71,2957.95,27878.98,0.29,0.29,0.29,2957.53,71.71,1625.7,1\\r\\n25139,4246,57,Male,2,self_employed,1388,2,42,117,15611.42,16497.13,18298.68,11292.01,0.56,0.56,1543.41,4090.91,16300.09,17625.97,0\\r\\n25140,2750,33,Male,0,salaried,816,2,630,,12452.51,12452.51,12452.51,12373.74,0.46,0.46,0.46,0.46,12452.51,12452.51,0\\r\\n25141,1914,62,Female,0,self_employed,1589,2,275,25,9713.44,16311.14,15649.93,7772.71,901.64,1139.13,7143.36,714.79,13224.05,16514.34,0\\r\\n25142,1394,43,Male,0,self_employed,1005,3,2842,189,1769.28,1762.11,1762.57,1748.64,0.5,0.5,0.5,0.5,1766.7,1762.11,0\\r\\n25143,5411,63,Male,1,salaried,318,2,3469,179,1450.14,1450.14,1450.14,1439.3,0.54,0.54,0.54,0.54,1450.14,1450.14,0\\r\\n25144,225,30,Male,0,self_employed,630,3,3660,28,2358.23,2358.23,1997.92,2368.93,1786.27,4280.99,1786.27,2857.7,2961.68,1877.35,1\\r\\n25145,2672,58,Male,0,salaried,905,2,1380,14,19384.23,19141.38,19091.94,18525.08,243.5,303.5,0.64,143.5,19266.99,19064.32,0\\r\\n25146,5267,55,Female,1,self_employed,,1,581,3,102663.36,103519.36,103184.22,94024.68,827.54,547.11,1684.32,501.7,102866.56,103528.98,0\\r\\n25147,2810,28,Female,0,student,1065,1,130,345,5703.49,5703.49,5703.49,5668.3,0.24,0.24,0.24,0.24,5703.49,5703.49,0\\r\\n25148,1664,19,Male,0,student,1232,1,7,161,2803.92,2964.35,3152.03,2999.21,0.7,0.7,211.13,341.38,2924,3109.47,0\\r\\n25149,3168,37,Male,0,self_employed,575,2,90,13,1238.9,5427.16,18504.69,827.99,34681.56,3514.17,1519.56,4818.46,45715.36,8170.78,1\\r\\n25150,783,27,Female,0,self_employed,409,2,1668,77,4254.34,2664.9,3132.39,5739.67,0.24,0.24,696.52,185.89,3743.97,2818.29,0\\r\\n25152,3372,75,Male,1,self_employed,905,3,634,0,3793.67,3324.68,3261.41,2666.37,3155.76,3910.23,0.19,0.19,3517.26,3431.4,0\\r\\n25153,1669,38,Female,0,salaried,1084,2,489,,10484.41,9502.95,9741.32,12292.72,0.07,0.07,0.07,0.07,10032.22,9502.95,0\\r\\n25154,6156,63,Female,0,self_employed,15,1,1216,0,39748.53,44263.02,26901.07,21987.98,15261.85,40015.39,14988.24,30919.87,38457.26,20058.29,0\\r\\n25155,269,32,Male,0,salaried,834,2,2665,7,10006.92,4292.63,9078.9,10462.91,2857.6,0.46,2857.6,11429.03,6854.21,4661.3,1\\r\\n25156,1297,43,Male,0,self_employed,834,3,2675,0,12417.24,10433.49,9897.09,6856.35,3634.33,1336.04,1636.3,1342.9,10795.77,10308.9,1\\r\\n25157,2072,33,Male,0,salaried,544,2,239,206,2507.06,2484.2,2491.82,2437.13,0.1,0.1,0.1,0.1,2507.06,2484.2,0\\r\\n25158,2062,36,Female,0,self_employed,856,3,71,74,1437.22,1699.45,1532.65,2633.75,0.7,0.7,220.07,0.7,1511.95,1702.21,0\\r\\n25159,5078,37,Male,1,salaried,1438,3,151,27,3865.4,1722.23,2524.73,2328.14,2493.96,0.46,369.89,303.39,3598.03,1800.94,0\\r\\n25160,970,79,Male,,self_employed,334,2,1939,21,7524.82,8245.52,8340.91,7520.92,343.06,656.04,776.5,1010.51,7937.11,8214.25,0\\r\\n25162,611,66,Male,0,salaried,1096,3,89,352,3691.04,3691.04,3614.23,3334.15,0.13,0.13,0.13,0.13,3691.04,3691.04,0\\r\\n25163,2041,62,Male,2,self_employed,,3,2999,10,4246.77,3632.5,4865.73,2184.61,1357.79,0.64,157.56,1321,3819.59,4532.39,1\\r\\n25164,1947,78,Male,0,retired,440,2,952,4,7477.06,4423.93,4596.26,3297.51,4000.54,2071.97,442.64,1786.26,5702.59,4249.13,0\\r\\n25165,438,46,Male,,self_employed,,2,1393,114,785.47,1785.47,2250.4,6561.06,0.47,0.47,1000.47,571.9,1147.54,1872.45,1\\r\\n25166,2379,46,Female,0,self_employed,584,3,1094,19,2534.22,2509.29,2321.37,3409.26,45.67,72.14,128.93,114.64,2520.65,2463.22,0\\r\\n25167,496,42,Female,,self_employed,54,3,2663,249,33504.04,41375.47,40392.4,41216.2,0.7,0.7,7857.84,0.7,38391.72,41385.6,0\\r\\n25168,2438,52,Male,0,self_employed,646,2,2888,104,4024.67,4881.82,5304.57,2689.3,0.26,0.26,857.4,1428.83,4359.65,5622.6,0\\r\\n25169,2419,33,Female,0,self_employed,1020,1,19,0,5249.84,4311.57,4095.11,3542.72,1000.2,285.91,36.09,0.2,4401.06,4061.6,0\\r\\n25170,911,51,Female,0,self_employed,514,2,190,84,846.93,846.93,2040.47,3158.9,0.57,0.57,0.57,2143.43,846.93,2298.54,0\\r\\n25171,1358,36,Female,0,self_employed,318,2,2030,14,1365.07,1610.54,1859.56,3711.51,1.11,0.27,242.17,510,1455.19,2002.68,0\\r\\n25172,4011,46,Male,0,salaried,834,1,2017,6,3245.01,3028.16,3129.27,12785.72,5741.88,647.9,1715.06,967.97,3593.85,2571.14,0\\r\\n25173,1313,49,Male,3,self_employed,187,2,755,171,2191.23,2191.23,2191.23,2952.09,0.51,0.51,0.51,0.51,2191.23,2191.23,0\\r\\n25174,2790,54,Male,0,self_employed,751,2,2889,54,14256.44,14470.72,13939.83,14312.49,0.7,1340.33,214.99,714.99,14389.44,14529.41,0\\r\\n25175,1595,23,Female,0,student,15,2,69,5,1777.76,248.77,3809.74,2198.4,1558.63,6232.94,0.57,14214.86,552.08,6098.92,0\\r\\n25176,1917,48,Female,0,salaried,575,1,572,228,1477.33,1477.33,1477.33,1466.14,0.37,0.37,0.37,0.37,1477.33,1477.33,0\\r\\n25177,4987,61,Female,0,salaried,1020,1,1,362,7401.03,7401.03,7816.07,10565.8,0.29,0.29,0.29,0.29,7401.03,7927.68,0\\r\\n25178,1501,73,Female,0,self_employed,11,3,121,31,4971.24,5114.09,5061.8,5077.92,0.67,295.66,0.67,30.17,5104.24,5062.99,0\\r\\n25179,371,69,Female,0,self_employed,337,3,1770,4,5391.64,3148.79,3352.9,4254.34,2242.96,0.1,0.1,0.1,4097.06,3148.79,0\\r\\n25180,468,35,Male,,self_employed,623,3,2705,31,3308.23,3765.38,1962.92,315.02,0.61,2857.76,486.33,0.61,3504.29,1787.5,0\\r\\n25181,4578,54,Male,0,self_employed,486,2,1870,235,16212.1,22999.97,27242.74,46622.55,0.3,0.3,7933.62,8562.3,18878.88,28216.44,1\\r\\n25182,1672,90,,0,self_employed,800,2,112,18,352.62,17495.48,13258.34,5199.39,7142.96,0.1,45714.39,0.1,4539.81,17495.48,1\\r\\n25183,2438,54,Female,0,self_employed,146,3,509,339,1753.6,1753.6,1753.6,1710.69,0.66,0.66,0.66,0.66,1753.6,1753.6,0\\r\\n25184,487,35,Female,,self_employed,1020,2,967,24,1453.89,32.35,2526.06,6150.47,1750.59,2107.73,227.07,3976.14,1358.53,2110.57,0\\r\\n25185,717,29,Male,0,salaried,1232,2,2054,31,3.18,6107.54,1592.8,1447.15,0.4,45065.34,8529.26,45716.26,978,3396.73,0\\r\\n25186,496,22,Male,0,student,768,2,808,259,7003.28,7003.28,7003.28,6956.8,0.4,0.4,0.4,0.4,7003.28,7003.28,0\\r\\n25187,1839,61,Male,0,salaried,146,1,628,153,9459.93,9605.39,10360.1,10168.9,0.16,0.16,0.16,1657.3,9515.11,9966.68,0\\r\\n25188,1095,37,Female,0,self_employed,948,2,3394,55,1923.99,1923.99,1605.25,2139.58,0.69,1786.4,0.69,0.69,1923.99,1693.57,0\\r\\n25189,376,28,Female,,salaried,1096,3,3977,,3089.88,3089.88,3089.88,3070.3,0.29,0.29,0.29,0.29,3089.88,3089.88,0\\r\\n25190,858,33,Male,0,salaried,1084,2,830,17,4796.9,5693.54,5521.03,4761.8,1143.07,1071.64,1754,1123.98,5082.8,5645.29,0\\r\\n25191,936,3,Male,0,student,1020,2,1755,178,1524.4,1524.4,1465.69,1524.28,0.43,0.43,0.43,0.43,1430.81,1427.79,0\\r\\n25192,3205,58,Female,0,self_employed,452,2,2672,137,17945.59,17945.59,17945.59,17231.74,0.7,0.7,0.7,0.7,17945.59,17945.59,0\\r\\n25193,3153,35,Male,2,self_employed,680,1,565,18,14866.08,13139.55,15458.92,3386.35,44571.53,6206.7,42857.24,17160.81,15742.78,19949.71,0\\r\\n25194,1952,36,Male,1,self_employed,372,3,236,18,1887.98,1088.73,1521.27,1577.33,530.41,421.93,3306.16,449.01,2822.06,1102.35,0\\r\\n25197,4058,65,Female,0,self_employed,834,2,28,,4203.78,5632.35,5386.05,5732.89,0.29,0.29,1428.86,0.29,4893.44,5632.35,0\\r\\n25198,2475,63,Female,0,self_employed,1096,1,1067,32,767.21,1444.66,2157.97,5845.43,0.49,4286.2,0.49,4584.34,1880.51,2596.63,0\\r\\n25199,1082,71,Male,0,retired,575,2,2549,24,2652.85,4008.43,5381.28,6124.58,7142.96,528.67,2857.24,157.24,8761.23,3729.63,0\\r\\n25200,668,49,Female,,self_employed,146,2,877,18,1832.38,1592.38,2406.65,1294.8,7612.03,943.46,7372.03,943.46,1824.1,1592.38,0\\r\\n25201,2861,45,Female,0,self_employed,1589,2,33,0,8751.73,1608.87,1693.13,1805.12,7143.44,0.59,0.59,0.59,1855.18,1611.25,0\\r\\n25202,1617,33,Female,0,self_employed,623,3,4173,45,3033.63,3175.56,3179.43,3502.17,0.04,16.6,141.97,81.72,3080.95,3202.13,0\\r\\n25204,1809,49,Male,0,self_employed,593,2,1476,122,4925.28,4939.56,4942.83,4591.5,0.4,0.4,0.4,0.4,4931.68,4943.13,0\\r\\n25205,1743,68,Male,0,retired,146,1,2011,8,4899.42,1160.18,2147.47,2011.38,3925.11,103,285.94,571.66,3185.91,1355.62,0\\r\\n25206,2509,26,Male,0,student,1046,2,502,18,7389.98,8479.82,8378.39,8866.28,1428.71,0.14,2806.05,0.14,8175.52,8479.82,0\\r\\n25207,6169,62,Male,0,salaried,1232,2,19,21,11447.52,1453.23,4790.02,9813.66,15098.34,572.4,5098,1014.9,9765.85,2001.19,0\\r\\n25208,5161,90,Female,0,self_employed,1096,1,134,23,21656.58,27799.44,25832.61,16841.43,1000.29,1000.29,0.29,0.29,25109.78,27573.63,0\\r\\n25209,2939,44,Female,0,salaried,575,1,1098,231,7481.94,7483.4,7459.52,5241.88,0.56,0.56,2.02,786.27,7482,7483.07,0\\r\\n25210,2440,31,Male,0,self_employed,146,2,1047,61,461.32,6718.46,5917.25,218.29,0.39,0.39,12514.67,643.24,3680.04,7071,1\\r\\n25211,5262,76,Male,0,self_employed,623,3,696,0,2440.71,1655.66,2064.77,9149.63,21955.64,32.89,22077.8,796.25,1781.62,1504.4,0\\r\\n25212,5597,60,Female,0,self_employed,1096,2,3,172,2548.57,2691.43,2748.92,2829.32,0.49,0.49,143.34,214.77,2558.43,2781.29,1\\r\\n25213,2338,62,Female,3,self_employed,1020,2,1452,5,4067.37,1676.96,6526.32,8495.8,73875.07,127209.23,52.81,12081.66,3505.23,2955.9,1\\r\\n25214,3293,44,Female,0,self_employed,1500,3,230,167,1718.86,2147.43,2251.46,2558.37,0.41,0.41,428.99,615.81,1940.53,2336.73,0\\r\\n25215,3461,28,Female,0,self_employed,499,2,647,26,10592.75,9358.61,10340.52,18536.4,1234.77,1234.77,0.63,0.63,10507.64,9802.54,0\\r\\n25216,5088,43,Male,0,salaried,334,3,390,272,1519.51,1954.37,1859.44,2162.25,0.41,0.41,435.27,0.41,1534.51,1954.37,1\\r\\n25217,203,40,Male,,salaried,1540,3,1546,208,6618.09,6530.47,6561.64,6423.68,0.2,0.2,0.2,0.2,6606,6532.31,1\\r\\n25218,1455,28,Male,0,self_employed,61,3,1580,355,5384.45,5384.45,5384.45,5367.93,0.26,0.26,0.26,0.26,5384.45,5384.45,0\\r\\n25219,302,29,Female,,salaried,585,2,458,205,4498.62,4498.62,7236.84,36442.48,0.17,0.17,0.17,3143.03,4498.62,6231.34,1\\r\\n25220,4130,49,Male,4,self_employed,409,2,393,20,11816.75,11792.65,14549.92,24507.99,642.91,642.91,210.2,14635.48,11847.94,10694.12,0\\r\\n25221,3090,50,Male,0,self_employed,621,3,531,23,1844.89,1844.89,1917.42,1814.61,714.37,0.09,714.37,0.09,2066.57,1844.89,0\\r\\n25222,1370,51,Female,0,self_employed,552,3,963,,1676.41,1676.41,2668.73,3962.94,0.33,0.33,0.33,2143.19,1676.41,2436.78,0\\r\\n25223,1117,41,Female,0,self_employed,1494,2,1684,9,3822.82,2394.25,2761.22,3495.01,1429.26,0.69,0.69,364.3,2886.86,2636.24,0\\r\\n25224,858,74,Female,0,self_employed,146,2,2829,0,9980.9,9209.47,9591.83,10896.23,772.13,0.7,0.7,434.99,9250.85,9279.51,0\\r\\n25225,1432,23,Male,0,student,834,2,1404,333,1014.84,1777.56,2453.43,3643.09,0.14,0.14,762.86,1647.64,1751.26,2183.98,0\\r\\n25226,1850,47,Male,0,self_employed,623,3,1998,12,24523.04,24444.35,24353.65,24879.92,841.49,1280.24,714.94,0.66,24360.71,23787.62,0\\r\\n25227,3096,90,Male,0,self_employed,1181,1,186,0,6068.99,2589.75,2096.23,3273.37,3812.27,732.28,0.39,0.39,3201.2,1379.51,0\\r\\n25228,364,66,Female,0,salaried,575,3,3666,13,2012.92,1433.73,1526.81,1424.17,579.89,0.7,0.7,0.7,1712.96,1433.73,0\\r\\n25229,1588,60,Male,0,salaried,514,3,190,34,2888.75,2528.56,2375.39,2457.37,0.43,488.57,1071.86,0.43,2659.63,2223.37,0\\r\\n25230,2667,45,Male,2,self_employed,1096,2,1374,4,14931.27,2154.2,3677.03,4373.21,13491.62,2904.66,700.26,1179.64,6070.15,2370.22,0\\r\\n25231,185,64,Male,,self_employed,61,1,263,76,1751.46,1751.46,1514.91,6413.87,0.44,0.44,0.44,0.44,1751.46,1751.46,0\\r\\n25232,324,23,Male,,student,904,2,594,41,3134.84,3134.84,2665.53,1762.61,0.3,891.01,0.3,0.3,3134.84,2617.65,0\\r\\n25233,1470,33,Male,0,salaried,1238,2,2507,5,4593.52,6508.18,5949.19,5473.19,14791.39,500.53,16694.63,77.7,5469.79,6356.22,0\\r\\n25234,4231,55,Male,1,self_employed,649,2,348,19,27782.11,27492.58,27533.96,18980.88,570.2,553.06,0.63,0.63,27835.2,27498.03,0\\r\\n25235,2080,61,Female,0,self_employed,146,2,1754,55,5794.1,5794.1,5747.46,5564.02,0.43,124.37,0.43,0.43,5794.1,5778.11,0\\r\\n25236,2241,66,Female,2,self_employed,656,3,340,115,1824.71,1822.16,2044.29,2158,0.54,0.54,0.54,357.69,1823.39,2133.22,0\\r\\n25237,2658,51,Male,2,self_employed,15,1,48,27,6321.62,6064.48,6610.44,8363.86,257.36,257.36,0.21,1428.79,6303.89,6345.59,0\\r\\n25238,1800,52,Female,0,self_employed,409,2,287,31,2343.16,2628.88,2024.59,1603.14,0.16,1333.01,285.87,354.05,2441.68,1982.18,0\\r\\n25239,2650,41,Male,2,self_employed,103,2,1091,55,7299.11,7299.11,7022.61,4961.71,0.17,714.46,0.17,0.17,7299.11,7183.9,0\\r\\n25240,5161,35,Male,0,self_employed,61,2,263,186,13678.78,13673.58,13645.47,13586.93,0.44,0.44,0.44,0.44,13676.54,13672.24,0\\r\\n25241,962,76,Male,0,self_employed,166,3,1952,24,6287.19,5144.33,4658.6,3691.68,1142.9,2857.19,0.04,1428.61,6129.55,4130.5,0\\r\\n25242,3085,42,Female,0,salaried,1020,1,80,30,32.3,28603.73,1666.22,143.32,0.04,28533.13,28571.47,57.19,2987.96,1908.26,1\\r\\n25243,445,52,Female,,self_employed,1232,2,2524,32,21794.79,22976.73,23851.91,16697.3,0.19,357.33,823.74,7019.86,22128.12,25944.38,0\\r\\n25244,3476,45,Male,0,self_employed,388,2,130,275,1725.32,1723.47,1722.94,1636.94,0.53,0.53,0.53,0.53,1723.79,1723.47,0\\r\\n25245,1362,32,Male,1,self_employed,104,3,1884,23,4278.53,447.07,2215.67,8000.7,5572.01,0.59,1472.01,614.87,3947.7,698.16,0\\r\\n25246,3352,51,Male,3,self_employed,1216,2,407,10,2066.28,8157.53,3914.64,1322.62,1443.47,0.61,8423.15,5896.67,4366.03,4346.74,0\\r\\n25247,2701,40,Female,0,self_employed,649,2,289,17,3579.53,2031.47,4450.09,4277.92,1576.79,270.7,0.16,4625.16,2842.16,4144.72,0\\r\\n25248,1157,46,Female,0,self_employed,904,3,412,5,7329.67,7829.67,7066.59,5921.34,143.01,0.16,500.16,285.87,7578.44,7138.79,0\\r\\n25249,3084,41,Female,0,self_employed,834,2,1303,44,9053.27,9053.27,8330.08,7959.52,0.31,1428.89,0.31,0.31,9053.27,8223.78,0\\r\\n25250,539,36,Male,0,salaried,1020,2,13,321,3405.44,5054.75,12780.93,9206.36,0.11,0.11,3971.43,16100.11,4901.96,15157.98,1\\r\\n25251,6280,55,Female,0,self_employed,409,3,1347,,2335.07,2335.07,2335.07,2320.04,0.11,0.11,0.11,0.11,2335.07,2335.07,0\\r\\n25252,1852,77,Male,0,retired,1020,1,19,19,17677.63,3591.92,16035.86,7609.48,14286,0.29,200.29,14301.79,12845.98,16969.21,0\\r\\n25253,2502,71,Male,0,retired,1096,2,89,86,2074.07,2319.03,3507.45,4177.36,0.24,0.24,285.96,2369.53,2251.42,3842.03,0\\r\\n25255,1454,48,Male,1,self_employed,834,1,14,26,3456.61,3560.48,2635.16,1806.6,714.71,6664.54,818.59,5000.44,3487.44,2680.03,0\\r\\n25256,6229,60,Female,0,self_employed,15,2,6,17,2559.77,14936.8,16758.59,7018.57,235.91,46150.2,12716.43,54285.91,7002.05,17999.44,1\\r\\n25257,2574,37,Male,0,self_employed,1470,2,319,3,2426.44,1732.91,2552.32,2315.81,1868.56,3008.09,1176.45,3599.86,2457.27,2890.91,0\\r\\n25258,2123,68,Female,0,self_employed,146,2,1748,1,5247,5435.06,5324.9,5521.62,252.33,252.41,534.33,285.76,5219.15,5347.83,0\\r\\n25259,4010,60,Male,3,salaried,146,1,9,3,14620.76,26244.68,16937.66,13772.21,10535.96,26250.24,20606.61,15861.41,17742.8,18682.77,0\\r\\n25260,1677,40,Female,0,self_employed,1020,2,288,292,5909.12,5951.98,6175.31,6434.52,0.11,0.11,0.11,728.69,5917.99,6110.04,0\\r\\n25261,2025,72,Female,0,self_employed,341,3,910,42,3404.87,3404.87,2237.43,536.3,0.1,1428.67,0.1,0.1,3404.87,2621.46,0\\r\\n25262,2238,67,Male,0,retired,1096,2,327,,4666.84,4666.84,4684.07,4668.49,0.5,0.5,0.5,31.93,4666.84,4687.11,0\\r\\n25264,772,37,Female,,self_employed,1232,3,794,124,2374.62,2418.75,2627.21,2692.66,0.36,0.36,44.49,0.36,2398.97,2418.75,0\\r\\n25265,2265,60,Male,3,self_employed,834,3,1931,47,462.71,454.64,2157.57,2547.99,0.07,1428.64,0.07,4445.97,458.64,2266.77,0\\r\\n25266,2201,65,Male,0,retired,334,3,1299,61,240.48,2431.25,2053.23,1397.29,0.16,0.16,2357.3,6171.1,917.54,1604.16,1\\r\\n25267,191,45,Male,32,salaried,345,3,2277,62,2013.77,1074.7,1455.26,1166.65,0.46,0.46,475.67,488.2,1841.57,1167.09,0\\r\\n25268,5341,77,Male,0,self_employed,146,2,76,0,2160.76,1338.75,2308.28,1923.64,3380.89,10607.7,3033.43,6804.54,1496.74,3881.45,0\\r\\n25269,642,49,Female,,self_employed,101,3,2999,104,10473.77,10488.05,10500.78,10432.27,0.43,0.43,0.43,0.43,10487.07,10500.5,0\\r\\n25270,4392,56,Male,0,self_employed,245,2,216,19,64015.95,65595.38,75993.53,86660.63,1523.66,157.8,3103.09,25000.66,65435.14,68799.53,0\\r\\n25271,951,41,Male,0,self_employed,1494,1,1416,108,1708.16,1708.16,1708.16,1287.57,0.47,0.47,0.47,0.47,1708.16,1708.16,0\\r\\n25272,2302,34,Male,3,salaried,665,2,903,9,7929.79,6321.92,5822.06,3407.68,514.76,1079.04,586.19,714.76,7184.04,5889.46,0\\r\\n25273,2377,62,Male,0,self_employed,1020,1,5,21,196.58,1314.82,3617.6,7287.25,311.24,9967.4,3451.86,12143.31,2310.52,4350.72,0\\r\\n25274,3763,29,Male,0,self_employed,617,3,1435,143,15859.78,16074.07,17055.5,19512.35,0.69,0.69,214.97,1436.4,16032.2,16942.5,0\\r\\n25275,4438,49,Male,2,self_employed,630,1,36,0,71680.56,66639.08,67294.17,22728.9,5183.21,10212.78,35.96,0.24,70914.89,66744.22,0\\r\\n25276,3362,28,Male,0,self_employed,1020,1,19,,1594.21,1592.41,1592.7,1536.89,0.14,0.14,0.14,0.14,1593.28,1592.41,0\\r\\n25277,732,46,Female,,self_employed,409,2,1350,26,9402.34,2261.11,4395.31,2279.72,7142.93,7142.93,0.07,7142.93,8663.7,2261.11,0\\r\\n25278,2572,24,Male,0,self_employed,1020,1,16,0,207280.44,7602.73,9015.47,4833.68,204223.53,1018.46,4645.82,78.56,14107.63,6838.86,0\\r\\n25279,1559,39,Male,0,self_employed,1096,3,905,88,4843.97,4843.97,4865.99,3007.83,0.2,0.2,0.2,0.2,4843.97,4842.11,0\\r\\n25280,5057,52,Male,2,salaried,1076,2,64,166,3821.69,6005.19,3537.95,2540.78,0.24,0.24,3413.82,1785.96,3651.25,3789.37,0\\r\\n25282,2951,31,Female,0,salaried,1020,2,114,87,8580.57,8972.22,8332.67,5203.32,0.43,0.43,1949.22,1100.06,9338.35,9094.64,0\\r\\n25283,1020,62,Male,0,self_employed,664,2,2558,248,2539.32,4710.21,4619.05,4956.12,0.33,0.33,0.33,0.33,4190.53,4719.55,0\\r\\n25284,5971,61,Male,0,retired,1589,2,33,4,29815.16,29027.12,28052.87,20289.79,1155.85,1816.97,1428.8,0.23,28958.24,28138.95,0\\r\\n25285,2879,31,Male,0,salaried,762,3,195,3,9258.45,4895.75,4558.74,720.9,11.29,0.16,0.16,0.16,6965.48,4116.94,0\\r\\n25286,879,39,Male,0,self_employed,409,3,553,5,11309.31,10532.83,6781.31,1235.27,1286.36,15572.07,82.43,5714.93,9864.65,9638.82,0\\r\\n25287,4491,25,Male,0,salaried,1020,1,227,28,19840.95,15140.28,16563.2,11798.51,4714.91,14.91,14.24,0.63,19842.36,15137.51,0\\r\\n25288,4196,44,Male,0,self_employed,1154,2,272,293,3275.13,5193.96,4891.82,10904.3,0.53,0.53,1859.89,156.13,4041.59,5284.3,0\\r\\n25289,2384,41,Male,2,self_employed,491,3,944,18,5541.26,3542.9,3114.82,1496.9,2571.6,2571.6,571.6,656.73,4896.79,2209.05,0\\r\\n25290,2217,77,Male,0,self_employed,1184,3,1824,94,234.22,248.51,3048.6,2129.29,0.1,0.1,0.1,0.1,238.66,253.12,1\\r\\n25292,1350,59,Female,0,self_employed,146,1,75,40,2548.91,1897.31,1866.63,2194.26,0.24,171.67,143.1,0.24,2054.59,1808.68,0\\r\\n25293,2468,41,Female,0,self_employed,206,2,865,244,2909.51,2909.51,2909.51,2892.63,0.46,0.46,0.46,0.46,2909.51,2909.51,0\\r\\n25294,1723,73,Male,2,self_employed,649,3,1377,13,2525.33,2707.2,2347.46,1062.41,214.8,200.51,359.76,34664.56,2485.3,3134.69,0\\r\\n25295,744,53,Female,,self_employed,623,3,1639,70,3708.11,3705.4,3628.84,3329.73,0.19,0.19,0.19,0.19,3706.15,3705.4,0\\r\\n25296,1737,36,Male,0,salaried,409,3,1657,0,3539.77,2671.19,2932.7,2423.23,868.69,0.11,0.11,0.11,3045.58,2671.19,0\\r\\n25297,1922,69,Female,0,self_employed,834,3,1927,198,149.14,149.14,4037.01,23080.29,0.13,0.13,0.13,7285.84,149.14,2499.37,1\\r\\n25298,4667,61,Female,0,self_employed,243,2,2402,160,12472.23,13329.38,12441.64,10721.7,0.06,0.06,714.34,252.28,12925.44,12607.56,0\\r\\n25299,1544,57,Male,0,salaried,102,3,1946,10,6144.83,6162.63,6057.45,6315.63,571.67,0.24,0.24,85.96,6082.12,6228.99,0\\r\\n25300,1519,48,Male,0,self_employed,1494,3,1705,9,3482.95,3348.89,2550.6,1031.49,463.09,2087.63,186.17,0.46,3429.4,2935.37,0\\r\\n25302,2235,42,Male,0,self_employed,904,3,1136,77,3752.9,3752.9,3662.9,2626.66,0.6,0.6,0.6,0.6,3752.9,3752.9,1\\r\\n25303,2641,47,Female,0,self_employed,334,2,4,19,2554.68,1607.37,1946.46,1241.67,2067.19,0.04,162.73,0.04,2608.52,1607.37,0\\r\\n25304,4255,46,Male,2,self_employed,1182,2,332,28,547.4,760.07,1730.95,3207.83,453.9,1025.33,220.06,946.41,905.94,1194.45,0\\r\\n25305,329,23,Male,0,self_employed,575,2,1394,26,582.78,2120.26,3431.61,7394.14,48.65,221.6,1585.89,2882.31,810.1,4353.3,1\\r\\n25306,3376,35,Male,0,salaried,15,3,306,5,1791.55,1599.71,1737.93,781.21,2866.09,1028.63,2555.14,2056.04,2289.84,1488.31,0\\r\\n25307,4491,62,Male,0,salaried,1084,2,258,125,2213.91,2556.11,2730.33,3405.25,0.57,0.57,0.57,0.57,2457.36,2735.7,0\\r\\n25308,2020,33,Male,0,salaried,146,2,1079,74,11774.15,11191.26,11020.89,13948.39,0.31,0.31,904.5,1108.19,10996.95,10376.87,0\\r\\n25309,2097,46,Male,0,self_employed,1322,2,176,62,511.38,525.66,1686.91,3782.01,0.4,0.4,0.4,200.4,518.77,589.75,1\\r\\n25310,1434,43,Male,0,self_employed,1445,3,2735,38,10165.11,10165.11,9185.29,5191.79,0.06,429.8,0.06,0.06,10165.11,9774.42,0\\r\\n25311,1530,45,Male,0,salaried,1323,2,2245,76,1857.67,2120.13,2132.13,2727.42,0.14,0.14,265.54,265.54,1892.76,2154.37,0\\r\\n25312,2595,35,Male,0,salaried,1020,3,1120,139,2094.39,3063.08,2354.76,3509.65,0.13,0.13,488.12,1230.88,1541.74,3296.63,0\\r\\n25313,1363,33,Male,0,salaried,118,2,325,19,2027.39,1713.1,1634.03,686.43,314.43,314.43,0.14,51.93,1929.85,1641.85,0\\r\\n25314,4013,43,Female,0,self_employed,1181,3,186,12,2280.13,2144.42,2046.59,2127.1,142.99,171.56,0.13,0.13,2204.76,2051.41,0\\r\\n25316,1967,46,Female,0,salaried,1020,2,835,7,13610.64,13097.41,12653.25,26291.73,535,0.75,21.77,721.23,13224.98,13181.34,0\\r\\n25317,4578,46,Female,2,self_employed,1020,2,182,0,5666.03,6334.26,5023.75,1255.39,2860.27,10527.44,1028.34,3791.9,6969.66,6198.48,0\\r\\n25318,1259,38,Male,0,salaried,1232,2,157,0,4620.7,2580.56,1702.31,2932.61,3910.71,2227.79,1108.67,2112.68,1285.04,1673.51,0\\r\\n25319,2252,40,Male,0,self_employed,1258,3,152,31,23.76,95.25,15028.14,20737.26,0.17,95.24,80.07,12365.19,78.34,19545.02,1\\r\\n25320,627,38,Male,0,self_employed,630,2,281,24,2512.87,1910.02,1881.77,477.13,603.09,438.8,0.23,0.23,2429.72,1867.57,0\\r\\n25321,4324,80,Female,0,retired,1232,1,540,0,21493.23,21725.16,21235.61,19974.78,388.5,100.5,508.39,178.57,21433.76,21490.37,0\\r\\n25322,387,61,Female,0,self_employed,1187,2,1467,108,1489.13,1489.13,1489.13,7141.4,0.16,0.16,0.16,0.16,1489.13,1489.13,1\\r\\n25323,6250,41,Male,3,salaried,1020,3,60,8,4204.61,3427.5,3513.14,4555.11,358.36,329.09,3.44,286.23,3824.52,3419.7,0\\r\\n25324,283,49,Male,,salaried,1096,3,1661,32,1428.67,4428.67,1525.45,1232.39,0.1,3000.1,0.1,0.1,1428.67,1718.99,0\\r\\n25325,5094,60,Male,0,self_employed,1096,2,1349,73,2066.66,2430.32,2092.67,1065.83,0.59,0.59,376.73,0.59,2198.24,2425.78,0\\r\\n25326,1175,32,Female,0,self_employed,1438,2,1239,349,2324.95,2324.95,2578.4,3021.92,0.31,0.31,0.31,0.31,2324.95,2371.03,0\\r\\n25328,2123,52,Male,2,self_employed,15,2,3768,3,6809.84,35276.3,12775.95,5437.39,11000.33,36786.04,38933.6,7435.14,3174.49,5542.36,0\\r\\n25329,2188,51,Male,0,salaried,1416,3,1402,41,1501.88,1501.88,1924.66,2212.31,0.1,14.39,0.1,0.1,1501.88,2045.7,0\\r\\n25330,3547,41,Male,0,salaried,243,3,2542,7,1022.56,1480.1,1580.34,2180.22,1.36,14.83,2203.35,181.01,1182.47,1447.5,0\\r\\n25331,1196,48,Male,0,self_employed,15,2,461,19,11115.89,6830.17,8065.67,9905.45,4286.31,0.6,0.6,0.6,9638.05,6830.17,0\\r\\n25332,264,57,Female,0,self_employed,617,2,229,136,1512.73,1512.73,2081.09,1709.3,0.6,0.6,0.6,1429.17,1512.73,1789.23,0\\r\\n25333,1116,45,Male,2,self_employed,1404,2,3243,6,14257.43,14076.38,14469.14,15402.7,411.96,242.03,233.46,1376.31,14159.79,14317.16,0\\r\\n25334,2370,28,Female,0,self_employed,1096,2,934,189,356.66,405.16,4757.76,8015.72,0.14,0.14,48.64,6868,365.02,6599.05,1\\r\\n25335,641,41,Male,0,salaried,1271,2,3099,18,3329.24,3513.84,3622.01,3717.57,411.46,985.06,361.78,1208.56,3501.53,3618.07,0\\r\\n25336,816,26,Female,0,student,1294,2,719,10,131.19,1845.48,1783.74,779.16,4285.73,6058.13,1428.59,0.01,2131.19,1717.54,0\\r\\n25337,2811,90,Female,0,self_employed,409,3,922,161,2691.19,2707.93,2704.5,2753.37,0.43,0.43,13.29,0.43,2697.65,2707.93,0\\r\\n25338,5138,40,Male,2,salaried,1589,1,255,10,44041.79,44123.16,34260.61,15353.37,41640.5,36294.38,35165.44,778.66,40015.59,27148.37,0\\r\\n25339,318,63,Male,,self_employed,1261,2,4067,171,14460.13,14482.56,14551.33,18606.16,0.01,0.01,0.01,0.01,14462.45,14502.54,1\\r\\n25340,1237,30,Male,0,self_employed,491,2,279,5,6708.54,5279.3,5681.22,5947.68,1457.5,164.64,164.64,1128.93,5659.88,5784.07,0\\r\\n25342,692,41,Female,,salaried,1096,2,480,,1879.21,1879.21,1879.21,1867.3,0.3,0.3,0.3,0.3,1879.21,1879.21,0\\r\\n25343,1189,64,Male,0,retired,,2,1555,,5393.99,4693.99,4741.17,4712.61,0.6,0.6,0.6,0.6,4809.26,4699.98,0\\r\\n25344,1981,50,Male,0,self_employed,,3,1486,282,1770.04,1767.98,1767.12,1872.52,0.6,0.6,0.6,0.6,1768.97,1767.66,0\\r\\n25345,902,25,Male,1,self_employed,1096,3,1955,121,5587.18,6024.61,5963.4,5159.58,0.41,0.41,301.84,9.93,5677.48,6032.59,0\\r\\n25346,599,32,Male,,salaried,,3,2752,,2841.54,2841.54,2841.54,2823.82,0.14,0.14,0.14,0.14,2841.54,2841.54,0\\r\\n25348,5675,45,Male,0,salaried,968,2,268,144,3175.02,2715.24,3363.51,3836.21,0.63,0.63,0.63,1286.34,2935.56,3270.52,0\\r\\n25349,6549,90,Male,0,,1154,2,171,28,5153.57,5198.16,5601.35,8116.02,670.14,0.44,714.73,357.59,5486.08,5440.09,0\\r\\n25351,1773,40,Female,0,salaried,1096,2,90,73,2794.93,3910.12,3491.17,7941.99,0.24,0.24,380.27,1385.96,1975.7,2686.49,0\\r\\n25352,579,24,Male,0,salaried,819,3,2749,12,7523.92,7875.39,8356.15,3419.15,300.29,0.29,665.43,1183.36,7732.33,8326.34,0\\r\\n25354,4429,63,Female,0,retired,1020,3,288,69,3640.58,3811.06,3152.73,488.34,0.6,0.6,53.44,69.49,3749.56,3854.39,0\\r\\n25355,1061,25,Male,0,student,1096,2,480,,1781.4,1781.4,1781.4,1766.82,0.2,0.2,0.2,0.2,1781.4,1781.4,0\\r\\n25356,2789,62,Male,2,salaried,15,1,49,5,7777.82,6309.51,4496.9,4304.21,4.92,14.74,4654.65,2250.31,3575.51,4615.31,0\\r\\n25357,2942,90,Male,0,self_employed,146,2,509,17,887.25,886.34,1879.23,2934,4287.15,0.53,4286.24,1429.1,1330.25,1401.09,0\\r\\n25358,2445,76,Male,0,self_employed,146,2,1206,14,2044.36,2270.67,13207.66,5002.14,71428.67,354.39,71654.99,1642.96,10952.11,22084.48,1\\r\\n25359,2866,80,Male,0,retired,680,2,565,,11776.5,11776.5,11776.5,11701.9,0.57,0.57,0.57,0.57,11776.5,11776.5,0\\r\\n25360,1739,39,Male,0,salaried,1477,2,724,145,7950.53,7950.53,7950.53,7887.17,0.56,0.56,0.56,0.56,7950.53,7950.53,0\\r\\n25361,4354,72,Female,0,retired,575,2,44,12,4472.6,4698.31,5784.43,8706.36,1131.89,221.89,1286.17,2443.31,4489.15,5144.86,0\\r\\n25362,1332,53,Female,0,self_employed,1010,2,1650,,4177.12,4177.12,4439.79,4576.51,0.41,0.41,0.41,428.99,4177.12,4536.56,0\\r\\n25363,2677,34,Male,0,self_employed,751,3,138,129,4390.05,4386.31,4396.39,4368.7,0.39,0.39,0.39,21.81,4389.66,4397.18,0\\r\\n25364,765,32,Male,0,self_employed,409,3,439,7,1559.41,2158.5,1821.04,1382.02,11205.31,1437.11,12212.97,3130.61,1960.71,1975.63,0\\r\\n25365,1169,41,Male,0,self_employed,910,3,2435,39,2483.05,2483.05,2141.64,1869.59,0.17,1143.03,0.17,0.17,2483.05,1745.72,0\\r\\n25366,824,34,Female,0,self_employed,409,3,711,11,33.9,5744.11,4767.8,4721.55,8572.11,429.26,8924.77,0.69,3232.27,5651.44,1\\r\\n25367,559,48,Female,0,self_employed,1020,3,85,5,6216.79,5545.36,5027.91,1021.67,671.67,1000.24,0.24,0.24,5684.27,4854.11,0\\r\\n25368,5416,46,Female,0,self_employed,1020,3,16,3,18055.83,17520.63,16928.69,17617.75,714.39,714.39,179.19,179.19,17489.47,16910.13,0\\r\\n25369,5970,50,Male,3,self_employed,1020,3,15,56,2064.69,2020.69,2038.89,1952.61,0.63,774.4,0.63,415.29,2058.21,2088.98,0\\r\\n25370,1705,35,Male,0,self_employed,1084,2,540,11,534.83,2696.63,2904.69,5084.64,7106.01,0.16,1714.44,1428.73,1870.25,3480.97,0\\r\\n25371,1152,64,Male,0,self_employed,310,2,2773,39,1679.06,6434.2,3894.71,6981.27,0.06,5957.2,8928.63,1914.34,3594.85,3617.74,1\\r\\n25372,600,41,Female,0,self_employed,1582,2,3143,69,2975.94,3161.66,3102.29,3400.95,0.04,0.04,371.47,457.19,3043.92,3211.43,0\\r\\n25373,1364,59,Female,0,self_employed,1526,2,1085,20,1403.93,3684.63,2886.05,2517.94,97,0.57,3002.7,160.69,2090.04,3562.81,1\\r\\n25374,1296,35,Female,0,self_employed,,2,8,21,9012.03,2970.02,4355.97,3319.55,4628.97,2057.54,15.53,1535.91,6511.43,3966.71,1\\r\\n25375,298,27,Female,,self_employed,38,3,2434,108,4477.07,5471.36,5485.6,5928.73,0.49,0.49,997.53,186.2,5216.38,5532.65,0\\r\\n25376,4375,66,Male,0,self_employed,630,2,281,10,4667.08,3531.37,3648.95,3090.18,2493.4,136.26,1357.69,0.54,4041.71,3513.85,0\\r\\n25377,495,5,Female,,student,1589,2,147,,2703.16,2703.16,2703.16,2686.03,0.07,0.07,0.07,0.07,2703.16,2703.16,0\\r\\n25378,1805,38,Female,0,salaried,1020,2,990,27,2999.65,1189.71,6904.58,5117.98,385.77,385.77,286.71,14335.17,2928.69,9449.47,0\\r\\n25379,1209,34,Male,0,self_employed,409,2,327,,3965.56,3965.56,3965.56,3940.44,0.6,0.6,0.6,0.6,3965.56,3965.56,0\\r\\n25380,990,53,Female,0,self_employed,1084,3,2822,21,21370.15,21016.94,24215.86,16070.77,456.3,68729.44,45.95,68726.74,21304.6,21152.64,0\\r\\n25381,4612,57,Female,0,self_employed,318,3,1402,2,1889.79,1887.89,1884.38,1863.66,1.93,1.93,0.03,0.03,1888.08,1885.09,0\\r\\n25382,4153,63,Male,0,salaried,1438,3,151,355,1804.56,1847.41,1871.6,1982.42,0.54,0.54,0.54,0.54,1832.64,1871.1,0\\r\\n25383,972,35,Male,,self_employed,48,3,2216,0,103.62,2103.62,1482.93,1812.21,1428.99,0.41,3428.99,0.41,241.55,2103.62,1\\r\\n25384,572,50,Female,0,salaried,146,1,9,25,129367.87,18074.71,51760.24,32188.9,112779.47,0.6,1486.31,741.97,117805.52,18098.3,0\\r\\n25386,4377,67,Male,0,retired,1096,3,271,13,3696.74,4031.03,3872.01,3367.19,308.87,737.44,643.16,35.25,4147.19,3872.89,0\\r\\n25387,305,25,Male,0,self_employed,272,2,529,195,5908.99,5908.99,5908.99,5889.72,0.39,0.39,0.39,0.39,5908.99,5908.99,0\\r\\n25388,637,21,Male,,student,550,3,1901,68,809.97,1167.11,1632.5,1650.93,0.27,0.27,571.7,1428.84,950.36,1655.59,0\\r\\n25389,4776,38,Female,0,self_employed,1020,3,239,228,3095.79,3095.79,3095.79,3078.05,0.31,0.31,0.31,0.31,3095.79,3095.79,0\\r\\n25390,6008,74,Female,0,retired,1096,2,1343,11,3504.67,3719.74,3698.23,3607.78,743.97,315.4,857.4,214.54,3688.35,3756.6,0\\r\\n25391,1816,29,Female,1,self_employed,1096,3,439,18,18986.24,18845.41,18877.31,18328.27,371.71,371.71,0.29,0.29,18969.49,18865.68,0\\r\\n25392,2789,37,Male,0,self_employed,235,2,733,185,9268.12,9268.12,9268.12,10486.11,0.54,0.54,0.54,0.54,9268.12,9268.12,0\\r\\n25393,1616,60,Male,2,salaried,628,3,1999,,1936.64,1936.64,1936.64,1924.37,0.23,0.23,0.23,0.23,1936.64,1936.64,0\\r\\n25394,4227,40,Male,0,self_employed,1020,3,1205,7,2334.2,1192.42,2426.73,1397.61,8986.39,0.67,1601.3,16087.74,1530.73,2232.64,0\\r\\n25395,2827,52,Male,0,self_employed,904,3,1267,7,5721.41,60536.13,14376.65,15659.11,16370.76,4242.73,100299.5,14608.79,18027.02,10132.3,1\\r\\n25396,4086,39,Female,1,self_employed,649,3,54,235,2253.33,2253.33,2331.21,3345.68,0.43,0.43,0.43,0.43,2253.33,2253.33,0\\r\\n25397,2300,83,Female,0,self_employed,630,2,404,9,2073.92,1916.06,1857.58,1671.59,214.66,214.66,0.37,0.37,1964.66,1820.76,0\\r\\n25398,4477,47,Male,2,self_employed,78,2,255,5,14630.46,9725.18,10501.62,7914.9,9445.95,857.71,4512.1,970.07,11567.41,9999.18,0\\r\\n25399,2743,31,Female,1,salaried,146,3,261,11,4397.63,5059.67,4811.21,1546.1,15.37,16.27,243.13,1131.87,4597.03,5274.36,0\\r\\n25400,1346,22,Male,0,student,,2,373,18,2588.01,6016.58,8182.17,121590.93,857.84,4286.41,5714.99,558.31,5514.12,3492.43,1\\r\\n25401,1608,82,Male,0,retired,345,3,2277,,2135.12,2135.12,2135.12,2121.6,0.34,0.34,0.34,0.34,2135.12,2135.12,0\\r\\n25402,1887,50,Male,0,self_employed,697,3,548,41,7258.28,8683.91,23743.83,5267.3,0.66,2000.66,1429.23,178743.51,7749.37,54809.21,0\\r\\n25403,2691,33,Male,0,salaried,1020,1,13,,1455.18,1426.75,1431.69,591.36,0.67,0.67,0.67,0.67,1445.5,1426.75,0\\r\\n25404,1190,36,Female,0,salaried,409,3,193,18,8095.94,7306.68,7057.42,5112.17,1523.21,1523.21,733.96,1078.87,7773.35,6962.19,0\\r\\n25405,5625,44,Male,3,self_employed,1232,2,103,11,934.74,6199.85,6107.12,6378.4,124131.19,2702.33,93682.01,789.69,7458.44,6205.75,0\\r\\n25406,1008,39,Male,0,self_employed,915,3,1014,46,2856.28,3106.95,5636.8,14333.64,0.61,28896,35.83,27407.26,3009.73,11432.5,0\\r\\n25407,2821,33,Female,0,salaried,1084,2,43,25,6568.02,6239.8,7859.01,4876.52,328.4,328.23,0.17,4290.17,6534.07,6841.22,0\\r\\n25408,1317,23,Female,0,student,61,1,263,78,3101.12,2771.75,2499.05,1678.99,0.37,0.37,77.67,176.25,2763.1,2524.23,0\\r\\n25409,4779,47,Male,0,salaried,409,3,293,18,9813.66,10080.7,5898.27,5323.42,0.83,7127.94,1267.06,779.84,10180.71,4376.16,0\\r\\n25410,4221,41,Male,2,self_employed,623,3,317,6,3768.69,5513.13,2898.37,528.99,2894.55,10928.8,4576.27,5849.14,3684.96,4723.41,0\\r\\n25411,371,48,Male,0,self_employed,476,3,1740,240,3214.11,4198.17,3909.83,2661.98,0.57,0.57,984.63,703.47,3514.66,4288.87,0\\r\\n25412,2475,43,Female,0,self_employed,1096,2,1374,40,3979.72,3979.72,3832.04,3355.71,0.47,286.19,0.47,271.97,3979.72,3836.62,0\\r\\n25413,1655,41,Female,0,self_employed,904,2,412,72,2123.95,2123.95,2262.19,1843.08,0.64,0.64,0.64,0.64,2123.95,2123.95,0\\r\\n25414,770,30,Female,0,self_employed,146,2,891,35,1220.29,1234.57,2514.67,6338.42,0.33,2040.33,0.33,2226.54,1224.72,1426.62,1\\r\\n25415,580,47,Male,0,self_employed,656,2,1370,129,44569.44,44569.44,24873.57,27602.56,0.34,0.34,0.34,0.34,44569.44,22035.14,0\\r\\n25416,2437,37,Female,0,self_employed,1648,3,154,,225.64,4561.36,4104.09,4686.51,0.2,0.2,4285.91,0.2,3102.24,4579.56,1\\r\\n25417,1447,65,Male,0,retired,980,3,1462,304,1405.63,1546.03,1554.13,1679.33,0.63,0.63,141.03,56.61,1454.04,1576.73,0\\r\\n25418,2763,36,Female,0,salaried,1525,2,146,214,3570.8,3570.8,3570.8,3548.25,0.47,0.47,0.47,0.47,3570.8,3570.8,0\\r\\n25419,853,40,Male,0,salaried,1096,3,2091,66,1437.28,569.81,2656.65,181.19,0.04,0.04,703.76,107.19,1119.57,4217.55,0\\r\\n25420,2280,38,Male,0,salaried,1020,2,258,,503.27,431.67,4274.13,12022.91,0.1,0.1,641.86,785.81,704.82,929.36,0\\r\\n25421,2572,35,Male,0,salaried,1635,3,961,162,3975.21,3975.21,3846.16,4030.23,0.47,0.47,0.47,0.47,3975.21,3881.3,0\\r\\n25422,881,73,Male,0,retired,409,3,1236,,3074.52,3074.52,3074.52,3055.04,0.53,0.53,0.53,0.53,3074.52,3074.52,0\\r\\n25423,802,41,Female,0,self_employed,541,2,4023,90,15374.75,16164.1,16922.13,2910.19,0.41,0.41,1143.27,3571.84,15326.59,16394.83,0\\r\\n25424,4214,64,Male,1,retired,95,2,530,,5201.32,5209.89,5207.03,5184.43,0.66,0.66,9.23,0.66,5201.32,5209.89,0\\r\\n25425,2568,47,Male,0,self_employed,409,3,1566,14,3358.19,3279.61,3246.74,3313.63,493.07,0.21,614.5,864.5,3215.08,3375.01,0\\r\\n25426,1978,33,Female,0,self_employed,531,2,672,200,4378.93,4378.93,4378.93,4355.06,0.64,0.64,0.64,0.64,4378.93,4378.93,0\\r\\n25427,2914,68,Male,0,retired,334,1,75,0,4908.21,4845.12,4112.82,8310.12,289.93,20.91,383.89,4669.6,4636.7,5587.5,0\\r\\n25428,4583,38,Male,0,salaried,407,2,225,,2982.17,3496.45,3591.5,3904.26,0.59,0.59,700.59,414.87,3094.97,3768.8,1\\r\\n25429,1767,61,Female,0,self_employed,334,2,1290,28,10082.85,9964.99,9961.75,8421.34,143.39,143.39,0.54,0.54,10085.43,9964.99,0\\r\\n25430,1266,36,Female,0,self_employed,1017,2,1835,86,7689,7689,7644.76,6385.19,0.13,0.13,0.13,0.13,7689,7689,0\\r\\n25431,2254,47,Male,0,self_employed,572,1,189,,5550.22,5539.09,5540.88,5515.43,0.19,0.19,0.19,0.19,5544.46,5539.09,0\\r\\n25432,1698,53,Male,0,self_employed,1096,3,91,72,2405.91,2990.39,2944.43,3346.99,0.54,0.54,0.54,0.54,2578.54,3290.7,0\\r\\n25433,759,32,Female,,self_employed,1096,3,584,229,4249.96,4338.99,4347.16,4610.9,0.49,0.49,18.09,0.49,4264.7,4350.51,0\\r\\n25434,2510,48,Male,0,self_employed,1020,1,625,7,8561.69,17061.76,8323.19,33175.67,383.06,0.43,8178,8507.16,12140.97,9673.16,1\\r\\n25436,1355,25,Male,0,salaried,1525,3,408,69,2028.43,2094.86,2236.63,1502.06,0.66,0.66,495.66,507.55,2074.02,2295.69,0\\r\\n25438,1386,39,Female,0,company,1111,3,2845,112,2273.21,2287.5,2338.68,2431.99,0.39,0.39,0.39,70.39,2280.11,2354.92,1\\r\\n25439,283,20,Female,,student,1020,2,423,63,19175.42,19175.42,16913.57,190.91,0.27,0.27,0.27,13726.57,19175.42,25600.64,1\\r\\n25440,4216,43,Female,0,self_employed,1315,3,250,23,1859.42,1752.07,2327.3,2110.36,464.64,464.64,357.3,2714.44,1902.49,2264.13,0\\r\\n25441,1146,75,Female,0,self_employed,146,3,2855,356,1905.49,2905.49,2618.14,2887.08,0.44,0.44,1000.44,0.44,2043.42,2905.49,0\\r\\n25442,6050,73,Female,0,self_employed,834,2,8,2,3200.01,3090.08,3258.47,3250.9,66.87,0.37,0.37,171.8,3109.08,3167.5,0\\r\\n25443,5817,54,Male,3,self_employed,146,1,53,7,39474.84,43583.91,43595.46,45542.53,1586.01,473.61,225.34,0.3,43500.82,43361.17,0\\r\\n25444,3041,50,Male,0,self_employed,1271,2,101,265,21294.25,21294.25,21296.4,19982.04,0.53,0.53,0.53,0.53,21294.25,21296.62,1\\r\\n25445,621,60,Female,,self_employed,396,2,1825,48,3522.99,3522.99,3229.9,2231.05,0.29,557.43,0.29,0.29,3522.99,3325.29,0\\r\\n25446,2201,36,Female,0,self_employed,1004,3,307,11,8313.98,4371.12,5080.06,1580.64,3943.47,0.61,0.61,0.61,6505.11,4369.8,0\\r\\n25447,5143,47,Female,0,self_employed,745,2,127,244,12268.16,14054.56,13891.43,14678.34,0.34,0.34,1873.1,579.09,12982.15,14319.2,0\\r\\n25448,1334,37,Female,0,self_employed,1388,2,42,19,10034.72,8606.15,8348.24,4377.27,1428.64,1428.64,0.07,0.07,9542.11,7822.74,0\\r\\n25449,787,40,Female,,self_employed,61,2,1359,41,9574.07,9598.36,8853.79,7178.12,0.29,1428.86,0.29,5.11,9583.78,8779.95,0\\r\\n25450,1755,53,Male,0,salaried,146,1,1756,3,140338.73,268937.07,180653.26,56732.95,17109.24,0.67,145686.39,1227.46,202633.86,253013.92,0\\r\\n25452,2954,33,Male,0,student,44,3,409,14,9245.13,2401.48,3586.51,2474.47,7142.97,0.11,411.62,0.11,5930.92,2399.21,0\\r\\n25454,1804,43,Male,0,salaried,124,2,1736,72,5813.49,5813.49,5294.13,336.74,0.49,0.49,0.49,0.49,5813.49,5813.49,1\\r\\n25455,1379,69,Male,0,retired,318,2,2760,2,1564.71,1099.24,2579.87,4822.9,398.64,11822.03,0.19,15068.76,1253.56,4808.03,0\\r\\n25456,1004,56,Male,0,self_employed,1084,2,540,14,5499.46,5697.18,4383.99,3378.61,908.91,1714.63,0.34,439.9,5502.98,4778.13,0\\r\\n25457,305,60,Male,0,self_employed,1125,3,1023,22,3461.87,3971.9,4100.52,4026.17,204.71,205.2,1143.31,714.74,3629.33,4220.65,0\\r\\n25459,2343,70,Female,0,self_employed,960,3,308,168,7491.06,7491.06,7491.06,7003.22,0.33,0.33,0.33,0.33,7491.06,7491.06,0\\r\\n25460,806,23,Female,0,self_employed,318,2,1834,10,9497.79,9372.93,9692.68,8233.37,77.67,206.24,251.1,1139.1,9209.67,10118.19,0\\r\\n25461,619,35,Female,,self_employed,1439,2,2355,160,12156.2,12156.2,12168.34,11679.77,0.07,0.07,0.07,0.07,12156.2,12156.2,0\\r\\n25462,221,34,Male,0,self_employed,1020,1,5,49,377.38,118.55,3746.38,372.91,0.09,3571.51,27142.94,0.09,9943.36,727.08,0\\r\\n25463,613,29,Male,,self_employed,1525,1,994,5,345.05,3627.7,3017.52,589.92,19524.54,28576.76,71105.8,20817.51,5290.52,3737.33,1\\r\\n25464,682,31,Female,,self_employed,1589,3,1713,7,4953.99,3525.41,4679.82,379.61,1429.09,1714.8,0.51,2857.66,3919.5,5866.43,0\\r\\n25466,1701,59,Male,0,salaried,484,3,1641,191,8500.59,8500.59,8845.1,7990.87,0.19,0.19,0.19,1327.33,8500.59,8648.18,0\\r\\n25467,2264,52,Male,0,self_employed,164,2,1817,56,3627.34,3680.18,3511.51,5051.43,0.63,686.34,39.19,20.49,3642.74,3731.55,0\\r\\n25468,3761,50,Male,0,salaried,649,3,1430,332,2342.78,2339.22,2391.27,2543.65,0.1,0.1,19.14,63.46,2339.65,2371.23,0\\r\\n25469,513,56,Female,,self_employed,1449,2,610,0,629.56,764.74,3090.09,1439.64,393.53,13714.9,771.81,16693.24,414.27,5164.44,1\\r\\n25470,5035,45,Male,2,self_employed,1327,2,161,252,3310.8,3326.62,3342.17,3367.82,0.4,0.4,0.4,0.4,3326.08,3343.05,0\\r\\n25471,5513,38,Male,0,student,146,3,287,119,3252.35,3252.35,3620.13,3457.85,0.61,0.61,0.61,0.61,3252.35,3237.9,0\\r\\n25472,2480,43,Female,0,salaried,531,3,590,60,762.49,1126.14,3538.05,1329.18,0.2,0.2,363.84,0.2,1013.28,7993.75,1\\r\\n25473,2327,73,Male,1,retired,1181,2,186,237,52.23,47.63,1963.64,6329.36,0.49,0.49,0.49,0.49,51.75,47.63,1\\r\\n25474,2629,39,Female,0,salaried,1020,1,1333,55,163.09,163.09,2876.61,7187.44,0.24,71.67,0.24,7143.1,163.09,1305.95,1\\r\\n25475,2262,66,Male,0,salaried,904,1,1908,26,2578.6,882.25,1665.37,1650.58,2760.75,197.6,1038.54,599.76,2612.74,870.86,0\\r\\n25476,2573,18,Male,0,student,1020,1,86,343,2692.29,2780,2865.69,3205.9,0.14,0.14,87.86,51.48,2722.33,2874.47,0\\r\\n25477,1797,47,Female,0,self_employed,146,3,446,12,22238.43,673.73,11328.75,440.65,21956.7,1672.03,24166.68,1250.91,33057.4,514.96,0\\r\\n25479,1743,14,Female,0,student,1096,2,3,,1519.83,1519.83,1519.83,1510.21,0.17,0.17,0.17,0.17,1519.83,1519.83,0\\r\\n25480,4805,62,Female,0,self_employed,834,3,1231,9,1103.23,1405.15,4039.53,3942.79,14904.94,8639.94,15116.18,10984.72,3184.38,3865.71,0\\r\\n25481,1110,49,Male,0,salaried,15,2,1680,272,4516.4,4544.97,3484.59,3008.58,0.07,0.07,28.64,0.07,4538.07,2976.14,0\\r\\n25482,1854,14,Female,0,student,1020,2,591,16,2950.15,2855.27,2871.67,2753.69,111.05,0.67,0.67,0.67,2909.36,2855.27,0\\r\\n25484,1690,40,Female,0,self_employed,1096,1,1719,24,310.31,1231.32,2926.89,1380.22,1006.1,262434.67,3054.97,274709.11,1259.7,4789.18,0\\r\\n25485,1752,24,Male,0,student,531,2,573,0,1114.62,7124.3,7080.03,6056.29,685.06,0.24,7051.39,103.3,7181.5,7110.8,1\\r\\n25486,3530,71,Female,0,self_employed,1020,1,16,7,335079.47,116213.54,73521.07,15240.48,220947.1,98011.91,1428.73,1453.27,176607.64,26765.3,0\\r\\n25487,642,43,Male,0,salaried,745,1,127,129,2592.74,2592.74,2759.33,1732.51,0.36,0.36,0.36,0.36,2592.74,2592.74,0\\r\\n25488,1461,41,Female,0,salaried,762,1,195,149,1245.55,1476.21,1532.89,1944.91,0.14,0.14,1302.23,156.41,1391.79,1574.41,0\\r\\n25489,2203,65,Male,0,salaried,578,2,264,208,5057.83,5057.83,5057.83,5263.55,0.3,0.3,0.3,0.3,5057.83,5057.83,0\\r\\n25490,2453,67,Male,0,salaried,834,3,2058,0,1042.87,808.05,1542.41,7776.66,357.66,2500.51,587.12,2308.05,818.52,1486.22,0\\r\\n25491,886,41,Male,3,self_employed,1232,3,3455,9,6893.17,12105.69,12891.95,19407.96,1.79,1714.28,7427.21,6630.64,9684.26,13245.05,0\\r\\n25493,3156,53,Male,3,salaried,491,3,273,,7000.08,7885.88,7874.32,11159.17,0.67,0.67,1072.1,514.96,7429.66,7807.57,0\\r\\n25494,2961,37,Female,0,self_employed,187,2,762,4,5064.55,407.4,1628.34,338.98,5000.2,0.2,228.77,0.2,4223.17,506.94,0\\r\\n25495,2614,61,Male,0,self_employed,617,2,229,95,3858.07,3854.31,3855.1,3700.54,0.6,0.6,0.6,0.6,3858.07,3854.31,0\\r\\n25496,1284,34,Female,2,salaried,409,2,1657,3,2105.05,2165.9,1788.61,612.24,14.4,0.11,75.26,1503.83,2103.1,1991.27,1\\r\\n25497,2813,39,Female,0,self_employed,195,2,639,27,3431.86,3607.55,2409.51,2245.53,71.86,2727.77,176.11,119.2,3469.44,1687.77,0\\r\\n25498,4413,59,Female,0,self_employed,1096,2,89,39,1751.94,4118.27,2905.95,4075.7,0.51,2143.37,0.51,0.51,2019.15,2666.66,0\\r\\n25499,4737,41,Male,0,self_employed,1020,2,1,58,2223.86,2223.86,3080.02,2560.19,0.06,11.16,0.06,0.06,2223.86,2222.78,0\\r\\n25500,1375,38,Female,0,self_employed,666,3,715,276,2674.98,2880.55,2548.13,3148.22,0.44,0.44,520.3,0.44,2497.12,2666.27,0\\r\\n25501,830,46,Female,1,salaried,1298,2,2907,314,5595.05,5595.05,5595.05,5822.87,0.57,0.57,0.57,0.57,5595.05,5595.05,0\\r\\n25502,2653,44,Female,0,self_employed,1525,3,994,314,2777.27,2784.41,2786.54,2790.02,0.53,0.53,0.53,0.53,2779.49,2786.49,0\\r\\n25503,1346,68,Female,0,self_employed,1020,2,442,64,3107.92,3135.31,3119.46,3071.02,0.5,0.5,27.89,26.99,3126.28,3152.4,0\\r\\n25504,1693,33,Male,0,self_employed,1096,2,925,17,5663.06,5116.32,5111.17,4261.68,571.57,285.86,24.84,146.33,5455.67,5075.84,0\\r\\n25505,1552,28,Female,0,student,925,3,957,141,2569.18,2569.18,2569.18,2219.16,0.34,0.34,0.34,0.34,2569.18,2569.18,0\\r\\n25506,5095,90,Male,0,self_employed,1096,2,89,,4132.01,4132.01,4132.01,4105.84,0.43,0.43,0.43,0.43,4132.01,4132.01,0\\r\\n25507,4457,57,Male,3,self_employed,1593,2,211,60,8264.35,8262.59,8280.63,8194.23,0.23,0.23,0.23,43.98,8263.87,8276.04,0\\r\\n25508,1221,52,Female,0,self_employed,334,3,1299,265,4341.5,4991.5,5020.08,5265.7,0.17,0.17,1721.6,0.17,5077.22,4991.5,0\\r\\n25509,927,30,Male,0,salaried,743,2,270,,2949.79,2949.79,3014.31,3068.21,0.69,0.69,0.69,286.4,2949.79,3000.49,0\\r\\n25511,1916,47,Female,0,self_employed,1534,2,1599,109,35023.94,35454.91,35435.26,7920.92,0.1,0.1,288.21,0.1,35137.9,35490.86,0\\r\\n25512,4797,45,Male,2,salaried,1232,2,103,83,25643.66,25655.89,25029.76,10290.23,0.64,0.64,0.64,447.52,25651.88,26022.78,0\\r\\n25513,783,24,Male,0,self_employed,1494,2,533,13,3020.88,1612.98,2197.54,1861.41,1422.47,0.19,14.57,0.19,2979.51,1595,0\\r\\n25514,2971,48,Female,0,self_employed,834,1,219,45,2308.85,2096.71,2055.02,1299.79,0.06,212.2,0.06,0.06,2279.59,2000.9,0\\r\\n25515,2125,52,Female,0,self_employed,1150,2,673,9,83.47,1116.95,1508.91,1624.59,2.66,0.64,7.79,3804.03,344.44,722.69,0\\r\\n25517,954,65,Male,2,retired,29,3,1490,257,2881.03,2881.03,2881.03,3503.86,0.44,0.44,0.44,0.44,2881.03,2881.03,0\\r\\n25518,2965,47,Male,0,self_employed,649,3,289,28,3174.95,5250.45,8326.8,7829.02,1000.16,14.44,2857.3,6816.8,3180.44,7960.54,1\\r\\n25519,611,36,Female,,salaried,101,3,1883,112,8103.81,8103.81,8103.81,8021.46,0.67,0.67,0.67,0.67,8103.81,8103.81,0\\r\\n25520,2593,55,Male,3,self_employed,67,2,4246,227,2362.34,2362.34,2362.34,2348.08,0.66,0.66,0.66,0.66,2362.34,2362.34,0\\r\\n25521,3179,90,,0,self_employed,15,1,6,74,5458.67,4494.12,4669.56,8592.33,0.14,0.14,61.4,0.14,5478.77,4307.55,0\\r\\n25522,4053,72,Male,0,self_employed,1438,2,151,116,2985.4,2999.69,3010.06,2804.54,0.21,0.21,0.21,0.21,2996.24,3009.83,0\\r\\n25523,1297,38,Male,0,self_employed,202,3,2295,240,1649.95,1649.95,1650.09,1644.22,0.5,0.5,0.5,0.5,1649.95,1650.12,0\\r\\n25524,724,43,Male,,self_employed,623,3,1639,25,2566.57,1138,6949.17,1123.36,1428.99,0.41,0.41,13036.7,2418.79,13194.54,0\\r\\n25525,2418,43,Male,0,self_employed,1020,2,814,266,5399.09,5284.81,5596.67,5948,0.33,0.33,357.47,1150.37,5303.03,5588.76,0\\r\\n25526,2647,60,Female,0,self_employed,1589,2,1712,19,947.2,985.77,1729.59,12489.95,7143.41,46143.41,7181.99,58000.56,959.17,2861.35,0\\r\\n25527,2303,47,Male,0,self_employed,649,2,644,10,635.17,464.41,5742.11,6156.8,30249.93,77857.44,83.1,44325.59,6226.88,9862.02,0\\r\\n25528,769,78,Male,0,retired,1232,3,185,336,14349.06,14349.06,14487.31,15848.55,0.16,0.16,0.16,0.16,14349.06,14349.06,0\\r\\n25529,1101,39,Male,0,self_employed,646,2,2888,28,2515.68,2515.68,3732.7,1179.55,1428.61,4.13,1428.61,1428.61,3648.69,3356.3,0\\r\\n25530,4074,34,Female,0,salaried,1020,3,15,2,3607.64,3212.66,3181.73,2707.27,553.06,0.34,0.34,0.34,3275.6,3212.66,1\\r\\n25531,473,89,Male,,self_employed,61,2,3279,280,955.66,1398.52,1440.34,3489.14,0.16,0.16,443.01,0.16,1184.73,1330.59,1\\r\\n25532,550,60,Male,2,self_employed,334,2,82,0,26193.31,24233.3,17266.81,15602.9,9405.7,9383.2,7445.69,7445.69,19574.71,16897.09,0\\r\\n25533,342,30,Male,0,salaried,178,3,3941,28,2371.87,2140.56,2507.19,2979.51,4.33,7.1,348.42,796.54,2484.4,2253.36,0\\r\\n25534,917,4,Female,0,student,,2,273,,1934.69,1863.26,1842.04,1671.68,0.56,0.56,0.56,0.56,1912.52,1842.52,0\\r\\n25536,1169,51,Female,,self_employed,334,2,390,,4167.17,4167.17,4329.38,4481.57,0.67,0.67,0.67,343.53,4167.17,4310.95,0\\r\\n25538,5597,49,Male,1,self_employed,1096,3,92,4,8270.91,4972.46,6916.22,11129.93,5578.94,550.34,2280.5,1253.51,6591.24,5678.53,0\\r\\n25539,1249,32,Female,0,salaried,409,3,1401,,2165.46,2165.46,2165.46,2151.74,0.66,0.66,0.66,0.66,2165.46,2165.46,0\\r\\n25540,610,40,Female,,salaried,1316,3,725,37,1430.32,2887.46,2026.88,1630.62,0.39,1558.47,1786.1,321.81,2406.68,1918.82,0\\r\\n25541,6879,90,Male,0,self_employed,61,3,476,25,3804.84,3790.18,3794.56,3753.29,15.19,0.53,0.53,0.53,3803.32,3790.18,0\\r\\n25542,3139,57,Male,0,self_employed,1020,2,626,55,4571.71,4571.71,4437,3035.83,0.54,314.83,0.54,71.97,4571.71,4576.32,0\\r\\n25543,924,21,Male,0,student,575,1,1317,24,5093.76,4579.47,4702.78,4065.01,514.87,0.59,0.59,0.59,5013.95,4579.47,0\\r\\n25544,2368,29,Female,0,student,834,2,515,14,4305.37,1091.13,1682.25,2388.42,4285.94,0.27,1071.7,0.27,2864.5,1091.13,0\\r\\n25545,3037,39,Male,0,salaried,243,3,640,31,9710.59,10022.39,5496.7,4250.6,0.36,8186.03,0.36,120.21,9947.09,3826.54,0\\r\\n25546,715,41,Male,,salaried,1416,2,3421,,3197.45,3197.45,3197.45,3181.03,0.61,0.61,0.61,0.61,3197.45,3197.45,0\\r\\n25547,2647,31,Male,0,salaried,846,3,928,75,63.22,67.81,2372.84,884.46,0.37,0.37,0.37,3571.8,70.27,3063.2,1\\r\\n25548,1714,90,,0,self_employed,15,1,890,89,7419.6,7795.01,10301.81,4887.94,0.33,0.33,0.33,0.33,5222.2,12079.99,0\\r\\n25550,2071,66,Male,2,salaried,1173,3,782,249,1696.64,1696.64,1701.71,1678.53,0.63,0.63,0.63,14.91,1696.64,1697.57,0\\r\\n25551,382,38,Male,,salaried,1020,2,410,,3576.88,3576.88,3576.88,3956.37,0.47,0.47,0.47,0.47,3576.88,3576.88,0\\r\\n25552,817,60,Female,0,self_employed,756,2,184,,1790.39,1790.39,1790.39,1771.96,0.36,0.36,0.36,0.36,1790.39,1790.39,0\\r\\n25553,549,46,Female,0,self_employed,623,3,2398,235,6322.07,14276.07,24790.83,49818.02,0.57,0.57,7950.5,0.57,6645.93,17732.63,0\\r\\n25554,377,31,Male,,salaried,904,2,2623,18,28274.8,25868.35,24603.3,10276.38,2552.4,0.5,137.79,0.5,27510.09,23287.7,0\\r\\n25555,2657,44,Male,0,self_employed,656,2,1391,3,1353.66,4094.13,4303.76,7109.45,1614.43,214.93,4228.8,262.56,2988.66,4112.45,1\\r\\n25556,1047,36,Male,0,self_employed,1525,3,1807,44,4052.6,4052.6,2307.98,820.57,0.37,3571.8,0.37,54.63,4052.6,2343.74,0\\r\\n25557,1487,61,Female,0,retired,563,3,1561,32,5895.28,5895.28,5584.99,5290.13,0.29,571.71,0.29,0.29,5895.28,5535.84,0\\r\\n25558,1564,30,Male,0,salaried,1032,2,2013,4,9210.74,8566.13,9324.76,10531.92,642.77,415.29,0.46,1886.17,8866.47,9138.24,0\\r\\n25559,3958,42,Male,0,self_employed,1004,2,307,30,1632.65,1632.65,2193.43,2916.88,0.17,2693.41,0.17,3571.6,1632.65,2436.81,0\\r\\n25560,1374,30,Female,0,salaried,144,3,16,47,2047.87,2047.87,1793.65,1187.23,0.09,357.23,0.09,0.09,2047.87,1909.62,0\\r\\n25561,662,38,Female,,self_employed,1618,3,51,342,3197.41,3197.41,3340.94,4142.08,0.69,0.69,0.69,235.37,3197.41,3307.09,0\\r\\n25562,2189,50,Female,0,self_employed,146,2,77,103,1411.76,3374.57,2959.84,4254.33,0.36,0.36,1942.41,346.66,2527.81,3256.82,0\\r\\n25563,765,37,Male,0,salaried,905,3,1380,49,570.49,607.6,3329.67,5242.18,0.24,3543.1,43.1,8185.96,592.08,4064.74,1\\r\\n25564,4468,45,Male,0,retired,1084,2,258,5,2296.66,1807.87,1954.28,1982.9,598.24,0.55,137.8,241.03,1846.75,1924.8,0\\r\\n25565,1691,59,Male,0,salaried,475,2,2118,80,2788.91,4456.08,5049.66,1777.94,0.19,0.19,714.47,2711.19,3590.39,5466.98,0\\r\\n25566,2752,72,Male,0,salaried,1020,1,522,207,894.89,5201.98,4831.83,4596.97,0.56,0.56,2989.94,1202.51,2776.88,6200.57,0\\r\\n25567,440,35,Female,,self_employed,,3,2551,24,14838.34,13606.51,15797.45,14467.95,15529.71,0.4,14286.11,0.4,19593.32,13611.45,0\\r\\n25569,4021,59,Female,0,salaried,1020,3,424,7,1623.59,1620.15,1525.61,1668.81,1437.79,257.56,1428.63,0.06,1905.34,1620.54,0\\r\\n25570,559,73,Female,0,retired,1096,1,92,21,8099.5,7528.07,6670.66,5690.31,572.01,2057.73,0.59,442.87,7941.87,6075.98,0\\r\\n25571,1646,48,Male,0,self_employed,325,3,1967,220,1517.61,1517.61,1517.61,1508,0.37,0.37,0.37,0.37,1517.61,1517.61,0\\r\\n25572,1551,70,Female,0,self_employed,1020,2,60,325,1731.93,1731.93,1731.93,1720.94,0.13,0.13,0.13,0.13,1731.93,1731.93,0\\r\\n25573,1581,30,Female,0,self_employed,146,2,133,196,2957.53,2777.68,3100.41,2431.73,0.19,0.19,285.9,560.64,2979.61,3097.9,0\\r\\n25574,2952,51,Male,0,self_employed,623,2,418,4,4787.14,6827.16,5203.42,6493.3,1760.54,8467.1,3800.57,3072,5425.19,6417.97,0\\r\\n25575,326,36,Male,2,self_employed,61,3,1580,40,3027.99,1522.07,4375.07,2729.06,0.2,143.06,2280,5079.29,2993.47,551.54,1\\r\\n25576,3248,56,Male,0,self_employed,1187,2,797,38,7704.26,14847.12,21361.07,584.62,0.2,5.12,7143.06,15394.91,7950.57,24152.39,1\\r\\n25577,6797,46,Female,0,self_employed,1020,1,1,95,522.27,1191.69,1442.68,2133.93,0.56,0.56,2093.19,50.11,1390.98,1430.26,0\\r\\n25578,551,38,Female,,self_employed,279,3,948,306,11587.06,11587.06,11587.06,11522.85,0.31,0.31,0.31,0.31,11587.06,11587.06,0\\r\\n25579,894,53,Male,4,self_employed,1084,2,829,6,10352.4,9618.44,9707.18,13266.27,157.37,552.14,128.13,460.09,10024.21,9674.47,0\\r\\n25580,729,21,Male,,student,1232,3,486,,1600.71,457.85,1440.41,1392.73,0.27,0.27,3571.7,2143.13,1605.64,1397.95,0\\r\\n25581,4020,55,Female,0,self_employed,15,2,383,7,441.75,1985.57,1856.54,1891.61,1214.96,1643.53,2758.77,2368.11,1345.74,1651.04,1\\r\\n25582,1736,30,Male,0,student,514,2,190,,1766.47,1766.47,1766.47,1755.28,0.44,0.44,0.44,0.44,1766.47,1766.47,0\\r\\n25584,200,65,Male,0,retired,243,3,3722,40,2669.37,2669.37,2417.76,7848.11,0.09,400.09,0.09,0.09,2669.37,2424.21,0\\r\\n25585,765,27,Female,,self_employed,980,3,285,125,3368.3,3490.94,3489.53,3462.81,0.21,0.21,122.86,0.21,3486.71,3490.94,0\\r\\n25586,5159,48,Female,0,self_employed,409,2,247,32,31153.57,34728.07,33345.46,40640.55,0.19,2505.43,3574.69,1131.69,32965.6,33047.66,0\\r\\n25587,1929,60,Female,0,self_employed,665,2,177,19,1046.77,2682.92,2299.9,1780.39,1238.16,714.83,2857.69,0.54,2451.56,2601.74,0\\r\\n25588,4723,47,Female,0,self_employed,409,3,481,25,2576.32,1464.31,2468.22,2717.04,38.39,813.47,863.06,3413.7,1885.95,1424.37,0\\r\\n25589,4184,48,Male,0,self_employed,1154,3,171,72,2935.97,2935.97,2802.84,643.23,0.41,0.41,0.41,0.41,2935.97,2935.97,0\\r\\n25590,1011,33,Female,0,salaried,1329,3,2836,284,3042.43,3042.43,3042.43,1298.4,0.53,0.53,0.53,0.53,3042.43,3042.43,0\\r\\n25591,1369,48,Female,0,self_employed,409,2,327,194,3242.92,3242.92,3242.92,3223.88,0.61,0.61,0.61,0.61,3242.92,3242.92,0\\r\\n25592,770,47,Female,,self_employed,575,3,622,72,1475.79,1532.93,1969.5,891.08,0.4,0.4,0.4,1428.97,1503.37,1604.82,0\\r\\n25593,2070,28,Male,0,salaried,1639,3,1798,84,1414.04,1549.79,1527.36,1397.22,0.21,0.21,0.21,0.21,1425.5,1552.51,0\\r\\n25594,2275,78,Male,0,retired,1020,3,1333,4,18825.2,18753.78,19297.05,25683.49,71.54,0.11,0.11,0.11,18766.09,18753.78,0\\r\\n25595,3263,28,Male,0,self_employed,905,2,634,,780.79,839.53,4282.72,8681.73,0.53,0.53,59.28,7152.73,808.75,3839.44,1\\r\\n25596,4195,54,Female,0,salaried,409,2,392,47,75329.9,103925.43,47580.52,842.36,0.1,104928.67,28571.53,28221.53,80424.36,61494.73,0\\r\\n25597,2125,11,Male,0,student,1111,3,88,,3164.51,3021.65,2993.36,2551.73,0.03,0.03,0.03,0.03,3134.95,2994,0\\r\\n25598,2200,90,,0,self_employed,796,3,964,14,8342.59,8833.56,8721.18,8653.97,3.34,0.49,0.49,0.49,8528.53,8833.56,0\\r\\n25599,1109,51,Female,2,self_employed,1181,3,2851,3,3732.38,3378.43,3133.73,23177.66,1086.34,1172.06,714.99,1152.73,3629.47,3126.24,0\\r\\n25600,1667,42,Male,0,self_employed,574,2,2357,88,1498.74,1498.74,1483.68,1036.28,0.23,0.23,0.23,0.23,1498.74,1498.74,0\\r\\n25601,5352,73,Female,2,retired,146,1,41,102,1754.24,1837.24,1982.58,1852.3,0.16,0.16,0.16,762.53,1784.78,2042.73,0\\r\\n25602,1747,41,Male,2,self_employed,1020,1,5,32,1709.5,4448.77,3946.06,698.33,0.27,97.44,17909.82,5432.5,4641.59,2817.84,1\\r\\n25603,777,48,Male,0,self_employed,1187,2,3913,28,7380.78,5726.42,4701.42,1510.99,11714.97,7100.4,14203.33,1243.54,10555.57,3518.36,1\\r\\n25604,1493,41,Male,0,self_employed,665,1,569,262,9626.77,9622.84,9622.07,9555.23,0.69,0.69,0.69,0.69,9624.6,9622.13,0\\r\\n25605,1503,23,Male,0,student,822,3,1218,20,2248.51,1550.04,1607.29,504.56,1856.8,0.53,1663.14,37.6,2657.96,1427.42,0\\r\\n25606,2210,32,Female,0,salaried,1096,2,482,284,1547.19,1547.19,1547.19,1538.61,0.57,0.57,0.57,0.57,1547.19,1547.19,0\\r\\n25607,657,52,Male,0,self_employed,1020,3,15,73,3445.11,3855.61,3947.92,6441.68,0.33,0.33,339.4,963.63,3567.55,4412.72,0\\r\\n25608,1855,57,Female,0,self_employed,1032,2,381,26,11800.46,11655.42,11702.18,10251.37,207.36,64.5,64.71,64.71,11793.91,11660.51,0\\r\\n25609,2692,35,Female,0,salaried,623,2,642,44,33258.7,31492.97,28809.28,17787.36,0.6,14812.86,615.35,8688.64,31222.84,34150.4,0\\r\\n25610,1451,12,Female,0,student,334,2,1073,,4201.87,4087.58,4034.78,3686.8,0.01,0.01,0.01,0.01,4146.7,4035.97,0\\r\\n25611,749,29,Female,0,salaried,1096,3,1985,27,2581.37,4095.66,4230.37,3644.89,357.71,357.71,443.43,954.14,3672.5,4349.57,0\\r\\n25612,314,31,Male,,salaried,664,3,3850,112,9091.9,9120.47,9130.21,4268.24,0.16,0.16,14.44,0.16,9116.04,9130.15,0\\r\\n25613,2983,77,Female,0,retired,575,2,280,21,67098.37,66528.52,65999.98,64229.58,999.01,1997.43,429.17,686.31,66990.38,65492.62,0\\r\\n25614,838,53,Female,0,self_employed,1643,2,210,31,2875.39,3518.25,2699.56,2686.87,0.69,1143.54,0.69,0.69,3163.57,2559.72,0\\r\\n25615,2521,38,Female,0,self_employed,1084,2,1575,6,1540.97,1343.11,1434.61,1670.81,340.91,149.49,0.2,135.91,1318.65,1451.72,0\\r\\n25616,1078,64,Female,0,self_employed,1020,2,410,17,2374.89,2134.7,1581.85,737.98,255.4,1080.69,0.66,0.66,2265.41,1501.97,0\\r\\n25618,1717,57,Male,0,self_employed,142,2,1950,27,8170.21,1027.36,3326.21,992.69,7143.06,0.2,0.2,0.2,7923.91,1027.36,0\\r\\n25619,2078,70,Male,0,self_employed,38,1,226,125,705.46,4112.48,3574.17,2108.86,0.49,0.49,0.49,0.49,3527.87,4355.17,1\\r\\n25620,1904,75,Male,0,retired,1135,2,1532,46,3610.36,4148.83,5655.99,9534.41,0.14,2857.29,495.76,3437.71,3640.9,5457.71,0\\r\\n25621,1473,44,Female,0,self_employed,180,3,3845,19,2354.14,2093.43,2188.68,2093.33,286.39,257.81,25.67,0.67,2278.4,1977.3,0\\r\\n25622,522,30,Male,0,self_employed,623,3,21,33,136.85,71052.57,10815.1,1557.55,0.56,71004.87,56343.61,0.56,18015.82,12781.51,0\\r\\n25623,4218,45,Male,1,self_employed,1381,1,790,0,-2242.98,-1453.06,4138.68,2396.53,3221.58,79138.99,4939.93,88820.17,-1505.51,11577.45,1\\r\\n25624,6160,70,Male,0,retired,1096,2,120,,7115.52,7101.02,7471.06,6857.9,0.6,0.6,0.6,811.67,7108.88,7408.07,0\\r\\n25625,3010,32,Male,0,self_employed,623,3,81,58,1121.38,6169.18,2430.01,1102.18,0.31,1500.31,2884.19,200.29,4326.92,2136.69,1\\r\\n25626,190,46,Male,,salaried,1181,3,2515,63,430.15,1955.87,3730.79,1600.02,0.46,0.46,83.31,871.89,1639.12,2338.47,1\\r\\n25627,302,67,Male,,self_employed,1477,2,1739,69,10265.91,10423.06,8504.1,5420.73,0.43,0.43,143.29,0.43,10413.2,10431.81,0\\r\\n25628,4499,47,Female,0,self_employed,904,2,1112,,2851.78,2851.78,3005.95,3316.64,0.04,0.04,0.04,600.04,2851.78,2981.28,0\\r\\n25629,4583,44,Male,3,salaried,1525,2,38,4,5530.51,6120.5,6039.66,4781.96,2945.81,2945.81,3515.75,3099.82,5529.48,6715.61,0\\r\\n25630,2982,31,Male,0,salaried,146,3,84,0,18766.1,16022.55,9904.1,4902.88,9483.04,17683.4,3463.09,11671.99,16595.15,9541.46,0\\r\\n25631,1166,26,Female,0,self_employed,1111,2,930,48,3612.96,3612.96,2888.85,1410.12,0.51,4000.51,0.51,4286.23,3612.96,3640.61,0\\r\\n25632,960,45,Female,,self_employed,,2,2341,3,13317.79,2963.32,3439.39,2944.54,10362.92,0.69,8.45,0.69,4391.53,2963.32,1\\r\\n25634,2089,56,Female,0,salaried,834,2,466,23,6609.68,6786.73,6812.73,6968.55,63.34,708.93,240.39,714.69,6679.52,6876.28,0\\r\\n25635,4398,48,Male,0,self_employed,1020,2,145,,6910.87,6910.87,6910.87,6867.09,0.54,0.54,0.54,0.54,6910.87,6910.87,0\\r\\n25636,2746,31,Male,0,self_employed,604,3,503,10,2882.81,2854.24,2857.85,2834.99,28.76,0.19,0.19,0.19,2865.07,2854.24,0\\r\\n25637,4305,66,Male,0,salaried,664,2,241,,10310.29,9881.72,9811.06,9338.3,0.41,0.41,143.27,150.41,10024.58,9812.37,0\\r\\n25638,2263,49,Male,1,self_employed,334,3,1862,14,6589.53,5875.25,5133.05,2850.59,714.34,0.06,0.06,0.06,6220.07,5875.25,0\\r\\n25639,3174,29,Male,0,self_employed,1020,1,16,7,1125.85,1296.37,1942.17,1932.79,1156.01,1214.38,1093.38,103453.29,1029.25,1340.81,1\\r\\n25640,3258,44,Female,0,salaried,656,2,46,103,2658.21,2658.21,2658.21,2580.71,0.01,0.01,0.01,0.01,2658.21,2658.21,0\\r\\n25641,2364,52,Male,0,salaried,1294,2,150,260,3143.49,1429.2,2245.46,218.66,0.63,0.63,0.63,0.63,2177.97,2468.83,1\\r\\n25642,367,27,Male,0,self_employed,665,2,1251,0,2932.66,1571.9,1575.75,3725.01,1476.4,47.96,94.63,0.34,1585.13,1575.19,0\\r\\n25643,4669,80,Male,0,self_employed,1643,1,210,14,3647.97,32967.2,4737.32,4251.56,45.2,30286.04,30000.33,0.33,7114.42,5328.49,0\\r\\n25644,1198,42,Female,0,salaried,334,3,1305,16,1742.68,1161.9,4943.98,5401.22,581.4,0.61,0.61,0.61,1502.36,1161.98,0\\r\\n25645,1885,67,Male,0,self_employed,1494,2,209,48,1543.51,1543.51,3253.96,5870.5,0.53,500.53,0.53,4786.24,1543.51,2389.13,0\\r\\n25647,1085,35,Male,0,salaried,1232,3,185,8,1677.23,1498.28,1516.79,2692.37,199.2,0.37,0.37,0.37,1553.82,1498.28,0\\r\\n25648,4550,58,Male,0,self_employed,762,2,195,28,526.18,581.7,1981.7,322.72,216.14,215.63,469.13,185.99,656.49,538.45,1\\r\\n25649,2133,71,Male,0,self_employed,1096,3,1666,23,8351.34,8518.32,8432.21,8049.91,714.36,714.36,885.79,650.34,8476.52,8404.45,0\\r\\n25650,2168,63,Female,0,self_employed,1139,3,335,77,1696.37,1696.37,2664.17,3535.06,0.2,0.2,0.2,1428.77,1696.37,3032.78,0\\r\\n25651,4009,48,Male,1,salaried,1096,2,921,14,1158.18,8568.97,2938.19,772.11,3743.61,10411.1,12407.41,7391.7,3867.72,3199.71,1\\r\\n25652,488,32,Male,,self_employed,649,2,1329,3,1490.59,2840.16,2803.74,1095.14,2986.07,0.36,4335.64,0.36,2703.27,2840.16,0\\r\\n25653,4038,39,Female,0,salaried,1477,2,415,158,12298.66,12370.08,13235.01,14515.91,0.64,0.64,0.64,0.64,12303.58,12374.69,0\\r\\n25654,1851,35,Male,2,self_employed,623,2,1990,14,1886.18,3023.38,3219.85,3443.51,1175.77,148.63,2271.71,577.23,3355.21,3225.12,1\\r\\n25655,5498,44,Male,0,salaried,485,2,1218,20,3158.13,6170.67,3846.45,2032.96,1.84,1.87,2032.24,859.94,2673.03,5442.57,0\\r\\n25656,3979,57,Female,0,self_employed,1020,2,455,349,3156.96,3442.67,3410.94,3475.35,0.26,0.26,285.97,0.26,3354,3441.22,0\\r\\n25657,1788,41,Male,0,self_employed,579,2,192,133,2129.76,2309.2,1908.08,501.87,0.1,0.1,179.54,121.59,2222.57,2379.74,0\\r\\n25658,5140,60,Male,3,salaried,623,2,21,41,2870.1,295.37,2279.05,2612.3,0.49,235.92,143.34,513.11,3584.43,1339.22,0\\r\\n25659,897,69,Male,0,self_employed,905,1,2885,76,49563.89,49563.89,54295.07,63590.28,0.27,0.27,0.27,8571.7,49563.89,51222.88,0\\r\\n25660,1382,45,Male,3,salaried,1096,3,319,47,1536.18,3135.61,3717.93,2597.6,0.34,857.49,5368.54,2922.8,3424.66,2256.69,0\\r\\n25661,352,39,Female,,salaried,1598,3,449,345,5462.27,5462.27,5462.27,5429.15,0.03,0.03,0.03,0.03,5462.27,5462.27,0\\r\\n25662,1783,37,Male,2,self_employed,142,3,1950,28,2227.27,2987.53,7064.23,6025.33,2.26,14295.98,702.79,12946.78,2613.44,5901.52,1\\r\\n25664,551,49,Male,0,self_employed,453,3,2181,24,458.02,4112.36,3117.4,2792.06,643.29,0.43,4286.14,0.43,1111.25,4115.22,1\\r\\n25665,465,90,,,self_employed,476,3,1740,47,12017.49,30382.56,32583.06,31827.93,0.23,7147.66,18365.3,11612.5,25118.67,31851.58,1\\r\\n25666,1068,42,Female,0,salaried,334,1,24,,2522.05,2522.05,2522.05,2506.07,0.24,0.24,0.24,0.24,2522.05,2522.05,0\\r\\n25667,1911,17,Female,0,student,485,2,1403,126,1827.64,1827.64,1827.64,1689.18,0.37,0.37,0.37,0.37,1827.64,1827.64,0\\r\\n25668,291,38,Male,0,self_employed,576,2,4240,294,3721.23,4052.64,4510.86,5485.42,0.63,0.63,332.04,507.74,3984.77,4379.33,0\\r\\n25669,5688,70,Male,0,retired,241,2,2486,0,4331.88,4879.66,5014.37,7776.45,237.17,0.57,720.94,205,4896.68,4910.72,0\\r\\n25670,4415,46,Male,1,self_employed,834,2,469,94,3836.06,3358.33,4251.22,2332.16,0.17,0.17,366.43,2002.36,3064.66,4594.14,0\\r\\n25671,3216,32,Male,2,salaried,34,2,380,0,2847.71,1527.47,13699.58,21639.6,2143,865714.43,0.14,47143,1678.09,34287.31,1\\r\\n25672,303,58,Male,2,self_employed,38,3,4130,18,7695.62,6796.15,5368.92,3124.68,1785.79,714.36,1714.36,0.07,7635.25,5680.76,0\\r\\n25673,2698,40,Male,0,salaried,1540,1,57,11,33569.52,40933.22,40127.92,43237.45,2.4,9.37,3243.32,995.12,36586.16,41411.92,0\\r\\n25674,1840,42,Male,2,salaried,15,2,894,4,1578.77,4042.81,2994.98,3893.56,1886.33,2814.9,4410.17,2252.36,1327.12,4155.37,0\\r\\n25675,6067,50,Female,0,salaried,146,2,53,7,11623.3,5648.28,8321.89,1944.55,7079.09,0.13,1070.59,2930.92,10425.53,6833.16,0\\r\\n25676,3966,50,Female,2,self_employed,409,3,158,44,386.02,2517.81,2203.51,4419.11,0.14,820.73,1885.86,211.14,1869.5,2075.74,1\\r\\n25677,1092,31,Male,0,self_employed,1338,2,1974,314,496.9,3711.19,2639.76,3689.53,0.36,0.36,3214.64,0.36,496.9,3711.19,1\\r\\n25678,2865,56,Male,2,self_employed,1096,2,614,2,10679.2,3158.62,4991.03,3912.99,5353.01,11997.59,272.13,10124.75,6588.35,3972.51,0\\r\\n25679,5663,52,Male,0,salaried,1088,2,266,6,5540.75,2231.05,2318.95,545.6,4311.33,1400.61,1268.06,339.49,4104.25,1634.32,0\\r\\n25680,470,40,Female,0,self_employed,334,2,390,207,50898.66,50807.71,50819.97,51568.31,0.6,0.6,0.6,0.6,50844.5,50807.71,0\\r\\n25681,2651,64,Male,0,salaried,146,3,891,0,12611.8,11745.26,11129.5,8985.77,1013.07,1013.51,75.1,214.43,11713.59,11149.38,0\\r\\n25682,2072,11,Female,0,student,1439,3,74,105,3021.92,3164.78,3949.31,1772.51,0.41,0.41,143.27,1286.13,3046.55,4177.39,1\\r\\n25683,5008,39,Male,0,self_employed,665,2,177,4,10330.42,4623.93,9747.15,8750.44,17143.56,0.7,11429.27,13572.13,10735.11,8344.03,0\\r\\n25684,3016,48,Female,0,self_employed,1084,2,256,307,7849.4,8099.56,8154.58,8222.9,0.34,0.34,250.5,100.07,8031.88,8135.18,0\\r\\n25685,1757,90,,0,self_employed,834,2,8,3,1732.94,353.46,6515.71,754.78,31379.63,498.37,30000.14,811.34,18687.22,603.9,1\\r\\n25686,1491,46,Male,1,salaried,1020,2,1333,11,678.21,1429.23,1508.7,7179.68,2757.1,1072.62,1588.81,28793.73,1020.95,2342.63,0\\r\\n25687,2238,37,Female,1,self_employed,623,3,354,28,521.16,1704.06,1729.12,1746.28,599.76,1.36,2224.51,679.76,1405.18,1797.5,0\\r\\n25688,2207,90,Male,0,self_employed,905,2,259,342,1879.47,2022.32,2111.89,3422.57,0.09,0.09,0.09,0.09,1973.06,2109.88,1\\r\\n25689,1840,40,Female,0,self_employed,1622,2,50,245,330.2,3188.16,6342.18,705.86,0.64,0.64,5000.64,0.64,2695.41,3188.24,0\\r\\n25690,2761,46,Female,0,self_employed,1096,3,588,33,2718.91,3285.05,2483.65,1712.41,0.24,119.53,1377.89,1227.61,2938.53,2245.66,0\\r\\n25691,1466,30,Male,0,self_employed,15,3,1229,13,4125.89,3998.35,4509.47,5011.49,643.54,0.69,658.86,1114.97,4128.42,4231.53,0\\r\\n25692,1156,38,Male,3,self_employed,409,2,363,14,35966.33,32583.44,33633.94,43143.82,480.1,480.1,0.1,0.1,34616.96,32429.17,1\\r\\n25693,889,55,Female,0,self_employed,0,3,1348,0,1280.19,1211.1,1463.33,1458.95,66.54,66.56,0.06,0.06,1215.64,1148.96,0\\r\\n25694,2639,65,Male,3,salaried,146,1,1226,50,6869.08,6972.13,6980.55,7045.52,0.41,1159.94,69.9,1186.13,6917.68,6989.99,0\\r\\n25695,2259,45,Male,0,salaried,1224,3,806,84,4936.7,5147.33,4478.32,131.04,0.7,0.7,7.17,7.17,5063.05,5163.37,0\\r\\n25696,872,57,Female,0,self_employed,1096,3,2845,32,3076.22,3076.22,2752.35,1714.9,0.11,1000.11,0.11,0.11,3076.22,2785.9,0\\r\\n25697,3911,40,Male,0,self_employed,1627,2,942,0,5576.62,5596.15,4712.27,4183.33,107.79,2000.36,86.58,374.13,5582.48,4607.85,0\\r\\n25698,2711,62,Male,0,self_employed,834,3,14,6,1224.92,1737.42,1810.78,480.95,0.63,0.27,820.27,1418.29,1579.57,2444.01,1\\r\\n25699,968,34,Male,0,salaried,101,3,1883,,2096.16,2092.43,1993.83,1926.24,0.07,0.07,0.07,0.07,2096.04,1968.97,0\\r\\n25700,1360,67,Male,0,retired,1111,2,728,27,708.58,2465.48,2076.12,2102.67,1899.57,1429.27,3656.46,806.97,1724.06,2223.33,0\\r\\n25701,1278,39,Male,0,salaried,146,2,1281,97,1995.59,3489.51,3122.24,3039.18,0.49,0.49,1714.77,0.49,2659.36,3499.31,0\\r\\n25702,2746,45,Male,0,self_employed,1020,2,666,,5660.73,5660.73,5660.73,5624.87,0.14,0.14,0.14,0.14,5660.73,5660.73,0\\r\\n25704,2540,28,Female,0,self_employed,,2,650,,4355.01,4355.01,4171.86,3849.48,0.6,0.6,0.6,0.6,4355.01,4265.91,0\\r\\n25705,1442,32,Male,0,salaried,1046,3,2451,9,1442.88,1463.84,1448.03,1544.89,162.1,137.67,204.49,203.39,1404.55,1463.84,0\\r\\n25706,2154,74,Female,0,self_employed,61,2,263,326,4595.8,4610.52,4608.17,4511.08,0.03,0.03,14.31,0.03,4602.98,4610.52,0\\r\\n25707,4115,32,Female,0,salaried,1020,1,16,9,12370.87,11833.37,10876.13,8297.44,537.97,2554.64,0.47,0.47,12098.89,11384.05,0\\r\\n25708,4476,50,Male,1,salaried,834,2,14,138,5353.34,5501.11,5528.64,5621.71,0.2,0.2,143.06,214.49,5362.5,5508.02,0\\r\\n25709,4681,42,Male,0,salaried,905,2,34,0,12168.41,9895.62,9777.34,8859.62,3011.5,0.59,286.3,0.59,10192.92,9892.4,0\\r\\n25710,1213,40,Male,2,self_employed,999,3,2267,3,981.73,722.1,2317.8,3118.33,2914.71,3429,4255.09,6683.66,764.23,2944.17,1\\r\\n25711,1601,61,Male,1,self_employed,1000,2,2324,62,1330.04,2227.48,2667.28,5113.79,0.64,0.64,1163.73,306.59,1808.44,2309.28,1\\r\\n25712,1192,90,Male,0,retired,1020,2,5,18,46.5,24270.54,11728.39,111617.41,12269845.39,0.21,7637857.36,0.21,8399.62,24270.54,1\\r\\n25713,1206,23,Male,0,student,1020,2,145,24,2194.39,9637.25,6405.23,2082.27,1285.9,7724.03,8714.47,128.76,9183.06,8262.13,1\\r\\n25714,2315,54,Female,0,self_employed,1415,2,3027,102,3739.83,4021.15,4696.83,5538.54,0.54,0.54,0.54,0.54,3982.34,4265.95,0\\r\\n25715,1997,71,Female,0,self_employed,1096,3,1662,13,1390.27,8190.27,6633.41,6757.59,343.27,343.27,7143.27,0.41,4168.6,8068.61,1\\r\\n25716,2383,29,Female,0,self_employed,221,2,68,,1714.74,1714.74,1874.49,2880.86,0.29,0.29,0.29,0.29,1714.74,1714.74,0\\r\\n25717,1535,45,Female,0,self_employed,146,2,2377,130,7038.64,7038.64,7038.64,6365.35,0.13,0.13,0.13,0.13,7038.64,7038.64,0\\r\\n25718,3229,90,Male,0,self_employed,1020,2,84,,6989.6,6989.6,6989.6,6965.69,0.53,0.53,0.53,0.53,6989.6,6989.6,0\\r\\n25719,808,65,Male,0,self_employed,1326,2,657,44,16324.66,16469.38,16333.31,17162,0.7,1429.27,145.41,145.41,16434.44,16378.65,0\\r\\n25720,2599,89,Female,0,retired,698,2,747,132,1772.66,1772.66,1772.66,1047.37,0.6,0.6,0.6,0.6,1772.66,1772.66,0\\r\\n25721,4268,69,Female,0,self_employed,1648,3,154,,2796.17,2796.17,2796.17,2778.46,0.47,0.47,0.47,0.47,2796.17,2796.17,0\\r\\n25722,499,30,Female,0,self_employed,834,3,18,72,2044.07,2100.02,1953.65,1321.55,0.27,0.27,56.22,0.27,2056.08,2100.02,0\\r\\n25723,4003,41,Female,0,self_employed,1096,3,328,11,3890.02,5204.39,5006.16,9940.3,114.66,114.66,0.37,0.37,4016.16,5141.72,1\\r\\n25724,1845,33,Male,0,self_employed,885,3,871,0,4177.03,3720.64,3628.51,2121.75,714.56,760.27,214.56,800.27,3620.98,3506.44,0\\r\\n25725,7440,90,Male,0,self_employed,905,2,1310,,5978.42,5978.42,5978.42,5940.55,0.43,0.43,0.43,0.43,5978.42,5978.42,0\\r\\n25726,717,57,Female,0,salaried,1565,3,63,7,2084.85,2286.97,1925.16,905.78,0.81,1171.19,21.63,405.07,2230.75,2058.55,0\\r\\n25727,414,43,Female,0,self_employed,578,2,399,80,1434.2,1434.2,1639.18,410.72,0.44,0.44,0.44,188.26,1434.2,1561.43,0\\r\\n25728,1693,37,Male,0,self_employed,1096,3,578,75,9638.67,9638.67,9711.62,7175.43,0.14,0.14,0.14,171.57,9638.67,9788.14,1\\r\\n25729,702,39,Male,,self_employed,,2,1727,348,963.64,963.64,2096.85,3508,0.3,0.3,0.3,2857.44,963.64,1793.13,1\\r\\n25730,1122,14,Female,0,student,1020,2,582,,4662.43,4662.43,4662.43,4632.89,0.61,0.61,0.61,0.61,4662.43,4662.43,1\\r\\n25731,1280,39,Male,0,salaried,623,3,271,,1510.72,1510.72,1510.72,1501.14,0.3,0.3,0.3,0.3,1510.72,1510.72,0\\r\\n25733,1305,33,Male,0,self_employed,1049,3,2422,203,15338.25,15338.25,15338.25,15454.15,0.01,0.01,0.01,0.01,15338.25,15338.25,0\\r\\n25734,5312,51,Male,0,salaried,1020,2,1,3,7733.41,7845.01,9369.67,9646.51,7017.57,7019,0.61,0.61,3003.02,8172.77,1\\r\\n25735,4030,78,Male,0,retired,169,2,384,5,2370.34,3295.51,2657.26,598.39,53632.34,0.37,54557.51,357.51,3148.56,3433.76,1\\r\\n25736,2421,68,Female,0,retired,856,3,1499,,2570.02,2570.02,2570.02,1992.95,0.7,0.7,0.7,0.7,2570.02,2570.02,0\\r\\n25737,1897,46,Female,0,self_employed,409,3,395,168,1951.56,1951.56,1951.56,1926.99,0.17,0.17,0.17,0.17,1951.56,1951.56,0\\r\\n25738,366,50,Female,0,salaried,822,2,295,45,4996.04,5486.78,5642.54,6696.99,0.49,1.1,591.22,346.06,5240.78,5677.77,0\\r\\n25739,1589,26,Female,0,student,1301,2,692,252,4710.8,4710.8,4710.8,4681.69,0.23,0.23,0.23,0.23,4710.8,4710.8,0\\r\\n25740,2249,51,Female,0,self_employed,1232,3,149,156,6240.03,6244.11,6448.36,5967.94,0.37,0.37,0.37,314.66,6243.12,6331.65,0\\r\\n25741,3230,55,Male,2,self_employed,1232,3,7,26,959.14,1024.64,2816.14,7639.4,1.14,6.44,1372.35,4312.68,1567.95,2256.91,0\\r\\n25742,2714,63,Male,0,self_employed,168,2,432,65,26354.9,26354.9,21251.79,7366.84,0.56,0.56,0.56,0.56,26354.9,26354.9,0\\r\\n25743,5074,62,Male,2,self_employed,1020,3,163,42,4957.58,5537.24,5746.65,6749.79,0.54,15.21,580.2,402.43,5323.41,5723.1,0\\r\\n25744,1392,78,Male,0,self_employed,334,2,2043,10,2884.31,2378.47,2197.84,1633.53,103.27,714.99,497.43,678.68,2873.52,2092.85,0\\r\\n25745,5591,59,Female,0,self_employed,146,1,714,29,1710.87,1713.24,1607.69,1436.59,0.26,167.33,0.26,5.33,1713.16,1562.01,0\\r\\n25746,636,18,Female,0,student,409,2,2071,123,1429.26,1429.26,1429.26,1549.45,0.69,0.69,0.69,0.69,1429.26,1429.26,0\\r\\n25747,861,30,Male,1,self_employed,1111,2,89,181,3289.71,3361.13,3529.36,4110.99,0.51,0.51,71.94,71.94,3346.36,3583.51,0\\r\\n25748,1718,46,Male,5,self_employed,,2,2081,0,1365.79,2016.39,2233.17,2468.43,3772.11,1030.2,3565.57,793.39,2017.33,1729.09,0\\r\\n25749,1846,73,Female,0,self_employed,409,2,132,116,2457.05,2457.05,2429.92,1311.88,0.5,0.5,0.5,0.5,2457.05,2457.05,0\\r\\n25750,976,41,Female,0,self_employed,623,2,2398,349,4976.01,5404.58,5687.43,3633.84,0.56,0.56,0.56,0.56,5271.57,5681.08,0\\r\\n25751,2417,64,Male,2,self_employed,905,2,1390,52,3016.14,3169.01,2473.34,1303.02,0.63,1429.2,0.63,0.63,3016.14,2800.35,1\\r\\n25752,1433,32,Female,0,self_employed,162,2,304,,9360.25,9360.25,9360.25,9300.93,0.53,0.53,0.53,0.53,9360.25,9360.25,0\\r\\n25753,758,30,Male,0,salaried,1002,2,1360,15,1856.22,1948.68,2099.17,887.94,1114.42,3590.93,4757.92,2595.03,2270.05,1741.35,0\\r\\n25754,396,28,Male,,self_employed,146,3,549,28,1428.79,1428.79,2074.99,1882.57,3410.9,0.21,0.21,0.21,2252.05,1803.19,0\\r\\n25755,2122,42,Male,3,salaried,623,3,368,60,4996.91,7854.3,8516.47,702.84,0.53,0.53,0.53,9486.24,5686.69,16344.16,0\\r\\n25756,962,35,Female,0,self_employed,585,2,458,,7278.31,7278.31,7281.61,7239.3,0.54,0.54,0.54,7.69,7278.31,7281.07,0\\r\\n25757,5016,67,Male,0,salaried,1232,2,148,61,4314.32,4456.1,4451.65,3966.31,0.31,0.31,0.31,0.31,4426.58,4410.8,0\\r\\n25758,331,35,Male,,self_employed,623,2,2023,264,16991.6,17105.88,8007.95,8548.41,0.1,0.1,0.1,0.1,17066.47,6721.55,0\\r\\n25759,1179,30,Female,0,self_employed,1020,2,19,256,4634,4634,4634,4606.58,0.14,0.14,0.14,0.14,4634,4634,0\\r\\n25760,4806,40,Female,0,salaried,649,3,554,167,1830.28,1830.28,1830.28,1710.33,0.39,0.39,0.39,0.39,1830.28,1830.28,0\\r\\n25761,2987,34,Male,0,self_employed,1447,2,342,48,11644.35,13714.93,14500.33,10139.01,0.1,7621.67,897.24,8480.24,12312.75,13969.06,0\\r\\n25762,1925,61,Female,0,self_employed,15,1,6,48,3184.7,7420.24,5200.41,978.19,0.36,3214.64,4286.07,218.99,7309.87,6445.03,0\\r\\n25764,2104,48,Male,0,salaried,334,2,675,23,4651.15,4004.87,4291.58,3337.3,2857.69,1857.69,1802.03,1108.48,4768.26,4219.52,0\\r\\n25765,5793,16,Male,0,self_employed,1020,3,2,19,2064.66,1993.23,2009.65,1983.73,72.01,0.59,0.59,0.59,2042.49,1993.23,0\\r\\n25766,4331,63,Male,3,self_employed,334,1,10,0,6131.07,4587.25,2172.79,5049.37,7143.33,101186.19,5714.76,101190.07,2040.5,2283.73,0\\r\\n25767,3335,34,Female,0,salaried,146,3,353,62,5906.76,5906.76,4395.14,954.51,0.61,0.61,0.61,0.61,5906.76,5904.64,0\\r\\n25768,2654,49,Male,0,salaried,15,2,6,0,2873.36,443.13,6122.91,13781.87,83449.27,23997.84,26149.77,39018.03,11270.24,3064.85,0\\r\\n25769,708,33,Female,,self_employed,623,3,1554,12,13850.4,4706.09,6368.75,6400.69,9890.55,1541.42,746.24,0.26,10162.63,4392.59,0\\r\\n25770,1342,50,Male,0,self_employed,1247,2,945,0,492.7,1932.81,2218.23,1583.98,2857.33,0.19,2857.33,428.76,1785.29,2343.54,0\\r\\n25771,329,41,Male,0,self_employed,575,3,3740,11,2508.5,3225.93,3669.38,2717.31,425.44,557.47,1142.87,1500.01,2862.73,3688.01,1\\r\\n25772,1683,41,Male,3,self_employed,1311,3,2141,10,4251.23,5422.68,6083.54,8894.61,1430.27,1724.69,2205.69,5567.46,3814.18,5583.59,0\\r\\n25773,2297,30,Female,0,self_employed,905,2,1388,315,2440.63,3142.06,2809.62,2328.44,0.53,0.53,0.53,0.53,2976.79,3187.4,0\\r\\n25774,4645,60,Female,0,self_employed,834,1,174,19,6445.8,6868.7,6766.66,6737.6,57.81,59.67,480.71,0.67,6655.05,6859.18,0\\r\\n25775,4595,61,Male,0,self_employed,1020,2,543,28,1781.94,2137.06,2202.77,3270.44,29.41,29.41,0.4,0.4,1892.49,2160.59,0\\r\\n25776,5417,90,Male,0,self_employed,617,2,634,,35345.85,35345.85,35351.87,35239.84,0.57,0.57,0.57,0.57,35345.85,35345.85,0\\r\\n25777,1107,40,Female,0,self_employed,15,1,2481,14,6965.52,8322.66,3974.81,184.05,8571.46,11428.6,9928.6,4506.69,7963.06,3717.31,0\\r\\n25778,1212,25,Male,0,salaried,1111,3,708,21,2695.39,2651.26,2930.45,3634.59,286.2,0.49,277.78,67.26,2672.24,2111.63,0\\r\\n25779,1978,50,Male,0,self_employed,905,3,1388,201,4671.36,6122.07,6106.38,6243.17,0.57,0.57,1429.14,0.57,6051.43,6122.79,1\\r\\n25780,4252,57,Female,0,self_employed,1096,2,384,9,15644.77,10406.18,11031.97,8596.21,5672.41,0.06,142.91,219.73,12197.99,10510.02,0\\r\\n25781,1935,41,Female,0,self_employed,1258,3,2110,,4316.6,4316.6,4431.81,4644.14,0.57,0.57,0.57,0.57,4316.6,4316.6,0\\r\\n25782,1969,90,,0,self_employed,904,2,596,,9924.66,9924.66,9924.66,7728.5,0.57,0.57,0.57,0.57,9924.66,9924.66,0\\r\\n25783,3612,64,Male,0,retired,1020,1,269,38,9948.58,11855.85,11646.32,10400.22,0.43,1584.11,1899.94,0.43,11244.83,11110.1,0\\r\\n25784,2546,52,Female,0,salaried,334,2,750,24,2303.65,875.08,1579.78,1826.98,1428.77,700.2,0.2,765.91,2106.61,1140.24,0\\r\\n25785,1125,76,Female,0,self_employed,834,3,1926,19,873.09,2936.11,2551.95,2918.21,798.73,0.51,2857.66,0.51,1783.64,2936.11,1\\r\\n25786,573,83,Male,0,retired,579,3,3661,100,9942.12,9064.85,8429.88,6211.94,0.6,0.6,0.6,0.6,9188.02,8273.29,1\\r\\n25787,5983,53,Male,0,self_employed,409,2,1317,26,10572.54,9325.69,14263.37,15474.3,3214.76,200.47,1797.99,1429.04,11178.82,13566.81,0\\r\\n25788,2973,32,Female,0,self_employed,1020,1,239,132,3075.22,3075.22,3056.78,2946.81,0.49,0.49,0.49,0.49,3075.22,3075.22,0\\r\\n25789,5262,58,Female,0,self_employed,1294,2,42,,1693.25,1697.34,1697.15,1688.83,0.66,0.66,0.66,0.66,1696.77,1697.34,0\\r\\n25790,1618,68,Male,0,self_employed,778,2,2263,6,2054.37,914.01,2389.02,7713.28,1285.8,457.23,0.09,0.09,1280.06,849.5,0\\r\\n25791,1460,25,Male,0,student,15,2,1086,9,4023.85,3052.37,3646.04,4213.58,3843.87,446.29,2872.39,166.66,3184.37,2988.83,0\\r\\n25792,480,29,Female,0,self_employed,245,2,204,262,5252.97,5296.7,5302.47,5396.4,0.34,0.34,44.07,44.07,5259,5302.34,0\\r\\n25793,1991,55,Female,0,salaried,834,3,106,108,2219.74,2348.81,5667.72,800.38,0.64,0.64,51.56,7323.36,2303.73,8108.84,1\\r\\n25794,4294,38,Female,0,self_employed,1020,2,114,,5925.87,5925.87,5925.87,5888.33,0.59,0.59,0.59,0.59,5925.87,5925.87,0\\r\\n25795,4392,60,Male,3,self_employed,1643,3,210,5,2727.56,2587.67,2408.64,1724.49,286.3,286.3,154.87,0.59,2520.18,2479.85,0\\r\\n25796,4746,57,Female,0,self_employed,1020,2,212,21,13348.57,18349.99,9902.82,759.15,90.21,30101.26,1661.09,16929.14,14691.11,13468.16,1\\r\\n25797,3276,49,Male,1,salaried,1020,3,15,80,398.7,2827.27,2619.81,809.56,0.44,0.44,0.44,54.01,2013.97,2861.33,1\\r\\n25798,6573,47,Male,0,salaried,241,3,62,60,7336.78,7336.78,7178.45,3776.72,0.41,0.41,0.41,0.41,7336.78,7336.78,1\\r\\n25800,1238,40,Male,0,self_employed,656,2,1391,69,2717.08,2717.08,2559.01,1894.22,0.7,0.7,0.7,0.7,2717.08,2717.08,0\\r\\n25801,5802,71,Female,0,self_employed,1096,3,406,24,2016.72,1705.97,2387.35,4351.42,578.52,28571.76,143.19,28571.76,1958.79,2580.53,0\\r\\n25802,182,35,Female,0,self_employed,578,2,399,13,114658.69,57515.83,31106.59,371.16,58571.77,57143.2,1428.91,0.34,85200.56,7746.24,0\\r\\n25803,1865,42,Male,0,self_employed,1096,2,314,311,140.62,671.48,2158.13,11499.65,0.51,0.51,745.66,2057.66,393.7,1383.92,1\\r\\n25804,1249,39,Male,0,salaried,146,2,832,56,1764.98,2495.74,2512.8,4471.05,0.57,0.98,639.97,110.27,2136.41,2513.05,0\\r\\n25805,2412,50,Male,0,self_employed,15,3,1083,,2307.23,2293.23,2294.44,2118.7,0.54,0.54,0.54,0.54,2296.87,2293.23,0\\r\\n25806,4389,41,Male,1,salaried,834,2,40,20,2924.46,2112.65,4264.66,2989.88,2729.16,13127.62,1242.04,17534.31,3711.11,5786.18,0\\r\\n25807,4645,75,Male,0,retired,1020,3,667,38,818.86,4279.48,2646.25,2003.31,0.6,6990.19,0.6,5414.89,2142.44,3377.9,0\\r\\n25808,2888,78,Male,0,retired,146,2,474,5,23367.88,23418.26,15967.77,1341.44,14.64,18447.93,67.31,207.55,23379.95,20203.66,0\\r\\n25809,2438,64,Male,0,self_employed,1020,2,227,3,2113.55,2057.91,1989.78,3128.77,92.93,92.93,0.07,0.07,2041.53,1989.74,1\\r\\n25810,4406,86,Female,0,self_employed,334,2,574,77,2775.56,2972.06,2935.85,2953.13,0.2,0.2,196.7,0.56,2863.64,2972,0\\r\\n25811,1949,76,Female,0,retired,146,2,75,23,2100.29,799.83,2923.29,884.42,89.47,308.17,143.3,10143.3,1058.73,332.07,0\\r\\n25812,1604,33,Female,1,self_employed,1096,3,27,20,2088.49,1959.92,1998.29,1876.4,128.79,128.79,0.21,0.21,2048.59,1930.88,0\\r\\n25813,611,73,Female,0,retired,1438,2,1239,69,3052.52,3081.09,2999.73,2790.47,0.26,0.26,0.26,200.26,3065.32,3209.2,0\\r\\n25814,294,62,Male,0,self_employed,1232,3,7,63,2449.8,2601.38,2580.55,1270.75,0.46,0.46,0.46,0.46,2534.9,2600,0\\r\\n25815,1637,45,Female,2,self_employed,334,3,674,,1495.78,1495.78,1495.78,1486.3,0.61,0.61,0.61,0.61,1495.78,1495.78,0\\r\\n25817,2373,63,Male,0,salaried,1648,2,2941,70,2434.41,2434.41,2397.92,2156.14,0.04,0.04,0.04,107.19,2434.41,2473.12,0\\r\\n25818,499,44,Male,,self_employed,,3,1638,54,2770.04,2188.61,2130.66,2091.2,0.64,579.21,0.64,0.64,2689.55,2095.29,0\\r\\n25819,1721,15,Female,0,student,409,2,1386,221,6969.53,7069.53,7113.38,7321.83,0.66,0.66,0.66,0.66,7015.35,7112.39,0\\r\\n25820,3574,90,,0,self_employed,1315,2,250,329,13613.81,13613.81,13606.93,13503.44,0.2,0.2,0.2,0.2,13613.81,13611.99,0\\r\\n25821,3051,61,Female,0,self_employed,1094,2,473,13,3436,2941,2766.47,1410.45,205.77,205.77,0.06,0.06,3302.55,2814.92,0\\r\\n25822,2566,66,Male,0,self_employed,1020,1,522,0,9832.09,2586.33,3260.66,636.79,7297.96,0.44,52.19,637.59,5039.17,2782.73,0\\r\\n25823,2404,61,Male,0,self_employed,1235,3,1117,56,3630.47,3626.79,2991.43,1489.82,0.1,857.24,0.1,0.1,3630.47,3543.84,0\\r\\n25824,2261,50,Female,0,self_employed,1429,3,966,21,1265.47,6296.99,5428.94,2.34,228.79,0.21,5346.01,5269.77,2556.73,9695.53,1\\r\\n25825,2623,35,Female,0,salaried,1096,2,132,3,10707.11,3395.55,3592.12,2182.22,9912.44,1339.85,2311.93,1067.39,4946.98,3172.15,0\\r\\n25828,1347,51,Female,2,self_employed,905,3,2769,39,2645.74,2645.74,1747.38,755.17,0.29,1428.86,0.29,0.29,2645.74,1677.99,0\\r\\n25830,2193,29,Female,0,self_employed,,2,38,39,1082.36,1094.28,1846.18,2272.74,0.07,3271.5,0.07,4702.93,1086.88,1932.7,1\\r\\n25831,536,21,Female,,student,334,3,1216,,2294.17,2337.03,2347,2472.06,0.13,0.13,85.84,24.57,2325.2,2345.7,0\\r\\n25832,2731,43,Male,2,salaried,1020,3,12,1,7736.03,10285.62,4957.95,927.71,12833.7,8213.87,13008.88,15087.66,6087.94,7094.95,0\\r\\n25833,2559,26,Male,0,student,834,2,478,24,3000.9,2829.47,2878.74,1272.3,171.67,0.24,0.24,0.24,2977.26,2829.47,1\\r\\n25834,3476,67,Male,0,salaried,189,2,253,,5572.98,5572.98,5572.98,5537.67,0.43,0.43,0.43,0.43,5572.98,5572.98,0\\r\\n25835,3134,48,Female,0,self_employed,1020,1,19,0,9699.01,24238.41,27755.52,20311.52,5371.77,5600.34,2499.54,0.06,19435.88,32438.83,1\\r\\n25836,3235,55,Male,2,self_employed,248,3,792,72,38057.73,38923.12,40090.96,48071.67,0.37,0.37,570.94,382.23,38256.96,38975.59,0\\r\\n25837,1655,58,Female,0,self_employed,589,2,802,223,2742.5,2742.5,2800.1,3121.49,0.36,0.36,0.36,0.36,2742.5,2742.5,0\\r\\n25838,415,17,Female,,student,1096,2,480,263,569.56,569.56,4102.58,7664.44,0.14,0.14,0.14,7143,569.56,4025.78,1\\r\\n25839,5289,54,Male,3,salaried,1111,2,88,4,2218.62,1526.55,5112.18,2741.1,4965.72,59117.52,4799.7,28348.19,2360.79,8836.09,0\\r\\n25840,2691,37,Female,0,self_employed,1020,1,85,21,316.86,8292.12,6600.6,3221.66,460.87,0.41,8428.99,0.41,6895.62,8296.96,1\\r\\n25841,2678,58,Male,0,self_employed,1416,3,524,20,3553.81,3752.53,3580.71,3250.97,500.43,500.43,670.57,143.29,3732.46,3623.04,0\\r\\n25842,3222,39,Female,0,self_employed,834,2,14,195,10283.2,14646.39,13771.11,15049.69,0.14,0.14,1195.73,403.01,12182.44,14718.66,0\\r\\n25843,1707,25,Male,0,salaried,1111,2,88,60,4764.71,5178.71,5143.17,4137.61,0.51,0.51,57.66,428.15,4879.41,5403.89,0\\r\\n25844,4062,38,Male,1,self_employed,526,3,2698,5,5617.04,4621.24,4766.42,4943.22,1714.7,0.41,718.9,0.41,5056.76,4621.24,0\\r\\n25845,1869,14,Female,0,salaried,1096,2,249,,4366.32,4366.32,4366.32,4340.39,0.13,0.13,0.13,0.13,4366.32,4366.32,0\\r\\n25846,1565,34,Female,0,self_employed,146,1,41,2,2958.52,2981.85,2961.34,2820.82,149.4,0.2,172.73,5761.16,2944.68,3285.42,0\\r\\n25848,960,69,Male,0,retired,318,2,213,,9786.54,9929.4,9911.29,9862.34,0.03,0.03,142.89,0.03,9880.14,9927.91,0\\r\\n25849,1025,22,Male,0,student,1096,3,1667,,2526.55,2526.55,2498.13,2440.63,0.27,0.27,0.27,0.27,2526.55,2512.73,0\\r\\n25850,774,44,Male,0,self_employed,58,3,3170,0,630.24,2644.52,5013.43,6520.24,429.17,0.6,2429.17,7143.46,530.73,7696.6,1\\r\\n25851,570,26,Female,0,self_employed,1096,3,294,122,2974.96,2974.96,2974.96,2918.41,0.49,0.49,0.49,0.49,2974.96,2974.96,0\\r\\n25853,2559,33,Male,0,salaried,1020,2,182,28,12597.72,15424.42,14880.21,14911.79,571.87,1000.44,3398.57,300.44,14640.35,14982.49,0\\r\\n25854,643,24,Male,0,self_employed,95,2,324,53,9834.05,9853.92,9585.36,8632.34,0.66,714.94,0.66,5.66,9849,9732.08,0\\r\\n25855,2055,6,Female,0,student,61,2,115,161,5495.22,5495.22,5495.22,5383.18,0.3,0.3,0.3,0.3,5495.22,5495.22,0\\r\\n25856,1043,36,Male,0,self_employed,,3,314,256,1759.74,1759.74,1794.15,1935.6,0.16,0.16,0.16,200.16,1759.74,1762.97,0\\r\\n25857,1868,37,Female,0,self_employed,1046,2,1248,125,2745.63,2745.63,2745.63,2690.45,0.61,0.61,0.61,0.61,2745.63,2745.63,0\\r\\n25858,2744,69,Male,0,retired,1096,3,480,20,1034.95,1234.51,1635.15,1436.88,385.87,173.01,2205.31,705.38,1451.25,1542.88,0\\r\\n25859,3668,90,Female,0,self_employed,1096,3,483,,1134.83,1134.83,3121.01,5244.6,0.09,0.09,0.09,3142.94,1134.83,3867.55,1\\r\\n25860,4545,90,Male,0,company,1020,3,212,30,5658.14,5048.23,5192,6310.36,0.29,571.71,1600.54,2808.46,4855.61,6007.69,0\\r\\n25861,955,53,Male,0,salaried,1545,2,2639,5,306.94,114.74,1446.85,5667.75,15572.11,1429.26,3100.67,9682.52,1626.5,1470.84,0\\r\\n25862,6173,90,Male,0,retired,491,2,93,41,21989.38,21989.38,14506.24,4311.65,0.51,5687.6,0.51,1329.5,21989.38,20763.97,0\\r\\n25863,212,44,Female,0,self_employed,664,2,241,75,129.3,1818.01,3458.45,941.6,0.09,0.09,1674.51,245.94,857.69,4746.78,1\\r\\n25864,1220,66,Female,0,self_employed,1096,3,1559,,12583.02,12583.02,12583.02,12487.68,0.4,0.4,0.4,0.4,12583.02,12583.02,0\\r\\n25865,1384,90,,0,self_employed,224,2,137,121,1597.25,2022.68,2073.29,2559,0.1,0.1,472.39,0.1,1879.04,2021.71,0\\r\\n25867,1543,65,Male,0,retired,15,3,2481,41,1911.66,1919.84,1777.52,557.9,0.59,286.93,0.59,0.59,1918.71,1810.72,0\\r\\n25868,1321,40,Male,0,salaried,491,1,93,14,6951.47,7109.43,7590.49,32242.74,968.11,0.17,6321.6,8114.46,6500.48,8120.76,0\\r\\n25869,5538,54,Male,0,self_employed,,3,540,,2874.29,2877.33,2871.24,2843.17,0.57,0.57,0.57,0.57,2877.27,2872.95,0\\r\\n25870,2771,60,Male,0,salaried,762,2,195,,2887.81,2887.81,3474.14,4102.36,0.36,0.36,0.36,2343.21,2887.81,3410.85,0\\r\\n25871,314,43,Female,,self_employed,1589,3,1711,3,2530.86,1888,1806.96,814.94,643.01,0.16,0.16,0.16,1976.67,1888,0\\r\\n25872,1032,31,Female,0,self_employed,649,2,1377,271,12363.22,5934.65,5275.45,6576.73,0.4,0.4,0.4,0.4,9210.51,3538.33,0\\r\\n25873,1207,58,Female,0,self_employed,834,3,1088,19,1744.59,1694.69,1681.51,1529.08,47.84,47.94,0.53,0.53,1729.64,1680.93,0\\r\\n25874,5483,54,Female,0,salaried,1150,3,61,153,2141.63,1968.77,1955.67,1843.82,0.34,0.34,0.34,0.34,2129.71,1946.47,0\\r\\n25875,2526,61,Female,1,self_employed,834,2,174,9,9326.36,7104.89,7484.97,6498.62,2221.49,0.01,0.01,0.01,8263.57,7104.89,0\\r\\n25876,301,26,Male,0,self_employed,1540,3,1301,27,7663.56,9103.96,6460.58,96.07,4.61,0.34,2516.44,614.63,8752.31,9358.11,1\\r\\n25877,1830,32,Female,0,self_employed,834,1,40,362,1973.24,1973.24,1973.24,1960.76,0.61,0.61,0.61,0.61,1973.24,1973.24,0\\r\\n25879,1272,28,Male,0,self_employed,224,2,137,97,5873.01,5873.01,12232.46,18003.44,0.69,0.69,0.69,12857.83,5873.01,12094.21,0\\r\\n25880,1877,31,Male,2,self_employed,1525,2,182,38,1099.7,1541.17,1654.76,4728.36,0.43,4286.14,481,298.13,1176.58,1969.43,1\\r\\n25881,4296,56,Male,3,salaried,146,3,76,5,2042.28,2711.58,1590.95,1564.41,623.61,0.26,3545.71,1631.55,1088.42,1074.27,0\\r\\n25882,2786,41,Male,0,self_employed,165,2,2248,17,7076.01,3929.87,3492.49,1226.19,5128.96,1957.53,1986.1,143.24,5555.6,2757.98,0\\r\\n25883,4158,44,Female,0,self_employed,1181,2,235,207,3322.58,3479.72,3440.35,3506.57,0.23,0.23,143.09,0.23,3334.4,3486.17,0\\r\\n25884,1565,43,Male,0,self_employed,1286,3,761,,6611.09,6611.09,6750.58,10232.89,0.36,0.36,0.36,0.36,6611.09,6611.09,0\\r\\n25885,1773,55,Male,0,salaried,302,2,1512,20,3205.34,2848.2,2995.85,5292.01,357.27,0.13,0.13,0.13,3106.82,2848.2,0\\r\\n25886,464,24,Female,0,self_employed,1054,2,2039,318,7271.55,7285.84,7283.37,7240.58,0.36,0.36,28.93,0.36,7278.45,7285.84,0\\r\\n25887,600,22,Male,0,salaried,1020,3,3200,35,1930.42,11130.94,2644.44,2107.25,0.66,11429.23,9612.74,1359.89,2162.96,4131.83,0\\r\\n25888,4664,40,Male,2,self_employed,513,2,216,7,427.09,385.81,6997.91,8610.82,41.92,2779.26,0.64,2857.79,397.2,669.52,1\\r\\n25889,1018,59,Female,0,self_employed,146,3,1047,18,3292.95,2854.64,2813.31,2459.31,438.4,264.37,0.09,0.09,3150.92,2700.07,0\\r\\n25890,2735,35,Female,0,student,1301,2,692,237,1429.87,1429.87,1498.99,1446.4,0.19,0.19,0.19,143.04,1429.87,1512.82,0\\r\\n25891,2181,32,Male,0,student,1020,2,79,0,4587.19,4976.19,3695.15,3252.12,2922.23,10515.46,0.16,8571.59,2454.47,5071.54,0\\r\\n25892,560,56,Female,,self_employed,146,2,353,191,2321.03,2049.6,2074.8,1361.74,0.14,0.14,0.14,285.86,2292.95,2027.94,0\\r\\n25893,3182,37,Male,0,salaried,572,1,2825,94,2482.11,2223.52,3056.37,3159.17,0.09,0.09,374.26,1374.79,2378.89,2982.28,0\\r\\n25894,537,63,Female,0,self_employed,1322,2,176,114,4281,4281,4281,3183.57,0.6,0.6,0.6,0.6,4281,4281,0\\r\\n25895,1041,35,Male,1,salaried,834,2,718,,3515.22,3515.22,3304.01,3137.66,0.47,0.47,0.47,0.47,3515.22,3238.72,0\\r\\n25896,4543,90,Male,0,self_employed,1232,2,104,12,4826.99,4434.8,4268.07,3398.31,425.8,571.51,5.1,144.37,4682.85,4136.55,0\\r\\n25897,5231,74,Female,0,retired,15,3,48,3,141.57,1627.54,1890.29,2241.33,107.76,0.51,1844.37,650.37,1451.96,1821.45,1\\r\\n25898,439,40,Male,,self_employed,1034,3,3336,77,849.74,678.85,4593.82,2919.51,0.3,0.3,172.54,9292.37,816.69,3104.61,1\\r\\n25899,979,18,Female,0,student,1232,1,7,244,1632.08,1632.08,1632.08,1622.78,0.31,0.31,0.31,0.31,1632.08,1632.08,0\\r\\n25900,2609,45,Male,0,self_employed,409,3,395,11,2423.63,1992.83,2043.09,2590.67,429.03,0.46,0.46,0.46,2171.09,1991.4,0\\r\\n25901,2761,38,Female,0,student,1415,3,548,77,6623.19,6623.19,6593.23,6362.58,0.67,0.67,0.67,0.67,6623.19,6623.19,0\\r\\n25902,1557,36,Female,0,salaried,696,2,753,,2153.06,2153.06,2153.06,2135.93,0.53,0.53,0.53,0.53,2153.06,2153.06,0\\r\\n25903,4829,58,Male,0,self_employed,1603,1,72,331,10125.32,10277.17,10899.86,9913.38,0.14,0.14,866.29,1428.71,10371.04,11337.08,0\\r\\n25904,2405,40,Female,0,self_employed,630,3,404,14,209.92,3355.49,2140.83,1877.97,10.27,1600.01,3143.13,0.27,2490.72,2518.15,1\\r\\n25905,4254,37,Female,0,salaried,,1,92,240,4881.96,4881.96,4881.96,4851.03,0.64,0.64,0.64,0.64,4881.96,4881.96,0\\r\\n25906,374,33,Male,2,salaried,330,2,1477,12,4357.74,3589.87,2444.82,461.9,1428.76,3552.04,1230.46,1857.33,4077.58,1339.82,0\\r\\n25907,3252,78,Female,0,self_employed,834,2,2754,1,4299.89,4000.65,3997.97,1510.21,332.67,0.19,0.19,0.19,4021.29,4000.65,0\\r\\n25908,4801,70,Female,0,self_employed,848,2,167,236,2188.41,2188.41,2222.21,2990.11,0.01,0.01,0.01,0.01,2188.41,2188.41,0\\r\\n25909,2874,70,Male,0,self_employed,1096,3,439,19,6177.94,5342.22,5357.62,3602.63,543.26,0.4,0.4,0.4,5958.97,5285.54,0\\r\\n25910,289,52,Male,,self_employed,104,3,1884,296,4425.54,4425.54,4425.54,4403.54,0.1,0.1,0.1,0.1,4425.54,4425.54,0\\r\\n25911,798,39,Male,,salaried,847,3,928,9,3095.36,2816.79,2639.99,2095.08,357.56,1071.84,157.56,1386.13,2909.9,2507.58,1\\r\\n25912,1364,5,Male,0,student,1084,2,2860,,2556.63,2556.63,2556.63,2485.11,0.7,0.7,0.7,0.7,2556.63,2556.63,0\\r\\n25913,1574,23,Male,0,self_employed,1020,3,2501,37,2234.76,2256.19,2298.6,2170.63,0.56,27.14,43.41,112.06,2240.91,2312.18,0\\r\\n25914,3241,36,Female,0,self_employed,834,3,428,41,3116.67,3225.15,2644.87,2388.48,0.34,1143.2,0.34,0.34,3139.13,2583.01,0\\r\\n25915,263,46,Male,0,self_employed,623,2,621,6,2704.48,3118.77,3193.11,1459.16,14.74,53.31,429.03,1786.17,2711.87,3371.07,0\\r\\n25916,4115,57,Male,0,self_employed,1353,3,369,91,2480.68,2594.96,2676.22,2248.79,0.39,0.39,0.39,0.39,2516.15,2631.83,0\\r\\n25917,2043,46,Male,0,self_employed,1076,2,793,308,13993.36,14962.89,14964.54,16801.16,0.37,0.37,969.9,286.36,14199.98,15050.75,0\\r\\n25918,2236,17,Male,0,student,834,3,18,,3550.14,3550.14,3550.14,3527.68,0.01,0.01,0.01,0.01,3550.14,3550.14,0\\r\\n25919,2364,36,Male,0,salaried,1648,2,597,171,4045.2,3852.89,3761.3,3615.99,0.1,0.1,27.77,442.96,3832.8,3713.95,1\\r\\n25921,1497,87,Male,0,retired,318,1,597,147,2043.44,2132.47,12775.02,18298.83,0.57,0.57,89.6,15908.29,2129.4,16752.26,1\\r\\n25923,1172,44,Female,0,self_employed,334,2,441,12,14653.18,4566.03,5863.09,2513.52,10087.51,266.09,0.37,0.37,9100.66,4481.52,0\\r\\n25924,2201,42,Female,0,self_employed,1096,2,617,27,6992.77,6815.35,6799.82,6252.53,177.46,177.46,0.03,0.03,6980.54,6781.01,0\\r\\n25925,3517,32,Male,0,student,409,3,287,53,335.84,3904.67,3267.05,3557.71,0.54,814.83,0.54,902.73,2058.66,3749.9,0\\r\\n25926,2499,30,Female,0,self_employed,1235,3,1117,12,3143.62,3322.3,3568.64,3017.96,428.96,0.39,470.25,438.37,3104.63,3494.04,0\\r\\n25927,412,72,Female,0,self_employed,904,2,1908,247,1458.25,1458.25,2560.4,5361.29,0.59,0.59,0.59,2500.59,1458.25,2126.45,0\\r\\n25928,458,57,Female,0,self_employed,1020,2,667,14,2309.99,2350.89,4867.85,7271.44,2857.71,2143.43,2898.61,2857.71,3310.73,2420.39,1\\r\\n25929,1249,32,Male,0,salaried,,2,512,12,6069.17,5683.45,5331.21,3949.42,185.83,185.83,0.11,0.11,5645.35,5355.62,0\\r\\n25930,1131,28,Male,0,salaried,334,1,206,,29074.68,23755.24,22498.47,13284.85,0.19,0.19,44.18,41.43,28311.54,21956.59,0\\r\\n25931,2156,55,Male,0,self_employed,1111,1,92,5,54254.17,40476.91,40444.29,41297.16,32857.4,11428.83,16120.06,18078.41,53767.61,42625.23,0\\r\\n25932,4732,45,Female,4,self_employed,1643,3,210,56,1129.04,1844.96,2161.69,326.46,0.43,2857.57,714.71,1429,1228.35,1983.21,0\\r\\n25933,4456,52,Male,0,salaried,1195,3,1331,12,3908.29,4765.44,4215.58,4477.73,572.13,686.41,1429.27,0.7,4282.68,4234.56,0\\r\\n25935,990,51,Male,2,self_employed,409,3,553,25,22674.68,21881.1,36162.53,31355.12,1845.9,2845.9,0.19,26760.31,22008.18,25120.31,0\\r\\n25936,4686,39,Male,4,self_employed,1232,2,185,7,11531.23,11363.25,12340.61,11269.2,1183.16,1616.27,727.46,1975.23,12006.09,11967.67,0\\r\\n25937,317,45,Male,0,salaried,1096,1,92,0,17166.94,13205.95,12326.54,13729.32,6.09,78.91,2012.97,4682.3,13746.78,11540.92,1\\r\\n25938,3196,44,Female,0,self_employed,334,2,41,30,3401.32,3200.87,2791.87,2290.16,0.29,1178.86,31.07,2424.61,3402.06,2591.96,0\\r\\n25939,186,30,Female,0,self_employed,514,2,190,146,12361.74,12361.74,12361.74,7853.63,0.03,0.03,0.03,0.03,12361.74,12361.74,0\\r\\n25940,663,15,Male,0,student,1096,3,32,72,1334.34,1334.34,6326.66,1333.88,0.19,0.19,0.19,0.19,1334.34,1334.34,0\\r\\n25941,1412,48,Male,0,salaried,1096,3,273,21,413.18,3505.63,2006.27,1172.72,1075.64,7184.87,3539.36,0.43,3210.68,1225.37,0\\r\\n25942,1763,21,Male,0,student,1020,1,60,124,8147.9,8147.9,7850.32,737.02,0.16,0.16,0.16,0.16,8147.9,8147.9,0\\r\\n25943,1144,57,Male,0,self_employed,743,3,465,17,1558.15,1335.06,2674.87,2869.19,500.33,1064.61,269.94,830.24,1721.74,3007.67,0\\r\\n25944,2197,19,Female,0,student,905,3,1582,154,3406.68,3406.68,3406.68,3351.01,0.21,0.21,0.21,0.21,3406.68,3406.68,0\\r\\n25945,3381,63,Female,0,self_employed,334,3,444,,1463.51,1463.51,1463.51,1494.5,0.63,0.63,0.63,0.63,1463.51,1463.51,0\\r\\n25946,2693,45,Female,0,self_employed,,1,33,,1817.62,1817.62,1882.58,1997.92,0.36,0.36,0.36,0.36,1817.62,1817.62,0\\r\\n25947,1286,35,Male,0,self_employed,1375,3,2659,348,8576.26,8573.87,8573.89,8514.61,0.34,0.34,0.34,0.34,8575.85,8573.87,0\\r\\n25948,1951,42,Female,0,self_employed,1525,1,814,,11726.88,298.3,7622.61,11382.3,0.49,0.49,0.49,8784.21,10544.61,2272.35,0\\r\\n25949,1553,59,Male,0,salaried,634,2,1643,114,61335.33,61335.33,61440.61,51023.66,0.01,0.01,0.01,154.36,61335.33,61400.06,0\\r\\n25950,3127,45,Male,0,salaried,1438,3,528,42,3513.43,2694.09,2082.2,1143.78,0.07,285.79,2042.93,898.76,2558.02,1636.05,0\\r\\n25951,1829,59,Female,0,self_employed,189,3,253,20,3902.76,8772.15,7420.87,5818.5,371.39,2856.4,5128.71,1256.93,7453.39,7750.76,0\\r\\n25952,3773,64,Female,0,self_employed,1020,2,145,28,50655.86,50561.57,37791.68,33121.51,129.94,20839.5,159.73,72.07,50636.5,31399.3,0\\r\\n25953,346,90,,,self_employed,1096,1,480,187,20224.94,20224.94,20224.94,20052.45,0.29,0.29,0.29,0.29,20224.94,20224.94,0\\r\\n25954,4483,46,Female,2,salaried,409,2,1317,32,5595.47,5302.3,5067,4791.74,0.33,14.61,70.47,202.74,5512.19,5168.99,0\\r\\n25955,5093,48,Female,0,self_employed,1096,1,89,227,8478.34,9246.35,9687.57,11566.06,0.36,0.36,768.37,392.53,9140.42,9537.32,0\\r\\n25956,193,1,Female,,student,1096,1,503,47,8924.4,8924.4,8587.53,7573.22,0.61,729.19,0.61,0.61,8924.4,8642.37,0\\r\\n25957,3067,78,Male,0,retired,146,2,157,243,5841.34,17539.62,11765.63,10166.37,0.6,0.6,11698.89,3900.03,10547.54,14243.29,0\\r\\n25958,1409,42,Male,0,salaried,856,2,71,21,5927.64,5595.84,8449.7,7521.55,1318.56,1289.04,0.43,5214.71,6328.43,9550.52,0\\r\\n25960,3064,64,Female,0,retired,1096,2,134,90,3330.02,19950.92,13771.68,12952.57,0.06,0.06,892.39,17160.06,3628.35,17734.33,1\\r\\n25961,2382,51,Male,0,self_employed,578,2,757,9,9608.39,8862.67,6995.73,19398.1,1626.93,3597.14,0.5,0.5,9149.82,7690,0\\r\\n25962,2792,59,Female,0,self_employed,551,2,550,15,3585.38,2020.81,2378.18,1550.35,1879.29,0.43,571.86,0.43,3021.95,2042.01,0\\r\\n25963,2657,90,Male,0,self_employed,834,1,516,4,1860.07,1605.56,1707.7,4032.34,460.97,4032.75,428.73,500.16,1711.88,2340.4,0\\r\\n25964,1683,51,Male,2,self_employed,1096,2,503,95,953.56,1015.17,2202.45,-9746.82,0.69,0.69,62.3,2035.16,964.18,1867.98,1\\r\\n25965,2604,90,,0,self_employed,1020,1,79,219,2845.22,2153.8,2571.09,2262.01,0.17,0.17,0.17,0.17,2783.54,2153.8,0\\r\\n25967,376,42,Male,,self_employed,409,3,612,20,1473.53,1379.81,1556.52,1237.21,1286.04,1286.04,0.33,0.33,1694.29,1482.65,0\\r\\n25968,2082,53,Male,2,salaried,712,3,1384,25,2496.22,2838.26,2902.69,1904.69,123.14,123.14,465.19,463.74,2571.57,2883.48,0\\r\\n25969,1082,47,Female,0,self_employed,1006,2,798,19,7718.72,7428.25,7494.13,7375.15,286.3,0.59,0.59,0.59,7628.57,7428.25,0\\r\\n25970,1104,76,Male,0,retired,409,2,1392,,1629.97,1629.97,1655.53,1445.2,0.21,0.21,0.21,0.21,1629.97,1629.97,0\\r\\n25971,2328,32,Female,0,salaried,1020,2,16,129,4653.75,4783.48,4958.01,5049.74,0.66,0.66,487.53,334.26,4906.28,4888.19,0\\r\\n25972,471,56,Male,,self_employed,1178,2,526,13,4265.17,1927.01,2344.74,1675.18,2338.69,0.53,0.53,86.24,3055.78,1965.72,0\\r\\n25973,3005,67,Female,0,self_employed,1071,2,250,46,3226.64,3226.64,5242.36,12540.3,0.63,215.77,0.63,0.63,3226.64,3129.48,0\\r\\n25974,2818,69,Male,0,retired,1477,3,724,25,10667.65,10371.94,8855.7,5936.38,296.26,3993.49,0.54,0.54,10637.06,9647.95,0\\r\\n25975,1975,45,Male,0,salaried,409,2,1001,32,2325.74,4986.71,3714.54,2506.45,0.29,1711.8,518.4,1060,3732.77,3967.91,0\\r\\n25976,1327,55,Male,0,self_employed,844,3,918,48,7114.25,346.25,4010.95,934.94,0.56,500.56,0.56,15061.67,580.42,8988.38,1\\r\\n25977,1301,69,Male,0,self_employed,1381,3,2202,157,3324.29,3324.29,3464.08,3984.61,0.56,0.56,0.56,0.56,3324.29,3324.29,0\\r\\n25978,1491,26,Male,0,salaried,1084,3,1030,21,6628.29,6556.86,6544.2,6267.62,71.49,71.49,0.06,0.06,6611.05,6549.95,0\\r\\n25979,3186,47,Male,0,self_employed,1494,1,1416,19,2259.05,1830.48,1781.54,1262.53,429.01,429.01,0.44,0.44,2126.05,1775.18,0\\r\\n25981,4440,35,Male,0,salaried,1589,2,147,10,4381.25,4238.39,3884.31,1706.42,142.96,0.1,0.1,0.1,4292.58,3680.86,0\\r\\n25982,1099,21,Female,0,student,575,2,44,10,4018.72,5725.91,5430.66,4778.84,693.36,429.07,2400.55,100.5,5431.36,5491.81,0\\r\\n25983,2118,61,Male,0,self_employed,1529,2,1004,6,5279.59,14448.26,9878.55,3674.19,12425.88,9802.7,20189.78,2546.75,10551.06,13132.61,1\\r\\n25984,1756,33,Female,0,self_employed,1271,2,378,293,966.17,1289.03,3384.42,4353.24,0.37,0.37,323.23,0.37,1077.5,1289.03,1\\r\\n25985,1935,52,Male,2,self_employed,1544,3,2965,146,1749.24,1773.17,1776.51,1320.75,0.44,0.44,24.37,24.37,1752.54,1776.26,1\\r\\n25986,5682,60,Male,0,self_employed,146,3,41,97,3361.86,3361.86,3361.86,3272.85,0.09,0.09,0.09,0.09,3361.86,3361.86,0\\r\\n25987,931,25,Male,0,self_employed,905,2,855,299,16748.93,17034.64,16962.39,16933.11,0.21,0.21,571.64,0.21,16817.9,17034.64,0\\r\\n25989,3000,40,Male,0,self_employed,962,3,646,0,2020.95,3740.83,2855.83,726.48,1464.26,16436.86,3143.39,42029.34,2041.32,2936.91,0\\r\\n25990,716,34,Female,0,self_employed,1096,3,338,277,1441.1,1441.1,1441.1,1424.99,0.5,0.5,0.5,0.5,1441.1,1441.1,0\\r\\n25991,2295,44,Male,0,salaried,415,2,947,32,4756.93,5014.95,3969.18,2696.95,0.33,2143.19,247.07,506.36,4823.85,3631.37,0\\r\\n25992,4220,41,Male,1,self_employed,982,3,2292,6,6497.24,4801.02,4855.05,5360.23,1857.8,357.8,167.87,167.87,5355.15,4580.66,0\\r\\n25993,4652,54,Male,0,self_employed,1096,2,217,6,7621.59,4039.91,14132.06,11095.02,32730.69,5314.54,28571.7,40782.19,5768.84,10727.79,0\\r\\n25995,3066,58,Male,0,salaried,1020,2,239,6,1406.32,1745.36,2168.81,3828.7,108339.01,1196.16,3584.87,573.36,1981.28,1698.96,0\\r\\n25996,2858,63,Male,2,self_employed,649,1,554,144,1713.57,1496.48,1531.78,1072.96,0.31,0.31,82.64,0.31,1707.2,1405,0\\r\\n25998,1149,36,Female,0,self_employed,1020,2,145,137,1380.32,1671.6,1871.98,13248.33,0.64,0.64,291.93,0.64,1443.24,1671.6,0\\r\\n25999,3511,32,Male,0,student,334,3,206,32,3846.02,4242.93,4258.6,4160.96,0.49,86.2,389.13,470.68,3988.42,4356.59,0\\r\\n26000,194,31,Female,,self_employed,575,3,2972,76,1701.5,7615.79,6547.85,27935,0.01,0.01,5914.3,1571.44,3707.9,8966.02,1\\r\\n26001,567,35,Female,,self_employed,496,3,1895,292,2916.13,3060.85,3037.85,3203.98,0.59,0.59,147.87,0.59,2996.95,3060.37,0\\r\\n26002,1403,56,Male,0,salaried,1020,2,1799,146,6866.5,6866.5,6866.5,4553.27,0.53,0.53,0.53,0.53,6866.5,6866.5,1\\r\\n26003,1697,73,Female,0,retired,833,2,1274,83,3500.65,3500.65,3469.19,3362.05,0.17,0.17,0.17,0.17,3500.65,3500.65,0\\r\\n26004,2790,43,Male,2,self_employed,21,3,205,49,1697.13,2034.23,1886.06,1519.42,0.27,571.7,194.51,0.27,1956.41,1947.4,0\\r\\n26005,4830,35,Male,0,self_employed,1020,3,163,6,5001.7,1498.47,3851.43,4048.47,5819.91,429.23,2302.4,4115.97,5108.34,2640.71,0\\r\\n26006,2255,67,Female,0,self_employed,834,2,1231,13,2731.32,3706.43,2151.02,1750.75,1880.09,7143.5,0.64,5753.93,3236.67,1939.79,1\\r\\n26007,411,53,Female,,self_employed,630,3,1771,40,685.97,4015.03,1731.49,808.13,0.06,4318.37,3328.7,200.06,3095.93,1719.19,1\\r\\n26008,2348,23,Male,0,student,1020,2,582,104,4773.5,5135.23,5325.34,5631.91,0.57,0.57,0.57,0.57,4979.74,5319.56,0\\r\\n26009,5850,55,Male,0,salaried,,1,1742,47,701.39,952.81,2958.44,1493.44,0.56,31.34,39.41,4345.31,725.33,3611.43,0\\r\\n26010,864,63,Female,0,self_employed,146,2,140,302,4601.95,4637.66,4597.62,4527.32,0.59,0.59,0.59,0.59,4604.41,4598.49,0\\r\\n26011,5963,73,Male,1,self_employed,15,2,6,,3952.49,3952.49,3952.49,3923.56,0.47,0.47,0.47,0.47,3952.49,3952.49,0\\r\\n26012,1535,54,Male,0,salaried,1621,2,417,17,3633.21,2377.5,2865.83,3003.16,1318.6,128.6,62.89,0.03,2998.83,2761.37,0\\r\\n26013,4233,43,Female,0,self_employed,1008,1,307,88,17473.41,17473.41,17442.69,17629.12,0.06,0.06,0.06,0.06,17473.41,17473.41,0\\r\\n26015,907,28,Female,0,self_employed,15,3,2481,0,8286.81,7146.6,7636.34,6926.69,2400.51,0.51,2545.85,786.23,7829.59,7196.21,0\\r\\n26016,1010,42,Female,0,salaried,1232,2,7,11,5894.23,5309.04,3231.95,830.81,585.5,3511.43,0.31,0.31,5531.01,2364.24,0\\r\\n26017,1644,48,Male,0,self_employed,206,3,865,35,2049.5,2774.36,2562.56,11484.69,0.5,6826.96,571.93,4286.21,2280.29,2422.82,0\\r\\n26018,633,50,Male,0,salaried,146,2,184,18,14748.29,14661.55,15804.95,12283.49,321.44,26349.96,214.3,13331.69,14709.05,16083.68,0\\r\\n26019,3229,30,Female,0,self_employed,1020,1,1114,121,12111.2,12145.41,22581.27,47647.91,0.69,0.69,35.41,36.74,12121.55,12162.27,0\\r\\n26020,5269,43,Female,0,salaried,834,1,14,20,2142.17,4214.04,3400.77,2316.72,1142.57,2585.79,3214.44,1293.11,3314.77,3964.53,0\\r\\n26021,5165,67,Male,0,salaried,1020,2,84,,20835.81,20980.3,21057.29,21159.69,0.04,0.04,285.76,285.76,20881.55,21017.17,0\\r\\n26022,1406,45,Male,0,self_employed,904,2,594,19,561.58,5151.37,1725.08,2018.28,6189.03,7243.34,10808.49,2442.9,2952.85,1865.13,1\\r\\n26023,445,69,Female,0,self_employed,1033,1,3716,5,19795.94,2932.12,4737.63,4662.08,28503.46,0.6,11639.63,1309.09,5905.87,4066.42,0\\r\\n26024,392,50,Male,2,self_employed,905,2,1380,6,2891.86,2286.32,1698.32,6255.59,2322.5,4479.17,1639.54,2239.89,2732.81,1565.6,0\\r\\n26025,1395,39,Male,0,self_employed,969,2,1910,0,3282.27,4767.98,3680.38,2373.07,1371.83,2043.26,2857.54,0.4,4858.63,3637.11,0\\r\\n26026,340,47,Female,,self_employed,557,2,284,20,5.19,9.91,1686.14,380.22,352.96,120.64,238.67,119.66,10.59,17.47,1\\r\\n26027,1948,6,Male,0,student,1232,2,149,297,2672.89,2672.89,2672.89,2656.15,0.7,0.7,0.7,0.7,2672.89,2672.89,0\\r\\n26028,2206,46,Male,1,self_employed,956,2,94,69,1397.77,5420.08,4734.97,2367.67,0.36,0.36,4161.7,2490.77,3122.24,6586.91,0\\r\\n26029,1831,64,Male,0,salaried,427,2,422,355,6188.21,6188.21,6188.21,6124.55,0.47,0.47,0.47,0.47,6188.21,6188.21,0\\r\\n26030,1372,47,Male,0,self_employed,1232,3,1811,3,3699.63,3128.2,2616.42,880.45,714.43,714.43,285.86,143,3187.32,2667.38,0\\r\\n26031,1978,71,Female,0,retired,,2,211,0,3987.57,3872.88,3808.9,8972.15,390.17,447.47,337.62,0.27,3636.26,3433.09,0\\r\\n26032,4286,47,Male,0,self_employed,1467,3,191,7,13794.42,11565.18,7828.35,835.75,2414.8,0.01,30.27,43.76,12180.84,10288.73,0\\r\\n26033,2257,38,Male,0,self_employed,122,3,866,23,2799.55,2299.55,2430.46,1556.52,643.11,0.26,143.11,0.26,2826.64,2280.09,0\\r\\n26034,352,65,Female,0,self_employed,146,2,433,17,7740.88,3615.29,6669.76,13198.48,4283.4,0.67,72.1,0.67,6303.18,3615.29,0\\r\\n26036,2234,64,Male,1,salaried,664,2,241,0,5091.16,765.5,3084.94,1325.84,9545.4,0.39,4578.71,989.37,7166.63,1271.86,0\\r\\n26037,5540,56,Female,0,self_employed,1020,1,5,0,10171.99,8298.63,8290.39,14830.31,941.04,845.9,175.15,299.79,9249.95,8046.73,0\\r\\n26038,2140,25,Female,0,student,409,2,329,14,5889.88,5887.02,4078.8,1170.07,2.97,4635.68,0.11,0.11,5888.4,5139.35,0\\r\\n26039,3007,40,Male,0,self_employed,1096,3,327,0,2155.85,2172.55,1875.36,2396.71,2429.09,427.66,296.23,93.37,1869.92,2072.37,0\\r\\n26040,1566,41,Male,0,salaried,1242,1,1369,12,18297.86,15269.29,14091.36,13229.85,3028.77,0.2,0.2,0.2,17490.47,15269.29,0\\r\\n26041,976,46,Male,,self_employed,235,2,733,152,3658.94,3658.94,3658.94,3853.68,0.61,0.61,0.61,0.61,3658.94,3658.94,0\\r\\n26042,1038,33,Male,0,salaried,409,2,484,30,9656.57,5079.57,2657.51,4755.4,0.11,5406.51,3178.74,4639.99,3271.73,1823.05,0\\r\\n26043,240,51,Male,2,self_employed,1494,2,1707,72,4672.83,4672.83,4396.33,3234.77,0.54,0.54,0.54,0.54,4672.83,4672.83,0\\r\\n26044,1242,21,Male,0,student,649,3,2837,12,3006.9,2440.93,2231.74,1723.45,664.14,700.07,96.37,0.07,2732.62,2215.12,0\\r\\n26046,976,33,Female,0,self_employed,843,3,2913,173,2257.35,2285.92,2307.61,2749.46,0.37,0.37,0.37,0.37,2280.01,2307.12,0\\r\\n26047,1501,59,Male,0,salaried,146,1,261,24,5086.51,2802.58,3456.51,9511.99,2357.59,0.44,214.73,0.44,4865.76,2761.11,0\\r\\n26048,6279,90,Male,0,self_employed,905,2,34,280,7129.98,7129.98,7129.98,7097.97,0.1,0.1,0.1,0.1,7129.98,7129.98,0\\r\\n26049,1769,40,Male,2,self_employed,363,3,1068,14,1611.26,4198.33,3139.41,9774.09,1.08,7829.76,2671.69,5105.93,3662.41,3505.15,0\\r\\n26050,3021,34,Female,0,self_employed,834,2,219,40,6245.83,6243.68,3592.88,1027.13,0.59,7857.73,0.59,714.87,6244.42,3191.42,0\\r\\n26051,5732,73,Female,0,self_employed,1096,1,43,,1422.95,1422.95,1459.81,1474.17,0.1,0.1,0.1,71.53,1422.95,1462.12,0\\r\\n26052,907,34,Female,,self_employed,656,3,46,42,4811.27,4823.96,4890.06,5226.19,0.2,71.63,12.89,144.87,4817.83,4866.21,0\\r\\n26053,314,38,Male,0,salaried,146,3,3804,4,7014.17,1826.57,2176.18,3079.92,7048.81,2689.82,970.73,3452.21,3458.22,1131.2,0\\r\\n26054,3092,63,Male,0,self_employed,1598,3,220,171,4291.66,4299.83,4244.74,3747.99,0.36,0.36,0.36,0.36,4298.71,4224.95,0\\r\\n26055,5595,38,Male,2,salaried,1020,2,86,3,7273.11,2580.18,3152.28,843.99,1240.22,2099.59,1364.1,1346.43,6448.59,1767.21,0\\r\\n26056,4620,63,Female,0,self_employed,1096,3,26,110,238.75,4379.38,3029.66,1857.12,0.57,0.57,4143.43,0.57,332.2,4379.38,0\\r\\n26057,2170,52,Male,0,salaried,1020,3,714,,5769.33,7179.9,7937.82,8762.17,0.53,0.53,2857.67,2550.76,6728.64,8732.14,0\\r\\n26058,571,54,Female,,self_employed,146,2,3758,108,5580.37,5790.37,5813.23,7910.41,0.7,0.7,3817.85,447.4,5150.38,5922.45,0\\r\\n26059,1036,36,Female,0,self_employed,1100,2,1992,,6825.14,6825.14,6825.14,6781.9,0.17,0.17,0.17,0.17,6825.14,6825.14,0\\r\\n26060,3108,45,Female,0,self_employed,731,3,2591,,3043.08,2303.23,2015.01,1245.57,0.66,0.66,0.66,0.66,3017.12,1680.21,0\\r\\n26061,4871,49,Male,0,self_employed,1232,2,52,40,26499.16,28665.22,31108.15,43306.74,0.01,88.46,3130.36,7142.87,27489.04,31868,0\\r\\n26062,186,41,Female,,self_employed,146,2,877,171,7383.42,7717.82,7757.05,7557.9,0.19,0.19,162.76,0.19,7471.22,7740.54,0\\r\\n26063,826,21,Male,0,student,575,1,3,31,3306.9,3331.04,5473.56,2773.94,0.56,21327.08,0.56,20031.62,3279.91,10228.39,0\\r\\n26064,469,46,Female,,self_employed,563,3,2845,9,5731.37,4870.79,4949.38,4312.03,858.59,0.3,0.3,0.3,5109.06,4870.79,0\\r\\n26065,3187,51,Male,0,self_employed,251,2,344,25,8900.63,9043.49,8190.59,4283.65,357.39,1143.1,1000.24,0.24,8898.17,8324.6,0\\r\\n26066,373,61,Female,,self_employed,1265,2,775,95,1360.67,44214.85,36825.95,2889.22,0.66,0.66,0.66,0.66,22049.61,44214.85,1\\r\\n26067,1833,66,Female,0,self_employed,,2,42,12,3648.56,3713.24,2775.64,1014.53,1721.51,2857.61,1786.19,163.33,4055.93,2859.87,0\\r\\n26068,4293,90,Male,0,retired,146,3,133,1,1987.66,1926.14,1543.37,1450.3,62.19,714.94,0.66,229.23,1930.38,1374.68,0\\r\\n26069,4606,69,Female,0,self_employed,995,1,200,,3522.82,3520.32,3520,3141.1,0.56,0.56,0.56,0.56,3521.96,3520.32,1\\r\\n26070,2284,48,Female,0,self_employed,1494,3,1703,10,12492.38,12314.62,11932.14,10564.35,568.66,568.66,390.9,0.09,12181.28,12079.32,0\\r\\n26071,2437,38,Male,0,self_employed,233,2,1033,42,12745.95,12745.95,10226.75,13586.47,0.3,5714.59,0.3,0.3,12745.95,9612.31,0\\r\\n26072,5208,86,Male,0,retired,146,1,133,3,3614.42,9148.21,20043.31,5075.54,492.16,0.13,0.13,28.7,8682.63,8519.55,1\\r\\n26073,709,24,Female,,student,623,3,2019,230,1429.04,1429.04,1429.04,1421.45,0.01,0.01,0.01,0.01,1429.04,1429.04,0\\r\\n26074,1571,33,Male,0,self_employed,50,2,2174,35,3771.84,4444.31,3416.97,7208.26,0.37,1057.51,660.99,1687.51,3983.62,3971.32,0\\r\\n26075,1504,67,Male,0,retired,1020,3,1211,48,15291.11,22896.71,13406.12,10604.67,0.67,14.19,7572.1,0.67,17360.33,19168.92,0\\r\\n26076,327,48,Female,1,self_employed,409,2,3,172,18031.7,18031.7,18031.7,17499.36,0.31,0.31,0.31,0.31,18031.7,18031.7,0\\r\\n26077,6335,50,Male,0,salaried,318,1,107,114,26327.3,26341.59,26353.94,13217.86,0.41,0.41,0.41,0.41,26336.66,26350.34,0\\r\\n26078,1110,46,Female,0,self_employed,623,1,1021,4,1740.06,1681.1,1684.49,1613.46,59.09,0.13,0.13,0.13,1691.27,1681.1,0\\r\\n26080,2290,70,Female,0,retired,409,3,193,89,1441.12,1856.62,3093.92,2696.68,0.03,0.03,514.31,2571.46,1550.91,3819.56,0\\r\\n26081,1365,55,Female,3,salaried,156,3,859,49,2521.34,2538.46,1879.5,2355.52,0.47,1571.9,0.47,193.33,2529.01,2132.47,0\\r\\n26082,1586,28,Male,0,salaried,1020,1,322,4,5734.03,6402.62,6340.47,6246.56,3.87,15.54,660.11,162.32,5887.97,6500.46,0\\r\\n26083,3088,57,Female,0,self_employed,286,3,770,265,1223,1220.58,1475.91,1848.99,0.61,0.61,0.61,643.47,1222.25,1344.92,0\\r\\n26084,6712,31,Male,2,self_employed,1020,2,16,6,20549.21,33285.9,32340.02,16476.64,8500.19,10078.76,1643.04,1643.04,17421.99,45662.93,0\\r\\n26085,2161,56,Male,0,self_employed,146,3,1373,19,10290.21,9938.57,9676.74,8152.23,357.56,0.41,1.13,0.41,10167.65,9890.65,0\\r\\n26086,2412,38,Female,0,self_employed,996,2,1556,63,1977.45,1977.45,1975.37,1965.74,0.14,0.14,0.14,0.14,1977.45,1977.45,0\\r\\n26087,2943,32,Female,2,salaried,1020,3,543,31,345.23,14837.56,11371.8,565.68,0.63,1809.71,206.34,411.72,5311.42,12817.63,1\\r\\n26088,4112,81,Female,0,retired,146,2,59,0,3884.86,6964.09,6396.49,8469.42,3687.71,113.89,6544.6,143.37,4878.74,6906.5,0\\r\\n26089,775,36,Male,,self_employed,1176,3,800,108,7332.86,7332.86,8070.12,7953.27,0.17,0.17,0.17,2071.6,7332.86,7645.61,0\\r\\n26090,1144,34,Male,0,salaried,1648,2,2707,208,523.6,1652.75,1600.24,1386.01,0.51,0.51,1883.51,1106.33,713.43,1778.38,1\\r\\n26091,1784,52,Female,0,salaried,1641,2,2097,70,1197.15,2441.97,2125.54,2427.01,0.66,0.66,1798.67,157.8,1683.93,2462.24,0\\r\\n26092,3517,29,Male,0,self_employed,1232,2,474,69,5010.81,5476.47,5226.93,4756.72,0.29,0.29,607.38,200.29,5355.86,5560.34,0\\r\\n26093,2404,36,Female,0,self_employed,272,3,267,186,3018.41,3089.84,3098.23,3337.08,0.57,0.57,0.57,0.57,3052.89,3122.1,1\\r\\n26094,3092,55,Male,3,self_employed,1381,2,790,32,1272.98,1272.98,1489.94,1368.63,0.11,571.54,0.11,0.11,1272.98,2238.16,0\\r\\n26095,1216,90,,0,self_employed,1494,1,1008,70,2183.92,2183.92,2123.6,1830.86,0.51,0.51,0.51,0.51,2183.92,2183.92,0\\r\\n26096,720,28,Male,3,self_employed,665,3,1251,4,2212.67,2107.64,1940.13,1428.72,686.04,2286.04,795.3,3330.16,2085.37,1882.05,0\\r\\n26097,4596,61,Female,0,self_employed,1020,2,239,,1803.38,1803.38,2610.45,3218.81,0.43,0.43,0.43,1436.5,1803.38,2788.54,0\\r\\n26098,955,64,Female,0,retired,318,3,2760,38,2368.57,2568.57,2532.41,2577.7,0.11,156.66,200.11,142.97,2451.33,2574.51,0\\r\\n26099,4374,59,Male,0,self_employed,1232,2,239,296,2070.58,2436.78,3139.91,7722.86,0.7,0.7,366.9,1154.27,2280.92,2790.81,0\\r\\n26101,5280,39,Male,0,self_employed,491,2,93,10,12414.69,1068.85,2726.17,1044.52,3714.83,0.54,389.83,457.69,6212.07,906.44,0\\r\\n26102,1886,7,Male,0,student,834,2,693,,3840.54,3769.11,3771.88,3860.46,0.31,0.31,0.31,0.31,3840.54,3762.2,0\\r\\n26103,2572,90,Male,0,self_employed,848,2,167,200,2248.69,2248.69,2480.98,2604.45,0.69,0.69,0.69,373.14,2248.69,2573.09,0\\r\\n26104,4503,66,Male,0,retired,996,1,2460,28,1619.55,820.99,1752.72,866.1,2143.16,0.3,0.3,0.3,1873.89,797.12,0\\r\\n26105,2104,49,Male,0,salaried,1399,3,1778,108,1655.41,1655.41,1655.41,2379.43,0.43,0.43,0.43,0.43,1655.41,1655.41,0\\r\\n26106,1462,33,Female,0,student,996,3,1307,26,2335.13,1348.92,1654.98,1492.37,986.29,0.07,0.07,0.07,2267.12,1348.92,0\\r\\n26107,2288,51,Male,0,self_employed,969,2,1910,53,11531.28,11599.54,10681.62,9346.13,0.54,2655.69,0.54,95.93,11544.53,10988.25,0\\r\\n26109,522,38,Male,3,salaried,532,3,1889,72,2946.24,3167.37,3527.21,1627.37,0.24,0.24,221.37,435.66,2999.61,3244.73,1\\r\\n26110,2277,55,Male,0,self_employed,1523,3,465,,12803.4,12803.4,12309.44,11831.6,0.11,0.11,0.11,0.11,12803.4,12803.4,0\\r\\n26111,6922,34,Female,0,self_employed,1472,2,505,28,2410.64,2339.21,2730.63,592.21,72.11,366.4,0.69,0.69,2410.64,2789.55,0\\r\\n26113,5787,46,Female,2,self_employed,1020,2,19,14,701.33,708.2,3397.13,5265.54,35.2,2443.13,66.2,8824.53,697.05,1524.05,0\\r\\n26114,949,53,Female,0,self_employed,372,2,2272,58,1952.04,4637.76,4388.44,4386.19,0.21,264.17,2671.64,643.07,2914.11,5180.42,1\\r\\n26115,578,51,Female,0,self_employed,145,2,2596,,3821.64,3821.64,3821.64,3797.43,0.6,0.6,0.6,0.6,3821.64,3821.64,0\\r\\n26116,4282,61,Male,0,self_employed,146,1,286,12,1849.34,3097.33,2518.78,2182.14,1523.49,420.26,4128.61,578.23,1885.13,2932.3,0\\r\\n26117,5274,68,Male,0,self_employed,1525,3,501,3,1436.94,4289.4,4675.57,2423.6,1735.28,2604.49,5292.47,1068.75,2202.29,5588.83,1\\r\\n26118,1670,63,Female,0,self_employed,179,2,641,26,1860.25,1580.71,1676.96,1601.14,287.03,0.34,0.34,0.34,1836.75,1589.92,0\\r\\n26119,781,43,Male,1,self_employed,656,2,653,35,3617.73,3674.88,3329.37,1877.59,0.06,1271.86,0.06,0.06,3617.73,3336.34,0\\r\\n26120,5011,66,Male,0,self_employed,1232,2,104,36,475.13,475.13,2036.75,277.64,0.57,35445.59,21429.14,35000.57,475.13,5469.33,1\\r\\n26121,4750,56,Female,0,self_employed,579,3,192,61,5732.96,5735.42,5844.22,2761.34,0.03,0.03,0.03,7185.74,5734.99,7796.25,0\\r\\n26122,2247,47,Male,1,self_employed,1096,2,91,0,65764.14,31592.5,37562.58,24242.17,38241.63,9828.7,82912.8,9349.04,28245.23,42308.25,1\\r\\n26123,6842,87,Female,0,retired,834,2,22,168,23835.15,22710.34,22884.75,10813.26,0.57,0.57,714.86,1429.14,24081.79,23297.52,0\\r\\n26124,624,39,Male,0,self_employed,649,3,1585,98,1571.76,2208.38,2240.23,228.65,0.63,0.63,639.27,143.49,1989.42,2222.21,1\\r\\n26125,1874,38,Male,2,self_employed,1096,2,132,84,20512.12,28083.55,28279.81,15453.47,0.41,0.41,7143.27,438.29,27467.79,28449.3,0\\r\\n26127,2226,27,Male,0,student,491,3,615,,346.18,2799.41,1835.96,791.13,0.23,0.23,2453.46,148.87,588.87,2855.27,0\\r\\n26128,1558,64,Female,0,self_employed,1388,2,1378,20,7470.96,7442.39,7520.54,6922.55,457.67,471.96,429.1,571.96,7683.76,7533.17,0\\r\\n26129,920,22,Female,0,student,1020,3,686,0,5238,6386.86,6661.73,4673.27,1580.21,262.96,2729.07,1443.36,5214.24,7453.02,1\\r\\n26130,1627,37,Male,0,salaried,61,2,1359,,5070.74,6070.74,6105.52,7416.35,0.09,0.09,1714.37,814.37,5523.94,6171.89,1\\r\\n26131,1802,72,Female,0,retired,834,3,1224,,2675.54,2818.39,2812.57,2850.58,0.47,0.47,286.19,0.47,2803.61,2818.39,0\\r\\n26132,250,45,Male,0,salaried,334,2,1869,0,3995.41,10527.81,2817.51,2694.64,2506.6,2191.59,1837.83,3479.33,1737.46,4006.8,0\\r\\n26133,2744,53,Female,0,self_employed,1096,2,27,49,2641.19,2641.19,2527.36,215.72,0.51,714.8,0.51,0.51,2641.19,2410.77,0\\r\\n26134,3995,46,Male,2,self_employed,905,2,1388,14,12408.02,14081.63,14270.41,13198.64,12977.48,764.71,14285.87,0.16,15155.48,13911.11,0\\r\\n26135,1657,63,Male,0,retired,1232,2,1227,132,7707.93,7536.5,7340.91,6703.5,0.17,0.17,0.17,0.17,7648.82,7317.15,0\\r\\n26137,4728,54,Male,1,salaried,1467,1,3880,32,6644.7,11275.45,13982.89,13621.04,0.41,42857.56,0.41,44069.6,10213.09,16960.35,0\\r\\n26138,814,16,Female,0,student,243,2,640,26,1643.37,1500.51,1541.52,1598.42,143.37,71.94,0.51,0.51,1633.52,1488.99,0\\r\\n26139,4379,46,Male,3,salaried,1020,2,163,189,922.36,1866.06,3049.64,4636.72,0.47,0.47,1463,4817.88,895.54,3454.51,0\\r\\n26140,4366,41,Male,0,self_employed,623,3,2604,12,2760.62,2555.15,3638.25,2871.58,7441.93,1449.63,14411.58,3218.61,2775.42,3839.58,0\\r\\n26141,4494,60,Male,0,self_employed,834,1,1926,4,9471.93,900.51,1832.21,117.34,17143.19,188.14,8571.76,0.33,4151.74,864.16,1\\r\\n26142,2178,71,Male,3,self_employed,705,2,1724,91,22152.22,22152.22,22152.22,21210.41,0.1,0.1,0.1,0.1,22152.22,22152.22,0\\r\\n26143,1344,28,Male,1,self_employed,146,2,1050,0,80.21,281.04,1433.76,4573.58,3072.13,28572.13,7637.29,34046.81,930.26,2372.04,0\\r\\n26144,3002,38,Male,0,self_employed,914,3,2615,20,988.52,543.11,1652.86,2015.9,114.54,796.69,371.69,2770.03,1071,2194.18,0\\r\\n26145,7534,87,Male,0,retired,294,2,202,182,18354.64,18354.64,18354.64,18178.15,0.41,0.41,0.41,0.41,18354.64,18354.64,0\\r\\n26146,305,21,Male,0,self_employed,938,2,1344,144,2022.28,2172.28,6721.13,9263.23,0.63,0.63,300.63,9017.49,2073.02,7698.22,1\\r\\n26147,3925,35,Male,0,self_employed,409,3,1352,13,5389.52,284.22,1683.85,1514.06,1102.91,0.41,15384.76,12928.99,1383.21,1315.11,0\\r\\n26148,6979,72,Male,0,retired,1150,2,4031,193,2062.27,2062.27,2723.66,3322.52,0.04,0.04,0.04,1281.49,2062.27,2765,0\\r\\n26149,2426,42,Male,0,salaried,409,2,1250,88,16489.55,19226.28,18098.04,20620.08,0.54,0.54,1482.01,1258.14,17432.26,18284.05,0\\r\\n26150,1001,29,Male,0,self_employed,733,2,3119,63,8911.94,8911.94,8295.59,5742.79,0.16,0.16,0.16,0.16,8911.94,8911.94,0\\r\\n26151,2173,36,Female,0,self_employed,623,2,621,,3855.66,3852.95,3853.2,3845.92,0.34,0.34,0.34,0.34,3853.7,3852.95,0\\r\\n26152,1185,33,Female,0,self_employed,621,2,1988,17,9548.74,1147.39,4582.65,2865.25,7343.4,7343.4,0.54,10228.3,7932.23,1248.89,0\\r\\n26153,832,50,Female,0,self_employed,939,2,2224,,1905.57,1905.57,1905.57,3799.86,0.2,0.2,0.2,0.2,1905.57,1905.57,0\\r\\n26154,1172,44,Male,0,salaried,1232,3,148,185,1560.09,1809.18,1769.1,1940.48,0.14,0.14,249.23,0.14,1688.93,1809.18,0\\r\\n26155,1950,80,Male,0,retired,575,2,1394,126,5794.23,5551.38,5610,4308.8,0.33,0.33,0.33,0.33,5727.24,5551.38,0\\r\\n26156,1400,29,Male,0,salaried,1020,2,1106,9,9059.54,26759.24,23566.83,18623.22,6450.33,53968.14,23948.61,20714.74,23937.89,21119.02,1\\r\\n26157,1784,67,Male,0,salaried,146,2,714,2,2734.06,3688.56,2345.04,1229.87,17499.02,71.8,13351.8,237.51,4534.03,1442.53,0\\r\\n26158,3840,38,Male,0,self_employed,1096,2,1317,200,9653.22,9681.79,9650.59,9663.28,0.2,0.2,0.2,0.2,9671.94,9651.26,0\\r\\n26159,2610,79,Female,1,self_employed,575,2,572,280,8244.48,8634.15,8648.07,8869.21,0.4,0.4,558.7,0.4,8615.74,8604.92,0\\r\\n26160,4904,38,Female,0,self_employed,334,2,141,31,3782.78,831.21,2005.57,1080.69,0.19,391.93,151.7,1585.79,2992.48,1194.57,0\\r\\n26161,3310,54,Male,0,self_employed,1195,3,55,13,2402.84,1767.13,2032.32,2654.79,1071.7,1014.56,850.27,314.56,2229.93,2051.23,1\\r\\n26162,3394,39,Male,0,salaried,649,3,644,,1647.37,1647.37,1647.37,1636.94,0.66,0.66,0.66,0.66,1647.37,1647.37,0\\r\\n26163,4288,61,Female,0,salaried,1020,2,501,17,1884.28,4969.6,2969.12,2286.36,1282.27,8927.84,1021.01,3800.87,3293.6,2922.27,0\\r\\n26164,1308,25,Female,0,student,409,2,273,0,5823.4,5434.33,5042.87,4396.89,683.59,592.44,221.79,345.81,5381.89,5067.81,0\\r\\n26165,2482,49,Female,0,self_employed,1020,1,501,9,4948.48,5176.31,3711.84,772.51,481.59,3401.23,429.46,297.93,4796.66,4064.91,0\\r\\n26166,1382,24,Male,0,student,1020,2,1123,0,6089.85,5875.46,5597.09,4790.75,601.06,417.79,414.71,137.43,5792.95,5576.8,0\\r\\n26167,2136,45,Female,2,self_employed,64,3,1032,54,6346.72,6818.29,4424.48,883.73,0.36,7700.36,428.93,1428.93,6460.65,6107.16,1\\r\\n26168,1462,24,Male,0,student,146,1,9,76,2643.06,2428.78,2378.76,65.54,0.26,0.26,0.26,445.59,2628.28,2685.76,0\\r\\n26169,6853,68,Male,1,self_employed,491,2,93,69,1119.26,1091.27,1984.99,2554.42,0.13,0.13,0.13,2857.27,1101.45,1920.76,0\\r\\n26172,364,90,,,self_employed,819,3,2749,3,3437.47,723.19,2908.63,2559.16,2714.86,5000.57,0.57,10065.14,1861.12,4460.23,0\\r\\n26173,5007,42,Female,0,self_employed,1525,2,146,20,2886.48,2989.79,3959.64,2536.87,2751.23,2188.83,1430.86,357.74,3729.25,4701.92,0\\r\\n26174,1428,66,Male,0,retired,1598,2,220,132,1731.09,1728.07,1727.99,2766.99,0.4,0.4,0.4,0.4,1729.42,1728.07,0\\r\\n26175,2145,59,Female,0,self_employed,224,2,1687,89,857.59,1143.3,2866.93,6471.45,0.44,0.44,0.44,0.44,936.4,1217.03,1\\r\\n26176,643,34,Female,0,self_employed,201,2,913,17,429.93,8358.29,6801.73,8310.93,14.69,0.4,7893.26,108.97,3437.35,8394.99,1\\r\\n26177,3114,40,Male,0,self_employed,1150,2,61,18,1309.04,484.95,1897.15,2211.51,1629.26,2450.69,900.69,4600.69,1102.69,2579.77,0\\r\\n26178,1472,10,Female,0,student,241,2,62,179,1725.08,1696.5,1688.02,1592.36,0.47,0.47,0.47,0.47,1716.21,1688.21,0\\r\\n26179,287,35,Male,1,salaried,146,2,184,5,2040.93,1863.4,3823.84,3360.29,2.8,45.57,5932.21,3349.21,3199.68,3709.37,1\\r\\n26180,779,38,Male,0,salaried,419,2,887,,12276.36,12276.36,12276.36,12192.56,0.26,0.26,0.26,0.26,12276.36,12276.36,1\\r\\n26181,6247,82,Male,0,retired,1020,2,12,7,1434.08,2552.15,2477.71,2430.12,14.04,7.88,225.1,93.37,1800.33,2569.34,0\\r\\n26182,4963,35,Female,0,self_employed,409,2,120,,6079.35,6079.35,6079.35,6040.84,0.1,0.1,0.1,0.1,6079.35,6079.35,0\\r\\n26183,6228,44,Male,2,salaried,146,3,9,2,4171.69,2079.04,1472.19,1971.92,8228.4,1595.51,2362.44,1858.22,1386.59,1245.44,0\\r\\n26184,4247,65,Male,2,self_employed,1020,1,163,55,34862.49,37702.48,37274.02,44890.88,0.31,446.74,2857.46,0.31,36278.98,37582.6,0\\r\\n26185,1453,51,Male,0,self_employed,914,3,2615,135,10198.21,10198.21,10198.21,9513.36,0.6,0.6,0.6,0.6,10198.21,10198.21,0\\r\\n26186,436,37,Male,,self_employed,980,3,285,276,1624.19,1624.19,1624.19,1614.19,0.4,0.4,0.4,0.4,1624.19,1624.19,0\\r\\n26187,5130,82,Male,0,retired,1589,2,1712,3,6945.38,7034.96,7579.45,9768.29,286.33,0.61,386.33,114.9,6856.99,7116.54,0\\r\\n26188,620,21,Male,0,student,1020,3,163,3,2871.75,2336.5,2528.16,8966.18,589.55,1178.71,286.1,1032.24,2436.08,2198.14,0\\r\\n26189,1174,90,,0,self_employed,1570,3,786,60,1548.23,1548.23,1994.97,1033.62,0.21,0.21,0.21,7143.07,1548.23,2239.47,0\\r\\n26190,4973,42,Male,0,salaried,1096,3,32,0,11105.54,8003.32,8947.31,11748.55,5155.36,147.5,4193.64,18625.57,8491.43,6398.16,0\\r\\n26191,2882,48,Male,2,self_employed,526,2,421,,2860.41,4860.41,5714.09,9745.2,0.47,0.47,2000.47,1350.47,3971.24,5374,1\\r\\n26192,952,76,Female,0,self_employed,1111,3,1292,326,12388.18,12337.5,12560.98,11868.9,0.49,0.49,412.67,760.74,12390.16,12721.99,0\\r\\n26193,5290,70,Female,0,self_employed,334,1,124,14,439.64,397.63,5237.64,676.12,24000.36,412.07,684.5,648.27,2193.98,5651.64,1\\r\\n26194,4697,72,Male,0,retired,1525,2,175,22,213.32,1860.61,1534.89,2983,31.9,112.67,143.47,0.61,931.9,1860.03,1\\r\\n26195,661,25,Male,,salaried,1573,3,2540,25,3943.56,1242.38,1584.94,685.59,2857.4,1014.54,538.83,969.33,3762.88,840.8,0\\r\\n26196,2128,54,Male,0,self_employed,409,2,1261,44,708.6,812.64,10567.42,5870.42,0.67,65849.8,0.67,65728.44,798.29,13521.08,1\\r\\n26197,372,22,Female,,student,1084,2,1030,146,1331.56,1583.17,1599.66,1475.42,0.67,0.67,252.29,0.67,1501.11,1583.17,0\\r\\n26198,4529,71,Male,0,retired,1040,2,252,14,3520.82,3488.59,3436.53,3216.52,12.18,123.17,0.47,0.47,3501.2,3427,0\\r\\n26199,5352,90,Male,0,self_employed,649,2,2838,209,2045.13,2127.37,2198.44,2561.51,0.29,0.29,0.29,86,2084.89,2180.36,0\\r\\n26200,1127,66,Female,0,self_employed,834,2,105,13,2957.28,2528.71,2597.68,2520.13,428.9,0.33,0.33,0.33,2735.61,2528.71,0\\r\\n26201,560,57,Male,2,self_employed,922,2,238,118,14.27,1538.7,1736.58,946.67,0.01,0.01,1528.59,1035.03,63.7,2411.03,1\\r\\n26202,4034,35,Male,3,self_employed,1494,1,251,77,4694.04,5747.61,5172.2,594.25,0.04,0.04,51871.47,491.16,5515.46,6108.53,0\\r\\n26203,1705,43,Male,0,self_employed,1636,3,2352,35,2138.52,2147.18,1768.73,3090.94,0.39,651.1,0.39,0.39,2146.89,1649.42,0\\r\\n26204,1609,45,Female,0,self_employed,1020,2,5,32,6639.4,403.45,1765.46,4322.36,0.29,0.31,6995.51,7684.18,1243.93,1059.85,0\\r\\n26205,4300,67,Male,1,retired,162,3,304,91,3035.11,3349.55,5521.28,2361.1,0.63,0.63,0.63,0.63,3148.92,3452.77,0\\r\\n26206,1081,36,Female,,self_employed,613,3,1734,173,6872.46,6872.46,8069.84,9396.65,0.37,0.37,0.37,500.37,6872.46,7033.75,1\\r\\n26207,2439,13,Male,0,student,409,3,339,32,1614.8,1614.8,1605,1588.95,0.29,16,0.29,0.29,1614.8,1601.11,0\\r\\n26208,1759,53,Male,0,self_employed,857,3,2021,,1620.31,2291.74,2192.78,2580.6,0.27,0.27,671.7,285.99,1626.22,2374.68,1\\r\\n26209,2967,46,Male,0,self_employed,409,2,120,129,3927.42,3927.42,3927.42,3580.5,0.03,0.03,0.03,0.03,3927.42,3927.42,0\\r\\n26210,5813,35,Female,0,self_employed,1096,2,1317,24,7238.92,7010.48,6555.86,2329.71,221.9,650.47,0.11,0.11,7204.89,6649.83,0\\r\\n26211,1634,57,Female,0,self_employed,745,2,1904,,29098.52,29241.38,29205.25,29056.12,0.26,0.26,285.97,0.26,29133,29241.38,0\\r\\n26212,3455,54,Male,1,self_employed,1076,2,2802,17,14345.56,26.93,2990.33,297.83,14286.37,0.66,14286.37,0.66,8923.15,25.36,0\\r\\n26213,2273,36,Male,0,salaried,623,3,545,39,1520.11,3420.35,2278.57,1413.63,0.23,214.51,571.66,0.23,2214.81,2623.81,0\\r\\n26214,2089,58,Male,2,salaried,1181,2,235,12,10420.6,10407.79,10441.61,10818.36,12.97,0.16,0.16,77.84,10413.53,10425.33,0\\r\\n26215,772,27,Female,0,self_employed,409,3,2071,108,1647.53,1647.53,1669.8,1619.9,0.43,0.43,0.43,0.43,1647.53,1647.53,0\\r\\n26216,4363,42,Male,0,self_employed,221,3,3705,11,5596.09,6102.79,5951.1,4681.27,310.7,91.13,788.83,22.11,5593.57,6045.48,0\\r\\n26218,1346,46,Female,0,salaried,1020,1,542,,3195.65,3353,3318.33,3341.62,0.17,0.17,157.51,0.17,3242.52,3355.37,0\\r\\n26219,2093,31,Female,0,self_employed,1020,2,542,69,2456.7,2456.7,2534.12,2797.83,0.07,0.07,0.07,171.5,2456.7,2517.53,0\\r\\n26220,6004,50,Female,0,self_employed,334,2,4,13,5487.64,16737.93,4652.24,740.88,5714.5,0.21,3219.07,5271.64,4996.59,8333.32,0\\r\\n26221,4330,43,Female,0,self_employed,965,3,37,,2633.67,2633.67,2633.67,2616.99,0.11,0.11,0.11,0.11,2633.67,2633.67,0\\r\\n26222,1625,43,Female,2,self_employed,1529,3,1004,137,14989.82,25317.51,17683.04,10010.81,0.33,0.33,47345.56,17888.41,27135.65,22046.13,0\\r\\n26223,1049,38,Male,2,self_employed,1326,2,657,10,3764.53,3878.75,3924.57,4107.18,514.61,0.33,343.11,343.11,3561.05,3934.94,0\\r\\n26224,3380,90,,0,self_employed,409,2,330,40,504,504,1792.03,1098.82,0.63,476.77,0.63,2857.77,504,2424.56,1\\r\\n26225,1146,27,Female,0,student,1020,2,543,12,2876.77,44.11,1681.52,1482.65,7412.76,68.53,2417.17,1643.69,2624.22,684.98,0\\r\\n26226,838,35,Female,0,salaried,146,2,1300,,16404.42,16847.28,15494.17,13172.32,0.66,0.66,0.66,0.66,16585.21,15295.2,0\\r\\n26227,373,73,Female,1,retired,1096,3,587,315,2236.17,2236.17,2264.59,2293.02,0.57,0.57,0.57,72,2236.17,2250,0\\r\\n26228,2573,69,Male,1,salaried,1096,3,292,3,889.23,1299.12,1461.48,1592.74,1996.7,2361.66,2326.49,1790.07,1215.33,1544.89,0\\r\\n26229,2945,56,Male,1,self_employed,1232,1,7,61,1654.45,1848.83,1802.99,804.29,0.1,0.1,196.53,4.37,1660.76,1850.85,0\\r\\n26230,2628,65,Male,0,salaried,904,2,1136,20,26677.81,25982.79,27475.66,29208.91,9373.84,0.03,7310.26,7932.9,28595.98,26661.88,0\\r\\n26231,1738,41,Female,0,salaried,649,1,1437,28,3983.55,1838.77,6061.84,18891.06,2859.34,0.29,1428.86,2857.43,4500.79,2166.16,1\\r\\n26232,261,90,,,self_employed,1096,1,619,258,75634.13,75634.13,75634.13,75351.67,0.39,0.39,0.39,0.39,75634.13,75634.13,0\\r\\n26233,5814,71,Male,4,self_employed,404,2,781,4,2385.14,7804.43,4238.16,2368.76,8571.5,7142.93,13221.91,1648.07,3691.13,4227,0\\r\\n26234,619,60,Male,0,self_employed,,3,1595,7,56.92,2940.99,2595.33,5758.68,3571.54,2142.97,7857.26,3428.69,2186.04,2563.11,1\\r\\n26235,4973,90,Female,0,self_employed,1052,2,1370,,4451.04,4451.04,4451.04,4422.84,0.01,0.01,0.01,0.01,4451.04,4451.04,0\\r\\n26236,1340,61,Male,0,self_employed,621,1,208,19,1224.48,577.83,1497.48,3149.97,643.53,2960.7,0.67,4286.39,1024.98,1774.32,0\\r\\n26237,1920,49,Male,2,self_employed,649,2,1430,3,726.42,696.94,2462.14,4465.43,417.82,4286.34,0.63,6429.2,573.63,3240.23,1\\r\\n26238,1236,56,Female,0,self_employed,1570,2,119,58,3401.21,2972.64,2994.82,1623.77,0.47,6239.56,0.47,5714.76,3401.21,3508.7,0\\r\\n26239,223,23,Female,0,self_employed,623,3,1635,12,398.27,2665.41,1594.03,566.07,85.93,1162.89,2638.79,205.93,705.91,2716.14,0\\r\\n26240,1705,32,Female,0,self_employed,1096,2,1719,5,9855.37,403.3,5525.68,2064.16,9270.4,23556.11,70764.51,46605.79,8007.96,4822.42,1\\r\\n26242,3167,37,Male,2,self_employed,624,2,736,17,1145.13,813.71,3282.68,3020.82,8230.34,9129.63,3668.64,7939.99,3201.06,2897.39,0\\r\\n26243,1094,46,Female,0,salaried,146,2,1755,0,6855.51,902.54,2026.47,1752.77,3538.27,114.05,7570.22,3345.12,2261.92,1518.45,0\\r\\n26244,1928,68,Male,0,salaried,11,2,449,152,2303.69,2346.55,2525.47,2354.28,0.6,0.6,0.6,429.17,2314.03,2586.64,0\\r\\n26245,2834,60,Female,0,self_employed,1084,1,256,335,9044.81,9044.81,9046.97,8981.61,0.07,0.07,0.07,0.07,9044.81,9047.19,0\\r\\n26246,1365,68,Female,0,self_employed,589,3,2157,10,3501.89,3334.71,3355.85,1375.05,167.61,0.43,0.43,0.43,3398.12,3334.71,0\\r\\n26247,4976,32,Male,1,salaried,949,2,112,11,1620.08,808.88,3482.51,7066.99,7168.48,0.14,6357.29,428.71,3267.14,1085.38,0\\r\\n26248,1018,39,Male,0,self_employed,575,3,2549,0,6412.42,3867.67,5429.49,8466.16,204.06,5.67,3094.35,9142.42,5268,8217.96,0\\r\\n26249,4170,54,Male,0,self_employed,1020,2,288,38,4989.72,4373.45,3374.61,2643.73,0.17,1715.53,714.36,0.17,4420.32,3045.43,0\\r\\n26250,1513,30,Male,0,salaried,1096,2,391,4,10265.54,9203.33,9181.03,12961.43,1096.73,1078.56,305.94,1144.54,9458.87,9069.16,0\\r\\n26251,4213,56,Male,1,self_employed,1096,2,329,95,238.85,2522.33,2267.3,5158.66,0.63,0.63,2564.2,110.34,1898.74,2587.75,1\\r\\n26252,1593,67,Male,2,self_employed,318,2,1217,44,10755.27,10867.89,6343.06,4328.35,0.19,9179.31,115.19,115.19,10769.9,6441.22,0\\r\\n26253,1031,70,Male,0,self_employed,1294,3,2519,,6570.46,6570.46,6570.46,6534.08,0.49,0.49,0.49,0.49,6570.46,6570.46,0\\r\\n26254,1483,28,Male,0,salaried,977,2,813,20,3552.23,5733.35,5763.19,4828.01,1396.62,3006.22,0.59,143.44,3909.78,7050.3,1\\r\\n26255,4333,56,Male,1,salaried,623,3,317,30,1829.98,2198.15,2353.43,3426.38,0.37,714.66,0.37,0.37,2125.42,2303.87,0\\r\\n26256,1550,90,Male,0,self_employed,1020,1,1357,24,8432.88,3432.88,4707.45,11110.94,5000.41,0.41,0.41,0.41,7743.22,3432.88,0\\r\\n26257,2750,40,Male,0,self_employed,851,2,864,9,9260.72,3548.69,4688.98,2855.92,5759.76,2500.75,62.01,5717.73,5513.87,3396.79,0\\r\\n26258,3245,38,Male,2,salaried,630,3,281,56,5052.13,5052.13,4942.46,4664.5,0.04,300.04,0.04,0.04,5052.13,5023.1,0\\r\\n26259,2966,43,Female,0,self_employed,834,2,1224,,10605.25,10604.99,10603.43,10555.45,0.33,0.33,0.33,0.33,10606.1,10604.38,0\\r\\n26260,3292,49,Female,0,self_employed,1020,2,60,11,3862.14,3857.25,4457.29,3009.88,2500.69,714.97,2500.69,1072.11,4155.35,4013.71,0\\r\\n26261,4127,58,Male,0,self_employed,1232,2,103,,2596.46,3146.54,3095.96,3198.93,0.13,0.13,0.13,0.13,2994.79,3146.54,0\\r\\n26263,6482,84,Male,1,retired,1020,1,19,12,27721.95,27549.41,23852.24,22972.19,334.19,0.27,157.41,2143.13,27682.12,25677.21,0\\r\\n26264,1410,36,Male,2,self_employed,61,2,856,23,907.31,1617.99,2270.42,1604.89,371.74,803.76,1085.01,1096.44,1737.62,2052.67,0\\r\\n26265,4398,38,Male,2,salaried,334,1,260,9,42278.63,14196.44,16813.05,12644.73,35866.04,380.5,6614.59,751.22,22260.59,14376.39,0\\r\\n26266,1931,77,Male,0,retired,834,2,352,20,1026.72,3914.9,2336.69,1219.92,136.06,2279.24,3138.52,680.31,1617.05,3526.16,0\\r\\n26267,4941,84,Male,0,self_employed,1096,1,27,,11072.17,11072.17,11072.17,11001.76,0.46,0.46,0.46,0.46,11072.17,11072.17,0\\r\\n26269,4013,63,Female,0,self_employed,1232,3,2523,13,751.52,2389.21,1973.18,1179.85,807.34,1718.49,2754.2,0.2,1599.44,1880.34,0\\r\\n26270,1017,57,Female,0,self_employed,1084,3,540,89,3291.54,3847.68,3974.09,3539.75,0.51,0.51,571.94,214.8,3630.64,3909.15,0\\r\\n26271,4567,63,Female,0,self_employed,1598,2,220,75,1733.71,2012.28,4394.88,5385.59,0.46,0.46,18614.74,65.77,5626.32,2020.71,0\\r\\n26272,783,13,Female,0,student,925,3,957,262,2481.8,2481.8,2481.8,2466.81,0.66,0.66,0.66,0.66,2481.8,2481.8,0\\r\\n26273,2653,39,Male,0,salaried,612,2,1561,7,5921.52,5448.95,4274.44,2832.28,209.44,0.53,0.53,0.53,5561.23,4561.52,0\\r\\n26274,517,45,Male,0,self_employed,1020,3,546,3,2302.84,326.92,2011.71,488.9,12143.03,228.74,28214.46,0.17,5381.3,326.92,1\\r\\n26275,721,54,Female,0,self_employed,806,2,2013,,1293.12,2393.12,2634.05,3800.1,0.34,0.34,1100.34,571.77,1767.51,2720.31,1\\r\\n26276,1476,23,Male,0,student,409,2,2076,91,1520.13,1520.13,1520.13,1447.9,0.23,0.23,0.23,0.23,1520.13,1520.13,0\\r\\n26277,6570,67,Male,0,salaried,1096,1,27,0,17169.43,24416.39,19375.57,15497.91,4793.19,0.63,1500.01,0.01,19455.17,16933.37,0\\r\\n26278,1699,56,Female,0,self_employed,1388,3,1293,77,2954,2954,3000.08,5571.83,0.19,0.19,0.19,0.19,2954,2954,0\\r\\n26279,3267,52,Male,0,self_employed,621,1,208,4,9234.5,6020.22,6648.3,5981.29,3214.97,0.69,0.69,0.69,7904.45,6020.22,0\\r\\n26280,1759,67,Female,0,self_employed,61,2,263,19,6014.61,6097.89,6222.07,3549.41,64.66,111.8,147.94,0.37,6012.79,5976.96,0\\r\\n26281,2910,50,Male,0,salaried,1232,1,7,28,1786.79,1695.36,1774.42,1888.31,1377.56,1378.23,286.13,514.7,1887.78,1801.81,0\\r\\n26282,2452,65,Female,0,self_employed,318,3,35,49,2061.75,2061.75,1901.99,1686.95,0.11,1142.97,0.11,0.11,2061.75,1693.08,0\\r\\n26283,951,39,Female,0,self_employed,146,3,1754,,1463.24,1463.24,1463.24,1453.59,0.26,0.26,0.26,0.26,1463.24,1463.24,0\\r\\n26284,2222,38,Male,0,self_employed,658,3,735,5,44.68,36,2518.64,151.27,125000.41,837.76,47211.86,3102.71,4196.5,918.04,1\\r\\n26285,1417,61,Female,0,self_employed,654,3,647,,1703.3,1703.3,1703.3,1692.63,0.04,0.04,0.04,0.04,1703.3,1703.3,0\\r\\n26286,4228,38,Male,0,salaried,,3,47,20,2965.27,2150.99,2270.83,2305.74,814.89,2288.53,0.6,2155.6,2732.27,2325.1,0\\r\\n26287,1284,58,Female,0,self_employed,575,2,616,24,18222.36,9499.33,20710.09,15362.2,21597.24,0.23,14302.79,4541.01,25590.61,10249.84,0\\r\\n26288,2247,7,Male,0,student,146,1,75,90,3620.09,3620.09,3620.09,3590.06,0.51,0.51,0.51,0.51,3620.09,3620.09,0\\r\\n26289,2753,40,Male,0,salaried,1020,3,652,3,57946.56,60246.35,57895,34728.37,2486.96,5372.94,4301.03,3592.93,58493.03,56394.18,0\\r\\n26290,1483,51,Male,2,self_employed,1613,2,568,45,3658.62,4801.47,4424.24,4824.6,0.21,1.85,1143.07,464.98,4072.41,5090.39,0\\r\\n26291,420,54,Male,0,self_employed,759,2,2949,41,4421.62,7184.38,6184.69,2763.25,0.27,857.41,2857.41,857.41,5538.39,6820.78,0\\r\\n26292,4427,44,Male,0,salaried,1322,3,176,193,5229.11,5225.66,5225.36,5199.62,0.4,0.4,0.4,0.4,5228.87,5225,0\\r\\n26293,221,36,Female,,self_employed,743,3,270,74,1589.17,1603.46,1632.13,1127.49,0.4,0.4,14.69,336.97,1595.58,1773.82,0\\r\\n26294,2733,56,Male,0,self_employed,1589,2,275,19,3392.5,2949.07,2894.33,3019.29,444.11,286.4,0.69,0.69,3254.88,2764.74,0\\r\\n26295,2738,67,Male,0,self_employed,126,3,253,,1574.66,1574.66,1574.66,1564.69,0.56,0.56,0.56,0.56,1574.66,1574.66,0\\r\\n26296,2462,28,Female,0,self_employed,1020,1,666,43,1393.72,7834.68,2561.35,1406.46,0.01,6188.5,6440.97,23.54,1625.73,4611.63,0\\r\\n26297,633,48,Male,2,self_employed,905,2,1310,0,4859.67,2868.92,2092.39,2034.53,2143.16,2707.86,143.16,1143.16,2838.09,2116.48,0\\r\\n26298,1924,16,Male,0,student,61,2,1822,52,1531.73,1531.73,1438.33,1295.09,0.66,229.23,0.66,0.66,1531.73,1480.11,0\\r\\n26299,1881,74,Male,0,self_employed,1020,2,2,94,1137.41,1573.77,1823.5,2611.53,0.41,0.41,436.77,316.46,1401.45,1857.27,0\\r\\n26300,2183,42,Male,0,self_employed,61,2,856,147,340.24,4457.03,3741.86,3894.05,0.63,0.63,3572.06,0.63,2311.51,4457.03,1\\r\\n26301,1135,43,Male,0,salaried,15,3,783,3,468.27,584.1,1664.23,392.43,5513.11,928.94,5628.94,1071.8,3939.32,808.06,0\\r\\n26302,2011,31,Male,0,salaried,146,2,832,40,6368.98,6077.04,5579.11,2847,0.69,14.61,756.96,718.76,6264.97,5802.82,0\\r\\n26303,1668,24,Male,0,student,363,2,269,47,906.7,5947.43,1560.04,206.89,0.3,180.37,9133.46,3703.99,1399.91,3184.02,0\\r\\n26304,1505,77,Female,0,retired,1020,1,625,305,14290.63,13929.2,14298.77,14640.65,0.04,0.04,0.04,857.19,14153.1,13956.85,1\\r\\n26305,537,64,Male,0,self_employed,479,2,234,35,3045.75,3488.61,2967.83,4003.38,0.39,872.91,857.53,0.39,3357.57,2914.17,1\\r\\n26306,3020,69,Male,0,retired,1096,1,27,,1235.28,1235.28,5129.29,14963.59,0.21,0.21,0.21,0.21,1235.28,1235.28,1\\r\\n26307,2042,66,Male,0,retired,1111,2,2649,10,14734.17,12139.93,8582.62,1598.18,2239.43,7859.14,1414.9,0.61,11677.55,10257,0\\r\\n26308,1695,45,Male,2,salaried,848,3,167,46,1886.91,1886.91,1945.44,452.75,0.61,11793.19,0.61,10182.19,1886.91,3673.31,0\\r\\n26309,1104,32,Female,0,self_employed,904,3,2623,28,1554.34,2818.42,2611.5,4624.07,571.64,714.5,1835.73,0.21,2729.44,2518.88,0\\r\\n26310,2902,61,Female,2,self_employed,905,3,1336,6,8372.58,3724.03,3818.2,8481.69,4797.4,714.49,148.84,148.84,4603.79,3679.86,0\\r\\n26311,392,36,Male,0,self_employed,601,3,1044,11,3358.66,1664.55,4120.86,5673.22,2772,8614.86,449.04,17528.94,3039.18,4665.21,0\\r\\n26312,710,27,Male,1,self_employed,363,1,31,28,2741.53,2743.11,2472.92,2046.61,14.41,2571.56,12.27,2167.14,2750.03,2610.36,0\\r\\n26314,5108,38,Female,0,self_employed,1096,1,578,52,21693.69,21693.69,22697.43,22434.12,0.67,2212.1,0.67,1843.53,21693.69,23165.67,0\\r\\n26315,1743,30,Male,1,salaried,531,3,926,21,1610.91,1497.79,1464.61,959.56,257.6,257.6,113.06,105.91,1585.9,1455.27,1\\r\\n26316,4679,44,Male,0,salaried,666,2,87,,8837.38,8837.38,13383.43,16224.72,0.04,0.04,0.4,0.04,8837.36,15289,1\\r\\n26317,214,30,Male,0,self_employed,1020,1,13,4,3111.91,1869.06,2826.43,6064.78,1242.91,671.49,4285.77,2142.91,3456.25,2244.63,0\\r\\n26318,2379,90,Male,0,self_employed,1400,3,869,68,1798.73,1798.73,1460.79,343.07,0.26,0.26,0.26,0.26,1798.73,1798.73,0\\r\\n26319,5814,65,Male,0,self_employed,1020,1,19,9,12569.14,12951.71,12887.42,24408.61,1650.66,579.23,1526.24,15.34,13799.12,12515.68,0\\r\\n26320,1579,33,Male,0,self_employed,,2,2209,7,1864.78,2721.92,4816.26,7346.9,1143.07,0.21,2000.21,143.07,3322.91,2777.22,0\\r\\n26321,2580,36,Female,0,self_employed,334,1,323,356,3013.09,3013.09,3013.09,3303.79,0.66,0.66,0.66,0.66,3013.09,3013.09,0\\r\\n26322,3090,53,Female,0,self_employed,623,3,81,100,3024.98,3017.8,3351.98,4203.99,0.39,0.39,0.39,0.39,3018.62,3302.57,0\\r\\n26323,1092,52,Male,2,salaried,1020,2,542,,8317.5,8949.24,8957.3,10045.96,0.31,0.31,632.06,0.31,8382.85,9108.31,0\\r\\n26324,4172,65,Male,2,self_employed,1020,2,182,0,3269.62,5821.3,2831.35,1437.06,62.43,5962.59,2534.55,2262.63,3455.32,3921.93,0\\r\\n26325,1731,40,Male,0,self_employed,409,2,330,88,1649.21,1649.21,1674.07,1905.09,0.69,0.69,0.69,41.43,1649.21,1668.92,0\\r\\n26326,531,38,Male,1,salaried,1096,2,27,149,2892.27,535.13,2333.76,1687.34,0.54,0.54,4286.26,1429.11,3271.58,592.73,0\\r\\n26327,309,61,Male,,self_employed,1483,3,2613,72,9484.71,910.89,1495.68,594.35,0.23,0.23,0.23,0.23,2981.01,907.66,0\\r\\n26328,1145,34,Male,2,self_employed,1551,3,2408,6,4939.91,7098.16,4042.63,899.47,2291.61,814.47,4428.76,10000.19,5789.8,4983.54,1\\r\\n26329,998,30,Male,0,salaried,1020,3,1452,28,4710.99,4896.76,4923.9,5397.13,1.62,0.11,204.97,862.02,4808.94,4895.1,0\\r\\n26330,1542,75,Male,0,retired,334,3,24,58,2259.06,2278.36,2509.89,1517.55,0.01,7309.4,153.24,7334.27,2220.5,3242.46,0\\r\\n26331,4622,47,Male,0,salaried,834,2,1404,,10258.37,10258.37,10258.37,10193.39,0.64,0.64,0.64,0.64,10258.37,10258.37,0\\r\\n26332,2594,25,Male,0,self_employed,1020,1,500,,1867.33,1867.33,1867.33,1855.51,0.51,0.51,0.51,0.51,1867.33,1867.33,0\\r\\n26333,1190,25,Female,0,self_employed,409,2,134,12,7466.47,6737.9,5940.06,4305.33,728.66,0.09,0.09,0.09,7290.61,5650.9,0\\r\\n26334,4218,61,Male,0,self_employed,621,2,208,,3571.44,3571.44,3595.4,3625.71,0.46,0.46,0.46,7.6,3571.44,3573.97,0\\r\\n26336,1964,50,Male,2,self_employed,1158,3,256,46,1939.01,1939.01,1671.08,1388.55,0.24,571.67,0.24,0.24,1939.01,1700.07,0\\r\\n26337,2854,42,Female,0,salaried,363,2,3647,0,5415.19,4688.89,8090.83,8012.17,16104.24,6607.47,7668.76,10612.54,3582.88,7117.76,0\\r\\n26338,418,47,Male,0,salaried,301,3,2814,7,11267.99,10798.37,10430.87,9692.97,1143.44,1414.87,380.54,1429.16,10855.86,10417.34,0\\r\\n26339,623,29,Female,,self_employed,179,2,2182,10,4652.64,4366.93,4392.3,5236.26,285.86,0.14,0.14,0.14,4475.3,4366.93,1\\r\\n26340,205,23,Male,0,salaried,,3,417,28,13770.79,13538.02,12445.59,7210.32,14.84,22.04,2818.41,7102.46,12807.42,11484.13,0\\r\\n26341,3050,53,Male,0,self_employed,1547,3,636,13,1804.77,1946.09,3814.08,6124.96,16,0.17,285.89,2540.09,1891.66,3096.78,1\\r\\n26342,2055,41,Male,4,salaried,395,3,528,31,3011.58,5911.58,4781.43,5066.5,0.36,800.36,2857.5,344.73,3703.7,5528.73,0\\r\\n26343,1869,63,Male,2,self_employed,1271,2,379,10,1740.06,8982.23,13469.12,8308.6,12984.37,14285.81,21655.11,28932.64,3112.37,9418.86,0\\r\\n26344,4129,40,Female,0,self_employed,656,2,1315,48,11944.73,12373.3,12085.02,7561.68,0.61,779.19,429.19,1405.19,12092.51,12292.09,0\\r\\n26345,3463,80,Male,0,self_employed,498,2,3043,0,7980.3,10675.82,3115.74,15085.55,16307.97,6992.53,0.14,0.14,2266.68,4695.53,0\\r\\n26346,458,57,Male,2,self_employed,565,2,1986,37,10829.31,10897.78,6046.96,234.17,0.47,6364.31,38.69,110.11,10843.88,6473.64,1\\r\\n26347,314,62,Female,,self_employed,1020,1,86,25,6807.26,1021.54,2349.69,376.55,5786.34,643.49,0.63,0.63,6208.74,461.64,0\\r\\n26348,6597,56,Male,1,self_employed,1096,2,11,11,10846.91,8631.51,9815.98,1744.99,2476.43,2411.56,4042.6,6500.54,9579.5,9449.49,1\\r\\n26349,5763,56,Male,0,self_employed,1020,2,47,11,4234.41,3311.53,3558.11,10201.73,2142.94,3571.51,1281.06,3935.71,3549.05,3048.14,0\\r\\n26350,2104,49,Male,1,self_employed,1096,1,1665,7,1997.72,2147.86,4306.1,1977.92,2880.16,3631.92,3274.28,7902.34,2496.44,4413.89,1\\r\\n26351,664,46,Female,,self_employed,630,3,2000,0,2670.62,1956.33,1605.63,2224.83,714.47,571.61,0.19,0.19,2084.41,1550.8,0\\r\\n26352,755,46,Female,0,self_employed,287,2,2673,24,3180.79,2995.07,2896.67,1346.23,186.24,371.96,0.53,0.53,3155.17,2911.2,0\\r\\n26353,3219,59,Male,1,salaried,822,1,3149,55,11748.48,11284.17,11635.52,10083.37,0.53,211.09,269.92,566.27,11616.78,11348.65,0\\r\\n26354,224,52,Male,0,self_employed,762,2,195,132,4004.56,4147.41,6004.62,10172.04,0.43,0.43,143.29,2855.47,4122.78,5460.03,1\\r\\n26355,605,51,Male,2,self_employed,1232,3,3455,210,4242.8,4428.54,4467.45,4986.71,0.63,0.63,186.37,186.37,4287.63,4464.49,0\\r\\n26356,2204,42,Male,0,salaried,292,3,1652,69,9574.51,9571.12,8282.57,4213.74,0.23,0.23,0.23,0.23,9572.53,9569.93,0\\r\\n26357,5849,39,Male,0,self_employed,15,1,6,60,16740.78,20966.37,22226.02,26409.25,0.41,0.41,4296.77,2897.7,18619.56,21935.17,0\\r\\n26358,2054,39,Male,1,self_employed,575,1,1345,0,9714.17,16857.03,7084.42,10370.7,1928.89,23357.46,7143.17,8571.74,10206.78,8656.57,0\\r\\n26359,591,37,Male,,self_employed,1096,3,557,,943.65,943.65,1503.93,2416.97,0.59,0.59,0.59,1489.33,943.65,1135.74,0\\r\\n26360,3359,10,Female,0,self_employed,1020,3,15,353,4890.88,4819.46,4837.84,3375.92,0.47,0.47,0.47,0.47,4888.42,4819.46,0\\r\\n26361,497,36,Male,0,self_employed,1477,2,2581,4,19785.29,16431.02,16041.01,9520.03,6928.61,6571.47,3571.47,5499.84,16959.36,13817.61,1\\r\\n26362,2684,48,Male,0,salaried,531,2,590,,1817.75,1792.2,1960.62,1973.21,0.37,0.37,143.1,428.94,1905.86,1893.58,0\\r\\n26363,1325,27,Female,0,salaried,334,2,166,255,4887.61,4934.28,4923.57,4032.86,0.36,0.36,47.03,0.36,4902.16,4934.28,0\\r\\n26364,2143,25,Male,0,student,1061,3,1016,,1478.79,1478.79,1478.79,1469.54,0.29,0.29,0.29,0.29,1478.79,1478.79,0\\r\\n26365,2025,26,Female,0,self_employed,1020,2,990,112,8421.77,6191.91,7945.11,4370.87,0.44,0.44,1080.79,1393.57,7524.32,6731.19,0\\r\\n26366,3067,36,Male,0,salaried,1096,3,438,56,1155,2311.45,1869.09,1752.91,0.53,557.67,1156.97,6.97,1552.84,2258.78,0\\r\\n26367,4963,62,Female,0,self_employed,409,2,709,147,2195.82,2222.16,2231.5,5278.15,0.6,0.6,29.17,29.17,2210.72,2237.65,0\\r\\n26368,2770,75,Female,0,self_employed,834,2,530,19,2587.78,3535.98,3027.64,4163.68,100.14,64.07,2428.91,1571.77,2877.21,3546.57,0\\r\\n26369,4864,50,Male,0,self_employed,834,3,174,,2769.64,2769.64,2769.64,2752.1,0.19,0.19,0.19,0.19,2769.64,2769.64,0\\r\\n26370,199,66,Female,,self_employed,1020,1,5,153,1572.77,1572.77,1572.77,1127.98,0.27,0.27,0.27,0.27,1572.77,1572.77,0\\r\\n26371,1777,35,Male,0,self_employed,613,3,1734,10,7154.21,537.72,1549.88,734.62,6885.66,0.17,900.7,737.96,3349.48,681.24,0\\r\\n26372,545,43,Female,0,salaried,1180,3,1330,9,8489.66,1346.8,2167.82,1340.23,14285.99,0.27,7143.13,0.27,3809.85,1346.8,0\\r\\n26373,2348,45,Female,0,self_employed,587,3,954,,918.55,3775.69,3315.92,3751.77,0.19,0.19,2857.33,0.19,2396.38,3775.69,1\\r\\n26375,746,44,Female,2,self_employed,1540,2,1537,47,3144.43,3144.43,3335.47,3042.8,0.16,1513.87,0.16,1428.73,3144.43,3802.71,0\\r\\n26376,286,47,Female,,self_employed,418,3,1109,28,3091.68,2734.54,2481.47,1078.47,357.21,678.64,0.07,0.07,3091.68,2296.75,1\\r\\n26377,436,45,Female,,self_employed,1525,3,3872,0,11072.15,10497.36,8067.72,2734.06,5571.9,7725.28,0.47,0.47,10933.35,10497.24,0\\r\\n26378,1433,90,,0,self_employed,1094,2,473,9,613.1,970.25,2005.52,2339.26,7143.41,0.56,7500.56,0.56,2324.93,970.25,0\\r\\n26379,1688,29,Female,0,self_employed,623,1,521,5,6768.91,2115.07,15434.95,9106.83,43096.4,4211.97,38442.56,50057.69,6542.38,9647.23,0\\r\\n26380,2953,48,Male,0,self_employed,1525,3,1806,28,1105.03,2644.53,2385.54,652.14,1428.97,0.4,300.4,963.4,1535.38,3188.67,1\\r\\n26381,4476,48,Male,0,self_employed,1020,2,114,9,8806,7515.45,7413.73,4527.89,21428.89,0.31,20065.27,999.83,8302.15,7643.96,0\\r\\n26382,2837,34,Female,0,self_employed,1004,1,307,24,5928.8,5328.68,4575.76,2198.56,600.3,2028.87,0.19,0.19,5846.02,4812.52,0\\r\\n26383,1454,67,Male,0,self_employed,1096,2,1380,11,3686.48,2972.19,3690.29,7638.53,714.33,2128.61,0.04,0.04,3267.76,1875.42,0\\r\\n26384,395,38,Female,,self_employed,1096,3,1669,20,4992.66,4849.8,4923.94,5108.07,172.03,0.6,29.17,0.6,4954.23,4849.8,0\\r\\n26385,4214,40,Male,0,salaried,1096,2,273,104,4610.14,5524.74,4646.42,21746.83,0.16,0.16,1736.6,682.09,4322.92,5001.55,0\\r\\n26386,934,35,Male,0,self_employed,623,3,1629,9,51.48,244.39,2581.76,1172.68,0.61,1.44,444.44,9832.43,91.17,2365.08,0\\r\\n26387,2244,21,Female,0,student,76,2,1447,0,1959.55,1959.55,1592.5,657.47,714.94,1429.23,0.66,0.66,1959.55,1452.64,0\\r\\n26388,2193,66,Female,0,self_employed,833,2,1274,119,606.86,606.86,2288.88,1531.23,0.69,0.69,0.69,3572.11,606.86,2311.93,1\\r\\n26389,1983,56,Female,0,self_employed,575,3,1718,70,1829.98,1829.98,1691.73,1181.54,0.63,0.63,0.63,0.63,1829.98,1829.98,0\\r\\n26390,1131,60,Male,0,self_employed,1204,3,2543,31,3870.96,4085.25,3282.12,3021.12,0.69,2014.97,214.97,357.83,4011.36,3406.91,0\\r\\n26391,567,47,Male,,salaried,409,2,2040,4,3925.92,3989.89,4505.36,4621.92,1.12,247.91,765.84,1612.23,4130.99,4428.48,0\\r\\n26392,299,47,Female,,self_employed,61,3,1580,227,15088.81,8424.24,9814.61,8695.18,0.6,0.6,143.46,0.6,12595.35,8424.24,0\\r\\n26393,460,3,Female,0,student,1096,1,1401,60,50117.66,50117.66,35281.06,3957.91,0.06,0.06,0.06,0.06,50117.66,50117.66,0\\r\\n26394,1829,49,Male,0,self_employed,834,2,1926,31,2753.7,2753.7,2331.12,1857.74,0.56,643.41,0.56,0.56,2753.7,2152.31,0\\r\\n26395,2218,45,Male,0,self_employed,1401,3,1829,27,7116.55,8573.69,8225.47,7272.09,2857.39,0.24,4285.96,0.24,7779.6,8594.89,0\\r\\n26396,320,47,Male,,self_employed,1494,2,1702,9,434.29,2798.1,4936.97,2186.81,4038.44,1521.97,4526.44,959.44,7005.21,2387.67,1\\r\\n26397,4560,69,Male,2,self_employed,1096,3,1349,62,1789.06,1789.06,1689.02,1106.87,0.6,0.6,0.6,0.6,1789.06,1789.06,0\\r\\n26398,6363,64,Male,0,self_employed,1020,3,19,1,3941.2,4924.39,4392.06,2409.78,1622.61,912.14,2074.01,1231.02,4082.47,5073.62,0\\r\\n26399,2251,43,Male,0,self_employed,409,3,609,44,5228.4,5317.01,5973.76,4609.18,0.46,643.31,9374.79,443.17,7794.69,5248.73,0\\r\\n26400,6913,61,Male,0,self_employed,1096,2,26,18,13006.53,12747.96,12690.75,12527.85,258.96,258.96,0.39,0.39,12917.37,12664.55,0\\r\\n26401,1665,12,Female,0,student,142,2,1950,32,4898.7,4898.7,4557.89,4039.63,0.04,428.61,0.04,0.04,4898.7,4525.43,0\\r\\n26403,4456,49,Male,0,salaried,1020,2,1108,3,6796.46,2030.76,3439.95,2694.76,9162.59,0.56,1218.63,185.21,3764.93,2730.68,0\\r\\n26404,1235,49,Male,0,salaried,250,2,2411,14,2846.21,3345.39,3581.77,4457.25,0.59,0.19,742.22,1324.47,2954.65,3445.36,1\\r\\n26405,588,75,Female,0,retired,372,2,706,210,1713.96,1999.67,2009.53,3818.04,0.54,0.54,286.26,286.26,1743.52,1999.67,0\\r\\n26406,1239,36,Male,0,self_employed,15,2,1675,7,4937.5,5903.44,5340.08,5056.08,886.01,2950.3,1788.58,3229.49,5313.34,5957.66,0\\r\\n26407,516,43,Male,,self_employed,931,2,436,98,16154.97,15123.06,13751.27,4313.07,0.64,0.64,857.79,714.93,15749.3,13634.5,0\\r\\n26408,382,64,Male,,self_employed,1020,2,321,40,1428.77,1428.77,2852.67,40.62,0.2,3928.77,0.2,0.2,1428.77,840.89,1\\r\\n26409,642,90,,,self_employed,1094,2,473,,77635.67,79742.81,79250.2,80460.26,0.26,0.26,2107.4,0.26,78264.98,79742.81,0\\r\\n26410,1686,38,Male,0,salaried,146,2,1298,0,8916.06,4811,6184.05,6049.7,6717.77,17843.16,3152.98,20468.32,4936,6212.17,0\\r\\n26411,2704,56,Female,0,self_employed,1096,2,337,18,6378.39,6235.53,6105.66,5504.12,142.93,209.23,0.07,0.07,6329.13,6114.64,0\\r\\n26412,975,68,Male,0,retired,1096,2,587,4,2337.84,1153.73,5071.19,1975.34,162473.25,129628.29,90000.36,87143.21,4147.26,7229.64,0\\r\\n26413,1178,30,Male,0,salaried,1356,2,801,41,7600.94,8221.86,8351.36,8184.75,0.41,357.56,0.41,828.56,7912.4,8403.72,0\\r\\n26414,2150,43,Male,0,salaried,623,1,1041,103,1962.78,1969.62,3551.5,3723.45,0.43,0.43,0.43,17500.16,1964.43,4849.61,0\\r\\n26415,1158,61,Female,0,self_employed,1096,3,2024,6,3336.19,2836.19,3144.35,4679.54,500.09,428.66,0.09,334.36,3157.87,2896.18,0\\r\\n26416,1956,68,Female,0,retired,409,1,1565,45,6740.98,6925.31,5056.15,3818.84,0.44,13523.69,1535.73,10736.09,5693.29,5237.4,0\\r\\n26418,2518,47,Male,0,salaried,1232,2,437,58,6460.88,6618.28,6846.55,3803.87,0.04,540.23,0.04,3571.47,6591.14,7072.13,0\\r\\n26420,1239,90,,,self_employed,905,2,34,0,3144.89,1097.28,2970.9,14157.06,6672.39,1344.23,4443.35,4994.11,3379.38,1737.57,0\\r\\n26421,451,53,Female,0,self_employed,1525,3,2504,20,8260.36,8545.65,8530.99,7850.33,142.96,0.1,417.04,0.1,8471.43,8545.65,0\\r\\n26422,2027,56,Male,0,salaried,334,3,1587,23,3225.28,3171.91,3205.95,2789.98,144.04,142.91,90.67,180.31,3244.87,3189.82,0\\r\\n26423,4628,84,Male,0,retired,1020,2,84,10,1650.28,1483.98,1623.72,1749.83,166.77,32.33,0.47,0.47,1547.06,1478.84,0\\r\\n26424,2789,62,Male,0,salaried,1477,3,724,108,1430.27,1430.27,1464.07,1629.7,0.1,0.1,0.1,0.1,1430.27,1430.27,0\\r\\n26425,1352,90,,0,self_employed,1382,2,629,6,16524.46,14595.89,14590.65,13095.62,1928.77,0.2,0.2,0.2,14994.9,14595.89,0\\r\\n26426,850,11,Male,0,student,221,3,68,,1914.65,1914.65,1914.65,1902.52,0.23,0.23,0.23,0.23,1914.65,1914.65,0\\r\\n26427,2553,34,Male,0,self_employed,834,2,219,,22605.52,22605.52,22606.29,22575.18,0.44,0.44,0.44,0.44,22605.52,22605.52,0\\r\\n26428,1679,62,Male,0,salaried,665,2,1251,0,1983.14,1779.75,1617.22,1302.46,137.71,206.1,0.57,0.57,1787.37,1619.56,1\\r\\n26429,3811,76,Female,0,self_employed,1181,2,477,,2247.4,2242.51,2243.35,2218.5,0.2,0.2,0.2,0.2,2245.04,2242.51,0\\r\\n26430,1989,90,,0,self_employed,680,1,565,35,1242.34,1242.34,2601.88,6716.92,0.27,178.84,0.27,2857.41,1242.34,2218.08,1\\r\\n26431,2984,55,Male,0,salaried,34,2,1788,340,2996.9,6450.98,9097.08,12321.4,0.3,0.3,0.3,0.3,4584.73,6771.7,0\\r\\n26432,856,38,Female,0,self_employed,1271,3,661,301,1444.46,1444.46,1444.46,1436.94,0.47,0.47,0.47,0.47,1444.46,1444.46,0\\r\\n26433,1384,36,Male,0,salaried,1232,3,1926,84,313.66,313.66,1554.86,319.76,0.7,0.7,0.7,0.7,313.66,313.66,1\\r\\n26434,1032,43,Female,0,self_employed,1232,2,814,234,2190.54,2354.83,2448.11,3270.6,0.54,0.54,0.54,0.54,2292.51,2425.1,0\\r\\n26435,5955,71,Male,0,retired,318,2,35,184,3288.19,3288.19,3288.19,3267.4,0.23,0.23,0.23,0.23,3288.19,3288.19,0\\r\\n26436,4877,39,Male,0,salaried,1096,1,3,0,4104.43,4391.45,3650.82,2044.98,1333.4,1453.09,1795.8,1852.86,3413.77,3734.6,0\\r\\n26438,1205,26,Female,0,salaried,1084,1,258,153,1561.28,2000.19,2125.42,1151.1,0.56,0.56,313.87,1398.77,1736.97,2742.16,1\\r\\n26439,1353,68,Male,0,self_employed,409,2,2005,20,4213.84,3999.55,3999.03,3751.1,214.97,0.69,0.69,0.69,4147.33,3925.96,0\\r\\n26440,1557,50,Female,0,self_employed,615,2,980,266,10610.56,10610.56,10610.56,10771.35,0.5,0.5,0.5,0.5,10610.56,10610.56,0\\r\\n26441,2806,56,Male,0,self_employed,1020,2,170,340,6939.97,6939.97,6939.97,6900.1,0.37,0.37,0.37,0.37,6939.97,6939.97,0\\r\\n26442,4458,58,Female,0,self_employed,146,2,523,,10069.07,9926.22,9843.93,8766.55,0.44,0.44,357.59,0.44,10378.43,9874.14,0\\r\\n26443,2543,72,Male,2,retired,575,2,572,20,5522.48,5764,5913.07,893.55,1.9,1.1,241.87,1408.73,5537.28,6147.93,0\\r\\n26444,4413,64,Male,0,retired,1084,3,175,1,1727.73,1366.17,1738.06,2173.18,893.73,0.03,57.69,336.74,1638.93,1640.01,0\\r\\n26445,1732,73,Male,0,salaried,1111,2,1898,14,14526.58,21710.64,24301.47,24997.88,7842.99,642.99,14351.13,22387,22220.6,29876.42,0\\r\\n26446,507,30,Male,,salaried,630,2,36,0,14727.52,11747.73,20605.36,15669.97,13104.47,7639.24,4392.43,714.67,9395.31,11606.31,0\\r\\n26449,859,33,Male,0,self_employed,653,3,3418,48,1253.99,1345.49,1767.1,3073.28,0.26,716.46,20.33,1428.83,1324.87,1791.82,1\\r\\n26450,1355,23,Female,0,salaried,435,2,605,11,3726.82,3726.82,3522.21,3689.01,12.49,14.63,12.49,3714.63,3726.82,3127.28,0\\r\\n26451,2040,45,Male,4,salaried,146,2,1756,28,12752.21,11370.4,11810.32,8534.39,1382.19,0.37,0.37,1428.94,12752.21,11381.92,1\\r\\n26452,6191,74,Male,0,retired,15,1,6,24,920.23,1022.96,3812.56,7322.99,4634.43,0.36,8571.79,5714.64,4011.31,2634.43,0\\r\\n26453,2749,28,Male,0,student,1020,2,357,54,7002.19,6715.64,4930.16,1570.76,0.31,5714.6,26.46,1828.89,7009.03,6316.1,0\\r\\n26454,3891,45,Male,0,self_employed,617,2,1432,52,10141.85,10284.7,9944.17,9186.19,0.01,571.44,142.87,0.01,10235.44,10155.67,0\\r\\n26455,1583,36,Female,0,salaried,162,2,860,17,2341.93,2213.36,2301.27,2369.68,143.51,0.66,0.66,0.66,2301.53,2227.18,0\\r\\n26456,3737,64,Female,1,self_employed,1232,2,149,6,4381.5,4756.21,3274.47,5011.49,202.94,3414.53,600.24,790.41,4458.64,2597.48,0\\r\\n26457,1315,43,Male,0,salaried,146,1,2394,0,193099.73,226007.24,214781.68,186460.82,6740.3,24086.06,131862.09,14801.48,219049.56,217755.04,0\\r\\n26458,2316,64,Male,0,self_employed,736,2,1526,202,2532.89,2375.69,2310.99,2172.59,0.47,0.47,292.44,292.44,2481.32,2283.84,0\\r\\n26459,644,64,Female,,self_employed,1570,3,119,,1885.24,1885.24,1885.24,1887.16,0.37,0.37,0.37,0.37,1885.24,1885.24,0\\r\\n26460,1654,41,Male,0,salaried,146,2,1993,30,37815.92,41802.47,47556.95,47754.38,0.43,3596.8,70.43,16071.86,38872.48,47867.05,0\\r\\n26461,600,40,Female,0,salaried,1020,3,15,,1429.07,1429.07,1429.07,1564.24,0.5,0.5,0.5,0.5,1429.07,1429.07,0\\r\\n26462,579,59,Female,,self_employed,1096,2,1564,63,2449.44,2449.44,3769.26,3450.6,0.34,0.34,0.34,2273.56,2449.44,3283.72,0\\r\\n26463,1277,80,Male,0,retired,334,1,206,31,965.75,6546.46,2456.54,2249.35,0.03,4285.74,4285.74,1714.31,2246.47,2407.9,1\\r\\n26465,1616,41,Male,0,salaried,1224,3,806,205,8422.95,8420.08,8420.71,8371.18,0.69,0.69,0.69,0.69,8421.96,8420.08,0\\r\\n26466,905,90,Female,0,retired,1589,2,275,12,522.45,984.74,1558.97,1844.09,4431.21,1698.46,4893.5,4036.36,665.16,2108.5,0\\r\\n26467,620,53,Female,,self_employed,635,3,773,103,2508.97,2508.97,2508.97,2312.97,0.57,0.57,0.57,0.57,2508.97,2508.97,0\\r\\n26468,1351,36,Male,2,self_employed,1020,3,1452,5,6211.67,435.31,2594.03,1314.71,5778.07,0.07,0.07,0.07,1431.29,435.31,0\\r\\n26470,1888,27,Male,0,self_employed,11,1,1461,23,9589.1,9630.28,12130.51,19434.33,202.21,158.31,286.26,2014.83,9655.31,10984.46,0\\r\\n26471,1662,23,Male,0,student,479,3,234,,12864.05,12954.09,13047.8,13236.7,0.4,0.4,92.87,188,12917.37,13068.6,0\\r\\n26473,1995,76,Male,0,retired,15,1,971,23,6210.62,4909.78,5521.29,5405.33,3826.87,0.54,2526.03,0.54,6744.3,4909.78,0\\r\\n26475,2048,30,Female,0,student,409,1,1672,170,2810.5,2810.5,2810.5,2634.39,0.37,0.37,0.37,0.37,2810.5,2810.5,0\\r\\n26476,896,31,Male,0,self_employed,1086,2,2605,27,922.92,1137.2,1614.56,3862.86,3.4,0.11,214.4,1380.1,1018.86,1919.09,0\\r\\n26477,3266,46,Female,0,self_employed,578,2,264,4,5550.26,4290.2,3816.17,7078.78,1617.51,1617.51,0.31,0.31,4470.51,4217.55,0\\r\\n26478,400,40,Male,2,self_employed,623,2,21,0,208.78,3299.86,6227.86,5914.72,4399.7,2799.44,0.67,3409.84,790.16,7573.21,0\\r\\n26479,2411,90,,0,self_employed,834,1,54,61,20769.66,20769.66,20641.37,20071.98,0.09,0.09,0.09,0.09,20769.66,20769.66,0\\r\\n26480,1603,46,Female,0,self_employed,1489,2,262,11,4028.11,1726.37,9285.62,14316.96,2214.7,1.27,44.7,12961.84,2689.99,10475.53,0\\r\\n26481,4230,38,Female,0,self_employed,334,3,136,277,7675.96,8084.5,3918.89,1100.93,0.56,0.56,409.09,207.05,7972.77,3743.86,0\\r\\n26483,2821,35,Female,0,self_employed,1597,2,170,224,2619.38,2619.38,2619.38,2589.71,0.4,0.4,0.4,0.4,2619.38,2619.38,0\\r\\n26485,4546,45,Male,2,self_employed,1494,3,209,0,1285.99,1960.84,2428.6,1650.58,1211.61,6.92,1838.29,4009.51,2112.51,4003.09,0\\r\\n26487,895,31,Male,0,salaried,1589,2,3069,238,50.25,798.16,2225.76,5167.88,0.46,0.46,893.31,3729.03,169,1902.82,1\\r\\n26488,1021,15,Female,0,student,1150,1,108,221,1550.46,1479.03,1455.46,1235.31,0.66,0.66,0.66,0.66,1525.83,1455.99,0\\r\\n26489,500,55,Male,0,salaried,1096,3,1664,27,2643.94,1691.9,2019.06,6435.01,941.44,951.11,0.2,2143.06,2607.76,1756.78,0\\r\\n26490,237,54,Male,1,salaried,1046,2,102,21,1429.09,8550.51,7905.19,15782.4,657.66,657.49,181429.09,21.94,19024.92,3165.69,0\\r\\n26491,1735,25,Male,0,student,623,1,521,97,2266.57,2258.5,2360.49,2312.92,0.51,0.51,0.51,0.51,2265.18,2258.5,0\\r\\n26492,1145,26,Male,0,salaried,334,1,76,,917.24,52.9,1940.96,1441.92,0.4,0.4,214.62,2568.69,965.03,2232.52,0\\r\\n26493,360,26,Female,0,salaried,409,2,1566,83,2574.03,2916.89,2765.47,2659.54,0.23,0.23,914.51,0.23,2751.37,2769.42,0\\r\\n26494,2293,71,Male,0,retired,1020,2,239,12,33157.6,33188.03,57784.52,119764.64,36590.94,429852.25,945.16,395308.61,39267.67,65131.29,1\\r\\n26495,458,31,Male,,self_employed,50,2,3457,206,3510.92,3508.49,3507.61,3479.89,0.09,0.09,0.09,0.09,3510.17,3507.79,0\\r\\n26496,529,33,Male,0,salaried,623,2,126,0,2786.85,1311.72,1856,3908.52,1733.23,442,227,434.34,1694.26,1112.76,0\\r\\n26497,4759,40,Male,0,salaried,1096,1,586,67,44683.35,16272.23,20844.43,10127.37,0.51,0.51,162.99,292.26,29524.51,16368.65,0\\r\\n26498,5677,54,Female,0,self_employed,146,1,1226,137,37020.77,38573.25,50133.31,70220.71,0.41,0.41,1773.74,17235.69,37467.99,50265.47,0\\r\\n26499,3642,43,Female,0,self_employed,409,2,3,350,785.13,75.93,2947.98,3490.24,0.23,0.23,1438.21,3775.16,736.45,2432.76,0\\r\\n26501,724,37,Female,,self_employed,1494,2,533,355,3231.87,3231.87,3231.87,3211.4,0.49,0.49,0.49,0.49,3231.87,3231.87,0\\r\\n26503,1631,27,Male,0,salaried,334,2,24,17,2504.2,2636,2636.23,1803.78,1128.76,357.33,424.84,424.84,3011.68,2687.56,0\\r\\n26504,1188,38,Female,0,self_employed,146,2,1569,74,7366.03,6807.78,7032.91,7880.5,0.63,0.63,143.49,132.86,7914.6,6759.13,0\\r\\n26505,384,31,Male,,self_employed,1487,3,944,8,5036.63,5135.11,5140.85,5459.78,21.13,0.29,119.12,0.29,5105.48,5135.11,0\\r\\n26506,2194,22,Female,0,student,334,2,1865,250,1786.13,3571.84,3236.49,2913.05,0.41,0.41,22006.11,27095.74,4187.61,3203.86,0\\r\\n26507,1731,55,Female,0,self_employed,1096,2,578,86,664.83,13521.97,10325.83,637.62,0.16,0.16,0.16,1428.73,3472.71,14489.71,1\\r\\n26508,666,49,Female,,self_employed,1232,2,39,245,23044.17,23044.17,23046.96,22899.31,0.14,0.14,0.14,4.43,23044.17,23047.49,0\\r\\n26509,3877,70,Male,2,self_employed,656,1,341,23,8236.11,7860.03,8914.29,10980.69,1468.8,1472.17,217.31,212.19,8321.65,7684.99,0\\r\\n26510,5178,86,Male,0,retired,1096,2,43,24,5328.23,5241.55,5258.9,2700.77,87.11,86.26,0.44,0.44,5318.61,5232.64,0\\r\\n26511,1829,44,Male,0,self_employed,1020,1,1316,4,1490.59,1079.91,1743.94,7177.75,14285.81,5976.9,14287.36,7526.46,715.39,1666.78,1\\r\\n26512,2068,33,Female,0,self_employed,649,1,54,20,7149.14,6466.28,6265.61,4932.83,897.24,897.24,0.1,0.1,6949.53,6250.61,0\\r\\n26513,5459,90,Male,0,company,61,2,115,3,9260.86,4975.14,5024.4,4943.58,4286.13,0.41,0.41,0.41,5122.93,4975.14,0\\r\\n26514,1329,27,Female,0,salaried,146,2,9,4,1625.36,2011.79,1591.36,1627.34,327.87,327.87,714.3,82.16,1378.66,1820.52,0\\r\\n26515,5625,57,Female,0,self_employed,1020,2,1799,40,3172.72,4173,3959.98,4156.04,0.39,378.39,1000.59,753.48,3821.76,4284.71,0\\r\\n26516,1513,50,Male,0,self_employed,879,3,2285,39,120.92,16292.35,6908.18,1133.2,0.1,15752.57,16142.96,371.53,13741.61,6146.05,1\\r\\n26517,4591,66,Female,0,self_employed,,2,373,20,1705.68,1951.54,1935.83,1900.42,46.97,138.27,940.59,295.96,1731.64,1931.13,0\\r\\n26518,2877,44,Male,0,self_employed,1020,3,3354,42,1195.05,1866.51,3659.02,4807.11,0.5,3571.93,443.3,3990.53,1495.35,3891.62,0\\r\\n26519,5805,90,Male,0,self_employed,1096,2,1375,,3437.5,3437.5,3437.5,3415.72,0.09,0.09,0.09,0.09,3437.5,3437.5,0\\r\\n26520,924,37,Female,0,self_employed,1096,2,2853,89,31279.16,36636.31,36210.3,7218.96,0.24,0.24,5357.39,364.53,35897.39,36706.81,0\\r\\n26521,2007,42,Female,0,self_employed,1020,2,47,53,2716.85,3662.64,3474.16,1644.53,0.49,1429.06,714.77,1634.61,2858.67,4335.85,0\\r\\n26522,4316,64,Female,0,self_employed,1570,2,2242,200,8798.85,8798.85,8798.85,8775.32,0.44,0.44,0.44,0.44,8798.85,8798.85,0\\r\\n26523,2772,53,Male,2,self_employed,1494,2,896,52,521.72,1399.2,1695.11,1776.33,0.49,654.5,1564.77,2857.63,613.43,1869.85,1\\r\\n26524,2169,44,Male,0,self_employed,,2,920,127,8070.32,8070.32,8145.18,8648.36,0.49,0.49,0.49,134.36,8070.32,8161.01,0\\r\\n26525,1862,40,Male,0,self_employed,1020,2,582,48,3643.42,3643.42,3611.16,3555.97,0.66,72.09,0.66,0.66,3643.42,3618.07,0\\r\\n26527,4261,61,Female,2,self_employed,491,2,279,28,5969.35,5954.25,5994.45,6115.24,13.53,13.53,0.61,64.2,5968.14,6011.68,0\\r\\n26528,3097,35,Male,0,self_employed,1271,1,101,0,2734.39,2923.79,3474.68,1904.51,469.34,3297.92,571.44,2443.47,3212.79,2174.35,0\\r\\n26529,2322,34,Male,0,salaried,1076,2,878,,8282.49,9725.34,9640.22,10215.1,0.13,0.13,1442.99,557.27,8481.5,10156.68,0\\r\\n26530,1213,22,Male,0,student,1326,2,657,13,2838.62,2481.48,3259.63,5589.43,428.99,107.56,143.27,1500.41,2683.45,2944.61,1\\r\\n26531,811,29,Female,0,salaried,1096,2,92,0,3998.3,3457.85,3411.32,3575.88,1443.65,643.65,932.47,407.44,3418.16,3521.12,0\\r\\n26532,1314,70,Female,1,self_employed,623,2,512,347,1970.89,1785.18,1669.01,1089.18,0.39,0.39,0.39,0.39,1862.02,1677.34,0\\r\\n26533,5122,72,Male,0,self_employed,1525,1,146,4,6118.87,6762.7,6496.65,8154.65,1.54,319.73,600.31,43.17,6399.04,6722.2,0\\r\\n26534,1533,51,Male,0,self_employed,334,2,2064,6,2471.09,4366.25,2799.17,3013.34,4233.13,6899.34,9831.13,6950.31,2612.84,2019.05,0\\r\\n26535,1528,31,Female,0,self_employed,623,3,81,19,6176.59,3261.56,3931.68,3355.52,2915.4,0.37,0.37,0.37,5271.92,3261.56,0\\r\\n26536,2272,34,Male,0,salaried,334,3,1290,,3013.53,3059.25,3110.21,3015.42,0.43,0.43,46.14,0.43,3021.41,3059.25,0\\r\\n26537,3522,79,Female,0,retired,1232,1,29,3,1338.02,5849.79,5488.94,6928.12,3673.71,29.13,317.01,466.31,5690.45,6054.11,1\\r\\n26538,4807,71,Male,0,retired,649,2,75,81,2066.93,2542.64,2497.03,1943.65,0.11,0.11,890.11,0.11,2528.55,2541.26,0\\r\\n26539,999,32,Male,,self_employed,1477,3,2581,140,2634.12,4348.41,4041.07,2479.56,0.03,0.03,1714.31,0.03,3422.3,4348.57,1\\r\\n26540,1411,25,Male,0,student,1494,3,1416,126,3813.42,3884.85,3977.7,3846.63,0.17,0.17,0.17,0.17,3845.44,3914.8,0\\r\\n26541,6148,50,Male,0,self_employed,996,2,1307,83,699.34,1432.18,1501.97,374.65,0.53,0.53,714.81,429.1,971.5,1704.65,1\\r\\n26542,1405,15,Female,0,student,1477,2,2183,294,291.76,291.76,3870.87,7246.31,0.19,0.19,0.19,7000.19,291.76,4029.08,1\\r\\n26543,2852,47,Male,0,salaried,1020,3,47,0,6246.77,5939.65,5042.36,3454.27,1466.64,1431.43,1161.48,986.61,5505.09,5091.58,0\\r\\n26544,3958,54,Male,0,self_employed,1494,3,388,,2010.32,2010.32,2409.69,2767.88,0.49,0.49,0.49,714.77,2010.32,2468.95,0\\r\\n26545,1371,55,Male,0,salaried,1076,3,2802,24,2356.28,2356.28,2466.12,2004.24,179.17,422.81,136.31,493.46,2390.51,2506.55,0\\r\\n26546,5295,62,Male,2,self_employed,623,2,2604,0,8162.59,4205.13,4800.28,17085.4,26589.8,14404.39,17392.39,143.03,6939.35,5126.56,0\\r\\n26547,1220,36,Male,2,salaried,1084,2,540,0,1817.92,4016.29,2553.71,3171.07,775.61,1763.13,2759.7,1224.35,1865.36,3145.61,1\\r\\n26548,4399,55,Male,0,salaried,1215,2,169,33,2501.42,5770.07,2993.79,2585.71,0.39,5000.39,4015.24,2532.1,2328.39,3178.91,0\\r\\n26549,3315,13,Male,0,self_employed,146,2,77,,1511.09,1511.09,1511.09,1501.52,0.63,0.63,0.63,0.63,1511.09,1511.09,0\\r\\n26550,2950,40,Male,0,self_employed,1467,2,612,0,44130.77,42257.78,6620.09,4972.94,43630.54,47419.88,55288.91,28012.59,4141.57,9332.35,0\\r\\n26551,3090,49,Male,0,self_employed,1232,2,825,,3806.69,3806.69,3806.69,3782.58,0.39,0.39,0.39,0.39,3806.69,3806.69,0\\r\\n26552,1645,65,Male,0,retired,834,3,28,81,3268.77,3268.77,3360.93,4054.86,0.64,0.64,0.64,0.64,3268.77,3268.77,0\\r\\n26553,1031,35,Female,0,self_employed,942,2,231,41,501.12,7643.98,3510.64,1531.27,0.3,7267.74,7143.16,0.3,5673.53,3183.62,1\\r\\n26555,2228,45,Female,2,self_employed,1020,3,820,0,16275.74,1830.31,7767.51,4386.11,21339.21,2486.31,7302.9,10068.97,16213.49,2677.66,0\\r\\n26556,2119,90,,0,self_employed,1525,1,276,6,9304.19,2437.11,3991.92,5258.38,7031.14,61.76,357.51,0.59,4256,2522.85,0\\r\\n26557,2643,76,Male,0,retired,1241,3,1035,18,2146.28,1854.13,1542.13,1213.65,324.74,1574.06,12.64,428.7,2076.49,2019.46,0\\r\\n26558,2060,7,Male,0,student,575,1,1202,73,2835.21,2835.21,3506.09,4035.93,0.21,0.21,0.21,1428.79,2835.21,3618.62,1\\r\\n26559,452,56,Male,,self_employed,17,2,3826,307,2133.18,1493.56,2902.18,4437.17,0.47,0.47,0.47,5806.1,1581.78,1369.18,0\\r\\n26560,2880,70,Male,0,salaried,15,2,783,340,8501.88,8491.6,10174.76,15129.1,0.04,0.04,0.04,0.04,8496.72,8481.97,0\\r\\n26561,3294,33,Male,0,salaried,146,2,2011,17,6999.05,5970.27,5071.7,3754.01,714.33,0.04,442.9,3257.19,5451.14,5228.99,0\\r\\n26562,1788,36,Male,0,salaried,146,3,1751,31,30300.82,30011.29,28997.76,25616.72,0.53,1329.1,138.61,141.89,30321.64,28695.62,1\\r\\n26563,1658,58,Female,0,salaried,1020,3,1230,12,1384.21,460.1,1437.02,2616.09,2143.06,0.2,221,889.96,1065.29,928.62,0\\r\\n26564,5232,35,Male,0,salaried,146,1,540,0,5072.42,6451.25,7199.17,11673.86,2857.28,91.5,4136.28,1882.86,5481.92,6711.77,0\\r\\n26565,1852,56,Female,0,salaried,1258,3,1280,62,1872.25,2015.23,1721.04,1360.41,0.1,0.1,0.1,28.67,1896.9,1950,0\\r\\n26567,2795,37,Female,0,salaried,146,2,354,22,5377.4,5292.24,5275.46,4989.84,94.81,95.03,0.19,0.19,5359.78,5275.71,0\\r\\n26568,1931,90,,0,self_employed,224,2,1687,18,12513.39,12299.1,7111.47,2129.07,214.57,11994.41,0.29,0.29,12439.5,5878.49,0\\r\\n26569,375,35,Female,0,self_employed,,2,2890,19,8584.86,16342.01,13962.61,1413.62,3642.87,0.01,11471.44,7171.44,10571.56,19568.27,1\\r\\n26570,5841,39,Female,0,self_employed,834,3,9,13,12280.52,1871.23,3535.87,3378.52,10503.37,0.69,2.8,57.83,6855.52,1910.63,0\\r\\n26571,707,40,Female,,self_employed,653,2,122,,4949.73,4949.73,4949.73,4918.49,0.26,0.26,0.26,0.26,4949.73,4949.73,0\\r\\n26572,1322,33,Female,0,salaried,409,3,1664,83,6091.23,5705.66,5748.28,4936.83,0.43,0.43,0.43,255.06,5998.16,5639.21,0\\r\\n26573,5151,39,Male,4,salaried,531,3,17,91,6854.08,7821.25,6635.62,5612.12,0.26,0.26,1272.5,371.34,7084.64,7364.22,0\\r\\n26574,1893,71,Female,0,self_employed,279,3,948,235,3232.21,3224.01,3221.21,3159.28,0.53,0.53,0.53,0.53,3226.66,3223.04,0\\r\\n26575,4891,41,Male,0,self_employed,409,2,27,6,8611.39,7675.99,6976.75,5773.22,1257.24,528.67,50.1,597.63,8145.09,6999.12,0\\r\\n26576,4009,43,Female,0,self_employed,1115,1,217,21,1938.97,1183.1,6839.05,1152.4,351.21,15339.07,0.14,15714.43,1770.48,3640.5,0\\r\\n26577,6241,66,Male,1,retired,15,2,6,95,1768.93,1414.08,1943.14,5909.42,0.46,0.46,329.03,686.17,1876.43,1624.74,0\\r\\n26578,2094,44,Female,0,self_employed,409,1,32,7,4423.64,33304.17,15771.25,10428.35,2082.31,100000.17,30787.84,72873.46,24349.77,16857.1,1\\r\\n26579,5569,53,Female,0,self_employed,1020,1,79,7,6649.95,4935.66,4479.92,886.23,1714.5,1285.93,0.21,0.21,6029.26,4382.67,0\\r\\n26580,2222,66,Female,0,salaried,,2,1855,108,4309.52,10735.95,9997.14,11732.22,0.13,0.13,6428.7,0.13,8297.97,10735.95,1\\r\\n26581,1577,33,Female,0,self_employed,334,3,260,285,1812.75,1741.32,1769.94,1843.04,0.33,0.33,71.76,0.33,1805.36,1741.32,0\\r\\n26582,2193,32,Male,0,salaried,1456,3,1860,54,1482.08,1482.08,1454.43,1402.34,0.37,71.8,0.37,0.37,1482.08,1470.56,0\\r\\n26583,802,28,Female,0,self_employed,1496,2,519,0,2294.03,949.64,1945.35,1697.54,1763.62,500.3,0.3,1428.87,2167.8,2078.67,0\\r\\n26584,1111,46,Female,0,self_employed,1439,2,2355,,1662.63,1662.63,2508.1,3074.46,0.43,0.43,0.43,1429,1662.63,2768.62,0\\r\\n26585,3133,11,Female,0,student,1020,2,686,,2394.07,2394.07,2394.07,2379.54,0.04,0.04,0.04,0.04,2394.07,2394.07,0\\r\\n26586,4224,29,Male,0,salaried,1096,1,336,117,9494.21,9593.92,8645.34,5188.74,0.59,0.59,100.3,0.59,9569.86,9593.92,0\\r\\n26587,2277,30,Female,0,salaried,1020,3,592,27,8459.15,9191.07,9363.66,10051.07,614.86,1019.93,1015.64,1010.57,8894.98,9469.02,0\\r\\n26588,2615,63,Male,0,self_employed,853,3,3214,56,5350.84,5375.38,4477.1,2817.27,0.39,2128.96,21.81,0.39,5357.51,5214.55,0\\r\\n26589,1666,27,Male,0,student,409,2,1955,5,4512.93,3193.52,4982.11,17103.35,4.61,2.11,30.92,3038.68,3433.51,4819.53,0\\r\\n26590,500,90,,,self_employed,1020,2,212,74,4053.38,4148.47,4247.4,3656.61,0.01,0.01,641.43,773.39,4132.42,4274.86,0\\r\\n26591,262,34,Female,0,self_employed,491,2,1733,254,1603.9,1603.9,1603.9,1598.08,0.37,0.37,0.37,0.37,1603.9,1603.9,0\\r\\n26592,2769,42,Female,1,salaried,1020,2,114,24,14998.43,15379.74,15006.91,12372.82,1160.63,1232.06,1543.76,6.77,15686.4,15225.59,0\\r\\n26593,2702,40,Male,2,salaried,1232,3,104,83,1711.08,2947.02,2928.82,1633.08,0.46,0.46,919.23,564.4,2431.26,3369.31,0\\r\\n26594,4268,44,Male,0,self_employed,1511,3,1638,33,611.02,3468.17,2229.2,3331.78,0.51,1021.51,2857.66,792.51,1990.33,3514.55,0\\r\\n26595,1832,29,Male,0,salaried,1522,2,754,118,2799.83,3142.3,3104.74,3542.57,0.21,0.21,0.21,0.21,2811.64,3148.56,1\\r\\n26596,977,30,Male,0,self_employed,524,2,3339,3,4374.26,3845.69,3766.24,3445.19,785.81,285.81,514.39,0.1,4098.89,3679.79,0\\r\\n26597,313,52,Male,0,self_employed,15,3,6,304,10221.25,15906.96,16142.22,18217.84,0.01,0.01,5685.73,2371.44,11046.37,16953.97,1\\r\\n26598,2438,56,Female,0,self_employed,621,3,8,294,1860.28,1860.28,1940.28,2120.92,0.56,0.56,0.56,0.56,1860.28,1860.28,0\\r\\n26600,2882,57,Female,0,self_employed,1096,2,249,14,3516.29,5755.2,5895.32,10420.08,714.7,0.41,2948.99,0.41,4723.93,5755.2,0\\r\\n26601,471,34,Male,2,self_employed,50,2,654,0,50.29,325.77,1447.39,25.49,1871.63,493.06,14818.54,286.34,4273.82,50.22,0\\r\\n26602,3533,41,Male,0,salaried,1020,3,47,10,2765.16,129.28,1986.92,3321.04,2500.9,10829.13,1055.08,9949.56,1595.21,2024.94,0\\r\\n26603,4469,45,Male,0,salaried,1232,3,104,137,3360.23,2201.92,2459.83,1347.81,0.33,0.33,14.6,167.97,2376.19,2364.01,0\\r\\n26604,2319,44,Male,0,salaried,1232,3,7,5,5579.87,5843.22,4406.01,4275.36,201.74,1570.33,2048.53,2013.12,5505.23,4870.58,0\\r\\n26605,5476,40,Female,2,self_employed,318,2,1307,,3549.28,3549.28,3549.28,3526.8,0.54,0.54,0.54,0.54,3549.28,3549.28,0\\r\\n26606,1349,64,Female,0,self_employed,409,3,1261,22,1454.94,1532.76,1634.06,1847.8,387.42,0.67,386.39,286.39,1498.56,1645.67,0\\r\\n26607,3451,45,Male,0,salaried,15,3,305,52,5841.68,608.33,1794.59,3885.64,0.11,756.76,669.2,1349.57,3351.02,1108.14,0\\r\\n26608,706,25,Male,1,self_employed,494,3,604,24,77.48,7.97,15951.87,56567.53,336.07,0.36,263.7,1049.41,94.84,620.62,1\\r\\n26610,3338,57,Male,2,salaried,1020,3,212,,273.27,3016.27,2514.59,2468.49,0.34,0.34,0.34,533.19,2145.29,3386.26,1\\r\\n26611,2067,64,Female,0,self_employed,996,2,1307,17,4265.96,3804.19,4071.28,3606.59,533.63,533.63,74.24,989.39,4106.07,3949.87,0\\r\\n26612,3165,90,,0,self_employed,993,2,405,20,5490.01,5361.44,5392.48,5324.77,128.6,0.03,0.03,0.03,5454.55,5361.44,0\\r\\n26613,2740,78,Male,0,retired,1226,2,1013,2,2297.26,2340.46,2326.56,2278.67,103.17,31.76,87.59,21.73,2271.65,2326.3,0\\r\\n26614,606,46,Female,,self_employed,1525,1,51,140,6333.22,6399.39,6395.3,5184.22,0.7,0.7,66.87,0.7,6362.89,6399.39,0\\r\\n26615,2057,77,Female,0,self_employed,146,1,75,11,4425.53,3214.34,4180.33,1771.05,4726.3,7827.03,7143.04,11485.36,2692.62,7123.97,1\\r\\n26617,2378,50,Male,0,salaried,1020,2,501,53,2127.05,1110.47,4316.79,2145.99,0.64,7643.5,1272.12,16773.74,1426.55,4868.29,0\\r\\n26618,3976,39,Male,0,salaried,146,2,77,123,128737.83,125728.92,105839.32,106162.11,0.6,0.6,367.34,2766.37,122472.94,100365.72,0\\r\\n26619,5046,32,Male,0,salaried,1020,3,442,6,3958.68,411.78,3707.9,6772.19,3571.5,1428.64,24.6,7306.39,1140.55,3690.38,1\\r\\n26620,5401,38,Female,0,self_employed,834,2,40,67,3539.53,4080.78,3966.81,3757.1,0.49,0.49,429.06,1114.46,3813.04,4727.39,0\\r\\n26621,2455,46,Male,2,self_employed,1241,2,1035,104,2606.16,2603.29,2600.49,2180.92,0.33,0.33,0.33,0.33,2603.39,2601.83,0\\r\\n26622,2083,50,Male,0,salaried,1534,3,1258,17,4808.35,3518.32,2627.53,1699.49,1071.89,6429.03,0.46,2143.31,2437.56,3900.82,0\\r\\n26623,2867,53,Female,0,self_employed,1020,2,114,0,2587.59,1959.49,2442.32,1795.71,1248.08,1599.63,534.94,357.31,2350.11,1790.83,0\\r\\n26624,2574,52,Male,0,salaried,1289,2,805,272,781.59,1410.17,1694.78,4190.42,0.54,0.54,1143.4,143.4,1133.32,1527.22,0\\r\\n26625,474,35,Male,0,self_employed,1565,3,354,17,498.41,1141.68,4433.96,6990.03,7143.13,0.27,7571.7,571.7,1180.94,5078.86,1\\r\\n26626,462,76,Female,,self_employed,1020,2,408,11,12830.42,12270.63,11597.71,9284.78,2661.01,2661.01,2101.23,2104.94,11802.21,11288.52,0\\r\\n26627,1735,65,Male,2,salaried,200,3,1648,23,1230.87,1146.22,1887.99,2271.26,143.24,1143.24,0.39,1428.96,1242.11,1433.43,1\\r\\n26629,5164,57,Female,0,self_employed,623,2,81,55,2252.04,2252.04,2244.36,2204.68,0.09,20.49,0.09,0.09,2252.04,2249.41,0\\r\\n26630,217,71,Male,,retired,1648,1,1395,222,5662.58,67807.07,57547.52,67590.69,0.6,0.6,33572.03,0.6,37165.91,67747.63,1\\r\\n26631,2246,61,Female,0,self_employed,931,2,791,,1732.51,1732.51,1899.4,1842.23,0.57,0.57,0.57,429.14,1732.51,2093.72,0\\r\\n26632,292,29,Female,,self_employed,575,2,280,6,4.5,351.21,2510.83,1282.85,1690.76,1395.37,1833.14,6849.81,121.79,2221.17,1\\r\\n26633,2034,46,Female,0,self_employed,1525,3,38,13,2932.58,2929.72,2039.68,1439.67,225.94,1789.27,0.23,0.23,2931,1818.69,0\\r\\n26635,1486,64,Female,0,self_employed,1096,2,248,42,2606.31,3441.33,3682.92,916.94,0.63,17581.32,837.87,17572.06,2748.9,6228.54,0\\r\\n26636,1251,38,Female,2,self_employed,905,2,634,196,1078.02,1078.02,3803.82,23894.2,0.34,0.34,0.34,0.34,1078.02,3831.47,1\\r\\n26637,2559,48,Female,0,self_employed,1020,2,398,5,2396.96,3815.38,4699.88,4359.58,543.26,564.72,263.5,671.69,4988.88,4634.24,0\\r\\n26638,4923,54,Male,0,self_employed,1589,2,68,,3136.92,3136.92,3138.63,3004.45,0.26,0.26,0.26,0.26,3136.92,3136.92,0\\r\\n26639,4683,34,Male,0,self_employed,834,2,105,12,2602.53,1550.54,1591.78,1187.7,1928.7,642.99,919.16,970.46,2001.75,1546.61,0\\r\\n26640,760,50,Male,,self_employed,617,2,2883,52,2935.77,3042.2,2536.01,1257.17,0.67,1200.67,107.1,0.67,2972.47,2793.35,0\\r\\n26641,394,33,Female,,self_employed,15,3,958,112,195.89,195.89,2061.48,1500.62,0.01,0.01,0.01,3928.59,195.89,1864.09,1\\r\\n26642,4085,71,Female,0,self_employed,272,2,267,19,4840.43,5323.04,5086.07,2449.05,24.24,24.3,143.21,0.36,5018.42,5316.09,0\\r\\n26643,3114,39,Female,0,salaried,1020,1,545,9,48878.02,30828.02,32369.32,29597.54,18571.64,82.53,657.36,164.14,35910.29,30935.14,0\\r\\n26644,1149,28,Male,0,salaried,1096,3,396,196,8517.72,8517.72,8517.72,8482.06,0.39,0.39,0.39,0.39,8517.72,8517.72,0\\r\\n26646,1218,61,Male,0,self_employed,1589,2,33,23,19153.05,508.6,5651.89,505.38,18644.72,0.27,0.27,0.27,15938.49,508.6,0\\r\\n26647,748,42,Male,3,self_employed,1103,3,2898,203,43688.41,50831.27,48860.83,50646.38,0.23,0.23,7143.09,0.23,44919.94,50831.27,1\\r\\n26648,830,90,Male,0,self_employed,735,2,605,61,7664.6,32233.17,6943.79,12370.84,0.07,0.07,10464.36,4034.64,10954.01,7029.11,0\\r\\n26649,5175,36,Female,0,self_employed,1020,1,19,164,4480.94,4907.48,4826.06,4359.43,0.44,0.44,633.31,416.27,4703.71,4945.39,0\\r\\n26650,2576,70,Male,0,retired,1400,2,869,5,1524.6,1310.31,1826.91,3445.75,714.64,0.36,0.36,0.36,1467.95,1310.31,0\\r\\n26652,3211,39,Male,1,salaried,1465,1,191,9,6218.36,2240.53,3485.12,5282.16,5800.41,0.63,1456.8,329.6,4318.52,2511.26,0\\r\\n26653,2946,43,Male,2,salaried,363,2,109,14,7619.5,8088.43,16944.72,37329.9,120.7,93.05,465.13,28134.52,8009.8,13476.96,1\\r\\n26654,4920,73,Male,0,retired,834,3,18,11,12004.92,4957.26,6258.57,8518.55,10119.54,189.24,3071.87,0.44,9003.61,4920.13,0\\r\\n26655,1266,75,Female,0,retired,1271,2,1253,6,2560.08,2354.01,2329.59,2326,206.23,165.69,0.16,143.01,2440.93,2307.59,0\\r\\n26656,2181,76,Male,0,retired,213,3,3957,5,1626.85,1341.13,1599.55,1395.22,285.83,185.83,0.11,571.54,1400.25,1736.07,0\\r\\n26657,6600,56,Male,0,self_employed,1111,1,88,0,18282.34,15175.89,17121.37,22145.23,4628.51,1207.46,1629.12,1414.9,16286.58,14488.97,0\\r\\n26658,5528,90,Male,0,self_employed,1111,2,88,18,7502.27,7220.54,7447.2,6834.32,282.11,282.11,0.39,558.96,7395.41,7466.97,0\\r\\n26659,2631,41,Female,0,salaried,685,2,805,48,6850.28,6820.28,6765.49,6943.62,0.03,130.03,0.03,0.03,6850.28,6771.62,0\\r\\n26660,372,46,Male,3,self_employed,1525,2,146,279,902.77,902.77,3759.91,6717.53,0.63,0.63,0.63,8572.06,902.77,902.77,1\\r\\n26661,1556,54,Male,3,self_employed,6,3,1621,31,5077.36,5720.21,4929.17,2330.38,0.44,1429.01,643.3,857.59,5365.53,5314.68,0\\r\\n26662,1124,39,Female,0,self_employed,409,3,92,10,1921.93,1867.79,1698.1,1556.1,71.71,143.14,17.57,16.43,1876.32,1709.62,0\\r\\n26663,2618,36,Female,2,self_employed,1150,3,1379,11,2712.48,1357.48,2063.27,5058.9,1412.3,276.87,0.16,2.83,2316.69,1657.75,0\\r\\n26664,2178,26,Female,0,student,271,3,160,13,2822.49,3466.77,3396.44,3479.96,70.46,70.46,714.74,0.46,3473.52,3428.38,0\\r\\n26665,2527,10,Male,0,student,1020,2,356,133,2788.07,3123.78,3653.07,4242.64,0.37,0.37,357.51,2857.51,2935.85,3492.45,0\\r\\n26666,1312,30,Male,0,self_employed,698,3,231,53,2745.31,2759.6,2401.31,3941.49,0.63,917.77,0.63,0.63,2752.21,2588.54,0\\r\\n26667,5770,50,Male,3,salaried,1494,2,67,223,5342.57,5342.57,5456.21,5787.73,0.21,0.21,0.21,135.93,5342.57,5420.68,0\\r\\n26668,2774,40,Female,0,self_employed,1020,2,442,30,14287.74,14294.45,13532.2,6037.54,0.41,660.41,0.41,3428.99,10731.11,15967.59,1\\r\\n26669,6078,55,Female,0,self_employed,169,2,33,59,1366.21,1172.17,1616.07,2398.55,0.03,135.74,494.3,1532.16,1463.02,1342.91,1\\r\\n26670,1683,42,Female,0,self_employed,409,2,293,58,3636.17,3636.17,3665.36,3838.92,0.29,27.07,0.29,0.29,3636.17,3635.31,0\\r\\n26671,4342,90,Female,0,self_employed,1020,2,60,126,7790.22,7790.22,8575.17,10007.11,0.47,0.47,0.47,559.01,7790.22,8198.67,0\\r\\n26672,1684,41,Female,2,self_employed,1598,2,2028,39,959.1,3537.05,3542.56,3269.82,0.17,1417.39,0.17,0.17,3181.47,3182.56,0\\r\\n26674,1779,46,Female,0,self_employed,623,1,21,20,5564.77,5364.65,5398.88,4895.21,203.09,0.59,2.97,0.59,5511.21,5364.65,0\\r\\n26675,1448,28,Male,0,salaried,621,3,950,88,12688.81,8675.19,8916.51,4846.61,0.41,0.41,0.41,286.13,8628.86,9013.9,0\\r\\n26676,2392,45,Female,0,self_employed,575,3,1394,11,8644.86,7435.69,6084.14,2302.74,572.97,615.85,290,1026.47,8993.73,3613.36,0\\r\\n26677,6718,77,Male,2,retired,1111,3,651,14,4127.04,16504.19,15331.02,14582.31,15600.59,600.59,16429.16,1157.73,13442.46,16252.99,1\\r\\n26678,552,62,Male,,retired,621,1,18,1,1532.96,1435.99,2790.81,2540.78,97.29,0.23,0.23,2000.23,1442.6,3048.89,1\\r\\n26679,5613,53,Female,0,self_employed,1020,2,80,4,1761.33,6618.34,4156.04,741.77,132.24,0.1,6063.71,714.39,4672.27,6779.63,1\\r\\n26681,557,38,Male,,salaried,575,3,589,,2618.86,2653.14,2654.49,2677.84,0.34,0.34,34.63,21.39,2629.5,2657.89,0\\r\\n26682,1538,47,Male,2,self_employed,21,2,205,23,2429.71,1778.28,3689.34,1824.89,794.49,794.49,143.06,5714.49,2415.92,4756.05,0\\r\\n26683,1260,66,Male,2,self_employed,514,2,2497,,1739.16,1924.95,1949.47,2487.05,0.34,0.34,186.13,186.13,1764.79,1948.92,0\\r\\n26684,2928,74,Male,0,retired,318,3,434,149,2773.57,2773.57,2552.37,459.87,0.3,0.3,0.3,0.3,2773.57,2773.57,0\\r\\n26685,5801,56,Female,0,salaried,146,2,41,33,5474.67,11163.18,5720.89,4117.74,0.19,6120.19,5714.47,0.19,6739.92,5426.07,0\\r\\n26686,5385,51,Male,0,salaried,996,2,56,247,2220.3,2314.4,2376.59,3416.21,0.69,0.69,94.79,94.79,2233.28,2326.54,0\\r\\n26687,583,49,Male,2,salaried,905,3,1380,6,2388.57,2415.85,2194.02,1124.89,1400.13,357.27,1401.8,7.67,2403.64,2357.13,0\\r\\n26689,1931,66,Male,0,self_employed,15,2,299,8,5062.15,175.32,1779.39,1176.21,6232.87,3071.79,1325.14,5069.64,1940.49,1928.31,0\\r\\n26690,1522,33,Male,0,salaried,1195,2,266,117,1880.67,1945.87,1693.31,1402.27,0.09,0.09,29.54,176.98,1906.91,1876.76,0\\r\\n26691,2133,41,Male,0,self_employed,1020,2,15,19,29065.17,37178.47,19125.28,8703.01,1011.31,36725.6,9162.9,1815.84,33714.46,21141.97,0\\r\\n26692,257,63,Male,0,self_employed,1322,1,176,172,6707.21,6396.62,6334.15,23478.93,0.7,0.7,0.7,0.7,6592.81,6331.61,0\\r\\n26693,3129,14,Female,0,student,1084,2,357,,5245.44,5131.15,5125.29,4756.6,0.24,0.24,0.24,0.24,5238.3,5120.55,0\\r\\n26694,1866,50,Female,2,self_employed,579,2,192,63,27998.55,28263.89,27761.41,18911.37,0.36,0.36,265.7,979.99,28035.15,28920.4,0\\r\\n26695,397,32,Male,,self_employed,1322,3,2066,,1613.34,1627.63,1628.57,1643.99,0.47,0.47,0.47,0.47,1614.33,1628.55,0\\r\\n26696,2189,41,Female,0,self_employed,1593,2,211,52,2496.24,2496.24,7064.91,2530.99,0.01,3397.91,0.01,11428.59,2496.24,9142.08,1\\r\\n26697,3013,46,Female,0,self_employed,1111,2,1603,69,2987.73,3592.3,4070.79,5493.38,0.36,0.36,604.64,954.27,3345.68,3973.27,0\\r\\n26698,844,52,Male,,self_employed,,2,2961,137,2182.25,2196.53,2203.13,2235.47,0.5,0.5,0.5,0.5,2189.15,2202.99,0\\r\\n26699,3640,56,Male,0,self_employed,1096,3,1360,27,4648.37,1076.94,2827.88,2256.27,3571.81,6654.92,0.39,7857.53,4402.06,1802.04,0\\r\\n26701,1324,34,Female,0,self_employed,743,2,1523,209,5027.04,5126.96,5280,6013.65,0.24,0.24,0.24,0.24,5033.93,5160.43,0\\r\\n26702,1395,38,Male,0,self_employed,1267,3,2795,17,2821.32,2818.93,2817.74,2800.1,139.32,0.4,139.32,0.4,2815.37,2818.93,0\\r\\n26704,2122,47,Female,2,self_employed,680,2,3114,21,5919.84,2548.69,3644.65,3256.41,3405.53,0.67,34.39,647.23,5101.46,2633.24,0\\r\\n26705,6335,46,Male,0,salaried,409,3,11,52,4523.06,4351.78,5023.89,5417.64,0.59,214.87,1078.94,954.01,4641.76,4781.01,0\\r\\n26708,1962,20,Male,0,student,1088,2,266,,1986.9,1986.9,1986.9,1974.31,0.3,0.3,0.3,0.3,1986.9,1986.9,0\\r\\n26710,1179,58,Male,0,self_employed,408,3,2727,83,1428.97,1428.97,1476.9,1630.78,0.4,0.4,0.4,0.4,1428.97,1428.97,0\\r\\n26711,2078,42,Male,2,self_employed,491,2,27,215,9973.44,10302.61,10191.61,6068.62,0.34,0.34,327.06,0.34,10189.36,10304.66,0\\r\\n26712,2903,74,Male,0,self_employed,1534,2,63,28,3667.07,3667.07,3904.38,3621.26,1429.04,1429.04,1429.04,1429.04,3716.33,4081.81,0\\r\\n26713,322,52,Female,0,self_employed,1096,2,3992,11,38920.64,20006.36,22094.15,15078.75,18928.74,714.46,0.17,0.17,27181.73,19785.16,0\\r\\n26714,576,28,Female,,self_employed,1381,2,790,,2983.54,2983.54,2988.92,690.13,0.16,0.16,0.16,0.16,2983.54,2983.54,0\\r\\n26715,2662,33,Male,2,self_employed,1464,3,635,140,2908.23,4704.38,4604.04,8584.95,0.54,0.54,1071.97,0.54,4137.15,4704.38,1\\r\\n26716,4618,46,Male,1,self_employed,531,2,88,6,21103.92,22102.28,21185.9,4221.49,1.11,0.9,530.28,522.16,21515.95,22466.34,0\\r\\n26717,626,90,,,self_employed,1598,2,220,307,4567.54,4567.54,4567.54,4542.64,0.19,0.19,0.19,0.19,4567.54,4567.54,0\\r\\n26718,1621,60,Male,0,self_employed,481,3,1916,160,7269.44,7269.44,7269.44,7171.73,0.49,0.49,0.49,0.49,7269.44,7269.44,0\\r\\n26719,1488,55,Male,0,salaried,75,3,764,206,1763.67,1777.96,1788.94,1802.65,0.63,0.63,0.63,0.63,1775,1788.74,1\\r\\n26721,840,63,Male,0,retired,1096,3,483,25,2625.66,9054.23,3679.9,505.67,8609.4,8596.64,15037.97,0.41,6960.63,3785.57,1\\r\\n26722,1621,9,Male,0,student,1020,3,47,,1711.05,1711.05,1711.05,1714.49,0.19,0.19,0.19,0.19,1711.05,1711.05,0\\r\\n26723,1570,38,Male,0,self_employed,249,2,59,20,7207.03,12569.31,12182.17,15498.94,1895.61,1874.74,686.06,286.06,11021.9,12662.97,0\\r\\n26724,2654,41,Female,0,self_employed,248,2,792,,1098.42,1098.42,2918.7,4640.39,0.11,0.11,0.11,3571.54,1098.42,2987.82,1\\r\\n26725,194,28,Male,0,salaried,904,3,1112,0,577.7,634.14,2644.71,2845.35,214.43,4285.86,1085.16,9108.71,672.92,1446.35,1\\r\\n26726,2994,32,Female,0,salaried,905,2,1390,108,3110.69,3110.69,3541.37,3565.31,0.7,0.7,972.13,700.7,3544.19,3765.53,0\\r\\n26727,3985,36,Male,0,salaried,996,2,56,,1895.18,1895.18,1895.18,1883.82,0.04,0.04,0.04,0.04,1895.18,1895.18,0\\r\\n26728,348,36,Male,0,self_employed,,2,3206,105,59.44,4085.46,5171.26,2625.1,0.09,0.09,4000.09,714.37,3376.1,4687.03,1\\r\\n26729,1511,79,Female,0,self_employed,1096,1,92,139,2522.71,2808.42,2972.96,2940.81,0.11,0.11,285.83,212.93,2709.9,3002.81,0\\r\\n26730,4197,37,Male,0,self_employed,114,2,1422,,20912.44,20912.44,20909.45,20773.32,0.57,0.57,0.57,0.57,20912.44,20909.1,0\\r\\n26731,642,43,Female,0,self_employed,1096,3,2091,,3539.09,3539.09,3539.09,1301.85,0.16,0.16,0.16,0.16,3539.09,3539.09,0\\r\\n26732,936,58,Male,3,self_employed,1315,3,2537,42,5314.63,5824.04,6013.69,8024.73,0.21,428.79,509.63,1185.86,5424.3,5918.04,0\\r\\n26733,5142,37,Female,0,self_employed,146,1,377,0,2891.65,2951.71,3633.66,3194.27,92.59,0.59,286.3,2857.73,2831.5,3509.31,0\\r\\n26734,814,64,Male,,self_employed,575,3,2972,72,156769.1,156769.1,156809.42,133006.87,0.14,0.14,0.14,2143,156769.1,158150.81,0\\r\\n26735,2055,36,Female,2,self_employed,1534,2,172,28,62.15,21.39,1460.84,15812.49,80.37,0.01,1532.11,6727.8,139.85,1080.3,1\\r\\n26737,1333,32,Male,0,salaried,,3,3435,3,12685.17,2685.17,3375.44,7206.33,10000.26,2000.26,0.26,0.26,6763.99,1136.78,0\\r\\n26738,3063,66,Female,0,salaried,15,2,6,211,4250.77,4153.16,4156.13,3999.84,0.49,0.49,0.49,0.49,4192.23,4145.14,0\\r\\n26739,1553,33,Male,2,salaried,146,2,1039,68,594.81,2737.66,2618.33,257.95,0.41,0.41,0.41,0.41,594.81,5318.31,1\\r\\n26740,1907,71,Male,0,salaried,1177,2,309,266,7255.72,7255.72,7255.72,7209.75,0.07,0.07,0.07,0.07,7255.72,7255.72,0\\r\\n26741,234,3,Male,,student,649,1,1437,227,37.61,1680.47,1543.04,2317.37,0.06,0.06,1571.49,0.06,1182.93,1687.38,1\\r\\n26742,5561,42,Female,0,self_employed,575,2,90,14,24442.94,23481.48,22503.41,9489.2,328.87,507.44,153.13,452.74,24021.03,22578.04,0\\r\\n26743,3069,64,Female,0,self_employed,1096,2,27,72,10113.7,10111.48,10079.88,11011.11,0.31,0.31,0.31,0.31,10112.09,10110.71,0\\r\\n26744,3013,35,Female,0,self_employed,656,2,1459,41,1971.8,1985.45,1898.1,2346.74,0.49,714.77,0.49,0.49,1984.51,1615.44,0\\r\\n26745,4079,49,Female,0,salaried,1020,1,79,9,1416.34,1109.2,2286.12,2770.49,321.9,2270.43,157.61,6100.47,1208.21,1578.66,0\\r\\n26746,1137,60,Female,0,salaried,1232,2,29,25,606.93,21630.57,3070.41,555.77,1436.59,42289.03,22460.23,21443.39,3800.41,2384.59,0\\r\\n26747,6267,43,Male,0,self_employed,834,1,8,18,2321.79,663.63,5468.01,4076.96,14286.27,87857.7,62675.39,92679.15,5186.27,6825.28,1\\r\\n26748,3091,55,Male,0,self_employed,656,3,1383,6,13779.01,16593.33,17806.96,17427.76,5250.67,5428.96,2784.17,4731.17,18430.75,17764.4,0\\r\\n26749,1748,46,Female,0,self_employed,1096,1,88,145,2875.3,2875.3,3428.3,8631.33,0.11,0.11,0.11,0.11,2875.3,2875.3,1\\r\\n26750,2104,44,Female,2,self_employed,146,2,1569,11,11250.96,9732.76,9158.36,7889.1,1097.39,1097.39,3000.61,2827.81,10476.63,8610.72,0\\r\\n26751,6551,66,Female,0,self_employed,563,2,88,117,2116.86,1946.54,2201.13,7890.97,0.66,0.66,0.66,40.09,2015.89,1907.56,0\\r\\n26752,1521,5,Male,0,student,962,3,1311,306,5538.91,5381.77,5270.01,5028.07,0.56,0.56,0.56,0.56,5538.91,5381.77,0\\r\\n26753,6374,43,Male,2,self_employed,1096,1,89,24,1618.06,2206.64,2550.7,1875.42,988.81,988.81,498.61,833.81,2638.21,2788.95,0\\r\\n26754,1145,90,,,self_employed,15,2,52,216,1217.69,1436.31,1473.26,1563.89,0.44,0.44,0.44,131.73,1335,1516.93,0\\r\\n26755,1005,90,,,self_employed,1494,1,1416,40,6803.13,6803.13,4861.3,357.64,0.04,3581.81,0.04,2142.9,6803.13,4768.81,0\\r\\n26756,4960,67,Female,0,self_employed,1096,2,129,27,62.28,3578.99,1660.95,926.73,12197.89,10714.6,15714.6,9397.44,1809.16,2429.83,0\\r\\n26757,2023,33,Male,1,self_employed,621,2,1926,27,5941.18,2359.3,2591.33,210.8,7636.21,2143.03,4054.34,2133.03,6136.05,905.76,0\\r\\n26758,5365,66,Male,1,self_employed,1096,2,92,59,2111.03,1478.56,2259.11,3709.49,0.3,1819.44,1460.06,5375.23,1979.02,2149,0\\r\\n26759,2214,62,Male,2,self_employed,656,2,1315,85,3451.17,3451.17,3285.06,359.24,0.24,0.24,0.24,0.24,3451.17,3451.17,0\\r\\n26760,2043,54,Female,0,salaried,623,3,218,14,498.15,1579.74,1563.84,2836.52,61.33,61.43,1142.91,428.63,1177.93,1593.49,1\\r\\n26761,984,28,Male,0,salaried,575,3,1202,139,1285.8,1285.8,1446.46,1607.89,0.09,0.09,0.09,285.8,1285.8,1491.02,0\\r\\n26762,4176,44,Male,2,retired,409,2,338,10,57918.69,57829.65,58110.32,37535.44,377.6,2.96,288.56,256.19,57879.48,57948.23,0\\r\\n26763,1145,33,Female,0,self_employed,15,3,2480,7,1290.17,562.78,12337.76,2884.91,2471.94,28594.56,6445.99,29868.41,624.97,9925.99,1\\r\\n26764,2441,30,Male,2,salaried,1546,3,58,29,500.01,3029.6,2224.61,1758.57,0.14,668.34,2529.73,504.35,1980.9,2505.99,0\\r\\n26765,4991,43,Male,2,salaried,1524,3,146,9,439.47,2867.61,2778.31,4301.75,3634.43,157.03,28.64,128.64,2647.99,2824.3,1\\r\\n26766,4647,56,Male,0,self_employed,513,1,216,83,2172.12,2600.7,2435.29,297.06,0.4,0.4,428.97,0.4,2393.8,2600.7,0\\r\\n26767,573,32,Female,,self_employed,6,3,1621,270,995,992.15,1616.87,2375.34,0.43,0.43,0.43,1429,994.22,1452.98,0\\r\\n26768,2413,39,Male,2,salaried,1096,2,1092,0,8759.85,7701.28,6984.97,3604,1301.6,2230.37,24.84,129.13,8211.08,7234.9,0\\r\\n26769,1211,25,Male,0,student,,2,632,126,2649.8,2649.8,2684.38,2372.88,0.66,0.66,0.66,59.13,2649.8,2695.06,0\\r\\n26770,2730,52,Female,0,self_employed,983,3,238,17,3643.74,3072.31,3130.63,2528.86,571.96,0.53,0.53,0.53,3426.99,3072.31,0\\r\\n26771,2579,18,Male,0,student,1020,1,1,,1812.03,1812.03,1812.03,1800.56,0.5,0.5,0.5,0.5,1812.03,1812.03,0\\r\\n26772,1403,41,Female,2,salaried,575,2,2645,27,2400.51,3471.73,3723.27,9351.73,395.69,0.47,3466.9,2933.31,3559.24,3569.65,0\\r\\n26773,2592,47,Male,2,self_employed,1621,2,1604,117,4440.53,4828.3,5051.71,3155,0.66,0.66,357.8,0.66,4719,4830.11,0\\r\\n26774,2979,67,Female,0,self_employed,491,2,619,335,7049.92,7049.92,7049.92,7005.27,0.06,0.06,0.06,0.06,7049.92,7049.92,0\\r\\n26775,1320,33,Male,0,salaried,1232,1,7,28,6264.14,5568.52,6302.26,4782.96,1854.43,1854.43,0.14,0.14,6977.48,6224.43,0\\r\\n26776,1403,49,Female,0,salaried,146,2,2565,114,11731.07,9838.25,11169.51,7657.34,0.23,0.23,143.09,2690.49,11490.93,11665.29,0\\r\\n26777,5337,61,Female,0,self_employed,649,2,1377,26,14376.11,13876.11,14031.28,13786.49,500.51,0.51,0.51,0.51,14341.62,13876.11,0\\r\\n26778,2008,43,Female,0,self_employed,409,2,553,0,10231.6,11174.46,10762.29,9950.06,1071.9,1193.33,2714.76,714.76,10551.31,11039.67,0\\r\\n26779,4058,82,Female,0,retired,1020,2,425,19,1266.41,1513.16,1435.6,1669.99,37.79,37.79,286.36,12.26,1340.96,1496.78,0\\r\\n26780,550,57,Female,0,self_employed,1111,3,88,7,2005.65,1205.65,1640.32,1403.42,800.17,0.17,0.17,714.46,1607.13,1482.15,0\\r\\n26781,759,4,Female,0,student,1232,2,223,,242.82,1671.39,1572.86,1662.17,0.56,0.56,0.56,0.56,1375.82,1671.39,1\\r\\n26782,3229,66,Male,2,retired,1525,3,291,6,1065.22,2519.88,3182.4,9325.57,3195.61,3211.61,4435.91,4261.78,2136.15,2860.23,0\\r\\n26783,5339,51,Female,0,self_employed,1020,1,19,0,3179.73,4888.44,4705.47,6006.44,638.03,0.24,1977.41,50.31,3964.17,4941.34,0\\r\\n26784,822,34,Female,0,self_employed,1621,2,50,18,10188.19,7745.33,4693.29,30.85,3714.96,7714.96,1272.1,0.67,9568.48,4480.35,0\\r\\n26786,1952,10,Male,0,student,,2,805,,1701.34,1701.34,1701.34,1690.57,0.01,0.01,0.01,0.01,1701.34,1701.34,0\\r\\n26787,4112,75,Male,0,retired,623,2,1043,44,5910.17,5653.03,6139.23,7011.73,0.37,143.23,0.37,857.51,5786.03,5807.01,0\\r\\n26788,2643,54,Male,0,self_employed,279,2,948,12,2095.62,1976.43,1904.19,1760.27,117.57,219.51,0.43,0.43,2030.5,1926.96,0\\r\\n26790,321,50,Male,,,334,2,687,257,8019.71,8074.5,8127.02,8132.73,0.03,0.03,58.6,107.81,8063.75,8135.03,0\\r\\n26791,1365,35,Female,0,self_employed,968,2,268,229,2954.4,2954.4,2954.4,2939.71,0.24,0.24,0.24,0.24,2954.4,2954.4,0\\r\\n26792,1819,36,Female,0,self_employed,665,2,177,299,5260.94,5260.94,5134.56,1001.18,0.04,0.04,0.04,0.04,5260.94,5260.94,0\\r\\n26794,5355,41,Female,0,salaried,1020,3,122,0,5346.94,4195.85,3329.12,4611.19,3201.04,2296.29,3069.67,2780.38,3426.31,3543.69,0\\r\\n26795,5430,52,Male,2,self_employed,905,1,341,20,35179.38,34806.69,34380.1,30120.11,1129.09,1129.09,1112.03,0.56,35181.49,34579.29,0\\r\\n26796,4424,57,Male,0,salaried,1020,3,47,35,4818,4939.43,2665.14,1441.94,0.11,3883.85,28.69,0.11,4847.81,1961.77,1\\r\\n26797,3253,40,Male,0,self_employed,834,2,516,0,3087.04,3413.26,3649.85,4810.89,2300.6,4899.04,8283.1,7194.56,3818.01,3581.65,0\\r\\n26799,804,35,Male,0,self_employed,15,1,3904,0,1332.77,184.86,1706.92,743.71,5039.27,6906.29,4267.34,7044.61,817.12,1956.95,0\\r\\n26801,857,62,Female,0,self_employed,318,2,1354,115,1548.73,1709.76,1597.95,1296.09,0.7,0.7,0.7,0.7,1637.71,1598.47,0\\r\\n26802,1656,53,Male,0,self_employed,1178,2,526,,4806.24,4806.24,4806.24,4776.59,0.53,0.53,0.53,0.53,4806.24,4806.24,0\\r\\n26803,1073,33,Female,0,salaried,318,3,1217,2,5608.42,6984.66,4743.18,871.56,5.58,12019.13,1381.82,5334.37,5794.26,7673.17,0\\r\\n26804,1232,69,Male,0,retired,1540,3,824,122,1146.15,3873.93,4646.27,10004.32,0.23,0.23,2728,0.23,2596.48,3873.93,0\\r\\n26805,2910,36,Male,2,self_employed,575,3,583,94,1787.7,2128.71,2336.75,1950.2,0.6,0.6,51.23,549.74,1794.06,2286.32,0\\r\\n26806,1483,43,Male,0,self_employed,994,2,1460,119,1571.15,1571.15,1571.15,1637.05,0.09,0.09,0.09,0.09,1571.15,1571.15,0\\r\\n26807,3962,90,,0,company,1020,2,356,11,11126.74,10636.74,11153.51,9194.85,1505.4,188.51,1015.4,487.37,10956.36,10798.18,0\\r\\n26808,356,20,Male,0,self_employed,61,2,3274,12,4081.32,4152.74,4675.67,6749.17,143.3,0.44,200.44,279.19,4141.91,4230.66,1\\r\\n26809,2274,34,Female,0,self_employed,637,2,1282,312,4559.98,4559.98,4564.85,4545.18,0.47,0.47,0.47,0.47,4559.98,4559.98,0\\r\\n26810,3139,73,Male,0,retired,834,2,478,23,80.78,1649.5,1646.8,1530.91,1503.39,3.13,3072.11,0.69,1674.41,1647.3,1\\r\\n26811,571,73,Male,,retired,1525,2,358,1,3625.81,3755.15,3789.08,4533.25,157.06,429.26,286.4,429.26,3654.18,3755.15,0\\r\\n26812,2855,38,Male,0,self_employed,770,3,320,23,1532.69,1531.95,1527.96,1516.43,30.01,30.01,29.27,29.27,1527.52,1529.04,0\\r\\n26813,3139,33,Male,2,salaried,623,2,628,4,1396.75,2235.17,2660.04,3473,1237.2,1096.99,2886.73,2524.8,1431.07,2010.64,1\\r\\n26814,5863,73,Male,0,self_employed,146,2,9,3,2686.35,4998.05,4996.64,5674.88,12.49,0.2,3256.49,2104.74,3379.29,5938.74,1\\r\\n26815,962,33,Female,0,salaried,886,3,2676,215,3420.57,3459.84,3483.18,3590.49,0.49,0.49,11.19,15.59,3442.98,3480.44,0\\r\\n26816,2993,50,Male,2,salaried,485,2,295,0,1733.77,1659.59,1613.33,803.59,1474.4,1427.11,5484.38,7399.79,739.55,2270.11,0\\r\\n26818,1132,90,,0,self_employed,1232,1,52,335,9214.99,9214.99,9214.99,9156.24,0.14,0.14,0.14,0.14,9214.99,9214.99,0\\r\\n26819,2324,59,Male,0,self_employed,1076,3,1246,0,4070.81,2240.37,2582.41,3429.55,1928.76,0.19,29.89,30.11,2248.3,2275.92,0\\r\\n26821,2363,7,Male,0,student,965,2,37,66,3206.71,3992.43,2861.33,576.48,0.31,0.31,786.03,0.31,3566.32,3992.43,0\\r\\n26822,1916,36,Female,0,self_employed,1388,2,696,277,15570.69,15570.69,15570.83,11961.01,0.23,0.23,0.23,0.23,15570.69,15570.85,0\\r\\n26823,1552,21,Male,0,student,1020,2,212,81,1649.64,1649.64,1639.84,1538.56,0.44,0.44,0.44,0.44,1649.64,1649.64,0\\r\\n26824,4025,56,Male,3,salaried,1096,1,440,14,5953.83,5344.59,6796.03,5117.07,750.44,750.44,86.16,234.71,5630.8,7391.68,0\\r\\n26825,2852,73,Male,1,retired,1084,2,685,18,3401.52,3755.76,3149.26,360.41,12525.9,0.11,12832.07,46.36,3797.27,3738.42,0\\r\\n26826,1461,71,Male,0,retired,1150,2,2760,13,144.87,144.87,1816.86,2064.04,1914.57,2143.14,1914.57,2857.43,169.5,766.99,0\\r\\n26827,4634,41,Male,2,self_employed,1020,2,216,3,570.85,6102.75,3599.73,3979.73,30720.83,42991.13,19109.87,37546.9,7506.59,2109.99,1\\r\\n26828,1446,11,Female,0,student,1020,3,114,,1598.44,1598.44,1598.44,1071.01,0.33,0.33,0.33,0.33,1598.44,1598.44,0\\r\\n26829,759,29,Male,,salaried,1467,3,191,0,2959.63,757.63,1532.79,421.47,5059.17,1428.6,2857.17,1428.6,1339.79,2629.81,1\\r\\n26830,3159,35,Female,0,self_employed,1020,1,591,3,14836.87,1015.68,2689.93,521.99,85283.68,68071.89,25.74,336.91,6253.9,474.35,0\\r\\n26831,561,69,Male,,retired,129,2,3409,26,3491.64,2063.07,2644.67,3470.03,1428.86,0.29,0.29,0.29,3393.12,2063.07,0\\r\\n26832,965,21,Male,0,student,1096,2,438,18,2011.54,1754.39,1757.98,1387.51,257.5,257.5,0.36,0.36,1914,1654.86,0\\r\\n26833,496,41,Female,,self_employed,1020,2,455,,5159.51,5159.51,5159.51,5125.87,0.2,0.2,0.2,0.2,5159.51,5159.51,0\\r\\n26834,4438,45,Female,0,self_employed,1096,2,248,298,3381.81,3734.15,3645.72,3712.7,0.07,0.07,357.21,0.07,3464.21,3736.36,0\\r\\n26835,1297,53,Male,0,salaried,,3,2683,49,2978.26,3121.12,3043.33,3158.43,0.16,285.87,0.16,0.16,3039.83,3086.55,0\\r\\n26836,2185,51,Female,0,salaried,1020,2,1019,128,4511.71,3445.1,3533.47,6149.52,0.07,0.07,571.5,3878.41,3901.1,3740.35,0\\r\\n26837,1798,25,Female,0,student,146,2,2779,35,2742.97,2764.54,2629.93,3691.74,0.1,1.1,423.1,404.97,2520.44,2680.73,0\\r\\n26838,1529,57,Female,0,self_employed,295,2,1255,7,331.68,793.57,1609.33,1098.19,2852.16,234.39,3134.99,1633.19,639.58,1554,1\\r\\n26839,210,22,Male,0,salaried,61,3,1822,7,10934.33,6926.37,4999.89,184.74,4.6,0.35,188.32,879.31,7851.83,5828.25,0\\r\\n26840,1139,35,Male,0,salaried,1020,1,85,25,739.53,1047.55,1516.94,7575.66,147.79,0.57,1014.86,763.99,1588.8,1316.63,0\\r\\n26841,4134,63,Male,4,salaried,162,2,304,20,2961.11,3089.68,3246.87,3097.56,214.37,214.37,0.09,0.09,3122.68,3288.37,0\\r\\n26842,5891,65,Male,2,salaried,485,2,1222,21,9358,9289.64,9217.68,4304.47,290.43,285.76,109.36,187.06,9385.23,9205.1,0\\r\\n26843,930,24,Male,0,salaried,146,3,1755,82,1135.12,3568.22,2627.66,6239.56,0.36,0.36,708.97,193.52,2227.11,2413.91,0\\r\\n26844,2192,35,Female,0,salaried,146,3,353,21,2881.45,2417.85,2039.16,1615.54,578.86,1428.77,70.04,468.6,2773.58,1797.68,0\\r\\n26845,6570,52,Female,0,salaried,834,2,2807,28,3396.82,3342.88,3677.47,3220.65,611.36,0.09,478.85,494.02,3721.79,3615.75,1\\r\\n26846,5284,45,Male,1,self_employed,491,3,93,205,1132.35,5270.29,4906.46,26281.98,0.21,0.21,4404.71,11.24,3963.46,5296.24,1\\r\\n26847,2985,37,Female,0,self_employed,1020,2,652,17,26.76,2807.57,3406.56,2798.25,2714.83,0.54,0.54,571.97,3756.59,3084.07,1\\r\\n26848,1712,36,Male,0,self_employed,1636,3,2352,216,195.5,3698.76,2968.04,1319.47,0.04,0.04,3928.61,0.04,2650.15,3597.86,1\\r\\n26849,5894,50,Male,0,salaried,1020,3,47,0,28025.24,25164.98,29076.16,20222.15,5836.86,7448.69,3583.74,20457.01,25323.44,30393.65,0\\r\\n26850,1726,60,Male,0,self_employed,,3,426,91,3859.85,4304.24,4402.83,671.19,0.66,0.66,445.04,0.66,4144.55,4304.24,0\\r\\n26851,949,54,Female,0,self_employed,1086,3,2605,209,1646.15,1646.15,1646.15,1639.73,0.3,0.3,0.3,0.3,1646.15,1646.15,0\\r\\n26852,629,21,Female,,student,1359,3,2636,122,13318.29,11175.44,10225.5,5912.22,0.29,0.29,0.29,3.86,12283.81,10070.83,0\\r\\n26853,3176,40,Male,4,self_employed,875,2,742,12,862.84,2541.68,2248.15,2203.59,35.53,1935.81,6505.89,0.1,1930.1,1588.38,1\\r\\n26854,1741,35,Female,0,self_employed,1438,2,151,,4572.38,4658.81,4635.46,4674.8,0.59,0.59,87.01,0.59,4587.28,4658.81,0\\r\\n26855,490,65,Female,0,self_employed,1096,3,1671,175,10127.95,10127.95,11049.61,13289.5,0.36,0.36,0.36,0.36,10127.95,10127.95,0\\r\\n26856,2664,59,Male,0,self_employed,15,2,6,53,1451.21,1429.21,8042.34,46682.58,0.64,14286.36,14836.64,15044.01,2442.56,4238.98,0\\r\\n26857,888,56,Male,2,salaried,1096,2,438,80,7450.47,8818.43,8513.61,9112.58,0.36,0.36,1143.21,571.79,8009.96,9131.8,0\\r\\n26858,1313,30,Male,0,self_employed,691,3,3287,154,1598.75,1598.75,1598.75,1592.56,0.13,0.13,0.13,0.13,1598.75,1598.75,0\\r\\n26859,5921,64,Male,0,self_employed,169,1,33,145,22308.78,22228.07,22223.79,22002.2,0.47,0.47,0.47,0.47,22244.11,22220.98,1\\r\\n26860,6885,50,Male,2,self_employed,575,1,589,0,1041.92,691.98,1677.02,2106.67,1557.7,2866.99,714.96,5714.96,1029.17,2154.33,0\\r\\n26861,1474,33,Male,0,self_employed,1238,3,2507,328,2911.08,3053.93,3017.81,3123.97,0.43,0.43,143.29,0.43,2945.56,3053.93,0\\r\\n26862,6019,74,Male,0,retired,146,2,847,21,2842.16,2453.94,3439.45,2178.09,209.24,209.24,0.67,4643.53,2680.86,4287.07,0\\r\\n26863,4052,57,Male,0,retired,963,3,202,3,1446.48,13837.53,20521.47,13402.13,466.42,12.6,12857.47,12071.76,6660.44,20150.9,1\\r\\n26864,4759,42,Male,2,salaried,146,1,9,,11467.19,11495.77,11501.69,11538.13,0.34,0.34,0.34,0.34,11471.13,11501.83,0\\r\\n26865,5590,38,Male,1,self_employed,491,2,93,14,4619.46,5126.67,4674.75,3497.26,642.89,642.89,300.03,300.03,5092.85,4811,0\\r\\n26866,2831,63,Male,2,self_employed,656,2,46,31,7847.51,10245.45,6677.37,6722.23,0.21,4500.21,2326.73,0.21,8135.68,6058.82,0\\r\\n26867,4599,68,Female,0,self_employed,61,1,1359,52,2970.78,2970.78,3753.25,2614.91,0.69,21516.04,0.69,21429.26,2970.78,5715.69,0\\r\\n26868,1628,36,Female,0,self_employed,146,2,133,18,52.91,179.53,1566.88,100.42,14915.83,0.6,15042.46,13.89,4553.03,92.08,1\\r\\n26869,1061,35,Female,0,self_employed,674,3,2458,0,12246.64,2218.19,2468.34,2536.82,9550.31,0.29,236.06,278.24,2535.15,2373.65,1\\r\\n26870,247,48,Male,0,salaried,1487,3,1363,24,1819.99,3517.8,2908.7,3685.37,471.69,1467.97,2169.5,1002.26,2549.36,2954.94,1\\r\\n26871,414,26,Female,0,self_employed,753,3,2403,145,1959.92,1970.21,2345.55,3214.93,0.19,0.19,0.19,0.19,1960.77,2292.16,0\\r\\n26872,2685,27,Female,0,student,1096,1,249,0,7014.93,12453.72,7103.84,13574.83,84718.27,6789.97,51680.14,5277.37,1834.92,8626.74,0\\r\\n26873,339,23,Female,,self_employed,1388,2,2479,168,19572.8,19572.8,20405.37,21098.44,0.59,0.59,0.59,286.3,19572.8,19577.41,0\\r\\n26874,2264,78,Male,0,retired,656,2,1332,6,2537.59,2455.35,2331.02,2028.93,221.64,221.64,143.14,0.29,2457.95,2383.94,0\\r\\n26875,870,36,Male,1,self_employed,630,3,1771,12,3680.29,3523.15,3117.16,2002.13,1135.9,891.61,1000.19,4.47,3731.77,2915.59,0\\r\\n26876,625,37,Male,,salaried,409,3,677,145,3883.21,3883.21,3883.21,3692.38,0.69,0.69,0.69,0.69,3883.21,3883.21,0\\r\\n26877,6159,50,Female,1,self_employed,1020,2,2,14,15524.5,16128.43,20075.77,10733.67,726.01,8234.54,786.36,5714.93,15430.69,16221.07,0\\r\\n26878,1882,62,Male,0,salaried,705,3,1726,126,2536.1,2533.76,2850.08,4813.49,0.24,0.24,0.24,143.1,2535.7,2653.58,0\\r\\n26879,2050,24,Male,0,student,1570,3,2242,80,7014.04,7078.55,6588.43,4952.32,0.31,0.31,148.4,193.96,7015.14,6655.53,0\\r\\n26880,1089,27,Female,0,salaried,904,1,1908,144,557.95,557.95,2133.98,3649.93,0.2,0.2,0.2,0.2,557.95,557.95,1\\r\\n26881,3573,54,Female,0,self_employed,834,2,23,77,1798.12,1798.12,1679.42,2841.96,0.39,0.39,0.39,0.39,1798.12,1798.36,0\\r\\n26882,3478,68,Female,0,retired,834,2,40,77,1658.52,2249.04,2108.59,1191.39,0.37,0.37,1543.23,643.23,2011.89,2573.93,0\\r\\n26884,1831,51,Female,0,salaried,904,3,1943,30,4555.24,1698.1,2787,1201.61,0.43,2857.57,0.43,223.41,4555.24,1802.85,0\\r\\n26885,5318,43,Male,0,salaried,575,3,90,17,5841.48,303.58,1442.32,3363.67,2453.19,2913.64,1873.29,2935,1610.89,1205.26,0\\r\\n26886,2104,39,Female,0,self_employed,1096,3,1557,32,21324.57,5141.11,5999.54,1059.77,0.41,3021.56,16617.09,5993.27,14708.05,2894.46,0\\r\\n26887,2180,63,Female,0,self_employed,409,2,4139,13,1840.87,2261.69,2192.43,1897.98,1808.57,500.11,2214.84,0.11,2947.12,1869.07,0\\r\\n26888,2419,32,Female,0,self_employed,1096,2,622,11,1805.84,1905.03,2011.11,2187.91,595.01,298.31,626.36,1229.34,1735.59,2074.46,0\\r\\n26889,2694,90,Male,0,self_employed,15,3,306,39,7786.96,7786.96,7177.77,625.89,0.07,325.07,0.07,0.07,7786.96,7606.66,1\\r\\n26890,1052,30,Male,0,self_employed,1315,2,250,58,6430.91,6430.91,6308.02,5820.06,0.09,357.23,0.09,0.09,6430.91,6419.39,0\\r\\n26891,1340,27,Female,0,self_employed,,3,1801,39,7944.05,9002.26,7884.36,7513.45,0.7,3572.13,0.7,1407.11,8819.81,7708.8,0\\r\\n26893,592,31,Female,,self_employed,1181,1,186,76,2276.53,3355.49,3126.4,3523.7,0.66,0.66,811.22,314.89,2595.67,3362.69,0\\r\\n26894,970,44,Male,0,salaried,1294,3,2687,264,16812.18,17101.15,15520.59,11854.52,0.03,0.03,2356.58,3089.54,15619.5,15886.54,0\\r\\n26895,725,33,Female,0,self_employed,1219,3,2416,228,5891.39,5891.39,5891.39,5856.42,0.57,0.57,0.57,0.57,5891.39,5891.39,0\\r\\n26897,3054,38,Female,0,self_employed,1020,2,159,24,6289.2,1886.45,2248.03,5038.96,196.39,482.1,171.74,0.31,4391.08,1122.63,0\\r\\n26898,1922,28,Male,0,self_employed,1067,2,1342,4,7793.29,7150.44,7167.31,6725.04,729.11,0.54,171.97,0.54,7463.74,7030.62,0\\r\\n26899,1445,46,Male,0,salaried,1020,3,222,33,2820.91,3184.8,3044.53,3450.1,0.17,428.74,0.17,0.17,2948.87,2891.27,0\\r\\n26900,712,33,Female,0,salaried,1232,1,52,,604.76,177808.97,67053.56,375.78,0.13,0.13,177204.34,0.13,18936.23,177808.97,1\\r\\n26901,2985,36,Female,0,self_employed,1020,1,16,,848.91,848.91,2192.65,845.02,0.56,0.56,0.56,0.56,848.91,4879.31,1\\r\\n26902,5074,77,Male,0,retired,1020,2,159,6,3032.19,2527.94,4127.33,5225.11,1428.64,357.21,8640.5,0.07,3932.43,2514.48,0\\r\\n26903,4418,37,Female,0,self_employed,15,1,49,195,2225.05,2225.05,2225.05,2191.73,0.43,0.43,0.43,0.43,2225.05,2225.05,0\\r\\n26904,4368,50,Female,0,self_employed,409,2,249,32,521.55,4248.04,3236.6,6207.98,0.63,739.91,3377.5,0.63,1227.7,3552.21,1\\r\\n26905,4108,53,Male,0,self_employed,,3,37,30,3328.26,1593.78,1690.61,1538.66,0.34,4329.63,1290.01,750.26,3281.4,1050.92,0\\r\\n26906,950,29,Male,0,salaried,996,1,56,41,3713.12,6678.67,8979.36,1224.82,0.46,1429.03,2966.01,7429.03,4687.18,7996.65,1\\r\\n26907,1342,38,Male,0,salaried,1050,2,283,32,3599.04,3727.61,3272.5,2875.14,0.66,857.8,286.37,243.51,3722.19,3057.43,0\\r\\n26908,596,45,Female,0,self_employed,1589,3,147,27,1643.04,1882.87,2113.75,2562.03,1428.71,0.14,306.47,162.61,2323.83,1920.65,0\\r\\n26909,712,60,Female,0,self_employed,1020,1,419,83,22723.86,24438.14,23849.29,10007.61,0.14,0.14,0.14,0.14,22842.08,24438.14,0\\r\\n26910,945,40,Female,0,salaried,409,1,292,4,1227.09,345.41,1591.4,5698.15,2802.33,164.44,206.36,714.64,1267.34,839.97,0\\r\\n26912,327,29,Male,,self_employed,1004,3,2499,154,2418.96,2431.23,2430.52,2217.37,0.67,0.67,0.67,0.67,2428.69,2431.4,0\\r\\n26913,182,46,Male,0,salaried,1096,2,129,18,3870.45,3359.24,3400.52,1828.12,1093.37,1096.77,702.97,679.61,3927.66,3356.18,0\\r\\n26915,5757,90,Male,0,self_employed,656,1,340,,13840.24,13840.24,13840.24,13752.5,0.41,0.41,0.41,0.41,13840.24,13840.24,0\\r\\n26916,1726,37,Female,0,self_employed,1096,2,139,229,5673.93,5819.29,5865.88,6257.13,0.01,0.01,0.01,0.01,5724.05,5865.37,0\\r\\n26917,725,90,Male,0,self_employed,575,1,44,,12203.47,12203.47,12203.47,8277.7,0.41,0.41,0.41,0.41,12203.47,12203.47,0\\r\\n26918,1514,35,Male,0,self_employed,15,3,2480,3,1063.51,1041.65,1735.78,1278.53,32.96,0.1,0.1,1428.67,1034.82,1825.06,0\\r\\n26920,4050,64,Male,0,retired,1347,2,3260,60,1600.52,930.99,1670.78,1920.89,0.53,0.53,429.1,2054.81,933,1562.86,0\\r\\n26921,773,48,Female,,self_employed,,3,2714,18,4326.63,4441.73,4430.75,4413.57,29.13,0.56,143.41,0.56,4408.79,4441.73,0\\r\\n26922,2272,32,Male,2,salaried,1020,1,1265,39,47.12,328.88,1717.7,-1629.61,0.03,57285.74,1967.26,65169.68,89.97,5388.4,1\\r\\n26923,1116,40,Female,0,self_employed,617,2,1089,4,1701.2,858.34,1678.6,3176.85,843.47,0.61,0.61,1714.9,1003.66,1463.26,0\\r\\n26924,6383,42,Female,0,self_employed,1589,1,416,,5263.19,5263.19,5263.19,5229.52,0.6,0.6,0.6,0.6,5263.19,5263.19,1\\r\\n26925,1251,44,Female,0,self_employed,1020,1,84,,1607.95,1607.95,1607.95,1394.41,0.44,0.44,0.44,0.44,1607.95,1607.95,0\\r\\n26926,1382,45,Male,0,salaried,623,2,1293,24,10533,7548.52,9881.76,41967.63,19701.9,1683.33,4039.78,595.23,17930.1,6722.33,0\\r\\n26927,3146,58,Female,0,self_employed,1046,2,102,81,1741.57,1784.42,1783.28,1890.77,0.57,0.57,0.57,0.57,1741.57,1784.42,0\\r\\n26928,1610,42,Male,0,self_employed,579,3,192,11,8210.42,4958.8,5596.73,6660.6,7143.46,0.6,4000.6,0.6,5338.5,4958.8,0\\r\\n26929,4801,87,Female,0,self_employed,1020,2,163,,4646.6,4646.6,4646.6,4616.68,0.53,0.53,0.53,0.53,4646.6,4646.6,0\\r\\n26930,4289,57,Male,0,salaried,1096,2,582,28,2383.95,1402.83,5572.94,9257.91,17.19,71.97,89.53,12174.76,1127.69,3598.42,0\\r\\n26931,3605,55,Male,0,salaried,,2,256,0,5936.78,6079.7,5148.67,2218.95,1104.9,1313.89,358.07,0.07,5210,5173.73,0\\r\\n26932,4742,65,Male,2,salaried,334,2,10,19,4234.72,2541.97,3339.47,6095.82,407.23,0.09,268.35,489.37,4108.61,2661.48,0\\r\\n26933,2712,67,Male,2,self_employed,623,2,1043,87,24494.57,24994.28,25080.88,972.87,0.16,0.16,1028.44,171.3,24938.34,25021.65,1\\r\\n26934,2767,76,Female,0,self_employed,1582,2,857,241,1858.85,2144.57,2193.51,2765.99,0.41,0.41,286.13,143.27,1991.86,2204.48,0\\r\\n26935,4561,74,Male,0,self_employed,409,2,2076,17,2190.49,1810.79,2085.14,2946.02,413.96,559.69,21.6,918.92,2046.76,1961.72,0\\r\\n26936,1692,33,Male,0,salaried,146,2,1542,,10441.96,10441.96,10441.96,10373.27,0.5,0.5,0.5,0.5,10441.96,10441.96,0\\r\\n26937,4259,48,Male,3,self_employed,1589,2,275,22,1247.21,4705.03,4710.94,4672.2,1547.24,0.41,5007.15,0.41,4725.33,4705.03,1\\r\\n26938,978,10,Female,0,student,1020,3,322,322,1688.71,1688.71,1688.71,1678.03,0.04,0.04,0.04,0.04,1688.71,1688.71,0\\r\\n26939,4036,48,Female,0,self_employed,409,2,294,30,2269.69,3011.8,2865.71,2313.11,0.7,914.99,2380.99,1072.13,2426.35,2983.21,0\\r\\n26940,843,75,Male,0,retired,1547,2,1277,35,3425.31,3425.31,2915.76,1951.51,0.43,657.57,0.43,0.43,3425.31,2916.56,0\\r\\n26941,706,43,Female,,self_employed,1084,2,1028,52,6166.23,6323.47,6151.36,5733.73,0.1,214.39,157.34,0.1,6193.34,6254.34,0\\r\\n26942,652,35,Female,,self_employed,1310,3,2799,138,599.79,6314.07,6204.16,4984.3,0.7,0.7,5714.99,714.99,5131.81,6452.32,1\\r\\n26943,2929,47,Male,0,self_employed,1256,3,1454,61,1785.4,2747.67,2085.07,2066.74,0.67,0.67,962.94,574.23,2409.2,2754.34,0\\r\\n26944,3603,42,Male,4,self_employed,575,3,1717,12,6251.45,5749.66,5363.5,3878.65,857.16,1428.59,301.63,791.13,5862.77,5493.63,0\\r\\n26945,507,42,Male,0,self_employed,1020,3,425,,2522.11,2522.11,2522.11,2506.14,0.59,0.59,0.59,0.59,2522.11,2522.11,0\\r\\n26947,5017,63,Female,0,self_employed,1150,2,108,49,13695.8,13995.8,13795.45,6416.94,0.31,984.17,286.03,0.31,13881.02,13685.8,0\\r\\n26948,1369,35,Male,0,self_employed,354,3,2656,7,2805.34,1202.31,1431.4,555.64,1600.3,225.8,0.3,586.01,2673.41,1251.2,0\\r\\n26949,3033,48,Female,0,self_employed,162,2,304,77,119.48,190.91,2834.72,1725.8,0.59,0.59,0.59,11143.44,174.9,1181.69,1\\r\\n26950,1271,33,Male,0,self_employed,834,2,8,3,5288.02,1090.84,2338.48,2964.44,41010.39,77143.41,33955.24,77143.41,2448.49,2934.15,0\\r\\n26951,1890,43,Male,0,self_employed,1551,2,445,244,2260,2260,2482.73,3280.83,0.01,0.01,0.01,0.01,2260,2260,0\\r\\n26952,3074,62,Female,0,self_employed,578,2,219,133,5201.95,5201.95,5201.95,3727.77,0.11,0.11,0.11,0.11,5201.95,5201.95,0\\r\\n26953,1814,64,Male,0,salaried,1096,2,588,0,8591.77,8333.81,7784.59,7304.25,1218.73,2652.43,881.74,1070.68,7818.77,7647.2,0\\r\\n26954,1205,33,Female,0,self_employed,623,3,2705,95,1662.28,1962.28,2832.91,3318.76,0.57,0.57,300.57,1714.86,1910.56,2911.59,0\\r\\n26956,291,44,Female,,self_employed,574,2,3255,264,6827.79,6824.04,8165.81,11391.01,0.03,0.03,0.03,0.03,6827.4,6824.04,0\\r\\n26957,4823,41,Male,0,self_employed,834,2,28,3,1796.11,2737.23,3262.1,5399.56,2599.1,2174.51,3720.61,5131.19,1265.11,3105.24,0\\r\\n26958,3422,61,Male,2,self_employed,1589,2,429,7,1869.52,6181.42,5444.81,8335.48,20.67,1463.8,6946.97,2998.04,3539.96,5278.94,1\\r\\n26959,1275,58,Male,,salaried,997,3,2625,210,1612.96,1612.96,1612.96,1830.18,0.29,0.29,0.29,0.29,1612.96,1612.96,0\\r\\n26960,1622,40,Male,0,salaried,146,3,1298,0,3151.46,3493.25,4820.13,7653.78,1600.01,1638.39,2275.47,796.17,1828.45,3848.24,1\\r\\n26961,792,49,Female,0,self_employed,1020,1,16,54,22166.97,27063.75,30850.91,16657.72,0.26,500214.54,4897.04,771278.83,22842.38,39297.9,1\\r\\n26962,1423,52,Male,1,salaried,146,2,286,0,7253.01,6387.65,4577.55,2868.59,1732.79,1772.73,1714.57,257.43,5658.97,4916,0\\r\\n26963,1484,44,Male,0,self_employed,231,2,734,0,25265.11,8730.84,13903.78,9440.05,118393.1,79837.15,143379.56,129821.11,20699.72,16708.45,0\\r\\n26964,5457,72,Male,0,salaried,1020,2,84,25,11363.11,20922.03,19586.3,20139.38,343.17,11518.7,10946.24,28811.11,14967.16,21056.39,0\\r\\n26965,201,36,Male,,self_employed,637,2,224,77,2406.4,2419.6,2255.42,212.56,0.6,0.6,3.46,0.6,2407.65,2424.54,0\\r\\n26966,2552,12,Male,0,student,1020,2,442,,20013.46,20013.46,20013.46,19886.68,0.7,0.7,0.7,0.7,20013.46,20013.46,0\\r\\n26967,4420,53,Female,0,self_employed,1096,2,32,9,6331.29,1288.49,5512.09,4237.1,6499.49,6270.71,3923.31,28066.23,6134.53,2695.51,0\\r\\n26968,851,16,Female,0,student,,3,1378,11,1931.9,1789.04,1808.74,1739.76,143.04,0.19,0.19,0.19,1848.15,1789.04,0\\r\\n26969,2863,34,Female,0,salaried,1096,2,328,9,3998.64,3879.48,5959.35,7100.79,314.57,314.57,98.27,5911.41,3812.37,5966.17,0\\r\\n26970,1132,34,Male,0,self_employed,914,3,3883,3,19352.92,18752.53,18418.81,9663.79,314.3,0.01,382.1,677.94,19057.8,18399.19,1\\r\\n26971,4809,32,Female,0,self_employed,1169,1,188,202,1772.29,1772.29,1772.29,1759.2,0.33,0.33,0.33,0.33,1772.29,1772.29,0\\r\\n26973,1156,40,Female,0,self_employed,1224,3,1915,233,4942.04,4956.33,5062.65,5259.56,0.43,0.43,0.43,286.14,4950.41,4973.38,0\\r\\n26974,661,62,Male,0,retired,146,3,157,4,848.51,8783.48,4466.53,5286.09,539.66,4483.94,4362.54,280.4,2924.86,7072.11,1\\r\\n26975,2244,52,Female,0,self_employed,1096,2,1001,9,4738.78,4353.06,4397.75,3765.35,192.9,192.9,0.04,0.04,4599.12,4353.06,0\\r\\n26976,2063,36,Female,0,salaried,1020,1,967,51,2527.1,2527.1,2635.36,3006.74,0.23,120.1,0.23,0.23,2527.1,2749.62,0\\r\\n26977,1968,44,Male,0,salaried,146,3,1751,14,6593.47,7649.11,4657.53,2619.66,50.06,0.4,257.36,212.73,7098.95,5161.16,1\\r\\n26978,220,12,Male,,student,1096,2,292,195,4327.44,4239.96,4262.01,4278.09,0.44,0.44,0.44,0.44,4276.16,4247.79,0\\r\\n26979,2428,80,Female,0,self_employed,1020,2,143,42,1497.31,1495.49,1869.92,2984.15,0.64,1397.77,0.64,2922.93,1496.62,1065.53,0\\r\\n26980,5793,82,Male,0,self_employed,1232,2,39,3,3981.69,3671.17,2871.32,2175.02,3464.39,3947.67,3459.31,3844.51,2421.8,3097.15,0\\r\\n26981,4661,52,Male,2,salaried,1598,3,220,9,1657.3,1607.5,1555.7,1535.98,947.66,0.16,0.16,143.01,1630.72,1458.9,0\\r\\n26982,1967,41,Female,0,self_employed,1294,3,719,20,1905.17,2612.81,3052,3809.35,171.57,300.14,0.14,82.29,2143.64,3306.59,0\\r\\n26984,2483,90,Male,0,self_employed,1020,2,80,9,6033.72,237.16,5384.67,364.58,219917.53,0.1,149596.54,0.1,15392.88,465.3,1\\r\\n26986,3972,24,Male,0,self_employed,1020,1,114,5,163.86,748.15,6327.75,5772.31,11428.69,14140.47,12012.97,27842.54,919.28,7300.4,1\\r\\n26987,2236,58,Male,0,salaried,456,2,1071,6,3745.39,3558.06,3884.77,4387.95,571.96,0.53,571.96,571.96,3409.97,4233.39,0\\r\\n26988,2700,39,Male,2,salaried,491,2,707,12,5461.16,6027.4,6483.65,6306.06,648.57,0.27,1700.53,896.52,5813.52,6315.62,0\\r\\n26989,3202,45,Male,0,self_employed,235,2,733,19,2358.25,4186.82,3544.46,4371.88,246.33,774.61,2074.9,0.61,3067.41,4086.95,0\\r\\n26990,2654,58,Female,0,self_employed,7,2,1276,102,4993.34,4993.34,5202.25,5419.72,0.64,0.64,0.64,0.64,4993.34,4993.34,0\\r\\n26991,1094,51,Male,0,self_employed,592,3,1731,19,11116.03,45.23,2612.61,21.03,11429.23,0.66,0.66,0.66,7754.88,44.53,0\\r\\n26992,2243,41,Male,2,self_employed,698,2,231,38,1057.48,1057.48,1685.03,2492.32,0.23,1397.37,0.23,2143.09,1057.48,1511.77,0\\r\\n26993,982,21,Male,0,student,1180,3,1583,200,2044.19,2242.29,2249.93,2540.48,0.06,0.06,285.77,0.06,2200.71,2243.21,1\\r\\n26994,1529,36,Female,0,salaried,1096,3,391,77,2635.21,2485.61,2538.53,2399.33,0.5,0.5,0.5,179.07,2578.47,2593.5,0\\r\\n26995,190,58,Male,0,self_employed,531,2,153,0,5754.52,6457.81,5494.19,4350.67,3799.81,7346.67,5004.39,6397.67,3763.49,6462.27,0\\r\\n26996,808,43,Female,0,self_employed,926,2,2029,,4513.4,4333.63,4389.52,4350.79,0.49,0.49,0.49,0.49,4482.41,4335.94,0\\r\\n26997,4223,76,Male,0,retired,1096,3,329,125,6371.95,5901.02,5938.03,3275.39,0.11,0.11,0.11,65.24,6371.95,5946.92,0\\r\\n26998,1239,71,Male,0,retired,558,3,1353,0,65801.04,64765.73,69794.7,82820.1,1071.6,0.17,0.53,7143.39,64825.68,65687.41,0\\r\\n26999,1091,40,Female,0,salaried,1294,2,2834,299,1568.17,1568.17,1706.42,2898.59,0.39,0.39,0.39,0.39,1568.17,1568.17,0\\r\\n27000,4800,48,Male,1,self_employed,834,2,712,0,7783.87,2041.02,2528.14,2014.49,10786.03,614.61,7614.61,371.77,3978.95,1782.04,0\\r\\n27001,1158,22,Female,0,student,55,2,816,224,3017.04,3100.59,3195.45,3335.08,0.21,0.21,148.06,414.5,3050.37,3224.56,0\\r\\n27002,1637,29,Male,0,salaried,15,2,958,10,5128.85,6337.02,5954.56,8415.35,33.54,267.87,3353.69,380.19,5929.55,6024.01,1\\r\\n27003,1143,21,Male,0,student,1096,1,134,26,9691.01,9595.36,9872.06,10490.08,391.53,300.1,295.87,638.39,9844.99,9775.23,0\\r\\n27004,2925,61,Male,0,salaried,856,2,71,153,1287.42,1889.97,2929.46,1091.16,0.09,0.09,602.64,23192.94,1370.53,7229.78,1\\r\\n27005,3355,55,Male,0,salaried,334,3,24,256,1541.1,1541.1,1541.1,1552.95,0.03,0.03,0.03,0.03,1541.1,1541.1,0\\r\\n27006,1978,51,Male,2,self_employed,1020,2,1799,61,1855.51,3026.84,5341.92,17845.87,0.04,0.04,3271.37,1632.43,3512.69,5324.46,0\\r\\n27008,444,59,Female,,self_employed,61,3,3139,13,256.08,2827.5,2451.42,3002.38,2428.99,0.41,5000.41,0.41,1635.39,2827.5,1\\r\\n27009,4099,44,Male,1,self_employed,1020,2,419,27,775.2,10060.92,1918.36,2667.16,5000.44,9286.16,0.44,127.21,1440.23,3408.79,0\\r\\n27010,1492,52,Male,0,self_employed,407,3,1399,11,10265.38,10202.73,10846.96,15518.54,364.81,0.53,286.24,1443.39,10229.18,10722.31,0\\r\\n27011,3355,43,Male,3,self_employed,,2,577,53,7379.2,11374.91,13817.52,28957.21,0.67,4286.39,3996.39,8730.67,7934.81,12786.82,1\\r\\n27012,2576,63,Male,0,self_employed,1477,3,415,19,3430.74,2884.43,2626.75,339.53,572.13,286.41,143.56,1440.79,3295.88,3155.44,0\\r\\n27013,910,17,Female,0,student,1020,3,114,74,991.31,2562.74,2293.51,936.3,0.13,0.13,1571.56,428.7,1740.08,2811.59,1\\r\\n27014,733,13,Male,0,student,572,3,2704,9,2059.04,1895.17,1923.67,1933.4,178.74,0.59,0.59,0.59,1950.7,1903.01,0\\r\\n27015,1233,47,Male,0,self_employed,1110,3,2007,54,5793.77,5793.77,5117.89,4789.29,0.27,1428.84,0.27,0.27,5793.77,5563.36,0\\r\\n27016,1768,33,Male,2,self_employed,1598,2,1087,103,3069.62,3294.61,3298.11,3534.86,0.56,0.56,225.55,177.08,3102.2,3313.77,0\\r\\n27017,2789,42,Male,2,salaried,15,2,48,4,8449.09,2257.06,4591.55,3808.23,35755.99,2611.93,28857.64,3043.36,7139.03,3165.2,0\\r\\n27018,2778,68,Male,0,retired,1096,3,1360,67,1032.97,852.72,1666.9,1646.34,0.16,0.16,0.16,1428.73,939.74,1781.29,0\\r\\n27019,5542,57,Female,0,salaried,9,1,884,53,31771.12,32068,31944.14,29991.99,0.13,714.41,0.13,172.3,31857.49,32064.78,0\\r\\n27020,1854,18,Female,0,student,1232,1,359,,2668.58,2668.58,2668.58,2607.79,0.37,0.37,0.37,0.37,2668.58,2668.58,0\\r\\n27021,2881,72,Male,0,retired,146,2,361,60,749.8,749.8,1668.41,1231.55,0.29,0.29,0.29,314.77,749.8,2929.68,1\\r\\n27022,2214,71,Male,0,retired,449,3,1710,262,1570.36,1784.64,1725.53,2601.14,0.31,0.31,214.6,0.31,1607.3,1784.64,0\\r\\n27023,2124,43,Female,0,self_employed,575,2,558,18,1214.23,1621.48,2007.36,2054.92,270.09,270.09,1433.9,1602.5,1855.11,2146.06,0\\r\\n27024,566,66,Female,0,salaried,531,2,422,27,2385.69,1671.4,1893.07,1383.55,714.71,0.43,0.43,0.43,2336.42,1671.4,0\\r\\n27026,516,32,Female,,self_employed,15,1,971,55,3360.73,3389.3,3413.71,2789.5,0.3,357.44,0.3,261.73,3374.52,3600.68,0\\r\\n27027,782,23,Female,0,self_employed,1096,2,32,17,1382.35,2441.62,1975.4,856.63,2.36,0.07,796.51,641.65,1722.99,2648.94,0\\r\\n27028,321,28,Male,0,self_employed,,3,2864,48,1946.69,2008.4,1928.85,1284.28,0.04,500.04,47.47,8.03,1979.93,1931.29,0\\r\\n27029,788,6,Male,,student,146,2,312,,1765.48,1694.05,1684.62,1462.61,0.66,0.66,0.66,0.66,1755.62,1684.83,0\\r\\n27030,1745,63,Male,0,salaried,851,3,864,3,1656.96,1838.18,1783.96,2554.42,176.24,176.39,357.47,0.33,1703.68,1718.72,0\\r\\n27031,4259,53,Female,0,self_employed,1020,1,542,6,33889.61,17470.07,26951.87,24395.22,17141.54,0.57,429.14,8547.4,28188.24,23529.34,0\\r\\n27032,3345,62,Female,0,self_employed,834,3,2697,129,3583.65,3583.65,3827.12,3915.99,0.43,0.43,0.43,0.43,3583.65,3902.38,0\\r\\n27033,4224,48,Female,0,self_employed,514,2,587,7,1372.59,1188.74,1535.94,2557.01,178.87,233.3,0.3,1428.87,1245.12,1100.27,0\\r\\n27034,2664,54,Female,0,self_employed,1020,2,322,119,998.69,1862.83,2123.42,1002.93,0.53,0.53,864.67,605.01,1713.84,2189.1,1\\r\\n27035,4137,57,Female,0,self_employed,1096,2,249,266,3599.32,3599.32,3599.32,3629.36,0.46,0.46,0.46,0.46,3599.32,3599.32,0\\r\\n27036,1455,27,Male,0,salaried,1096,2,272,60,3554.47,3644.51,3375.06,2290.42,0.5,0.5,19.11,0.5,3564.74,3644.51,0\\r\\n27037,5224,37,Male,0,self_employed,1096,2,132,36,981.86,493.8,2294.14,3447.57,0.41,1297.19,2599.04,3588.49,2225.56,1631.87,0\\r\\n27038,4573,46,Male,0,self_employed,1589,2,33,3,107126.88,442.22,5345.96,431.47,106684.73,0.07,0.07,0.07,15157.35,442.22,1\\r\\n27039,5830,52,Female,0,self_employed,334,2,17,14,1041.95,85.19,3740.13,8942.93,2286.09,29.87,1571.8,2857.51,1036.42,1228.22,0\\r\\n27040,1828,45,Male,2,salaried,146,3,1037,4,2279.87,1611.3,2355.03,4442.35,3039.53,0.79,1649.59,790.05,2240.43,1866.68,0\\r\\n27042,1308,24,Male,0,self_employed,1020,3,1579,13,1875.29,1867.99,2059.4,2098.6,113.5,1352.07,50.48,1334.26,1870.86,2466.12,0\\r\\n27043,2165,12,Male,0,student,1232,2,1578,111,5893.51,5893.51,5893.51,5540.79,0.09,0.09,0.09,0.09,5893.51,5893.51,0\\r\\n27045,823,60,Male,1,salaried,201,3,913,20,3963.08,3320.22,3451.05,2792.35,642.94,0.09,0.09,0.09,3785.74,3402.78,0\\r\\n27046,4086,48,Male,0,self_employed,1004,3,307,11,2730.84,2726.12,2671.03,1554.95,614.4,0.11,609.69,0.11,2749.09,2726.12,0\\r\\n27047,2621,35,Female,0,self_employed,334,3,1858,28,1890.92,1574.8,3023.4,1766.22,214.3,0.01,145.94,2718.99,1730.45,3364.82,0\\r\\n27048,6600,58,Male,0,salaried,1020,2,19,23,1660.37,1161.06,1816.49,2170.9,473.32,2180.53,2372.43,2386.44,1418.73,1772.65,0\\r\\n27049,450,44,Male,0,self_employed,904,2,1267,101,861.53,2290.1,2110.61,1775.42,0.11,0.11,1428.69,0.11,1896.01,2222.27,1\\r\\n27050,318,90,,,self_employed,806,2,381,153,5833.81,5833.81,5833.81,5613.21,0.44,0.44,0.44,0.44,5833.81,5833.81,0\\r\\n27051,3552,48,Female,0,self_employed,623,2,365,115,28537.34,28537.34,28150.43,20755.69,0.09,0.09,0.09,0.09,28537.34,28537.34,0\\r\\n27052,792,25,Female,0,salaried,334,3,1305,33,2466.21,2466.21,2639.35,3267.67,0.26,3000.26,0.26,3357.4,2466.21,2665.34,0\\r\\n27053,5970,74,Female,0,retired,1388,2,42,238,3421.19,3744.23,3645.69,3718.47,0.36,0.36,0.36,0.36,3458.78,3739.4,0\\r\\n27054,773,44,Male,0,self_employed,1135,2,1287,19,11124.04,10600.35,7166.32,2004.01,739.51,481.29,207.31,0.23,10876.75,7908.97,0\\r\\n27055,1580,33,Female,0,self_employed,146,2,361,17,15473.23,13973.57,13420.17,12512.57,785.77,0.06,11.96,15.54,14437.91,13215.76,0\\r\\n27056,1226,53,Female,0,self_employed,1546,3,58,,1634.9,1634.9,1680.07,1771.42,0.17,0.17,0.17,100.17,1634.9,1670.39,0\\r\\n27057,4937,90,Female,0,self_employed,1111,3,1223,2,3587.48,3574.9,3739.38,3762.03,373.36,357.63,0.49,0.49,3797.88,3683.68,0\\r\\n27058,921,50,Female,0,self_employed,,3,2339,21,5540.1,5325.82,5338.38,3447.87,214.67,521.81,0.39,593.23,5488.38,5380.88,0\\r\\n27059,4324,68,Male,0,self_employed,,2,1913,21,3542.47,4042.47,4065.14,907.63,21643.2,1786.06,22143.2,1857.49,4953.8,3837.4,0\\r\\n27060,1944,52,Female,0,self_employed,334,3,1862,11,3643.15,1460.75,8971.3,1168.5,11428.71,0.14,498.53,385.37,24064.96,1622.3,0\\r\\n27061,2346,54,Female,0,self_employed,853,2,648,,4924.84,4834.95,4787.5,4508.15,0.34,0.34,0.34,0.34,4875.25,4785.66,0\\r\\n27062,767,54,Female,,self_employed,334,2,4,154,1750.31,1834.3,1813.83,1427.93,0.39,0.39,84.37,0.39,1772.9,1834.3,1\\r\\n27063,3334,72,Male,0,self_employed,1258,2,152,97,652.52,652.52,3620.11,2371.2,0.56,0.56,0.56,0.56,652.52,652.52,1\\r\\n27064,1238,44,Female,0,self_employed,449,3,1710,,2194.73,2194.73,2194.73,2180.83,0.36,0.36,0.36,0.36,2194.73,2194.73,0\\r\\n27065,2653,32,Female,0,self_employed,334,2,676,7,232.19,44.32,1940.46,1065.26,104.14,32.58,5207.91,5157.62,1459.55,2361.25,1\\r\\n27066,1255,55,Male,0,self_employed,1141,3,1845,,1954.08,1954.08,1954.08,1941.65,0.47,0.47,0.47,0.47,1954.08,1954.08,0\\r\\n27067,4391,47,Male,0,self_employed,578,3,264,116,5061.16,5058.27,5056.67,4570.78,0.19,0.19,0.19,0.19,5059.37,5057.35,0\\r\\n27068,244,74,Male,,retired,469,2,175,194,2482.45,9623.48,8556.14,9606.01,0.04,0.04,7142.9,0.04,6422.2,9623.48,1\\r\\n27069,2146,39,Female,0,self_employed,146,2,92,,4144.93,4144.93,4144.93,4118.67,0.34,0.34,0.34,0.34,4144.93,4144.93,0\\r\\n27070,434,20,Female,,self_employed,1271,2,101,52,1546.25,1546.25,1468.42,1382.85,0.17,247.87,0.17,0.17,1546.25,1490.32,0\\r\\n27071,1171,62,Male,0,self_employed,409,2,247,115,11409.47,11409.47,11409.62,9364.08,0.57,0.57,0.57,0.57,11409.47,11409.52,0\\r\\n27072,1718,41,Male,2,self_employed,1062,2,1787,0,9649.7,10231.47,12113.79,17692.15,5796.57,3071.93,5570.47,6349.01,8120.88,12920.44,0\\r\\n27073,5172,66,Male,0,salaried,782,3,1494,76,336,1651.52,1583.46,1197.25,0.59,0.59,1572.01,357.73,1164.25,1731.56,0\\r\\n27074,1186,38,Female,,self_employed,1534,3,1492,259,5117.87,5117.87,5107.49,5035.1,0.51,0.51,0.51,0.51,5117.87,5117.87,0\\r\\n27075,3205,58,Male,0,salaried,1361,2,813,181,1943.76,2086.62,2084.98,2082.92,0.16,0.16,285.87,0.16,2081.69,2086.62,0\\r\\n27076,222,74,Female,0,,334,3,1097,46,6348.38,6348.38,4964.16,1936.39,0.3,3.63,0.3,544.21,6348.38,6112.75,0\\r\\n27078,383,49,Male,0,salaried,1047,3,1738,17,14758.44,14758.03,17929.96,14767.16,27.74,286.39,29.33,7143.53,14749.59,17387.53,0\\r\\n27080,5348,24,Female,0,student,834,2,3884,28,2260.81,1940.76,2218.33,2762.19,904.08,0.24,446.42,8.74,2484.6,1659.26,0\\r\\n27081,3280,71,Female,0,self_employed,1020,2,13,52,3569.31,3574.22,3535.38,3342.52,0.61,93.67,0.61,0.61,3573.54,3551.44,0\\r\\n27082,533,29,Male,,self_employed,409,2,585,,2979.07,2979.07,2979.07,2960.2,0.33,0.33,0.33,0.33,2979.07,2979.07,0\\r\\n27083,1382,69,Male,0,retired,630,3,2487,,2407.24,2404.77,2855.5,3131.21,0.5,0.5,0.5,714.79,2405.19,3047.92,0\\r\\n27084,923,30,Male,0,self_employed,492,2,1414,83,4429.28,5315,5957.57,368.38,0.16,0.16,885.87,2263.56,4837.16,7056.21,1\\r\\n27085,2887,76,Male,0,retired,649,2,644,,621.55,621.55,1512.48,3456.66,0.56,0.56,0.56,0.56,621.55,621.55,1\\r\\n27086,3228,44,Female,0,salaried,517,2,1455,90,3615.07,3609.41,5780.18,5746.26,0.27,0.27,0.27,4285.99,3614.29,5911.36,0\\r\\n27087,854,58,Male,0,salaried,,2,3357,13,2926.5,2197.93,3306.69,4902.73,785.9,0.19,0.19,2864.47,2543.74,2316.99,0\\r\\n27088,4129,35,Female,0,self_employed,1020,2,2001,19,5816.51,5824.77,5832.5,5967.1,143.56,0.7,204.06,236.5,5893.88,5882.39,0\\r\\n27089,1349,26,Male,0,self_employed,1096,1,248,27,750.78,1479.79,1597.76,2498.44,357.16,357.16,1152,1082.4,909.4,1754.97,0\\r\\n27090,2576,61,Male,0,self_employed,318,1,873,23,13851.04,13798.87,14017.01,13776.51,3428.59,0.01,3376.41,244.71,13946.16,13910.36,0\\r\\n27091,2884,60,Male,2,self_employed,1020,3,227,26,3733.28,4037.14,4040.64,4790.96,29.23,0.23,333.09,333.09,3776.19,4067.51,0\\r\\n27092,1314,52,Male,2,salaried,550,3,1901,5,1051.12,3455.13,1526.88,364.43,1643.19,1778.9,6481.7,553.13,2586.03,1269.73,1\\r\\n27094,2274,66,Male,0,self_employed,1494,2,1249,19,197.79,22.79,1688.92,479.34,354.2,354.2,0.63,10043.49,205.05,247.49,1\\r\\n27095,1647,90,,0,self_employed,1300,2,2327,,5677.04,5677.04,5677.04,16534.9,0.19,0.19,0.19,0.19,5677.04,5677.04,0\\r\\n27096,1749,26,Male,0,self_employed,409,3,457,105,6743.03,6171.6,6483.67,6524.9,0.16,0.16,0.16,1285.87,6289.83,5943.49,0\\r\\n27097,1595,50,Male,0,salaried,941,3,2318,0,4052.41,3881.34,3408.09,1882.59,3095.73,3114.94,2071.8,1949.08,3358.69,2087.51,0\\r\\n27098,1718,30,Male,0,salaried,1232,3,1578,5,1516.86,3300.54,1456.11,2206.83,0.81,0.81,70.07,261.86,2090.56,1488.57,0\\r\\n27099,1250,21,Female,0,student,1084,2,540,7,7998.21,7741.07,7764.71,7387.67,257.2,0.06,0.06,0.06,7812,7741.07,0\\r\\n27100,1081,32,Male,0,self_employed,517,3,420,4,18053.76,16856.22,15869.52,11295.29,1214.6,1286.03,157.6,12.46,17099.04,16131.74,0\\r\\n27101,187,31,Female,,self_employed,1439,2,74,87,1499.47,1852.33,1866.95,338.5,0.6,0.6,356.31,630.6,1661.49,2019.31,0\\r\\n27102,1149,81,Female,0,retired,1020,1,501,,4732.4,4745.25,5469.77,9511.65,0.13,0.13,142.99,4714.41,4739.09,4745.25,0\\r\\n27103,3266,48,Female,0,self_employed,575,1,2549,14,0.51,12.31,4125.73,3624.44,694.67,15314.67,11692.24,66258.29,5824.09,4038.61,0\\r\\n27104,3350,51,Male,0,self_employed,1382,3,629,12,3468.68,3213.49,2854.2,2236.73,360.36,2293.81,5.17,2467.9,3301.33,2480.26,0\\r\\n27105,612,23,Male,0,self_employed,656,2,2764,209,11693.93,11693.93,11958.14,12616.62,0.47,0.47,0.47,429.04,11693.93,11763.06,0\\r\\n27106,3887,33,Male,0,self_employed,11,1,121,34,2397.38,26544.51,16779.35,14448.74,0.47,19435.66,52857.61,15.42,28917.18,13610.21,1\\r\\n27107,1444,40,Female,0,self_employed,409,1,2093,143,2483.01,2483.01,2695.68,4117.12,0.49,0.49,0.49,451.91,2483.01,2534.2,0\\r\\n27108,3136,45,Female,2,salaried,1232,2,185,227,3067.08,3111.23,3203.46,3752.55,0.3,0.3,71.73,171.73,3081.07,3204.28,0\\r\\n27109,4174,61,Male,0,self_employed,637,2,224,58,4412.79,4638.64,4667.97,5021.77,0.7,5786.41,212.27,4445.13,4583.77,5164.08,0\\r\\n27110,1459,52,Male,2,self_employed,15,2,1229,59,56680.6,56680.6,49205.07,614.21,0.4,3214.69,0.4,17.57,56680.6,56680.6,0\\r\\n27111,1612,39,Female,0,self_employed,409,2,457,331,1585.29,1585.29,1606.48,1662.46,0.29,0.29,0.29,0.29,1585.29,1585.29,0\\r\\n27112,4693,90,Male,0,company,1096,2,32,,4152.69,4152.69,4152.69,4125.49,0.66,0.66,0.66,0.66,4152.69,4152.69,0\\r\\n27113,647,20,Female,0,student,333,2,464,,4561.17,4561.17,4561.17,4532.28,0.49,0.49,0.49,0.49,4561.17,4561.17,0\\r\\n27114,4290,45,Male,2,self_employed,1597,3,170,7,11056.21,695.75,3640.55,95.1,50000.24,0.24,39557.39,3114.53,7521.39,2226.17,0\\r\\n27115,560,59,Male,1,salaried,904,2,1894,117,2533.21,2747.49,2851.23,3195.96,0.59,0.59,214.87,286.3,2607.1,2853.48,0\\r\\n27116,1239,27,Male,0,self_employed,334,2,1237,0,2128.62,682.85,1702.1,2464.95,13920.38,688,12474.12,810.35,2594.23,1032.09,0\\r\\n27117,2418,45,Female,0,self_employed,1494,1,67,344,12748.49,13102,13039.47,13233.16,0.03,0.03,0.03,0.03,12914.41,13102,0\\r\\n27118,230,25,Male,,self_employed,1412,3,4232,38,2700.83,2757.97,2674.53,3822.41,0.19,1000.19,0.19,1001.61,2716.59,2474.63,0\\r\\n27119,4508,69,Female,0,self_employed,834,1,22,86,1380.09,1489.27,1444.51,853.06,0.6,0.6,115.6,86.31,1390.94,1505.86,0\\r\\n27120,4864,14,Female,0,self_employed,1020,1,16,21,2730.33,2658.9,2668.33,2581.01,142.96,142.96,0.1,0.1,2740.18,2668.12,1\\r\\n27121,1480,35,Female,2,self_employed,169,3,147,24,801.25,3093.52,3694.95,7180.18,13530.06,21607.8,29988.03,23988.69,1026.44,4395.83,0\\r\\n27122,2804,71,Male,0,self_employed,179,3,641,35,1792.91,1792.91,2005.66,2094.34,0.63,43.49,0.63,429.2,1792.91,2091.52,0\\r\\n27123,746,47,Male,0,salaried,334,2,1869,0,5721.62,8058.87,6503.01,3858,1355.16,2426.99,7085.62,1098.91,6863.01,6674.5,0\\r\\n27124,3013,43,Male,0,self_employed,1344,2,749,,2258.42,2272.7,2283.08,2310.88,0.47,0.47,0.47,0.47,2269.26,2282.84,0\\r\\n27125,1690,35,Female,0,self_employed,318,3,1354,20,2666.58,939.16,2276.19,2854.04,2857.3,2143.01,952.96,3516.6,2637.71,1752.79,0\\r\\n27126,3296,48,Female,0,self_employed,409,1,935,5,878.29,456.53,7233.84,1695.53,428.53,1168.12,8.99,2953.83,686.05,859.76,1\\r\\n27127,2726,52,Female,0,salaried,1258,3,3692,86,3803.16,3812.62,3780.81,4682.65,0.34,0.34,9.64,0.34,3809.36,3812.62,0\\r\\n27128,1798,72,Male,0,retired,15,1,299,19,3309.73,2328,2310.22,3605.53,1324.8,18109.4,343.07,17618.41,3034.61,1933.03,0\\r\\n27129,2927,43,Female,0,self_employed,1254,3,25,,2792.05,2792.05,2589.51,1825.84,0.64,0.64,0.64,0.64,2792.05,2792.21,0\\r\\n27130,219,14,Female,,student,1597,3,737,122,1455.64,1455.64,1476.77,833.46,0.16,0.16,0.16,0.16,1460.56,1460.24,0\\r\\n27131,5050,46,Male,0,salaried,1096,2,27,9,3090.41,1650.16,1456.72,3855.91,2199.9,0.19,759.64,333.52,1594.05,1749.85,0\\r\\n27132,3307,45,Male,4,salaried,334,2,24,9,617.74,737.65,1530.63,3523.37,2165.56,851.6,351.99,672.09,1685.45,1254.24,0\\r\\n27133,543,31,Male,,salaried,207,2,2296,14,1080.42,4298.35,3755.96,4321.31,4000.43,0.43,7289.79,8.91,2651.85,4302.63,1\\r\\n27134,6591,48,Male,0,self_employed,834,1,18,4,13202.85,20399.21,12875.97,7714.12,3429.2,15565.99,2857.77,84.58,15842.87,15300.46,0\\r\\n27135,4508,85,Male,0,retired,1262,1,26,3,2729.76,4575.92,3254.73,5089.63,0.8,1920.97,0.57,572,2793.04,3430.35,0\\r\\n27136,1208,38,Male,,self_employed,408,3,2727,149,9860.02,9860.02,12994.09,20655.89,0.47,0.47,0.47,0.47,9860.02,9860.02,0\\r\\n27137,1875,90,,0,self_employed,904,2,1905,6,3159.17,1466.31,2285.79,1085.61,37407.54,0.4,35714.69,0.4,3797.1,1466.31,0\\r\\n27138,3682,34,Male,0,self_employed,1135,3,1233,14,3717.17,3109.53,3896.69,6894.73,1286.01,0.3,706.79,1087.25,3301.24,3680.63,0\\r\\n27139,878,39,Male,0,self_employed,575,2,3520,67,1691.84,1727.51,1540.61,783.75,0.61,0.61,0.61,0.61,1696.76,1727.51,0\\r\\n27141,716,44,Female,2,self_employed,1111,2,1351,224,1842.84,2160.31,2586.58,5046.26,0.4,0.4,317.87,1354.97,1869.63,2315.52,0\\r\\n27142,232,32,Female,0,salaried,1525,3,2504,37,8230.48,4319.78,3918.82,985.95,0.7,67.29,940.69,1148.71,5991.27,3621.92,0\\r\\n27143,5431,78,Male,1,self_employed,1232,2,104,54,1722.24,4930.78,7117.33,9080.36,0.54,126.26,1550.11,812,4588.1,6627.58,0\\r\\n27144,2971,44,Female,0,self_employed,1020,3,406,13,570.92,4853.75,5290.2,807.8,20055.34,32752.83,23357.5,14171.79,8483.64,4620.57,1\\r\\n27145,1407,57,Male,0,self_employed,763,2,1584,98,84918.91,84976.05,85011.86,85217.12,0.59,0.59,29.16,0.59,84949.94,84980.93,0\\r\\n27146,2044,66,Female,0,retired,,2,323,7,2872.26,2854.41,2820.68,2876.22,36.14,0.43,0.43,0.43,2859.33,2845.1,1\\r\\n27147,2220,54,Male,0,salaried,1096,3,273,14,8016.13,842.42,2367.16,837.11,7129.21,0.64,2500.64,0.64,5416.63,842.42,0\\r\\n27148,390,90,,,self_employed,1096,1,139,0,28773.84,18241.25,30221.38,35367.8,15436.49,49600.66,4486.57,70235.01,22793.44,34657.96,0\\r\\n27149,1210,46,Female,3,self_employed,409,2,27,236,1428.73,1756.49,2433.67,1745.9,0.16,0.16,0.16,0.16,3788.03,1756.49,1\\r\\n27151,1349,41,Female,1,self_employed,334,3,10,14,850.32,1467.28,1645.18,2963.29,1357.46,2720.17,1602.76,2258.21,876.6,1512.78,0\\r\\n27152,2848,35,Male,0,self_employed,1494,3,251,41,2248.96,2294.99,2386.6,2109.76,0.61,43.32,46.65,125.98,2265.33,2351.36,0\\r\\n27154,471,9,Female,0,student,1020,2,47,,2536.54,2536.54,2536.54,2281.89,0.5,0.5,0.5,0.5,2536.54,2536.54,0\\r\\n27155,6214,62,Male,0,salaried,1096,2,1719,20,1342.67,3746.76,3679.29,2625.95,14755.87,160438.66,34541.57,159951.33,4932.68,3312.46,0\\r\\n27156,1928,47,Female,0,self_employed,575,1,280,90,1862.71,1862.71,2257.18,6253.26,0.14,0.14,0.14,1714.43,1862.71,1286.67,0\\r\\n27157,525,2,Female,,student,1020,2,159,292,8365.66,8051.38,8340.53,8690.01,0.53,0.53,43.39,101.76,8128.22,7855.06,0\\r\\n27158,3945,34,Female,0,self_employed,575,1,90,10,1550.74,1221,1917.27,2023.21,401.66,10401.66,0.49,11022.44,1339.63,2680.57,1\\r\\n27159,1926,53,Female,0,self_employed,575,1,90,109,15280.69,15115.95,15128.9,8091.28,0.54,0.54,0.54,243.23,15144.35,15191.95,0\\r\\n27160,2071,37,Male,2,salaried,1096,2,679,0,8543.2,27.69,2324.17,462.44,23972.04,0.4,22504.42,12105.47,1386.83,208.05,0\\r\\n27161,6415,47,Male,2,salaried,1020,1,19,4,5093.32,21165.31,13503.03,9953.38,1.1,14131.16,13856.69,292.94,11282.02,16480.96,0\\r\\n27162,3190,90,Male,0,self_employed,162,1,329,3,21245.84,91.57,3074.98,245.96,21154.49,143.07,0.21,357.36,8636.25,282.82,0\\r\\n27163,3206,39,Female,0,self_employed,1232,2,825,297,5071.34,5071.34,5072.03,5044.68,0.24,0.24,0.24,0.24,5071.34,5071.34,0\\r\\n27164,989,26,Male,0,self_employed,189,2,2730,164,3522.43,3586.12,3760.54,4738.79,0.09,0.09,63.77,31.33,3563.63,3600.5,0\\r\\n27165,5005,60,Male,2,self_employed,388,2,130,12,7394.96,3622.71,5637.75,5159.64,5571.74,2151.1,1369.56,3396.83,6314.13,5407.78,0\\r\\n27166,4641,41,Female,1,self_employed,1525,1,146,25,7412.67,7408.48,7136.67,6902.46,4.29,8.49,0.1,0.1,7412.24,7035.2,0\\r\\n27167,1014,63,Male,,self_employed,996,2,343,,20895.83,20967.26,20956.58,21081.84,0.63,0.63,72.06,0.63,20935.24,20967.26,1\\r\\n27168,1486,10,Male,0,student,146,2,1754,,4643.54,4214.97,3330.26,2895.7,0.69,0.69,0.69,0.69,4540.09,2869.35,0\\r\\n27169,504,71,Male,,retired,623,3,3777,140,2137.56,2137.56,2137.56,1475.18,0.27,0.27,0.27,0.27,2137.56,2137.56,0\\r\\n27170,1452,61,Male,0,self_employed,1020,3,240,102,5873.7,5871.88,5871.46,4891.24,0.31,0.31,0.31,0.31,5872.63,5871.88,0\\r\\n27171,2074,90,Male,0,self_employed,279,2,948,35,19153.64,19296.5,13477.74,3636.61,0.41,8635.87,143.27,0.41,19271.87,12266.33,1\\r\\n27172,1036,28,Male,0,self_employed,834,2,2666,28,3145.94,2680.36,4502.66,8001.45,757.47,2000.33,323.31,5714.61,3240.92,4204.78,0\\r\\n27173,598,65,Male,0,self_employed,834,1,40,,1499.9,1499.9,1499.9,1490.4,0.59,0.59,0.59,0.59,1499.9,1499.9,0\\r\\n27174,1855,45,Male,0,self_employed,618,3,1037,10,2774.64,3211.95,2947.96,1866.52,685.73,1428.59,0.01,1014.3,2619.07,3049.07,0\\r\\n27175,1017,32,Female,0,student,334,1,17,7,10135.99,9788.85,9107.6,7404.45,347.29,961.86,0.14,0.14,9884.61,8982.25,0\\r\\n27176,3010,61,Female,0,self_employed,1096,3,292,17,3502.1,2973.53,3690.25,3758.51,528.81,214.53,0.24,1394.56,3399.14,3547.82,0\\r\\n27177,1931,38,Male,0,self_employed,834,2,277,98,11123.43,14016.25,15268.75,19036,0.67,0.67,3293.49,2832.1,11783.27,14693.9,1\\r\\n27178,396,48,Male,0,self_employed,578,2,2916,44,3312.56,6598.27,6035.71,7929.78,0.3,7500.3,3428.87,6071.73,4689.4,5741.13,0\\r\\n27179,560,32,Male,0,self_employed,65,2,2415,47,2694.27,2431.86,1949.15,195.13,0.26,899.33,206.41,578.83,2720.49,1918.62,0\\r\\n27180,1393,36,Female,0,self_employed,1258,2,769,23,2688.42,2748.09,2741.45,1691.2,1.43,0.37,61.1,47.19,2723.42,2778.53,0\\r\\n27181,801,23,Male,0,self_employed,1467,2,191,26,1917.97,2749.38,1437.58,169.88,2.1,2151.45,438.51,172.96,2252.06,1870.38,1\\r\\n27183,2077,38,Male,1,self_employed,1020,3,1574,101,1743.49,1667.19,2470.85,2085.57,0.14,0.14,3424.12,3280.73,2642.16,2084.76,0\\r\\n27184,981,54,Male,0,self_employed,61,2,856,21,11353.84,5653.84,7316.26,6008.74,5714.81,0.53,0.53,0.53,9976.5,5893.54,0\\r\\n27185,897,59,Female,0,self_employed,557,2,721,23,9494.48,8780.2,5935.77,832.08,714.8,7857.66,0.51,0.51,9371.33,7512.92,0\\r\\n27186,1052,27,Male,0,self_employed,909,3,1398,5,9336.74,7897.27,7018.96,4788.99,1614.97,572.11,896.93,1670.33,8960.46,7808.16,0\\r\\n27187,625,13,Female,,student,617,3,1362,45,4508.73,4508.73,3833.61,840.03,0.29,1214.57,0.29,0.29,4508.73,4163.11,0\\r\\n27188,1211,56,Female,0,self_employed,623,2,1021,,3071.04,3071.04,3071.04,3052.46,0.19,0.19,0.19,0.19,3071.04,3071.04,0\\r\\n27189,1913,32,Female,0,self_employed,235,3,733,18,1019.53,4166.15,2914.45,2629.42,1871.89,1428.94,3571.8,0.37,2898.37,3042.87,1\\r\\n27190,234,54,Male,0,self_employed,102,2,113,0,9159.1,11193.36,8258.39,2217.22,4488.51,20043.29,394,6040.76,10748.77,11814.34,0\\r\\n27191,5158,85,Female,0,self_employed,1020,2,47,,8014.4,8014.4,8014.4,7963.62,0.07,0.07,0.07,0.07,8014.4,8014.4,0\\r\\n27192,498,39,Male,,self_employed,1154,3,2129,30,16485.77,19342.92,17501.72,17178.3,0.57,1429.14,2857.71,0.57,16584.29,18006.51,0\\r\\n27193,5001,43,Female,0,salaried,1084,1,540,24,2132.5,2607.4,6925.08,9277.2,1663.3,1663.3,2143.03,0.17,3059.3,2272.64,0\\r\\n27194,2190,44,Male,2,self_employed,1494,3,1705,4,46.67,2681.66,1546.61,1286.51,707.33,2114.47,714.47,285.9,2243.43,1369.27,0\\r\\n27195,3427,73,Male,0,retired,1020,2,118,5,4397.93,4380.92,5204.82,12473.34,14.5,0.21,889.73,3003.46,4000.77,5190.45,0\\r\\n27196,564,34,Male,,salaried,1020,2,3200,23,1986.81,1666.03,1673.46,879.47,88.66,0.17,17.88,0.17,1965.98,1649.9,0\\r\\n27197,894,37,Female,0,self_employed,623,3,1998,25,180.87,66.72,1517.63,186.02,357.7,0.56,243.56,765.89,234.08,316.24,1\\r\\n27198,3043,32,Male,0,self_employed,834,3,752,12,3618.91,6604.76,4878.94,4230.88,4214.41,3928.7,6954.74,106.59,5276.24,5040.89,0\\r\\n27199,2954,40,Female,0,self_employed,995,1,200,25,2981.74,1940.46,1715.24,1689.8,1041.3,0.01,0.01,7142.87,2838.12,1905.15,0\\r\\n27200,1960,68,Male,0,retired,624,2,736,12,3085.29,14583.61,6953.23,10436.07,4784.34,14719.54,16282.66,2651.23,8235.37,6656.73,0\\r\\n27201,422,80,Male,,self_employed,221,2,68,,12944.7,12918.13,12922.71,12697.77,0.26,0.26,0.26,0.26,12931.88,12918.13,0\\r\\n27202,1752,43,Female,0,salaried,334,2,493,30,3905.35,12179.09,5374.32,3506.11,0.26,9179.34,7475.41,367.22,8846.18,5604.04,1\\r\\n27203,1344,30,Female,0,self_employed,334,3,880,55,435.66,3292.8,2198.32,2848.29,0.2,2963.01,2857.34,0.2,1223.84,2910.5,0\\r\\n27204,3162,67,Female,0,self_employed,834,1,14,6,1500.57,1329.14,1567.17,837.54,7314.86,4322.56,0.57,1429.14,2882.34,995.86,1\\r\\n27205,2158,90,,0,self_employed,1439,2,74,,2353.68,4496.54,4646.01,4858.58,0.64,0.64,2143.5,0.64,4422.64,4623.41,0\\r\\n27206,3010,71,Male,0,retired,1020,2,13,22,172.74,462.85,1700.07,790.81,618.19,7534.9,4.8,10010.59,407.08,2400.52,1\\r\\n27207,1281,27,Male,0,salaried,485,3,1514,0,3069.04,4364.49,1857.01,1405.03,2720.16,4442.34,2464.43,2225.39,1703.01,1849.53,0\\r\\n27208,1503,60,Male,0,salaried,394,2,762,,1460.33,1474.62,1534.26,2041.09,0.7,0.7,29.27,0.7,1469.2,1474.62,1\\r\\n27209,1921,46,Female,0,self_employed,334,2,136,154,10693.23,13141.6,8545.41,5052.09,0.66,0.66,1737.02,596.52,12069.96,9816.61,1\\r\\n27210,689,45,Male,0,self_employed,1400,3,3589,7,3609.84,5139.19,4816.95,5964.33,4.51,0.13,1520.46,16.64,4125.6,5149.76,0\\r\\n27211,3126,36,Male,0,self_employed,1363,2,222,17,258.07,45.91,3631.4,1020.61,2788.66,0.33,1644.04,14495.47,909.92,1984.8,1\\r\\n27212,448,60,Female,,,675,3,2244,14,1657.91,1230.71,1598.97,572.1,1141.74,375.8,3643.11,2471.69,1829.96,1527.99,0\\r\\n27213,3904,90,Male,0,self_employed,1020,3,143,205,1462.96,1462.96,1538.97,1873.05,0.66,0.66,0.66,66.09,1462.96,1473.51,0\\r\\n27214,4116,64,Female,0,self_employed,980,3,285,9,2782.03,5424.89,3484.14,2826.12,542.96,0.1,4185.81,0.1,4001.24,3943.32,0\\r\\n27215,2729,30,Male,0,salaried,666,2,2054,14,16.88,3052.28,3399.42,1161.79,27.96,8386.01,3566.21,4129.87,5119.81,2841.13,0\\r\\n27216,761,69,Male,,retired,563,2,927,365,3741.33,3741.33,3741.33,3855.58,0.26,0.26,0.26,0.26,3741.33,3741.33,0\\r\\n27217,329,25,Female,0,student,408,3,2727,245,1451.45,8602.07,8338.35,9994.24,0.14,0.14,7150.76,6.69,6876.24,8607.07,0\\r\\n27218,606,37,Male,,self_employed,257,2,863,59,44516.99,46202.7,47038.84,18418.41,0.63,60477.03,1643.49,57143.49,45368.71,54504.08,0\\r\\n27219,266,29,Female,0,self_employed,1002,3,303,240,1461.88,1461.88,1461.88,1454.55,0.43,0.43,0.43,0.43,1461.88,1461.88,0\\r\\n27220,1634,58,Female,0,self_employed,621,3,1988,269,1469.29,1469.29,1469.29,1577.98,0.46,0.46,0.46,0.46,1469.29,1469.29,0\\r\\n27221,1948,59,Male,0,self_employed,1598,2,1087,0,4067.59,1635.28,2319.99,1810.61,2790.89,1505.17,0.61,865.61,2887.4,1179.31,0\\r\\n27222,1705,35,Female,0,self_employed,146,1,1753,0,3542.49,2631.56,2639.12,992.67,911.56,0.63,0.63,0.63,2662.97,2631.56,0\\r\\n27223,6727,72,Male,0,retired,953,3,470,3,616.61,1641.87,1455.08,1147.72,47.45,0.29,1071.71,222.43,1090.33,1667.86,0\\r\\n27224,1558,69,Male,1,self_employed,1158,2,2715,77,10083.16,10121.12,10535.66,14955.81,0.37,0.37,40.14,323.03,10112.46,10839.45,0\\r\\n27225,565,17,Male,,student,1181,3,235,,1907.17,1907.17,1907.17,1897.05,0.67,0.67,0.67,0.67,1907.17,1907.17,0\\r\\n27226,858,58,Female,0,self_employed,409,2,1668,6,8872.57,4029.71,4194.45,2133.79,4843.49,557.77,0.63,0.63,5411.49,3883.17,0\\r\\n27227,1769,47,Male,2,self_employed,1020,2,143,28,109.33,106.24,1452.47,165.68,3.33,42329.07,0.24,40000.24,109.33,4064.64,1\\r\\n27228,1739,29,Female,0,salaried,1096,3,287,305,9615.34,9191.05,9074.79,7784.74,0.47,0.47,0.47,0.47,9512.92,9040.5,0\\r\\n27229,2695,46,Female,0,self_employed,834,2,1242,17,1682.33,1048.1,2337.38,5842.14,2858.58,0.04,2224.34,1357.19,1827.64,1617.22,0\\r\\n27231,376,33,Female,0,salaried,409,2,1898,72,2860.61,2860.61,2422.47,378.66,0.54,0.54,0.54,56.71,2860.61,2893.23,0\\r\\n27233,2951,51,Female,0,self_employed,,3,1767,38,2805,2805,2409.61,2084.57,0.11,707.26,0.11,0.11,2805,2325.97,0\\r\\n27234,4442,45,Female,0,self_employed,656,2,138,88,3054.86,3054.86,3051.79,2894.83,0.41,0.41,0.41,0.41,3054.86,3054.86,0\\r\\n27235,914,40,Female,0,self_employed,1600,2,662,7,1893.01,1180.36,3156.66,4134,2857.81,3000.67,2143.53,5014.96,2612.5,2419.99,0\\r\\n27236,6282,64,Male,0,retired,1232,3,29,,2946.1,2954.28,2968.65,3081.91,0.14,0.14,0.14,0.14,2953.15,2954.28,0\\r\\n27237,2334,50,Male,2,self_employed,572,2,189,149,8406.37,8406.37,8406.37,8882.24,0.41,0.41,0.41,0.41,8406.37,8406.37,0\\r\\n27238,4620,33,Female,0,self_employed,1020,2,1008,,1584.59,1584.59,1584.59,1574.55,0.13,0.13,0.13,0.13,1584.59,1584.59,0\\r\\n27239,6430,57,Male,1,self_employed,1096,1,32,5,7575.6,2456,3810.67,5311.44,17573.64,373.29,12830.66,3473.29,5044.06,3522.94,0\\r\\n27240,775,61,Male,0,retired,219,2,3171,342,12043.12,12328.84,12567.92,12837.59,0.29,0.29,286,528.86,12210.61,12635.75,1\\r\\n27241,1935,30,Male,0,self_employed,1096,3,2072,4,3252.04,-78.27,1485.72,130.93,89,3708.91,487.19,3901.91,3376.82,201.61,0\\r\\n27242,4786,43,Female,0,self_employed,243,3,122,12,4768.1,4634.73,4568.54,3876.11,127.8,127.97,0.14,0.14,4693.92,4568.75,0\\r\\n27243,294,46,Male,,self_employed,668,3,2867,293,74.45,1934.87,1626.92,1862.17,0.57,0.57,2143.43,714.86,1057.12,1888.79,1\\r\\n27244,1354,78,Male,0,retired,334,2,136,359,1936.18,1936.18,1936.18,1918.42,0.59,0.59,0.59,0.59,1936.18,1936.18,0\\r\\n27245,607,90,,,self_employed,1361,2,813,10,100750.08,139825.17,136959.13,159399.19,17774.47,0.44,56849.56,0.44,128702.25,139825.17,0\\r\\n27246,6817,81,Male,0,retired,1020,1,5,31,1545.18,1545.18,1439.62,1266.29,0.34,166.74,0.34,0.34,1545.18,1394.89,0\\r\\n27247,1326,27,Female,0,salaried,787,3,1691,214,5535.38,5707.34,5696.28,6778.94,0.61,0.61,144,0.61,5598.58,5729.46,1\\r\\n27248,5884,81,Male,0,self_employed,1020,1,1,9,6232.17,7880.11,8274.44,10985.88,7314.74,478.86,9286.17,1096.56,7575.76,8515.79,0\\r\\n27249,1651,21,Female,0,student,842,3,1970,,1614.6,1614.6,1998.63,2314.14,0.49,0.49,0.49,0.49,1614.6,2052.39,0\\r\\n27250,5901,68,Male,0,retired,1496,2,519,126,974.23,6343.25,2113.94,4383.78,0.23,0.23,1000.23,428.8,1556.29,2500.49,0\\r\\n27251,1408,64,Male,1,self_employed,1232,1,539,3,3902.1,1157.6,11273.54,8969.65,6278.93,4104.41,1742.86,4165.41,3826.01,4968.49,0\\r\\n27252,1460,90,,0,,904,2,1907,0,21970.04,21302.81,15463.16,19061.83,102406.46,100259.41,1694.93,4758.07,15983.47,13380.35,0\\r\\n27253,627,62,Female,0,self_employed,211,2,981,242,2111.99,2111.99,2111.99,2103.63,0.67,0.67,0.67,0.67,2111.99,2111.99,0\\r\\n27254,1751,43,Female,0,self_employed,996,2,1834,104,3190.78,3219.36,3624.12,4359.87,0.3,0.3,0.3,0.3,3212.46,3239.63,0\\r\\n27255,210,90,,0,self_employed,575,1,280,102,24307.77,25764.91,25131.64,13317.45,0.66,0.66,2857.8,0.66,25739.29,25471.36,0\\r\\n27256,2922,65,Male,0,salaried,1232,1,39,77,6076.84,7408.3,7877,7149.05,0.69,0.69,0.69,0.69,6567.07,8264.93,0\\r\\n27257,1098,67,Female,0,self_employed,1020,2,15,54,4634.29,4634.29,4028.79,803.7,0.17,2917.69,0.17,714.46,4634.29,4873.54,1\\r\\n27258,2142,46,Male,1,self_employed,1096,2,1003,3,183.39,0.5,2326.57,813.97,28155.93,40709.11,15792.09,38417.41,2836.62,1968.15,0\\r\\n27259,2080,61,Female,0,self_employed,905,3,1832,26,1749.33,1483.07,1956.88,1476.33,3123.9,0.04,2857.19,0.04,2904.08,1483.23,0\\r\\n27260,3931,35,Female,0,self_employed,1020,2,561,13,2259.64,1577.55,1987.39,420.09,2.14,1.92,746.77,1197.85,2275.3,1902.13,0\\r\\n27261,3244,33,Male,1,salaried,946,2,727,0,8482.13,8217.45,8063.63,7876.45,621.97,417.23,555.25,838.41,8135.21,8026.34,0\\r\\n27262,496,70,Male,0,retired,623,3,368,5,1006.54,2296.85,6662.32,940.53,2.71,3.39,1249.57,821.64,1597.09,2775.38,1\\r\\n27263,1725,33,Male,0,salaried,243,2,122,279,2084.92,2084.92,2084.92,2068.52,0.64,0.64,0.64,0.64,2084.92,2084.92,0\\r\\n27264,1100,68,Female,0,self_employed,623,2,1996,287,789.61,2929.76,2560.41,2940.51,0.53,0.53,2143.39,0.53,1823.35,2929.76,1\\r\\n27265,1053,11,Male,0,student,1096,2,337,191,7853.43,7853.43,7853.43,7842,0.04,0.04,0.04,0.04,7853.43,7853.43,0\\r\\n27266,4339,48,,,salaried,905,2,634,20,3750.09,3751.52,3433.29,3834.74,141.66,915.5,0.23,0.23,3839.15,3562.5,0\\r\\n27267,5000,52,Male,0,salaried,1274,2,162,35,3013.91,2581.85,2788.44,2941.95,0.37,0.43,571.8,571.8,3048.27,2591.02,0\\r\\n27268,3209,50,Male,0,salaried,1096,3,132,317,5131.89,3452.22,3728.14,2876.52,0.69,0.69,143.54,685.76,4206.97,3359.6,0\\r\\n27270,1411,33,Female,2,self_employed,860,3,2325,115,3373.86,3373.86,3395.35,3732.71,0.17,0.17,0.17,0.17,3373.86,3376.63,0\\r\\n27271,816,56,Male,0,self_employed,575,2,1718,0,25334.35,12168.87,14878.41,10217.29,14528.56,4288.16,1387.71,5642.7,16961.37,12691.87,0\\r\\n27272,795,28,Female,0,salaried,1113,3,1283,13,0.77,0.63,1493.77,258.53,18.77,128.77,14421.49,7461.1,2720.92,1649.38,1\\r\\n27273,1378,29,Male,0,salaried,980,3,2696,12,23983.63,24334.12,23639.21,19157.91,1618.77,0.2,2093.58,543.71,23166.81,25011.82,0\\r\\n27274,5639,59,Female,0,self_employed,965,3,1221,,7066.18,7066.18,7062.4,5652.38,0.33,0.33,0.33,0.33,7066.18,7063.41,0\\r\\n27275,459,90,,,self_employed,241,2,1257,95,110017.16,110017.16,110017.16,112112.91,0.3,0.3,0.3,0.3,110017.16,110017.16,0\\r\\n27276,2256,55,Female,2,self_employed,1232,2,1227,124,17906.24,17181.06,16252.89,9063.74,0.24,0.24,357.39,82.03,17182.56,16274.7,0\\r\\n27279,2643,69,Female,0,self_employed,623,2,45,74,217.96,201.25,2401.56,6499.86,0.6,0.6,0.6,0.6,204.13,188.31,0\\r\\n27280,4420,59,Male,5,salaried,1020,3,1,13,1519.62,2793.96,6357.4,8448.27,4849.93,582.04,5549.08,9989.23,1756.47,8262.97,0\\r\\n27281,1986,15,Male,0,student,241,2,1058,10,5338.17,5123.88,5150.98,4881.33,214.94,0.66,0.66,0.66,5205.16,5123.88,0\\r\\n27282,2055,46,Male,0,salaried,546,2,1732,131,12640.79,12933.01,13084.1,6781.63,0.7,0.7,292.91,721.49,12715.76,13070.21,1\\r\\n27283,1440,72,Male,0,retired,1540,3,1600,35,3546.12,3546.12,2686.67,2540.21,0.11,1428.69,0.11,0.11,3546.12,2347.96,0\\r\\n27285,450,53,Female,,self_employed,623,2,418,52,6301.94,6516.22,6307.72,6616.11,0.2,571.63,143.06,0.2,6434.94,6428.66,0\\r\\n27286,6121,45,Male,0,salaried,334,2,41,119,7370,7784.29,6975.28,2415.04,0.34,0.34,428.91,228.91,7597.59,7745.75,0\\r\\n27288,5292,56,Female,2,salaried,1096,2,43,47,1740.44,1900.78,2998.76,4025.06,0.6,122.99,547.82,306.01,1553.94,1505.31,0\\r\\n27289,1087,55,Female,0,self_employed,452,3,637,12,2593.87,2165.3,2229.34,1692.89,428.6,0.03,0.03,0.03,2357.42,2165.3,0\\r\\n27292,784,33,Female,0,self_employed,1232,2,746,,6796.77,6796.77,6796.77,6740.06,0.7,0.7,0.7,0.7,6796.77,6796.77,0\\r\\n27293,3450,53,Male,0,self_employed,1020,1,5,238,3666.74,3651.85,3438.18,3017.93,0.67,0.67,50.67,72.1,3660.92,3736.23,0\\r\\n27294,1522,32,Male,0,self_employed,666,3,715,13,1957.46,1375.49,2222.98,2478.26,5285.96,714.53,3299.21,56.86,2136.95,2209.64,0\\r\\n27295,2996,38,Female,0,self_employed,1076,2,1246,12,2511.53,1936.98,2673.2,1351.08,643.43,0.57,0.57,1786.29,2218.09,2629.8,0\\r\\n27296,4023,41,Female,0,salaried,1020,2,424,11,2247.36,1743.61,1921.26,1842.65,551.81,0.56,50.67,86.09,2092.3,1779.32,0\\r\\n27297,463,67,Male,0,salaried,180,2,1834,251,2096.39,2096.39,2096.39,2086.51,0.26,0.26,0.26,0.26,2096.39,2096.39,0\\r\\n27298,2845,37,Female,0,self_employed,1020,2,114,94,3855.64,5120.79,4134.95,2382.25,0.31,0.31,1171.74,1675.39,5037.04,3372.24,0\\r\\n27299,1425,55,Male,0,self_employed,1597,3,737,73,3043.97,3758.26,3244.99,1605.17,0.37,0.37,0.37,0.37,3462.69,3758.26,0\\r\\n27301,1677,68,Male,0,self_employed,1096,1,336,101,6530.84,6530.84,6752.71,7696.69,0.56,0.56,0.56,0.56,6530.84,6530.84,0\\r\\n27302,1097,28,Female,0,salaried,1020,2,2501,61,4668.58,4550.43,4834.55,5205.61,0.09,0.09,110.86,489.23,4662.18,4897.26,0\\r\\n27303,1981,39,Male,1,salaried,1085,3,1694,10,7898.14,2028.8,3562.44,2022.68,5871.96,0.04,2.63,0.04,6629.72,2028.8,0\\r\\n27304,4734,54,Male,0,self_employed,1020,2,212,26,2599.77,3108.51,3046.32,661.19,165.57,0.43,1549.01,1004.57,3369.89,3502.91,0\\r\\n27305,6768,77,Female,0,self_employed,334,1,10,0,2066.48,1439.34,1689.25,3478.7,624.87,0.3,0.3,643.16,1460.96,1726.49,0\\r\\n27306,1502,28,Female,0,self_employed,1004,3,307,192,2211.28,2211.28,2211.28,4769.41,0.1,0.1,0.1,0.1,2211.28,2211.28,0\\r\\n27307,974,42,Female,0,self_employed,146,3,53,31,6033.63,6410.3,6328.37,8010.36,0.16,0.57,618.04,228.5,6101.06,6475.59,0\\r\\n27308,1554,6,Female,0,student,1571,3,1849,,2781.24,2781.24,2781.24,2679.76,0.49,0.49,0.49,0.49,2781.24,2781.24,0\\r\\n27309,2880,30,Male,0,self_employed,995,2,200,20,1706.72,1532.78,1463.15,660.83,285.87,285.87,114.44,114.44,1662.76,1455.36,1\\r\\n27310,5438,41,Male,1,self_employed,15,1,49,9,11627.64,10988.37,9929.36,8715.38,2207.27,3826.56,1393.21,1027.24,11957.91,9330.8,0\\r\\n27311,1614,62,Male,0,salaried,,2,924,14,7370.64,9464.36,9231.95,7043.85,2032.03,2099.21,3632.87,1633.99,9392.62,9416.24,0\\r\\n27312,5248,58,Male,0,salaried,1388,3,42,72,1737.33,1991.96,1935.37,1637.49,0.16,0.16,143.01,0.16,1869.01,2022.35,0\\r\\n27313,4100,86,Male,0,retired,15,2,383,151,3358.47,3358.88,3339.53,3217.67,0.51,0.51,0.51,0.51,3358.62,3347.74,0\\r\\n27314,2884,48,Female,2,salaried,575,3,44,175,1192.85,3167.17,4416.76,10440.39,0.69,0.69,1975.01,2126.66,1819.67,4923.12,1\\r\\n27315,4077,45,Male,2,salaried,904,3,78,23,421.91,1570.76,3410.57,4726.13,3621.19,2680.83,4202.83,3636.09,1962.97,3148.03,0\\r\\n27316,1142,28,Female,0,salaried,169,3,416,20,2390.45,1768.56,1934.1,1548.57,779.09,7.4,157.2,0.26,2273.01,1767.87,0\\r\\n27318,1819,42,Female,0,salaried,1020,3,1357,12,3311.67,2340.24,2445.22,1224.2,971.96,0.53,0.53,21.04,2976.69,2358.77,0\\r\\n27319,1539,54,Male,1,self_employed,,3,1936,27,259.52,424.12,2420.43,851.79,714.53,6897.16,1093.41,7236.27,483.98,4844.55,1\\r\\n27320,2360,62,Male,0,self_employed,418,3,1109,14,2839.88,2411.3,1764.95,442.6,857.26,1378.69,0.11,0.11,2721.65,2082.04,0\\r\\n27321,937,62,Male,0,self_employed,1204,3,2543,,6957.05,6957.05,7571.49,10461.78,0.49,0.49,0.49,0.49,6957.05,6957.05,0\\r\\n27322,1695,38,Male,2,salaried,1494,2,1007,220,1001.6,2577.09,1877.32,1394.85,0.5,0.5,1894.46,581.13,1066.63,2308.49,0\\r\\n27323,524,24,Male,0,salaried,1494,3,1249,19,5223.67,4680.3,4645.5,3331.87,1544.61,772.68,1001.23,0.27,5343.51,4530.8,1\\r\\n27324,1088,13,Male,0,student,409,3,249,,2866.73,2866.73,2866.73,2850.01,0.54,0.54,0.54,0.54,2866.73,2866.73,0\\r\\n27326,4288,73,Male,0,retired,840,3,282,46,2504.47,2504.47,2457.21,2335.38,0.67,100.56,0.67,0.67,2504.47,2462.58,0\\r\\n27327,696,57,Female,0,salaried,1020,1,376,5,1130.2,1128.5,5874.88,1203.75,21929.64,21477.53,14760.06,14407.53,3956.11,5854.39,0\\r\\n27328,3250,58,Female,1,self_employed,1111,2,88,48,3553.45,3521.09,2650.84,2167.97,0.26,1428.83,245.04,245.04,3352.04,2826.23,0\\r\\n27329,5484,40,Male,0,self_employed,491,1,93,139,595.18,995.11,19507.46,45600.1,0.63,0.63,400.56,8685.99,636.55,18204.56,1\\r\\n27330,3145,60,Female,0,self_employed,1525,2,665,18,4702.11,4344.97,4422.97,3939,357.24,0.1,0.1,0.1,4578.96,4344.97,0\\r\\n27333,1523,90,,0,self_employed,1020,1,16,,11161.61,11161.61,13802.91,25609.07,0.5,0.5,0.5,286.21,11161.61,11428.89,0\\r\\n27335,723,48,Male,3,self_employed,107,3,1806,68,12097.89,13128.15,12231.67,1476.86,0.24,0.24,1030.5,421.46,12283.28,13210.33,1\\r\\n27336,2348,38,Male,0,salaried,1271,1,101,,24525.28,24525.28,24525.39,24371.33,0.47,0.47,0.47,0.47,24525.28,24525.28,0\\r\\n27337,768,78,Male,0,retired,623,3,1995,158,1441.24,1655.53,1623.51,1559.79,0.09,0.09,214.37,0.09,1559.47,1655.53,0\\r\\n27338,4062,54,Male,2,self_employed,1020,1,86,24,1081.31,2247.15,1975.36,1875.7,674.67,571.95,580.97,544.99,1512.74,2433.48,0\\r\\n27339,2714,64,Female,0,self_employed,146,2,53,98,11223.18,7746.72,10525.03,13636.84,0.26,0.26,9304.67,1138.51,13510.58,8408.74,0\\r\\n27340,993,34,Male,0,salaried,66,3,2929,146,1793.71,1793.71,1801.8,2174.11,0.21,0.21,0.21,0.21,1793.71,1793.71,0\\r\\n27341,269,33,Male,0,salaried,1084,3,831,0,3449.57,3626.68,2748.22,1676.51,1722.46,1787.16,1130.79,2310.86,2544.39,3142.78,0\\r\\n27342,1767,81,Male,0,retired,956,2,1571,0,1615.02,1672.16,1509.21,758.38,14.7,71.84,0.41,71.84,1623.39,1692.9,0\\r\\n27343,2631,38,Male,0,salaried,1111,2,483,0,3603.08,8105.69,5204.27,6995,2837.59,2993.91,6298.96,1918.85,3116.35,6613.95,0\\r\\n27344,396,37,Male,0,self_employed,834,3,515,19,4589.04,4480.79,4080.34,2717.75,143.11,1000.26,34.86,105.63,4578.11,4150.61,0\\r\\n27345,3343,59,Male,0,retired,1150,3,35,13,9842.9,10331.79,10561.81,9042.37,52.1,0.67,543.53,557.81,10059.12,10686.07,0\\r\\n27346,1028,74,Female,0,self_employed,995,2,1318,235,7154.76,7154.76,7834.48,8176.4,0.61,0.61,0.61,1072.04,7154.76,8122.5,0\\r\\n27347,1232,38,Male,0,salaried,575,2,1202,12,10592.58,7494.85,8313.53,6571.35,2885.67,2857.46,350.09,3428.89,9722.52,7653.52,0\\r\\n27348,1113,40,Female,1,self_employed,752,3,165,68,737.12,1116.46,1436.65,2566.6,0.36,0.36,379.7,919.7,776.36,1584.51,1\\r\\n27349,783,64,Female,0,self_employed,1178,2,526,,1677.91,1677.91,1677.91,1667.28,0.34,0.34,0.34,0.34,1677.91,1677.91,0\\r\\n27350,4352,44,Male,0,self_employed,557,1,284,53,4231.72,4228.71,2994.78,1343.79,0.2,3099.72,0.2,0.2,4229.96,3628.69,0\\r\\n27351,5137,64,Female,0,salaried,745,3,1904,25,1415.76,1508.92,1782.71,1112.82,928.74,643.03,714.46,2289.51,1795.36,1623.87,0\\r\\n27352,573,90,,,self_employed,15,3,901,17,2297.7,2026.27,1856.62,1929.22,271.56,428.7,0.13,0.13,2194.74,1824.43,0\\r\\n27353,2741,39,Male,0,self_employed,487,3,868,14,5631.08,4695.23,4213.25,1289.29,1357.39,885.83,378.69,0.11,5621.18,4559.75,0\\r\\n27354,1620,37,Female,0,self_employed,1020,3,411,,8391.21,4658.66,5285.6,2073.93,0.06,0.06,513.39,45.22,6453.1,4699.87,0\\r\\n27355,1021,22,Female,0,student,454,2,1480,328,546.59,4122.36,3633.2,1675.54,0.53,0.53,3571.96,0.53,2643.78,4125.73,1\\r\\n27356,7020,39,Male,1,salaried,1232,2,7,7,2001.46,436.54,2847.71,4713.66,19017.39,1512.6,17500.1,285.81,3883.76,1141.28,0\\r\\n27357,4639,31,Male,0,salaried,146,3,1243,17,1380.96,10436.56,2162.88,715.31,567.94,0.11,1336.31,9194.89,1111.54,2870.51,1\\r\\n27358,5527,90,Male,0,self_employed,427,1,8,23,364.97,193.54,2718.61,3940.07,1596.87,0.54,1449.44,0.54,542.23,2697.64,1\\r\\n27359,404,40,Male,,self_employed,146,3,2841,52,49.4,24520.83,19689.04,866.66,0.11,0.63,24642.97,0.11,22980.93,24498.59,1\\r\\n27360,543,28,Female,0,self_employed,162,2,304,174,2855.78,2855.78,2855.78,2747.26,0.1,0.1,0.1,0.1,2855.78,2855.78,0\\r\\n27361,2455,47,Male,2,self_employed,575,1,44,73,101.91,916.19,2545.02,10093.77,0.57,0.57,843.43,3778.1,296.98,2711.71,1\\r\\n27362,982,37,Female,,self_employed,643,3,2367,14,1929.96,1927.1,2080.63,1917.72,13803.13,0.27,13800.27,0.27,2387.69,1927.1,0\\r\\n27363,2882,37,Female,0,self_employed,1033,2,344,20,2567.76,1704.61,1903.04,1694.6,863.64,0.5,0.5,0.5,2299.88,1704.61,0\\r\\n27364,2564,50,Female,0,salaried,609,2,993,0,12258.21,3839.54,5207.65,3736.76,10378.47,805.23,5969.98,2690.36,9680.07,3036.81,0\\r\\n27365,872,23,Female,0,student,930,3,1549,46,1267.54,1624.68,1528.56,2519.47,0.43,743.29,357.57,1000.43,1390.69,1313.16,0\\r\\n27366,5834,66,Male,0,salaried,318,1,1306,3,3102.88,4859,4704.07,7808.3,51343.79,2071.67,55313.28,1379.34,5481.84,4679.54,0\\r\\n27367,5053,48,Male,0,self_employed,1589,3,147,35,2315.82,2634.95,2563.38,2945.42,0.61,372.04,296.43,12.02,2499.57,2542.25,0\\r\\n27368,1292,60,Male,2,self_employed,15,2,305,18,215.8,171.71,2514.86,127.34,12100.66,15529.23,12056.57,15548.54,642.79,6622.04,1\\r\\n27369,7119,67,Female,0,self_employed,409,2,922,168,4770.33,4770.33,4803.65,4722.03,0.01,0.01,0.01,18.47,4770.33,4786.85,0\\r\\n27370,4521,51,Female,0,self_employed,986,3,1355,45,1468.8,1464.8,1489.39,1705.91,0.56,7.7,0.56,0.56,1467.95,1494.39,0\\r\\n27371,1864,34,Male,0,self_employed,623,3,2019,4,579.55,14289.93,13977.31,18996.24,33098.37,1937.23,41196.1,1175.27,6942.85,13730.25,1\\r\\n27372,4113,79,Female,0,salaried,1084,1,540,53,2677.88,3035.02,2607.6,1872.09,0.33,791.21,357.47,0.33,2714.82,2863.85,0\\r\\n27373,794,51,Male,3,self_employed,409,3,1350,20,1423.64,1209.35,2803.82,2855.75,214.81,886.24,0.53,0.53,1364.53,1008.59,0\\r\\n27374,1647,36,Female,0,self_employed,954,3,2031,4,16278.51,15867.08,15458.87,14019.91,554.77,554.77,0.49,0.49,15839.49,15456.39,0\\r\\n27375,2015,69,Female,0,self_employed,318,2,107,20,20002.89,21520.17,20059.64,15789.54,644.26,644.26,3010.17,1059.76,20846.48,21674.72,0\\r\\n27377,2448,60,Male,2,salaried,1096,2,2535,19,5031.92,4145.61,4174.04,15309.24,1952.79,2024.21,1066.47,1535.6,4595.92,4780.8,0\\r\\n27378,1750,74,Male,0,retired,431,3,906,72,1725.29,1911.8,1605.42,677.74,0.13,0.13,0.13,0.13,1799.73,1980.93,0\\r\\n27379,3181,37,Male,0,salaried,146,1,286,54,39283.36,39869.69,40239.78,37485.71,0.49,9.5,57.63,0.49,39562.97,40141.58,0\\r\\n27380,849,16,Male,0,student,221,3,68,,1914.81,1914.81,1914.81,1902.68,0.4,0.4,0.4,0.4,1914.81,1914.81,0\\r\\n27381,2574,67,Male,0,retired,15,2,300,34,3776.69,3798.12,3772.25,3869.86,0.51,162.43,21.94,343.37,3778.17,3685.21,0\\r\\n27382,3052,34,Female,0,salaried,1020,3,12,102,3315.2,3436.63,3467.88,3703.46,0.41,0.41,36.13,36.13,3347.22,3468.88,0\\r\\n27383,4161,46,Female,0,self_employed,1439,2,74,27,1967.81,1704.49,1822.38,2122.05,544.26,0.03,15.46,0.03,1961.39,1704.49,0\\r\\n27384,2125,7,Female,0,student,1096,2,11,320,2416.9,2416.9,2416.9,2401.77,0.1,0.1,0.1,0.1,2416.9,2416.9,0\\r\\n27385,511,52,Male,2,self_employed,1150,3,2658,62,11003.88,11268.89,11130.86,11143.76,0.49,0.49,265.5,265.5,11067.85,11320.18,0\\r\\n27387,1041,36,Male,1,self_employed,1258,2,3656,21,92.3,9302.65,5383.1,329.46,142.91,71.49,9285.77,8.52,2321.54,9334.01,1\\r\\n27388,2950,64,Female,0,self_employed,146,1,141,6,28741.13,22743.11,33670.74,16197.82,52111.28,49023.28,34683.33,26143.5,22200.85,25905.31,1\\r\\n27389,6740,71,Male,0,self_employed,1020,1,39,118,15954.18,15247.04,14586.04,12605.82,0.16,0.16,0.16,0.16,15271.42,14585.52,0\\r\\n27390,1983,58,Male,2,retired,409,2,1657,4,17020.71,5042.62,8578.48,4981.45,8872.3,3055.23,16.3,7149.45,9686.99,9615.33,1\\r\\n27391,1704,54,Female,0,self_employed,146,2,1748,,4329.24,4329.24,4329.24,4299.6,0.49,0.49,0.49,0.49,4329.24,4329.24,0\\r\\n27392,1899,66,Male,0,retired,1216,2,407,,10973.84,10320.24,10292.99,9277.9,0.63,0.63,0.63,86.34,10948.11,10255.61,0\\r\\n27395,5249,55,Male,3,self_employed,61,2,115,23,2754.62,2609.16,2645.92,2583.94,143.51,0.66,0.66,0.66,2728.11,2606.97,0\\r\\n27396,1668,90,Male,0,self_employed,1020,3,829,26,6135.91,271.62,4146.64,5080.15,5714.63,0.34,0.34,7143.2,5399.95,4698.35,0\\r\\n27397,1665,22,Male,0,student,1439,1,2355,0,3722.65,1268.97,1684.91,1041.54,1466.01,644.01,2993.28,9.79,2049.26,1154.47,0\\r\\n27398,333,62,Male,,self_employed,334,1,675,19,17655.64,18314.05,18766.85,21488.73,670.1,671.43,1443.01,1239.66,18114.24,18748.53,1\\r\\n27399,7304,81,Male,0,self_employed,318,3,1314,296,1453.28,1456.88,1460.47,1462.17,0.27,0.27,0.27,143.13,1456.39,1460.31,0\\r\\n27400,1158,22,Male,0,student,623,2,45,,3364.11,3364.11,3364.11,3342.81,0.29,0.29,0.29,0.29,3364.11,3364.11,0\\r\\n27401,2015,27,Female,0,self_employed,409,3,1261,0,2446.43,232.75,1765.11,1438.42,624.66,2068.94,0.37,4238.63,1090.86,1822.69,0\\r\\n27402,1209,39,Male,0,self_employed,759,3,2096,223,1460.46,1813.2,1823.53,1647.16,0.2,0.2,0.2,0.2,1788.88,1813.2,0\\r\\n27403,4757,44,Female,0,self_employed,146,3,41,23,18189.66,1227.64,6103.13,699.06,17734.27,721.57,915.11,705.69,16402.76,968.98,1\\r\\n27404,1450,33,Female,0,salaried,486,2,232,72,10698.28,11426.86,11037.8,7637.55,0.21,0.21,428.79,0.21,11026.86,11580,0\\r\\n27405,4135,65,Male,0,self_employed,34,1,380,63,4288.24,4342.93,4345.18,3437.19,0.1,0.1,0.1,0.1,4299.1,4352.92,0\\r\\n27406,2278,29,Male,2,self_employed,1002,3,303,14,10483.41,9883.41,8735.96,1354.87,600.04,5071.47,0.04,7230.03,10193.75,9428.36,0\\r\\n27407,1588,64,Male,5,salaried,1197,3,2104,,2055.56,2055.56,2055.56,2042.54,0.59,0.59,0.59,0.59,2055.56,2055.56,0\\r\\n27408,604,45,Male,,self_employed,268,2,2698,152,7353.9,8782.47,8371.96,8032.34,0.57,0.57,1429.14,0.57,7550.95,8782.47,0\\r\\n27409,1229,32,Male,0,salaried,1020,2,990,,9178.25,8161.25,8005.26,3252.02,0.69,0.69,107.83,0.69,9250.16,7633.97,0\\r\\n27410,869,53,Female,,self_employed,102,3,2843,89,6133.27,6133.27,6111.2,2725.33,0.11,0.11,0.11,0.11,6133.27,6133.27,0\\r\\n27411,695,29,Female,,student,1111,2,1292,14,3239.19,4040.16,2809.93,4012.59,400.19,1158.56,1756.51,199.26,3226.03,3213.05,0\\r\\n27412,2230,34,Female,0,salaried,1020,3,84,0,2755.69,4821.86,2909.77,3007.5,1731.7,8197.47,4196.81,5997.14,2099,5191.22,0\\r\\n27413,2241,38,Female,0,self_employed,1020,2,60,20,7579.73,3616.69,2361.83,3030.27,72.73,0.07,0.07,40.97,2295.15,2255.7,0\\r\\n27414,2896,34,Female,0,self_employed,1020,2,288,13,886.25,842.77,2894.82,4562.39,771.9,425.57,714.31,541.63,718.95,1661.99,1\\r\\n27415,2606,53,Male,3,self_employed,,2,981,18,4661.19,3881.7,3856.96,2916.63,564.04,214.84,0.56,286.27,4303.02,3624.61,0\\r\\n27416,780,44,Male,0,self_employed,1286,2,761,308,4015,4015,4231.59,4501.26,0.19,0.19,0.19,0.19,4015,4236.2,0\\r\\n27417,4919,34,Male,3,salaried,1020,3,143,14,4717.76,4850.41,3757.76,4782.08,1881.56,1825.84,7630.51,2945.07,3852.54,4059.38,0\\r\\n27418,2761,72,Male,0,retired,146,3,312,35,4960.25,4960.25,5298.03,1437.49,0.09,2142.94,0.09,2142.94,4960.25,4960.25,0\\r\\n27419,2110,53,Female,0,self_employed,1629,3,1448,301,5459.49,5336.27,5309.41,4913.25,0.41,0.41,0.41,0.41,5442.49,5308.45,0\\r\\n27420,2379,19,Female,0,student,241,2,62,,3363.43,3363.43,3363.43,3313.74,0.46,0.46,0.46,0.46,3363.43,3363.43,0\\r\\n27422,4520,42,Female,1,self_employed,1020,3,541,14,1753.86,1618.74,2125.3,2689.18,46.6,36.67,172.99,1114.16,1697.96,2035.08,0\\r\\n27423,529,51,Female,,self_employed,514,3,190,345,7181.32,7181.32,7181.32,7135.83,0.19,0.19,0.19,0.19,7181.32,7181.32,0\\r\\n27424,4473,68,Male,0,self_employed,1020,1,541,5,277.53,1668.25,1945.17,1761.89,44989.03,5967.86,46379.74,4681.73,2727.8,1026.67,0\\r\\n27425,1563,47,Female,0,salaried,,2,2099,28,2662.78,2564.28,2984.58,2776.53,547.46,547.46,167.71,781.54,2829.59,2883.05,0\\r\\n27426,3149,47,Male,2,salaried,146,3,628,0,3200.92,4575.73,2246.14,1524.44,3028.44,5986.86,1944.93,1554.54,2649.98,1866.09,0\\r\\n27427,1628,90,,,self_employed,1348,2,1281,90,141598.18,149852.54,124561.2,74866.17,0.46,0.46,8154.81,17491.61,142822.87,171622.77,0\\r\\n27428,2867,65,Male,0,salaried,905,2,1380,6,3552.76,2417.05,2650.57,3234.81,1429.01,0.44,300.44,429.01,2583.06,2500,0\\r\\n27429,2849,32,Male,0,salaried,1525,2,538,90,3199.21,2378.2,1849.37,3307.04,0.5,0.5,2292.03,2119.91,2295.5,2367.2,0\\r\\n27430,5096,35,Female,0,self_employed,1150,3,61,30,4568.31,4688.2,4672.21,4902.5,0.1,0.66,119.99,0.1,4601.77,4687.67,0\\r\\n27431,1084,41,Male,0,self_employed,318,2,434,3,6952.03,7333.75,7532.81,9089.27,1824.4,3766.43,2904.61,4947.19,6892.06,7356.45,0\\r\\n27432,2511,22,Male,0,student,1020,1,12,4,836.33,599.15,1707.76,1383.94,1928.69,15171.54,31202.06,15834.12,3788.24,728.52,1\\r\\n27433,6341,53,Male,1,salaried,575,1,11,9,9741.37,9662.75,7536.9,9875.03,2.69,2.16,3487.33,3164.44,7697.05,5903.14,0\\r\\n27434,1372,47,Male,1,self_employed,1114,2,2676,24,3886.27,3930.41,3981.04,4164.25,128.76,128.76,178.36,106.93,3936.5,3923.44,0\\r\\n27435,945,55,Male,3,self_employed,623,2,1554,0,29434.89,29640.5,30348.87,19578.22,891.51,891.51,0.51,3542.94,29519.58,30520.63,0\\r\\n27436,6998,81,Male,0,retired,996,1,3029,56,10145.27,10145.27,10907.63,14152.12,0.54,2857.69,0.54,0.54,10145.27,10334.33,0\\r\\n27437,2610,62,Male,0,salaried,872,3,2951,203,1476.83,1476.83,1476.83,2103.45,0.01,0.01,0.01,0.01,1476.83,1476.83,0\\r\\n27439,3509,38,Female,0,salaried,1328,2,362,19,2856.22,4123.65,2440.15,2232.37,152.81,2059.1,1429.24,157.4,3584.79,3029.54,0\\r\\n27440,7583,79,Male,1,retired,1020,2,240,264,2761.14,2761.14,2761.14,2746.03,0.4,0.4,0.4,0.4,2761.14,2761.14,0\\r\\n27441,2005,56,Male,0,self_employed,1020,3,288,4,4007.24,4555.5,2396.03,1454.21,2814.89,1472.03,923.19,160.03,3891.64,2589.59,0\\r\\n27442,3144,90,,0,self_employed,1232,2,359,7,4815.9,4721.11,4730.22,4688.85,180.98,0.23,0.23,0.23,4748.44,4721.11,0\\r\\n27443,1377,41,Male,1,self_employed,146,2,1749,62,559.49,775.76,1954.93,3588.53,0.49,0.49,216.76,4016.59,597.23,2856.82,1\\r\\n27444,1370,64,Male,0,self_employed,1494,3,955,,983.05,3554.48,4868.08,8107.61,0.67,0.67,2572.1,3595.81,1648.08,5625.83,1\\r\\n27445,2221,71,Male,0,retired,102,3,1453,28,5947.42,4748.36,4967.05,6090.65,702.6,220.84,0.13,0.13,5790.66,4574.7,0\\r\\n27446,2823,34,Male,0,salaried,1589,2,1712,47,3028.01,3185.15,3029.7,2859.16,0.19,357.33,143.04,0.19,3177.77,3057.97,0\\r\\n27447,331,39,Male,0,salaried,844,3,918,12,1363.36,1077.64,1620.88,2963.94,929.21,0.64,714.93,86.36,1272.22,1220.07,0\\r\\n27448,7318,63,Female,2,self_employed,491,3,93,14,2742.17,2349.2,2405.67,2592.38,391.43,391.43,0.64,582.6,2539.67,2241.91,0\\r\\n27449,5947,51,Female,0,self_employed,334,3,17,10,24040.92,103194.19,9253.16,323,63147.11,143571.93,113162.32,22131.46,20862.06,6749.34,1\\r\\n27450,1561,49,Male,2,self_employed,1577,2,1805,7,5032.85,2855.85,4863.27,8361.53,35878.51,141383.64,33701.51,137521.94,9216.4,4425.18,1\\r\\n27451,5837,63,Male,0,retired,1020,3,322,48,2745.61,1952.89,1458.37,2228.75,0.46,571.89,0.46,571.89,2338.63,1188.29,0\\r\\n27452,7046,46,Male,1,self_employed,649,2,1329,4,21710.45,20908.64,20284.31,12629.45,5152.08,3107.94,4421.59,2154.64,20555.85,20402.35,0\\r\\n27453,5067,59,Female,0,self_employed,294,2,1256,4,5448.03,17317.67,17683.74,15038.1,2025.47,4073.23,13966.54,7143.09,12767.67,21919.67,1\\r\\n27454,2849,54,Female,0,self_employed,905,3,1341,5,3345.97,3318.85,3334.92,3728.08,27.27,20.73,0.16,72.44,3324.46,3356.24,0\\r\\n27455,3056,46,Male,0,salaried,834,3,349,38,11254.51,9671.75,9885.33,9138.31,0.7,1143.56,0.7,1172.13,10241.96,9689.26,0\\r\\n27456,3901,57,Female,2,self_employed,15,1,6,131,5327.44,5034.58,7469.12,13405.36,0.26,0.26,713.11,321.69,5502.66,5082.28,0\\r\\n27457,2151,52,Female,1,self_employed,491,3,615,20,1496.81,1748.51,1760.53,1744.13,271.97,271.97,523.67,344.8,1635.04,1929.82,0\\r\\n27458,937,61,Male,0,salaried,1154,3,171,6,2969.09,2618.81,2455.41,14204.05,189.2,142.76,0.17,1715.27,2696.54,2396.02,0\\r\\n27459,369,47,Male,3,self_employed,834,3,2788,172,1459.93,1459.93,1459.93,1502.41,0.64,0.64,0.64,0.64,1459.93,1459.93,1\\r\\n27460,3425,90,Male,0,self_employed,1180,1,116,80,4039.93,4039.93,4323.74,2607.9,0.21,0.21,0.21,428.79,4039.93,4399.38,0\\r\\n27461,375,51,Male,0,self_employed,1184,2,3389,62,1268.51,1337.23,4151.97,11280.96,0.24,0.24,57.39,7343.1,1305.6,2191.61,1\\r\\n27462,2242,35,Male,0,salaried,491,3,619,268,944,2502.27,1795.83,3517.01,0.01,0.01,1432.51,507.07,1802.26,1159.75,0\\r\\n27463,6086,52,Female,1,self_employed,146,2,9,21,18349.02,18235.38,18179.4,17768.13,428.74,285.89,315.1,32.24,18367.38,18211.02,0\\r\\n27464,2766,72,Male,0,self_employed,914,2,2615,10,31360.38,27058.99,27602.85,23459.16,4301.85,0.47,0.47,0.47,28690.55,27058.99,0\\r\\n27465,4456,50,Female,0,self_employed,834,2,22,,14.37,19.28,1870.04,3128.22,0.06,0.06,0.06,0.06,18.6,2442.38,1\\r\\n27466,2823,49,Female,0,salaried,1525,2,488,7,293.78,1431.47,2381.16,18872.67,12297.57,5062.57,7000.32,7043.49,3290.34,1303.46,0\\r\\n27467,1043,29,Female,0,student,1247,2,945,,4004.01,4018.29,4056.18,3866.27,0.57,0.57,0.57,14.86,4017.8,4031.66,1\\r\\n27468,2691,54,Male,0,self_employed,1020,2,1425,27,1949.95,6647.26,3241.36,2267.02,1429.13,15787.57,6134.73,708.13,2765.31,5777.94,0\\r\\n27469,4875,59,Female,0,salaried,1322,3,176,58,1928.32,1942.6,1942.64,1953.16,0.24,31.1,0.24,0.24,1940.14,1950.68,0\\r\\n27470,1362,45,Female,1,salaried,1232,2,103,19,706.12,1782.08,2226.66,3205.65,595.96,0.24,1814.77,1436.11,1263.85,2495,1\\r\\n27471,1092,68,Male,0,retired,1195,2,55,52,30046.27,27923.57,27689.3,25766.63,0.17,2060.17,0.17,0.17,29752.52,27258.96,0\\r\\n27472,1103,27,Female,2,self_employed,334,2,232,313,3317.05,1318.72,6217.33,11033.74,0.64,0.64,62.66,43.26,1762.39,6277.04,0\\r\\n27473,3137,33,Male,0,salaried,,3,206,313,3513.92,3516.71,3083.39,2836,0.19,0.19,0.19,0.19,3515.46,2945.25,0\\r\\n27474,1090,54,Female,0,self_employed,579,3,192,115,4771.17,485.45,1475.44,2497.72,0.6,0.6,0.6,0.6,1519.94,485.45,0\\r\\n27476,1637,52,Female,0,self_employed,1181,2,1649,54,4906.97,4906.97,4832.21,4681.93,0.29,386.56,0.29,0.29,4906.97,4875.82,0\\r\\n27477,432,21,Male,0,self_employed,38,2,2263,24,1504.49,4661.27,4522.48,4284.1,143.09,143.09,3442.56,196.5,4176.03,4684.21,1\\r\\n27478,4402,45,Male,0,salaried,621,3,208,60,1738.47,1738.47,1568.17,1313.41,0.26,0.26,0.26,39.54,1738.47,1751.14,0\\r\\n27479,1520,25,Male,0,self_employed,1415,3,2330,,2518.78,2518.78,2518.78,2503.69,0.27,0.27,0.27,0.27,2518.78,2518.78,0\\r\\n27480,1907,48,Male,0,self_employed,1289,3,1916,,5224.57,5224.57,5224.57,5189.45,0.23,0.23,0.23,0.23,5224.57,5224.57,0\\r\\n27481,1841,90,,0,self_employed,834,2,18,19,2387.85,745.97,2195.36,2881.12,798.4,1428.83,0.26,4571.69,1647.12,2302.13,1\\r\\n27482,2711,47,Female,0,salaried,1494,3,1007,13,3474.64,3111.91,2496.14,3099.01,1917.1,1350.57,1457.71,0.57,3077.2,1586.87,0\\r\\n27483,1113,35,Female,0,self_employed,1232,2,486,9,8724.38,1305.64,2054.01,2234.27,7714.5,0.21,8010.04,295.76,3178.94,1343.78,0\\r\\n27484,1422,58,Male,0,self_employed,684,2,936,88,248.04,1790.9,1613.46,1042.25,0.53,0.53,1543.39,0.53,1643.11,1661.5,1\\r\\n27485,5207,60,Male,2,self_employed,1149,1,59,14,14586.41,23609.18,18162.44,10469.29,8846.54,22071.54,0.11,0.11,15128.22,20865.12,0\\r\\n27487,3362,44,Female,0,salaried,1020,2,19,,4589.99,5449.38,4553.7,1370.9,0.54,0.54,744.89,1143.4,5089.81,5792.95,0\\r\\n27488,1555,77,Male,0,retired,1076,2,64,7,4846.16,1560.45,4373.2,5841.25,3286.3,0.59,0.59,12857.73,2466.85,4463.67,0\\r\\n27489,3000,60,Male,0,self_employed,409,3,330,3,1551.29,1972.69,1462.76,165.82,9866.66,27857.79,10292.51,28099.79,1868.32,2003.92,0\\r\\n27490,2865,32,Male,0,self_employed,1271,2,378,33,1355.39,5508.09,1827.63,-855.2,0.66,3879.23,11103.73,4460.67,1869.38,3373.73,0\\r\\n27491,1125,62,Male,0,salaried,69,2,858,,3068.33,3068.33,3068.33,3048.65,0.53,0.53,0.53,0.53,3068.33,3068.33,0\\r\\n27492,1694,65,Female,0,self_employed,1589,2,416,12,3557.88,3270.07,3268.76,3088.4,286.33,0.61,0.61,0.61,3399.16,3270.07,0\\r\\n27493,777,62,Female,0,salaried,409,3,1657,0,2172.08,2269.66,1993.65,1319.35,389.89,389.89,487.47,145.43,2094.02,1945.96,0\\r\\n27494,4627,63,Male,0,retired,334,2,136,26,11337.3,11020.23,11374.08,9864.86,38.61,0.11,0.11,2142.97,11282.18,11430.6,0\\r\\n27496,1136,46,Female,0,self_employed,834,3,2720,301,2870.59,2870.59,3392.87,4270.51,0.33,0.33,0.33,1428.9,2870.59,3008.84,0\\r\\n27497,4071,73,Male,0,self_employed,656,2,1332,105,334.34,1834.34,2097.41,2972.63,0.67,0.67,643.53,643.53,1317.1,2373.51,1\\r\\n27498,2639,54,Female,0,self_employed,7,2,216,87,4147.17,3787.61,3910.29,3742.08,0.01,0.01,0.01,0.01,3998.39,3831.58,0\\r\\n27500,2674,61,Female,0,self_employed,1046,2,102,28,11238.87,9597.54,9509.95,8112.15,34.37,34.37,0.19,0.19,11183.45,9442.02,0\\r\\n27501,4556,38,Male,0,salaried,575,2,90,8,1562.01,1441.67,1458.64,1440,117.61,0.33,0.33,0.33,1479.65,1446.42,0\\r\\n27502,3005,27,Male,0,student,235,3,733,27,10019.67,10008.25,10015.33,10258.96,100.3,0.3,92.53,0.3,10031.18,10008.25,0\\r\\n27504,4239,42,Female,0,self_employed,572,1,189,6,5485.69,9269.67,9275.16,10267.75,84.77,0.53,0.53,131.8,9080.96,9345.89,0\\r\\n27505,2383,35,Female,0,salaried,1096,3,144,0,1204.73,3355.32,3814.51,7775.05,2079.57,2615.51,19295.69,2190.63,5398.47,1392.78,1\\r\\n27506,4961,89,Male,0,salaried,1546,1,58,171,14778.98,10493.27,13307.25,15953.84,0.14,0.14,0.14,0.14,14040.06,11001.14,0\\r\\n27507,1426,64,Male,0,self_employed,853,3,648,,25147.92,25147.92,25147.92,24978.92,0.46,0.46,0.46,0.46,25147.92,25147.92,0\\r\\n27508,1325,35,Male,0,self_employed,980,2,655,52,6037.14,6282.61,3653.54,440.79,0.04,5857.19,0.04,0.04,6125.82,4394.13,0\\r\\n27509,1690,66,Female,0,self_employed,334,3,500,,7747.86,7833.66,7818.87,7784.03,0.16,0.16,0.16,0.16,7789.29,7833.66,0\\r\\n27510,1775,47,Female,0,salaried,834,2,1404,255,2582.55,2582.55,2582.55,2574.98,0.57,0.57,0.57,0.57,2582.55,2582.55,0\\r\\n27511,2120,55,Male,2,self_employed,452,3,637,24,1462.65,4964.05,4953.22,2097.91,1200.06,171.49,4643.23,4615.96,3041.98,6051.4,1\\r\\n27512,224,66,Male,,self_employed,436,2,605,214,574.29,1574.29,1704.32,4620.1,0.24,0.24,1000.24,357.39,978.23,1689.49,1\\r\\n27513,2805,36,Female,0,salaried,1020,1,5,69,3638.31,3638.31,3708.3,3318.57,0.03,0.03,0.03,71.46,3638.31,3668.27,0\\r\\n27514,6809,53,Male,2,self_employed,1020,3,16,14,837.42,213.86,2135.38,1974.98,828.74,581.2,4266.34,2262.42,1387.1,1785.61,0\\r\\n27515,2043,32,Female,0,self_employed,1020,2,85,13,2485.56,1812.15,1550.33,7367.7,673.96,673.96,0.54,0.54,2114.02,1482.27,0\\r\\n27516,2875,43,Female,0,self_employed,1623,2,532,58,236.84,5516.19,2952.39,1157.89,0.11,5714.4,5000.11,571.54,3011.43,5663.65,1\\r\\n27517,1847,49,Female,0,self_employed,623,2,1639,53,5362.4,6128.17,5503.19,2503.98,0.54,6143.4,1166.31,36.26,5719.84,4962.96,0\\r\\n27518,4134,58,Male,3,self_employed,949,3,342,103,1454.05,1454.05,2759.74,890.23,0.26,0.26,0.26,3571.69,1454.05,1799.68,0\\r\\n27519,1267,70,Female,0,self_employed,1232,2,7,,5266.26,5523.4,5268.14,5672.59,0.44,0.44,257.59,0.44,5399.26,5230.72,0\\r\\n27520,2090,37,Male,2,self_employed,61,2,263,59,3363.44,3822.95,2042.17,264.87,0.41,32143.27,464.96,36010.89,2407.83,3609.22,0\\r\\n27521,752,8,Female,,student,146,2,261,,1696.29,1667.72,1654.65,1559.87,0.7,0.7,0.7,0.7,1682.5,1654.97,0\\r\\n27522,6920,55,Female,0,self_employed,,2,1568,340,19434.9,19434.9,19440.27,19431.34,0.07,0.07,0.07,0.07,19434.9,19434.9,0\\r\\n27523,2979,20,Male,0,student,1084,1,145,5,2181.18,2181.18,1993.04,1596.23,314.41,0.13,314.41,0.13,2192.02,2181.18,0\\r\\n27524,2239,40,Male,0,self_employed,820,3,1837,32,4206.05,4206.05,4363.81,4231.71,0.41,214.7,0.41,286.13,4206.05,4349.11,0\\r\\n27526,1083,35,Male,5,self_employed,227,2,1024,231,1803.04,1795.55,1955.94,1874.31,0.67,0.67,2429.24,3326.49,1797.17,2118.19,0\\r\\n27527,871,48,Male,0,self_employed,623,3,811,4,196.13,49.68,1791.22,929.62,314.66,2051.99,132.21,17514.71,99.19,1643.49,1\\r\\n27528,583,20,Female,0,student,1382,3,629,32,8126.57,8183.71,3201.7,907.03,0.4,714.69,0.4,0.4,8141.35,877.26,0\\r\\n27529,2688,47,Male,0,self_employed,1020,3,1030,20,11697.26,1785.22,2009.38,928.79,1071.49,0.06,11.26,0.06,3274.9,1785.22,1\\r\\n27531,439,77,Female,,self_employed,118,1,325,20,11908.17,11265.31,11938.15,11555.21,643.13,643.13,0.27,1428.84,11730.83,12157.02,0\\r\\n27532,4143,77,Female,0,self_employed,1589,1,33,5,5473.76,5077.66,7015.6,6364.48,396.55,0.46,0.46,0.46,5159.61,7595.66,0\\r\\n27533,2062,51,Female,0,self_employed,1020,2,419,5,741.24,496.23,2337,13804.44,2673.83,0.24,2428.81,4143.1,622.22,1431.71,1\\r\\n27534,2469,54,Male,0,salaried,623,3,365,87,159.84,9529.65,25256.99,4099.55,0.61,0.61,9370.43,37547.69,1688.11,17438.2,1\\r\\n27535,3413,42,Male,0,salaried,146,2,353,21,1294.69,1832.37,1628.05,901.35,177.3,245.41,714.97,86.4,1673.2,1760.1,0\\r\\n27536,3012,23,Male,0,self_employed,1096,2,438,91,2291.12,2943.59,3148.63,2517.88,0.16,0.16,609.77,740.7,2406.74,3292.88,0\\r\\n27537,4392,38,Male,0,self_employed,1438,2,151,7,986.43,423.14,2006.85,843.95,1428.84,0.27,12222.7,3509.59,2329.58,2427.1,0\\r\\n27538,885,74,Male,0,retired,1096,2,396,322,4143.1,4143.1,4143.1,4228.3,0.57,0.57,0.57,0.57,4143.1,4143.1,0\\r\\n27539,956,27,Female,0,salaried,409,3,272,,3129.49,3015.2,3032.48,2851.79,0.03,0.03,0.03,0.03,3090.08,3015.2,0\\r\\n27540,226,26,Male,0,self_employed,1617,3,3195,12,2030.99,1972.63,1990.37,1537.5,143.5,0.64,83.5,0.64,1966.86,1972.63,0\\r\\n27541,1783,45,Male,0,self_employed,26,2,221,3,4471.99,799.38,1666.39,1764.85,2288.27,400.11,82.91,359.89,3036.11,1034.91,0\\r\\n27542,2666,42,Male,0,self_employed,334,2,441,10,629.62,2405.19,1658.67,939.91,329.13,1551.5,4778.99,331.79,1322.36,1989.75,0\\r\\n27543,996,30,Male,2,salaried,665,2,177,62,1568.01,1648.62,1542.03,1763.55,0.17,0.17,529.49,518.15,1584.67,1660.83,0\\r\\n27544,2073,66,Female,0,self_employed,905,2,1310,28,440.98,31368.13,1722.09,1831.39,1930.04,30563.55,32857.19,21.63,2066.6,2273.46,0\\r\\n27545,1863,50,Male,0,salaried,623,1,239,8,17810.77,17242.02,13224.88,10678.54,77.7,363.39,608.48,57.8,18002.57,11185.79,0\\r\\n27546,223,25,Male,0,self_employed,146,2,3940,19,1857.03,1823.39,1562.35,1320.05,45.59,14.96,1687.59,2232.44,1459.75,1390.56,0\\r\\n27547,1414,32,Female,0,self_employed,1020,2,538,21,2025.14,1955.14,2309.51,1299.39,429.07,0.5,0.5,111.54,2032.98,2163.94,0\\r\\n27548,2276,33,Male,0,salaried,1271,2,1696,119,5502.71,3542.22,3817.19,2611.12,0.51,0.51,191.91,486.23,4347.44,3265.57,0\\r\\n27550,1531,23,Female,0,student,1020,3,227,114,2568.07,2568.07,2664.85,2688.01,0.59,0.59,0.59,214.87,2568.07,2644.11,0\\r\\n27551,976,5,Female,0,student,296,2,3151,350,1672.67,1672.67,1686.49,2081.13,0.59,0.59,0.59,0.59,1672.67,1672.67,0\\r\\n27552,5312,38,Male,1,self_employed,1150,2,108,,5135.69,5133.15,5131.85,5106.6,0.34,0.34,0.34,0.34,5134.2,5132.31,0\\r\\n27553,467,24,Female,,self_employed,914,2,123,194,4687.32,4687.32,4888.54,5835.95,0.03,0.03,0.03,304.17,4687.32,4863.92,0\\r\\n27554,1982,33,Female,0,self_employed,1020,1,1,80,5506.34,6063.48,6437.43,6007.36,0.43,0.43,771.86,929,5775.31,6648.81,0\\r\\n27555,485,49,Male,,self_employed,1643,3,210,,2043.23,2043.23,2043.23,5394.49,0.6,0.6,0.6,0.6,2043.23,2043.23,0\\r\\n27556,850,69,Female,,self_employed,334,3,141,254,1845.05,1845.05,1845.05,2833.41,0.11,0.11,0.11,0.11,1845.05,1845.05,0\\r\\n27557,546,72,Female,0,self_employed,886,2,1914,21,1453.9,929.5,1915.66,2164.61,582.9,0.23,0.23,1518.8,1327.32,1952.4,1\\r\\n27558,4307,58,Male,0,salaried,146,3,14,13,13436.28,14917.16,14930.92,23358.44,1.36,0.56,1337.68,1228.39,14449.15,15333.45,0\\r\\n27559,4612,46,Female,0,salaried,1020,2,114,4,27024.07,27694.31,34880.68,59348.59,737.07,853.4,73.81,11050.41,26935.58,34541.59,0\\r\\n27560,470,90,,,self_employed,409,3,931,,1644.16,1644.16,1644.16,1633.74,0.13,0.13,0.13,0.13,1644.16,1644.16,0\\r\\n27561,668,90,,,self_employed,1181,2,186,,2374.33,2374.33,2374.33,2359.29,0.33,0.33,0.33,0.33,2374.33,2374.33,0\\r\\n27562,3347,10,Male,0,salaried,623,1,368,,28451.29,18669.11,19118.87,14551.91,0.11,0.11,0.11,0.11,20018.38,18669.11,0\\r\\n27563,811,31,Male,,salaried,913,3,2750,,2767.19,4195.77,3373.07,3243.49,0.11,0.11,1428.69,1428.69,3112.02,3982.74,0\\r\\n27564,933,25,Female,0,salaried,1096,2,27,7,2193.32,1798.29,1613.62,468.5,358.64,12.63,194.81,340.02,1970.7,1551.34,0\\r\\n27565,4155,39,Male,2,self_employed,623,3,259,33,3771.34,3297.12,2716.27,6758.82,0.26,5.83,456.68,722.03,2986.08,2794.73,0\\r\\n27566,1207,67,Female,0,salaried,575,3,1721,27,5442.39,3885.25,4811.13,5380.42,2857.76,0.61,1086.33,543.47,5687.71,4253.91,0\\r\\n27567,2275,71,Female,0,self_employed,261,3,419,24,133265.81,121122.95,57682.75,151.82,642.91,141036.5,8571.49,0.06,136231.32,36662,0\\r\\n27568,2488,54,Female,0,self_employed,318,2,434,60,2.26,3986.97,2576.88,1244.26,0.47,0.47,8571.9,0.47,3344.15,4118.26,1\\r\\n27569,3135,90,,0,self_employed,499,2,647,14,142857.84,3.47,22991.09,2.66,142857.84,0.7,3.47,0.7,68966.31,3.47,0\\r\\n27570,832,47,Female,0,self_employed,1040,2,252,3,19131.55,20504.26,22899.42,11429.55,82.52,8838.4,0.66,0.66,20415.24,28884.9,0\\r\\n27571,962,45,Female,0,self_employed,1487,3,1363,40,4393.4,5393.4,6223.24,4814.76,0.46,5904.07,1000.46,7165.74,4427.88,7678.91,0\\r\\n27572,1593,76,Female,0,self_employed,579,2,192,7,6947.99,8323.09,7511.28,5403.48,767.83,767.83,2142.93,0.07,7695.6,7803,1\\r\\n27573,1680,53,Male,0,self_employed,1252,3,2056,63,3463.73,3463.73,2849.67,1361.87,0.61,0.61,0.61,0.61,3463.73,3297.83,0\\r\\n27574,628,20,Male,,student,904,3,296,18,2229.74,2086.89,2118.08,2073.67,143.3,0.44,0.44,0.44,2180.48,2086.89,0\\r\\n27575,571,32,Female,0,self_employed,146,3,891,,2418.81,2600.79,2829.54,2994.35,0.41,0.41,122.47,605.18,2555.85,2937.34,0\\r\\n27576,3684,58,Male,4,salaried,1094,2,473,69,750.03,2005.21,1628.51,427.63,0.51,0.51,1056.94,1077.13,1312.96,2412.41,0\\r\\n27577,298,75,Male,0,self_employed,146,3,4228,5,22762.03,24025.64,63897.18,42215.59,2358.77,2156.43,6321.78,98955.19,24093.27,26500.84,1\\r\\n27578,2909,26,Female,0,student,17,2,181,5,3555.67,27475.29,11810.13,2801.71,1894.93,29194.93,159.54,0.54,10866.96,22239.54,1\\r\\n27579,3994,25,Female,0,self_employed,1096,2,26,20,1970.18,2281.58,2961.68,1440.48,133.4,714.13,377.37,7.47,2317.49,1945.08,0\\r\\n27580,3047,57,Female,0,self_employed,1621,1,50,17,6538.66,585.8,1617.19,4412.64,5950.1,0.1,0.1,0.1,3665.75,585.8,0\\r\\n27581,578,66,Female,0,retired,834,2,1128,212,5204.56,5058.15,5040.3,4883.56,0.57,0.57,0.57,0.57,5182.28,5050.71,0\\r\\n27582,1708,53,Male,1,salaried,1020,3,419,,4261.62,4098.73,2383.2,861.01,0.07,0.07,2344.25,285.79,2688.29,2031.88,0\\r\\n27583,2138,36,Female,2,self_employed,146,2,41,194,3006.81,3006.81,3006.81,2982.84,0.64,0.64,0.64,0.64,3006.81,3006.81,0\\r\\n27584,984,43,Male,0,salaried,1232,2,2523,188,4861.64,5357.47,6333.78,7339.07,0.16,0.16,577.01,391.05,5151.8,6643.22,0\\r\\n27585,782,60,Male,0,self_employed,334,2,500,77,5792.95,5792.95,5705.86,5239.3,0.54,0.54,0.54,19.3,5792.95,5797.12,0\\r\\n27586,772,33,Male,0,salaried,623,2,545,,1682.05,2367.77,2024.95,2080.39,0.26,0.26,0.26,43.11,2084.02,2235.05,0\\r\\n27587,1254,59,Male,0,self_employed,570,2,1656,87,16997.61,17140.47,17367.84,18775.96,0.46,0.46,143.31,286.17,17071.51,17251.07,0\\r\\n27588,348,64,Female,,retired,1232,2,185,0,2071.74,1432.12,1563.43,1734.56,1328.89,571.74,0.31,0.31,1573.67,1521.57,0\\r\\n27589,1721,32,Male,0,self_employed,905,2,1836,25,5641.61,3029.4,1602.36,11.06,14.76,1.33,5767.9,1979.67,2681.38,1953.83,0\\r\\n27590,4743,65,Male,0,self_employed,1020,3,19,117,2298.52,2447.25,2404.12,1954.5,0.21,0.21,154.86,0.21,2317.85,2447.25,0\\r\\n27591,1609,74,Male,0,retired,1096,2,92,33,7647.32,6428.58,7043.11,5438.18,0.39,6.92,286.1,1111.24,7777.33,6819.62,0\\r\\n27592,6845,61,Male,2,self_employed,15,2,6,28,3028.43,3020.56,3025.34,3001.18,8.39,0.51,0.51,0.51,3028.43,3022.94,0\\r\\n27593,1684,40,Female,0,self_employed,531,3,1381,,4517.21,4517.21,4517.21,4270.77,0.5,0.5,0.5,0.5,4517.21,4517.21,0\\r\\n27595,2787,78,Male,0,retired,1241,3,1035,,2950.2,2950.2,2950.2,2931.5,0.39,0.39,0.39,0.39,2950.2,2950.2,0\\r\\n27596,1256,64,Male,1,retired,1220,2,1994,4,2376.72,40008.25,10137.05,210.52,25871.15,10714.83,63502.69,96.39,15356.9,14970.47,0\\r\\n27597,3059,90,,0,self_employed,1020,2,212,,1837.79,1837.79,1837.79,1826.15,0.47,0.47,0.47,0.47,1837.79,1837.79,1\\r\\n27598,930,30,Male,0,salaried,904,3,1908,0,21870.5,20475.51,19923.09,15028.01,2289.33,730.38,1036.22,49.6,20835.76,19835.93,1\\r\\n27599,2036,64,Male,0,self_employed,575,2,280,13,1862.36,1014.04,4180.21,1347.14,2079.61,24885.03,3495.65,41619.27,2148.73,7939.21,0\\r\\n27600,3574,79,Male,0,retired,1232,2,148,46,2833.89,2824.39,2535.58,3181,0.03,1300.03,0.03,0.03,2829.54,2239.66,0\\r\\n27601,3078,41,Male,2,self_employed,1096,2,91,111,3703.43,4042.63,3959.76,4780.45,0.2,0.2,55.91,0.2,3798.77,4041.53,0\\r\\n27602,1242,23,Male,0,self_employed,1494,2,1008,132,18522.16,18522.16,18553.5,17333.18,0.24,0.24,0.24,57.39,18522.16,18559.03,0\\r\\n27603,889,52,Female,0,salaried,409,2,293,21,1112.49,1738.86,8034.96,9183.47,174.64,0.44,589.15,15538.69,1527.43,4345.04,1\\r\\n27604,646,64,Female,0,self_employed,,2,529,6,956.15,1667.55,2157.66,1684.76,27857.2,0.06,28571.49,0.06,3145.78,1665.7,0\\r\\n27605,1312,38,Male,,salaried,,3,2605,17,6471.4,4051.69,4465.5,4015.55,2419.73,0.01,0.01,0.01,5303.27,4048.13,0\\r\\n27606,2922,90,Male,0,self_employed,,1,33,14,7008.9,6874.01,7362.89,3657.09,270.16,0.4,0.4,2857.54,6943.78,7361.33,0\\r\\n27607,251,22,Male,0,self_employed,,3,2068,42,229.32,2348.09,2041.71,2653.53,0.29,0.45,926.74,55.41,1196.58,2364.73,0\\r\\n27608,573,24,Male,0,student,1338,3,2067,13,2048.24,6108.17,5022.03,5895.4,1400.69,4129.26,5846.33,3841.8,3434.39,5464.98,1\\r\\n27609,1291,32,Female,0,self_employed,146,2,1749,90,6996.86,6994.61,6993.55,6800.4,0.6,0.6,0.6,0.6,6995.77,6993.83,0\\r\\n27610,1043,47,Male,3,self_employed,1181,2,235,112,2225.4,2577.56,2776.86,3631.77,0.23,0.23,169.96,338.67,2282.73,2815.09,0\\r\\n27611,4249,65,Male,0,self_employed,1020,2,540,0,7366.17,6837.6,6380.49,5122.52,2028.9,1214.61,0.33,0.33,7074.55,6602.58,0\\r\\n27612,392,37,Male,2,self_employed,575,2,1717,3,1864.59,2294.66,7733.49,5720.39,857.9,9561.09,1260.46,8103.31,1431.42,9723.09,1\\r\\n27613,2142,56,Male,0,salaried,479,2,1275,15,4202.24,2638.59,2926.16,2621.11,1564.23,0.57,0.57,0.57,3501.29,2638.59,0\\r\\n27614,6297,33,Male,0,salaried,834,2,40,3,8944.5,11417.38,7411.74,3115.94,6072.93,6072.41,7461.25,4578.99,6563.41,9508.71,0\\r\\n27615,2299,39,Male,0,self_employed,1494,2,1007,17,1053.61,1962.63,1727.07,1682.09,185.87,185.87,1000.16,0.16,1311.68,1974.14,0\\r\\n27616,2566,43,Female,0,self_employed,1096,3,1664,39,3616.26,559.53,2604.37,2592.62,0.67,30657.81,14429.24,47460.63,1409.07,2999.81,1\\r\\n27617,2152,36,Male,2,self_employed,1469,2,2708,21,5.48,7796.66,2361.85,303.1,19.01,0.25,75276.71,17019.81,2133.99,4641.37,1\\r\\n27618,2784,27,Male,0,self_employed,1020,3,490,30,2134.64,2082.17,1548.91,640.71,0.57,2.4,402.78,1656.24,1921.81,1461.12,0\\r\\n27619,1409,43,Female,3,self_employed,851,3,864,26,5537.01,5761.86,6921.98,8140.33,214.39,214.39,296.37,1928.51,5749.22,7253.16,0\\r\\n27620,1758,55,Male,0,self_employed,1096,3,1666,12,1523.54,1578.46,1455.32,1575.7,714.81,0.53,769.73,0.53,1209.03,1578.46,0\\r\\n27621,3632,41,Female,0,self_employed,617,3,1362,103,1810.63,1810.63,1810.63,1677.84,0.69,0.69,0.69,0.69,1810.63,1810.63,0\\r\\n27622,2797,33,Female,0,student,409,2,331,27,921.99,921.99,1962.14,1110.61,572.11,0.69,572.11,3572.11,931.84,2880.52,0\\r\\n27623,199,43,Male,0,self_employed,,3,2468,70,1107.45,1547.21,1559.68,878.71,0.09,0.09,439.84,1029.09,1295.32,1828.4,0\\r\\n27624,3290,41,Male,1,self_employed,232,3,350,76,2142.98,2249.74,2319.71,2156.34,0.21,0.21,285.93,0.21,2227.6,2358.98,0\\r\\n27625,1595,47,Male,0,self_employed,575,3,583,,1636.45,1636.45,1636.45,1626.09,0.59,0.59,0.59,0.59,1636.45,1636.45,0\\r\\n27626,273,20,Female,0,student,485,2,1403,154,1457.71,1489.14,1579.55,1735.28,0.2,0.2,63.06,221.63,1473.08,1558.31,0\\r\\n27627,1525,45,Male,0,self_employed,578,2,2938,216,1882.42,1882.42,1882.42,1865,0.57,0.57,0.57,0.57,1882.42,1882.42,0\\r\\n27629,243,70,Female,0,retired,1232,3,148,28,16410.41,367.76,10578.31,754.74,20333.27,0.17,4290.62,20285.89,17592.67,8220.29,1\\r\\n27630,1529,71,Male,0,retired,623,2,377,,5495.11,5492.4,5490.1,6042.52,0.41,0.41,0.41,0.41,5493.43,5490.01,0\\r\\n27631,2665,39,Male,2,self_employed,649,2,54,5,1954.09,1303.24,1528.31,2073.84,1586.07,4286.07,1211.79,4006.46,840.17,2719.65,0\\r\\n27632,2010,47,Female,0,self_employed,409,2,905,223,1892.87,1892.87,1927.89,1970.42,0.64,0.64,0.64,86.36,1892.87,1912.22,0\\r\\n27633,2175,18,Female,0,student,61,3,115,95,398.07,298.07,1608.6,2016.32,0.26,0.26,0.26,0.26,390.19,291.24,0\\r\\n27634,7189,80,Male,0,retired,1096,1,2024,61,1322.77,1451.35,1531.33,1053.06,0.09,0.09,128.66,714.37,1332.13,1451.35,0\\r\\n27635,1531,33,Male,0,self_employed,860,3,2325,182,14371.3,16016.78,15608.74,14085.24,0.26,0.26,1464.83,143.11,14449.5,16084.06,0\\r\\n27636,4840,53,Female,0,self_employed,299,2,59,21,5255.86,63320.52,30107.86,30527.52,1.08,0.67,58065.33,240.29,5256.29,63290.33,1\\r\\n27637,1137,53,Male,0,salaried,623,2,218,23,2581.75,4265.14,4066.87,885.95,14.49,11428.77,6254.45,15676.44,4057.85,6220.37,1\\r\\n27638,1353,64,Female,1,self_employed,1396,2,1368,31,1553.87,5695.79,5744.43,2338.32,0.1,37071.53,37568.44,32569.6,11870.2,4038.89,1\\r\\n27639,400,36,Male,0,salaried,146,2,367,70,2917.3,4360.16,4279.81,3088.19,0.34,0.34,1428.91,0.34,4152.77,4363.84,1\\r\\n27640,626,26,Male,0,salaried,630,3,1771,53,832.7,1633.22,1435.36,1459.62,0.39,3188.56,2072.25,2057.8,705.51,2858.02,1\\r\\n27641,2020,41,Male,3,self_employed,,3,1892,11,10204.31,8707.05,9433.82,10807.17,1643.5,1357.79,226.71,262.43,9632.91,8991.81,0\\r\\n27642,6236,42,Male,2,self_employed,834,1,40,83,1662.67,472.73,4281.49,3202.6,0.5,0.5,1281.22,9984.4,1995.42,920.05,0\\r\\n27643,1436,30,Female,0,student,1534,2,1506,31,2563.7,3847.97,3807.52,5930.32,0.67,2858.39,1142.08,246.46,3321.18,3700.78,0\\r\\n27644,1901,38,Male,0,self_employed,298,3,1214,308,2587.82,2587.82,2587.82,2569.5,0.41,0.41,0.41,0.41,2587.82,2587.82,0\\r\\n27645,394,40,Male,,self_employed,409,2,1668,6,23974.43,1634.08,3336.31,1461.98,22514.43,1085.86,145.5,0.14,7560.55,1436.84,0\\r\\n27646,1355,15,Male,0,student,1525,2,1,262,4797.66,4797.66,4797.66,3941.61,0.7,0.7,0.7,0.7,4797.66,4797.66,0\\r\\n27647,210,51,Female,,self_employed,1096,3,4404,174,6670.57,6670.57,6701.43,7293.73,0.11,0.11,0.11,142.97,6670.57,6691.48,0\\r\\n27648,2604,28,Female,0,student,15,2,69,53,5190.54,5126.52,5029.28,524.21,0.07,128.64,0.07,0.07,5141.2,5101.64,0\\r\\n27649,2677,62,Female,0,self_employed,1579,2,953,18,7484.9,6037.24,5053.07,5845.74,3871.44,2857.2,2858.63,1571.49,7152.8,4323.15,0\\r\\n27650,1475,41,Male,1,salaried,409,2,1565,46,4637.13,4637.13,3180.26,2843.97,0.16,3079.46,0.16,0.16,4637.13,3345.81,0\\r\\n27651,5477,36,Male,0,self_employed,905,1,34,181,2443.23,2167.88,2207.51,2570.18,0.63,0.63,0.63,0.63,2293.1,2166.69,0\\r\\n27652,864,24,Male,0,student,334,1,4,38,5173.98,5173.98,4962.19,1609.95,0.1,285.81,0.1,0.1,5173.98,4980.44,0\\r\\n27653,1209,50,Male,2,self_employed,175,2,3082,160,6173.76,6190.13,7858.6,10959.85,0.66,0.66,264.17,4269.89,6028.21,7358.86,0\\r\\n27654,2258,72,Female,0,retired,1020,1,60,,16726.56,16083.71,16122.81,15461.81,0.04,0.04,0.04,0.04,16194.55,16086.08,0\\r\\n27655,465,38,Male,,self_employed,1282,2,1747,31,3913.91,4261.49,7966.6,12338.94,0.17,0.42,333.47,7437.31,3962.51,6213.46,1\\r\\n27656,5511,90,Male,0,self_employed,996,3,343,67,6790.07,7840.84,7444.25,4920.11,0.06,0.06,1050.83,0.06,7408.95,7840.84,0\\r\\n27657,4559,64,Male,2,salaried,1096,2,144,24,3043.7,2834.02,2673,2008.46,200.53,431.96,0.53,0.53,3001.8,2715.59,0\\r\\n27658,4441,65,Male,0,salaried,15,2,69,5,1868.58,3382.09,2733.94,3130.06,1569.83,1307.99,3086.23,286.23,2489.34,3126.62,0\\r\\n27659,6695,76,Male,0,retired,834,1,14,3,14767.63,23912.44,17730.31,25085.01,5193.94,7554.16,14296.73,228.59,29746.98,13446.37,0\\r\\n27660,4574,69,Female,0,self_employed,146,1,140,13,3123.21,2623.21,2639.46,1797.6,429,0.43,0.43,0.43,2849.82,2625.59,0\\r\\n27661,666,25,Male,,salaried,409,2,391,327,3269.74,3269.74,3285.87,3297.55,0.17,0.17,0.17,0.17,3269.74,3269.74,0\\r\\n27662,3791,53,Female,0,salaried,399,2,403,30,2690.24,2927.41,2456.04,2487.19,0.61,832.04,0.61,143.47,2808.14,2393.51,0\\r\\n27663,320,6,Male,,student,751,2,340,130,1442.07,1456.36,1466.26,1476.82,0.06,0.06,0.06,0.06,1452.42,1466.03,0\\r\\n27664,1510,42,Female,0,self_employed,623,2,1639,145,6798.09,6798.09,6798.09,6484.21,0.49,0.49,0.49,0.49,6798.09,6798.09,0\\r\\n27665,2793,41,Female,0,salaried,1388,2,811,248,488.9,1559.26,2477.62,759.32,0.49,0.49,1070.76,0.49,845.89,1559.26,1\\r\\n27666,1742,45,Female,0,self_employed,1540,3,1545,,923.4,923.4,2121.56,9434.51,0.2,0.2,0.2,0.2,923.4,1476.39,1\\r\\n27667,1309,26,Male,0,self_employed,1494,3,1708,342,5516.63,5516.63,5667.84,5931.3,0.63,0.63,0.63,7.77,5516.63,5521.93,0\\r\\n27668,1843,55,Male,0,self_employed,31,2,1936,25,2241.06,1870.41,2644.52,4016.2,159.27,6211.06,498.31,6332.27,2097.11,3376.85,0\\r\\n27669,1684,33,Female,0,self_employed,15,1,49,320,3931.36,3931.36,3931.36,3907.5,0.16,0.16,0.16,0.16,3931.36,3931.36,0\\r\\n27670,2983,56,Female,0,self_employed,169,3,416,108,170.34,164.72,1432.18,1942.56,0.33,0.33,159.06,0.33,245.91,164.72,0\\r\\n27672,2690,48,Male,0,self_employed,60,3,595,118,5939.62,5939.62,6130.79,5219.09,0.51,0.51,0.51,395.6,5939.62,6118.05,0\\r\\n27673,1283,28,Female,0,self_employed,623,3,3611,39,1112.07,2.51,2691.77,2882.03,0.7,3572.13,981.16,3953.74,594.03,7480.57,1\\r\\n27674,4843,46,Female,2,self_employed,1643,1,210,121,12404.81,12406.45,12405.97,12649.67,0.49,0.49,0.49,0.49,12405.43,12405.49,0\\r\\n27675,625,33,Male,0,self_employed,1096,2,1719,21,8856.59,15896.51,17101.29,15080.1,11.13,3.99,8885.53,28931.26,11713.37,25287.88,0\\r\\n27676,1432,31,Male,1,self_employed,409,3,886,20,12604.42,17430.1,10301.14,5941.37,215.17,10699.94,5915.86,2192.23,15029.48,7946.16,0\\r\\n27677,1062,40,Male,0,salaried,575,3,2972,6,1956.27,5059.43,6227.01,25824.39,7220.77,929.04,17817.76,15414.76,4819.49,5306.68,1\\r\\n27678,3384,68,Male,4,salaried,623,1,512,0,20572.1,20326.53,12529.73,26374.52,6685.43,9026.51,6154.14,2938.5,16870.82,13157.85,0\\r\\n27679,559,61,Male,,retired,136,1,2433,7,6468.29,6374.2,6309.58,5349.63,105.19,105.29,11.1,11.11,6400.16,6310.4,0\\r\\n27680,4225,40,Male,0,salaried,409,3,330,240,2706.8,2734.99,2475.8,2265.14,0.39,0.39,571.81,286.1,2462.81,2606.72,0\\r\\n27681,1864,30,Male,0,salaried,1020,2,322,13,9014.96,7736.82,8741.14,5817.92,1420.36,2047.09,5374.03,6975.15,8269.8,9937.18,0\\r\\n27682,469,29,Male,0,salaried,1020,2,1230,349,1503.1,8645.96,7086.03,8586.05,0.17,0.17,7143.03,0.17,3966.16,8645.96,1\\r\\n27683,4091,65,Male,0,salaried,1020,2,16,221,1544.42,1544.42,1546.58,1537.98,0.33,0.33,0.33,0.33,1544.42,1546.8,0\\r\\n27684,3265,35,Male,1,salaried,1096,3,2055,68,1509.63,2290.21,2318.08,2458.3,0.56,0.56,1220.23,329.09,1770.5,2411.82,0\\r\\n27685,5929,49,Male,1,salaried,1020,3,47,20,2149.81,2145.21,2144,2116.78,5.17,5.19,0.57,0.57,2148.54,2144.02,0\\r\\n27686,1859,24,Male,0,student,575,3,679,20,3886.46,3109.38,5939.04,8058.87,777.29,778.31,0.2,7323.44,3672.09,4556.5,0\\r\\n27687,2894,43,Female,0,self_employed,1020,3,288,,3762.97,4029.7,3579.29,885.96,0.57,0.57,267.3,335.83,3800.63,4167.73,0\\r\\n27688,2579,72,Male,0,retired,1084,3,685,132,2289.46,2289.46,2289.46,1851.78,0.43,0.43,0.43,0.43,2289.46,2289.46,0\\r\\n27690,12899,63,Male,0,self_employed,,3,1517,54,530.02,1103.16,1632.05,2108.83,0.66,143.51,447.06,194.1,887.35,1103.84,1\\r\\n27691,755,34,Male,,self_employed,1494,2,955,41,340.14,340.14,10039.81,84.33,0.13,22857.27,0.13,55475,340.14,26138.11,1\\r\\n27692,4374,35,Female,0,salaried,1020,2,84,131,2242.56,2068.82,1997.84,1513.34,0.51,0.51,0.51,0.51,2122.02,2004.95,0\\r\\n27693,533,36,Male,,self_employed,1111,2,2830,,5286.59,5484.42,5272.39,5645.95,0.19,0.19,614.47,672.33,5678.52,5022.3,0\\r\\n27695,2502,41,Female,0,self_employed,694,2,142,30,2961.28,2932.71,4219.81,104.36,0.2,51.27,0.2,3214.49,2961.28,4890.42,0\\r\\n27696,2898,27,Male,0,self_employed,1096,1,328,33,6361.46,6361.46,7835.98,12486.53,0.66,943.51,0.66,1883.44,6361.46,6624.59,0\\r\\n27697,2360,30,Female,0,student,1020,3,84,42,32492.96,32492.96,15749.68,52.53,0.47,32440.57,0.47,0.47,32492.96,14703.23,0\\r\\n27698,1988,31,Male,0,self_employed,180,3,187,9,3112.9,2813.62,2786.02,2552.79,650.2,571.63,214.49,143.06,2822.98,2912.7,0\\r\\n27699,4507,40,Male,1,salaried,1084,2,228,23,6630.27,5593.28,6049.94,3553.46,2756.69,2472.56,3411.84,3844.96,6608.35,6534.88,0\\r\\n27700,2422,33,Male,1,self_employed,162,2,860,3,2534.65,4549.83,1809.15,246.7,1071.5,5328.64,2974.33,677.94,3370.53,1544.71,0\\r\\n27701,945,8,Male,0,self_employed,1020,3,3354,40,4262.63,4262.63,3107.26,990.87,0.51,2149.51,0.51,0.51,4262.63,2945.5,0\\r\\n27702,1470,30,Male,0,self_employed,61,2,3271,30,521.74,1022.41,3076.8,10202.72,0.61,380.61,857.76,1204.11,657.69,1321.26,1\\r\\n27703,933,38,Male,0,salaried,1459,3,3559,45,9490.27,9490.27,5131.59,307.8,0.63,9286.34,0.63,0.63,9490.27,5573.22,0\\r\\n27704,3143,67,Male,0,self_employed,1106,2,793,21,2515.02,570.45,2061.1,2142.12,1430.49,0.2,5914.49,3010.2,1737.93,1868,0\\r\\n27707,1089,69,Female,,self_employed,334,3,323,,1577.56,1577.56,1468.92,1331.49,0.44,0.44,0.44,0.44,1577.56,1481.19,0\\r\\n27708,224,45,Female,0,self_employed,1135,2,117,56,2114.53,976.32,1560.16,1818.77,0.27,150.27,2719.2,1002.47,1918.77,1352.53,0\\r\\n27709,242,33,Female,,self_employed,1232,3,962,95,2108.99,2108.99,2108.99,451.03,0.11,0.11,0.11,0.11,2108.99,2108.99,0\\r\\n27711,2897,71,Female,0,self_employed,1096,3,328,273,13344.34,13344.34,13344.34,13279.51,0.5,0.5,0.5,0.5,13344.34,13344.34,0\\r\\n27712,1465,39,Male,2,self_employed,1041,3,2036,10,1640.12,1794.29,1719.22,2524.08,376.99,357.8,0.24,0.24,1482.41,1736.98,0\\r\\n27713,1927,48,Male,2,self_employed,1055,3,1635,6,329.51,6594.82,6065.12,6653.65,171.69,171.69,6428.83,1356.6,3298.12,7762.72,1\\r\\n27715,268,25,Male,,salaried,1540,3,1551,189,7618.27,7618.27,6438.7,3490.42,0.6,0.6,0.6,0.6,7618.27,7126.78,0\\r\\n27716,541,34,Female,0,salaried,1020,1,114,0,9002.01,6156.86,7057.74,3299.03,2845.3,1459.86,0.16,0.16,6254.97,6681.74,0\\r\\n27717,2959,48,Male,0,self_employed,1084,2,2868,15,9816.69,9813.63,9873.28,9634.84,1.43,7.93,0.06,0.06,9815.19,9806.07,0\\r\\n27718,1888,33,Female,0,self_employed,409,2,932,10,613.57,352,1742.01,1670.66,3928.76,2857.33,452.9,0.19,2418.06,1001.78,1\\r\\n27719,1946,6,Female,0,student,1096,3,1409,,3016.53,2945.1,2900.32,2670.63,0.03,0.03,0.03,0.03,2969.73,2901.32,0\\r\\n27720,3216,61,Male,0,salaried,623,2,696,32,2486.25,1439.82,1523.54,1665.91,0.51,1.54,0.51,21.94,1620.24,1455.62,0\\r\\n27721,4973,49,Male,3,salaried,1322,3,176,63,1466.5,1537.93,1500.73,1963.16,0.6,0.6,72.03,0.6,1473.89,1537.93,0\\r\\n27722,1337,27,Male,1,salaried,491,3,619,0,584.08,4044.73,3474.42,4276.45,1314.43,1961.63,2974.84,3600.3,653.62,4761.13,1\\r\\n27723,2264,20,Male,0,student,526,2,421,,4815.61,4815.61,4815.61,4785.11,0.49,0.49,0.49,0.49,4815.61,4815.61,0\\r\\n27724,1899,63,Male,0,salaried,1111,2,1898,13,22169.72,31143.27,28608.75,14252.84,2857.8,0.66,11817.07,1737.45,22443.96,31255.54,0\\r\\n27725,6891,38,Male,0,self_employed,1096,3,91,,15618.4,12332.69,12171.39,10519.9,0.23,0.23,0.23,0.23,14032.2,11463.56,0\\r\\n27726,3146,58,Male,0,self_employed,1076,3,793,4,31202.13,5049.86,5944.22,497.3,32775.81,4286.21,6625.6,9857.64,14327.41,2644.33,0\\r\\n27727,207,29,Female,1,self_employed,409,2,272,31,1657.13,3029.86,1761.3,1453.31,0.53,3571.96,2086.24,2152.31,1926.1,1747.6,0\\r\\n27728,5091,40,Female,0,salaried,1020,3,159,19,2979.78,2884.26,3166.96,4019.58,814.69,814.69,0.4,285.66,2699,3112.89,0\\r\\n27729,4970,42,Male,0,self_employed,61,2,1580,198,2280.34,2292.03,2288.03,2117.01,0.06,0.06,14.34,0.06,2287.46,2291.17,0\\r\\n27730,4823,64,Male,1,self_employed,579,2,192,,20461.13,20461.13,20461.13,20235.45,0.54,0.54,0.54,0.54,20461.13,20461.13,0\\r\\n27731,808,30,Male,,self_employed,415,3,2285,28,13395.3,1930.54,7782.78,1269.92,13322.06,0.16,2000.16,4000.16,14754.9,3414.88,0\\r\\n27732,3848,39,Female,0,self_employed,146,1,157,5,2511.4,2755.52,5744.86,2405.26,328.16,0.69,6402.95,1926.07,3718.53,7397.97,0\\r\\n27733,5374,56,Female,0,self_employed,480,1,249,20,23590.91,19869.2,19087.28,8065.29,2857.71,4286.29,0.57,714.86,22848.97,18946.73,0\\r\\n27734,1383,57,Male,0,self_employed,15,2,6,10,7254.47,7225.84,7323.63,9381.77,28.93,0.3,0.3,0.3,7237.68,7225.84,0\\r\\n27735,1838,32,Male,1,self_employed,15,2,6,27,287.63,12244.77,2528.52,2497.48,7143.2,17428.91,19286.06,7143.2,3096.99,3142.92,1\\r\\n27736,720,26,Female,0,salaried,1084,2,1028,0,1975.11,1824.52,1595.55,1186.57,393.93,395.36,0.49,71.91,1733.16,1593.12,0\\r\\n27737,1303,61,Male,0,self_employed,376,3,2712,5,2952.31,3010.51,2540.49,1873.89,714.33,724.83,743.95,89.91,2602.42,2507.13,0\\r\\n27738,1919,53,Female,0,self_employed,,2,505,,5302.86,5302.86,5302.86,5269.38,0.24,0.24,0.24,0.24,5302.86,5302.86,0\\r\\n27739,781,29,Female,0,salaried,623,2,1031,271,1297.03,1568.46,1539.76,1070.78,0.03,0.03,428.6,0.03,1685.7,1545.19,0\\r\\n27740,1228,56,Male,0,self_employed,1380,3,2052,121,1156.45,6156.45,4073.28,7902.21,0.31,0.31,5000.31,6571.74,5466.79,4829.28,0\\r\\n27741,2840,37,Male,1,salaried,620,2,351,4,114612.75,85046.25,43842.59,12422.71,35714.51,106262.03,315304.5,76738.59,28607.02,75842.02,0\\r\\n27742,1486,53,Male,2,salaried,1020,2,5,80,2193.9,1838.66,2016.35,1459.12,0.59,0.59,8334.23,12656.73,1927.64,2320.91,0\\r\\n27743,755,36,Male,,salaried,664,3,241,18,1975.71,1691,1589.23,1202.55,311.79,339.21,26.39,0.04,1887.43,1614.41,0\\r\\n27744,946,34,Male,0,self_employed,61,2,3294,234,500.61,2214.9,3477.29,7148.38,0.67,0.67,1857.81,0.67,1584.35,2213.14,1\\r\\n27745,700,41,Female,,self_employed,447,3,989,,5062.2,5276.48,6374.95,8505.93,0.61,0.61,214.9,2143.47,5069.59,5898.6,1\\r\\n27746,2467,39,Male,0,self_employed,1440,2,828,,3270.45,3270.45,3270.45,3249.73,0.59,0.59,0.59,0.59,3270.45,3270.45,0\\r\\n27747,6431,54,Male,0,salaried,1020,2,60,,19326.53,18641.86,17902.05,15812.24,0.07,0.07,0.07,683.1,18665.47,17849.07,0\\r\\n27748,2439,33,Male,0,student,1076,2,64,4,101967.9,19131.21,31863.7,29724.99,85715.3,21475.7,4562.7,15480.23,29839.46,39319.52,0\\r\\n27749,3186,56,Female,0,self_employed,1020,2,398,185,1339.91,1357.77,2004.71,3458.87,0.54,0.54,23.03,357.69,1353.86,1519.06,0\\r\\n27750,892,73,Male,0,retired,623,2,21,123,1821.83,1878.97,1938.16,2046.14,0.31,0.31,0.31,0.31,1877,1930.58,0\\r\\n27751,3154,62,Male,0,salaried,1020,1,592,4,7693.73,8645.77,5907.5,3029.31,139.37,5401.29,1091.41,1482.84,8130.26,4563.04,0\\r\\n27752,5882,45,Male,0,salaried,822,2,20,21,13482.92,13434.29,13475.44,13103.01,2.86,0.66,0.66,157.8,13463.1,13451.92,0\\r\\n27753,427,51,Male,2,self_employed,452,3,637,6,6743.06,6486.57,6344.34,4159.72,2184.69,1526.26,1738.97,1492.04,6480.59,6709.4,1\\r\\n27754,2734,37,Male,2,salaried,1525,3,146,63,3736.71,3894.79,4254.52,3307.96,0.09,0.09,52.8,906.65,3804.98,4113.76,1\\r\\n27755,1093,41,Female,0,self_employed,1590,3,2104,17,19368.03,12958.66,12137.12,4323.47,10785.73,0.01,4571.44,0.01,18890.59,12689.07,0\\r\\n27756,486,62,Male,,salaried,557,2,721,6,28125.3,23982.44,21910.19,9436.7,4142.9,4285.76,0.04,0.04,27051.41,22185.21,0\\r\\n27757,469,73,Male,,retired,623,2,1990,80,5131.34,5345.63,5101.76,3005.39,0.27,0.27,428.84,285.99,5160.9,5433.18,0\\r\\n27758,4804,44,Male,0,self_employed,1020,3,582,56,4257.31,4257.31,3195.56,11801.19,0.41,1857.56,0.41,428.99,4257.31,4100.63,0\\r\\n27759,2140,47,Female,0,salaried,1096,2,273,18,12905.78,11062.93,11227.53,10164.11,1271.6,0.17,0.17,0.17,12245.69,10745.42,0\\r\\n27760,5196,57,Male,0,self_employed,1020,2,15,48,6348.22,4367.18,4301.59,10020.24,0.27,21.49,3322.54,2328.9,4944.29,3796.56,0\\r\\n27761,4462,43,Male,0,self_employed,1096,2,32,12,9444.77,42658.62,21733.47,2016.64,94.93,95.14,35013.57,12766.25,12543.27,47625.56,1\\r\\n27762,2070,62,Male,0,self_employed,575,2,280,18,4997.15,5020.19,5159.5,3169.47,1948.23,2936.9,1973.77,2997.17,5063.46,4800.02,0\\r\\n27763,5018,43,Male,0,self_employed,694,3,142,18,1666.32,632.42,1634.08,503.43,31807.46,0.37,29067.97,526.07,4025.31,482.28,1\\r\\n27764,5008,38,Male,0,self_employed,966,2,37,17,38360.72,38733.38,38636,37518.78,353.19,286.04,732.99,50.63,38758.53,38696.73,0\\r\\n27765,1953,63,Male,0,self_employed,1020,2,541,,1732.83,1732.83,1732.83,1721.85,0.33,0.33,0.33,0.33,1732.83,1732.83,0\\r\\n27766,4546,56,Male,0,self_employed,1096,1,11,,4474.85,4474.85,4474.85,4446.5,0.5,0.5,0.5,0.5,4474.85,4474.85,0\\r\\n27767,354,36,Female,0,self_employed,334,2,3923,41,2407.93,9432.52,4831.46,1910.65,0.14,7143,7143,9.43,7451.28,5081.34,0\\r\\n27768,636,27,Male,,salaried,1096,2,438,303,2323.56,2296.74,2351.48,2524.88,0.27,0.27,32.66,98.96,2276.39,2352.94,0\\r\\n27769,1081,25,Female,0,self_employed,409,2,2928,151,12103.19,12103.19,12103.19,11955.73,0.17,0.17,0.17,0.17,12103.19,12103.19,0\\r\\n27770,2750,36,Male,2,self_employed,241,2,1257,17,219.33,12726.53,3623.06,821.63,4329.97,11469.9,24350.06,23067.43,6438.03,3799.06,1\\r\\n27771,1518,90,,0,self_employed,,2,2346,7,17231.06,45776.77,35478.31,11693.86,25.76,1061.69,28571.47,0.04,18197.66,45630.66,1\\r\\n27772,2134,44,Male,0,self_employed,1075,2,1722,257,3396.85,4857.04,2255.07,1138.89,0.27,0.27,57.21,328.27,3753.23,2142.68,0\\r\\n27773,3135,90,,0,self_employed,834,3,478,99,1578.21,1578.21,1578.21,15673.45,0.06,0.06,0.06,0.06,1578.21,1578.21,0\\r\\n27774,4862,47,Male,0,self_employed,1232,2,185,108,4841.66,4705.94,4707.54,4474,0.13,0.13,0.13,57.24,4799.54,4680.96,0\\r\\n27775,1567,31,Male,0,student,623,3,21,72,4839.82,3625.54,3532.76,2466.15,0.03,0.03,0.03,0.03,3918.64,3625.54,0\\r\\n27776,2139,31,Male,0,self_employed,1494,2,1704,3,2824.99,3168.62,2697.13,2146.6,1287.69,375.61,1882.01,25.11,2720.58,2962.7,0\\r\\n27777,1075,59,Male,,self_employed,808,2,3283,39,7838.11,8052.4,7343.4,4710.93,0.53,429.1,214.81,214.81,7934.17,7686.5,0\\r\\n27778,2903,39,Male,0,self_employed,772,3,3363,140,7808.83,7087.53,7471.56,7296.84,0.06,0.06,0.06,0.06,7212.28,7128.59,0\\r\\n27779,2010,40,Male,2,salaried,1322,2,2516,4,1375.49,1799.72,2352.85,4292.17,15634.2,882.26,13117.13,1602.84,3895.4,1405.24,1\\r\\n27780,2768,70,Male,0,self_employed,745,2,298,6,208.48,112.8,1641.05,2979.57,1810.53,2214.84,13143.41,3872.7,2492.34,1308.37,0\\r\\n27781,208,12,Male,0,salaried,409,2,272,47,24192.88,24105.39,22086.24,14534.48,0.69,4286.4,0.69,0.69,24129.53,22317.84,0\\r\\n27782,226,65,Male,0,self_employed,623,2,81,219,7.18,10435.97,9397.93,7068.75,0.01,0.01,11160.82,260.41,8547.32,10511.6,0\\r\\n27783,464,90,,,self_employed,1020,2,163,25,1035.47,785.61,2080.52,1954.06,1371.64,0.21,1121.79,2827.07,1271.23,1658.96,0\\r\\n27784,1202,56,Male,0,self_employed,979,2,2593,21,4016.27,3795.49,3723.94,3209.22,228.84,228.84,8.06,0.27,3954.02,3714.38,0\\r\\n27785,4347,62,Male,0,salaried,479,3,234,94,858.7,858.7,2195.1,2151.73,0.7,0.7,0.7,2143.56,858.7,2725.06,1\\r\\n27786,2312,44,Male,3,salaried,334,1,1880,0,3525.98,17225.47,27647.44,62819.36,7244.45,3101.24,28204.37,6827.11,8331.97,18035.41,1\\r\\n27787,1748,40,Male,0,self_employed,1312,2,1917,13,3237.11,2919.08,2897.62,3443.8,315.2,114.63,0.34,0.34,3073.81,2815.85,0\\r\\n27788,2963,34,Female,0,salaried,1020,3,357,,517.81,517.81,12991.45,20388.64,0.57,0.57,0.57,0.57,517.81,17937.93,1\\r\\n27789,522,27,Male,,salaried,162,3,860,21,8748.47,7646.3,8382.39,5200.81,2529.08,0.37,2146.09,0.37,9262.01,7646.33,0\\r\\n27790,3079,58,Male,0,salaried,1363,2,52,259,1811.75,1811.75,1811.75,2125.08,0.36,0.36,0.36,0.36,1811.75,1811.75,1\\r\\n27791,1844,41,Female,0,self_employed,1211,3,510,356,3713.78,3642.35,3676.18,2385.25,0.31,0.31,428.89,0.31,3758.11,3642.35,0\\r\\n27792,556,21,Male,0,self_employed,623,2,1996,54,664.93,684.54,1552.66,843.2,0.33,4387.29,19.93,4358.89,671.02,2068.07,1\\r\\n27793,1036,66,Female,0,self_employed,409,3,503,55,5135.37,3928.22,3960.59,2614.81,0.54,1345.83,286.26,1214.83,5133.15,4138.97,1\\r\\n27794,5346,77,Male,0,retired,666,2,715,62,2065.74,2082.54,2011.57,2337.09,0.63,0.63,20.17,87.44,2070.07,2111.49,0\\r\\n27796,1551,33,Female,0,self_employed,409,1,158,18,5109.7,4352.55,4012.58,1399.79,757.24,757.24,0.1,0.1,4822.5,4010.62,0\\r\\n27797,3989,74,Male,0,retired,1096,1,11,,28827.24,28827.24,28827.24,28644.62,0.11,0.11,0.11,0.11,28827.24,28827.24,0\\r\\n27799,2552,26,Male,0,self_employed,1271,2,379,13,1201.92,4773.35,2067.29,441.54,5000.56,4286.27,8571.99,0.56,3640.35,2173.67,0\\r\\n27800,2693,39,Female,0,self_employed,623,1,545,300,1692.61,1692.61,1692.61,1681.91,0.01,0.01,0.01,0.01,1692.61,1692.61,0\\r\\n27801,4688,54,Male,1,salaried,575,2,44,33,5606.48,15846.08,5196.96,4037.55,0.36,28571.79,12047.12,18808.29,7913.67,3996.1,1\\r\\n27802,1731,34,Female,1,self_employed,833,3,164,11,3385.76,3302.12,3572.96,2877.41,7429.85,4287.5,11797.14,4614.14,5003.11,2338.64,0\\r\\n27803,509,22,Male,0,self_employed,623,2,365,11,5425.08,3936.33,4037.84,2738.3,2143.45,0.43,3371.19,9286.14,4788.1,3846.15,0\\r\\n27804,4377,56,Female,0,salaried,1589,2,275,39,9854.62,9848.76,7263.77,3300.33,0.11,31096.04,0.11,21512.23,9850.07,9382.3,1\\r\\n27805,1342,36,Female,0,self_employed,241,2,1257,63,5634.12,5634.12,5430.59,2764.05,0.07,0.07,0.07,0.07,5634.12,5634.12,0\\r\\n27806,1097,26,Female,1,self_employed,1020,2,501,14,2376.91,2696.49,2732.71,2490.33,57.16,0.01,376.74,331.3,2468.53,2810.9,1\\r\\n27807,1226,60,Female,0,self_employed,15,2,237,,7052.13,7052.13,7052.13,7007.45,0.51,0.51,0.51,0.51,7052.13,7052.13,0\\r\\n27808,4402,40,Male,2,salaried,834,2,8,17,3032.01,2860.58,2871.22,2458.65,172.13,0.7,0.7,0.7,2949.25,2855.75,0\\r\\n27809,1560,49,Female,0,salaried,1388,3,1378,0,11928.94,7530.88,9406.05,7052.11,23089.6,16179.13,5142.97,2857.26,12649.34,5061.89,0\\r\\n27810,747,31,Male,,self_employed,905,2,259,12,6264.55,5621.69,6004.28,5433.59,643.17,143.17,0.31,808.03,6131.54,5908.12,0\\r\\n27811,2593,38,Male,1,self_employed,201,3,913,4,2261.26,472.88,1540.06,1013.97,1078.94,571.8,139.39,1633.67,1722.16,1240.98,0\\r\\n27812,852,27,Male,0,salaried,623,2,521,14,1410.83,1231.42,1761.95,2258.22,542.89,1.03,315.01,795.18,1261.75,1416.84,0\\r\\n27813,5491,60,Female,0,self_employed,1020,2,114,0,1567.3,2270.14,2891.34,2904.63,1179.73,1340.65,386.99,2149.84,2018.35,2855.43,0\\r\\n27815,1043,31,Male,0,salaried,1020,2,227,49,1977.63,2561.87,3181.91,3229.89,0.5,2626.21,584.74,1807.47,2086.31,2685.41,1\\r\\n27816,5632,70,Female,0,self_employed,15,1,6,17,8396.38,8881.19,7439.6,1885.84,83.31,170.23,128.71,2857.29,8781.82,10758.72,0\\r\\n27817,986,72,Male,0,salaried,1020,1,79,7,7384.72,6258.69,6085.13,4344.71,1251.29,666.06,0.14,0.14,6569.32,6026.69,0\\r\\n27818,2686,69,Female,0,self_employed,1020,1,143,77,2066,1888.1,1656.4,1574.4,0.27,0.27,1408.08,0.27,1916.12,1739.83,0\\r\\n27819,2252,43,Male,1,self_employed,630,3,1405,6,1586.31,3352.21,2028.92,1051.05,2362.07,3069.49,4060.43,1783.73,1720.16,3005.42,0\\r\\n27820,2697,48,Male,0,salaried,905,3,1390,24,2885.95,2445.5,3501.96,2188.11,4286.24,330.96,4708.23,5429.1,3342.86,3943.06,0\\r\\n27821,1340,64,Male,0,self_employed,491,2,93,6,4206.71,4464.64,2493.89,1483.4,3957.71,5000.57,4787.07,9044.74,2445.49,2547.26,0\\r\\n27822,3503,64,Male,0,retired,1085,3,135,68,1431.53,3288.67,3094.91,5318.18,0.69,0.69,1857.83,0.69,2135.96,3288.67,0\\r\\n27823,302,30,Male,,self_employed,575,3,3565,144,58542.08,58539.85,58538.62,50149.96,0.46,0.46,0.46,0.46,58541,58538.42,0\\r\\n27824,1565,40,Male,0,self_employed,390,3,914,,1552.36,1552.36,1552.36,1542.53,0.64,0.64,0.64,0.64,1552.36,1552.36,0\\r\\n27825,4027,38,Female,0,self_employed,611,3,155,,2214.21,2214.21,2214.21,2200.19,0.56,0.56,0.56,0.56,2214.21,2214.21,0\\r\\n27826,961,55,Female,3,self_employed,1096,1,11,17,243589.93,241064,218827.46,103404.88,3087.17,3101.94,561.24,1665.99,242293.16,240528.62,0\\r\\n27827,369,72,Male,0,retired,1232,2,2454,42,16548.44,19013.76,20833.5,10921.65,0.24,136.49,2465.57,2353.71,17980.32,19588.72,1\\r\\n27829,6592,48,Male,2,self_employed,1020,2,80,0,13688.77,21975.39,8162.96,17727.1,30202.01,11429.16,56762.15,7356.31,5105.83,12743.57,0\\r\\n27830,1641,46,Male,0,self_employed,1020,1,997,39,4994.68,6634.99,3498.28,4358.47,0.36,5840.61,5928.93,16156.03,5010.69,3072.31,0\\r\\n27832,258,36,Male,0,salaried,1477,3,1091,,5619.61,6191.04,3299.39,1884.99,0.3,0.3,1143.16,0.3,5757.55,2861.55,0\\r\\n27834,2488,63,Female,0,self_employed,1020,2,19,31,7573.75,11536.32,11047.67,13626.99,0.43,42.03,4131.47,1607.54,8210.78,12114.44,0\\r\\n27835,2462,41,Female,0,self_employed,1111,3,88,32,1387.01,1387.01,2542.37,1730.78,0.37,9739.97,0.37,12928.94,1387.01,2847.28,0\\r\\n27836,3288,57,Female,1,self_employed,15,2,1680,6,1550.49,2145.27,3222.01,8259.06,282.56,12.88,885.01,203.11,1652.16,2256.58,0\\r\\n27838,5095,72,Male,0,retired,1096,2,134,,3277.94,3589.54,3479.12,3529.59,0.4,0.4,1454.86,28.97,3223.25,3595.99,0\\r\\n27839,1853,67,Female,0,retired,146,2,523,114,3289.87,3373.19,3442.76,4242.3,0.26,0.26,83.57,285.97,3298.49,3433.1,0\\r\\n27840,531,39,Female,0,salaried,575,3,1394,5,2176.27,2088.85,3096.27,3486.24,2164.24,991.36,2151.21,1047.9,2404.93,2391.3,0\\r\\n27841,5914,60,Female,0,self_employed,1388,3,42,,1961.81,1961.81,1961.81,1949.06,0.6,0.6,0.6,0.6,1961.81,1961.81,0\\r\\n27842,879,67,Male,0,self_employed,623,1,521,7,7615.04,3520.24,13335.22,18188.69,6321.81,63829.26,2227.02,75134.91,7874.47,18042.53,0\\r\\n27843,2747,45,Male,0,salaried,286,2,770,84,2216.72,2216.72,2156.82,1659.85,0.66,0.66,0.66,0.66,2216.72,2216.72,0\\r\\n27844,1469,49,Male,0,self_employed,751,2,1335,,2157.15,2920,3706.63,4608.78,0.16,0.16,763.01,1714.44,2353.6,4131.99,0\\r\\n27845,2266,73,Male,2,retired,409,2,1565,38,15887.35,16813.52,17417.64,15784.85,0.61,50000.61,857.76,50720.26,16319.67,17643.49,0\\r\\n27846,2078,59,Male,0,self_employed,577,2,1415,49,1292.65,864.08,1603.66,910.75,0.63,572.06,500.63,980.06,1134.03,1670.46,0\\r\\n27847,4210,47,Female,0,retired,1020,2,357,0,2849.85,1153.2,2065.59,2663.96,623.33,135,143.19,1643.19,1370.92,1873.4,0\\r\\n27848,1648,43,Female,0,self_employed,142,2,1950,,3030.19,3030.19,3030.19,3010.03,0.2,0.2,0.2,0.2,3030.19,3030.19,0\\r\\n27849,4189,28,Female,0,self_employed,1020,2,145,,6277.6,6277.6,6277.6,6230.96,0.03,0.03,0.03,0.03,6277.6,6277.6,0\\r\\n27850,620,34,Female,0,self_employed,1020,2,1204,17,12899.68,8971.11,7346.53,2510.81,3929.13,4286.27,0.56,76.47,12099.19,5170.84,0\\r\\n27851,2263,40,Female,0,self_employed,409,3,329,63,4428.87,4786.01,5058.57,4908.01,0.59,0.59,357.73,714.87,4453.5,6421.95,0\\r\\n27852,1387,61,Male,0,self_employed,272,3,529,32,1526.91,1517.03,1464.5,1301.26,0.6,72.03,0.6,0.6,1522.62,1454.82,0\\r\\n27853,3013,53,Female,0,self_employed,1020,2,374,230,1035.95,514.53,1649.89,2367.85,0.57,0.57,7.71,1429.14,868.71,1639.87,0\\r\\n27854,210,32,Male,2,self_employed,1096,3,132,42,3028.1,3028.1,1907.51,357.17,0.56,1014.84,2143.41,0.56,3299.04,1838.24,0\\r\\n27855,2839,48,Female,0,salaried,1416,3,524,191,4017.86,4215.59,4391.95,3586.93,0.36,0.36,715.66,81.76,4529.37,4340.33,0\\r\\n27856,3099,51,Female,0,self_employed,,2,202,97,1482.81,1532.81,1662.45,1968.51,0.61,0.61,100.61,272.04,1518.04,1637.88,0\\r\\n27857,3672,62,Male,0,salaried,836,2,105,25,15049.95,15116.06,15596.79,9825.59,685.73,2142.87,761.99,4319.13,15228.51,18025.31,1\\r\\n27859,487,23,Female,,student,623,1,368,11,13691.74,13844.5,13947.04,14575.63,0.88,2.66,152.41,216.62,13806.95,13942.09,1\\r\\n27860,1655,48,Male,2,self_employed,1271,3,379,9,2653.84,2394.72,2583.33,2352.79,388.87,357.51,0.37,557.51,2552.8,2493.33,0\\r\\n27861,459,44,Male,0,salaried,334,2,3923,26,13506.24,13451.32,13610.14,14169.35,149.19,22.1,94.27,323.47,13544.41,13479.84,0\\r\\n27862,1318,39,Male,0,salaried,458,3,1815,19,3637.68,1744.36,2886.6,4677.71,1158.66,0.24,7152.26,2448.64,4566.44,1614.77,1\\r\\n27864,4813,32,Female,0,salaried,1020,2,13,74,851.55,425.44,1500.11,2195.85,0.06,0.06,93.1,13537.36,915.84,2438.82,0\\r\\n27865,6596,78,Female,0,self_employed,334,2,10,,5861.84,5861.84,5862.22,5824.11,0.31,0.31,0.31,0.31,5861.84,5861.84,0\\r\\n27866,1118,36,Male,3,self_employed,118,3,325,19,9966.34,12352.23,15440.04,12213.47,11429.17,21429.17,13334.6,13927.46,14961.33,17032.53,0\\r\\n27867,2421,23,Female,0,student,15,2,461,73,1576.09,1576.09,1573.48,1551.92,0.19,0.19,0.19,0.19,1576.09,1576.09,0\\r\\n27868,3974,65,Female,0,self_employed,,3,435,81,3979.64,4192.69,4860.35,5064.58,0.57,0.57,143.43,1572,4112.47,4784.6,0\\r\\n27869,4916,41,Male,0,self_employed,1232,3,437,125,2408.35,2318.77,2296.92,719.48,0.27,0.27,0.27,321.7,2383.64,2445.41,0\\r\\n27870,5855,62,Male,2,self_employed,409,1,27,9,26423.97,25396.07,40225.17,4561.21,20357.71,281299.17,21684.39,68343.49,31325.49,86217.46,1\\r\\n27871,1777,24,Male,0,student,409,3,1565,363,1777.04,1843.97,1968.36,1232.95,0.64,0.64,783.96,278.87,1831.2,1951.67,1\\r\\n27872,1193,72,Male,0,retired,334,2,674,26,10552.06,8608.86,7439.84,3223.69,2129.46,0.7,186.26,64.96,10379.4,8637.46,0\\r\\n27873,1294,40,Female,0,self_employed,918,3,1655,5,22973.58,25213.93,24477.67,8706.24,43.36,0.5,2140.86,0.5,23696.39,25301.49,1\\r\\n27874,3541,35,Female,0,self_employed,1351,2,1431,32,30287.54,30287.54,32463.19,16758.25,0.57,28572,0.57,28572,30287.54,27522.56,0\\r\\n27875,673,55,Male,,retired,221,2,68,,1729.22,1978.86,2105.7,3056.09,0.43,0.43,250.08,139.19,1776.11,2063.91,0\\r\\n27876,3908,35,Female,0,self_employed,318,2,1379,74,3738.49,3752.78,3507.94,2320.93,0.17,0.17,0.17,0.17,3739.48,3753.7,0\\r\\n27877,2285,72,Male,0,retired,485,3,1286,17,2830.3,2466.02,2663.96,2295.52,343.4,329.11,171.97,536.26,2798.04,2582.15,0\\r\\n27878,3425,38,Female,0,self_employed,15,3,461,,3112.96,3112.96,3112.96,3093.24,0.03,0.03,0.03,0.03,3112.96,3112.96,0\\r\\n27879,839,51,Female,,self_employed,1436,3,1125,,10095.31,10093.14,10131.39,10156.2,0.44,0.44,0.44,157.59,10094.19,10117.48,0\\r\\n27880,4113,61,Male,2,self_employed,1388,2,377,0,7709.64,9448.84,9250.27,8971.27,1233.27,2118.27,2641.59,2288.37,8833.22,9119.46,0\\r\\n27881,1997,65,Female,0,self_employed,1141,2,710,14,17111.98,15034.38,10844.39,75.48,2007.31,5756.45,0.43,0.43,16130.94,12890.34,0\\r\\n27882,665,27,Male,0,self_employed,575,2,90,68,4922.76,4922.76,5262.24,8468.67,0.19,0.19,0.19,0.19,4922.76,4922.76,0\\r\\n27884,703,34,Male,3,salaried,146,3,1750,39,427.17,960.12,2602.24,558.56,0.1,12842.56,803.93,14313.7,844.59,5859.29,1\\r\\n27885,2846,42,Female,0,salaried,1020,3,288,24,2313.04,2310.78,2078.58,1662.74,2.83,535.12,0.31,51.74,2312.73,2224.37,0\\r\\n27886,4541,72,Female,0,self_employed,1020,3,60,61,2847.94,2890.8,2645.78,2025.57,0.39,0.39,0.39,0.39,2861.24,2904.63,0\\r\\n27887,514,38,Male,,self_employed,1232,2,1445,6,571.48,908.4,2020.55,4212.31,35714.61,0.33,36506.21,8255.89,3126.22,1913.43,0\\r\\n27888,2266,67,Male,0,self_employed,649,3,289,24,2333.63,1905.06,1669.62,744.46,428.64,528.64,0.07,0.07,2276.98,1700.12,0\\r\\n27889,3355,69,Male,0,salaried,1084,2,540,18,430.36,961.78,2827.93,4473.66,19.86,665.89,551.27,3045.21,776.07,3136.52,1\\r\\n27890,702,38,Male,,self_employed,1494,3,1026,5,13994.78,912.01,3672.52,652.39,20066.21,601.27,7281.67,1099.9,9459.53,1036.21,0\\r\\n27891,4970,39,Male,0,self_employed,1096,2,113,349,1551.08,1551.08,1551.08,2966.49,0.21,0.21,0.21,0.21,1551.08,1551.08,0\\r\\n27893,5815,47,Male,0,self_employed,905,1,34,40,7062,7062,6754.78,6447.19,0.54,571.97,0.54,0.54,7062,6711.77,0\\r\\n27894,2676,42,Male,0,self_employed,284,3,1481,10,9041.54,9798.69,7970.5,7791.42,1400.34,2900.66,2157.49,528.91,8337.6,7786.23,0\\r\\n27895,734,33,Male,0,self_employed,1496,3,519,3,679.42,1524.57,2212.66,1160.76,2857.19,1428.61,3714.33,68.49,1609.63,432.24,1\\r\\n27896,5126,33,Male,2,self_employed,649,1,54,6,5634.77,14360.84,7178.38,10356.09,18383.68,19873.43,27118.37,10379.33,6069.56,8110.12,0\\r\\n27897,2443,71,Female,0,self_employed,956,3,3699,18,12832.61,3082.16,16788.96,15365.87,89004.74,0.56,78929.13,13014.84,22863.56,3532.39,0\\r\\n27898,1677,52,Male,0,self_employed,579,2,192,28,5460.87,1582.33,2875.17,1993.85,3878.73,0.19,0.19,0.19,5460.87,1582.33,1\\r\\n27899,629,66,Male,2,salaried,904,1,296,3,73153.94,74208.38,51380.28,81582.98,6086.33,19457.76,7143.47,98357.76,70855.47,75962.46,1\\r\\n27900,1737,55,Male,0,salaried,1096,2,2040,0,1393.1,2772.62,1477.53,1162.88,749.67,2017.03,1914.9,1722.04,1371.55,1497.43,0\\r\\n27901,3160,65,Male,0,self_employed,834,3,352,17,7340.93,3874.42,3623.84,4072.72,8542.33,10730.73,2943.46,286.31,5995.87,3593.57,0\\r\\n27902,4525,59,Male,0,salaried,1040,3,252,173,257.16,257.16,2161.9,5892.23,0.67,0.67,0.67,5714.96,257.16,257.16,1\\r\\n27903,762,32,Male,0,self_employed,649,2,1844,35,1325.58,2060.53,2326.61,10780.75,0.4,42.07,907.43,141.16,1911.26,1432.83,0\\r\\n27904,1328,38,Male,0,self_employed,1294,3,2728,3,14129.73,4988.93,3199.38,2850.3,10714.44,741.86,629.94,357.3,5234.99,1737.98,0\\r\\n27905,4578,46,Female,0,self_employed,575,3,90,,4973.37,5079.61,5086.72,5285.4,0.19,0.19,106.43,67.63,5013.64,5105.54,0\\r\\n27906,2047,29,Male,0,salaried,1275,3,985,18,1249.66,1546.92,2498.29,557.66,655.26,655.26,952.51,87.86,1559.38,1501.89,1\\r\\n27908,1281,29,Male,0,student,409,1,88,40,2623.4,5481.53,5183.62,6846.82,0.59,0.65,2857.73,121.8,4397.04,5550.22,0\\r\\n27909,3009,34,Male,0,self_employed,1294,3,2834,0,3030.08,3145.34,2939.2,480.33,3800.27,5509.85,3970.03,9739.96,2597.09,4298.61,0\\r\\n27910,4979,39,Male,4,self_employed,1525,2,146,11,13615.6,3991.55,4447.91,1535.76,11059.13,0.14,1289.26,428.71,8287.88,3516.58,0\\r\\n27911,1683,48,Male,0,salaried,1020,2,16,171,3825.38,206.53,1939.49,2458.57,0.23,0.23,421.1,1291.81,3864.18,229.2,0\\r\\n27912,1396,32,Female,0,salaried,318,2,107,19,8381.5,8041.71,7931.99,7306.11,429.11,430.9,43.85,58.62,8284.79,7951.41,0\\r\\n27913,2273,39,Male,0,self_employed,222,3,916,32,3612.49,3612.49,3265.94,2726.02,0.07,314.36,0.07,0.07,3612.49,3172.86,0\\r\\n27915,1056,50,Male,0,self_employed,17,3,1783,118,2924.81,2922.61,2921.12,2212.37,0.7,0.7,0.7,0.7,2923.98,2921.52,0\\r\\n27916,2518,68,Female,0,self_employed,531,3,1309,45,3493.62,2255.11,1700.48,2323.23,0.13,14.41,3934.95,352.59,1923.99,994.71,0\\r\\n27918,2651,45,Male,0,salaried,575,2,44,49,2427.35,2440.48,3448.74,3515.71,0.66,357.8,290.93,3894.57,2690.26,3561.98,0\\r\\n27919,4720,64,Male,0,self_employed,1020,2,240,90,1230.36,2898.93,4318.2,740.96,0.07,0.07,1682.93,2421.5,1530.76,3531.26,1\\r\\n27920,395,33,Female,0,salaried,146,3,549,2,1468.57,501.8,1702.21,1489,8990.7,2638.63,2972.45,3565.26,2277.93,1147.98,0\\r\\n27921,4445,61,Male,2,self_employed,93,2,202,21,4426,4792.62,4747.37,6057.6,8.17,8.58,374.79,143.16,4558.09,4788.72,0\\r\\n27922,1731,57,Female,0,salaried,1096,3,708,48,6382.59,6396.88,6038.41,4070.63,0.7,429.27,0.7,0.7,6392.44,6254.02,0\\r\\n27923,2620,63,Male,0,self_employed,409,3,1566,20,490.02,482.53,5185.84,246.47,20000.7,0.7,10036.39,0.7,5681.81,482.53,1\\r\\n27924,5110,48,Male,0,self_employed,334,2,136,48,6560.78,6569.53,6746.46,7510.58,0.63,319.91,11.96,4.38,6560.24,6455.37,0\\r\\n27925,4972,17,Female,0,self_employed,1020,3,118,43,542.16,542.98,1608.68,97.99,0.07,15444.43,0.07,15000.07,542.84,4184.6,1\\r\\n27926,1626,58,Female,0,self_employed,905,2,1831,91,21493.29,14716.66,19167.64,16079.45,0.56,0.56,369.29,7148.99,16642.97,18820.57,0\\r\\n27927,4217,56,Male,0,salaried,499,3,647,312,1916.46,1916.46,1897.56,1860.66,0.47,0.47,0.47,0.47,1916.46,1902.63,0\\r\\n27928,5172,60,Male,1,salaried,745,2,127,,15371.24,14990.24,14617.01,15227.39,0.59,0.59,36.39,69.71,14997.21,14657.33,0\\r\\n27929,4473,90,Male,0,self_employed,1020,1,541,4,948.37,137.6,1909.92,285.56,43719.01,7892.56,42908.25,7969.99,2247.83,1006.08,0\\r\\n27930,1145,51,Male,,self_employed,,3,1503,,2305.34,2305.34,2360.72,2435.2,0.07,0.07,0.07,200.07,2305.34,2354.49,0\\r\\n27931,2701,58,Male,0,salaried,943,3,743,12,1255.98,2995.74,1444.54,118.14,51.74,2623.24,3500.69,286.4,2789.74,1230.06,0\\r\\n27932,2348,37,Male,1,self_employed,1020,3,85,14,14255.24,13415.63,13019.21,12898.3,1994.31,1994.31,912.41,800.03,13572.08,12747.8,0\\r\\n27933,5773,90,Male,0,retired,623,3,42,,7896.2,7896.2,7896.2,7835.49,0.01,0.01,0.01,0.01,7896.2,7896.2,0\\r\\n27934,2634,39,Male,0,self_employed,905,2,1320,160,3611.58,3800.11,3862.65,3967.39,0.51,0.51,189.04,190.67,3663.59,3916.66,0\\r\\n27935,1767,61,Male,3,salaried,146,2,215,272,828.35,1118.55,1616.2,2359.99,0.04,0.04,290.24,1482.9,1058.51,1713.57,0\\r\\n27936,2804,27,Male,0,self_employed,834,2,593,7,5172.5,1361.41,2401.51,1899.13,44032.9,1224.14,29747.7,737.3,4359.94,2074.1,0\\r\\n27937,2417,35,Male,1,self_employed,1076,3,878,,3162.97,3205.11,3084.95,3063.86,0.3,0.3,271.73,21.73,3092.33,3064.58,0\\r\\n27938,1198,90,,0,self_employed,673,2,2573,45,6657.36,6657.36,6346.3,5981.59,0.69,643.54,0.69,0.69,6657.36,6367.03,0\\r\\n27939,1875,76,Female,0,self_employed,1096,2,92,10,1691.18,1442.86,2036.61,2127.9,309.73,399.84,0.5,1429.07,1608.04,2045.12,0\\r\\n27940,2651,51,Female,0,self_employed,1141,3,710,126,4022.03,4022.03,4022.03,3062.45,0.37,0.37,0.37,0.37,4022.03,4022.03,0\\r\\n27941,2734,30,Male,0,salaried,1525,2,15,0,6169.99,6483.41,6016.1,7380.93,1179.61,1060,1431.98,1251.04,5724.45,6127.57,0\\r\\n27944,219,40,Male,,self_employed,575,2,2549,4,11419.1,9225.21,10148.63,8719.73,4748.79,1491.64,2540.61,3430.37,10043.85,9904.53,0\\r\\n27945,1004,51,Male,0,self_employed,118,3,325,171,1475.93,1475.93,1475.93,1535.29,0.06,0.06,0.06,0.06,1475.93,1475.93,0\\r\\n27946,2795,54,Male,3,salaried,1589,3,147,,21791.15,21336.93,21016.5,19238.08,0.14,0.14,214.43,285.86,21180.67,20849.79,0\\r\\n27947,1555,33,Female,0,self_employed,575,2,1717,46,4392.85,4582.12,3799.88,2526.14,0.69,3434.18,0.69,1793.54,4492.1,3896.13,0\\r\\n27948,1948,90,Female,0,retired,1589,2,384,33,4617.46,4617.46,4444.71,4142.3,0.56,313.59,0.56,31.86,4617.46,4381.18,0\\r\\n27949,5061,51,Male,0,salaried,833,3,1274,12,1541.85,1878.37,1856.2,1846.22,395.8,260.13,729.04,300.47,1724.92,1967.19,0\\r\\n27951,2856,71,Female,0,self_employed,334,3,386,124,1458.46,1458.46,1458.46,1459.22,0.34,0.34,0.34,0.34,1458.46,1458.46,0\\r\\n27952,2771,31,Female,0,student,168,3,432,275,1444.2,1444.2,1477.68,1513.3,0.03,0.03,0.03,57.17,1444.2,1488.44,0\\r\\n27953,4455,67,Male,1,salaried,1289,3,1916,,1445.45,1845.45,1837.71,1879.15,0.23,0.23,1000.23,105.54,1563.67,1893.63,0\\r\\n27954,717,52,Female,0,self_employed,221,3,1450,61,4968.92,6143.24,4227.4,314.8,0.37,0.37,1174.7,5571.8,5440.57,6189.33,1\\r\\n27955,290,58,Male,0,self_employed,145,2,1366,135,1440.77,1440.77,1440.77,1156.69,0.7,0.7,0.7,0.7,1440.77,1440.77,0\\r\\n27956,2820,33,Female,0,self_employed,557,3,284,136,1435.52,1435.52,1877.24,2088.66,0.07,0.07,0.07,354.04,1435.52,1976.31,0\\r\\n27957,820,61,Male,0,self_employed,1096,2,438,27,1115.58,115.58,1742.33,19409.91,1428.76,0.19,428.76,1714.47,1406.22,521.38,0\\r\\n27958,6767,90,Male,0,self_employed,1150,2,108,,4056.8,4056.8,4056.8,4031.1,0.19,0.19,0.19,0.19,4056.8,4056.8,0\\r\\n27959,2746,9,Male,0,student,1020,3,1471,,1205.62,2348.48,2018.43,5391.18,0.21,0.21,1143.07,0.21,1358.33,2348.48,0\\r\\n27960,2029,35,Female,0,self_employed,15,3,300,22,9121.45,234.07,2580.63,212.5,8888.81,0.54,6.69,0.54,7284.26,233.05,0\\r\\n27961,3202,90,,,self_employed,623,1,45,23,18467.39,18324.53,18372.57,18852.45,214.36,214.36,0.07,0.07,18469.85,18340.66,0\\r\\n27962,7161,73,Female,0,self_employed,1232,2,7,24,9646.43,9350.12,9413.3,8606.31,376.44,214.86,66,57.11,9653.88,9365.87,0\\r\\n27963,1564,69,Male,0,retired,1232,1,7,16,4349.29,4494.65,4168.55,1054.44,49.91,50.3,23.73,130.04,4410.26,4524.92,0\\r\\n27964,2670,41,Female,0,salaried,1096,3,249,320,5193.54,2584.23,2730.11,2810.82,0.2,0.2,0.2,345.75,3124.28,2558.2,0\\r\\n27965,2446,57,Male,0,self_employed,649,3,554,56,1801.28,2180.35,5521.15,6736.3,0.31,9071.74,624.26,13270.3,1873.47,8322.32,0\\r\\n27966,2668,68,Female,2,self_employed,382,2,785,12,872.12,2585.69,2554.74,2107.78,500.99,241.97,2143.13,0.27,2718.53,2509.33,0\\r\\n27967,207,32,Female,,self_employed,1322,3,2066,90,1030.71,1759.29,1538.83,359.79,0.59,0.59,714.87,0.59,1065.2,1768.5,1\\r\\n27968,988,90,,,self_employed,212,2,2319,129,21723.84,29866.7,29769.18,39204.32,0.51,0.51,8143.37,4614.8,22226.31,31943.57,0\\r\\n27969,3173,47,Male,0,self_employed,213,2,765,3,10893.25,12230.84,6178.22,4084.67,63080.39,29.64,64407.09,16.71,11221.06,3518.32,0\\r\\n27970,2418,56,Male,0,self_employed,1111,2,728,0,104.75,10270.46,6210.3,17836.42,71878.6,13957.17,10815.74,4000.03,4857.75,4890.63,1\\r\\n27971,3604,61,Male,1,self_employed,1232,3,37,3,10022.62,7990.7,8309.99,7890.63,4088.43,1978.76,2060.8,1534.91,8628.94,8695.9,0\\r\\n27972,2424,33,Male,0,salaried,575,2,594,0,2579.22,6817.4,4144.21,3840.4,2041.67,2024.3,2700.37,663.24,2159.81,5267.45,1\\r\\n27973,718,51,Female,1,self_employed,409,1,503,43,9056.43,9056.43,7260.2,1787.88,0.7,266.31,0.7,0.7,9056.43,8933.05,0\\r\\n27975,4571,73,Female,0,self_employed,905,1,34,17,3713.14,3709.54,3628.9,1567.17,10.21,26.64,6.61,0.5,3710.13,3706.16,1\\r\\n27976,2332,62,Male,0,self_employed,656,3,1335,5,7807.1,3043.53,4192.94,3743.55,5407.03,0.6,929.17,857.74,5217.57,3379.94,0\\r\\n27977,6596,75,Male,1,self_employed,834,1,22,0,16497.25,16615.56,16698.66,7834.42,659.33,254.6,1896.57,767.01,16012.03,16833.66,0\\r\\n27978,2219,39,Male,0,self_employed,905,2,1238,,39433.96,41436.94,42025.09,45499.9,0.53,0.53,1886.24,1514.81,40262.33,42233.69,0\\r\\n27979,1091,29,Male,0,self_employed,268,3,2698,21,1639.96,6336.87,2688.98,416.25,957.54,7907.67,4017.33,2242.99,4033.19,2959.8,1\\r\\n27980,5165,74,Male,1,self_employed,1232,1,29,0,4761.63,4351.56,3424.1,4373.92,304.13,3124.51,0.09,7.51,4526.89,4018.17,0\\r\\n27981,2491,42,Male,0,self_employed,1020,3,1105,,1479.52,1479.52,1673.07,2108.94,0.7,0.7,0.7,0.7,1479.52,1479.52,0\\r\\n27982,1177,68,Male,0,retired,1477,3,2518,227,2970.98,3085.26,3197.53,6316.01,0.24,0.24,157.39,28.81,3081.32,3087.49,0\\r\\n27983,2251,42,Female,0,self_employed,1096,3,328,6,2341.23,1698.38,1823.99,1668.58,643.54,0.69,0.69,0.69,2075.22,1698.38,0\\r\\n27984,2202,24,Female,0,salaried,1020,1,5,40,5013.86,1656.35,1841.54,3290.52,0.61,22.04,435.59,450.76,2827.74,1154.64,0\\r\\n27985,4921,55,Male,0,self_employed,833,3,164,11,2825.61,2942.75,2765.85,2988.66,429.27,1099.27,1492.13,1836.8,2790.53,2868.05,0\\r\\n27986,5640,42,Male,0,self_employed,1020,2,80,13,5835.87,1631.48,2270.96,1619.96,4196.39,0.59,0.59,0.59,3520.06,1633.85,1\\r\\n27987,5625,45,Female,0,self_employed,409,1,3,42,8726.06,8400.05,9451.72,11314.2,0.53,143.39,0.53,0.53,9006.8,8856.1,0\\r\\n27988,2097,66,Male,0,retired,1232,2,1791,13,1535.11,1731.87,2123.01,2231.78,186.21,0.5,886.21,2500.5,1623.28,2106.7,0\\r\\n27989,302,74,Female,,self_employed,1215,2,169,254,1738.2,1559.63,1516.79,909.91,0.7,0.7,0.7,2143.56,1621.2,1657.55,0\\r\\n27990,2292,50,Male,2,self_employed,409,3,709,35,11467.43,12798.81,16946.42,10822.63,0.4,286.11,1303.21,7437.93,12397.4,13292.16,0\\r\\n27991,1237,49,Female,0,self_employed,15,2,1676,0,1452.12,1294.98,1496.48,799.74,157.3,0.16,0.16,357.3,1300.4,1536.91,0\\r\\n27992,291,35,Female,0,salaried,531,2,590,38,2303.31,2630.35,3480.06,4893.94,0.51,40.09,298.99,1870.05,2507.46,2066.05,0\\r\\n27993,223,30,Female,,self_employed,623,3,418,0,2684.9,2684.9,2298.68,1643.13,358.76,358.76,0.19,0.19,2684.9,2557.66,0\\r\\n27994,526,67,Male,,self_employed,671,3,2002,25,36.42,2507.85,1753.59,2350.12,28.81,28.81,2500.24,0.24,292.09,2501.4,1\\r\\n27995,3357,77,Female,0,self_employed,834,2,277,40,263.15,2144.66,1487.27,904.55,0.29,1143.14,1881.8,1157.43,873.19,1999.96,1\\r\\n27996,1553,35,Male,0,salaried,,3,860,5,4336.4,3778.15,3882.35,2520.49,910.47,346.36,1129.77,515.89,3960.14,3878.77,0\\r\\n27997,1166,29,Female,0,self_employed,1459,2,949,7,9017.13,8675.13,8566.35,7390.39,429.69,678.81,4.53,111.97,8988.44,8529.02,0\\r\\n27999,859,33,Male,1,self_employed,1096,3,1338,7,273.17,1090.15,1484.81,675.18,1.44,1.43,1458.13,2261.93,547.11,1779.18,1\\r\\n28000,1811,66,Female,0,self_employed,822,3,510,,3871.27,3871.27,3871.27,3845.45,0.49,0.49,0.49,0.49,3871.27,3871.27,0\\r\\n28001,1554,30,Female,0,self_employed,1589,3,1711,41,2626.47,2626.47,2753.43,748.07,0.26,71.69,0.26,1871.69,2626.47,3618.41,0\\r\\n28002,4074,66,Male,0,self_employed,1096,3,1566,102,11806.09,11806.09,14647.88,12634.59,0.27,0.27,0.27,5285.99,11806.09,15045.73,0\\r\\n28003,445,57,Male,2,salaried,1426,2,2638,32,8922.19,9324.57,7078.43,5400.52,0.04,242.9,2098.77,901.29,9314.22,8705.82,0\\r\\n28004,650,72,Female,0,retired,1305,3,2650,201,1930.89,1930.89,1930.89,1918.72,0.3,0.3,0.3,0.3,1930.89,1930.89,0\\r\\n28005,4316,45,Male,0,salaried,1020,2,19,44,4834.25,4834.25,4225,3579.69,0.43,1232.17,0.43,0.43,4834.25,4238.24,0\\r\\n28007,5249,47,Male,1,salaried,1096,3,923,6,4019.87,4298.11,4490.35,2011.92,0.49,571.72,263.74,919.46,4140.49,4434.66,1\\r\\n28008,4287,43,Male,2,self_employed,146,3,509,6,8356.77,8051.24,8103.38,9260.82,143.27,286.13,624.59,320.13,7564.67,8139.71,0\\r\\n28009,3189,42,Female,0,self_employed,1232,2,149,9,8534.56,8500.22,8632.55,5262.66,33.33,0.7,0.7,0.7,8510.11,8500.22,0\\r\\n28011,214,19,Female,0,student,1232,2,149,28,1446.16,1841.2,1767.29,965.22,357.61,357.61,766.94,964.9,1495.37,1931.05,1\\r\\n28012,3570,72,Male,0,retired,1215,2,169,6,2963.69,2188.61,1996.82,1630.44,1267.1,1745.92,407.79,166.7,2802.46,2146.05,0\\r\\n28013,2119,62,Female,0,self_employed,1020,2,322,21,2053.92,1339.64,1826.95,1288.83,2142.89,0.03,0.03,0.03,2571.16,1339.64,0\\r\\n28014,1020,31,Male,0,self_employed,834,1,1015,9,139.03,502.79,1641.5,4217.53,157.77,0.47,786.19,2617.14,383.52,1496.5,0\\r\\n28015,678,44,Female,0,self_employed,1388,2,1555,17,2771.55,2671.55,2732.72,2557.31,114.56,114.56,0.27,0.27,2728.2,2634.68,0\\r\\n28016,2849,45,Female,0,self_employed,1096,3,328,28,7456.35,737.9,3906.06,1316.58,9585.99,0.27,2867.53,1253.89,8069.8,1144.73,1\\r\\n28017,4944,47,Male,1,salaried,580,3,590,12,4798.93,4966.71,3341.18,2804.8,2.97,0.11,927.74,1478.64,3832.29,3205.24,0\\r\\n28019,1136,27,Female,0,student,623,3,1990,6,4766.12,5110.34,11854.54,2058.98,59901.88,3640.99,60246.1,27997.54,4424.15,12481.19,1\\r\\n28020,1286,59,Female,0,salaried,889,3,2070,,20922.58,20922.58,20947.16,21133.91,0.21,0.21,0.21,0.21,20922.58,20922.58,0\\r\\n28021,1858,32,Male,2,self_employed,1096,3,581,32,4026.64,4026.64,3744,3064.23,0.67,357.81,0.67,0.67,4026.64,3715.58,0\\r\\n28022,864,65,Female,0,retired,980,3,1720,139,1790.48,1857.17,1687.01,1586.53,0.06,0.06,66.75,130.24,1854.87,1732.82,0\\r\\n28023,374,48,Male,1,self_employed,1328,2,3797,0,33.89,1794.93,1659.98,1134.75,1428.96,1214.67,2475.71,332.86,1757.08,1688.98,1\\r\\n28024,4000,39,Female,0,self_employed,1232,2,149,,16784.24,16784.24,16784.24,16677.91,0.66,0.66,0.66,0.66,16784.24,16784.24,0\\r\\n28025,1705,32,Male,0,self_employed,834,2,1404,3,11659.52,10585.65,11169.34,9068.6,1314.7,0.41,240.83,1409.3,10726.64,11472.37,0\\r\\n28026,2553,31,Female,0,self_employed,1589,1,1241,336,10647.96,10647.96,10647.96,10580.51,0.57,0.57,0.57,0.57,10647.96,10647.96,0\\r\\n28027,3082,20,Female,0,student,878,2,302,,532.11,1889.93,2236.21,6527.88,0.67,0.67,815.64,286.39,1714,2300.07,0\\r\\n28028,3014,62,Female,0,self_employed,1271,2,378,11,680.26,427.26,4458.84,3859.25,6127.67,0.46,5874.67,0.46,1738.58,427.26,0\\r\\n28029,2498,67,Male,0,retired,1135,3,1534,30,4678.96,4590.39,3866.33,3975.31,0.44,1286.16,0.44,0.44,4680.14,3400.53,0\\r\\n28030,619,69,Male,,retired,1020,2,990,107,1295.5,1802.98,1688.62,540.74,0.07,0.07,271.5,0.07,1459.91,1802.98,0\\r\\n28031,4230,44,Male,0,retired,1020,2,1333,36,1679.98,3189.71,1984.45,1414.67,0.3,3652.77,1541.98,1995.04,2696.35,1764.6,0\\r\\n28032,1452,65,Female,0,self_employed,1020,3,114,52,4840.09,5299.52,3999.5,7732.85,0.59,1732.81,503.71,4286.3,4949.15,3842.31,0\\r\\n28034,364,34,Female,0,self_employed,1202,3,2963,9,6904.5,6197.35,5538.45,2182.34,707.41,707.41,0.27,0.27,6441.2,5946.6,0\\r\\n28035,3126,66,Female,0,self_employed,1150,3,673,122,1255.32,1469.61,1874.79,2418.63,0.44,0.44,214.73,857.59,1417.88,1787.58,0\\r\\n28036,1089,26,Male,0,student,1096,1,139,12,3077.36,3251.75,4853.84,13247.78,258.58,259.4,759.14,4859.55,3235.12,3948.51,0\\r\\n28037,1944,48,Male,0,self_employed,71,2,1357,18,24168.44,24156.01,25591.49,4612.68,1571.77,4428.91,1588.97,58419.83,24261.61,46457.57,0\\r\\n28038,1588,43,Female,1,salaried,146,1,75,28,1584.03,1187.32,3475.05,6839.39,2825.03,2830.23,1631.81,3815.86,2423.96,3459.42,0\\r\\n28039,432,46,Male,0,self_employed,,3,2116,182,9581.4,5030.64,7694.54,6630.47,0.51,0.51,154.09,7119.71,7028.27,5648.06,0\\r\\n28040,577,35,Male,0,self_employed,1020,2,19,25,5208.04,6264.33,11871.59,14557.71,3038.91,3038.91,4074.94,13025.74,6772.94,12949.4,0\\r\\n28041,2735,78,Male,0,retired,1020,2,1027,14,3228.2,930.02,1481.01,1742.5,2599.68,834.81,150.41,0.41,2621.7,366.73,0\\r\\n28042,2817,32,Female,0,salaried,1181,3,271,5,3184.3,1455.73,1722.73,1432.96,1728.91,0.34,0.34,0.34,2256.72,1455.73,0\\r\\n28043,2927,26,Male,0,self_employed,621,1,8,20,9113.13,4941.4,7094.3,4705.16,837.07,3801.51,0.64,3524,6875.47,4400.73,0\\r\\n28044,648,33,Female,0,self_employed,208,3,2456,21,8373.2,241.64,1442.57,506.71,14032.86,9880.56,0.07,4289.7,2457.74,1504.49,0\\r\\n28045,4223,49,Male,0,salaried,983,2,238,118,4486.82,4629.68,4768.04,4829.52,0.51,0.51,143.37,571.94,4491.75,4896.96,0\\r\\n28046,2379,37,Male,0,self_employed,684,2,936,129,2284.87,3711.18,3264.62,3200.73,0.3,0.3,1428.87,0.3,2381.99,3708.29,0\\r\\n28047,2098,70,Female,0,self_employed,38,2,1881,60,55.93,18328.48,9185.22,300.09,0.13,0.13,38527.99,26113.41,4615.51,21716.14,1\\r\\n28048,5150,58,Female,0,self_employed,1096,3,26,26,4939.31,5159.88,3662.53,2353.69,428.86,3151.37,297.91,317.83,5153.06,3513.49,0\\r\\n28049,3066,17,Male,0,student,745,1,127,49,2406.05,3763.19,2032.7,190.67,0.46,3571.89,1357.6,0.46,3295.21,2611.12,0\\r\\n28050,6264,68,Female,0,self_employed,146,2,1993,,17330.58,17752.01,17740.94,17641.98,0.19,0.19,421.61,0.19,17722.95,17752.01,0\\r\\n28052,1591,23,Male,0,student,575,2,583,116,8675.31,7974.5,7836.72,5893.56,0.33,0.33,21.76,0.33,8490.11,7974.5,0\\r\\n28053,1167,29,Male,0,self_employed,632,2,2455,,4390.3,4390.3,4391.85,6259.33,0.37,0.37,0.37,0.37,4390.3,4392.51,0\\r\\n28054,2113,44,Female,0,salaried,833,2,164,254,4514.62,4761.06,2445.35,508.25,0.61,0.61,714.9,229.19,4302.54,2477.45,1\\r\\n28055,2789,72,Male,0,retired,61,2,115,69,2191.26,2191.26,1818.78,466.73,0.4,0.4,0.4,0.4,2191.26,2191.26,0\\r\\n28056,5472,61,Male,1,salaried,15,2,1229,322,5963.17,4678.87,3011.53,1335.67,0.23,0.23,2539.77,1074.06,3901.02,3129.21,0\\r\\n28057,1615,37,Male,0,self_employed,557,2,721,182,6959.92,6959.92,6986.15,7046.61,0.11,0.11,0.11,0.11,6959.92,6959.92,0\\r\\n28058,3372,48,Male,0,self_employed,745,3,298,180,351.97,348.27,1908.19,5175.65,0.09,0.09,0.09,4142.94,351.97,882.83,0\\r\\n28059,672,26,Male,0,self_employed,318,2,1324,6,1622.46,2422.97,2361.45,2394.77,118.47,54.44,714.9,0.61,2243.28,2428.88,0\\r\\n28060,1841,64,Male,0,self_employed,1414,2,1896,12,9460.27,6125.17,7311.82,10183.29,6985.24,3236.5,3652.59,1720.11,8741.74,5339.36,0\\r\\n28061,201,90,,,,372,3,2584,69,184836.76,184836.76,183569.48,179134.78,0.56,0.56,0.56,0.56,184836.76,184836.76,0\\r\\n28062,3176,33,Male,0,self_employed,1477,2,1739,4,6535.04,4507.54,7916.83,7305.46,2328.67,700.1,3630.54,11470.1,5560.59,9546.92,0\\r\\n28063,2163,25,Male,0,student,1271,2,379,133,3076.58,3123.72,3246.46,2265.3,0.56,0.56,47.7,307.84,3100.96,3207.41,1\\r\\n28064,4905,37,Male,0,salaried,848,3,167,7,4749.71,3971.59,4802.92,4145.94,2159.84,1593.96,670.23,1139.3,4659.53,4636.81,0\\r\\n28065,2078,41,Male,0,salaried,1020,2,145,115,6797.41,14595.61,15254.19,24137.92,0.27,0.27,7749.67,1078.65,13921.99,15061.18,0\\r\\n28066,4160,46,Male,3,salaried,1110,2,982,14,7528.98,8309.59,8613.52,12583.16,409.01,313.3,1257.81,1065.72,7570.47,8433.38,0\\r\\n28068,2385,49,Male,0,self_employed,595,3,909,216,3369.11,3369.11,3682.68,4215.24,0.3,0.3,0.3,714.59,3369.11,3599.18,0\\r\\n28069,3784,61,Male,0,salaried,491,1,93,0,6269.87,4680.65,9870.51,11166.22,571.51,1428.66,274.8,2142.94,4215.94,15040.76,1\\r\\n28070,3259,41,Male,0,self_employed,1020,2,5,24,1847.41,1640.69,2927.77,2871.97,1249.64,1208.54,3042.93,300.07,2728.52,2388.53,0\\r\\n28071,4199,49,Female,0,self_employed,1020,1,288,6,7161.37,7034.56,7012.91,6588.33,214.53,214.53,87.71,446.83,7050.09,6862.33,1\\r\\n28072,5016,69,Female,0,retired,1096,2,1351,314,3443.33,3443.33,3443.33,3421.54,0.46,0.46,0.46,0.46,3443.33,3443.33,0\\r\\n28073,1312,62,Male,2,self_employed,409,2,886,40,2345.38,2257.76,2122.92,1989.02,0.1,442.96,0.1,0.1,2275.89,1982.65,0\\r\\n28074,731,47,Male,,self_employed,531,3,927,39,6873.89,7005.77,6836.43,6263.96,0.64,357.79,227.35,136.65,7031.38,6787.3,0\\r\\n28075,2291,60,Female,0,self_employed,31,1,202,32,5071.53,4517.66,1975.73,1156.6,0.49,4286.2,660.9,671.91,4111.18,929.64,0\\r\\n28076,1109,36,Female,1,self_employed,146,3,1993,333,46287.21,56489.87,57115.81,65904.22,0.49,0.49,2975.2,1714.77,53500.44,57236.84,0\\r\\n28077,2771,38,Male,0,self_employed,1322,3,176,28,5.66,69.2,5030.45,32.98,96.34,0.36,96.34,2813.83,44.59,6691.67,1\\r\\n28078,1410,17,Male,0,student,409,3,1563,6,2313.17,2298.89,2300.04,2284.32,14.49,0.2,0.2,0.2,2302.34,2298.89,0\\r\\n28079,2602,55,Female,0,self_employed,409,2,1070,5,87888.65,85827.94,29257.3,1823.84,116956.9,85569.71,104639.83,0.47,76572.61,5779.29,1\\r\\n28080,4032,44,Male,0,salaried,1020,1,159,6,19615.84,5288.55,6602.73,6502.18,22500.03,17554.69,6661.59,12852.89,11162.68,4938.72,0\\r\\n28081,1220,57,Female,0,self_employed,1020,2,455,159,30931.54,34502.96,34339.4,33195.87,0.19,0.19,3571.61,285.9,33468.48,34761.03,0\\r\\n28082,2017,32,Male,0,salaried,1111,3,282,7,1650.59,7845.19,4062.24,5171.67,329.39,6721.79,10915.18,1454.46,5827.57,4513.89,0\\r\\n28083,2744,49,Male,0,salaried,1096,1,1374,17,5323.39,27236.03,7952.92,7020.29,114.49,0.2,26150.2,2857.34,10072.1,8491.66,1\\r\\n28084,2316,56,Male,0,salaried,1533,2,201,,4087.44,4087.44,4087.44,4059.06,0.43,0.43,0.43,0.43,4087.44,4087.44,0\\r\\n28085,2094,25,Female,0,student,649,3,1437,0,4713.24,3856.09,3971.31,3463.7,857.5,0.36,0.36,185.41,4279.74,3963.55,0\\r\\n28086,2117,67,Female,0,retired,1020,2,12,28,167.33,1813.76,21519.43,8395.22,857.84,429.27,35557.84,103.56,1461.13,3028.42,1\\r\\n28087,1346,34,Female,0,salaried,1020,2,836,214,3947.38,8233.51,7248.21,8372.32,0.16,0.16,0.16,0.16,5277.63,8233.51,1\\r\\n28088,2830,46,Male,0,self_employed,1002,2,303,22,3016.13,2075.7,2261.6,1031.03,938.11,0.14,0.14,0.14,2821.13,2074.88,0\\r\\n28089,1501,29,Male,0,salaried,572,3,2825,3,2204.05,2235.6,1981.11,1823.92,849.71,493.21,631.86,294.17,1724.49,2129.3,0\\r\\n28091,5094,34,Male,0,salaried,1020,1,159,17,3181.9,4733.96,4229.52,5309.4,1072.14,806.19,2545.03,1076.76,3115.41,5013.06,0\\r\\n28093,1763,90,,0,self_employed,1494,1,1249,238,1176.15,1176.15,1667.7,12676.52,0.26,0.26,0.26,0.26,1176.15,1176.15,0\\r\\n28094,739,44,Male,0,self_employed,1145,2,459,129,488.15,2154.66,2764.46,5113.33,0.16,0.16,1628.73,0.16,929.42,2179.14,1\\r\\n28095,3168,38,Female,0,self_employed,44,2,409,44,2931.79,2931.79,2465.12,1411.6,0.03,700.03,0.03,0.03,2931.79,2593.08,0\\r\\n28096,1092,41,Female,0,self_employed,318,3,213,33,3128.67,5950.24,4941.69,1954.73,0.46,686.17,2822.03,5.56,4879.98,5379.07,0\\r\\n28097,758,42,Male,0,self_employed,759,2,2947,23,4778.74,6631.38,3579.55,1953.11,936.06,5357.49,2686.06,428.91,6087.89,3500.04,0\\r\\n28098,3028,64,Male,0,salaried,623,3,632,62,1954.06,2529.8,2700.44,2214.8,0.2,0.2,571.63,500.2,2251.11,2849.3,0\\r\\n28099,3301,12,Male,0,student,1020,3,85,78,3028.67,3028.67,3017.34,2993.92,0.1,0.1,0.1,0.1,3028.67,3014.63,0\\r\\n28100,2452,59,Female,0,self_employed,1020,2,1123,293,19462.81,19462.81,19507.36,19434.14,0.36,0.36,0.36,71.79,19462.81,19525.03,0\\r\\n28101,2379,50,Female,0,self_employed,904,2,722,,3177.47,3177.47,3177.47,3157.31,0.29,0.29,0.29,0.29,3177.47,3177.47,0\\r\\n28102,516,25,Male,,self_employed,241,3,3641,28,0.54,1.44,4022.39,795.41,223.71,1.77,223.71,5633.36,0.7,2110.59,1\\r\\n28103,618,26,Male,0,salaried,1438,3,151,13,1372.7,1496.16,1528.05,1566.88,143.34,286.2,81.37,29.06,1475.84,1464.36,0\\r\\n28104,468,62,Female,0,retired,1096,3,89,354,4929.76,6702.48,6250.68,5482.44,0.7,0.7,70.7,14.99,6173.23,6347.45,0\\r\\n28105,3069,58,Male,2,salaried,409,3,1264,24,1899.82,3322.1,2831.16,1657.77,16.74,2857.67,1349.21,1922.74,2927.13,2864.37,1\\r\\n28106,2953,56,Female,0,self_employed,905,1,1320,108,5648.38,5743.95,5775.78,3210.17,0.7,0.7,96.27,92.7,5664.86,5779.57,0\\r\\n28107,2251,46,Male,1,self_employed,1589,2,147,6,6138.85,2335.72,9779.47,8368.69,62887.16,23041.2,62648.31,25479.85,13821.34,5118.44,0\\r\\n28108,2697,42,Male,0,self_employed,38,3,2434,28,2357.91,2357.3,2370.88,3736.3,1.03,0.41,0.41,21.84,2357.91,2375.59,0\\r\\n28109,556,39,Male,,salaried,706,2,2388,7,20237.1,19751.39,20508.76,9525.42,514.54,185.97,0.26,0.26,19933.16,19846.32,0\\r\\n28110,4468,54,Female,0,self_employed,1438,2,151,69,23112.48,21141.63,18891.14,3270.41,0.44,0.44,654.73,893.76,21985.41,20916.9,1\\r\\n28111,1917,20,Female,0,student,113,3,1056,,1911.96,1911.96,1911.96,1899.85,0.6,0.6,0.6,0.6,1911.96,1911.96,0\\r\\n28112,1571,23,Female,0,student,1589,3,33,287,1618.42,1725.6,1774.71,2353.8,0.44,0.44,129.06,214.73,1666.13,1754.17,0\\r\\n28113,1664,65,Male,0,self_employed,1274,2,162,,7845.84,7845.84,7845.84,7760.19,0.53,0.53,0.53,0.53,7845.84,7845.84,0\\r\\n28114,1121,25,Female,0,self_employed,617,2,1435,28,6999.79,8267.22,8730.12,6937.02,6071.76,0.33,8264.61,157.47,9369.74,8367.68,0\\r\\n28115,5778,50,Male,2,salaried,630,1,36,10,6239.88,3194.13,3861.59,3706.26,3153.81,297.09,48.07,1571.89,4571.4,3409.19,0\\r\\n28116,1540,65,Male,4,retired,706,3,2388,,1870.39,1870.39,1870.39,1933.5,0.3,0.3,0.3,0.3,1870.39,1870.39,0\\r\\n28117,258,25,Female,,salaried,1096,2,1003,0,2826.46,1913.32,2129.84,1294.77,1220.62,442.33,307.47,861.53,2053.81,2169.3,0\\r\\n28118,1352,37,Male,3,self_employed,104,3,1884,7,2868.74,16.15,2627.74,1659.89,5785.59,1428.87,2885.64,6561.87,1142.08,1956,1\\r\\n28120,2998,68,Female,0,self_employed,334,1,4,26,1781.43,820.86,1883.28,399.41,960.96,0.39,0.39,1428.96,1715.18,1487.18,0\\r\\n28121,2416,37,Female,0,salaried,1096,3,586,20,2872.55,1100.54,3228.87,4063.63,2639.46,0.47,286.19,13616.94,2503.67,3281.42,0\\r\\n28122,914,54,Female,0,self_employed,469,3,929,,1543.84,1543.84,1543.84,1534.06,0.46,0.46,0.46,0.46,1543.84,1543.84,0\\r\\n28123,6158,58,Male,0,self_employed,1020,1,105,5,6396.03,13974.29,7518.68,8967,70746.77,18658.06,74712.56,10519.64,9451.92,5329.92,0\\r\\n28124,1470,26,Male,0,student,578,2,1474,27,3580.09,2652.46,2988.14,1681.72,10286.34,0.63,13808.71,101.39,3410.96,2715.61,0\\r\\n28125,1720,35,Female,0,self_employed,1232,3,223,70,7481.82,10183.5,11055.73,11415.83,0.37,0.37,2662.77,3168.29,8488.92,12051.35,0\\r\\n28126,2059,42,Male,0,salaried,146,2,133,59,4030.6,4185.5,5973.04,6799.94,0.04,1471.51,85.76,1000.04,4123.08,3985.01,0\\r\\n28127,5164,48,Male,0,self_employed,409,2,1561,,4609.85,4609.85,4609.85,4580.64,0.23,0.23,0.23,0.23,4609.85,4609.85,0\\r\\n28128,1447,47,Male,0,self_employed,488,2,2163,,14464.89,14464.89,14464.89,14373.74,0.06,0.06,0.06,0.06,14464.89,14464.89,0\\r\\n28129,7000,47,Female,1,self_employed,15,2,6,,4476.14,4476.14,4476.14,4120.8,0.03,0.03,0.03,0.03,4476.14,4476.14,0\\r\\n28130,1477,63,Female,0,self_employed,50,3,2174,,2287.97,2316.54,2359.57,2441.79,0.66,0.66,0.66,0.66,2311.62,2367.14,0\\r\\n28131,5587,90,Male,0,self_employed,409,2,1347,14,4516.19,4397.19,4714.32,4312.49,119.49,0.49,0.49,643.34,4458.74,4666.77,0\\r\\n28133,6114,49,Female,0,self_employed,15,2,49,3,6002.01,5959.42,5986,5733.31,18.86,0.56,0.56,0.56,5970.83,5959.42,0\\r\\n28134,287,51,Male,0,self_employed,1109,3,3684,14,1332.03,1709.74,1908.32,464.75,1.1,7829.02,308.81,7923.39,1427.59,3364.79,0\\r\\n28136,1441,34,Female,0,self_employed,1046,2,502,49,4111.42,5620.96,5075.91,4483.62,0.13,1033.91,1509.67,14.33,5360.7,5265.02,0\\r\\n28137,1466,59,Male,0,self_employed,1020,2,85,0,21493.76,10748.69,6253.53,2493.24,662.9,189.84,12940.74,2306.17,11796.12,4289.09,0\\r\\n28138,6891,57,Female,0,self_employed,1096,3,144,24,3328.91,3286.06,3395.42,3688.77,43.29,43.29,0.43,0.43,3321.52,3277.76,0\\r\\n28140,643,67,Male,0,retired,904,2,596,129,2569.6,2569.6,2569.6,4663.83,0.64,0.64,0.64,0.64,2569.6,2569.6,0\\r\\n28141,1598,42,Male,0,self_employed,1434,3,2144,,5604.98,5604.98,5604.98,5569.48,0.07,0.07,0.07,0.07,5604.98,5604.98,0\\r\\n28142,1918,90,,0,self_employed,834,2,1242,108,2156.26,2156.26,2156.26,2678.74,0.46,0.46,0.46,0.46,2156.26,2156.26,0\\r\\n28143,1130,54,Female,0,self_employed,557,3,220,320,2039.35,2753.63,2554.68,2729.69,0.37,0.37,0.37,0.37,2162.5,2753.63,0\\r\\n28144,2932,90,Male,0,self_employed,334,2,771,255,12074.15,12002.72,11967.51,11523.89,0.66,0.66,0.66,0.66,12022.43,12002.72,0\\r\\n28145,2104,44,Female,0,salaried,409,2,588,18,2597.68,2209.02,2190.96,1788.87,407.29,577.39,4.34,546.75,2469.89,2201.27,0\\r\\n28146,4184,64,Male,0,self_employed,1020,2,15,76,3679.89,3679.89,3550.26,2356.62,0.46,0.46,0.46,0.46,3679.89,3679.89,0\\r\\n28147,2802,34,Male,0,salaried,1020,2,652,17,8046.49,5665.27,4614.46,8461.05,1.41,2.14,2413.5,1948.39,5181.78,4208.16,0\\r\\n28148,2726,90,Male,0,self_employed,1096,2,330,97,973.95,1701.24,1518.03,344.97,0.64,0.64,727.93,4994.79,1676.16,2253.1,1\\r\\n28149,2415,48,Female,0,self_employed,856,1,71,4,2422.34,2689.12,2025.41,969.57,661.3,1531.56,913.8,237.73,2601.57,2145.73,0\\r\\n28150,1110,28,Female,,self_employed,623,2,811,33,5671.62,5671.62,5347.51,4404.5,0.14,428.71,0.14,0.14,5671.62,5312.18,1\\r\\n28151,5516,53,Female,0,self_employed,318,3,107,26,1391.81,2354.41,3630.12,6349.79,314.91,5429.2,2396.93,12966.3,838.95,3313.23,1\\r\\n28152,1571,46,Male,2,salaried,178,2,2028,4,5451.27,1986.2,1890.56,3867,4285.9,2435.4,1523.69,1661.29,2163.41,1578.37,0\\r\\n28154,2224,62,Male,0,self_employed,1096,3,1127,68,3509.22,4457.28,4611.5,4777.5,0.04,0.04,857.19,571.47,3992.31,4743.14,0\\r\\n28155,3178,53,Male,0,salaried,649,3,1844,53,22716.32,22716.32,22459.03,21075.48,0.19,643.04,0.19,0.19,22716.32,22591.17,0\\r\\n28156,2621,36,Female,0,salaried,656,3,1339,6,1316.37,4717.32,3996.36,3698.35,929.03,0.46,4329.99,95.57,3351.57,4492.5,1\\r\\n28157,2895,50,Male,0,self_employed,162,3,304,74,5535.38,5614.92,5661.59,4627.3,0.14,0.14,0.14,215.19,5589.26,5722.73,0\\r\\n28158,3220,41,Male,2,self_employed,1216,1,407,140,818,3672.49,6119.56,4163.45,0.07,0.07,2857.21,7028.64,1605.17,8572.03,1\\r\\n28159,517,44,Female,0,self_employed,15,2,970,129,342.75,1171.32,1578.39,2251.08,0.01,0.01,828.59,0.01,457.04,1171.32,1\\r\\n28160,895,37,Female,2,salaried,698,3,231,17,2225.16,1780.85,1635.56,1587.71,712.49,726.88,268.18,256.35,1993.42,1556.32,0\\r\\n28161,1328,29,Female,0,self_employed,917,3,1909,69,5216.92,5216.92,5049.17,4442.2,0.29,0.29,0.29,0.29,5216.92,5216.92,0\\r\\n28162,5707,47,Male,0,salaried,318,3,1306,,1784.17,1784.17,1784.17,1772.85,0.26,0.26,0.26,0.26,1784.17,1784.17,0\\r\\n28163,6444,42,Male,0,salaried,491,2,396,5,7620.71,18650.43,6495.3,4984.84,286.41,14286.41,14904.06,10677.03,8224.31,6470.93,0\\r\\n28164,452,61,Male,0,self_employed,1084,1,2715,7,164.2,2042.66,2651.38,6880.17,3286.13,473.64,5576.02,1312.82,1154.38,2433.54,1\\r\\n28165,1579,42,Male,1,self_employed,47,2,2345,52,4709.19,2631.88,3195.51,7608.16,0.17,19.73,627.07,491.36,2883.76,2770.92,0\\r\\n28166,4118,37,Female,0,self_employed,623,2,184,340,2151.98,2142.38,2143.81,2128.82,0.67,0.67,0.67,0.67,2146.68,2142.38,0\\r\\n28167,5516,40,Male,0,salaried,221,2,68,124,2140.2,2778.51,2435.23,2479.59,0.07,0.07,640.2,343.32,2354.16,2447.25,0\\r\\n28168,2026,32,Male,0,salaried,146,3,1758,84,2793.26,3902.02,2275.16,2903.17,0.09,0.09,8302.37,10207.64,3672.08,2851.93,0\\r\\n28169,4766,90,Male,0,self_employed,409,2,1352,,3084.69,3084.69,3084.69,3062.72,0.06,0.06,0.06,0.06,3084.69,3084.69,0\\r\\n28170,1788,62,Female,0,self_employed,657,2,180,89,1465.17,1465.17,1449.81,36.38,0.39,0.39,0.39,0.39,1465.17,1465.17,0\\r\\n28171,1555,70,Male,0,retired,579,2,1468,6,6987.58,5804,5132.99,2431.84,1325.67,2639.67,142.96,6217.94,6013.43,5745.93,0\\r\\n28172,492,36,Male,2,salaried,1597,3,959,262,4334.52,4352.08,4391.27,4658.54,0.53,0.53,18.08,71.96,4335.73,4414.29,0\\r\\n28173,3145,63,Female,0,salaried,379,2,173,3,8309.07,7599.37,8639.47,8324.61,744.2,114.2,0.21,0.21,7753.7,7609.05,0\\r\\n28175,2348,37,Female,0,salaried,,2,795,,5513.67,5727.95,5787.35,6387.21,0.43,0.43,0.43,0.43,5575.74,5786.02,0\\r\\n28176,2011,37,Female,0,salaried,1096,3,503,53,1097.57,1429.08,2252.38,2446.22,0.69,964.97,0.69,4287.83,1573.64,1722.42,0\\r\\n28177,481,42,Female,0,self_employed,575,1,280,,3475.5,3475.5,4038.94,5065.41,0.39,0.39,0.39,1378.78,3475.5,3901.71,0\\r\\n28179,1712,45,Female,0,self_employed,987,3,1019,122,4895.87,6580.4,6057.63,6355.6,0.51,0.51,0.51,0.51,5012.09,6580.4,0\\r\\n28180,1185,34,Female,0,self_employed,575,2,2853,2,2145.43,2543.71,2952.87,4673.55,349.15,0.99,1104.57,134.98,2245.06,3109.85,1\\r\\n28181,1483,31,Female,0,student,623,3,521,4,1380.47,1803.7,2034.93,2529.5,0.25,0.17,744.64,599.7,1807.27,2054.96,1\\r\\n28182,1111,36,Male,2,self_employed,656,2,3272,4,9950.42,14064.48,10074.32,2176.48,9714.51,14857.37,14052.51,6989.51,11616.03,13718.86,0\\r\\n28183,785,68,Male,0,retired,575,2,4153,115,2135.97,2640.51,2476.77,6086.54,0.3,0.3,2933.41,249.74,2346.11,2703.68,0\\r\\n28185,2585,72,Female,0,retired,1020,3,212,14,2650.68,2598.41,2574.45,2385.1,52.29,52.37,0.01,0.01,2625.45,2574.77,0\\r\\n28186,1137,38,Male,0,self_employed,1020,2,1316,23,5656.72,5585.29,5360.31,4500.19,357.26,357.26,285.83,0.11,5659.18,5262.71,0\\r\\n28187,600,24,Male,,salaried,1020,3,16,7,1837.9,1454.58,1706.07,2022.71,727.08,569.75,413.62,744.56,1804.08,1620.61,0\\r\\n28188,1268,27,Female,0,self_employed,812,3,2428,,2339.97,2339.97,2339.97,2325.15,0.41,0.41,0.41,0.41,2339.97,2339.97,0\\r\\n28189,337,8,Female,,student,1020,2,356,331,5453.16,5453.16,5453.16,5419.63,0.1,0.1,0.1,0.1,5453.16,5453.16,0\\r\\n28190,1502,44,Female,1,salaried,409,2,1667,23,8385.02,8281.45,8103.01,7162.73,103.89,143.17,0.31,0.31,8360.02,8161.64,0\\r\\n28191,6116,54,Male,3,self_employed,1525,2,240,15,8284.14,6250.08,7685.68,10876.62,89.8,139.49,1311.07,9270.01,7810.3,7488.15,0\\r\\n28192,739,33,Male,0,self_employed,409,3,395,10,1087.39,2403.96,2182.06,1091.23,4398.24,5462.24,5714.81,4229.1,2075.76,1391.44,0\\r\\n28193,3056,70,Female,0,self_employed,665,2,177,,54392.33,499.55,11696.55,1954.91,0.53,0.53,0.53,0.53,31470.32,1045.12,0\\r\\n28194,5767,90,Male,0,self_employed,1643,3,210,299,7557.65,7555.21,7552.37,7499.27,0.26,0.26,0.26,0.26,7556.13,7551.94,0\\r\\n28195,3015,14,Male,0,student,623,1,621,123,3179.71,3165.42,3165.42,1236.51,0.31,0.31,0.31,0.31,3179.71,3165.42,0\\r\\n28196,1799,58,Female,0,salaried,1020,3,1230,53,1872.74,3407.84,4214.28,3702.2,0.5,687.64,1535.6,2205.53,3354.9,4069.11,1\\r\\n28197,2641,32,Male,6,self_employed,1232,3,3708,11,1162.37,1425.02,1477.87,120.9,51.79,0.54,309.37,0.54,1271,1427.4,0\\r\\n28198,5400,51,Male,0,salaried,1589,3,33,4,8171.83,2289.91,2911.12,917.35,1446.17,1884.2,1487.57,1175.84,6057.69,1743.11,0\\r\\n28199,3064,37,Male,0,self_employed,705,3,525,19,3175.9,790.78,1442.74,2099.9,298.73,877.3,5789.66,1599.88,2374.08,674.07,0\\r\\n28200,3026,37,Male,2,salaried,1385,2,1847,248,2405.51,2403.33,2418.76,2738.82,0.03,0.03,0.03,0.03,2405.21,2403.33,0\\r\\n28201,6234,42,Male,0,salaried,1096,2,294,86,1313.21,1385.55,1560.85,2349.53,0.59,0.59,429.16,0.59,1150.63,1157.19,0\\r\\n28202,2680,59,Female,0,self_employed,146,3,367,146,2153.08,1653.08,4596.09,3994.47,0.26,0.26,0.26,9961.99,2143.23,4850.5,1\\r\\n28203,1121,49,Male,0,self_employed,675,3,867,32,1997.31,2568.74,3453.06,2661.84,0.01,214.3,571.44,787.21,2351.99,2687.4,1\\r\\n28204,1891,33,Female,0,self_employed,1537,3,1302,,2457.23,2457.23,2457.23,2441.66,0.13,0.13,0.13,0.13,2457.23,2457.23,0\\r\\n28205,1663,60,Male,2,self_employed,,3,1447,4,5562.2,5705.06,5400.46,4515.78,1072.1,0.67,1214.96,0.67,4791.27,5705.06,0\\r\\n28206,5687,67,Male,0,retired,61,3,476,40,12777.55,12773.77,11241.03,1670.65,0.13,12.91,0.13,321.53,12777.16,13021.19,0\\r\\n28207,6409,59,Female,0,self_employed,1020,1,5,30,2139,2349.17,2022.77,1656.68,0.51,71.94,210.69,18.67,2205.65,2300.31,0\\r\\n28208,1313,39,Female,0,salaried,1020,3,567,58,6984.99,6444.99,6337.54,5000,0.64,786.36,0.64,0.64,6984.99,6368.96,0\\r\\n28209,2190,51,Male,0,salaried,834,2,23,,2632.86,2632.86,2928.83,3281.58,0.47,0.47,0.47,619.83,2632.86,2894.87,0\\r\\n28210,2907,12,Male,0,student,259,2,771,32,6627.32,6627.32,3063.88,917.12,0.2,7143.06,0.2,1428.77,6627.32,1650.36,0\\r\\n28211,2211,49,Male,0,self_employed,140,2,1886,117,2005.8,1865.8,1857.76,402.98,0.07,0.07,0.07,0.07,1885.11,1827.66,1\\r\\n28212,2131,60,Female,0,self_employed,1589,2,1713,7,4320.35,5832.14,6046.31,5367.88,203.16,233.56,1714.94,214.94,5267.31,5730.27,1\\r\\n28213,3992,35,Female,0,salaried,623,2,968,114,5195.68,5501.77,5776.77,7336.25,0.29,0.29,14.53,58.29,5253.74,5561.7,0\\r\\n28214,2724,39,Female,0,self_employed,575,3,1202,201,5412.65,5412.65,5412.65,19879.67,0.04,0.04,0.04,0.04,5412.65,5412.65,0\\r\\n28215,1891,42,Female,0,self_employed,737,2,250,,7687.61,7687.61,7687.61,7644.09,0.56,0.56,0.56,0.56,7687.61,7687.61,0\\r\\n28216,2187,72,Male,0,salaried,1020,2,1205,14,2613.85,2468.68,2574.07,3379.84,213.87,16.99,359.6,81.22,2544.32,2527.33,0\\r\\n28217,1736,58,Male,0,salaried,848,3,1846,33,4909.27,4907.1,4091.65,1573.26,0.21,428.79,0.21,0.21,4908.22,4547.65,0\\r\\n28218,1007,44,Male,0,self_employed,150,2,2505,,3211.3,3225.58,3226.05,3250.85,0.46,0.46,0.46,0.46,3211.79,3226.04,1\\r\\n28219,4960,38,Female,2,salaried,575,3,90,4,3239.61,4236.22,1666.26,911.5,2148.71,4624.56,5007.31,864.2,1094.83,2549.88,1\\r\\n28220,2862,43,Male,0,self_employed,15,3,383,3,11324.95,6484.25,6930.12,36717.49,5272.06,708.2,431.36,134.21,8956.85,5942.16,0\\r\\n28221,1486,70,Female,0,self_employed,1589,2,384,28,10423.22,10208.94,10189.8,10197.11,214.7,214.7,0.41,0.41,10423.22,10153.64,0\\r\\n28222,579,54,Female,,retired,1494,2,896,59,1076.02,1771.33,1932.12,3207.12,0.54,24.8,1266.26,783.44,1461.8,1934.8,1\\r\\n28223,347,43,Male,0,self_employed,1475,2,2436,18,4.28,34.29,4315.15,435.87,2500.07,0.07,2527.58,12717.46,9.82,4030.52,1\\r\\n28224,314,55,Female,,self_employed,656,2,1332,118,7320.54,7320.54,8150.03,13329.46,0.6,0.6,0.6,0.6,7320.54,7320.54,0\\r\\n28225,1117,48,Female,0,self_employed,1497,2,2526,67,11474.21,11474.21,12441.95,13521.36,0.31,0.31,0.31,2857.46,11474.21,12580.2,0\\r\\n28226,3215,39,Male,0,salaried,26,2,16,53,5224.58,4667.68,4367.25,3583.3,0.49,72.13,314.77,486.2,4639.56,4298.52,0\\r\\n28227,329,36,Female,,self_employed,575,2,3740,28,8350.2,8018.51,7971.47,6589.49,443.11,443.11,114.83,0.54,8413.26,7949.35,0\\r\\n28228,1463,41,Female,0,self_employed,444,3,1978,116,625.86,2072.13,1569.71,2285.67,0.59,0.59,1437.06,1429.16,1716.95,920.06,1\\r\\n28229,1551,34,Male,0,salaried,1111,2,43,4,3871.16,3436.18,5564.13,4866.24,3465.77,3343.13,313.8,12995.28,2797.51,3231.54,0\\r\\n28231,1810,56,Male,0,salaried,491,2,396,10,6275.37,8917.52,7996.52,5286.67,540.46,1144.69,3245.03,2355.93,8281.87,8231.58,0\\r\\n28232,1265,39,Male,0,self_employed,376,3,2712,74,1630.49,1720.2,1455.87,289.97,0.67,0.67,90.39,0.67,1664.52,1720.2,0\\r\\n28233,525,45,Male,0,self_employed,1154,3,2129,76,2746.97,3163.57,3077.92,757.15,0.43,0.43,443.29,0.43,3167.32,3163.57,0\\r\\n28234,2379,28,Female,0,student,11,2,870,25,2299.02,2290.03,2288.71,2340.99,9.06,14.64,0.07,0.07,2298.09,2283.45,0\\r\\n28235,2431,78,Male,0,self_employed,1396,2,1368,87,19416.24,25130.52,24480.78,8208.89,0.26,0.26,5714.54,0.26,24145.3,25130.52,0\\r\\n28236,2183,42,Male,3,self_employed,334,2,688,325,15907.12,15907.12,19286.54,31364.52,0.66,0.66,0.66,0.66,15907.12,15907.12,1\\r\\n28237,4254,39,Male,0,self_employed,834,1,1303,62,2567.14,2566.41,2333.94,1543.77,0.13,0.13,0.13,154.85,2566.98,2618.22,0\\r\\n28238,5371,59,Male,0,salaried,1096,1,11,28,7051.41,5988.79,10158.66,20654.89,5013.19,0.26,2095.58,1759.01,13756.8,6367.03,0\\r\\n28239,630,54,Female,,self_employed,995,2,1424,341,5797.17,5794.66,5791.97,6213.68,0.1,0.1,0.1,0.1,5795.1,5791.21,0\\r\\n28240,1645,38,Female,0,self_employed,1076,2,1788,61,1529.73,1676.75,1532.26,907.47,0.33,0.33,0.33,0.33,1612.02,1752.97,0\\r\\n28241,1738,90,Male,0,self_employed,409,3,935,3,10169.38,364.1,1660.23,11408.97,16071.73,0.3,6266.44,547.23,2736.49,596.41,0\\r\\n28242,3152,68,Male,0,retired,280,3,179,7,3157.85,3264.62,2708.04,2264.38,175.33,1057.47,286.04,0.33,3157.59,2853.83,0\\r\\n28243,1077,22,Male,0,student,,3,1563,14,4291.33,5290.6,4164.22,1922.31,219.61,1544.87,150.76,2985.76,4369.07,3720.11,0\\r\\n28244,2492,39,Female,0,self_employed,61,3,1580,221,3021.08,3446.08,3397.64,4115.99,0.09,0.09,425.09,0.09,3182.28,3446.08,0\\r\\n28245,478,34,Female,0,self_employed,146,1,3758,,19042.43,19391.47,19029.69,15838.31,0.31,0.31,1514.6,0.31,19987.13,19241.12,0\\r\\n28246,2768,33,Female,0,self_employed,1020,3,19,32,6860.97,6860.97,6371.72,4980.94,0.64,929.21,0.64,0.64,6860.97,6321.8,0\\r\\n28247,2250,60,Female,0,self_employed,169,3,275,55,1908.11,2475.38,1867.9,710.86,0.34,0.47,567.62,59.87,2213.83,2501.62,0\\r\\n28248,659,28,Male,,self_employed,1096,2,551,13,2255.39,2669.76,2530.77,2143.62,471.96,0.53,772.04,0.53,2217.97,2669.76,0\\r\\n28249,1601,48,Male,0,self_employed,1638,3,2151,75,6103.68,6402.45,6346.47,5136.73,0.47,0.47,302.04,239.33,6174.64,6498.82,1\\r\\n28250,1256,42,Male,0,self_employed,29,2,1494,14,19224.42,17072.37,7192.6,1943.19,15402.28,7249.74,21528.88,15390.8,12510.43,4995.33,0\\r\\n28251,804,34,Female,0,self_employed,107,3,1806,26,5740.46,26.17,1799.57,26.77,5714.6,0.31,0.31,0.31,5346.37,26.17,0\\r\\n28252,4519,67,Male,1,self_employed,664,2,241,2,3815.74,4590.99,5343.99,5455.02,1546.61,2860.33,2018.64,4037.1,3737.05,4984.89,0\\r\\n28253,1313,31,Female,0,self_employed,1034,2,133,,36454.15,36454.15,36454.15,36233.29,0.63,0.63,0.63,0.63,36454.15,36454.15,0\\r\\n28254,4277,40,Male,0,self_employed,538,3,244,41,3120.33,3831.73,3435.64,3335.92,0.53,932.62,714.81,0.53,3389.17,3558.35,0\\r\\n28255,4659,60,Male,2,salaried,1020,2,582,187,9764.85,10231.58,10252.09,12351.59,0.11,0.11,285.83,142.97,9908.38,10343.87,0\\r\\n28256,503,33,Male,0,self_employed,236,3,3846,14,2914.99,1181.2,2875.04,5277.95,4285.84,235.84,3187.43,5708.46,2997.3,2476.51,0\\r\\n28257,1412,50,Male,1,self_employed,836,2,8,3,349.9,264.09,1749.02,1007.73,13143.01,4859.68,6409.11,772.22,325.18,287.58,0\\r\\n28258,739,39,Female,0,self_employed,623,2,184,273,9560.78,9581.73,9618,8523.09,0.4,0.4,21.35,168.23,9562.61,9655.95,0\\r\\n28259,3744,44,Male,0,salaried,1020,2,19,56,1514.51,1590.42,1581.91,1616.53,0.23,80.23,0.23,0.23,1506.24,1556.59,0\\r\\n28260,1857,60,Male,0,salaried,946,3,727,11,6824.83,7630.94,6406.93,3629.74,2.02,3573.18,592.53,382.91,7048.09,7621.15,0\\r\\n28261,3065,53,Male,2,self_employed,1382,3,4108,0,10475.3,10649.22,12431.03,23246.65,833.94,833.94,0.03,0.03,9777.95,10373.48,0\\r\\n28262,2544,43,Female,0,self_employed,1232,2,900,40,4550.35,4593.21,4196.58,3396.65,0.53,500.53,43.39,0.53,4585.82,4286.75,0\\r\\n28263,1934,27,Female,0,student,1096,3,457,14,254.05,192.15,1814.96,4988.13,62.51,14286.33,0.61,12857.76,224.17,2606.9,0\\r\\n28264,3173,46,Female,0,self_employed,146,2,968,24,1609.55,1223.83,1466.8,1695.46,185.9,185.9,0.19,138.81,1577.53,1254.68,0\\r\\n28265,4948,48,Male,0,self_employed,1020,2,114,17,7568.58,7189.6,6372.84,3312.66,308.9,0.33,4.23,105.24,7356.69,7039.79,0\\r\\n28266,2677,85,Male,0,retired,146,2,184,19,1162.24,4900.94,4353.64,4555.75,1702.23,67.21,6004.33,548.9,3177.11,4868.58,0\\r\\n28267,439,52,Male,0,self_employed,1477,2,2539,23,6246.3,5674.87,6387.56,7821.05,571.94,0.51,0.51,939.8,6147.78,5760.12,0\\r\\n28268,1767,51,Female,0,self_employed,834,3,1925,182,36871.83,26952.8,21703.08,11609.6,0.26,0.26,0.26,0.26,33927.13,20040.02,0\\r\\n28269,2419,64,Male,0,retired,409,3,1365,52,2105.08,2105.08,1798.8,695.14,0.23,752.61,0.23,0.23,2105.08,1935.18,0\\r\\n28270,2966,32,Female,1,self_employed,1020,1,80,5,10786.04,7034.34,7801.04,5701.32,247.57,0.2,821.74,2773,9468.63,7513.92,0\\r\\n28271,1574,53,Male,0,salaried,149,2,2108,345,3823.87,3823.87,3823.87,3799.65,0.43,0.43,0.43,0.43,3823.87,3823.87,0\\r\\n28272,6887,52,Female,0,self_employed,491,2,93,136,1672.33,907,2020.34,1867.72,0.31,0.31,184.6,2621.37,1533.66,1833,0\\r\\n28273,2336,69,Female,0,self_employed,,2,1272,0,6773.88,5363.17,5862.99,4300.04,314.99,314.99,48.56,572.13,6221.62,5676.53,0\\r\\n28274,1197,37,Male,0,self_employed,1454,3,948,81,727.22,2151.38,1864.31,1413.35,0.13,0.13,1428.7,0.13,1612.95,2151.53,1\\r\\n28275,1503,52,Male,0,self_employed,891,2,360,41,392.55,390.35,4805.38,7406.18,0.26,71.69,0.26,7143.11,391.49,6568.65,1\\r\\n28276,840,43,Female,0,self_employed,834,3,2788,26,3325.83,2560.35,2589.56,3888.71,643.5,572.07,0.64,0.64,3216.8,2490.81,0\\r\\n28277,2393,33,Male,2,self_employed,15,2,300,24,2282.02,1218.34,1587.05,1084.93,1429.01,1429.01,0.44,440.64,2354.67,1561.27,0\\r\\n28278,3116,42,Female,0,self_employed,1232,3,427,349,2392.47,1756.01,2107.19,1860.85,0.5,0.5,4.79,40.47,2395.79,1945.52,0\\r\\n28279,616,34,Female,0,salaried,996,3,656,21,5188.64,3742.14,4091.3,4948.63,1446.81,0.31,0.31,0.31,4789.61,3742.14,0\\r\\n28280,1162,28,Female,2,salaried,334,3,674,47,16934.05,17219.76,9517.62,949.56,0.54,14814.54,2857.69,0.54,15042.42,11485.31,1\\r\\n28281,6442,49,Male,0,self_employed,1096,3,1317,140,1957.01,1996.33,1990.25,1915.27,0.54,0.54,39.86,4.17,1974.25,1996.33,0\\r\\n28282,4176,51,Male,3,salaried,578,3,264,0,3396.7,3561.07,3433.3,3738.02,214.76,0.47,379.13,234.17,3257.03,3591.23,0\\r\\n28283,1089,62,Female,0,retired,203,2,3245,30,1862.31,1862.31,10031.76,8322.07,0.17,50933.33,0.17,57428.74,1862.31,19875.25,1\\r\\n28284,2316,62,Female,0,self_employed,837,3,1505,124,12993.68,12993.68,12993.68,12050.75,0.09,0.09,0.09,0.09,12993.68,12993.68,0\\r\\n28285,1838,29,Male,0,self_employed,1232,2,359,21,6173.87,15526.09,8657.6,6534.02,5000.2,6858.08,14286.77,117.17,4970.73,14984.43,0\\r\\n28287,1610,65,Female,0,self_employed,1020,2,5,,2358.42,2358.42,2358.42,2075.92,0.56,0.56,0.56,0.56,2358.42,2358.42,0\\r\\n28288,1982,24,Female,0,student,834,3,382,28,2514.02,1442.59,2214.21,3798.32,1428.96,0.39,357.53,357.53,2501.7,1649.96,0\\r\\n28289,1079,36,Male,0,self_employed,809,2,872,,2857.7,2886.27,2905.07,2967.86,0.67,0.67,0.67,0.67,2879.38,2904.33,0\\r\\n28290,1011,28,Female,0,student,1096,2,934,,6754.19,5672.9,6584.23,7063.24,0.5,0.5,0.5,1429.07,6194.9,6456.31,0\\r\\n28291,1158,26,Male,,salaried,334,2,166,31,4601.27,4601.27,4521.85,4097.51,0.6,57.74,0.6,29.82,4601.27,4575.25,0\\r\\n28292,1617,26,Male,0,self_employed,1096,2,1443,,2622.21,3194.78,3382.57,5544.11,0.7,0.7,573.27,588.41,2701.97,3295.64,0\\r\\n28293,1509,33,Female,0,self_employed,118,2,325,4,476.38,674.67,2928.56,6138.94,286.2,429.06,484.49,5714.77,256.62,2568.68,1\\r\\n28294,1319,31,Female,1,self_employed,1232,2,486,28,10673.09,10745.95,10831.81,5976.07,391.51,391.51,0.09,0.09,10771.61,10825.49,0\\r\\n28295,235,33,Female,,self_employed,630,3,1772,181,1727.9,1727.9,1727.9,1721.25,0.11,0.11,0.11,0.11,1727.9,1727.9,0\\r\\n28296,4906,48,Male,1,salaried,1020,1,1565,48,3987.78,1126.38,2128.16,861.22,0.23,253.73,86.79,998.66,3399.8,1967.91,1\\r\\n28297,5346,55,Female,0,self_employed,1020,1,118,24,172.17,3407.9,2329.71,3917.54,515.23,515.23,3737.33,0.69,984.77,3222.59,0\\r\\n28298,3341,37,Male,0,salaried,1020,2,118,0,10400.35,9586.89,8338.63,5171.82,1738.84,2388.99,925.39,636.84,9157.56,7945.41,0\\r\\n28299,341,36,Female,0,self_employed,1020,2,84,97,33264.17,33442.74,33483.42,227738.73,0.06,0.06,0.06,0.06,33306.04,33483.75,1\\r\\n28300,1739,19,Female,0,student,1096,2,292,100,1719.23,1719.23,2026.45,1453.1,0.63,0.63,0.63,0.63,1719.23,1719.23,0\\r\\n28301,2263,40,Female,0,self_employed,1540,2,402,3,10235.99,10228.85,10139.97,9951.15,7.21,0.07,0.07,0.07,10229.83,10118.25,0\\r\\n28303,1096,70,Male,,self_employed,334,2,675,201,4686.17,4793.44,4375.67,1777.24,0.61,0.61,7262.34,13879.55,8236.96,3372.13,0\\r\\n28305,6242,62,Female,2,retired,1020,1,19,0,1936.81,2116.94,2685.7,3558.92,360.73,0.11,671.54,1314.4,1818.68,2799.5,0\\r\\n28306,1561,58,Male,0,salaried,518,2,1767,363,2253.83,2265.77,2261.02,2343.42,0.4,0.4,14.69,0.4,2262.22,2262.69,0\\r\\n28307,4547,32,Male,0,self_employed,318,1,35,105,3701.42,3701.42,3704.12,4787.51,0.06,0.06,0.06,0.06,3701.42,3701.42,1\\r\\n28310,530,35,Male,0,self_employed,727,3,2007,38,78.71,128.28,2756.21,4317.21,0.4,14.69,0.4,4447.53,95.14,3110.43,1\\r\\n28311,1565,31,Female,0,self_employed,1322,3,176,3,4167.68,3524.82,3530.23,1584.73,642.91,0.06,0.06,0.06,3633.2,3524.82,0\\r\\n28312,1855,54,Male,0,salaried,1084,2,1030,100,5165.2,5165.2,5165.2,3677.25,0.23,0.23,0.23,0.23,5165.2,5165.2,0\\r\\n28313,5211,45,Male,0,self_employed,1150,2,61,25,2193.45,2667.85,3917.77,7786.89,286.34,286.34,696.46,0.63,2717.84,2643.42,0\\r\\n28314,1164,43,Male,4,self_employed,869,3,1856,208,2622.69,3007.47,3059.13,4199.14,0.7,0.7,389.27,389.27,2676.29,3057.61,0\\r\\n28315,287,65,Female,,self_employed,704,2,3280,248,7256,7256,7256,7150.31,0.26,0.26,0.26,0.26,7256,7256,0\\r\\n28316,2254,37,Female,0,self_employed,749,2,1061,53,6039.42,127380.38,52342.01,1151.69,0.47,154912.33,121429.04,28714.76,36304.77,119590.98,1\\r\\n28317,1526,64,Male,1,self_employed,623,2,1995,7,2253.88,3759.57,4261.7,4455.71,629.59,1203.59,2120.99,2466.34,2853.59,4807.78,1\\r\\n28318,1117,61,Female,0,self_employed,1494,3,1416,,1839.39,1839.39,1839.39,1827.74,0.19,0.19,0.19,0.19,1839.39,1839.39,0\\r\\n28319,1332,51,Female,0,salaried,1456,2,1860,7,1434.59,2213.48,2853.67,7346.15,714.81,0.53,1078.39,557.67,1561.18,2717.44,0\\r\\n28320,958,51,Male,,salaried,288,3,2373,23,1545.06,1663.12,1613.51,1680.84,11.19,11.21,114.96,0.67,1616.65,1663.72,0\\r\\n28321,3436,51,Male,2,self_employed,61,2,115,18,83.91,239.77,1621.97,2093.12,5572.11,0.69,5727.97,0.69,1021.22,240.03,0\\r\\n28322,3409,50,Male,0,salaried,1232,2,223,9,6225.6,6770.53,7829.35,11004.31,357.39,3408.69,902.31,3428.84,6113.93,6793.04,0\\r\\n28323,4513,40,Male,2,salaried,623,1,218,13,6368.6,16455.13,6102.12,10676.95,2.05,1429.27,3555.5,5906.41,7986.59,9655.61,1\\r\\n28324,1680,59,Female,0,salaried,745,3,2042,322,2543.8,2543.8,2543.8,2140.46,0.44,0.44,0.44,0.44,2543.8,2543.8,0\\r\\n28325,6186,46,Male,0,salaried,575,2,616,5,7356.73,6681.2,4936,6037.02,1.71,0.48,2478.09,3591.3,5540.91,4931.82,0\\r\\n28326,400,62,Male,0,retired,1271,1,379,124,237.24,656.17,16085.82,49862.83,0.4,0.4,0.4,0.4,365.97,656.17,1\\r\\n28327,440,46,Male,2,salaried,690,3,1312,35,2384.76,4179.69,5518.4,564.25,0.67,336.6,1099.04,2299.96,2947.77,4762.46,1\\r\\n28328,2837,51,Male,0,self_employed,1449,3,610,63,2071.42,2150,2285.77,1811.15,0.4,0.4,78.97,9347.54,2093.1,1278.28,1\\r\\n28329,2348,39,Female,0,self_employed,1020,2,544,27,10052.97,8624.4,9988.81,7030.13,1428.93,1428.93,0.36,1544.97,10003.71,9729.65,1\\r\\n28330,1909,71,Female,0,self_employed,1589,1,416,56,3519.3,8519.3,8249.63,7632.68,0.06,2857.2,5000.06,1428.63,7706.49,9348.8,1\\r\\n28331,1971,45,Male,0,self_employed,623,3,968,193,127.78,7278.8,6703.89,17988.66,0.1,0.1,7151.14,0.1,5547.61,7281.17,0\\r\\n28332,3136,71,Female,0,self_employed,834,2,460,68,587.38,2158.81,1808.57,986.82,0.16,0.16,1571.59,571.59,1868.17,2214.11,1\\r\\n28334,4106,56,Male,4,self_employed,363,1,269,28,3628.19,147322.28,64230.7,145784.47,87143.36,151133.63,28571.93,150703.6,4613.41,41169.82,1\\r\\n28335,656,15,Female,,student,1221,2,315,354,2325.36,2325.36,2325.36,2310.74,0.44,0.44,0.44,0.44,2325.36,2325.36,0\\r\\n28336,5680,50,Male,0,salaried,1621,2,50,236,3267.22,2836.34,2976.94,3677.92,0.44,0.44,357.59,0.44,3263.01,2834.99,0\\r\\n28338,6443,47,Male,3,self_employed,834,1,8,7,2367.31,3091.44,7849.32,8174.27,15815.55,5683.93,51224.61,57107.93,3017.58,9722.99,0\\r\\n28339,779,55,Male,,salaried,1076,3,2541,182,1514.05,1514.05,1516.71,1642.53,0.56,0.56,0.56,0.56,1514.05,1514.05,0\\r\\n28340,4945,72,Male,0,retired,334,3,1225,0,2964.88,2736.31,2499.14,1144.49,1604.69,200.14,0.14,0.14,2933.35,2672.16,0\\r\\n28341,4482,70,Male,0,retired,834,3,1231,74,7775.17,7661.25,7968.19,9512.34,0.39,0.39,0.39,0.39,7775.17,7499.86,0\\r\\n28342,1717,42,Male,1,salaried,1096,2,337,31,9921.4,10247.57,9731.48,4388.24,0.13,1185.89,254.59,254.59,10039.7,9664.79,0\\r\\n28343,1996,76,Male,0,retired,575,3,583,31,579.18,19569.9,12017.22,4432.8,0.41,2928.99,19011.84,0.41,3860.54,16924.74,1\\r\\n28344,900,30,Male,1,self_employed,1096,1,438,12,10061.93,9500.66,12921.38,11431.32,5714.44,0.16,17878.34,6740.9,9244.79,14575.19,1\\r\\n28345,626,39,Female,,self_employed,789,2,3078,25,4645.02,4645.02,4754.87,3992.74,357.26,7142.97,357.26,7142.97,4645.02,4799.86,1\\r\\n28346,4297,34,Female,0,self_employed,834,2,39,0,2302.99,27.27,2439.68,488.57,37759.91,1012.59,35556.29,4471.1,3516.07,714.71,0\\r\\n28347,517,39,Male,2,salaried,146,3,3719,3,4289.2,2592.3,3856.83,8805.54,1101.19,290.47,126.19,2983.33,3228.37,3270.95,0\\r\\n28348,613,29,Female,,self_employed,834,2,1355,,1870.06,1870.06,1870.06,1858.22,0.51,0.51,0.51,0.51,1870.06,1870.06,0\\r\\n28349,625,58,Male,,self_employed,1020,3,546,0,475.45,214.39,1700.88,1074.68,578.67,900.09,48.44,14669.56,345.7,3596.04,0\\r\\n28350,538,31,Female,0,self_employed,623,3,3817,0,3798.83,3270.25,3660.17,3012.94,529,0.43,0.43,21429,3288.48,2302.51,0\\r\\n28351,466,29,Female,,self_employed,1392,3,2337,329,20730.36,25587.5,25289.19,26344.29,0.06,0.06,9428.63,1715.77,23030.85,26390.64,1\\r\\n28352,1651,27,Male,0,student,65,3,749,26,1958.91,1530.34,1663.35,2277.8,428.83,0.26,0.26,0.26,1929.35,1530.34,0\\r\\n28353,1747,40,Female,0,self_employed,1294,3,1470,,7242.91,7240.02,7240.82,7197.34,0.37,0.37,0.37,0.37,7242.41,7240.02,0\\r\\n28354,1371,44,Male,0,self_employed,38,3,2546,55,1930.76,1522.48,1606.07,1113.73,0.7,19.27,0.7,786.1,1804.05,1657.52,0\\r\\n28355,2633,43,Female,0,self_employed,834,1,516,6,83801.22,69234.81,44245.15,18532.07,171429.06,237916.39,915.51,2961.67,40281.39,48501.08,0\\r\\n28356,1778,49,Female,2,salaried,1232,3,149,36,1677.57,3390.18,1994.6,1987.17,0.44,463.46,0.44,0.44,2204.42,2013.64,0\\r\\n28357,311,90,Male,,self_employed,1020,3,424,300,231.38,231.38,1507.1,2792.44,0.04,0.04,0.04,2142.9,231.38,1327.2,1\\r\\n28358,2306,23,Male,0,student,665,2,569,53,1701.6,1730.17,1677.18,1304.26,0.11,2857.26,0.11,3021.37,1708.5,2308.92,0\\r\\n28359,425,73,Male,,self_employed,834,3,2492,17,1962.59,1605.44,1436.6,416.78,357.84,357.84,0.7,0.7,1790.17,1386.55,0\\r\\n28360,3996,44,Female,0,self_employed,1504,3,416,62,2304.78,2302.96,2080.03,1552.25,0.6,0.6,0.6,0.6,2303.71,2302.96,0\\r\\n28361,3041,52,Female,0,self_employed,1020,2,669,24,824.32,2272.06,2934.72,1445.75,3891.12,1021.45,5299.84,2435.56,2053.39,3669.95,1\\r\\n28362,1012,49,Female,0,self_employed,575,3,1717,119,5005.13,5024.41,5113.08,4780.66,0.11,0.11,0.11,0.11,5009.12,5040.15,0\\r\\n28363,1310,34,Female,0,salaried,578,2,1474,62,3197.51,3197.51,3167.43,3305.26,0.07,0.07,0.07,85.79,3197.51,3400.59,1\\r\\n28364,478,43,Male,1,self_employed,409,2,139,9,11189.89,10996.62,10910.57,10204.17,171.29,214.71,0.43,0.43,11066.16,10908.89,0\\r\\n28365,1326,21,Female,0,student,1020,2,143,0,1687.54,1625.06,1811.81,951.63,690.08,3086.46,318.44,3055.49,1661.39,2184.13,0\\r\\n28366,933,36,Female,0,salaried,1096,3,557,17,4905.47,3355.94,4059.58,5832.81,2.21,6.95,685.31,679.01,4511.53,3545.47,0\\r\\n28367,1992,61,Male,0,salaried,572,1,189,6,6824.56,7531.17,7189.42,10553.27,14285.99,14314.11,14714.56,1717.37,8014.37,7025.99,1\\r\\n28368,2383,35,Female,0,self_employed,409,2,1561,3,3266.19,11352.72,8290.92,4060.08,2857.57,857.57,214.71,1143.29,2395.89,11120.92,0\\r\\n28369,5627,48,Male,0,salaried,1154,3,171,208,3226.68,2955.25,3026.61,2972.89,0.47,0.47,0.47,0.47,3137.52,2964.01,0\\r\\n28370,290,42,Male,3,salaried,1589,2,389,11,291.88,482.31,1599.84,1758.47,12840.69,2840.69,13149.44,3474.38,1223.59,1172.92,0\\r\\n28371,2998,48,Male,0,self_employed,1004,3,307,,2059.06,2059.06,2059.06,2046.33,0.14,0.14,0.14,0.14,2059.06,2059.06,0\\r\\n28372,973,52,Female,3,self_employed,41,2,59,178,472.59,1901.16,1819.06,1991.78,0.47,0.47,1429.04,0.47,1654.85,1901.16,1\\r\\n28373,1402,62,Female,0,self_employed,146,2,354,14,4840.87,5698.78,6507.31,9993.29,12.94,13.11,2279.58,1633.47,5148.99,6343.24,0\\r\\n28374,1326,24,Male,0,student,623,2,1629,361,8959,8959,8959,8902.25,0.44,0.44,0.44,0.44,8959,8959,1\\r\\n28375,861,29,Male,0,student,11,3,1934,20,5630.25,5401.67,5404.52,5220.49,228.81,228.81,0.24,0.24,5559.31,5327.94,0\\r\\n28377,470,35,Female,0,self_employed,146,2,353,20,1428.93,1658.44,1656.39,846.07,5736.5,126.3,2143.21,0.36,2724.94,1188.95,0\\r\\n28378,607,69,Female,,self_employed,1096,2,1664,12,6365.34,5384.91,5952.12,5193.43,714.53,0.24,0.24,714.53,5952.9,5983.99,0\\r\\n28379,1353,36,Male,0,salaried,394,3,762,6,3019.57,4395.46,5319.45,1692.28,38.81,0.24,351.32,274.67,2916.76,5578.51,0\\r\\n28380,4560,78,Male,0,self_employed,1046,2,146,,4632.07,4636.98,4636.75,4607.6,0.36,0.36,0.36,0.36,4636.3,4636.98,0\\r\\n28381,1727,71,Female,0,self_employed,1020,1,414,332,6370.67,8699.24,8594.93,13367.98,0.21,0.21,2471.64,143.07,7727.32,8819.06,0\\r\\n28382,842,39,Female,,self_employed,759,3,518,292,1478.12,1478.12,1478.12,1469.37,0.5,0.5,0.5,0.5,1478.12,1478.12,0\\r\\n28384,1964,52,Female,0,self_employed,1020,2,321,13,276.61,183.49,1793.3,7324.01,3729.7,196.16,3636.57,500.6,354.01,353.24,0\\r\\n28385,1382,56,Male,0,salaried,834,3,2665,81,3052.43,3052.43,2880,1424.43,0.7,0.7,0.7,0.7,3052.43,3052.43,0\\r\\n28386,2473,56,Male,0,self_employed,1020,1,175,56,2430.63,2430.63,1970.87,200.32,0.09,10714.37,0.09,8485.34,2430.63,3280.38,1\\r\\n28387,4340,57,Male,2,self_employed,1096,2,27,,1406.75,4401.67,3660.77,1910.7,0.54,0.54,0.54,0.54,2186.46,4398.12,1\\r\\n28388,1606,46,Male,2,self_employed,1096,2,2072,83,1215.38,1215.38,1914.31,5744.26,0.5,0.5,0.5,0.5,1215.38,1215.38,0\\r\\n28389,657,63,Male,2,self_employed,146,2,1232,5,1550.88,1491.39,1983.94,134.27,9714.7,0.41,9655.21,8571.84,1503.7,3427.38,0\\r\\n28390,3127,85,Male,0,retired,834,3,320,,3704.91,3704.91,3704.91,4229.99,0.07,0.07,0.07,0.07,3704.91,3704.91,0\\r\\n28391,4465,46,Male,0,self_employed,513,2,216,6,1689.36,2011.74,3190.08,4409.42,458.01,487.91,723.25,3639.2,1960.89,3243.26,0\\r\\n28392,2721,57,Male,0,self_employed,,1,654,98,1561.01,1561.01,1561.01,5895.59,0.54,0.54,0.54,0.54,1561.01,1561.01,0\\r\\n28393,3064,25,Male,1,student,1084,2,256,11,1752.07,5562.11,4845.05,2398.33,841.19,1031.86,4550.17,1645,3188.56,6383.41,0\\r\\n28395,1330,90,,0,self_employed,574,2,265,242,6274.95,6274.95,6274.95,6246.64,0.57,0.57,0.57,0.57,6274.95,6274.95,0\\r\\n28396,1449,49,Male,0,salaried,965,3,37,331,2526.17,2526.17,2526.17,2510.19,0.57,0.57,0.57,0.57,2526.17,2526.17,0\\r\\n28397,2204,33,Male,0,salaried,701,3,1272,,12728.8,12871.66,12866.73,12787.88,0.13,0.13,285.84,0.13,12856.88,12871.66,0\\r\\n28398,754,34,Female,2,self_employed,146,2,2729,25,3987.63,2241.74,7293.27,10389.65,72.64,0.07,1412.47,11250.67,4128.1,5340.1,1\\r\\n28399,2078,35,Male,0,self_employed,1110,3,982,4,36849.16,10808.99,12335.63,2264.95,26320.2,1891.74,255.66,191.61,15625.91,10826.75,0\\r\\n28400,1685,66,Male,0,retired,334,2,441,11,1853.5,2376.88,1777.53,868.06,2089.61,1168.19,2604.16,312.81,1367.39,2133.72,0\\r\\n28401,6950,90,Female,0,self_employed,656,2,340,161,3465.23,3465.23,3465.23,3442.97,0.21,0.21,0.21,0.21,3465.23,3465.23,0\\r\\n28402,734,62,Male,0,salaried,334,3,1863,133,868.76,2041.1,1797.56,2581.52,0.47,0.47,2080.92,496.83,1918.35,1972.32,1\\r\\n28403,1637,52,Male,2,self_employed,1020,3,1357,0,9650.51,8544.39,9101.81,10498.2,7724.07,993.36,5165.15,1516.53,9514.32,8663.71,0\\r\\n28404,3385,56,Female,0,self_employed,1020,2,1473,22,917.23,861.11,2012.33,2684.22,114.34,0.56,2172.5,1971.82,1165.45,2180.06,0\\r\\n28405,4002,47,Male,0,self_employed,834,1,14,12,5846.27,679.84,3667.28,50473.71,13712.29,355714.71,28545.86,13261.3,4536.84,1778.18,0\\r\\n28406,1796,12,Male,0,student,1096,2,614,,4271.68,4257.4,3844.46,3457,0.66,0.66,0.66,0.66,4264.78,3903.04,0\\r\\n28407,962,28,Male,0,self_employed,531,3,573,192,1964.66,2884.43,1946.66,1836.21,0.39,0.39,948.73,823.15,2157.78,2377.31,0\\r\\n28408,3108,53,Male,0,salaried,1150,2,55,,3184.76,3184.76,3184.76,3138.13,0.11,0.11,0.11,0.11,3184.76,3184.76,0\\r\\n28410,835,66,Female,0,self_employed,485,2,520,,9087.43,9087.43,9086.17,8701.14,0.36,0.36,0.36,0.36,9087.43,9086.91,0\\r\\n28411,1326,22,Male,0,student,146,2,2377,169,8483.51,8483.51,5936.05,3957.79,0.39,0.39,0.39,0.39,8483.51,5148.65,0\\r\\n28413,1319,41,Male,0,self_employed,,2,1450,32,5213.76,5356.62,5185.57,3361.34,0.04,1205.76,285.76,871.47,5213.76,5255.33,0\\r\\n28414,2729,42,Male,2,self_employed,1494,3,1026,18,1876.18,2143.44,1935.22,1954.85,10.13,20.2,900.61,257.76,2036.31,1989.45,0\\r\\n28415,340,70,Male,0,self_employed,1388,3,2023,343,4678.13,4678.13,11129.74,18843.66,0.46,0.46,0.46,14286.17,4678.13,9747.25,1\\r\\n28416,4881,55,Male,2,self_employed,1154,2,171,26,3468.71,3146.2,3103.52,4600.15,1237.19,1502.13,914.67,914.67,3561.47,3177.84,0\\r\\n28417,2599,61,Male,0,salaried,1076,2,1246,76,2229.4,2229.4,2876.05,3330.38,0.64,0.64,0.64,0.64,2229.4,2229.4,0\\r\\n28419,1977,30,Male,0,salaried,802,2,812,9,1152.74,3175.03,4850.1,1822.46,843.27,2767.61,11579.84,10118.99,4409.63,3819.57,0\\r\\n28420,250,34,Female,0,self_employed,45,2,2119,250,28584.77,28584.77,30044.68,31303.33,0.6,0.6,0.6,2829.17,28584.77,30135.92,0\\r\\n28421,1935,45,Male,0,salaried,1232,3,437,20,6369.77,6086.91,6177.53,5550.04,490.67,490.67,207.81,166.39,6302.58,6109.68,0\\r\\n28422,1481,49,Female,0,self_employed,1232,1,7,6,16561.86,4061.86,6534.34,4299.71,14285.86,0.14,0.14,0.14,6032.3,4061.86,0\\r\\n28423,2419,53,Male,2,self_employed,1449,2,1413,0,4454.23,3913.81,3570.68,3213.67,538.51,961.13,0.57,0.57,4135.15,3436.14,0\\r\\n28424,4086,90,Male,0,self_employed,1020,3,356,356,4007.49,4024.55,4025.85,4003.88,0.63,0.63,0.63,0.63,4016.75,4026.49,0\\r\\n28425,1490,25,Male,2,self_employed,38,2,861,0,6200.26,1676.87,4478.16,4460.72,8628.67,1857.24,3894.87,5560.71,6072.43,1817.18,0\\r\\n28426,495,35,Male,,self_employed,905,2,855,263,7937.17,7937.17,7937.17,11001.01,0.09,0.09,0.09,0.09,7937.17,7937.17,0\\r\\n28427,3161,42,Female,0,self_employed,409,2,578,12,13121.56,3135.85,4635.3,3092.35,10000.06,0.06,0.06,14.34,7613.68,3144.6,0\\r\\n28428,558,32,Male,,salaried,977,3,811,19,13059.01,13201.86,13639.33,8336.27,371.8,0.37,3514.66,317.77,13392.01,13472.16,0\\r\\n28429,1350,52,Female,0,self_employed,1020,3,212,54,3992.67,3992.67,2812.26,928.62,0.54,3111.29,0.54,53.13,3992.67,3509.6,0\\r\\n28430,2474,52,Male,1,self_employed,146,2,1050,7,82.92,111.41,3201.46,5032.31,36509.49,0.31,35469.84,2425.07,4876.55,665.56,1\\r\\n28431,2971,65,Male,0,retired,1150,2,673,54,1346.72,1461.06,1464.22,1499.85,0.24,25.31,18.2,14.52,1445.53,1473.7,0\\r\\n28432,3727,58,Male,4,self_employed,822,3,510,59,5337.53,6967.58,5067.14,1210.62,0.33,8571.76,1368.23,1136.29,6059.36,8259.88,0\\r\\n28433,2103,35,Female,0,self_employed,1020,1,501,32,467.09,15.66,2794.06,25.05,0.44,1.38,0.44,197.41,77.93,1002.46,1\\r\\n28434,1718,67,Male,0,self_employed,833,3,1274,3,1927.11,2730.54,4122.82,68551.53,3867.09,1991.39,1121.43,1407.14,1857.23,2983.57,1\\r\\n28435,4554,53,Male,0,self_employed,15,3,237,45,2602.21,2559.22,2484.74,1800.08,0.53,153.39,0.53,0.53,2574.41,2480.43,0\\r\\n28436,2477,47,Male,0,salaried,1096,2,1317,91,3288.04,3775.99,4767.86,5844.72,0.34,0.34,91.06,1154.34,3749.46,4845.9,0\\r\\n28437,634,34,Female,,salaried,1020,2,19,21,6827.51,10.76,4507.19,7672.24,6820.41,0.21,3.66,6785.93,5182.09,1543.02,0\\r\\n28438,507,48,Female,,salaried,611,3,2762,341,3112.33,3112.33,3112.33,3092.61,0.39,0.39,0.39,0.39,3112.33,3112.33,0\\r\\n28439,4463,75,Male,0,retired,11,1,32,95,1079.33,4020.86,7678.05,3188.99,0.04,0.04,0.04,7142.9,1928.62,7583.8,1\\r\\n28440,1711,40,Female,0,salaried,575,2,616,41,2996.59,3029.92,2511.33,879.59,0.29,443.14,75.75,1068.43,2840.86,2736.44,0\\r\\n28441,900,52,Female,,salaried,872,3,2951,154,1545.84,1545.84,1618.03,2185.72,0.66,0.66,0.66,0.66,1545.84,1545.84,0\\r\\n28442,833,27,Male,0,salaried,1621,2,417,17,2277.8,1757.25,1671.1,564.82,592.99,0.13,199.24,144.11,2093.04,1808.79,0\\r\\n28443,231,50,Male,0,self_employed,608,3,405,103,1796.29,1796.29,1796.29,573.05,0.27,0.27,0.27,0.27,1796.29,1796.29,0\\r\\n28444,6120,42,Male,0,salaried,1020,1,1,80,239854.84,122937.61,179700.19,54320.87,0.01,0.01,632.61,600.01,130733.89,200767.88,0\\r\\n28445,608,46,Female,0,self_employed,146,2,4076,243,4025.91,4025.91,4028.54,4013.89,0.5,0.5,0.5,0.5,4025.91,4025.91,0\\r\\n28446,1872,27,Female,0,student,1096,2,503,19,12358.32,11569.5,11795.17,9564.12,1295.34,1456.42,506.2,795.69,12473.31,11813.6,0\\r\\n28448,4842,39,Male,4,salaried,575,3,184,61,893.98,1017.18,1532.93,3801.36,0.01,0.01,700.01,0.01,984.43,1258.14,0\\r\\n28449,3201,41,Male,0,salaried,1416,3,805,30,7821.28,8308.56,8331.49,7744.84,0.17,1378.77,490.17,1357.31,7971.35,8338.46,0\\r\\n28450,427,52,Female,,self_employed,90,2,4257,272,1476.41,1476.41,1476.41,1466.32,0.2,0.2,0.2,0.2,1476.41,1476.41,0\\r\\n28451,1738,52,Female,0,self_employed,1020,2,490,3,15463.94,8795.93,9645.57,7588.28,7774.3,0.64,1142.01,5256.75,9059.73,8576.53,0\\r\\n28452,3511,71,Male,0,retired,15,2,299,5,117.34,195.46,4035.79,2713.59,187016.64,53552.41,38086.23,28657.66,3669.24,4924.36,0\\r\\n28453,3521,41,Male,0,self_employed,640,2,872,132,2045,2042.34,2021.39,1959.37,0.37,0.37,0.37,0.37,2043.62,2027.66,0\\r\\n28454,5088,38,Female,0,self_employed,1020,1,47,27,2703.73,2492.3,2698.01,2090.38,426.29,0.57,0.57,0.57,2851.71,2658.2,1\\r\\n28456,945,30,Male,0,self_employed,1162,3,2849,4,2552.05,2971.88,3178,2012.79,14286.77,0.67,7549.45,0.67,3258.37,2971.88,0\\r\\n28457,6945,43,Male,0,self_employed,762,2,195,24,12214.88,11983.61,12859.93,9904.76,4019.03,5745.32,3225.24,1349.26,12718.13,12586.66,0\\r\\n28458,4178,45,Female,0,self_employed,834,2,277,3,5642.92,5571.49,5574.77,5540.91,72.07,0.64,0.64,0.64,5581.34,5571.49,1\\r\\n28459,634,63,Female,0,salaried,914,2,2615,,4959.33,4959.33,5026.25,5216.59,0.63,0.63,0.63,0.63,4959.33,4959.33,0\\r\\n28460,2641,46,Female,0,self_employed,543,2,342,12,10825.8,104.37,2305.96,1589.83,10721.61,2500.19,0.19,0.19,4544.52,991.69,0\\r\\n28461,1992,52,Male,2,self_employed,334,2,323,33,7036.83,7036.83,7056.56,7110.74,0.2,19.77,0.2,0.2,7036.83,7019.79,0\\r\\n28462,1610,36,Male,0,salaried,826,3,1742,0,6301.57,5499.03,5902.61,5370.34,802.55,0.01,0.01,442.87,5526.71,5603.44,0\\r\\n28463,1522,62,Male,0,salaried,834,3,1128,24,780.76,1723.64,1890.79,5094.87,0.63,0.2,14542.15,2737.38,3075.49,2265.13,1\\r\\n28465,1781,52,Female,0,self_employed,1020,3,424,13,1855.21,1486.21,1879.06,3514.33,2143.23,0.37,1114.03,28.67,1642.5,1601.15,0\\r\\n28466,3335,28,Female,0,student,15,1,6,21,3759.95,4831.38,4459.68,1057.41,357.41,357.41,1428.84,0.27,4166.35,4697.55,0\\r\\n28467,5442,72,Female,0,retired,822,2,20,26,3029.74,2813.88,2895.97,2260.23,288.99,288.99,33.52,170.13,3044.71,2895.47,0\\r\\n28468,2798,39,Male,0,salaried,1271,1,379,18,20407.88,23030.23,20292.73,10925.5,8935.43,18927.39,11563.94,10884.91,25103.89,17585.06,1\\r\\n28469,830,65,Male,0,retired,519,3,2981,13,1230.02,1644.31,1545.56,2028.72,357.63,0.49,714.77,29.06,1131.01,1675.18,0\\r\\n28470,2482,82,Male,0,retired,1130,3,913,3,4810.03,5319.78,3734.22,3523.44,613.22,745.96,1295.06,1855.06,4802.27,3559.7,0\\r\\n28471,3286,47,Male,1,salaried,146,3,286,14,2513.71,1487.5,1830.61,1181.98,2858.62,4286.37,1846.24,4267.64,2645.78,2780.02,0\\r\\n28472,4105,42,Female,0,salaried,1020,3,582,18,2022.4,1837.36,2120.53,2838.55,970.75,1113.6,398.79,364.6,2107.07,1291.26,0\\r\\n28473,529,53,Male,0,self_employed,1129,3,3386,,10579.66,10579.66,10579.66,10511.28,0.26,0.26,0.26,0.26,10579.66,10579.66,0\\r\\n28474,1831,72,Female,0,self_employed,1020,2,1574,33,3751.49,4108.64,3855.66,3932.42,0.17,485.91,357.31,285.89,3776.12,3898.66,0\\r\\n28475,2040,50,Female,0,self_employed,491,1,707,10,9224.26,667.12,1943.64,392.22,11428.84,0.27,2871.7,0.27,4496.67,667.12,0\\r\\n28476,593,35,Female,,self_employed,69,2,2594,276,2111.04,2111.04,2125.04,2380.98,0.57,0.57,0.57,24.68,2111.04,2128.92,0\\r\\n28477,680,35,Male,0,self_employed,996,2,1217,6,3666.05,3183.45,3147.74,2729.05,929.16,986.3,442.83,564.03,3010.37,3127.49,0\\r\\n28478,849,83,Male,0,retired,578,3,1474,0,3066.31,2780.6,2637.95,2126.6,286.17,357.6,0.46,0.46,2790.45,2699.95,0\\r\\n28479,1155,20,Male,0,student,146,1,53,154,2721.22,2721.22,2721.22,2695.78,0.3,0.3,0.3,0.3,2721.22,2721.22,0\\r\\n28480,761,64,Male,,self_employed,315,3,2510,85,2872.08,2872.08,6378.86,1317.7,0.21,0.21,0.21,11285.93,2872.08,8858.26,1\\r\\n28481,381,29,Male,0,self_employed,611,3,155,3,344.11,6875.41,5901.68,4525.09,715.7,0.67,7336.39,457.81,3372.09,6986.67,1\\r\\n28482,2739,55,Female,0,self_employed,743,2,1522,14,2971.46,2682.59,3318.04,4743.69,646.56,0.54,357.69,2214.83,2696.54,3565.08,0\\r\\n28483,1726,38,Male,5,salaried,857,3,2021,12,6307.61,4167.47,3468.83,2741.97,2771.31,770.06,808.31,290.91,5230.59,3533.15,0\\r\\n28484,218,14,Female,,student,1621,1,50,217,1428.87,1428.87,1428.87,1393.43,0.3,0.3,0.3,0.3,1428.87,1428.87,0\\r\\n28485,749,33,Female,,self_employed,1613,1,2413,20,17095.78,17598.77,19341.12,14078.97,150.06,142.91,300.31,96.06,17398.94,19954.84,0\\r\\n28486,6384,58,Female,0,self_employed,146,3,240,42,1812.34,3030,2089.48,2858.17,0.61,664.9,1357.76,51.79,2080.65,2228.88,0\\r\\n28487,2412,61,Male,0,self_employed,1560,2,1485,5,11346.04,11872.97,13202.25,10879.38,714.39,0.1,1241.31,1885.31,11461.29,13483.26,0\\r\\n28488,3051,65,Male,3,salaried,1623,3,532,3,2438.13,1733.28,1704.92,2118.55,702.96,0.24,0.24,47.96,1842.89,1756.36,0\\r\\n28489,255,58,Female,0,self_employed,1096,1,32,91,33457.42,33457.42,47728.44,5697.06,0.34,0.34,0.34,0.34,33457.42,33457.71,1\\r\\n28490,2162,25,Female,0,student,334,1,386,52,18519.08,18282.73,19042.59,16305.9,0.14,14.43,0.14,1353.5,18533.42,19219.56,0\\r\\n28491,2313,17,Male,0,student,1020,3,3354,,1658.65,1658.65,1658.65,1648.15,0.21,0.21,0.21,0.21,1658.65,1658.65,0\\r\\n28492,1702,33,Female,0,salaried,1636,3,375,21,1753.49,2391.74,1815.42,926.68,57.77,394.79,615.5,2059.66,1906.32,1270.57,0\\r\\n28493,6874,61,Male,0,self_employed,409,2,457,346,3420.87,3423.02,3422.84,3401.33,0.14,0.14,0.14,0.14,3422.5,3423.02,0\\r\\n28494,642,32,Female,0,self_employed,623,3,2391,0,2825.01,3022.92,2353.34,543.39,171.53,1771.53,326.59,1685.81,2967.05,2648.36,0\\r\\n28495,2832,36,Female,0,salaried,485,3,684,290,3456.37,1658.67,2006.47,2150.62,0.03,0.03,0.03,0.03,2402.54,1737.01,0\\r\\n28496,1146,42,Male,,salaried,623,2,2826,46,2778.25,2900.71,2500.43,107.75,0.49,714.77,1257.63,730.67,2761.08,2865.28,0\\r\\n28497,1274,52,Female,0,self_employed,1020,3,582,53,459.08,1483.82,3135.1,1611.93,0.19,4344.01,28.76,6,1183.56,6472.67,1\\r\\n28498,517,26,Male,,salaried,334,2,679,118,3543.55,4366.24,3716.93,2507.68,0.64,0.64,936.36,709.36,3962.1,3312.82,0\\r\\n28499,3105,60,Male,1,salaried,1096,3,614,32,1528.41,1528.41,1946.16,1231.47,0.01,180.01,0.01,1455.04,1528.41,1506.64,0\\r\\n28500,4470,39,Female,0,salaried,1020,2,175,26,7515.32,7677.35,4938.97,4427.48,744.63,5377.75,1035.23,428.77,7838.76,4239.94,0\\r\\n28501,2194,14,Male,0,student,615,3,282,238,2374.67,2374.67,2727.2,3000.31,0.6,0.6,0.6,643.46,2374.67,2789.42,0\\r\\n28502,190,52,Male,2,salaried,898,3,3602,159,2044.03,2227.59,2283.81,3177.99,0.54,0.54,175.01,217.87,2092.81,2266.13,0\\r\\n28503,3419,45,Female,0,self_employed,1020,3,145,55,26034.4,1108.24,1844.97,2581.24,0.51,2143.37,0.51,2767.38,2278.04,1456.52,0\\r\\n28505,852,48,Male,0,self_employed,617,3,1435,12,2655.13,12083.7,9485.77,277.17,7143.53,2326.67,17143.53,0.67,7265.97,11558.47,1\\r\\n28506,277,22,Male,0,self_employed,1540,3,1538,0,871.5,2599.5,9013.02,194.36,3914.97,47619.54,4053.38,81637.7,1298.26,25687.06,1\\r\\n28509,1101,29,Female,0,self_employed,334,1,1225,,9910.54,9487.34,9813.19,8502.49,0.04,0.04,91.13,546.41,9966.34,9738.87,0\\r\\n28510,4211,45,Female,0,self_employed,118,1,325,3,12826.17,14067.1,24592.07,26703.99,8200.94,8726.37,10860.66,43214.94,16835.87,7538.34,0\\r\\n28511,3378,42,Female,0,self_employed,146,3,1036,95,6315.57,2562.43,4401.73,133.64,0.69,0.69,2449.98,741.85,6335.99,3459.77,0\\r\\n28512,2985,78,Female,1,self_employed,1096,2,273,,1044.98,1902.12,1882.42,1890.25,0.33,0.33,857.47,0.33,1843.01,1902.12,1\\r\\n28513,623,40,Male,0,self_employed,1351,3,1431,10,2471.87,1869.1,1929.49,1376.83,786.26,0.54,143.4,0.54,2079.77,1876.02,0\\r\\n28514,5901,64,Female,0,self_employed,15,2,6,41,1852.36,3392.98,2893.37,2196.13,0.11,0.97,0.11,0.11,2263.5,3262.3,0\\r\\n28515,181,37,Female,,salaried,1449,3,610,11,1262.75,45273.2,27180.48,1735.6,7162.14,0.61,44015.04,0.61,13500.88,45273.2,1\\r\\n28516,1675,80,Male,0,self_employed,1020,1,5,38,74976.07,10184.89,10164.83,4463.81,0.29,11010.53,9502.64,7678.71,8744.06,10688.43,0\\r\\n28517,2274,40,Male,2,self_employed,334,2,1862,7,17717.12,17081.2,16381.26,29909.14,272.04,972.04,352.99,0.61,17163.79,16384.62,0\\r\\n28518,3175,49,Male,0,salaried,,3,8,28,3916.94,3664.34,4753.71,5597.34,759,825.21,506.41,650.69,4389.67,4392.55,0\\r\\n28519,464,20,Female,,salaried,1020,2,1444,108,5253.99,5303.99,5291.54,5343.38,0.23,0.23,50.23,0.23,5264.33,5303.99,0\\r\\n28520,2285,63,Male,0,self_employed,1584,2,1918,7,7363.61,5811.32,5711.48,6035.26,1552.5,636.21,0.21,0.21,6692.74,5266.38,0\\r\\n28521,4855,58,Female,0,self_employed,1020,2,79,73,5959.61,5989.27,5771.21,5321.01,0.14,0.14,36.17,0.14,5958.88,5931.5,0\\r\\n28522,1461,36,Female,0,self_employed,1295,3,2448,33,2379.32,2765.03,2575.02,3410.9,0.1,2257.24,271.53,180.09,2506.17,1591.77,1\\r\\n28523,2633,68,Male,0,salaried,15,2,890,301,3342.42,3342.42,3342.42,3346.85,0.5,0.5,0.5,0.5,3342.42,3342.42,0\\r\\n28524,4486,83,Male,0,retired,1096,2,2005,3,2681.05,2602.99,2857.45,3581.13,5435.71,714.8,5357.66,1316.6,2392.08,2975.46,0\\r\\n28525,3057,32,Female,0,salaried,1565,2,63,,1618.32,1618.32,1692.05,1749.64,0.36,0.36,0.36,286.07,1618.32,1696.66,0\\r\\n28526,5140,40,Male,1,salaried,1096,3,1001,18,937.65,1254.09,1487.82,2430.79,1358.4,622.71,2037.26,1927.12,1361.28,1564.56,0\\r\\n28527,2356,56,Female,0,self_employed,146,3,386,124,1995.57,1796.09,1874.32,2144.45,0.36,0.36,0.36,48.93,1939.89,1838.4,0\\r\\n28528,2139,30,Female,0,salaried,834,1,1015,341,9324.18,9324.18,9324.18,9270.09,0.67,0.67,0.67,0.67,9324.18,9324.18,0\\r\\n28529,565,20,Female,0,student,664,2,241,153,3196.66,3196.66,3196.79,3045.84,0.36,0.36,0.36,0.36,3196.66,3196.81,1\\r\\n28530,728,48,Male,,salaried,1382,2,629,304,4943.09,4943.09,4943.09,4915.16,0.14,0.14,0.14,0.14,4943.09,4943.09,0\\r\\n28532,935,38,Male,3,self_employed,151,3,2980,42,1767.28,3001.15,3117.66,2867.11,0.56,143.41,1135.52,1127.7,2482.56,3127.8,0\\r\\n28533,236,70,Male,1,retired,649,3,3741,31,7778.7,13778.7,5704.77,4962.39,0.16,10000.16,5714.44,0.16,8458.5,4513.34,0\\r\\n28534,726,27,Female,0,self_employed,61,2,476,26,411.34,440.45,3450.88,9455.86,228.74,228.74,29.29,182.4,599.68,667.62,0\\r\\n28535,398,38,Male,2,self_employed,1494,2,1008,38,2068.71,2383.21,2195.49,3210.26,0.5,843.36,300.71,300.71,2123.92,1864.35,1\\r\\n28536,1364,46,Male,0,self_employed,491,1,2685,153,734.67,782.53,9861.23,15109.56,0.07,0.07,0.07,14285.79,754.48,13701.85,1\\r\\n28537,1013,47,Female,0,self_employed,834,2,8,,3883.88,3883.88,3883.88,3872.02,0.17,0.17,0.17,0.17,3883.88,3883.88,0\\r\\n28538,933,36,Female,0,self_employed,1181,3,1649,171,2867.64,2899.96,2948.48,3104.49,0.66,0.66,36.37,0.66,2883.94,2899.96,0\\r\\n28539,1963,13,Female,0,student,146,2,2377,59,1778.42,1933.96,1870.11,1873.76,0.29,25.34,84.31,0.29,1825.84,1927.04,0\\r\\n28540,3018,43,Female,0,salaried,531,2,3,56,1471.95,1456.27,1494.25,994.66,0.3,9.7,0.3,42.63,1460.59,1474.03,0\\r\\n28541,5026,70,Female,0,self_employed,1020,1,47,,20146.64,20146.64,20146.64,20019.01,0.2,0.2,0.2,0.2,20146.64,20146.64,0\\r\\n28542,1160,31,Male,0,salaried,1400,3,869,47,10572.29,10572.29,10453.71,9033.44,0.49,214.77,0.49,0.49,10572.29,10489.34,0\\r\\n28543,3054,34,Female,0,salaried,1020,3,443,62,1168.59,1214.48,1473.95,1598.65,0.27,0.27,362.13,356.88,1359.58,1453.92,0\\r\\n28544,1595,56,Female,0,self_employed,122,2,2159,303,10984.06,10984.06,10984.06,13755.4,0.61,0.61,0.61,0.61,10984.06,10984.06,1\\r\\n28545,2382,46,Female,0,self_employed,1528,3,1449,122,1443.74,1443.74,1443.74,768.94,0.37,0.37,0.37,0.37,1443.74,1443.74,0\\r\\n28546,4095,68,Female,0,self_employed,,2,202,17,5761.67,5556.56,5512.8,4811.63,237.39,251.67,13.09,0.24,5689.44,5530.11,0\\r\\n28547,671,49,Male,0,self_employed,623,2,126,5,5513.81,513.81,3441.93,4019.55,5000.39,0.39,0.39,7857.53,1671.44,3555.28,0\\r\\n28548,761,50,Male,,self_employed,35,2,1735,,5168.33,5168.33,5168.33,5135.59,0.21,0.21,0.21,0.21,5168.33,5168.33,0\\r\\n28549,528,52,Male,,self_employed,834,2,1929,33,185.05,185.05,1553.72,583.39,0.17,5714.46,0.17,9000.17,185.05,1005.33,0\\r\\n28550,4849,41,Female,2,self_employed,102,2,113,20,18694.96,18907.57,19095.2,18708.62,286.1,143.24,300.44,300.44,18705.69,19015.42,0\\r\\n28551,1428,55,Female,0,self_employed,1096,3,1069,44,17789.23,17610.66,9899.19,896.8,0.57,14286.29,0.57,0.57,17783.08,9779.73,0\\r\\n28552,2196,50,Female,0,self_employed,409,2,391,25,4424.24,3352.81,5256.01,2933.35,2285.89,0.17,0.17,5000.17,5030.15,5357.42,0\\r\\n28553,1851,42,Female,0,salaried,146,1,1749,12,3703.84,4573.45,2088.43,3231.68,1471.61,1428.76,6637.66,2853.74,1786.38,1369.06,0\\r\\n28554,2125,71,Female,0,self_employed,61,3,115,,3149.18,3149.18,3149.18,3129.23,0.2,0.2,0.2,0.2,3149.18,3149.18,0\\r\\n28555,1320,46,Female,2,salaried,623,3,2390,144,1778.41,1778.41,1778.41,1481.26,0.17,0.17,0.17,0.17,1778.41,1778.41,0\\r\\n28556,600,44,Male,0,salaried,1232,3,104,272,1144.04,1329.98,1528.26,1050.29,0.26,0.26,0.26,128.83,1427.05,1555.15,0\\r\\n28557,4073,38,Female,0,salaried,630,2,145,,4616.34,4621.25,4621.02,4599.34,0.3,0.3,0.3,0.3,4620.57,4621.25,0\\r\\n28558,6528,43,Male,1,self_employed,834,1,14,11,8380.62,1827.07,4167.97,1108.26,13650.54,2571.5,6714.33,2142.9,8553.46,1990.73,0\\r\\n28559,637,42,Male,0,self_employed,1020,3,1123,4,459.76,1169.68,2426.77,2783.97,39.6,0.36,1153.87,2565.09,673.2,2167.86,1\\r\\n28560,1228,34,Male,0,self_employed,680,3,565,10,2527.17,3741.45,2827.27,1508.71,214.8,1679.43,1429.09,0.51,3428.65,3110.91,1\\r\\n28561,1944,38,Female,0,self_employed,1094,2,473,339,5660.07,5660.07,5809.5,6954.02,0.5,0.5,0.5,0.5,5660.07,5660.07,0\\r\\n28562,1246,30,Female,0,self_employed,1232,2,104,19,2398.27,2041.13,1923.54,894.78,357.66,357.66,0.51,0.51,2287.43,1868.32,1\\r\\n28563,206,67,Male,,retired,231,3,915,175,1447.48,1462.18,1470.07,1500.31,0.56,0.56,0.56,0.56,1456.01,1469.98,0\\r\\n28564,1269,9,Male,0,student,656,2,340,47,4309.58,4338.15,4067.31,3339.53,0.24,643.1,0.24,0.24,4337.16,4115.11,0\\r\\n28565,373,61,Male,,self_employed,334,2,82,203,3458.17,5843.89,5352.99,4856.01,0.59,0.59,2386.3,0.59,4750.29,5843.89,0\\r\\n28566,2784,90,Female,0,self_employed,318,1,107,13,4240.86,3491.79,3086.99,1883.79,920.54,0.04,285.76,1914.33,4041.62,2482.23,0\\r\\n28567,2817,74,Female,0,self_employed,409,2,158,21,1429.13,4675.06,3492.61,478.22,29343.41,3857.7,0.56,96.47,8265.59,1452.41,0\\r\\n28569,2305,54,Female,0,salaried,834,3,22,17,2103.51,2213.96,2096.99,1840.42,284.09,0.23,399.58,202.14,2000.53,2253.3,0\\r\\n28570,2502,69,Female,0,self_employed,905,2,606,25,599.97,334.93,2437.12,7028.29,10261.67,0.33,10000.33,0.33,5744.96,334.93,0\\r\\n28571,2978,34,Male,0,self_employed,409,2,272,41,5262.55,10976.84,5939.58,1938.68,0.19,9253.19,10614.47,700.19,9794.57,5782.05,0\\r\\n28572,747,38,Female,,self_employed,649,2,554,,4007.81,4005.78,4004.15,4226.57,0.2,0.2,0.2,0.2,4005.85,4004.02,0\\r\\n28573,3595,63,Female,0,self_employed,1181,2,235,20,17460.9,21327.92,23100,22299.31,35.96,0.24,4792.08,63.51,19013.2,21933.53,0\\r\\n28574,2223,90,,0,self_employed,409,2,1672,342,3199.78,3199.78,3199.78,3625.97,0.39,0.39,0.39,0.39,3199.78,3199.78,0\\r\\n28575,6195,77,Male,0,retired,169,3,33,5,2185.49,1797.12,2666.16,3761.37,10388.79,36.39,10000.41,1786.13,2342.83,2096.08,0\\r\\n28576,2996,44,Female,0,self_employed,442,3,1245,341,2336.64,2336.64,2336.64,2709.75,0.06,0.06,0.06,0.06,2336.64,2336.64,0\\r\\n28577,1899,52,Male,4,self_employed,1432,2,1779,7,72.02,20.59,1535.1,130.55,1786.68,2093.59,1727.91,1873.28,97.04,99.2,1\\r\\n28578,1571,23,Male,0,student,1353,1,369,70,2050.34,2050.34,2042.66,8870.89,0.29,0.29,0.29,0.29,2050.34,2050.34,0\\r\\n28579,2394,25,Male,0,student,834,2,18,97,2191.1,2691.1,2312.88,1653.78,0.6,0.6,429.17,0.6,2471.89,2620.97,0\\r\\n28580,345,30,Female,,salaried,1016,2,3890,55,5809.49,5809.49,5228.84,2832.52,0.04,1500.04,0.04,0.04,5809.49,5567.55,0\\r\\n28581,222,50,Female,0,self_employed,656,3,2766,17,4.87,1433.17,1527.98,1503.69,9050.56,400.56,10488.86,351.3,1718.98,1420.09,1\\r\\n28582,1758,73,Female,0,self_employed,834,3,18,6,2143.74,2000.88,2012.37,1988.21,143.27,0.41,0.41,0.41,2035.36,2000.88,0\\r\\n28583,660,75,Female,0,self_employed,1544,3,1064,48,1652.45,1652.45,1586.4,1500.41,0.01,142.87,0.01,0.01,1652.45,1597.15,0\\r\\n28584,500,34,Male,0,self_employed,1036,3,2491,26,3659.69,3546.09,3588.11,3920.21,271.6,57.31,143.71,114.46,3772.6,3581.11,0\\r\\n28585,1341,90,Female,0,self_employed,834,2,1129,165,1436.7,1436.7,1436.7,1315.13,0.26,0.26,0.26,0.26,1436.7,1436.7,1\\r\\n28586,1716,34,Female,0,self_employed,,3,2109,145,1478.78,1549.33,1618.75,1675.9,0.66,0.66,52.33,143.51,1522.57,1641.5,0\\r\\n28587,754,37,Female,,self_employed,635,3,773,329,1525.83,1525.83,1617.99,2824.65,0.44,0.44,0.44,0.44,1525.83,1525.83,0\\r\\n28589,4686,46,Male,0,self_employed,7,2,216,17,1230.95,2007.24,2035.68,4948.08,480.01,786.25,1256.3,1310.11,1389.21,2281.1,0\\r\\n28590,2552,36,Male,0,salaried,834,2,174,273,4486.49,4389.07,4561.75,5219.6,0.49,0.49,5.63,130.47,4467.75,4461.7,0\\r\\n28591,4527,48,Male,0,salaried,1020,2,159,4,88.88,971.71,1456.25,735.9,36414.53,2868.77,38957.79,3301.3,3118.2,762.6,0\\r\\n28592,1463,81,Male,0,retired,1111,2,651,0,2123.51,3436.13,4230.23,2664.52,500.37,15714.66,2226.17,107.23,3911.1,4608.95,0\\r\\n28593,3324,28,Male,0,self_employed,334,1,166,14,2877.4,1220.2,3688.75,3917.37,263.11,347.12,1000.3,384.61,2355.76,1171.1,1\\r\\n28594,6556,40,Male,2,self_employed,334,2,4,58,3776.67,4211.82,2856.33,305.86,0.47,3739.76,929.53,477.11,4173.07,3930.87,0\\r\\n28595,822,70,Female,,self_employed,1049,3,2422,45,5938.67,5938.67,5198.05,2775.49,0.34,1512.17,0.34,0.34,5938.67,5228.63,0\\r\\n28596,285,41,Female,,self_employed,575,3,3878,8,100903.14,36635.41,84428.55,37525.05,72127.26,0.21,8191.71,148334.07,56935.41,67526.51,0\\r\\n28597,4239,80,Male,0,retired,726,2,320,32,6330.95,6359.52,6041.1,5993.21,0.31,714.6,0.31,286.03,6354.6,5801.69,0\\r\\n28598,4000,43,Male,0,self_employed,557,1,284,3,287.67,3758.36,1890.63,2690.59,209.8,2142.91,3571.49,0.06,197.72,3460.9,0\\r\\n28599,636,82,Female,,self_employed,1020,2,591,234,1460.54,1603.4,1639.51,2174.61,0.51,0.51,143.37,117.66,1514.73,1646.05,0\\r\\n28600,924,36,Female,0,salaried,485,2,2835,30,4777.77,4849.2,4944.16,5477.21,0.4,36.97,0.4,245.26,4799.45,4923.39,0\\r\\n28601,7189,45,Male,0,self_employed,1096,2,313,221,4998.42,4999.85,4999.49,4968.25,0.44,0.44,3.3,0.44,4998.77,4999.85,0\\r\\n28602,2273,69,Female,0,self_employed,409,2,4402,9,6598.21,13760.56,7504.97,6703.13,1522.06,6000.63,11370.11,5514.91,9327.84,9513.93,0\\r\\n28603,1127,40,Female,0,self_employed,834,2,515,181,4756.74,4756.74,4756.74,4730.13,0.7,0.7,0.7,0.7,4756.74,4756.74,0\\r\\n28604,2481,24,Female,0,student,1494,3,1008,80,1844.48,1844.48,2182.42,213.55,0.03,0.03,0.03,0.03,1844.48,1844.48,0\\r\\n28605,2731,39,Male,0,self_employed,1110,3,982,12,9017.19,6140.64,7214.91,6166.02,3571.54,930.43,694.99,4133.76,7226.69,6798.57,0\\r\\n28606,1668,59,Female,0,self_employed,1096,2,2072,200,20804.73,20804.73,20804.73,20697.01,0.37,0.37,0.37,0.37,20804.73,20804.73,0\\r\\n28607,1260,22,Male,0,student,1232,2,223,0,13250.62,10064.91,11718.3,9238.06,3828.67,0.1,642.96,1800.1,11320.57,11458.45,1\\r\\n28609,1775,5,Female,0,student,649,3,54,108,2210.51,2224.8,2233.75,1894.92,0.14,0.14,0.14,0.14,2219.87,2233.55,0\\r\\n28610,1686,39,Male,2,self_employed,8,3,956,298,1537.17,1551.46,1562.75,1566.3,0.54,0.54,14.83,21.97,1544.56,1570.81,0\\r\\n28611,1629,64,Female,0,self_employed,637,1,224,,3647.05,3932.77,3916.35,3907.85,0.39,0.39,286.1,0.39,3883.51,3932.77,0\\r\\n28612,4624,39,Male,1,salaried,44,1,134,6,34732.27,35162.59,35787.59,35079.08,28.99,0.06,459.14,642.91,34764.19,35245.54,0\\r\\n28613,454,41,Female,,self_employed,233,2,1033,75,3581.47,3581.47,3467.42,2525.73,0.14,0.14,0.14,0.14,3581.47,3581.47,0\\r\\n28614,4728,75,Female,0,self_employed,1525,2,175,48,8588.34,8660.06,8115.77,5189.18,0.23,1334.03,0.23,0.23,8636.23,8208.25,0\\r\\n28615,997,29,Male,0,self_employed,834,3,478,31,2789.82,2789.82,2780.76,2755.25,0.29,14.57,0.29,0.29,2789.82,2776.92,0\\r\\n28616,2328,44,Female,0,self_employed,221,2,68,,1429.09,1695.12,1591.62,1225.93,0.51,0.51,0.51,0.51,1592,1662.86,0\\r\\n28617,915,56,Male,4,self_employed,834,2,18,18,5901.39,4798.13,4424.71,6171.25,1147.03,1190.4,0.01,69.13,5499.51,3969.67,0\\r\\n28618,625,51,Male,,self_employed,762,3,3233,14,254.26,251.86,2023.47,238.88,17143.17,0.31,17143.17,0.31,5573.55,250.25,0\\r\\n28619,991,27,Female,0,student,996,2,343,24,16032.4,14603.83,15014.34,14575.11,1428.91,0.34,0.34,0.34,15835.36,14603.83,1\\r\\n28620,3131,79,Male,0,self_employed,1096,2,586,10,438.77,2729.32,1996.67,542.32,1381.76,928.76,3564.47,428.76,1742.91,2524.25,1\\r\\n28621,3326,65,Male,2,self_employed,834,2,469,4,4203.68,2820.28,3680.54,1936.09,2012.23,3037.89,1248.4,5819.83,3120.22,3394.05,0\\r\\n28622,2090,31,Male,0,salaried,146,2,53,3,27147.94,27709.38,28892.61,28940.55,1321.28,1.2,1229.56,597.94,27209.48,27781.24,0\\r\\n28623,2275,90,,0,self_employed,395,2,454,68,1571.53,3345.23,3696.8,4514.58,0.21,0.21,5479.31,209.72,2866.23,3457.06,0\\r\\n28624,4974,66,Male,0,self_employed,1020,2,79,11,19620.91,21762.63,19749.14,18267.11,2143.4,3820.4,4286.26,838.4,21369.37,19406.32,0\\r\\n28625,5183,59,Male,0,salaried,914,2,123,5,212324.44,48744.16,195900.05,284866.98,72485.84,65132.81,15657.99,43369.76,76129.6,170437.1,0\\r\\n28626,1220,77,Male,0,retired,1020,2,239,325,3038.24,3038.24,3096.61,3242.35,0.03,0.03,0.03,142.89,3038.24,3070.5,0\\r\\n28627,2137,54,Female,0,self_employed,834,2,1929,,2959.41,2916.55,2811.71,2460.68,0.5,0.5,0.5,0.5,2934.28,2807.33,0\\r\\n28628,994,10,Male,0,student,1096,3,26,,2623.54,2552.11,2519.11,2291.84,0.51,0.51,0.51,0.51,2589.06,2519.86,0\\r\\n28629,567,45,Female,0,self_employed,649,2,1437,9,25374.24,5531.39,7550.37,4909.46,22843.01,543.01,28571.59,0.16,12271.29,5391.29,0\\r\\n28630,2338,33,Female,0,self_employed,1381,2,790,19,2842.94,625.2,2779.72,3124.9,1929.03,162.72,1790.46,3784.09,1628.33,3213.06,1\\r\\n28631,628,21,Male,,student,15,2,970,228,2065.33,2065.33,2065.33,2056.13,0.44,0.44,0.44,0.44,2065.33,2065.33,0\\r\\n28632,2383,35,Male,3,self_employed,1004,3,307,,3114.66,3112.71,3135.37,3311.37,0.63,0.63,0.63,0.63,3113.18,3111.29,0\\r\\n28633,4436,39,Male,2,salaried,146,3,9,30,4457.08,2776.97,5253.32,11115.36,0.14,4316,177.1,3105.48,5933.15,3782.54,0\\r\\n28634,413,51,Female,0,salaried,1020,2,967,11,1428.81,1428.81,1597.29,1476.13,4294.53,0.24,0.24,0.24,1934.23,1428.81,0\\r\\n28635,3350,65,Male,0,self_employed,596,2,659,116,3357.88,3357.88,3357.88,2901.24,0.57,0.57,0.57,0.57,3357.88,3357.88,0\\r\\n28636,325,80,Male,0,retired,1020,2,321,160,3388.51,3388.51,3388.51,21664.75,0.24,0.24,0.24,0.24,3388.51,3388.51,0\\r\\n28637,3317,47,Male,3,self_employed,1525,2,662,26,13191.68,13826.92,13645.01,14242.9,207.6,2157.6,500.46,1780.44,13461.59,14058.54,0\\r\\n28638,2776,74,Male,3,retired,1465,3,3880,44,3092.22,3306.5,3648.13,3794.2,0.13,1214.41,214.41,300.13,3188.28,4098.72,0\\r\\n28639,1419,30,Female,0,self_employed,102,3,826,76,1024.62,1672.62,1521.22,1221.51,0.23,0.23,562.51,0.23,1363.59,1672.62,0\\r\\n28640,3141,40,Female,1,self_employed,623,1,521,173,6378.82,6632.69,6562.28,6180.73,0.44,0.44,257.59,0.44,6421.46,6632.69,1\\r\\n28641,4127,58,Male,2,self_employed,,2,389,73,175.58,1760.65,1543.62,1166.87,0.36,0.36,3571.79,0.36,1215.25,1760.65,1\\r\\n28642,2816,67,Male,0,self_employed,1096,1,90,38,1807.66,12051.65,6288.06,10563.46,0.27,14.56,18265.51,3006.23,5809.75,3687.74,0\\r\\n28643,2382,26,Male,0,self_employed,848,2,167,3,4075.54,4048.28,3263.51,646.91,54.71,0.19,0.19,0.19,4052.04,4048.28,0\\r\\n28644,6302,66,Female,0,self_employed,834,1,40,3,1631.01,903.91,1964.67,2200.51,1700.59,0.59,3643.44,4286.3,1556.41,2284.7,0\\r\\n28645,1912,66,Female,0,self_employed,1489,2,1412,167,4205.66,3831.85,3495.32,3174.57,0.47,0.47,0.47,0.47,3883.41,3494.21,0\\r\\n28646,338,60,Female,,self_employed,1540,3,1538,336,7433.04,7433.04,7433.04,7385.96,0.59,0.59,0.59,0.59,7433.04,7433.04,0\\r\\n28647,2841,26,Male,0,self_employed,409,1,339,46,21.95,77.31,1934.14,976.61,0.16,30000.16,59.97,40592.34,62.73,4553.81,1\\r\\n28648,1496,28,Male,2,self_employed,848,3,1846,24,2366.65,2809.51,1582.59,1543.15,1571.83,114.69,1571.83,875.97,2503.11,1072.09,0\\r\\n28649,1377,57,Male,0,self_employed,904,2,78,19,17278.65,16478.65,16351.31,14037.26,50.51,886.23,86.23,86.23,17212.89,16346.85,0\\r\\n28650,789,31,Male,0,self_employed,491,2,480,210,1428.66,1436.37,1552.4,1285.14,0.09,0.09,9560.84,5321.46,1731.7,1436.37,1\\r\\n28651,1414,70,Male,0,retired,,3,2845,23,6156.37,6110.9,5715.18,4471.73,1067.33,1067.33,1021.86,304.9,6058.52,5905.87,0\\r\\n28652,3209,75,Female,0,self_employed,0,2,1348,6,3930.86,2716.57,2174.87,2189.59,2857.17,0.03,1642.89,0.03,2871.74,2705.51,0\\r\\n28653,4622,39,Male,2,salaried,575,3,582,0,4719.68,7455.58,3759.29,5673.34,4918.14,6905.06,5001.2,2134.21,4180.85,3581.78,0\\r\\n28654,1710,37,Female,0,self_employed,15,2,958,28,3217.52,3031.41,3144.75,3473.37,286.14,286.14,0.43,286.14,3241.66,3046.19,0\\r\\n28655,1362,29,Male,0,self_employed,348,3,2437,14,33169.36,75982.88,54246.38,1453.7,1.05,1.24,26187.6,8310.88,46025.7,78256.71,1\\r\\n28657,1055,39,Male,0,self_employed,395,3,454,34,1152.12,3309.26,1869.02,1673.42,0.16,2324.83,2143.01,214.44,2757.54,1604.57,1\\r\\n28658,6786,46,Male,3,salaried,334,2,17,133,1799.82,1519.19,1598.7,1427.92,0.06,0.06,2061.21,3597.48,569.2,1856.87,0\\r\\n28659,3737,67,Female,0,self_employed,996,2,1307,202,3326.14,3397.56,3432.86,3597.39,0.39,0.39,0.39,0.39,3372.93,3441.34,1\\r\\n28660,4921,63,Female,0,self_employed,334,2,141,38,2049.47,2481.4,2486.93,3672.34,0.57,229.14,406.81,259.19,2340.33,2509.41,0\\r\\n28661,1463,58,Female,0,self_employed,531,2,926,298,6550.6,6550.6,6640.4,6905.86,0.44,0.44,0.44,239.06,6550.6,6581.39,0\\r\\n28662,2026,46,Male,0,self_employed,1232,2,1115,24,9218.05,3867.4,5041.6,10454.71,29.11,0.56,1559.15,583.92,6186.63,4135.65,0\\r\\n28663,2958,17,Male,0,student,745,2,298,153,6449.38,6449.38,6449.38,6387.07,0.43,0.43,0.43,0.43,6449.38,6449.38,0\\r\\n28664,4421,49,Male,2,self_employed,1020,2,145,17,6390.24,1933.48,1839.4,1685.46,178.57,0.6,24.54,22.22,3530.83,1225.94,0\\r\\n28665,1489,54,Female,0,self_employed,1096,1,2091,5,6060.01,17870.77,10090.09,5421.31,5994.69,20377.11,532.33,14486.17,8123.74,9106.08,1\\r\\n28666,1900,50,Male,0,self_employed,1096,2,328,6,1461.47,7382.31,2514.07,742.46,5032.91,6299.91,10885.06,541.04,1263.91,4853.5,1\\r\\n28667,350,43,Female,0,salaried,575,3,616,12,399.48,4123.25,3607.5,4776.72,643.01,0.16,4330.77,86.3,2435.8,4147.78,1\\r\\n28668,693,24,Male,0,self_employed,1365,2,1643,77,4.26,1468.55,1803.6,8095.19,0.17,0.17,1500.17,2185.89,351.31,1991.99,1\\r\\n28669,1721,42,Male,2,self_employed,334,2,751,12,1479.18,914.63,2393.65,2060.16,26.45,0.63,15944.98,942.33,4218.65,1071.04,0\\r\\n28670,1292,48,Male,2,salaried,334,3,1857,20,4787.49,4703.59,4156.62,3243.5,1571.72,714.3,1628.59,0.01,4859.91,4035.39,0\\r\\n28671,3194,40,Female,0,self_employed,834,1,174,300,6414.46,6879.15,7318.46,7943.28,0.17,0.17,0.17,0.17,6633.96,6879.15,1\\r\\n28672,3961,52,Female,0,self_employed,649,2,554,21,5332.93,5206.5,5054.27,4537.12,210.27,420.27,83.84,0.27,5305.29,5071.01,0\\r\\n28673,5599,52,Male,0,self_employed,146,1,53,0,4394.2,0.49,5212.78,9313.82,12204.63,5354.69,40180.46,29575.38,6790.42,3603.68,0\\r\\n28674,924,38,Male,,salaried,241,2,1058,12,37805.47,1033.9,6283.6,14377.06,37617.19,951.47,845.61,0.04,17667.23,665.6,0\\r\\n28675,1523,70,Male,0,self_employed,649,3,644,24,6411.53,17565.64,9007.45,4069.77,1985.73,13620.09,13139.84,7671.5,8573.4,8332.72,0\\r\\n28676,5618,42,Female,2,salaried,1494,3,67,58,1128.74,2072.95,1940.61,1063.1,0.54,700.54,857.69,571.97,1449.17,2172.92,1\\r\\n28677,281,30,Male,0,self_employed,931,2,4306,14,6941.01,297.72,2099.1,1211.88,6857.27,0.33,356.84,1457.15,3671.32,775.38,0\\r\\n28678,4347,63,Male,3,salaried,491,3,93,0,4457.4,2863.41,3368.91,3639.63,1714.37,0.09,122.57,114,3334.71,2876.91,0\\r\\n28679,2448,68,Male,0,retired,834,3,593,45,1605.3,1654.88,1489.46,556.2,0.21,18683.18,49.8,17214.5,1612.14,2652.9,0\\r\\n28680,5061,42,Male,0,self_employed,491,2,93,14,54664.09,54112.19,54177.78,52977.22,780.27,400.24,38.36,85.96,54575,54132.46,0\\r\\n28681,394,40,Female,,self_employed,1232,2,149,,1574.15,1577.43,1576.52,1567.43,0.13,0.13,0.13,0.13,1574.72,1577.43,0\\r\\n28682,6688,69,Female,2,self_employed,1111,1,88,14,6632.16,6409.94,7380.02,5926.29,5429.37,6182.73,7142.87,13650.56,6352.43,5314.72,0\\r\\n28684,1195,36,Female,0,self_employed,762,1,2376,9,9355.36,8102.34,5857.29,1782.92,1253.31,7300.3,0.3,0.3,8849.69,7866.86,0\\r\\n28685,571,49,Female,,salaried,1046,2,102,70,1428.83,1428.83,1703.79,1443.29,0.26,0.26,0.26,0.26,1428.83,1428.83,0\\r\\n28686,1845,64,Female,0,self_employed,146,3,1373,21,130.94,17348.7,18029.31,12257.24,143.2,0.34,18714.63,1357.49,4441.77,17723.7,1\\r\\n28688,1829,33,Female,0,self_employed,834,2,1926,125,501.61,501.61,4080.47,7164.26,0.54,0.54,0.54,12857.69,501.61,1068.26,1\\r\\n28689,3237,65,Male,2,retired,1096,2,1202,24,238.92,267.47,1988.61,1358.54,1428.87,428.87,1428.86,3571.73,836.94,1443.8,0\\r\\n28690,721,57,Male,2,self_employed,834,3,349,2,1504.57,2393.54,2799.36,4046.56,283.49,126.39,1220.36,577.5,1662.14,2576.13,0\\r\\n28691,2983,63,Female,0,self_employed,15,2,6,24,1308.4,1588.39,1520.06,1255.36,2143.09,314.51,2209.97,157.66,1575.6,1829.52,1\\r\\n28692,327,32,Male,0,salaried,1020,2,455,108,3781.85,3517.72,3366.09,2800.89,0.5,0.5,507.63,386.21,3751.32,3419.56,0\\r\\n28693,1514,26,Male,0,salaried,1056,3,662,47,8735.54,10317.47,10375.83,7756.34,0.66,129.23,2368.3,571.92,10824.85,10358.89,0\\r\\n28695,7326,77,Male,0,self_employed,,2,240,357,11063.39,11063.39,11063.39,11008.55,0.69,0.69,0.69,0.69,11063.39,11063.39,0\\r\\n28696,1463,5,Male,0,student,146,2,371,,2107.45,2036.02,1991.23,1767.31,0.66,0.66,0.66,0.66,2060.65,1992.24,0\\r\\n28697,520,34,Male,,salaried,318,3,1379,152,1450.99,1450.99,1450.99,1443.81,0.14,0.14,0.14,0.14,1450.99,1450.99,0\\r\\n28699,907,44,Female,0,self_employed,1643,1,3235,63,2087.79,2087.79,1882.49,2319.51,0.51,0.51,0.51,0.51,2087.79,2087.79,0\\r\\n28700,527,39,Male,2,self_employed,146,2,714,14,352.54,82.28,1721.21,3152.45,3731.36,6910.5,3335.8,5790.19,986.68,1026.21,0\\r\\n28701,1470,90,,0,self_employed,1458,3,1647,33,15959.09,17370.06,13458.88,225.77,0.49,2857.63,1411.46,0.49,15959.09,14973.75,1\\r\\n28702,1430,40,Female,0,self_employed,1232,2,633,26,1106.97,2890.02,2179.93,2540.91,410.3,411.17,2193.34,0.46,1540.25,2664.79,0\\r\\n28703,1473,47,Female,0,self_employed,905,3,1832,27,2262.92,2336.1,2343.75,2005.27,204.3,204.3,357.16,228.59,2402.58,2399.64,0\\r\\n28704,3310,64,Male,0,self_employed,649,2,289,69,2488.62,2654.6,2561.78,1188.43,0.19,0.19,0.19,1428.76,2524.43,2908.76,0\\r\\n28705,362,53,Female,0,,1232,3,837,341,1461.49,1461.49,1461.49,1452.23,0.14,0.14,0.14,0.14,1461.49,1461.49,0\\r\\n28706,313,37,Female,0,self_employed,136,3,2624,62,3058.76,3058.76,4840.64,8739.63,0.13,0.13,0.13,0.13,3058.76,3058.76,0\\r\\n28708,2103,39,Female,0,self_employed,514,2,190,35,235.88,235.88,5051.22,158.1,0.09,42980.06,0.09,42857.23,235.88,14804.74,1\\r\\n28709,1966,48,Male,2,self_employed,834,2,693,86,2883.86,3121.71,12520.63,46213.69,0.03,0.03,237.89,15141.46,3072.65,12015.49,1\\r\\n28710,1225,32,Male,0,self_employed,334,2,492,3,790.75,5168.32,2630.99,440.57,901.36,7661.99,7502.28,5249.36,3055.7,4513.76,1\\r\\n28711,708,64,Female,,self_employed,409,2,217,,3696.6,3696.6,3703.97,3687.83,0.39,0.39,0.39,14.67,3696.6,3704.43,1\\r\\n28712,2392,36,Male,0,self_employed,834,2,219,146,1436.04,1435.29,1434.88,958.88,0.31,0.31,0.31,0.31,1435.65,1435.29,0\\r\\n28713,6119,48,Male,2,salaried,409,3,336,62,3808.94,3697,3316.51,3155.48,0.17,0.17,1681.2,1837.27,3328.49,2904.79,0\\r\\n28714,2387,43,Male,1,salaried,395,2,454,49,170.26,227.4,2211.93,1215.95,0.47,29.04,14.76,43.33,200.8,242.25,1\\r\\n28715,868,26,Female,0,salaried,1096,2,1660,32,3413.45,3272.06,2775.66,1720.01,0.26,250.26,273.15,128.83,3056.51,2716.53,0\\r\\n28716,5518,39,Male,0,,334,3,10,,3512.22,2869.37,3013.59,2487.89,0.39,0.39,0.39,31.81,3279.46,2877.66,0\\r\\n28717,5246,34,Male,0,self_employed,1020,1,19,23,7286.38,7011.29,5390.3,1382.19,3571.64,21143.07,10.84,18222.31,7303.96,6504.13,0\\r\\n28718,3420,32,Female,0,self_employed,318,3,4031,3,17053.16,17053.16,17009.4,7908.74,357.69,357.69,357.69,0.54,17053.16,16776.66,0\\r\\n28719,546,81,Female,0,self_employed,409,3,1350,300,4993.23,5136.08,5137.06,9951.48,0.11,0.11,142.97,57.26,5074.51,5143.46,0\\r\\n28720,3666,53,Male,2,self_employed,146,3,1759,18,2048.55,1995.01,2020.06,2051.24,125.91,123.06,28.77,70.34,2034.6,2030.11,0\\r\\n28721,368,63,Female,,self_employed,1621,2,3991,338,1500.71,1498.4,1495.87,1478.82,0.7,0.7,0.7,0.7,1500.47,1495.6,0\\r\\n28722,1005,39,Male,0,salaried,578,2,261,12,1889.66,2195.92,1850.5,2808.41,205.67,519.96,511.84,114.7,1874.7,1915.03,0\\r\\n28723,327,30,Male,0,salaried,1329,3,2836,38,933.95,1944.78,1757.78,1305.54,0.04,2.9,1722.2,528.02,1271.09,1784.5,1\\r\\n28724,3833,42,Male,0,self_employed,409,3,433,0,15916.13,12441.83,12064.38,13250.99,3560.21,1990.07,11862.93,5276.41,13638.04,9403.71,0\\r\\n28725,1312,32,Female,2,self_employed,1348,3,1874,21,309.18,2202.12,1826.04,891.46,107.59,107.59,1714.73,0.44,1106,2279.35,1\\r\\n28726,491,61,Male,,self_employed,408,3,2727,121,320.97,2035.26,5603.07,6204.78,0.21,0.21,1714.5,6557.36,1345.6,5777.65,0\\r\\n28727,3241,43,Male,3,salaried,1232,3,486,168,7064.87,7064.87,7064.14,7014.07,0.29,0.29,0.29,0.29,7064.87,7064.87,0\\r\\n28728,2253,36,Male,1,self_employed,579,2,1468,19,1739.91,2890.88,2810.68,2046.83,195.8,324.37,2143.03,38.31,2992.21,2835.53,0\\r\\n28729,206,36,Male,0,self_employed,1195,2,3268,12,9671.75,8707.99,5284.88,1711.47,1066.91,5845.83,0.34,584.89,9097.48,4411.18,0\\r\\n28730,2552,40,Female,0,self_employed,705,2,525,20,160084.57,165769.11,75936.91,24.53,2276.13,168571.96,7960.67,2857.67,162884.93,64918.47,0\\r\\n28732,6111,65,Male,0,retired,1232,3,1796,11,1928.65,2360.12,2036.72,1381.21,238.83,972.54,546.26,424.67,2132.85,2369.45,0\\r\\n28733,2023,38,Male,2,salaried,1232,2,24,18,5218.37,4960.74,2609.06,718.95,286.06,715.49,674.14,193.66,4124.41,2757.59,0\\r\\n28734,5080,36,Male,2,self_employed,1258,3,152,41,2616.09,2694.9,2911.04,3330.26,0.26,3.11,79.07,511.15,2626.96,2975.28,0\\r\\n28735,2745,90,,0,self_employed,578,2,399,81,5347.33,6235.54,3802.5,271.18,0.46,0.46,888.67,5714.74,5837.38,4182.76,0\\r\\n28736,1864,37,Female,0,self_employed,623,3,3676,258,5182.33,5325.19,3400.46,1368.39,0.54,0.54,0.54,0.54,5226.67,3930.77,0\\r\\n28737,2863,81,Male,0,retired,334,3,1225,69,21713.21,21713.21,21681.43,20329.45,0.19,0.19,0.19,0.19,21713.21,21699.58,0\\r\\n28738,5032,45,Male,4,self_employed,334,2,10,55,792.71,2545.9,3628.28,3286.95,0.06,11.84,2103.08,1024.06,2264.87,2946.72,0\\r\\n28739,4780,54,Male,0,self_employed,623,1,21,3,2869.28,12028.62,8383.37,658.53,1285.84,10000.13,11802.26,5278.7,5881.06,18565.26,0\\r\\n28740,2649,69,Male,0,retired,1232,2,486,6,2761.15,2716.06,2720.21,1266.16,56.5,0.14,11.41,0.14,2728.5,2716.06,0\\r\\n28741,1814,27,Female,0,self_employed,409,3,1441,5,16080.4,939.39,2243.6,1081.34,5000.07,0.07,1972.93,0.07,4651.28,939.39,0\\r\\n28742,405,62,Male,,self_employed,1561,3,2944,62,6495.9,6495.9,5743.21,2861.71,0.39,0.39,0.39,0.39,6495.9,6495.9,0\\r\\n28743,2228,41,Male,2,self_employed,11,2,121,76,5170.65,5170.65,5169.31,7466.96,0.51,0.51,0.51,0.51,5170.65,5170.65,0\\r\\n28744,4358,39,Female,0,self_employed,745,2,127,,1118.75,761.61,1517.61,1167.87,0.24,0.24,0.24,1195.96,1106.44,1668.89,0\\r\\n28745,2041,35,Male,0,salaried,531,3,1360,,2866.07,2847.76,2716.13,2436.23,0.09,0.09,96.06,0.09,2901.36,2875.38,0\\r\\n28746,3148,64,Male,0,retired,14,2,181,,7536.81,7536.81,7536.81,7542.89,0.34,0.34,0.34,0.34,7536.81,7536.81,0\\r\\n28747,5976,67,Female,0,retired,15,2,956,61,2374.85,2603.42,2612.63,2083.94,0.14,0.14,228.71,171.57,2515.73,2665.17,0\\r\\n28748,3367,31,Female,0,salaried,1020,2,2,39,347.58,834.17,6500.13,13762.99,0.31,32731.09,1352.8,45366.86,665.83,8167.2,1\\r\\n28749,466,48,Female,,self_employed,1274,3,162,48,282.76,282.76,1746.74,5237.7,0.14,312.89,0.14,285.86,282.76,346.9,1\\r\\n28750,1925,55,Male,0,self_employed,,3,1999,41,2241.93,2546.29,2636.71,3183.99,0.36,428.93,419,461.86,2330.96,2750.06,0\\r\\n28751,4357,68,Male,0,self_employed,,2,42,26,2192.37,2114.83,2107.9,1983.25,31.24,0.53,0.53,0.53,2169.27,2111.06,0\\r\\n28752,1110,32,Female,0,self_employed,1111,2,651,,8432.88,8432.88,8432.88,8427.76,0.39,0.39,0.39,0.39,8432.88,8432.88,0\\r\\n28753,4862,32,Female,0,salaried,1020,1,16,0,43703.27,37668.15,33001.24,27256.12,5671.79,10697.44,0.24,1500.24,37992.27,31173.65,0\\r\\n28754,716,48,Male,,salaried,,2,1650,87,9976.31,9976.31,9815.31,4902.33,0.24,0.24,0.24,0.24,9976.31,9976.31,1\\r\\n28756,1698,46,Male,1,salaried,623,1,512,20,33084.75,32648.13,32119.5,27966.12,55.13,0.2,1302.3,1844.38,33874.43,32489.57,0\\r\\n28757,706,37,Female,,self_employed,854,2,2967,80,2218.12,2218.12,2962.34,2258.51,0.31,0.31,0.31,1428.89,2218.12,3462.36,0\\r\\n28758,3326,78,Male,1,self_employed,295,1,1255,108,3915.53,4129.82,4155.14,4238.57,0.51,0.51,214.8,271.94,3972.18,4245.02,0\\r\\n28759,1970,39,Female,0,self_employed,1084,3,258,6,968.94,1227.7,1524.19,1848.3,587.7,0.5,758.99,1263.95,1162.98,1876.53,0\\r\\n28760,1207,35,Male,0,self_employed,1282,2,1747,,10215.04,10215.04,10215.04,10150.43,0.26,0.26,0.26,0.26,10215.04,10215.04,0\\r\\n28761,3111,31,Female,0,self_employed,834,1,789,34,21463.14,21463.14,16317.85,10440.74,0.31,11584.8,0.31,256.84,21463.14,17135.98,0\\r\\n28762,185,76,Male,,self_employed,646,2,397,187,34316.61,34316.61,34316.61,37425.2,0.69,0.69,0.69,0.69,34316.61,34316.61,0\\r\\n28763,1866,38,Female,2,salaried,38,2,1881,4,3696.39,3441.56,3578.15,2976.36,630.63,383.91,505.34,556.37,3536.9,3514.47,0\\r\\n28765,2606,73,Male,0,self_employed,594,3,672,179,31,2885.89,2194.72,2922.77,0.26,0.26,2857.4,0.26,817.93,2884.56,0\\r\\n28766,2974,74,Female,0,self_employed,1096,3,587,9,11558.55,11344.27,11222.62,10511.18,214.56,214.56,0.27,0.27,11418.16,11240.58,0\\r\\n28767,1281,28,Female,0,self_employed,915,1,1014,125,2059.05,2059.05,2059.05,1721.73,0.07,0.07,0.07,0.07,2059.05,2059.05,0\\r\\n28768,368,42,Male,0,self_employed,1020,2,60,340,22696.85,22737.73,19195.57,9316.84,0.47,0.47,41.36,45142.88,22732.09,24208.55,0\\r\\n28769,1420,36,Female,0,self_employed,334,3,1299,160,104.71,562.35,2042.65,657.83,0.43,0.43,2413.29,9464.13,1136.91,3921.42,1\\r\\n28770,5393,69,Male,0,self_employed,575,2,90,0,48562.26,10412.09,11608.31,10390.1,51104.46,6824.89,1685.46,6070.87,13949.95,10219.95,0\\r\\n28771,2250,42,Female,0,self_employed,625,2,1699,4,23504.89,22587.2,22250.95,21180.69,1043.13,1028.84,0.27,0.27,22942.04,22033.28,0\\r\\n28773,2346,10,Female,0,student,1020,1,84,55,24985.69,24985.69,24895.37,24520.01,0.04,233.37,0.04,0.04,24985.69,24948.06,0\\r\\n28775,1088,21,Female,0,student,706,2,426,112,3784.41,3070.12,2964.42,1933.28,0.47,0.47,0.47,7.61,3685.89,2841.73,0\\r\\n28776,1859,40,Female,0,self_employed,1020,2,878,23,8953.53,8311.26,4899.52,1226.27,715.24,7391.96,72.97,23.54,8781.05,4973.92,0\\r\\n28777,991,44,Female,0,self_employed,146,1,1756,118,318.86,8672.96,3980.22,3264.89,0.2,0.2,20704.61,22792.17,1325.69,4520.52,0\\r\\n28778,5046,40,Female,0,self_employed,1096,2,572,9,930.45,2491.62,2181.53,2568.13,2100.05,0.04,6354.97,1488.77,1971.84,2557.84,0\\r\\n28779,4388,39,Male,0,self_employed,,3,179,,6286.51,6250.79,6258.81,6189.51,0.63,0.63,0.63,0.63,6277.89,6250.79,0\\r\\n28780,1147,53,Male,0,self_employed,574,2,2208,77,162.42,3019.56,1832,143.98,0.17,0.17,2857.31,0.17,655.03,3019.56,0\\r\\n28781,3086,73,Male,0,retired,1232,2,539,,2774.82,2774.82,2774.82,2757.86,0.09,0.09,0.09,0.09,2774.82,2774.82,0\\r\\n28782,1166,39,Male,0,salaried,154,3,807,0,330.87,11312.91,3461.95,4946.79,1165.73,755.77,21723.49,1572.06,5934.18,3517.56,1\\r\\n28783,2836,43,Female,0,self_employed,1020,2,227,30,5217.66,5236.54,5222.37,3934.38,0.3,193.16,0.3,0.3,5307.84,5215.57,0\\r\\n28784,596,48,Male,2,salaried,575,3,2972,119,8577.11,8577.11,8577.11,17273.56,0.01,0.01,0.01,0.01,8577.11,8577.11,0\\r\\n28785,570,27,Male,0,self_employed,1096,2,129,24,4847.94,4290.8,4398.12,3764.28,557.44,557.44,0.3,92.59,4771.09,4353.2,0\\r\\n28786,1271,65,Female,0,self_employed,334,1,124,80,6591.31,6591.31,5925.21,939.35,0.43,0.43,0.43,0.43,6591.31,6591.31,0\\r\\n28787,2755,49,Male,0,salaried,146,2,2377,50,18190.69,18190.69,17922.63,16588.89,0.41,698.47,0.41,70.22,18190.69,18010.67,0\\r\\n28788,498,49,Female,0,self_employed,241,3,2486,13,1949.47,1901.54,1659.65,1410.28,357.36,339.1,309.43,309.43,1827.1,1755.79,0\\r\\n28789,674,62,Female,0,self_employed,834,3,277,10,2088.17,2612.2,2676.29,2895.46,643.49,0.63,95.27,95.27,2673.18,2630.52,0\\r\\n28790,553,34,Male,0,salaried,575,2,44,0,47426.01,7313.65,5619.02,4342,42863.33,3377.61,659.11,583.24,6801.89,5100.7,0\\r\\n28791,215,29,Male,0,salaried,334,3,2405,10,6304.54,5729.94,5115.23,2408.12,1414.3,1500.01,886.96,507.94,5903.33,5149.36,0\\r\\n28792,384,46,Male,1,self_employed,1020,3,212,108,4191.94,4919.22,4753.5,4040.49,0.31,0.31,727.6,286.03,4392.57,4974.52,0\\r\\n28793,1039,45,Female,0,self_employed,1020,2,16,180,2624.93,2624.93,2555.03,2657.5,0.33,0.33,0.33,786.04,2624.93,3124.93,0\\r\\n28794,2291,67,Male,0,retired,102,2,713,50,3453.94,3453.94,3202.28,2852.83,0.64,585.74,0.64,0.64,3453.94,3284.07,0\\r\\n28795,1279,90,,0,self_employed,334,2,141,18,7762.52,15809.34,27693.16,45823.22,1100.36,1028.93,10060.03,24286.07,13208.42,30471.09,1\\r\\n28797,5072,60,Male,0,salaried,146,3,41,20,5288.68,5288.68,2214.02,485.34,2143.3,4857.59,2143.3,0.44,5288.68,901.58,0\\r\\n28798,2589,58,Female,0,self_employed,834,2,8,60,2878.9,2856.04,2236.47,2739.95,0.66,0.66,0.66,0.66,2863.5,2855.96,0\\r\\n28799,2363,43,Male,2,salaried,334,2,4,310,2876.55,1500.31,2528.38,3831.02,0.36,0.36,663.71,1553.47,2582.24,2226.46,0\\r\\n28800,417,34,Male,,salaried,1294,3,2063,5,1682.53,1172.62,1464.54,4176.44,428.59,0.01,61.53,485.34,1377.4,1595.32,0\\r\\n28801,1344,30,Female,0,self_employed,905,2,855,5,7878.88,5073.38,5710.11,7611.27,2128.83,0.26,978.17,428.94,6118.37,5193.2,0\\r\\n28802,2418,76,Female,0,self_employed,1096,3,586,,3619.63,3619.63,3619.63,3596.71,0.14,0.14,0.14,0.14,3619.63,3619.63,0\\r\\n28803,6186,54,Female,0,self_employed,1020,2,47,5,45402.15,17367.08,22403.83,26312.19,28572.32,27.21,711.64,2487.03,24866.34,19815.04,0\\r\\n28804,1436,46,Male,0,self_employed,104,3,2153,238,587.72,1654.78,2000.3,2281.18,0.07,0.07,1785.79,1214.36,1351.26,2064.18,0\\r\\n28805,3046,51,Male,0,self_employed,1577,2,815,27,4693.11,4644.67,4054.22,1938.97,48.56,42.97,0.11,307.1,4692.72,4749.45,0\\r\\n28806,4976,70,Female,0,self_employed,1322,1,92,26,108470.72,106390.43,114102.03,124030.81,936.06,0.06,0.06,14285.77,107782.02,114224.54,0\\r\\n28807,2033,16,Male,0,student,,3,1424,252,17072.77,17072.77,17072.77,16966.56,0.43,0.43,0.43,0.43,17072.77,17072.77,0\\r\\n28808,1009,45,Male,0,salaried,447,2,989,,1439.66,1439.66,1857.47,2683.21,0.23,0.23,0.23,1143.09,1439.66,1550.25,0\\r\\n28809,957,50,Male,,self_employed,800,2,3307,146,1851.75,2751.69,2206.93,3229.78,0.24,0.24,2143.1,0.24,2358.11,2244.85,0\\r\\n28810,1762,66,Female,0,self_employed,318,2,1314,14,2124.11,10412.78,4492.08,1811.75,2714.83,2714.83,0.54,0.54,7994.16,3537.2,1\\r\\n28811,5091,47,Male,0,salaried,1020,1,79,0,1261.74,433.35,18080.12,2834.47,112081.19,8225.58,21607.09,17483.63,49962.71,2355.07,1\\r\\n28812,1277,39,Male,5,self_employed,146,2,157,325,1699.78,3126.17,3135.68,3630.44,0.14,0.14,1428.71,0.14,3077.96,3126.17,0\\r\\n28813,2158,48,Male,0,self_employed,1163,3,1789,40,18889.19,77.22,1926.65,232.78,0.47,571.9,9759.93,599.24,5368.82,287.29,0\\r\\n28814,1789,41,Male,0,salaried,1258,3,2706,19,2819.72,6119.72,4844.63,3696.06,286.21,286.21,3571.93,0.5,2728.09,6034.01,0\\r\\n28815,4546,39,Male,0,self_employed,,3,165,160,2449.75,2419.6,2415.68,2393.15,0.53,0.53,0.53,0.53,2426.9,2412.31,0\\r\\n28816,3040,55,Male,0,salaried,61,1,263,30,3950.23,7546.08,5041.34,6821.68,0.34,3819.1,2767.6,2035.91,5281.2,5488.27,0\\r\\n28817,1878,64,Female,0,self_employed,1096,2,144,,1706.54,1706.54,1760.31,2204.59,0.66,0.66,0.66,143.51,1706.54,1724.98,0\\r\\n28818,4970,42,Male,0,salaried,1020,1,19,17,88702.64,87118.33,88874.61,102435.2,6441.03,6687.83,4316.02,1717.07,87451.74,85326.85,0\\r\\n28819,1168,90,Male,0,self_employed,1608,2,2053,320,4509.86,4509.86,4509.86,4590.93,0.29,0.29,0.29,0.29,4509.86,4509.86,0\\r\\n28820,1560,45,Female,0,self_employed,623,2,521,39,781.6,2567.32,2435.4,5283.75,0.63,13649.73,5214.91,12714.91,2338.25,2204.21,0\\r\\n28822,5842,83,Male,0,retired,1195,3,1331,59,5231.2,5231.2,4318.36,2334.44,0.39,2702.14,0.39,0.39,5231.2,5231.2,0\\r\\n28823,472,32,Female,0,salaried,,3,833,73,403.07,4706.87,3450.78,1204.48,0.49,0.49,4456.24,116.56,716.43,4761.28,1\\r\\n28824,1209,13,Male,0,student,623,2,1712,,3667.36,3667.36,3667.36,3503.77,0.66,0.66,0.66,0.66,3667.36,3667.36,0\\r\\n28825,6641,41,Male,0,self_employed,334,2,24,,4182.25,4202.25,4200.79,4179.51,0.41,0.41,20.41,0.41,4191.41,4202.25,0\\r\\n28826,573,51,Male,2,self_employed,124,3,2349,63,20436.78,20577.14,20803.44,13533.68,0.51,0.51,306.01,306.01,20355.84,20647.79,0\\r\\n28827,395,90,Male,,self_employed,1020,2,1118,116,452.79,454.59,1975.71,1446.25,0.1,0.1,0.1,0.1,453.47,5342.69,0\\r\\n28828,2315,42,Male,0,self_employed,834,3,593,114,1778.67,2010.82,2093.24,2891.8,0.37,0.37,232.51,232.51,1834.71,2055.75,0\\r\\n28829,5149,40,Female,0,salaried,146,2,106,23,9078.45,9443.54,7933.1,19930.21,36.34,1500.01,314.91,72.06,9176.35,8891.31,1\\r\\n28830,4512,34,Female,0,self_employed,1096,2,11,14,6138.33,2249.25,3317.45,2991.94,6714.53,0.24,0.24,7.39,5440.9,2253.17,0\\r\\n28831,4046,78,Male,0,self_employed,34,3,380,265,2477.24,2537.89,2556.74,2726.17,0.56,0.56,0.56,0.56,2495.59,2555.87,0\\r\\n28832,1080,90,Male,0,self_employed,1144,3,2194,161,3881.93,3881.93,3886.46,5746.98,0.63,0.63,0.63,0.63,3881.93,3881.93,0\\r\\n28833,2567,58,Male,0,retired,623,3,642,44,8850.35,8892,7228.23,6374.68,0.01,6214.59,7.47,15.09,8881.47,8518.91,0\\r\\n28835,2511,45,Male,1,self_employed,1096,2,1562,0,41613.93,51779.22,64983.08,46426.16,34888.86,214888.86,38900,216230.59,51258.75,65569.93,1\\r\\n28836,2041,34,Male,0,salaried,1589,3,1711,16,1796.21,3920.59,3916.67,4047.01,1256.17,2527.38,3025.51,2760.39,2879.15,4591.85,0\\r\\n28837,1168,35,Female,0,self_employed,900,2,1828,327,9788.79,9803.08,9807.48,9806.16,0.01,0.01,0.01,0.01,9793.23,9807.69,0\\r\\n28838,3582,59,Female,0,self_employed,1584,2,127,4,4230.76,3121.19,3198.25,2317.69,872.96,543.76,357.79,1000.64,3576.04,2872.84,0\\r\\n28839,759,66,Male,0,retired,288,3,462,40,1324.47,2843.28,3452.1,2881.95,0.33,17.54,376.2,645.01,2313.08,2963.31,1\\r\\n28840,475,63,Male,0,salaried,904,2,1112,55,3946.12,3032.67,3394.2,4663.04,0.46,286.17,0.46,0.46,3328.08,3241.56,0\\r\\n28841,236,65,Female,0,self_employed,666,3,1279,2,0.98,10686.41,4360.1,42.04,350.89,10827.19,11083.93,141.08,4451.35,8626.92,1\\r\\n28842,5677,74,Female,0,salaried,1621,1,50,18,164.09,249.8,4482.09,606.66,364.3,894.01,650.73,5714.3,257.29,670.2,1\\r\\n28843,2474,16,Male,0,student,1232,3,185,,2136.96,2115.53,2105.63,2032.02,0.23,0.23,0.23,0.23,2126.62,2105.86,0\\r\\n28844,4059,58,Male,0,salaried,834,3,8,17,4531.48,4936.88,4339.98,5144.9,1031.99,1826.81,1429.03,1214.74,4726.3,3721.23,0\\r\\n28845,2505,33,Male,0,salaried,1232,3,404,0,7202.04,7417.65,6580.05,9047.25,1406.49,1820.54,1022.39,980.47,6527.78,6593.35,0\\r\\n28846,618,61,Female,2,self_employed,1294,2,1470,255,6150.29,6142.32,6190.07,6291.59,0.1,0.1,0.1,74.53,6146.32,6207.14,0\\r\\n28847,3283,66,Male,0,retired,146,2,137,4,50251.4,298.08,10879.85,11877.5,47261.64,87170.67,97.41,90974.05,28045.45,2897.55,0\\r\\n28848,3103,43,Female,0,self_employed,1438,3,528,146,3484.53,4917.81,4693.62,4410.46,0.67,0.67,1433.96,0.67,4223.77,4917.81,0\\r\\n28849,1456,30,Female,1,self_employed,1589,3,147,20,1884.45,1180.11,1673.45,1473.22,428.87,0.3,2168.81,1586.62,1466.67,1864.94,0\\r\\n28850,1676,28,Male,0,salaried,318,3,1379,27,3271.64,3154.97,3040.09,2648.03,114.56,285.99,0.27,0.27,3266.87,2987.7,0\\r\\n28851,3953,67,Female,0,self_employed,232,2,350,58,6773.89,6773.89,5682.33,4410.97,0.66,3049.43,0.66,0.66,6773.89,6478.85,0\\r\\n28852,4273,22,Male,0,student,1020,2,82,,6533.48,6247.76,5977.42,5154.42,0.59,0.59,0.59,43.73,6257.61,6006.65,0\\r\\n28855,384,56,Female,0,self_employed,405,2,2115,21,2742.53,1597.43,1859.94,1592.56,1429.11,0.54,286.26,0.54,2387.31,1597.43,0\\r\\n28856,1644,23,Male,1,self_employed,575,2,338,100,16330.28,16653.63,16583.02,14061.18,0.59,0.59,323.94,0.59,16441.78,16653.63,0\\r\\n28857,1970,48,Female,0,self_employed,1150,3,1321,19,2480.61,2263.6,2045.63,3453,1114.86,3334.03,372,923.43,2805.2,2109.78,0\\r\\n28858,716,57,Male,,self_employed,980,2,3472,3,2635.57,1921.28,1441.07,492.73,714.46,1387.23,0.17,0.17,2433.6,1360.74,0\\r\\n28859,4842,60,Female,0,self_employed,409,2,193,26,2650.77,2621.29,2841.39,2806.34,143.09,285.94,117.57,11.53,2705.53,3071.26,0\\r\\n28860,2447,32,Male,0,salaried,146,2,2047,32,7367.11,7724.26,5542.18,2526.1,0.39,3446.57,357.53,0.39,7625.73,4722.74,0\\r\\n28861,1263,29,Male,0,self_employed,354,3,2656,,730.45,1127.72,1524.32,8884.07,0.47,0.47,397.74,714.76,785.25,1219.89,0\\r\\n28862,2013,33,Male,0,salaried,1096,3,1665,,2354.2,544.76,1651.48,2549.08,0.19,0.19,23.04,0.19,1530.58,1346.7,0\\r\\n28863,2588,67,Female,2,self_employed,575,2,622,46,2262.43,2234.44,2005.88,2193.18,0.24,2143.1,143.69,1715.09,2255.61,2131.79,0\\r\\n28864,1235,29,Female,0,student,409,2,391,133,4618.09,4619.18,4801.58,5543.5,0.44,0.44,1.53,432.04,4618.35,4702.66,0\\r\\n28865,303,36,Male,0,salaried,1096,3,1220,6,5367.93,7375.73,2999.66,1334.29,47.39,124.62,1611.46,584.89,6941.73,1659.9,0\\r\\n28866,1029,38,Female,0,self_employed,334,2,847,,28919.61,28919.61,28919.61,30019.09,0.33,0.33,0.33,0.33,28919.61,28919.61,0\\r\\n28867,2952,36,Female,0,self_employed,623,2,42,199,3053.35,5196.21,4900.64,5204.04,0.57,0.57,2143.43,0.57,4309.51,5196.21,0\\r\\n28869,4422,65,Male,0,self_employed,15,2,6,26,915.47,1122.7,3967.58,3178.88,11857.64,62357.64,11657.64,57600.5,1814.34,3173.19,1\\r\\n28870,3311,37,Male,0,self_employed,1088,2,266,67,2932.03,2932.03,2917.9,2876.67,0.31,0.31,0.31,0.31,2932.03,2932.03,0\\r\\n28871,1877,33,Female,0,self_employed,1020,3,182,94,551.13,567.94,1691.74,2766.19,0.21,0.21,2376.23,4804.6,1150.74,921.4,0\\r\\n28872,3019,67,Female,0,self_employed,334,2,675,35,1873.03,1972.25,1775.37,1219,0.6,1000.6,99.83,2543.46,1954.41,1399.44,0\\r\\n28873,4667,83,Male,0,retired,1020,2,227,18,6824.77,6672.69,5806.13,4347.05,176.43,0.17,5.61,0.17,6774.17,6672.69,0\\r\\n28874,1753,23,Female,0,self_employed,1020,2,356,133,1534.94,1543.36,1541.04,1721.47,0.53,0.53,8.96,0.53,1536.39,1543.36,1\\r\\n28875,391,69,Female,0,self_employed,905,1,34,132,2634.94,2634.94,2857.68,3114.93,0.59,0.59,0.59,0.59,2634.94,2634.94,0\\r\\n28876,6510,66,Male,0,,146,2,94,25,279225.19,276745.2,276676.99,176879.56,761.13,761.13,0.14,0.14,278286.96,276720.65,0\\r\\n28877,1354,61,Male,0,salaried,514,2,190,38,5089.14,5572.48,4061.07,2156.2,0.29,2857.43,364.57,753,5403.35,3931.72,0\\r\\n28878,1467,42,Male,0,salaried,1096,2,503,30,3281.87,3109.94,3135.09,2115.47,0.13,323.92,601.13,704.47,3067.32,3489.83,0\\r\\n28879,4058,45,Male,0,self_employed,578,2,264,25,7717.1,2844.03,4284.71,2821.14,5301.71,0.07,0.07,0.07,7163.18,2845.3,0\\r\\n28880,4605,69,Male,4,self_employed,1020,2,16,356,19069.85,19069.85,19069.85,18949.05,0.69,0.69,0.69,0.69,19069.85,19069.85,0\\r\\n28881,4203,34,Male,0,self_employed,665,2,177,10,2188.21,1902.49,1865.5,2192.48,286.11,200.4,0.4,0.4,2010.87,1883.14,0\\r\\n28882,2824,37,Female,0,self_employed,1020,1,582,61,3946.15,5186.55,3555.45,1379.3,0.19,0.19,0.19,1071.61,4288.42,3116.32,0\\r\\n28883,803,63,Male,,self_employed,,2,3116,95,2631.74,2631.74,4142.13,7704.42,0.24,0.24,0.24,714.53,2631.74,3092.57,1\\r\\n28884,3344,37,Male,4,self_employed,1020,1,15,102,319408.7,455803.54,418903.58,456361.44,0.17,0.17,136703.06,206.91,344101.86,455874.66,0\\r\\n28885,2214,41,Male,1,salaried,334,2,675,,4568.47,4568.47,4568.47,4539.53,0.14,0.14,0.14,0.14,4568.47,4568.47,0\\r\\n28886,2908,63,Male,0,self_employed,834,1,14,61,905.62,691.34,1878.73,1498.8,0.31,0.31,0.31,0.31,898.24,693.71,0\\r\\n28887,2129,48,Male,0,salaried,1033,2,344,15,3413.96,3611.8,3800.02,3975.57,17.01,0.51,364.36,570.61,3422.99,3938.02,0\\r\\n28888,4807,74,Male,0,self_employed,1643,1,210,221,19542.93,20049.3,20468.18,21943.51,0.46,0.46,506.83,506.83,20031.84,20441.33,0\\r\\n28889,2255,45,Female,0,self_employed,146,1,2377,16,1633.61,2088.9,1829.45,2260.39,629.4,945.09,11653.64,665.25,1610.85,2074.13,0\\r\\n28890,1445,46,Female,0,self_employed,,2,1526,0,1688.85,3096,2469.59,1237.35,1714.86,1872,2857.71,64.86,3315.46,2464.2,1\\r\\n28891,2259,63,Male,0,retired,1020,3,1357,31,11985.6,13364.45,10103.43,8400.22,0.1,5475.38,285.81,142.96,12111.09,10226.52,0\\r\\n28892,1445,41,Female,0,self_employed,623,1,218,,14533.94,248.23,3942.81,246.65,0.14,0.14,7143,0.14,11331.97,248.23,0\\r\\n28893,3025,39,Female,0,self_employed,1173,3,782,55,1547.92,1690.78,1599.57,1792.01,0.56,357.7,0.56,0.56,1592.26,1688.47,0\\r\\n28894,957,90,,,self_employed,1150,2,108,12,61.39,14347.1,2774.19,56.14,23857.33,14285.9,35285.9,0.19,7278.14,983.05,1\\r\\n28895,3588,51,Male,0,self_employed,656,2,1263,24,9836.51,9480.82,5046.07,4766.03,410.11,8981.54,0.29,1003.32,9806.14,1575.6,0\\r\\n28896,4395,46,Male,2,self_employed,1589,2,275,59,2111.22,2111.22,5071.89,1481.23,0.61,71429.19,0.61,634.67,2111.22,8921.74,1\\r\\n28897,3059,80,Female,0,self_employed,1020,1,321,0,7320.86,5753.67,5892.84,4641.27,3050.49,275.04,1428.64,0.07,6585.27,5623.89,0\\r\\n28898,4202,40,Male,0,salaried,491,2,279,,5351.16,5351.16,5351.16,5484.12,0.36,0.36,0.36,0.36,5351.16,5351.16,0\\r\\n28899,1116,70,Male,1,self_employed,834,2,1925,11,2900.63,5825.55,4116.62,12587.59,3143.27,2143.27,5139.61,303.31,4564.34,4432.56,0\\r\\n28900,2084,51,Male,3,self_employed,624,3,736,,2594.51,3949.23,3988.87,4981.78,0.43,0.43,3571.86,14.71,3196.15,3961.67,1\\r\\n28901,2532,39,Male,0,self_employed,1006,3,798,3,634.78,1668.65,1492.52,1646.15,2750.13,1617.27,3957.94,1180.41,1498.73,1622.87,0\\r\\n28902,1360,47,Female,4,salaried,812,2,2428,122,9033.61,9962.18,10338.16,12996.5,0.54,0.54,1571.97,1571.97,9302.08,10515.18,0\\r\\n28903,677,26,Male,0,self_employed,1096,2,392,140,5434.93,5434.93,5461.81,5170.13,0.3,0.3,0.3,0.3,5434.93,5434.93,0\\r\\n28904,2730,42,Female,0,self_employed,1096,1,1366,,18328.54,18328.54,18328.54,18212.43,0.4,0.4,0.4,0.4,18328.54,18328.54,0\\r\\n28905,416,40,Male,0,,823,2,1642,121,7289.25,8003.54,9612.83,14672.06,0.6,0.6,714.89,2286.31,7461.67,8757.47,0\\r\\n28906,717,33,Male,0,self_employed,334,1,390,4,18850.62,11120.47,12271.26,8768.34,7730.44,0.29,0.29,0.29,12453.26,11120.47,0\\r\\n28907,2040,81,Female,0,self_employed,876,2,1239,,1710.47,1724.75,1735.13,1768.05,0.44,0.44,0.44,0.44,1721.31,1734.89,0\\r\\n28908,1620,31,Female,0,salaried,687,2,453,23,17.85,3906.71,2843.75,3925.75,4.41,0.43,3893.27,23.52,684.65,3916.8,1\\r\\n28909,1808,72,Male,0,retired,146,2,53,41,4497.41,5364.55,4083.62,2430.64,0.5,3571.93,867.64,143.36,4865.14,3415.24,0\\r\\n28910,747,64,Female,0,self_employed,230,2,2069,20,429.03,1504.78,1572.22,1493.68,2857.6,714.74,1000.46,1429.03,1731.61,1435.66,1\\r\\n28912,2665,40,Female,1,self_employed,623,3,1022,5,314.62,3029.98,1480.65,2271.98,1143.11,1428.83,3944.19,13578.47,657.92,3149.85,1\\r\\n28913,1089,57,Female,0,self_employed,409,3,1127,84,2168.1,2168.1,2410.82,1265.16,0.41,0.41,0.41,357.56,2168.1,2340.91,0\\r\\n28914,654,58,Male,,self_employed,1492,3,2533,,1219.49,6933.78,8209.27,8555.33,0.51,0.51,5714.8,2857.66,3386.98,8224.1,0\\r\\n28915,1145,28,Male,2,self_employed,146,2,2011,5,517.03,19465.34,14476.69,23805.89,7886,3501.51,26694.54,2145.83,5427.75,20025.83,1\\r\\n28916,2440,31,Male,2,self_employed,162,2,860,89,4692.59,4764.01,4802.91,3941.72,0.56,0.56,0.56,0.56,4733.23,4803.19,0\\r\\n28917,2854,69,Male,1,retired,1232,2,104,213,2645.99,2761.18,2727.69,2811.9,0.29,0.29,115.47,15.74,2724.81,2690.23,0\\r\\n28918,3213,47,Female,0,self_employed,15,1,49,14,1095,1856.73,2372.07,1261.32,3714.87,0.59,2905.6,1137.83,1386.64,2176.99,0\\r\\n28919,882,43,Female,0,salaried,1076,3,2802,0,4562.74,3863.01,3784.43,3515.96,720.3,270.06,0.4,0.4,3907.97,3761.21,1\\r\\n28920,385,90,,,self_employed,1020,2,541,261,6992.3,6992.3,6992.3,6961.52,0.07,0.07,0.07,0.07,6992.3,6992.3,0\\r\\n28921,2132,42,Female,0,salaried,1020,1,118,8,41446.46,8547.71,14206.66,15052.25,34312.64,567.07,1478.11,3357.43,19619.27,8975.48,0\\r\\n28922,1751,43,Female,0,self_employed,799,3,912,47,3971.02,3971.02,3640.76,3236.1,0.11,714.4,0.11,0.11,3971.02,3694.52,0\\r\\n28923,473,64,Male,,self_employed,1022,3,577,,2589.36,2767.26,2804.53,3517.31,0.3,0.3,178.2,178.2,2632.3,2801.69,0\\r\\n28924,254,29,Male,0,salaried,1589,3,3789,19,2977.89,1695.5,1991.48,1750.38,4971.47,330.51,117.24,339.57,2517.73,1704.63,0\\r\\n28925,4966,47,Male,0,salaried,834,3,8,2,9841.75,9697.07,7639.89,6312.04,7100.22,3710.71,6052.42,2977.38,7288.8,7324.32,0\\r\\n28926,626,36,Female,,self_employed,623,2,1021,,3133.77,3133.77,3133.77,3113.92,0.57,0.57,0.57,0.57,3133.77,3133.77,0\\r\\n28927,1396,55,Female,0,self_employed,1020,2,13,295,6923.8,6923.8,6923.8,6401.89,0.37,0.37,0.37,0.37,6923.8,6923.8,0\\r\\n28928,1108,32,Female,0,self_employed,146,3,1036,,6723.07,6837.44,6532.55,5093.55,0.04,0.04,0.04,32.3,6967.48,6583.54,0\\r\\n28929,2038,50,Female,0,self_employed,180,2,187,,2527.51,2527.51,4665.74,4723.37,0.46,0.46,0.46,0.46,2527.51,2527.51,0\\r\\n28931,2453,29,Male,0,salaried,1084,2,489,13,335.55,375.33,2527.23,1403.16,718.06,34548.05,6582.32,37620.74,444.26,6456.63,1\\r\\n28932,4399,49,Male,0,self_employed,15,1,237,87,29.4,4702.21,4408.19,1391.71,0.41,0.41,4700.41,0.41,350.09,6335.96,1\\r\\n28933,407,53,Female,0,self_employed,774,2,732,,1482.9,1482.9,1482.9,1473.51,0.5,0.5,0.5,0.5,1482.9,1482.9,0\\r\\n28934,1552,39,Male,0,self_employed,409,2,249,312,2391.32,2405.61,2404.95,2393.37,0.27,0.27,14.56,0.27,2403.64,2405.61,0\\r\\n28935,4118,41,Female,0,salaried,1096,3,1558,21,3988.09,4059.52,3118.61,1978.24,643.34,1929.06,0.49,0.49,4057.06,3167.82,0\\r\\n28936,3378,45,Male,2,salaried,1525,2,831,0,6638.01,3993.05,3043.49,4081.55,6315.39,5035.82,1700.3,4595.17,2317.22,3172.72,0\\r\\n28937,5618,86,Female,0,self_employed,1232,3,52,17,1882.74,3968.79,2610.48,4143.55,125.51,1713.89,2286.23,429.09,2182.3,3246.8,0\\r\\n28939,639,34,Female,0,salaried,1111,3,88,0,23201.31,18693.76,20376.17,7666.63,17.12,150.33,1258.3,446.74,23111.78,18794.79,0\\r\\n28940,4517,38,Female,0,self_employed,1096,3,44,260,6437.55,6437.55,6469.81,6991.47,0.27,0.27,0.27,0.27,6437.55,6437.55,0\\r\\n28941,549,63,Male,0,retired,,3,309,346,1041.35,1055.63,1492.19,2300.37,0.19,0.19,0.19,0.19,1042.33,1059.23,0\\r\\n28942,2740,42,Female,0,self_employed,146,1,9,,6450.95,1493.8,3883.92,3541.82,0.21,0.21,2585.93,2414.5,5877.06,1815.92,0\\r\\n28943,4395,40,Female,0,self_employed,1020,1,541,19,1067.46,1425.17,2098.23,833,714.93,3332.71,809.68,5401.91,1823,3666.96,0\\r\\n28944,711,57,Female,0,self_employed,1565,2,1061,,4210.7,4210.7,4286.75,6085.36,0.2,0.2,0.2,0.2,4210.7,4210.7,0\\r\\n28945,2109,59,Male,2,self_employed,680,3,565,17,909,95.66,2704.06,201.6,3166.21,0.98,1400.5,6998.77,573.59,2681.79,1\\r\\n28946,2809,47,Female,0,self_employed,1020,2,19,3,4401.47,4378.19,4380.06,2854.61,61.01,0.17,0.17,0.17,4375.74,4378.65,0\\r\\n28947,1410,65,Female,0,self_employed,227,2,1024,340,3852.44,3852.44,3944.61,3969.99,0.1,0.1,0.1,142.96,3852.44,3986.08,0\\r\\n28948,4075,41,Female,0,self_employed,34,1,380,,4877.16,4877.16,4877.16,4846.26,0.29,0.29,0.29,0.29,4877.16,4877.16,0\\r\\n28949,3063,30,Male,0,salaried,623,3,472,271,2117.8,2117.8,1966.15,1953.56,0.63,0.63,0.63,0.63,2117.8,1920.64,0\\r\\n28950,800,39,Male,2,self_employed,15,1,2534,14,1077.19,5356.07,2595.78,8289.12,950.19,5758.29,4670.39,755.51,2890.97,4046.07,0\\r\\n28952,6589,68,Male,0,salaried,1020,1,1123,4,39197.87,12189.31,11169.66,5238.61,5243.42,9449.17,1270.28,8720.14,20741.9,7891.21,0\\r\\n28953,1060,48,Female,0,self_employed,158,2,2732,73,4712.89,4712.89,4451.75,3263.63,0.04,0.04,0.04,0.04,4712.89,4712.89,0\\r\\n28954,2131,56,Female,0,self_employed,649,2,1377,75,2024.03,2436.33,2285.31,2043.21,0.64,0.64,412.94,72.07,2024.03,2493.93,0\\r\\n28956,561,28,Male,0,self_employed,724,2,1804,21,28620.32,28619.96,18010.45,7045.41,1557.5,3071.79,1555.5,2629.43,28475.64,13431.15,0\\r\\n28957,2119,53,Male,0,salaried,600,2,1264,21,3643.46,4740.87,2364.13,5068.25,6.11,1577.81,1558.47,1518.44,2174.86,2940.67,0\\r\\n28958,3215,66,Female,0,self_employed,1046,2,102,117,5053.53,9392.23,9117.65,9540.59,0.17,0.17,4380.3,600.46,7425.14,9895.69,0\\r\\n28959,2101,42,Female,0,self_employed,623,1,1041,13,2970.64,2270.64,16570.22,19603.03,700.13,1428.7,0.13,25728.7,2608.57,22651.28,1\\r\\n28960,1959,42,Male,0,salaried,834,3,4014,69,4064.93,4863.93,4887.73,5752.59,0.26,0.26,1583.11,210.49,4646.91,4825.23,0\\r\\n28961,474,32,Female,,self_employed,879,2,3361,19,6132.81,5775.67,5598.67,4924.6,357.16,428.59,0.01,0.01,6009.66,5499.17,0\\r\\n28962,412,60,Male,,self_employed,240,2,565,40,350.86,41779.43,14270.6,325.76,0.29,41423.86,41428.86,0.29,26065.14,16390.79,1\\r\\n28963,1589,48,Female,0,self_employed,133,2,366,,6212.64,6212.64,5805.02,5254.55,0.51,0.51,0.51,0.51,6212.64,5914.38,0\\r\\n28965,1658,5,Female,0,student,1020,2,19,48,8354.7,8283.27,7696.86,6811.15,0.19,1171.61,0.19,0.19,8307.9,7786.03,0\\r\\n28966,674,33,Female,,self_employed,,3,2004,,3293,3293,2709.61,746.81,0.51,0.51,0.51,0.51,3293,3293,0\\r\\n28967,1173,70,Male,0,self_employed,259,2,771,,1842.64,1842.64,1842.64,1829.96,0.49,0.49,0.49,0.49,1842.64,1842.64,0\\r\\n28968,999,38,Female,0,self_employed,905,2,3014,,5992.93,5992.93,5992.93,5953.88,0.34,0.34,0.34,0.34,5992.93,5992.93,0\\r\\n28969,671,34,Male,0,self_employed,1525,2,1807,20,9146.74,7003.88,7600.25,6142.16,2143.16,0.3,0.3,0.3,8481.71,7007.35,0\\r\\n28970,962,54,Female,0,self_employed,409,2,4108,10,6806.22,7136.79,6624.48,4478.82,428.63,214.34,759.2,42.79,6973.62,6958.45,0\\r\\n28971,916,53,Male,0,self_employed,1232,2,3422,312,30147.52,30159.75,30157.04,30699.19,0.56,0.56,0.56,0.56,30146.88,30157.17,0\\r\\n28972,1017,60,Male,0,salaried,102,2,1453,201,6230.69,6230.69,6252.19,6480.05,0.51,0.51,0.51,0.51,6230.69,6230.69,0\\r\\n28973,2127,28,Male,0,self_employed,687,2,453,80,10280.8,10280.8,10263.59,10040.73,0.56,0.56,0.56,0.56,10280.8,10280.8,1\\r\\n28975,952,61,Female,0,self_employed,,2,1127,153,2640.39,2654.67,3872.52,4384.6,0.39,0.39,0.39,2332.67,2654.18,3676.18,1\\r\\n28976,529,32,Male,,self_employed,34,1,1937,10,12007.11,12040.33,14011.97,14460.4,72.09,0.61,143.47,0.61,12000,13328.81,0\\r\\n28977,1911,25,Female,0,student,1266,2,362,47,3387.5,4782.47,2486.47,62.67,0.29,7638.55,1809.54,2876.44,3882.97,3542.34,0\\r\\n28978,1294,45,Female,0,self_employed,1329,2,2836,174,304.14,4604.57,4335.31,5431.6,0.53,0.53,4286.24,0.53,2529.52,5157.57,1\\r\\n28979,6341,90,Male,0,self_employed,1096,2,92,,3717.34,3717.34,3717.34,3693.79,0.3,0.3,0.3,0.3,3717.34,3717.34,0\\r\\n28980,2568,33,Male,1,salaried,334,1,141,0,20964.64,23059.63,24643.84,30796.64,26.56,0.88,2148.94,1770.21,22292.88,24042.04,0\\r\\n28981,3209,70,Female,0,retired,575,3,616,23,2438.78,2330.35,2382.17,1923.75,156.7,0.23,0.23,61.54,2458.61,2377.82,0\\r\\n28982,6577,30,Female,0,self_employed,1020,1,19,0,4919.44,5151.25,4782.52,4036.31,2.22,1186.54,4484.85,1966.1,5545.97,4887.91,0\\r\\n28983,1261,26,Male,0,student,1076,2,878,219,8087.51,8144.65,8125.6,8125.17,0.33,0.33,57.47,0.33,8087.51,8144.65,0\\r\\n28984,1346,49,Female,0,self_employed,621,2,2785,340,3387.91,3530.77,3529.13,3487.46,0.46,0.46,143.31,0.46,3525.84,3530.77,0\\r\\n28985,983,60,Male,1,self_employed,1096,3,1557,21,1313.25,1360.17,1471.93,133.21,66.2,214.77,75.06,660.66,1340.88,1654.79,0\\r\\n28986,5052,57,Male,0,self_employed,762,2,195,61,2465.5,2465.5,2420.95,2463.64,0.67,0.67,0.67,0.67,2465.5,2465.5,0\\r\\n28988,4437,90,Male,0,self_employed,407,1,225,67,3890.56,4102.09,4188.83,5982.99,0.19,0.19,211.71,267.49,3991.47,4178.64,0\\r\\n28989,1162,71,Male,0,retired,531,2,153,49,738.58,4428.29,2459.52,1377.9,0.33,571.76,3884.26,28.9,1248,4203.41,0\\r\\n28990,775,60,Female,,self_employed,623,2,1554,146,1684.74,1684.74,1684.74,1664.33,0.11,0.11,0.11,0.11,1684.74,1684.74,0\\r\\n28991,1215,69,Female,0,self_employed,1096,3,43,31,1637.22,15644.36,5547.99,213.1,0.33,1428.9,14221.76,0.33,2120.22,14307.96,1\\r\\n28992,1560,66,Male,0,retired,146,3,3635,31,3330.37,1934.77,2367.82,1592.05,0.67,102.27,29.25,176.66,3284.72,1881.26,0\\r\\n28993,2197,64,Male,0,self_employed,905,2,634,,12736.61,12736.61,12736.61,1219.7,0.07,0.07,0.07,0.07,12736.61,12736.61,0\\r\\n28994,1700,70,Female,0,self_employed,15,2,888,80,265872.34,266218.71,269238.17,356090.29,0.53,0.53,0.53,0.53,265979.83,267324.7,0\\r\\n28995,390,45,Male,0,salaried,29,3,1491,19,712.7,2440.72,1777.74,797.55,0.88,0.27,878.84,143.13,1063.74,2445.5,0\\r\\n28996,2747,26,Male,0,student,452,2,637,7,5418.06,5148.55,5499.51,3945.04,12.81,0.39,1037.3,342.37,5847.66,5508.38,0\\r\\n28997,1220,90,Female,0,self_employed,855,3,2128,13,6041.64,5896.61,5795.02,5353.9,143.41,236.27,0.56,0.56,5966.7,5759.75,0\\r\\n28998,1239,42,Male,0,self_employed,38,2,1912,,8303.4,8303.4,8281.73,8181.04,0.53,0.53,0.53,0.53,8303.4,8303.4,0\\r\\n28999,768,53,Male,,self_employed,69,2,2945,264,4207.56,4207.56,4445.35,7550.66,0.59,0.59,0.59,429.16,4207.56,4359.63,0\\r\\n29000,1967,76,Female,0,retired,1540,1,57,179,1612.16,3042.75,2583.05,3010.87,0.63,0.63,1429.2,0.63,1663.66,3042.75,0\\r\\n29001,541,39,Female,,self_employed,995,2,2893,,3527.32,3741.61,3670.18,3863.43,0.46,0.46,214.74,0.46,3527.32,3741.61,0\\r\\n29002,3582,72,Male,0,self_employed,1020,2,200,20,836,1961.73,1864.87,4264.85,314.36,0.07,3297.23,265.79,2394.29,2073.25,0\\r\\n29003,3074,32,Male,0,salaried,491,2,440,114,16147.6,16301.89,16202.51,5420.52,0.23,0.23,140.23,0.23,16180.71,16315.71,0\\r\\n29004,926,53,Male,3,self_employed,1295,3,2448,9,3979.32,3014.56,1498.44,2099.79,4286.09,0.37,3765.64,2184.31,2619.64,912.35,0\\r\\n29005,1021,3,Male,0,student,1563,2,1271,,90.79,3747.93,4148.34,3306.03,0.1,0.1,7287.53,0.1,5094.79,3745.16,1\\r\\n29006,2668,59,Female,0,self_employed,1096,3,249,200,1486.96,1486.96,1486.96,1477.54,0.06,0.06,0.06,0.06,1486.96,1486.96,0\\r\\n29007,2831,17,Male,0,student,1096,3,292,259,2990.92,2990.92,2990.92,2975.73,0.56,0.56,0.56,0.56,2990.92,2990.92,0\\r\\n29008,1487,90,Female,0,self_employed,,3,749,81,6477.57,6477.57,6387.14,49.84,0.29,0.29,0.29,1030.04,6477.57,7341.23,1\\r\\n29009,691,30,Male,0,salaried,409,3,314,6,1833.83,2524.71,2529.4,3523.78,1700.29,0.29,2676.89,543.46,2051.29,2574.36,0\\r\\n29010,2070,68,Female,0,retired,1438,3,1239,191,3232.77,3232.77,3232.77,3220.75,0.69,0.69,0.69,0.69,3232.77,3232.77,0\\r\\n29011,229,56,Female,,self_employed,1525,3,38,7,3411.93,2005.94,1854.53,4157.43,1522.97,812.93,81.27,186.16,2573.99,1574.73,0\\r\\n29012,1853,60,Male,0,retired,931,3,1233,,3215.56,3215.56,3215.56,3195.19,0.4,0.4,0.4,0.4,3215.56,3215.56,0\\r\\n29013,6156,81,Female,1,retired,1020,2,19,11,2709.38,2569.27,2573.03,2691.65,245.13,264.84,510.91,690.47,2865.57,2307.65,0\\r\\n29014,1425,43,Female,0,self_employed,1220,3,1994,0,13900.64,20822.17,19532.62,2590.94,1786.23,2929.09,8350.61,5457.76,14094.49,22004.52,1\\r\\n29015,443,40,Male,,salaried,456,2,1071,26,3338.36,9052.64,6130.88,5507.63,1428.73,2857.3,7143.01,0.16,4619.15,8223.15,0\\r\\n29016,2065,58,Female,0,self_employed,1020,2,19,154,7321.25,7306.96,7308.11,9845.13,0.49,0.49,0.49,0.49,7310.41,7306.96,0\\r\\n29017,4162,62,Male,0,salaried,583,3,345,21,13119.08,13504.79,13562.02,12292.07,43.37,0.51,571.94,71.94,13458.49,13555.48,0\\r\\n29018,1304,39,Male,0,self_employed,15,3,49,47,185.12,256.67,1643.17,3930.9,0.43,1286.14,36.14,2236.16,218.37,831.29,1\\r\\n29019,1617,5,Female,0,student,334,2,10,,1671.4,1642.83,1631.99,1537.12,0.1,0.1,0.1,0.1,1660.07,1632.23,0\\r\\n29021,2753,72,Male,0,self_employed,834,3,428,166,1915.61,2097.53,2267.78,3613,0.3,0.3,143.16,0.3,2047.73,2115.51,1\\r\\n29022,1045,34,Male,0,salaried,1589,3,416,61,5659.01,5016.44,5323.87,6189.94,0.39,0.39,308.59,1919.1,3497.61,5746.23,0\\r\\n29023,6515,50,Male,0,self_employed,1020,2,15,39,2273.94,2204.43,2659.34,7118.99,0.46,11634.46,249.67,2353.42,2135.22,1993.42,0\\r\\n29024,548,48,Male,1,self_employed,854,3,3776,17,9007.69,10538.93,12807.01,11090.97,14.41,0.13,1859.9,3114.61,9573.93,11963.74,1\\r\\n29025,2801,52,Male,0,self_employed,1582,2,857,87,4160.46,4174.74,4301.61,4467.42,0.46,0.46,0.46,0.46,4174.25,4187.64,0\\r\\n29026,5941,74,Male,1,self_employed,,2,1214,7,2695.63,3128.54,3178.58,2938.96,141.08,0.67,238.99,481.83,2807.56,3265.49,0\\r\\n29027,2656,40,Male,0,self_employed,15,2,971,21,1013.73,1284.43,1567.49,565.72,515.48,5316.9,786.19,5315.82,1465.87,1965.77,1\\r\\n29028,522,54,Female,,self_employed,572,2,189,63,4811.76,14811.76,12241.2,12616.2,0.37,0.37,0.37,0.37,9196,14811.76,1\\r\\n29029,2102,48,Male,0,salaried,623,2,364,,5344.5,5339.93,5340.67,5498.28,0.03,0.03,0.03,0.03,5342.14,5339.93,0\\r\\n29031,3069,24,Female,0,student,407,2,225,118,1585.76,2064.8,5855.4,7048.2,0.36,0.36,479.4,7221.6,1620.1,6656.9,1\\r\\n29032,1333,61,Male,0,self_employed,146,2,140,60,1321.41,2035.7,1878.51,1563.91,0.03,0.03,714.31,0.03,2011.06,2035.7,0\\r\\n29033,3219,73,Male,3,self_employed,1096,1,483,26,18976.17,11047.12,11188.2,5113.63,6404.29,6405.61,911.39,705.51,17830.62,9378.06,1\\r\\n29034,3441,44,Male,2,self_employed,1494,2,3106,41,239.04,812.92,2204.23,4291.01,0.46,616.17,714.74,7663.31,324.81,4294.99,0\\r\\n29035,203,61,Female,,self_employed,977,2,813,38,3676.24,3676.24,1642,2454.94,0.6,3638.77,0.6,0.6,3676.24,1211.68,0\\r\\n29036,2545,78,Male,0,self_employed,905,1,1320,60,14962.01,14959.5,14932.53,14844.99,0.01,0.01,0.01,0.01,14960.45,14959.5,0\\r\\n29037,2095,66,Male,0,self_employed,,3,1595,,1373.42,1387.71,2683.35,2623.2,0.6,0.6,0.6,14.89,1379.83,4053.13,0\\r\\n29038,1709,49,Female,0,self_employed,15,2,383,,3458.55,3458.55,3458.55,3436.64,0.49,0.49,0.49,0.49,3458.55,3458.55,0\\r\\n29039,4540,47,Male,0,salaried,1598,3,220,6,5359.14,4473.43,4381.66,3672.14,886.16,286.16,0.44,0.44,4741.9,4344.4,0\\r\\n29040,1556,70,Male,0,self_employed,1540,2,1536,132,207.5,207.5,1881.85,3113.17,0.07,0.07,0.07,1428.64,207.5,1313.49,1\\r\\n29041,857,32,Male,0,self_employed,1033,3,2726,5,3709.32,3182.23,3212.52,3106.38,527.77,0.69,0.69,0.69,3273.11,3182.23,1\\r\\n29042,1933,61,Female,0,self_employed,1034,2,1272,68,5680.92,5680.92,5827.35,7064.86,0.21,0.21,0.21,0.21,5680.92,5680.92,0\\r\\n29043,2979,71,Male,0,retired,1525,3,814,73,1157.17,1157.17,1982.1,1129.02,0.07,0.07,0.07,2857.21,1157.17,2309.24,0\\r\\n29044,5581,55,Male,0,salaried,623,3,45,122,5066.28,4773.43,4722.23,3979.02,0.34,0.34,357.49,0.34,4783.52,4731.92,0\\r\\n29045,2718,37,Male,2,self_employed,1020,3,60,61,1666.75,2081.35,1699.94,1103.35,0.63,0.63,400.94,498.64,1818.7,2170.45,0\\r\\n29046,2403,48,Male,2,self_employed,921,2,3019,48,3095.26,3095.26,3082.35,3047.56,0.47,29.04,0.47,0.47,3095.26,3085.12,0\\r\\n29047,438,35,Male,,self_employed,409,2,1236,18,4505.65,4435.18,4458.06,4259.48,99.13,114.37,28.66,71.51,4493.69,4449.92,0\\r\\n29048,2639,43,Male,0,self_employed,485,2,510,25,17060.72,18563.57,17762.82,16155.78,540.49,1855.49,2014.77,1217.83,17405.35,17899.54,0\\r\\n29049,2080,22,Female,0,student,1494,2,67,91,2469.54,2873.84,3068.35,3599.47,0.44,0.44,799.34,397.83,2732.02,3080.72,0\\r\\n29050,1142,35,Male,0,self_employed,146,3,2710,14,2319.75,1642.58,2140.45,990.36,1672.03,43.46,3619.9,1759.71,2189.71,2037.01,0\\r\\n29051,1465,67,Female,0,self_employed,1537,3,1302,60,2714.88,2714.88,2218.09,221.03,0.1,0.1,0.1,3571.53,2714.88,3521.33,0\\r\\n29052,3082,44,Male,0,salaried,834,3,334,5,12115.39,95.48,3980.73,3646.01,30621.2,10307.36,20029.86,11309.78,4814.06,1642.63,1\\r\\n29053,1344,37,Male,0,self_employed,241,3,1257,35,26656.13,26656.13,26484.23,24729.86,0.44,286.16,0.44,0.44,26656.13,26432.68,0\\r\\n29054,4426,39,Male,0,self_employed,1020,2,47,54,107.2,1112.36,2432.6,142.73,0.69,39.11,0.69,294.97,179.6,6979.26,1\\r\\n29055,1855,51,Female,0,self_employed,834,2,1130,6,4610.36,4202.63,4215.62,2851.82,741.74,170.31,265.17,1.43,4358.78,4188.41,0\\r\\n29056,934,72,Male,0,self_employed,711,2,2922,70,229.29,226.7,2105.34,-865.72,0.57,0.57,0.57,11669.3,227.32,1802.98,0\\r\\n29057,2670,65,Female,0,self_employed,526,2,421,20,3908.83,3238.99,3589.61,3782.35,670.54,0.7,0.7,500.7,3724.05,3448.67,0\\r\\n29058,384,46,Female,0,self_employed,834,2,1231,109,1940.94,1940.94,1940.94,1424.95,0.19,0.19,0.19,0.19,1940.94,1940.94,0\\r\\n29059,2099,35,Male,0,self_employed,579,2,192,58,10909.46,10909.46,9419.45,3379.36,0.51,7143.37,0.51,2143.37,10909.46,11439.41,0\\r\\n29060,1195,26,Female,0,student,649,2,54,19,4956.25,10099.11,4733.84,1519.25,2000.54,7143.4,7143.4,0.54,7828.17,3417.08,0\\r\\n29061,411,33,Female,,self_employed,1096,2,327,214,5324.36,5577.71,5478.44,6038.95,0.46,0.46,868.09,0.46,5243.51,5503.97,0\\r\\n29062,2312,36,Female,0,self_employed,146,2,514,14,1496.45,1547.59,1611.06,993.14,43.11,0.26,0.26,0.26,1549.92,1550.78,0\\r\\n29063,2194,46,Female,0,self_employed,834,1,174,,7950.45,7950.45,7950.45,7900.09,0.61,0.61,0.61,0.61,7950.45,7950.45,0\\r\\n29064,1418,42,Male,0,self_employed,891,3,735,193,34238.11,33726.99,33681.5,32171.57,0.51,0.51,0.51,0.51,34167.61,33677.52,0\\r\\n29065,1227,51,Male,0,salaried,904,2,594,13,11676.33,11742.43,11816.96,8278.19,186.29,0.57,0.57,0.57,11652.02,11823.66,0\\r\\n29066,3294,60,Female,0,self_employed,1181,2,477,129,1785.54,1785.45,1785.47,1747.5,0.16,0.16,0.16,0.16,1785.5,1785.45,0\\r\\n29067,481,26,Female,,self_employed,905,2,259,157,8752.19,8752.19,8752.19,6464.3,0.64,0.64,0.64,0.64,8752.19,8752.19,1\\r\\n29068,1242,41,Female,0,self_employed,38,2,2263,4,6521.28,5949.86,5982.7,5444.53,571.99,0.56,0.56,0.56,6048.38,5949.86,0\\r\\n29069,578,40,Female,0,self_employed,602,3,851,229,72461.98,1031.01,6759.21,813.67,0.24,0.24,0.24,0.24,18273.05,1030.2,0\\r\\n29070,1981,63,Female,0,retired,1020,3,212,13,1619.7,1600.39,1896.92,3188.42,5733.83,121.21,5714.51,0.23,2299.37,1600.39,0\\r\\n29071,1404,26,Female,0,self_employed,1294,2,2728,,3723.02,3805.44,3848.96,4037.15,0.26,0.26,0.26,0.26,3777.02,3849.22,0\\r\\n29072,1216,28,Female,,self_employed,656,3,2884,3,1543.33,1777.24,1698.5,1552.88,623.44,214.5,857.36,0.21,1833.65,1698.9,0\\r\\n29074,2975,44,Female,0,self_employed,1020,2,424,5,3818.42,3405.25,3929.68,7401.59,717.51,721.8,101.84,5.19,3459.36,3257.68,0\\r\\n29075,1004,21,Female,0,student,1020,2,80,68,1930.64,1134.74,1441.52,2325.79,0.57,0.57,0.57,0.57,1820.86,1134.74,0\\r\\n29076,3410,50,Female,0,self_employed,726,2,320,117,7723.82,3380.96,4498.39,4977.89,0.54,0.54,0.54,0.54,5627.27,3380.96,0\\r\\n29077,1816,47,Female,0,self_employed,1461,3,822,13,9849.86,9406.29,9167.32,7817.09,443.91,443.91,0.34,0.34,9605.13,9191.66,0\\r\\n29078,205,26,Male,2,self_employed,146,2,1751,19,96.73,1040.72,4112.25,991.16,6071.8,2146.95,1693.1,41355.07,167.47,188.51,1\\r\\n29079,2252,42,Male,2,self_employed,15,2,306,132,18217.08,18245.66,16784.2,12292.59,0.67,0.67,0.67,0.67,18230.88,17152.57,0\\r\\n29080,5530,50,Male,2,self_employed,575,3,1203,6,1626.43,2568.15,2374.31,2355.77,7336.34,0.17,8923.14,159.35,1752.53,2639.42,0\\r\\n29081,1687,47,Female,0,salaried,628,3,1999,,1862.31,1862.31,1862.31,1851.32,0.23,0.23,0.23,0.23,1862.31,1862.31,0\\r\\n29082,2459,10,Female,0,self_employed,623,2,81,73,2040.35,2076.07,1709.76,505.39,0.16,0.16,0.16,0.16,2040.35,2076.07,0\\r\\n29083,5087,69,Female,0,self_employed,334,3,10,311,4451.8,4451.8,4471.99,4496.67,0.37,0.37,0.37,0.37,4451.8,4451.8,0\\r\\n29084,2794,26,Female,0,student,687,2,453,63,3183.33,3183.33,3462.48,3856.95,0.37,0.37,0.37,0.37,3183.33,3185.33,0\\r\\n29085,1329,37,Male,0,salaried,1020,3,831,6,684.86,690.58,1617.83,2115.67,714.77,0.49,714.77,1439.06,689.6,2034.73,1\\r\\n29086,3048,41,Female,0,self_employed,334,2,676,23,6015.14,5843.71,6695.6,5961.47,171.46,314.31,0.03,1602.87,5973.76,7131.9,0\\r\\n29087,2498,52,Male,0,salaried,1020,2,227,,7307.48,7307.48,7307.48,7259.24,0.3,0.3,0.3,0.3,7307.48,7307.48,0\\r\\n29088,1237,63,Male,0,self_employed,1020,2,1473,54,1272.4,1287.82,1627.04,569.41,0.37,143.23,0.37,143.23,1282.43,1297.04,0\\r\\n29089,2748,33,Male,0,salaried,1181,1,235,58,2876.62,2876.62,2077.85,19.35,0.17,1428.74,0.17,0.17,2876.62,2830.54,0\\r\\n29090,1035,90,,,self_employed,1123,3,2228,168,3122.61,3122.61,3122.61,6618.8,0.66,0.66,0.66,0.66,3122.61,3122.61,0\\r\\n29091,860,38,Male,0,salaried,1232,3,794,69,6150.94,2157.79,2615.52,1941.99,0.13,0.13,1888.06,1306.1,4975.71,2410.17,0\\r\\n29092,4540,44,Female,1,self_employed,1388,1,42,11,2750.8,3230.36,3248.06,2922.43,0.88,0.27,465.54,107.15,3020.1,3247.21,0\\r\\n29093,4324,30,Male,0,self_employed,834,3,277,202,2064.37,2064.37,1851.68,1456.95,0.49,0.49,0.49,69.44,2064.37,1865.41,0\\r\\n29094,2090,48,Female,1,salaried,1232,3,148,131,3062.75,3062.75,3062.75,2586.48,0.61,0.61,0.61,0.61,3062.75,3062.75,1\\r\\n29096,5775,38,Male,2,self_employed,1096,2,11,,4542.36,3838.95,4009.84,3830.99,0.34,0.34,714.63,0.34,4314.28,3851.4,0\\r\\n29097,6190,52,Male,2,self_employed,1020,3,501,94,937.01,1172.64,1451.61,1742.81,0.64,0.64,325.04,470.43,1184.37,1429.69,1\\r\\n29098,2267,58,Male,0,salaried,1096,2,1220,,12816.89,12884.55,13051.81,13250.33,0.06,0.06,67.71,285.77,12842.55,13142.61,0\\r\\n29100,2730,41,Female,0,self_employed,1096,3,578,3,6901.02,1654.36,1709.43,2843.96,5844.98,0.01,805,0.01,1429.13,1719.42,0\\r\\n29101,1155,43,Female,0,self_employed,1584,2,1903,290,23129.4,23129.4,25748.82,30108.76,0.59,0.59,0.59,6463.99,23129.4,24524.25,1\\r\\n29102,765,38,Female,0,salaried,146,3,2565,17,1880.53,589.85,2983.55,8318.68,8954.53,0.27,10520.83,269.04,3048.57,2021.62,0\\r\\n29103,2826,33,Female,0,self_employed,1326,2,657,146,4961.73,4961.73,4961.73,4784.57,0.19,0.19,0.19,0.19,4961.73,4961.73,0\\r\\n29104,2733,74,Male,0,self_employed,487,3,868,60,2035.61,2035.61,1828.24,1386.53,0.07,0.07,0.07,0.07,2035.61,2035.61,0\\r\\n29105,2641,68,Male,0,retired,1232,2,882,68,394.49,350.31,12409.52,4730.64,0.54,0.54,192.08,8863.24,401.15,18095.41,1\\r\\n29106,5298,57,Female,0,self_employed,1020,1,118,14,1976.62,1389.31,3872.62,9161.67,3250.19,0.03,3073.7,714.31,1798.24,1209.81,0\\r\\n29107,4888,80,Male,0,retired,575,2,1264,14,37392.22,36080.39,35596.37,34860.85,1494.57,1494.57,1119.86,2673.6,36704.09,35254.34,0\\r\\n29108,1193,38,Male,1,salaried,1540,3,670,105,3113.4,2850.48,2735.26,2529.08,0.06,0.06,284.59,284.59,2842.66,2583.14,0\\r\\n29109,5112,27,Female,0,self_employed,834,2,469,31,9797.91,10986.64,12121.25,21142.46,0.37,428.94,1143.23,2433.23,10894.31,12200.47,0\\r\\n29110,5106,35,Male,0,self_employed,1020,2,143,5,3172.73,3571.08,4576.98,7442.96,759.01,657.7,792.54,436.38,3480.95,3658.84,0\\r\\n29112,4792,61,Male,0,salaried,146,2,157,94,7336.51,9388.43,9799.96,4798.76,0.59,0.59,1762.59,1293.07,8077.78,9868.54,0\\r\\n29113,7014,73,Female,0,self_employed,1096,2,92,6,1279.91,1502.05,1891.24,2125.26,107.56,0.41,286.13,428.99,1319.39,1773.94,0\\r\\n29114,1320,47,Male,0,self_employed,879,3,2432,149,8003.22,8003.22,8003.22,7874.18,0.1,0.1,0.1,0.1,8003.22,8003.22,0\\r\\n29115,3967,45,Male,2,self_employed,623,3,416,24,1060.94,1790.21,1457.42,957.86,285.93,0.21,764.09,238.54,1396.72,1915.3,1\\r\\n29116,742,64,Male,0,self_employed,407,2,1399,98,6306.85,6306.85,6306.85,5623.37,0.24,0.24,0.24,0.24,6306.85,6306.85,0\\r\\n29117,1776,56,Female,0,self_employed,1232,3,148,21,5272.48,4813.19,2783.2,2477.49,434.76,6468.34,0.47,3743.36,5138.88,2702.87,0\\r\\n29118,1426,52,Male,0,self_employed,1271,2,1696,,1894.03,1894.03,1894.03,1882.03,0.63,0.63,0.63,0.63,1894.03,1894.03,0\\r\\n29119,1517,36,Female,0,self_employed,146,2,133,0,4557.36,4159.95,4098.64,2233.08,397.9,1859.43,0.47,1571.9,4173.65,4713.66,1\\r\\n29120,842,32,Male,0,self_employed,6,2,3036,342,3098.06,3098.06,3098.06,3066.4,0.1,0.1,0.1,0.1,3098.06,3098.06,0\\r\\n29122,1756,73,Female,0,self_employed,996,2,1834,,1800.28,1800.28,1800.28,1795.64,0.16,0.16,0.16,0.16,1800.28,1800.28,0\\r\\n29123,460,27,Male,0,salaried,690,3,1312,20,2447.28,2354.34,2321.02,1466.8,286.19,871.9,143.33,143.33,2499.99,2136.83,0\\r\\n29124,363,52,Male,,self_employed,494,2,3210,306,1557.93,1557.93,1636.27,6393.7,0.34,0.34,0.34,286.06,1557.93,1650.1,0\\r\\n29125,1413,77,Male,0,retired,969,3,2430,0,12914.96,9772.1,9870.62,9655.3,3143.5,0.64,0.64,0.64,10067.67,9772.1,0\\r\\n29126,2235,30,Male,0,salaried,146,3,312,54,4124.52,3615.54,3795.08,4782.57,0.3,21.73,2348.46,1022.1,2974.99,2852.85,0\\r\\n29127,1082,44,Female,0,self_employed,229,2,2297,,648.61,8791.47,4255.74,2959.73,0.03,0.03,8142.89,6009.83,4688.02,5261.79,1\\r\\n29128,3489,51,Male,0,salaried,1540,3,1287,263,3003.61,3000.04,3008.68,2994.62,0.21,0.21,0.21,0.21,3002.75,2999.26,1\\r\\n29129,1584,31,Female,1,self_employed,409,2,1442,7,367.52,312.73,5050.2,10133.61,1828.76,1400.19,1773.97,1439.79,472.52,260.93,1\\r\\n29130,1946,31,Male,0,salaried,623,1,42,21,1095.12,937.58,2929.03,10033.29,157.57,543.64,27.18,30.29,1055.8,615.12,1\\r\\n29131,3604,46,Male,0,self_employed,617,3,1089,13,8645.9,5296.24,5996.21,15704.79,3571.69,198.04,0.26,215.76,6935.88,5358.98,0\\r\\n29132,907,28,Male,0,salaried,,3,131,13,4709.31,3871.84,3651.85,2451.2,1323.62,1385.9,704.51,1418.07,4461.01,3735.74,0\\r\\n29133,544,6,Female,0,student,1111,3,3112,241,3533.33,3533.33,3533.33,3512.94,0.7,0.7,0.7,0.7,3533.33,3533.33,0\\r\\n29134,2771,38,Male,2,self_employed,1096,3,586,25,17533.42,16716.6,15994.04,11602.71,1287.82,3858.22,399.89,2019.56,17493.65,17465.18,1\\r\\n29135,791,72,Male,,retired,575,3,3814,8,12051.6,39240.86,23635.05,28148.03,12977.27,7384.35,100166.53,55.7,21238.98,34122.31,0\\r\\n29136,3993,30,Male,0,self_employed,1020,2,410,35,7419.98,2218.81,6352.38,7497.81,0.34,17781.79,524.87,24320.77,3294.91,4038.02,1\\r\\n29139,1853,48,Female,0,salaried,1020,3,591,23,7336.32,222.05,2920.21,1344.8,7143.46,140.6,29.17,14.89,5624.01,244.29,0\\r\\n29140,228,64,Male,0,self_employed,334,1,10,5,8451.09,15276.99,14218.98,15300.19,7263.48,79031.8,14089.39,73496.44,2779.66,27765.01,1\\r\\n29141,1909,50,Female,0,self_employed,634,2,1643,,11733.45,12019.16,11973.18,20205.1,0.46,0.46,571.89,0.46,11881.23,12019.16,1\\r\\n29142,4752,32,Male,0,salaried,834,2,382,23,5913.39,4960.22,8667.19,5939.97,20436.7,1150.99,19481.21,817.43,13874.71,5173.28,1\\r\\n29143,2376,60,Female,0,self_employed,334,2,166,74,10496.91,10496.91,10444.68,10146.51,0.47,0.47,0.47,0.47,10496.91,10496.91,0\\r\\n29144,1454,24,Male,0,student,1150,3,673,9,413.67,12.81,4470.77,423.61,143.01,0.16,0.16,11571.59,105.6,4118.8,0\\r\\n29145,3230,76,Male,0,retired,1232,2,825,121,4580.72,4580.72,4586.69,4222.15,0.54,0.54,0.54,0.54,4580.72,4580.72,1\\r\\n29146,2370,58,Male,3,salaried,146,3,1604,3,1587.1,1573.63,1574.25,1496.52,13.9,0.43,0.43,0.43,1575.49,1573.63,0\\r\\n29148,388,90,,,self_employed,514,1,190,53,28762.6,0.89,8801.71,4964.61,0.27,1.7,6952.84,2179.81,23803.68,422.46,0\\r\\n29149,4916,63,Male,0,salaried,1020,3,1,89,6843.99,7872.83,8731.44,3122.77,0.43,0.43,1107.57,2029,7423.92,8748.78,0\\r\\n29150,1474,28,Male,0,salaried,146,2,1757,41,3368.46,3504.56,2927.18,2928.58,0.26,1093.87,83.17,23.42,3417.09,2877.17,0\\r\\n29151,2900,90,Male,0,self_employed,146,2,509,326,2821.93,2813.64,2806.63,2702.66,0.17,0.17,0.17,0.17,2817.81,2803.91,0\\r\\n29152,5836,74,Male,0,self_employed,1020,1,2,56,9145.96,9377.61,7298.32,1937.57,0.04,50000.04,233.52,43043.06,9320.69,9989.46,1\\r\\n29153,1773,69,Male,0,retired,1271,3,1697,336,3610.66,3682.08,3681.26,3658.76,0.34,0.34,71.77,0.34,3679.62,3682.08,0\\r\\n29154,2080,52,Male,0,self_employed,146,1,41,21,1119.64,406.78,2263.1,3031.86,713.13,713.13,0.27,3571.7,947.57,3075.21,0\\r\\n29155,1538,40,Female,0,salaried,409,3,2072,23,16954.17,16854.17,16539.4,13851.63,857.26,857.26,757.26,0.11,17402.94,16494.72,0\\r\\n29156,427,59,Male,0,self_employed,579,2,1468,17,1805.63,1161.43,3037.42,5434.7,1285.73,642.87,642.87,0.01,1495.62,1031.86,1\\r\\n29157,6174,48,Male,0,self_employed,664,3,3,14,10669.85,6075.5,5628.46,4551.05,3125.8,5130.17,0.57,73.56,8664.2,5026.06,0\\r\\n29158,3068,48,Male,0,salaried,1020,3,357,1,7646.1,7264.99,7242.53,6523,83.4,8001.43,98.29,5939.72,7154.82,9503.45,0\\r\\n29160,2132,31,Male,0,self_employed,15,1,6,7,3600.98,16380.78,20420.26,6717.38,1.96,21340.87,13117.56,32555.74,9385.61,22020.9,1\\r\\n29161,4486,66,Male,0,retired,,3,129,,4352.63,4368.43,4178.8,3167.92,0.47,0.47,0.47,0.47,4365.34,4223.42,0\\r\\n29162,446,49,Male,4,self_employed,856,2,1498,89,3910.45,6968.44,5393.94,8355.3,0.46,0.46,5731.66,3886.77,4978.77,6400.1,1\\r\\n29163,869,21,Female,0,student,1096,2,363,,1800.15,1800.15,1800.15,1788.74,0.03,0.03,0.03,0.03,1800.15,1800.15,0\\r\\n29164,4151,62,Male,2,self_employed,334,2,390,4,4535.17,4172.44,4188.58,3882.08,1057.29,242.97,697.13,284.99,4536.33,4156.79,0\\r\\n29165,1105,26,Male,2,salaried,1546,2,58,7,6227.14,6588.28,5937.51,4151.07,52.81,1478.68,722.99,676.49,6538.61,5786.53,0\\r\\n29166,272,70,Female,,self_employed,575,1,3558,14,30073.77,44353.77,46978.65,82744.03,20.34,17.49,14300.34,7143.2,35979.39,47575.71,1\\r\\n29167,4204,74,Female,0,retired,1232,3,149,87,3770.5,3444.03,3993.1,9752.46,0.36,0.36,71.79,1500.36,3715.98,3768.92,0\\r\\n29168,919,43,Male,0,self_employed,575,3,1098,54,837.86,22380.97,3006,613.15,0.59,1.3,92972.27,28.55,6057.22,2343.42,1\\r\\n29169,2169,44,Male,0,salaried,1608,3,913,,3019.83,2767.98,2822.32,2433.71,0.04,0.04,33.9,36.82,3021,2769.16,0\\r\\n29170,2749,38,Female,0,self_employed,1020,2,212,95,22734.52,22734.52,22734.52,22523.02,0.3,0.3,0.3,0.3,22734.52,22734.52,0\\r\\n29171,2154,24,Female,0,student,334,1,82,,2680.71,2680.71,2680.71,3349.73,0.1,0.1,0.1,0.1,2680.71,2680.71,0\\r\\n29172,1771,59,Male,2,self_employed,95,2,324,237,26863.96,353.25,8293.77,379.4,0.5,0.5,0.5,0.5,24133.79,366.61,1\\r\\n29173,4895,53,Female,0,self_employed,514,3,69,0,2929.27,2916.62,2603.06,2332.28,25.93,2.44,0.63,0.63,2917.06,2547.19,0\\r\\n29175,1592,57,Male,0,salaried,1366,2,2345,,9218.55,9218.55,9218.55,8783.35,0.3,0.3,0.3,0.3,9218.55,9218.55,0\\r\\n29176,1342,63,Male,1,self_employed,1020,1,143,49,1430.46,1845.61,3538.44,6411.38,0.11,1000.11,415.27,4411.06,1548.59,3488.19,0\\r\\n29177,1624,32,Female,0,self_employed,1096,2,1343,258,9324.54,9324.54,9368.85,9427.09,0.54,0.54,0.54,17.67,9324.54,9375.39,0\\r\\n29178,2865,44,Female,0,salaried,427,2,244,,2306.54,2320.83,2357.36,2377.05,0.49,0.49,0.49,71.91,2319.84,2360,0\\r\\n29179,1694,29,Female,0,salaried,15,1,6,144,3615.46,3218.79,3148.8,-4835.19,0.53,0.53,5.53,0.53,3336.06,3138.97,1\\r\\n29180,4555,86,Male,0,retired,1232,2,103,3,7503.56,1421.37,2286.55,1977.64,7363.9,449.16,1074.43,2318.95,2317.91,2609.58,0\\r\\n29181,1322,23,Male,0,student,409,2,134,4,2688.64,3658.15,4034.25,3358.94,2.15,642.21,1235.22,1642,3441.72,4837.18,0\\r\\n29182,625,40,Male,2,self_employed,146,2,1993,5,1426.94,3522.63,4139.1,11624.55,605.1,1920.1,3557.93,4812.27,2073.73,3327.93,1\\r\\n29183,1675,30,Male,1,self_employed,768,2,808,25,5131.57,4560.14,4290.32,2841.31,572.09,286.37,0.66,0.66,5052.75,4449.54,0\\r\\n29184,1501,31,Male,0,salaried,1096,2,886,37,1303.42,1843.42,1496.75,974.92,0.06,1861.3,2340.06,4271.69,1193.67,1276.66,0\\r\\n29185,5505,64,Female,0,self_employed,1020,1,5,3,2282.68,1158.03,3155.87,5776.74,25870.32,7667.1,10242.49,12030.37,2542.92,1743.18,0\\r\\n29186,1798,64,Male,0,self_employed,162,2,1887,10,7098.56,527.13,1735.8,231.41,6571.67,21430.24,0.24,0.24,2793.14,1726.63,0\\r\\n29187,6125,86,Male,0,retired,1096,2,26,68,14255.44,14255.44,13346.38,10210.57,0.41,0.41,0.41,0.41,14255.44,14255.44,0\\r\\n29188,1127,34,Male,0,salaried,1315,2,1977,21,7057.79,7040.3,7118.75,7127.88,0.75,0.34,305.48,45.53,7191.13,7061.94,0\\r\\n29189,269,35,Male,,,1020,3,666,18,348.4,8162.56,5676.93,5579.05,757.46,3251.61,8571.61,1428.76,4849.35,7485.51,1\\r\\n29190,5915,48,Male,0,self_employed,1540,2,57,114,727.74,1034.64,3590.85,32606.16,0.33,0.33,360.56,469.67,915.72,1382.29,1\\r\\n29191,1241,22,Male,0,student,334,3,1284,12,3272.37,3243.8,3247.74,3223.25,28.91,0.34,0.34,0.34,3255.62,3243.8,0\\r\\n29192,3514,76,Female,0,self_employed,1096,3,43,10,3544.05,5502.76,3406.58,2875.69,5.47,0.13,2543.24,191.2,4505.82,5156.32,1\\r\\n29193,1189,64,Female,0,salaried,409,2,89,,3536.5,3536.5,3479.76,3474.19,0.21,0.21,0.21,0.21,3469.5,3477.51,1\\r\\n29194,1615,23,Male,0,salaried,665,3,569,5,2959.4,3240.17,3027.9,3504.8,382.91,1201.74,743.71,681.79,3067.59,3177.55,0\\r\\n29195,2012,38,Female,0,self_employed,1294,3,150,60,582.37,2994.82,2310.76,691.64,0.26,0.26,1948.43,1230.26,1653.79,3857.31,0\\r\\n29196,1328,78,Male,0,retired,1111,2,1292,28,1996.95,1992.66,2554.3,3605.69,4.94,4.94,0.66,98.54,1996.95,2058.97,0\\r\\n29197,2079,20,Female,0,student,1232,2,837,221,3417.24,3245.81,3191.21,2671.85,0.37,0.37,0.37,0.37,3364.03,3184.98,0\\r\\n29198,2845,54,Male,0,self_employed,180,2,187,118,5347.59,1059.27,1647.21,1768.46,0.14,0.14,20000.14,0.14,2833.57,1056.34,0\\r\\n29199,1937,34,Female,0,self_employed,409,2,293,33,2344.54,2882.04,2879.81,4107.48,0.6,714.89,0.6,714.89,2806.67,3198.17,0\\r\\n29200,459,32,Male,0,self_employed,409,2,1666,11,7007.83,7013.4,6652.06,7741.47,0.36,0.36,2177.17,2735.51,6947.58,6405.01,0\\r\\n29201,1241,45,Female,1,salaried,1020,2,212,,1268.74,983.02,2966.04,1463.92,0.47,0.47,0.47,3171.01,1189.92,2819.13,1\\r\\n29202,279,58,Female,,retired,1424,3,2348,21,4915.16,4886.59,4199.34,924.26,443.1,0.24,614.53,71.67,4893.97,4935.89,1\\r\\n29203,5175,60,Female,0,self_employed,51,3,131,63,2318.14,2318.14,2313.99,2289.26,0.01,0.01,0.01,0.01,2318.14,2318.14,0\\r\\n29205,182,90,,,self_employed,1020,2,1573,80,722.29,72150.86,57372.33,50593.82,0.7,0.7,71429.27,0.7,27815.88,72150.86,1\\r\\n29206,5180,65,Female,0,self_employed,146,1,140,24,43616.01,38803.57,34647,24343.13,413.93,733.33,37.2,4286.9,39898.91,35288.68,0\\r\\n29207,2105,28,Male,0,student,1294,2,1470,54,1428.79,1428.79,1655.11,1448.77,0.21,3968.17,0.21,0.21,1428.79,2078.28,0\\r\\n29208,2232,25,Female,0,student,834,1,174,174,4231.6,4463.6,4532.14,4511.82,0.33,0.33,0.33,0.33,4311.6,4608.77,0\\r\\n29209,633,40,Male,,self_employed,1643,3,3619,104,5084.88,5756.31,5684.89,7093.59,0.06,0.06,714.34,0.06,5171.09,5730.04,0\\r\\n29210,3469,55,Male,2,self_employed,1096,3,439,41,2040.23,2040.23,2244.03,2896.26,0.59,132.01,0.59,0.59,2040.23,1963.92,0\\r\\n29211,2775,38,Male,2,self_employed,575,1,176,19,10861.64,160847.99,112080.65,35786.1,1443.19,1386.04,158571.76,2580.33,63542.9,158048.34,0\\r\\n29212,1752,58,Male,0,self_employed,334,2,795,,6239.16,6239.16,6239.16,6201.92,0.03,0.03,0.03,0.03,6239.16,6239.16,0\\r\\n29213,4513,60,Male,3,salaried,15,1,48,12,2824.9,523.31,1560.76,2062.37,16704.77,2647.23,14701.35,1781.35,2111.53,1226,0\\r\\n29214,5684,44,Male,0,self_employed,241,2,19,6,7346.84,2198.69,1813.3,3289.31,1414.4,850.11,3923.4,1135.24,1395.86,1949.04,0\\r\\n29215,4036,38,Male,0,salaried,1327,1,1435,126,5990.79,15958.42,14293.33,13949.71,0.14,0.14,9953.48,1114.57,8219.34,16208.26,1\\r\\n29216,4618,48,Male,2,self_employed,617,2,229,60,1595.46,1595.2,1588.44,1523.26,0.33,0.33,0.33,0.33,1597.38,1590.71,0\\r\\n29217,6309,66,Male,1,self_employed,1020,2,13,19,4081.82,3758.67,6407.83,11703.89,377.64,377.64,0.5,18930.47,4517.56,6882.53,0\\r\\n29218,682,61,Male,,self_employed,1259,3,1735,,3252.4,3966.69,3794.27,3939.13,0.19,0.19,714.47,0.19,3449.44,3966.69,0\\r\\n29219,1598,54,Female,2,self_employed,46,3,2049,3,1309.51,1843.75,1490.15,642.35,571.66,1143.09,4185.94,0.23,1659.53,1691.93,0\\r\\n29220,1678,61,Male,2,self_employed,623,2,1995,20,25622.55,28223.24,19549.13,14320.39,428.94,10644.47,3386.77,2216.19,26154,19585.29,0\\r\\n29221,2681,55,Male,0,salaried,1400,2,869,,3845.65,3845.65,3845.65,3821.41,0.39,0.39,0.39,0.39,3845.65,3845.65,0\\r\\n29222,1053,90,Male,0,self_employed,1096,2,3,103,1981.01,626.51,3773.91,1955.96,0.5,0.5,788.86,785.77,860.05,1092.38,1\\r\\n29223,998,42,Male,0,self_employed,1484,2,3030,9,6362.27,5881.93,6403.98,6410.92,357.71,0.57,0.57,1215.84,6072.83,6374.13,0\\r\\n29224,258,39,Male,,salaried,730,3,1851,0,5634.31,3059,3370.74,1764.96,4007.53,102.97,1407.64,375.8,3407.92,3159.24,0\\r\\n29225,1766,29,Male,0,salaried,834,3,1927,161,758.34,2186.91,1799.58,2011.07,0.67,0.67,1429.24,72.1,1004.65,2235.3,1\\r\\n29226,428,54,Female,,self_employed,178,2,1888,,14569.38,14569.38,14569.38,14478.98,0.47,0.47,0.47,0.47,14569.38,14569.38,0\\r\\n29227,4011,40,Male,2,salaried,834,2,515,0,8603.08,2632.23,1551.86,2563.75,7045.79,285.84,2611.24,2518.62,1578.42,1654.26,0\\r\\n29228,1867,18,Male,0,student,1540,2,57,346,11873.63,11873.63,11873.63,11798.42,0.67,0.67,0.67,0.67,11873.63,11873.63,0\\r\\n29229,1960,90,,0,self_employed,500,2,2783,6,10997.39,10997.39,10997.39,20432.8,2800.93,0.03,2800.93,0.03,10997.39,10997.39,0\\r\\n29230,2623,58,Male,0,salaried,1093,2,1060,12,14623.1,17318.44,12664.41,7648.44,714.33,8808.89,1298.24,0.04,15898.15,13583.84,0\\r\\n29231,2841,44,Male,1,salaried,334,1,1864,11,22935.65,48958.72,35023.68,72105.38,119.36,71297.97,1475.98,28663.64,23342.97,39564.1,0\\r\\n29232,2595,28,Male,0,student,1232,2,104,98,2392.58,2392.58,2394.73,2048.5,0.13,0.13,0.13,0.13,2392.58,2394.95,0\\r\\n29233,3243,55,Male,3,self_employed,,3,25,88,2860.79,2875.08,2885.55,3264.92,0.26,0.26,0.26,0.26,2863.75,2877.84,0\\r\\n29234,314,38,Male,0,self_employed,983,2,238,17,324.94,1231.99,1524.42,1804.16,132.83,137.94,1262.6,1235.33,608.4,1815.08,1\\r\\n29235,1128,40,Female,0,self_employed,334,2,124,,10052.35,10052.35,10052.35,9988.67,0.13,0.13,0.13,0.13,10052.35,10052.35,0\\r\\n29236,1040,47,Male,0,salaried,1096,3,551,48,2195.71,2671.41,2464.6,1880.56,0.59,857.73,3389.06,2656.99,2579.58,2568.51,0\\r\\n29237,2497,43,Male,0,self_employed,102,2,826,3,1709.76,1776.57,1825.74,5049.13,0.61,0.51,67.41,63,1748.63,1812.25,0\\r\\n29238,1632,39,Male,2,salaried,1525,3,544,3,304.41,533.78,2227.47,983.38,7158.19,2165.54,787.89,2531.53,5170.31,1130.68,1\\r\\n29239,3001,68,Male,0,self_employed,,3,587,0,18.33,383.27,1994.94,214.23,33229.13,7143.41,33557.7,5286.27,659.55,582.46,1\\r\\n29240,1994,52,Female,0,self_employed,1437,3,1063,,2946.03,2954.21,3182.43,4620.42,0.37,0.37,0.37,0.37,2946.32,2954.21,0\\r\\n29241,5242,45,Female,0,self_employed,1020,2,2,89,791.56,791.56,4830.02,8069.28,0.09,0.09,59.24,2929.63,791.56,5315.7,1\\r\\n29242,6769,67,Male,0,self_employed,318,2,1314,12,4092.2,3061.53,2729.34,2108.67,337.11,1640.9,0.59,0.59,3535.86,2490.83,0\\r\\n29243,1515,6,Female,0,student,1096,2,1657,,3129.32,3143.61,3144.55,3167.17,0.34,0.34,0.34,0.34,3130.31,3144.53,0\\r\\n29244,1689,23,Female,0,self_employed,575,1,503,85,2295.04,1888.65,2230.45,2542.01,0.67,0.67,272.6,2300.14,1726.67,1589.81,0\\r\\n29245,2791,32,Male,3,salaried,1388,3,632,0,1737.76,16900.08,5232.63,2534.57,1633.09,17260.5,23948.61,5174.04,9999.68,5374.91,1\\r\\n29246,1734,26,Male,0,student,1096,3,598,18,5214.64,4621.48,4639.53,3704.07,739.09,0.07,0.07,0.07,5215.67,4635.31,0\\r\\n29247,3700,41,Male,0,salaried,,2,1330,23,1778.45,1765.89,3842.86,4622.65,1000.13,2142.99,1169.71,6300.13,2247.79,3963.27,1\\r\\n29248,2700,44,Male,1,salaried,1525,2,41,6,8320.2,9023.23,4032.1,1777.02,3.39,4.04,2455.48,2544.02,5084.96,3784.24,0\\r\\n29250,4106,62,Male,0,self_employed,623,2,365,21,3020.82,2748.51,2817.37,2731.1,273.01,0.7,0.7,0.7,2955.09,2748.51,0\\r\\n29251,539,61,Male,0,self_employed,931,3,791,63,1650.29,2850.29,2584.15,1607.72,0.14,0.14,1200.14,1236.66,2316.79,3451.56,1\\r\\n29252,1005,32,Female,0,self_employed,1322,2,176,297,1900.31,1900.31,1900.31,1886.99,0.54,0.54,0.54,0.54,1900.31,1900.31,0\\r\\n29253,1992,43,Female,0,self_employed,749,3,1596,172,5266.11,5266.11,5266.11,5547.15,0.49,0.49,0.49,0.49,5266.11,5266.11,0\\r\\n29254,2617,72,Male,0,retired,1076,2,1246,68,2606.81,2606.81,2593.86,2857.9,0.11,0.11,0.11,0.11,2606.81,2606.81,0\\r\\n29255,2490,65,Female,1,self_employed,1525,2,276,30,6184.25,4398.54,4993.78,4379.41,0.5,1786.21,0.5,0.5,6184.25,4398.54,0\\r\\n29256,1201,28,Male,0,salaried,611,2,1433,270,12131.58,12138.75,12155.16,12186.04,0.57,0.57,0.57,0.57,12133.31,12146.79,0\\r\\n29257,2593,45,Male,3,salaried,146,2,140,12,361.04,12541.26,8204.88,5115.3,3.93,1.1,7163.24,250.33,664.3,12268.92,1\\r\\n29258,6444,40,Female,0,self_employed,1020,3,13,36,4091.19,4080.88,4251.19,4996.85,0.36,41.13,0.36,0.36,4084.53,4057.93,0\\r\\n29259,4237,38,Female,0,self_employed,557,2,284,6,5376.88,5709.5,5688.4,15229.49,1714.76,0.47,2236.19,357.61,6339.07,5929.32,0\\r\\n29260,4643,59,Female,0,self_employed,617,2,229,95,1309.33,1472.45,1605.71,3976.29,0.51,0.51,19.14,43,1385.27,1555.28,0\\r\\n29261,4948,63,Female,0,retired,,1,175,21,2763.54,3049.25,3347.11,1550.78,285.8,17546.73,285.8,17142.94,2832.51,5526.36,0\\r\\n29262,2838,76,Male,0,self_employed,995,2,1483,56,5251.03,5251.03,5167.47,4991.2,0.51,229.09,0.51,0.51,5251.03,5228.91,0\\r\\n29263,4105,58,Male,2,salaried,578,2,399,6,8724.47,8007.3,8094.47,7043.8,714.9,0.61,0.61,0.61,8156.47,8005.45,0\\r\\n29264,1650,50,Male,0,self_employed,834,3,1088,17,3163.58,4696.45,1432.13,1425.32,210.81,210.81,1815.11,692.6,3473.78,540.66,0\\r\\n29265,727,27,Male,2,self_employed,130,3,1766,0,2701.95,2173.15,2444.35,2722.34,1471.31,1793.41,1620.65,635.09,2878.41,1968.12,0\\r\\n29266,2719,38,Female,0,self_employed,1020,1,86,3,7995.69,3122.46,3636.92,3402.95,5652.76,354.9,782.37,0.61,4457.92,2915.14,0\\r\\n29267,488,54,Female,0,self_employed,1135,3,1533,247,19228.49,787.73,4624.77,1101.54,0.46,0.46,1486.17,172.69,12336.45,757.35,1\\r\\n29268,2831,26,Male,0,student,15,2,49,32,3728.3,3728.3,1924.15,830.38,0.09,2892.94,0.09,0.09,3728.3,1208.71,0\\r\\n29269,1236,64,Male,0,self_employed,1477,3,724,,14442.16,14456.45,14595.4,17863.36,0.39,0.39,0.39,286.1,14446.11,14579.95,0\\r\\n29270,1212,48,Male,2,self_employed,657,3,180,7,1603.23,1379.7,1655.66,1921.74,2785.14,821.79,2159.87,722.29,2136.81,1303.17,0\\r\\n29271,1474,5,Female,0,student,1570,3,119,,1484.18,1484.18,1484.18,1474.78,0.64,0.64,0.64,0.64,1484.18,1484.18,0\\r\\n29272,4420,40,Male,2,self_employed,1439,2,959,4,5327.11,2498.54,2695.74,2086.78,2829.27,0.7,0.7,0.7,2986.22,2510.31,0\\r\\n29273,1036,63,Male,0,self_employed,1096,3,392,,1703.6,1703.6,1703.6,1692.81,0.24,0.24,0.24,0.24,1703.6,1703.6,0\\r\\n29274,5107,44,Female,0,salaried,146,1,140,39,340.16,943.74,1453.07,709.9,0.44,143.3,415.81,1797.53,1246.89,1664.38,0\\r\\n29275,1512,79,Male,0,retired,1232,2,2454,0,2774.72,3323.54,6603.23,4892.97,323.11,623.09,901.39,731.36,2692.91,3212.85,1\\r\\n29276,2494,69,Male,2,salaried,575,2,168,20,7929.08,6404.2,6007.86,5408.68,1755.74,1755.74,39.7,161.67,7587.28,5931.7,0\\r\\n29277,1228,43,Female,0,self_employed,,2,175,,1426.03,5711.74,3165.63,2743.03,0.46,0.46,4286.17,86.17,2460.51,4096.08,1\\r\\n29278,503,46,Female,,self_employed,1348,2,1281,41,704.57,3847.43,1671.74,214.51,0.1,3742.27,3142.96,68.3,3197.18,1686.82,1\\r\\n29279,2622,46,Female,0,self_employed,146,2,1050,52,5572.9,5572.9,5038.42,6592.23,0.29,1214.57,0.29,0.29,5572.9,5182.09,0\\r\\n29280,1432,48,Female,0,self_employed,168,2,210,28,18.77,17688.14,2174.07,3062.14,2857.23,20798.69,47264.37,21437.09,55.31,1948.66,0\\r\\n29281,790,43,Male,,self_employed,453,3,2181,76,4139.6,6996.74,6807.64,5269.7,0.34,0.34,2857.49,2857.49,6060.78,7088.91,1\\r\\n29282,2445,69,Female,0,self_employed,334,3,206,76,3142.38,3141.24,2817.37,916.23,0.19,0.19,0.19,0.19,3141.79,3141.24,0\\r\\n29283,457,58,Female,,self_employed,1096,3,249,146,9168.5,9168.5,9168.5,8975.44,0.3,0.3,0.3,0.3,9168.5,9168.5,0\\r\\n29284,2149,40,Male,1,self_employed,654,2,1423,306,5556.51,5217.88,4915.75,3869.14,0.5,0.5,14.79,0.5,5226.11,4950.19,0\\r\\n29285,2118,37,Male,5,self_employed,,2,1061,47,1140.01,905.31,1782.34,2092.48,0.67,2.3,300.59,937.14,2338.06,1727.12,0\\r\\n29286,1916,10,Female,0,student,1232,2,1794,,2113.64,2113.64,2113.64,2100.43,0.39,0.39,0.39,0.39,2113.64,2113.64,0\\r\\n29287,1332,29,Male,0,self_employed,409,2,392,0,14109.27,7069.21,3464.51,1318.35,8571.19,6390.96,0.33,0.33,7661.15,2123.76,0\\r\\n29288,3215,64,Male,0,self_employed,334,2,4,17,11878.29,7099.89,10431.95,22020.48,14285.97,0.26,2507.58,2155.98,10350.88,7433.05,0\\r\\n29289,1855,76,Female,0,self_employed,1096,2,249,17,7351.66,7226.66,7210.57,6853.41,125.5,0.5,0.5,0.5,7291.31,7226.66,0\\r\\n29290,1694,55,Female,0,self_employed,834,1,22,,940.21,940.21,1519.78,2310.02,0.64,0.64,0.64,1414.93,940.21,1607.49,0\\r\\n29291,1733,33,Female,0,self_employed,1020,3,1425,120,1836.12,997.35,1772.75,1763.69,0.6,0.6,336.31,1049.17,1667.79,1670.54,0\\r\\n29292,917,50,Male,0,salaried,834,3,1219,177,1518.32,1845.46,1840.56,2353.15,0.06,0.06,41.49,42.41,1705.66,1851.95,1\\r\\n29293,1888,41,Male,0,salaried,666,3,715,7,32805.94,430.93,10000,428.21,34120.18,0.49,2316.61,0.49,29138.14,430.93,0\\r\\n29294,1191,38,Male,0,self_employed,,3,816,11,2097.24,2039.64,3341.57,5114.01,263.17,329.09,154.83,1014.08,2094.38,3612.78,0\\r\\n29295,3786,90,,,company,905,3,1380,13,2754.13,6627.31,5535.95,1095.52,3356.03,0.64,7229.21,72.07,5373.92,6866.95,1\\r\\n29296,3204,45,Female,0,self_employed,318,2,213,2,6734.79,3757.32,6446.5,3397.09,11301.11,64,9457.29,3195.86,7878.22,5292.51,0\\r\\n29297,550,39,Female,,self_employed,623,2,3788,91,6218.33,8944.51,5325.62,7267.71,0.1,0.1,7934.38,1208.86,3018.38,7140.97,0\\r\\n29298,443,80,Male,,self_employed,834,1,18,62,2118.75,2545.84,1575.4,1304.24,0.59,0.59,427.67,982.04,2235.77,2075.96,1\\r\\n29299,326,29,Male,,self_employed,1271,3,101,30,1194.67,2819.95,2720.93,1526.08,0.16,3.73,2154.02,3026,2332.72,4046.06,0\\r\\n29300,2887,35,Female,0,salaried,146,3,53,49,209.17,144.88,2064.86,204.67,0.61,55.32,1436.33,6886.38,168.28,3428.54,1\\r\\n29301,2776,42,Male,1,self_employed,1438,2,151,39,1375.33,1980.34,2088.25,2952.95,0.34,72.13,335.26,0.34,1440.68,2064.22,0\\r\\n29302,540,42,Male,2,self_employed,762,3,1327,30,5005.2,5005.2,3794.75,4255.6,0.4,2528.97,0.4,571.83,5005.2,3575.25,0\\r\\n29303,2913,37,Female,0,self_employed,123,3,168,,1873.48,1873.48,1774.4,1648.68,0.14,0.14,0.14,0.14,1873.48,1790.53,0\\r\\n29304,424,63,Female,,self_employed,409,2,905,6,3022.8,3032.62,3476.65,4075.89,0.86,0.69,10.69,905.81,3022.66,3293.42,0\\r\\n29305,1965,47,Male,1,salaried,956,3,94,32,1705.66,1823.43,1648.83,1592.88,0.49,1086.2,118.26,871.9,1770.63,1566.74,1\\r\\n29306,6207,66,Female,0,self_employed,15,2,6,315,1731.08,1719.65,1732.96,1697.51,0.21,0.21,0.21,0.21,1725.56,1719.65,0\\r\\n29307,1262,46,Female,2,self_employed,1258,2,1280,0,5462.5,3571.43,4402.39,4472.8,12249.84,2.64,2100.9,2529.47,3997.59,3982.32,0\\r\\n29308,4710,90,Male,0,self_employed,834,2,219,17,703.58,3969.78,3078.96,2750.98,2445.24,1430.1,0.13,0.13,4393.9,3043.44,0\\r\\n29309,2737,36,Male,0,salaried,1020,3,990,11,4637.25,5230.24,5499.04,4806.72,1492.23,739.96,1844.43,1389.69,5207.73,5961.28,0\\r\\n29310,5801,66,Female,1,self_employed,834,1,14,13,6595.73,6773.02,9086.06,10369.63,128.61,2525.34,328.76,3543.04,6547.76,9471.19,0\\r\\n29311,5408,66,Male,2,self_employed,1096,2,1360,208,1806.25,1806.25,1806.25,1778.96,0.44,0.44,0.44,0.44,1806.25,1806.25,0\\r\\n29312,2751,73,Female,0,self_employed,1096,3,578,14,7621.86,7108.32,8154.37,4313.51,928.89,241.68,305.56,6.01,7643.13,6989.41,1\\r\\n29313,373,49,Male,,salaried,34,3,3691,38,8609.75,7181.18,4261.13,1486.98,0.67,24714.96,0.67,24004.96,7920.1,4533.5,0\\r\\n29314,1279,33,Male,0,salaried,872,3,2527,5,5315.15,4037.72,4202.3,4065.81,1287.94,0.23,0.23,143.09,4506.38,4168.07,0\\r\\n29315,524,59,Male,,salaried,44,2,2995,80,4549.41,4549.41,4086.53,5999.31,0.3,0.3,0.3,0.3,4549.41,4546.6,0\\r\\n29316,1440,32,Male,0,self_employed,,3,2509,163,6979.71,6979.71,6979.71,5759.31,0.36,0.36,0.36,0.36,6979.71,6979.71,1\\r\\n29317,2348,44,Male,0,salaried,1020,2,376,140,6332.9,8687.6,7880.02,6568.87,0.29,0.29,3532.43,783.14,6394.34,8235.25,0\\r\\n29318,2358,21,Female,0,student,1096,2,129,14,7500.26,7209.61,7075.63,6327.7,279.01,285.89,14.31,42.8,7351.86,7062.06,0\\r\\n29319,3168,48,Female,2,self_employed,1084,3,258,28,15104.24,18963.41,12547.84,6461.14,21.2,9606.59,3980.33,2619.39,17559.21,14038.22,0\\r\\n29320,853,49,Male,0,salaried,904,2,1112,32,27549.77,27546.02,25782.05,22639.79,0.26,2857.4,0.26,0.26,27549.38,25112.23,0\\r\\n29321,404,39,Male,0,salaried,146,3,184,90,1287.66,5840.49,1805.12,1947.91,0.51,0.51,211.94,74.77,1416.08,2389.22,0\\r\\n29322,990,31,Male,0,self_employed,409,3,1352,20,548.43,689.82,1761.72,2786,672.04,326.33,753.52,1210.17,649.53,1710.07,1\\r\\n29323,1014,35,Female,,self_employed,442,3,1868,102,1064.82,1064.82,1764.41,1100.86,0.03,0.03,0.03,1899.74,1064.82,1263.86,0\\r\\n29324,1912,60,Male,0,self_employed,885,2,871,175,3445.67,3445.67,3821.24,4238.06,0.23,0.23,0.23,857.37,3445.67,3786.68,0\\r\\n29325,3626,57,Male,3,salaried,491,2,271,24,4190.96,3786.5,3120.62,1921.28,699.2,2122.06,294.74,256.19,4236.11,2970.97,0\\r\\n29326,2997,43,Female,0,salaried,1096,3,91,,1865.36,1873.54,1873.17,1861.68,0.13,0.13,0.13,0.13,1872.41,1873.54,0\\r\\n29327,3245,34,Male,0,self_employed,146,2,1300,0,864.3,66.54,2616.09,5581.38,2108.02,487.78,1390.83,2259.27,264.9,327.11,1\\r\\n29329,1911,73,Female,0,self_employed,834,2,428,1,7878.25,13428.04,8461.33,4934.57,11677.21,11424.37,17221.61,3813.84,7740.01,11082.85,0\\r\\n29330,1138,48,Male,3,self_employed,1232,2,539,6,2671.94,1164.8,2027.64,4130.2,1286.21,0.5,0.5,0.5,2087.21,1121.94,0\\r\\n29332,2460,31,Male,0,self_employed,334,2,687,,11512.43,11512.43,11512.43,11437.19,0.54,0.54,0.54,0.54,11512.43,11512.43,0\\r\\n29333,1122,32,Female,0,self_employed,409,2,1566,39,10021.91,10021.91,9556.9,9096.86,0.21,868.79,0.21,0.21,10021.91,9495.46,0\\r\\n29334,5351,41,Female,0,salaried,1020,1,143,12,15648.69,5753.03,7802.82,12348.91,22888.91,17173.29,10033.74,11104.47,10726.09,6094.59,1\\r\\n29335,2722,77,Female,0,self_employed,1347,1,821,20,4929.77,4972.63,4395.14,9955.37,28.6,1357.17,71.46,1071.46,4929.28,5113.18,0\\r\\n29336,821,37,Male,3,self_employed,258,2,645,,14551.14,12079.71,23956.79,5005.33,0.66,0.66,0.66,32857.8,12498.43,18669.58,1\\r\\n29337,2922,30,Female,0,salaried,531,3,586,0,3680.74,3178.87,2868.03,3720.15,996.53,877.61,721.79,1096.27,2898.41,2707.44,0\\r\\n29338,1192,52,Male,0,self_employed,1477,1,415,94,2171.33,5624.8,6755.2,857.16,0.47,0.47,3981.9,2514.76,4042.36,7004.59,1\\r\\n29339,912,69,Male,0,self_employed,901,2,2104,341,3064.42,1635.84,1701.53,1625.42,0.51,0.51,0.51,0.51,1832.89,1635.84,1\\r\\n29340,5578,34,Female,0,self_employed,1020,1,15,12,1196.17,2480.26,2120.81,4290.77,1113.71,1610.14,2385.46,920.33,2247.38,1968.62,0\\r\\n29341,4622,51,Male,0,salaried,1020,1,86,0,51315.36,71842.69,47468.45,26300.53,4619.21,43390.47,22275.47,1829.06,56831.97,55592.12,0\\r\\n29342,1542,53,Female,0,self_employed,483,3,2234,,9520.48,9520.48,9520.48,9460.17,0.47,0.47,0.47,0.47,9520.48,9520.48,0\\r\\n29343,1225,36,Male,0,salaried,1598,2,220,4,1191.04,2390.65,1849.9,2392.93,1651.29,3951.71,2850.89,2992.05,2195.69,1826.42,0\\r\\n29344,2102,67,Female,0,retired,1232,3,1797,3,4049.5,1239.14,1691.29,647.55,4450.17,171.26,1643.04,247.97,2559.28,1527.06,0\\r\\n29345,5163,69,Male,2,retired,656,2,1383,54,15277.41,15189.93,14771.02,14001.26,0.26,1293.58,0.26,143.11,15238.2,15014.97,0\\r\\n29346,1502,27,Female,0,self_employed,623,1,42,,4686.05,4686.05,4686.05,4656.36,0.34,0.34,0.34,0.34,4686.05,4686.05,0\\r\\n29347,2089,70,Male,0,retired,1636,3,4195,46,8952.49,9638.2,12223.71,3624.19,0.34,464.63,686.06,6857.49,9141.65,10789.12,0\\r\\n29348,2133,45,Male,0,self_employed,180,2,1346,0,2243.73,2272.3,2205.93,1995.95,977.99,1328.7,0.13,1606.5,2267.37,1864.25,0\\r\\n29349,4260,44,Female,0,self_employed,1593,2,211,238,5321.42,5321.42,5341.69,5383.39,0.33,0.33,0.33,43.19,5321.42,5327.64,0\\r\\n29350,1947,49,Female,0,self_employed,834,3,789,3,18232.12,908.61,1980.7,2132.98,34647.69,0.69,0.69,714.97,3298.06,1341.79,0\\r\\n29351,5855,62,Male,1,salaried,1020,2,501,0,3008.72,1983.89,2321.87,2573.45,1089.7,870.63,0.24,0.24,2132.93,1255.29,0\\r\\n29352,791,50,Male,,self_employed,1020,2,288,50,5463.89,5863.89,5704.87,1455.51,0.63,7348.93,400.63,1730.61,5748.12,4755.4,1\\r\\n29353,989,46,Female,0,self_employed,,3,2663,,3502.15,3545.01,3579.35,3770.43,0.63,0.63,0.63,14.91,3542.05,3583.26,0\\r\\n29354,2235,90,,0,self_employed,61,2,115,39,11574.35,11574.35,10578.93,8852.81,0.04,5107.24,0.04,1714.33,11574.35,10266.72,1\\r\\n29355,1558,21,Female,0,student,1020,1,1579,55,1619.81,2443.92,2219.83,2359.17,0.7,195.13,824.81,0.7,1991.15,2418.84,0\\r\\n29356,2567,72,Male,0,retired,1096,3,26,28,1458.53,1429.23,1564.72,1704.8,29.96,29.96,0.66,0.66,1458.53,1465.07,0\\r\\n29357,1728,37,Female,2,salaried,1096,2,134,17,2986.17,2063.74,4150.13,11149.04,8015.31,17702.7,8392.88,4195.06,4233.48,5106.08,0\\r\\n29358,1769,39,Male,0,self_employed,1178,3,526,5,3559.68,1573.97,4228.78,7433.15,4171.51,0.09,2185.8,126.51,2422.24,1623.6,0\\r\\n29359,1120,44,Female,0,self_employed,1597,2,170,62,4429.64,15958.22,10515,3958.7,0.37,0.37,11528.94,3848.17,8154.77,17716.67,1\\r\\n29360,1829,34,Male,0,self_employed,1644,2,1326,40,8472.57,8472.57,7781.33,5851.07,0.64,1286.36,0.64,0.64,8472.57,7684.55,0\\r\\n29361,1951,30,Female,0,student,1096,2,503,133,8692.89,8692.89,8789.1,8981.76,0.44,0.44,0.44,49.19,8692.89,8695.85,0\\r\\n29362,4584,39,Male,0,self_employed,1096,3,120,26,2241.85,883.87,4031.98,2746.25,1352.72,1286.26,0.54,7398.94,2236.42,3295.45,0\\r\\n29363,1237,28,Male,0,salaried,572,3,1624,0,1444.61,586.48,1459.57,2169.12,14.96,0.83,1436.39,1715.99,729.02,1137.12,0\\r\\n29364,5290,63,Male,0,salaried,1020,2,13,83,4524.98,4356.72,4371.05,3073.75,0.23,0.23,7.92,0.23,4531.57,4356.72,0\\r\\n29365,7593,69,Male,0,self_employed,318,1,1306,18,7994.29,916.66,2490.15,1336.07,7143.06,0.2,0.2,0.2,5531.23,916.67,0\\r\\n29366,1536,43,Male,0,salaried,1032,2,2013,342,2977.56,2977.56,2977.56,2957.94,0.46,0.46,0.46,0.46,2977.56,2977.56,0\\r\\n29367,626,63,Female,,self_employed,1096,3,1666,42,2537.96,2611.02,2747.91,2990.93,0.67,296.39,0.67,500.67,2558.11,2691.68,0\\r\\n29368,490,39,Male,0,self_employed,1096,2,249,27,3409.05,3703.44,3976.08,4776.44,2.93,11.64,182.61,573.44,3540.71,4022.02,0\\r\\n29369,751,36,Female,0,salaried,1111,2,651,,2978.59,2892.55,2910.9,3019.99,0.29,0.29,0.29,0.29,2854.29,2921.35,0\\r\\n29370,1814,56,Female,0,self_employed,409,2,287,24,5267.61,4585.9,4001.76,5353,4253.71,1414.86,3572,0.57,5372.18,4129.68,0\\r\\n29371,3156,31,Male,0,self_employed,1096,3,1003,9,2030.79,2599.19,2183.12,2217.03,300.29,571.71,868.68,508.23,2087.92,2445.58,0\\r\\n29372,731,65,Female,0,retired,1020,3,19,296,1753.21,1753.21,1753.21,1806.28,0.3,0.3,0.3,0.3,1753.21,1753.21,0\\r\\n29373,5137,29,Female,0,self_employed,745,1,127,,16985.33,16985.33,16985.33,16507.17,0.6,0.6,0.6,0.6,16985.33,16985.33,0\\r\\n29374,6241,70,Female,0,self_employed,834,1,8,3,1172.45,1388.4,3555.99,7177.67,36394.93,245.8,35214.73,500.44,2335.05,3991.83,0\\r\\n29375,1025,83,Male,0,retired,1589,2,384,84,2556.37,2336.95,2538.56,3534.42,0.66,0.66,204.59,194.84,2446.97,2427.93,0\\r\\n29376,3230,47,Male,0,salaried,834,3,789,71,3854.23,3854.23,3844.68,4244.25,0.01,0.01,0.01,0.01,3854.23,3854.23,0\\r\\n29377,4501,61,Female,0,self_employed,146,3,9,35,2793.12,2437.5,2336.77,2644.86,0.16,919.73,143.01,657.3,2814.73,2026,0\\r\\n29378,5437,43,Male,0,self_employed,334,2,82,0,1874.87,1460.46,1963.48,1570.24,15.7,757.24,0.7,1246.99,1860.39,2136.47,0\\r\\n29379,2267,55,Male,3,salaried,1258,2,769,69,4672.49,4793.91,4005.57,7747.44,0.56,0.56,171.99,3024.84,4702.04,6010.18,0\\r\\n29380,5109,76,Male,0,self_employed,649,2,1585,343,6595.76,6595.76,6595.76,6553.98,0.37,0.37,0.37,0.37,6595.76,6595.76,0\\r\\n29381,4075,35,Female,0,self_employed,1020,3,143,20,2326.84,2382.17,2430.54,2523.99,229.19,286.33,0.61,0.61,2376.15,2424.56,0\\r\\n29382,1132,35,Male,0,self_employed,879,3,2432,0,887.31,1791.6,1494.92,2438,181.91,369.53,1257.63,680.43,1106.62,1665.36,1\\r\\n29383,6650,87,Female,1,self_employed,1096,2,26,3,3095.17,13407.27,5612.83,1464.4,1116.57,18878.19,11428.67,7142.96,6073.59,9336.7,1\\r\\n29384,622,20,Male,0,student,334,2,1947,21,3965.57,3234.14,3031.86,945.95,643.53,643.53,4.96,107.27,3734.68,2981.69,0\\r\\n29385,1640,39,Male,0,salaried,1376,3,2069,17,1854.15,1578.16,1495.63,1200.66,1123.14,2913.32,119.43,233.18,2029.28,1491.65,0\\r\\n29386,1156,25,Male,0,self_employed,659,2,2003,,5507.02,5507.02,5507.02,5982.8,0.57,0.57,0.57,0.57,5507.02,5507.02,0\\r\\n29387,1890,39,Male,0,salaried,1565,2,996,,607.89,1348.77,1493.46,2467.36,0.46,0.46,1169.91,553.53,970.09,1600.34,1\\r\\n29388,5214,63,Male,0,salaried,1020,3,12,3,4294.51,4376.37,4041.04,2955.45,31.83,31.86,387.8,429.04,4200.04,4308.67,0\\r\\n29389,2566,62,Male,0,salaried,996,3,343,,13821.49,13819.11,13818.74,13726.53,0.16,0.16,0.16,0.16,13820.59,13819.11,0\\r\\n29390,2811,36,Male,2,salaried,1232,2,820,14,8205.8,5496.87,5434.59,2619.79,3285.96,3857.39,1977.03,2311.61,7973.69,4296.79,0\\r\\n29391,490,40,Male,0,self_employed,1638,3,2151,40,644.63,2184.76,3485.52,2362.83,0.04,4285.76,25714.33,4157.19,6383.99,2182.2,0\\r\\n29393,2953,48,Male,0,self_employed,1417,3,839,41,22836,31250.27,33400.15,17005.11,0.43,714.71,1922.5,6806.6,25239.76,34908.5,0\\r\\n29394,3705,60,Female,0,self_employed,1096,1,89,38,4497.72,4528.81,3589.83,8665.53,0.34,3746.25,69.27,0.34,4539.31,3256.06,0\\r\\n29395,468,60,Male,1,self_employed,409,2,1658,173,54160.93,54160.93,54171.99,52258.05,0.04,0.04,0.04,0.04,54160.93,54160.93,0\\r\\n29396,1158,31,Male,0,self_employed,409,3,287,,1593.25,1593.25,1593.25,1583.16,0.31,0.31,0.31,0.31,1593.25,1593.25,0\\r\\n29397,867,68,Male,0,salaried,617,3,1362,3,3947.96,3647.96,3265.95,1262.44,300.63,300.63,0.63,0.63,3658.31,3386.1,0\\r\\n29398,5073,44,Female,0,self_employed,146,1,75,23,6573.4,437.19,2212.53,1000.84,6429.08,0.51,918.24,527.3,5415.67,684.15,0\\r\\n29399,927,46,Female,0,self_employed,11,3,121,193,2120.46,2120.46,2120.46,2119.05,0.21,0.21,0.21,0.21,2120.46,2120.46,0\\r\\n29400,986,31,Male,,self_employed,320,3,3196,114,1677.68,1677.68,1728.22,1207.08,0.14,0.14,0.14,57.29,1677.68,1722.84,0\\r\\n29401,2172,54,Male,0,salaried,1224,3,1841,,2700.39,2700.39,2700.39,2682.99,0.54,0.54,0.54,0.54,2700.39,2700.39,0\\r\\n29402,2132,35,Male,0,self_employed,905,1,2668,,1545.25,1545.25,1545.25,1197.52,0.23,0.23,0.23,0.23,1545.25,1545.25,0\\r\\n29403,1408,5,Male,0,student,334,2,2073,,1476.18,1476.18,1476.18,2542.51,0.5,0.5,0.5,0.5,1476.18,1476.18,0\\r\\n29404,4224,53,Female,3,self_employed,146,2,2841,118,103.56,1674.99,1833,2738.5,0.44,0.44,1429.01,5000.44,236.57,1315.54,0\\r\\n29405,2657,34,Male,0,salaried,578,2,399,56,6257.95,5736.07,5711.16,5432.06,0.06,714.34,164.78,903.27,5742.47,5778.42,0\\r\\n29406,1014,45,Male,0,self_employed,61,2,2317,26,42919.11,42902.14,42897.87,36394.77,17,0.03,0.03,0.03,42917.94,42902.14,0\\r\\n29407,5669,44,Male,0,salaried,1020,2,86,11,166.34,187.31,1899.98,1303.57,11422.31,6635.9,10919.59,6669.32,3842.82,1280.72,0\\r\\n29408,4624,38,Female,0,retired,1525,2,967,32,1492.59,2564.66,1881.24,682.12,0.2,1785.91,714.49,3428.77,2108.35,954.13,0\\r\\n29409,4121,61,Male,2,self_employed,162,2,304,39,2844.21,3029.79,3329.19,2054.03,0.03,638.51,190.74,0.03,2952.45,3419.31,0\\r\\n29410,4268,65,Male,0,retired,1096,2,248,0,21023.41,20974.31,18667.46,22894.42,7323.9,7169.19,7062.53,500.34,20592.37,18414.95,0\\r\\n29411,5297,60,Male,0,self_employed,623,2,126,30,330.72,1173.58,2164.17,8745.36,0.2,6585.91,714.49,5948.06,361.76,2114.02,0\\r\\n29412,1767,66,Male,0,retired,,2,1825,5,10491.63,2806.64,4768.24,2124.36,8842.71,0.59,1143.44,72.01,7332.6,2830.54,1\\r\\n29413,2669,45,Male,0,salaried,1232,2,103,26,5825.39,6974.23,7721.13,3472.34,20.1,20.16,0.29,214.57,6693.68,7613.22,0\\r\\n29414,1776,54,Male,0,self_employed,1613,2,109,40,2912.56,3060.08,3130.9,3873.9,0.37,18.17,147.89,210.22,2961.17,3147.23,0\\r\\n29415,2652,45,Male,5,salaried,1020,3,546,,2046.44,1982.39,2398.83,2385.21,0.34,0.34,0.34,0.34,1972.03,2647.21,0\\r\\n29416,782,23,Male,,student,1574,2,94,30,1835.81,1835.81,1585.44,1573.72,0.44,714.73,0.44,1429.01,1835.81,1395.32,0\\r\\n29417,2289,41,Male,0,self_employed,1430,3,1057,,4817.16,4817.16,4817.16,4833.95,0.3,0.3,0.3,0.3,4817.16,4817.16,0\\r\\n29418,1669,45,Male,0,self_employed,724,3,1804,,1952.21,1952.21,1952.21,1939.85,0.23,0.23,0.23,0.23,1952.21,1952.21,0\\r\\n29419,2499,47,Female,0,self_employed,1525,2,814,19,3033.49,3569.31,4079.16,1419.7,501.89,513.78,21.74,0.46,3475.33,4137.15,0\\r\\n29420,1174,59,Male,0,salaried,705,3,525,3,5185.09,6624.37,3403.55,1114.67,4286.2,4286.2,5725.49,319.77,3027.57,6060.48,0\\r\\n29421,3020,47,Female,0,salaried,1232,1,103,9,2281.72,2183.93,3059.07,1612.32,85.81,0.59,483.44,29.16,4518.68,2219.5,0\\r\\n29423,2559,72,Female,0,self_employed,1020,1,1085,138,1059.6,2202.46,2800.87,4273.36,0.04,0.04,1142.9,2414.33,1414.28,2559.14,1\\r\\n29424,346,28,Male,,self_employed,639,2,872,9,2667.9,979.56,1896.34,3052.3,2143.54,0.69,140.91,140.91,1549.8,1281.52,0\\r\\n29425,1279,5,Male,0,student,1477,2,1739,145,3163.13,3163.13,3163.13,3110.26,0.49,0.49,0.49,0.49,3163.13,3163.13,0\\r\\n29426,5872,50,Male,0,self_employed,1020,1,5,171,2701.5,9322.75,8176.37,8414.61,0.1,0.1,0.1,0.1,5900.22,9316.87,0\\r\\n29427,5929,47,Male,2,self_employed,1232,3,104,6,2294.72,2023.16,13786.28,1559.92,4285.86,77278.72,2832.66,76304.71,2006.56,35654.69,1\\r\\n29428,2144,39,Female,0,salaried,15,3,1682,27,1426.38,1383.82,1461.28,1647.19,71.77,71.77,0.34,0.34,1437.36,1389.49,0\\r\\n29429,2333,56,Female,0,self_employed,1417,3,839,,2896.31,2782.95,2681.03,2331.56,0.06,0.06,0.06,0.06,2798.58,2680.72,0\\r\\n29431,2913,50,Male,1,salaried,1135,2,117,7,2667.53,3214.33,5440.68,17254.62,3294.26,80981.06,3972.97,22427.24,3374.36,10123.74,0\\r\\n29432,4260,30,Male,0,salaried,1232,2,104,7,705.82,958.5,2335.5,1599.56,1142.96,1921.95,1681.35,7441.4,607.75,1165.15,0\\r\\n29433,1409,31,Female,0,salaried,146,3,361,72,2844.64,2844.64,2829.28,2755.65,0.67,0.67,0.67,0.67,2844.64,2844.64,0\\r\\n29434,768,55,Female,,self_employed,1216,3,2611,49,2234.01,2391.16,3052.25,2903.14,0.13,785.84,228.7,1286.13,2278.35,2554.44,1\\r\\n29435,684,68,Female,0,self_employed,656,2,46,333,9079.1,9079.1,9079.1,9021.82,0.16,0.16,0.16,0.16,9079.1,9079.1,0\\r\\n29436,466,26,Male,0,self_employed,236,3,2923,18,3161.95,2732.32,2604.87,2094.48,1157.56,857.56,714.7,1714.7,3293.97,2234.62,0\\r\\n29437,2143,40,Female,0,self_employed,1494,2,251,19,5893.65,851.21,2078.65,837.51,5780.51,0.51,738.07,0.51,4533.54,851.21,1\\r\\n29438,3510,54,Female,0,self_employed,409,3,287,5,3621.5,9121.5,6101.05,12320.07,3071.8,6679.45,8571.8,928.94,8616.58,6329.93,0\\r\\n29439,4542,40,Male,0,self_employed,1020,2,501,9,2093.44,1896.82,1855.95,777.81,429.21,429.62,315.17,406.19,1859.03,1731.02,0\\r\\n29440,2365,46,Male,1,self_employed,1494,2,251,13,3638.15,2051.1,2742.84,13655.45,1587.17,0.11,0.11,879.4,2762.54,2660.94,0\\r\\n29441,1201,90,,,,38,2,1464,11,148287.71,25674.35,90010.64,233411.49,1589.01,0.67,21832.8,68705.47,103148.24,53252.23,0\\r\\n29442,1619,63,Male,0,salaried,716,2,2212,7,6737.17,5469.82,5974.28,3991.01,1553.51,0.44,0.44,0.44,5848.99,5691.02,0\\r\\n29444,2923,32,Male,2,salaried,,3,436,,1491.05,1498.19,1499.51,1510.34,0.64,0.64,7.79,7.79,1494.99,1498.19,0\\r\\n29445,4800,61,Male,2,self_employed,956,1,94,4,2572.74,3712.44,4298.74,2824.68,336.24,714.96,408.69,2056.02,2915.2,5090.47,1\\r\\n29446,425,27,Female,,salaried,1322,2,176,0,526.37,2724.05,2226.74,2496.92,781.54,0.66,3414.94,391.71,1263.15,2809.48,1\\r\\n29447,577,39,Male,0,salaried,623,3,364,3,2562.91,3107.71,2689.12,2041.27,186.37,0.66,133.62,341.37,3017.98,2387.4,0\\r\\n29449,840,35,Male,,self_employed,1178,2,2910,14,7785.06,6370.78,5817.32,4961.26,1429.06,1429.06,0.49,0.49,7399.35,5088.29,0\\r\\n29450,276,19,Female,,student,1020,2,538,46,8571.8,1428.94,1822.96,1058.47,0.37,8433.63,0.37,1000.37,1675.25,2470.05,0\\r\\n29451,1523,34,Female,0,self_employed,1610,2,1214,14,4573.11,851.93,1518.19,1073.67,3864.89,0.06,130.46,28.63,2763.18,868.52,0\\r\\n29452,381,59,Male,,self_employed,968,3,268,81,1815.46,2172.6,2129.83,1476.12,0.5,0.5,0.5,0.5,2147.97,2172.6,0\\r\\n29453,592,24,Male,0,self_employed,628,3,1999,63,1920.19,2294.42,2446.49,2240.03,0.41,0.41,474.64,606.13,2107.75,2553.96,0\\r\\n29454,280,40,Female,,self_employed,1466,3,2914,44,2522.71,2551.28,2096.59,872.21,0.11,571.54,0.11,0.11,2522.71,2274.78,0\\r\\n29455,2840,57,Male,0,salaried,11,3,121,25,2528.56,2407.13,2610.37,2720.48,500.11,0.11,378.69,114.4,2737.91,2473.49,0\\r\\n29456,2205,51,Female,0,self_employed,1494,2,955,61,1462,1462,1573.63,597.78,0.3,0.3,0.3,0.3,1462,1462,0\\r\\n29457,1207,53,Male,3,self_employed,956,2,1571,23,3404.65,1845.16,1577.95,159.83,2000.6,3978.19,441.11,2929.17,2942.43,1396.4,0\\r\\n29458,2529,33,Male,0,salaried,409,2,331,280,8224.36,8224.36,7462.21,5661.74,0.67,0.67,0.67,0.67,8224.36,8224.36,0\\r\\n29459,4434,35,Female,0,self_employed,1020,1,159,60,5595,5595,3821.58,270.73,0.64,0.64,0.64,0.64,5595,5595,0\\r\\n29460,2701,27,Female,0,student,1020,1,240,20,1161.96,1289.81,1671.51,886.4,6772.99,0.06,727.11,780.48,2357.98,1429.85,0\\r\\n29461,2031,65,Male,0,self_employed,1232,3,1791,167,2673.74,2837.1,2899.61,3140.22,0.01,0.01,163.73,215.01,2802.83,2844.26,1\\r\\n29462,658,47,Female,2,salaried,664,1,2902,143,5853.31,6069.34,6917.7,18366.98,0.3,0.3,202.04,630.66,5929.38,6559.94,0\\r\\n29463,1195,66,Female,0,self_employed,1232,2,539,4,14857.54,3986.58,5030.45,5395.73,10871.31,0.34,0.34,0.34,5860.88,3986.58,0\\r\\n29464,2230,37,Male,0,salaried,146,3,1208,177,29874.07,29874.07,29874.07,28527.39,0.59,0.59,0.59,0.59,29874.07,29874.07,0\\r\\n29465,4056,73,Male,0,retired,996,3,1834,10,2223.96,3528.23,3004.62,339.2,746.91,806.94,1955.94,947.2,3179.72,3580.81,0\\r\\n29466,5094,79,Female,0,self_employed,1020,1,19,0,38867.21,38357.68,38424.9,39089.81,69.36,61.89,278.8,242.97,38562.39,38214.31,0\\r\\n29467,716,54,Female,0,self_employed,1216,3,407,195,2021.43,1878.58,1930.64,2056.64,0.24,0.24,0.24,7.03,2011.58,1884.92,0\\r\\n29468,5836,72,Male,0,retired,318,3,35,21,2659.47,2798.38,3015.58,2488.76,2.07,163.06,143.36,253.34,2663.23,2854.59,0\\r\\n29469,3003,59,Male,0,self_employed,1603,2,374,13,2876.54,2883.69,2987.65,2979.4,207.56,0.41,214.7,143.27,2946.74,2989.68,0\\r\\n29470,434,49,Female,1,salaried,1626,3,744,152,4651.94,5185.42,5404.53,5627.22,0.04,0.04,504.03,189.03,4853.98,5244.34,0\\r\\n29471,2144,33,Female,0,salaried,232,2,350,26,4388.36,6638.05,7947.84,8628.17,52571.94,12236.5,53220.27,11594.09,8151.18,10141.72,1\\r\\n29472,1166,37,Male,0,self_employed,1511,3,1638,46,277.69,2353.04,1503.24,524.79,0.11,4614.4,2371.54,2407.26,590.38,1522.9,1\\r\\n29473,2480,61,Male,0,salaried,1020,2,1,6,4583.05,26659.58,12653.39,15063.84,5286.04,0.33,35028.9,2143.78,12711.67,21721.55,0\\r\\n29474,2757,15,Male,0,student,409,3,1668,100,2245.99,2245.99,2245.99,2273.03,0.66,0.66,0.66,0.66,2245.99,2245.99,0\\r\\n29475,3219,41,Female,2,self_employed,63,3,809,23,29.29,133.46,3900.68,19644.73,285.87,285.87,399.83,2420.44,90.46,161.32,1\\r\\n29476,1377,57,Male,0,salaried,,1,1213,5,6078.44,6732.67,7888.99,22803.64,251.5,0.63,1146.24,553.13,6463.75,7053.38,0\\r\\n29477,4303,63,Male,0,self_employed,,2,19,,22583.8,22583.8,22583.8,22440.73,0.23,0.23,0.23,0.23,22583.8,22583.8,0\\r\\n29478,4606,49,Male,1,self_employed,834,2,14,23,1574.97,1636.9,1636.3,1538.45,264.66,1724.35,326.59,1753.99,1614.21,1573.59,0\\r\\n29479,1241,28,Female,0,self_employed,334,2,1299,103,5763.09,5762.63,5762.63,870.98,0.14,0.14,0.14,0.14,5762.64,5762.63,0\\r\\n29480,3056,51,Male,2,self_employed,834,2,219,0,7268.27,7402.42,7829.4,8000.69,1270.18,327.06,1332.9,1154.66,7121.15,7993.04,0\\r\\n29481,6136,48,Female,2,salaried,1084,3,408,14,2332.4,2967.37,1650.09,2715.37,3578.71,643.53,3935.99,774.11,2338.25,1330.16,0\\r\\n29482,653,61,Male,,salaried,50,2,3640,41,3235.49,3235.49,2682.49,1947.23,0.43,2857.57,0.43,500.43,3235.49,2551.15,0\\r\\n29483,6591,50,Male,2,salaried,1020,1,19,0,49113.6,44296.49,34752.35,15988.62,27146.29,12711.96,773.21,8907.83,38189.97,39934.85,0\\r\\n29484,217,50,Male,0,salaried,38,2,298,186,1423.47,1423.47,1529.47,1828.15,0.11,0.11,0.11,217.41,1423.47,1500.16,0\\r\\n29485,641,52,Female,0,self_employed,241,3,2486,49,3545.53,4404.57,3774.77,3096.02,0.03,1428.6,1144.79,144.79,3947.46,3971.76,0\\r\\n29486,2641,31,Female,0,student,1597,3,737,60,1385.56,1528.42,1565.17,1533,0.04,0.04,0.04,0.04,1469.3,1606.76,0\\r\\n29487,1763,50,Male,2,salaried,834,2,1929,11,741.93,1906.25,2094.08,1127.59,1940.07,2081.67,2984.25,3402.78,1810.5,3200.82,1\\r\\n29488,4463,53,Female,0,self_employed,575,1,44,0,7768.5,7573.74,8032.83,9184.98,195,4070.24,0.24,0.24,7745.98,6031.7,0\\r\\n29489,1461,32,Male,0,salaried,628,3,2269,158,181.96,7788.63,6463.54,6277.9,0.63,0.63,8821.56,1704.12,2598.1,8403.75,1\\r\\n29491,240,46,Male,,self_employed,61,2,115,172,36074.4,36074.4,36074.4,35958.38,0.04,0.04,0.04,0.04,36074.4,36074.4,0\\r\\n29492,2021,58,Female,0,self_employed,15,2,3920,60,166.88,1354.86,2125.95,1997.74,0.47,0.47,0.47,0.47,535.57,1354.86,0\\r\\n29493,1139,24,Female,0,student,15,3,461,220,2550.07,2550.07,2505.72,2226.71,0.01,0.01,0.01,0.01,2550.07,2550.07,0\\r\\n29494,2125,27,Male,0,salaried,146,2,9,0,3092.93,2968.6,2955.64,3162.23,432.35,396.67,343.33,617.42,2844.74,2995.94,0\\r\\n29495,3138,31,Male,0,student,,2,792,354,2926.67,3421.39,3484.57,4482,0.27,0.27,495,139.56,3233.74,3488.79,0\\r\\n29496,2564,41,Male,0,self_employed,196,2,1107,98,4038.53,4067.11,4091.27,3596.77,0.54,0.54,0.54,0.54,4062.18,4091.07,0\\r\\n29497,3281,54,Female,0,self_employed,1598,2,220,346,18965.73,18981.65,18991.57,16110.87,0.6,0.6,0.6,0.6,18976.85,18991.79,0\\r\\n29498,1460,13,Female,0,student,334,2,82,,2688.41,2688.41,2688.41,2671.38,0.26,0.26,0.26,0.26,2688.41,2688.41,0\\r\\n29499,4371,44,Male,0,self_employed,1020,3,288,7,2009.14,2253.66,2271.35,3592.99,7.23,0.1,274.93,837.2,2174.9,2467.33,0\\r\\n29500,355,56,Female,,self_employed,623,3,1627,0,2482.1,6196.4,4681.28,13429.71,571.86,0.43,4286.16,0.43,2078.16,6196.4,0\\r\\n29501,1473,28,Male,0,salaried,1040,2,2580,140,1462.83,1462.83,1713.22,3073.22,0.6,0.6,0.6,500.6,1462.83,1640.25,0\\r\\n29502,4528,46,Male,1,self_employed,1020,2,227,12,653.99,6901.38,6910.64,12243.75,500.21,0.21,0.21,67.23,2407.09,7137.99,1\\r\\n29503,1668,67,Female,0,retired,563,2,329,54,2073.28,2567.1,2302.78,2048.5,0.29,21861.61,169.14,24467.2,2218,3525.09,0\\r\\n29504,376,79,Male,,self_employed,649,1,151,334,25146.82,37146.82,35761.56,39482.25,0.24,0.24,12000.24,2085.96,30703.47,37348.66,1\\r\\n29505,2729,71,Male,0,salaried,996,1,213,100,99758.76,99758.76,99758.76,86775.08,0.69,0.69,0.69,0.69,99758.76,99758.76,0\\r\\n29506,4795,36,Female,0,self_employed,318,2,35,,1566.21,1566.21,1580.03,1584.53,0.39,0.39,0.39,28.96,1566.21,1579.11,0\\r\\n29507,531,51,Male,0,self_employed,1020,3,163,20,9257.59,7727.57,9407.47,10163.41,3466.44,3520.01,1936.43,1230.56,9038.03,7278.66,0\\r\\n29508,5649,45,Female,1,self_employed,649,2,54,42,17821.19,18119.13,12655.26,8152.54,0.5,9267.11,15.67,744.99,17986.38,12449.04,0\\r\\n29509,1474,42,Male,3,self_employed,146,3,2407,86,150.79,150.79,15551.69,2319.18,0.13,0.13,0.13,23850.37,150.79,1788.94,1\\r\\n29510,2993,35,Female,0,self_employed,248,3,792,341,1045.15,3259.44,3661.58,4213.65,0.03,0.03,2142.89,714.31,3173.23,3711.05,0\\r\\n29511,1814,64,Female,0,salaried,,3,139,27,1048.13,1648.55,1465.8,390.97,143.16,0.3,714.59,357.44,1123.56,1652.52,0\\r\\n29512,2946,37,Female,0,self_employed,146,3,628,152,1932.31,1932.31,2056.76,2662.53,0.59,0.59,0.59,0.59,1932.31,1932.31,0\\r\\n29513,4102,59,Female,0,self_employed,1020,2,443,41,3020.59,3091.74,2918.74,2408.3,0.67,302.53,300.34,538.74,3241.73,3043.05,0\\r\\n29514,2426,28,Female,0,student,1020,2,47,44,5085.4,5092.37,6455.09,7741.87,0.67,9.23,7.64,78.07,5090.5,6607.37,0\\r\\n29515,2294,41,Male,3,self_employed,1002,3,1111,21,3567,3304.71,2994.15,1082.8,714.53,714.53,452.24,309.39,3767.28,3035.85,0\\r\\n29516,1095,7,Male,0,student,409,2,26,196,4736.65,4736.65,4736.65,4725.2,0.09,0.09,0.09,0.09,4736.65,4736.65,0\\r\\n29517,1691,53,Male,0,self_employed,623,2,1041,49,3277.68,3283.93,2528.35,1469.61,0.57,1742.39,6.81,4.33,3283.71,2722.78,0\\r\\n29518,2019,36,Male,2,self_employed,51,3,131,24,3289.05,55.81,2055.63,322.13,685.91,71.63,7845.67,156.63,5706.39,93.14,0\\r\\n29519,738,61,Male,1,self_employed,1150,2,1314,213,1927.11,2053.11,2198.11,1164.62,0.01,0.01,860.21,0.01,2485.15,1980.2,0\\r\\n29520,997,38,Male,0,self_employed,762,2,3284,48,1989.01,1989.01,3494.14,10966.36,0.51,69.09,0.51,3571.94,1989.01,2771.13,0\\r\\n29521,2077,6,Female,0,student,1020,1,1333,52,3639.07,3639.07,2264.68,320.39,0.17,3365.65,0.17,2,3639.07,2879.54,0\\r\\n29523,1158,50,Male,0,self_employed,1644,2,2918,90,1098.91,3238.19,2775.74,2544.52,0.14,0.14,2143,0.14,1886.1,3226.66,1\\r\\n29525,829,30,Male,0,self_employed,1096,3,1067,97,5391.76,5391.76,5391.76,4913.75,0.44,0.44,0.44,0.44,5391.76,5391.76,0\\r\\n29526,2033,60,Female,4,self_employed,1449,3,610,3,3976.96,4496.96,4237.78,3961.73,755.87,714.47,1275.87,357.33,4425.23,4324.15,0\\r\\n29527,4038,69,Male,0,salaried,334,1,390,0,15958.57,11735.93,11988.02,12168.01,9286.16,0.44,84.73,0.44,12260.31,11735.93,0\\r\\n29528,2991,69,Male,0,retired,1150,2,435,27,4511.55,3591.88,2919.97,3019.74,7819.87,75661.8,7143.06,74285.91,4429.1,2369.6,0\\r\\n29529,1719,39,Female,0,self_employed,38,3,1881,249,1048.93,2191.78,2112.97,2177.89,0.47,0.47,1143.33,0.47,1955.33,2191.78,0\\r\\n29531,2078,60,Female,0,self_employed,1584,3,1918,163,777.39,777.39,1555.21,3340.19,0.27,0.27,0.27,0.27,777.39,754.2,0\\r\\n29532,3734,69,Female,0,self_employed,1232,1,149,7,3531.31,3400.65,2871.76,2879.81,344.33,1252.66,0.36,0.36,3479.18,2702.61,0\\r\\n29533,2583,49,Male,0,self_employed,1274,3,162,335,1019.14,1439.56,1859.73,5663.93,0.37,0.37,0.37,0.37,1181.25,1798.67,1\\r\\n29534,1455,49,Female,0,self_employed,904,3,1136,154,3987.82,4009.24,4006.6,3993.4,0.24,0.24,21.66,2.89,3996.13,4011.79,0\\r\\n29535,3286,51,Male,0,self_employed,179,2,641,76,722.85,2867.35,1471.28,81.95,0.53,0.53,2143.39,0.53,1979.29,1964.33,0\\r\\n29536,2236,42,Male,0,self_employed,409,3,331,30,5351.96,9655.54,9312.64,2590.93,0.33,138.89,4318.19,7.54,8753.07,9537.26,0\\r\\n29537,4890,69,Female,0,self_employed,1020,2,5,105,3380.78,3380.78,3380.78,3219.43,0.51,0.51,0.51,0.51,3380.78,3380.78,0\\r\\n29538,6450,90,Female,0,self_employed,575,1,90,75,1788.86,1788.86,1779.64,1721.03,0.43,0.43,0.43,0.43,1788.86,1788.86,0\\r\\n29539,1263,34,Male,0,self_employed,409,2,1092,9,7416.25,6344.82,6177.04,5185.51,1071.89,357.6,0.46,0.46,6800.48,6156.34,0\\r\\n29541,1635,48,Male,2,self_employed,1020,2,145,0,14697.61,9826.21,12991.05,4910.97,4529.91,1680.6,220.66,8151.66,12614.78,12583,0\\r\\n29542,2490,66,Male,2,self_employed,409,2,247,53,36081.36,36371.33,41978.06,39852.02,0.39,3240.39,294.81,1676.4,36301.8,36054.16,0\\r\\n29543,1630,48,Female,2,salaried,1326,2,657,28,1220.45,4425.21,4045.17,1789.89,1270.39,129.23,4687.8,5787.3,3830.84,5112.9,0\\r\\n29544,3149,42,Male,2,salaried,630,3,449,27,3046.67,2258.77,2065.03,1662.13,457.63,0.49,457.63,843.34,2334.29,1882.61,0\\r\\n29545,5733,57,Female,1,self_employed,1121,1,92,,25965.27,25965.27,25965.27,25772.15,0.06,0.06,0.06,0.06,25965.27,25965.27,0\\r\\n29546,1174,62,Female,0,retired,334,3,24,28,1568.21,1550.01,1814.12,1303.09,2161.33,0.27,1428.84,0.27,2208.6,1656,0\\r\\n29547,1799,33,Female,0,self_employed,334,3,1237,28,2494.08,2808.36,3129.35,3585.52,328.76,328.76,428.76,810.06,2634.47,3229.35,1\\r\\n29548,2277,31,Male,0,self_employed,1181,3,477,11,6676.87,5331.39,5422.39,3685.96,1699.84,1731.87,643.47,2886.33,5859.01,5528.17,0\\r\\n29549,1216,22,Female,0,student,363,2,31,26,3432.09,3367.8,2787.13,1673.88,64.9,64.9,0.61,0.61,3425.44,2751.38,0\\r\\n29550,1083,34,Male,0,salaried,764,3,566,0,3510.5,1855.6,1744.81,128.94,2889.74,907.3,976.04,678.01,2535.87,1748.67,1\\r\\n29551,1136,72,Male,0,retired,1494,2,251,140,1688.29,1688.29,2279.88,3182.81,0.69,0.69,0.69,1092.11,1688.29,2221.84,0\\r\\n29552,2365,43,Female,0,self_employed,409,2,553,89,6347.07,6347.07,6078.34,6381.02,0.24,0.24,0.24,0.24,6347.07,6347.07,0\\r\\n29553,1265,37,Male,0,salaried,15,2,889,14,2952.17,1067.88,1787.14,793.86,314.36,357.21,0.07,928.64,2204.93,1517.19,0\\r\\n29555,2088,25,Male,0,self_employed,1096,1,480,12,6932.84,6269.47,5633.56,3665.51,1526.08,1525.26,614.59,0.34,6693.82,5735.9,0\\r\\n29556,2630,63,Female,0,self_employed,602,1,851,,7512.2,7512.2,8863.97,15337.55,0.41,0.41,0.41,1428.99,7512.2,7558.29,0\\r\\n29557,5877,46,Male,0,salaried,1020,2,240,266,399,4417.52,3096.63,4389.35,0.61,0.61,3929.19,0.61,451.77,4419.89,0\\r\\n29558,318,61,Male,0,self_employed,575,1,572,31,2361.54,3347.25,2774.74,2242.99,0.54,917.99,929.11,0.54,3111.79,2616.74,0\\r\\n29559,270,35,Male,0,self_employed,409,3,1664,60,4400.24,4400.24,3885.97,1898.8,0.24,0.24,0.24,44.8,4400.24,4425.75,0\\r\\n29561,4300,70,Female,0,self_employed,15,2,49,80,2813.33,3004.05,4457.37,5982.57,0.69,0.69,214.97,0.69,2955.43,3004.05,0\\r\\n29562,724,90,,,self_employed,1096,2,934,215,6824.01,11652.77,10858.96,12577.5,0.43,0.43,4829.18,0.43,9987.68,11450.68,1\\r\\n29563,1460,35,Male,3,self_employed,611,2,1433,69,5521.94,6356.57,5580.71,1900.31,0.49,0.49,368.8,583.37,5636.61,6542,1\\r\\n29564,2938,40,Male,0,self_employed,762,2,195,185,2664.5,3218.42,3485.09,3847.69,0.23,0.23,554.16,643.09,2836.4,3757.59,0\\r\\n29565,5010,52,Male,0,self_employed,50,2,654,9,48017.23,43412.8,41314.46,33212.58,714.31,0.03,714.31,857.17,43593.15,40919.7,0\\r\\n29566,5247,44,Male,0,salaried,1525,3,38,7,3459.65,1986.62,1676.75,4882.3,1743.46,1079.67,287.57,0.6,2134.43,1350.65,0\\r\\n29567,5834,43,Female,0,retired,1232,3,437,13,2405.76,886.8,2535.24,8677.26,824.33,606.58,271.1,499.36,2221.84,752.53,0\\r\\n29568,4766,67,Male,0,salaried,1271,2,101,42,8680.48,13894.19,7051.91,4818.22,0.6,16249.48,5214.89,4072.03,10736.83,8922.04,0\\r\\n29569,2240,28,Male,0,self_employed,146,1,714,4,107391.33,248.47,5651.43,2120.78,110714.33,15.74,3571.47,0.04,15580.99,245.38,1\\r\\n29570,1616,62,Female,1,self_employed,1020,2,836,5,4662.11,3804.97,2601.65,1050.29,1056.9,3628.33,199.76,857.61,4287.72,2482.98,1\\r\\n29571,5520,73,Male,0,retired,904,3,296,55,7388.03,7388.03,8076.01,8548.3,0.4,571.83,0.4,2000.4,7388.03,8344.41,0\\r\\n29572,3227,42,Male,1,salaried,531,3,433,28,12563.98,6668.72,8335.29,7564.29,5714.83,90.64,789.32,2015.85,11719.29,6166.02,0\\r\\n29573,2544,70,Male,2,self_employed,26,2,2520,0,1238.67,1879.95,8266.8,39640.48,424.78,121.66,1071.84,0.41,1640.44,1829.1,0\\r\\n29574,821,65,Male,0,self_employed,834,2,18,112,13943.18,13987.46,14230.29,11798,0.66,0.66,44.94,0.66,13949.29,13992.24,1\\r\\n29575,4357,57,Female,0,self_employed,980,2,285,90,8288.96,8860.38,8696.18,9854.12,0.53,0.53,571.96,0.53,8367.77,8860.38,0\\r\\n29578,3222,44,Female,0,self_employed,407,2,893,19,13495.93,12963.21,12254.9,6316.84,532.89,532.89,0.17,0.17,13323.61,12779.51,0\\r\\n29579,3209,50,Female,0,self_employed,1577,3,815,0,811.65,1025.18,2837.06,1199.56,915.34,11429.06,1634.56,1214.77,475.17,3515.99,0\\r\\n29581,6186,63,Male,0,retired,15,2,6,4,6421.07,2191.2,3190.46,5058.12,3428.8,2857.37,0.23,0.23,2083.28,1043.52,0\\r\\n29582,566,40,Female,0,self_employed,487,3,868,340,9423.41,9423.41,9423.41,9369.36,0.64,0.64,0.64,0.64,9423.41,9423.41,0\\r\\n29583,869,26,Male,3,salaried,623,3,621,5,5068.12,10303.63,5903.3,7210.63,41321.33,43577.47,33172.47,30794.24,4857.29,4626.35,0\\r\\n29584,2994,27,Male,0,student,513,2,216,21,2798.5,3005.96,2951.85,2546.49,1.72,19.76,219.01,91.67,2854.08,3027.71,0\\r\\n29585,2873,55,Female,0,self_employed,665,3,177,200,2397.46,2397.46,2396.24,2353.67,0.53,0.53,0.53,0.53,2397.46,2397.46,0\\r\\n29586,1472,55,Female,0,self_employed,334,3,111,33,4531.85,4531.85,4039.45,3724.22,0.69,7.83,0.69,0.69,4531.85,3818.23,0\\r\\n29587,2043,36,Male,0,self_employed,995,3,1318,68,-367.52,5206.59,4154.27,4856.24,0.21,0.21,5571.64,2857.36,403.54,6220.42,1\\r\\n29588,742,24,Male,0,student,1020,1,592,14,1653.91,2491.27,11326.4,4204.28,54309.26,2398.14,55143.36,2125.19,27848.65,2718.37,0\\r\\n29589,1697,27,Female,0,student,1111,2,2830,349,1460.23,1460.23,1460.23,1450.96,0.64,0.64,0.64,0.64,1460.23,1460.23,0\\r\\n29590,1011,76,Male,,self_employed,1198,2,2372,,7546.13,7546.13,7546.13,7498.33,0.34,0.34,0.34,0.34,7546.13,7546.13,0\\r\\n29591,835,45,Male,0,self_employed,1232,2,2844,21,24800.24,7536.69,12286.66,17735.77,11857.29,3.04,206.34,611.97,20044.1,7736.83,0\\r\\n29592,527,24,Female,0,self_employed,492,2,1414,,1694.24,1694.24,1764.9,1637.23,0.7,0.7,0.7,143.56,1694.24,1763.36,0\\r\\n29593,6110,48,Male,0,salaried,834,1,22,51,7750.27,5813.58,6486.24,7495.25,0.04,166.54,282.9,16.69,7329.34,4550.31,0\\r\\n29594,1889,30,Female,0,self_employed,1382,2,629,27,4818.2,4103.91,4294.9,4869.96,714.34,714.34,0.06,18.47,4793.57,3996.24,0\\r\\n29595,4275,67,Female,0,self_employed,623,2,126,159,226.7,226.7,2770.17,6524.16,0.37,0.37,0.37,6957.51,226.7,899.98,1\\r\\n29596,1184,67,Female,0,retired,61,2,476,347,4643.67,4643.67,4695.9,6599.98,0.54,0.54,0.54,0.54,4643.67,4643.67,0\\r\\n29597,1128,32,Male,0,self_employed,357,2,504,,5479.54,5475.49,5473.01,5403.11,0.51,0.51,0.51,0.51,5477.44,5473,0\\r\\n29598,3084,56,Male,0,self_employed,1494,3,388,,1695.91,1695.91,1695.91,1683.13,0.43,0.43,0.43,0.43,1695.91,1695.91,0\\r\\n29599,2013,44,Male,0,salaried,1096,3,1664,182,216.66,216.66,1574.56,4007.04,0.39,0.39,0.39,1500.39,216.66,1147.54,0\\r\\n29600,3379,33,Female,0,student,1597,2,170,,3594,3594,2206.58,517.97,0.64,0.64,0.64,0.64,3594,2503.88,0\\r\\n29601,2241,36,Female,0,salaried,579,2,1468,52,35507.81,44379.23,46984.36,48267.77,0.53,714.81,8014.81,727.81,39839.83,46334.47,0\\r\\n29602,1147,38,Male,0,salaried,656,2,653,11,2733.53,2775.66,2880.23,2738.46,3.81,0.19,292.74,285.9,2874.53,2886.88,0\\r\\n29604,5396,44,Male,0,self_employed,1020,3,2,12,12294.96,10250.29,10404.73,9788.14,900.7,900.7,286.41,1086.41,10810.39,10437.38,0\\r\\n29605,2361,55,Female,0,salaried,1539,3,1601,118,5652.66,5695.52,5741.68,4780.4,0.56,0.56,0.56,14.65,5691.09,5744.2,0\\r\\n29606,920,14,Male,0,student,1020,2,79,20,2086.15,246.02,2241.67,1508.87,1840.76,3771.37,0.63,5714.91,1834.6,2843.93,1\\r\\n29607,1318,90,,0,self_employed,1336,2,1478,167,5571.41,5571.41,5571.41,5447.32,0.36,0.36,0.36,0.36,5571.41,5571.41,0\\r\\n29608,1489,58,Male,0,self_employed,,3,2477,186,5810.61,4382.04,4145,3289.57,0.06,0.06,0.06,0.06,4431.3,4382.04,0\\r\\n29609,1544,30,Male,0,salaried,,2,1276,3,1907.14,1360.65,1733.34,3454.98,714.73,0.44,71.15,286.16,1346.28,1507.72,0\\r\\n29610,620,11,Female,,student,623,1,317,26,2117.61,1760.47,1639.36,1252.48,357.2,357.2,0.06,0.06,2092.98,1449.41,0\\r\\n29611,2120,42,Female,0,self_employed,1388,2,42,7,12242.15,2332.33,1946.38,176.88,14443.54,3729.26,4533.73,1576.59,5043.13,643.85,0\\r\\n29612,2124,45,Male,0,salaried,834,3,277,45,3426.85,3426.85,3738.91,140.96,0.14,1053,0.14,8571.57,3426.85,4333.86,0\\r\\n29613,2685,47,Male,0,salaried,146,2,354,30,1425.45,2082.27,2900.17,8131.59,0.3,714.59,1371.41,2263.97,1813.08,2158.38,0\\r\\n29614,3286,33,Male,0,self_employed,245,2,204,14,1292.79,487.68,2083.31,1914.13,2871.81,4286.1,2066.7,5731.81,1238.17,2018.92,0\\r\\n29615,929,5,Male,0,self_employed,146,2,542,,2832.06,2832.06,2832.06,1553.55,0.21,0.21,0.21,0.21,2832.06,2832.06,0\\r\\n29616,1298,73,Male,0,self_employed,917,3,1909,,19978.39,19978.39,19978.39,19852.08,0.59,0.59,0.59,0.59,19978.39,19978.39,0\\r\\n29617,6169,52,Male,2,salaried,1020,3,541,14,3035.6,1966.06,2374.12,1528.67,867.75,4.76,503.13,1437.24,2470.67,2315.33,0\\r\\n29618,4616,60,Male,0,self_employed,1181,2,235,175,6149.34,6149.34,6149.34,6106,0.01,0.01,0.01,0.01,6149.34,6149.34,0\\r\\n29619,4608,39,Male,2,self_employed,905,2,1336,17,12284.57,9522.78,9536.15,6223.94,2904.76,0.11,0.11,0.11,11701.13,9585,0\\r\\n29620,2155,49,Male,2,self_employed,1271,1,379,45,7162.13,7368.49,8091.81,22511.84,0.59,10357.73,0.59,14286.3,7268.87,4603.51,0\\r\\n29621,739,77,Female,0,self_employed,1348,2,1590,17,5209.96,4634.25,4480.08,2655.26,329.17,329.17,0.6,0.6,5059.77,4470.2,0\\r\\n29622,591,56,Female,,self_employed,751,3,1089,301,1588.88,1588.88,1588.88,1578.49,0.04,0.04,0.04,0.04,1588.88,1588.88,0\\r\\n29623,1719,46,Female,0,self_employed,594,2,672,41,157.85,157.85,1658.9,250.35,0.46,5.41,0.46,4409.88,157.85,2125.39,1\\r\\n29624,1408,44,Female,0,self_employed,1088,2,3319,46,11679.3,11322.15,8645.16,2323.96,0.34,6423.21,286.06,0.34,11716.24,8628.69,0\\r\\n29625,7342,62,Male,2,self_employed,1232,3,3038,14,2202.54,3403.47,2767.22,3053.09,321.94,1714.5,2660.37,2240.93,3292.79,2918.1,0\\r\\n29626,762,55,Male,,self_employed,514,2,2130,38,255.08,351.21,1649.03,263.97,0.39,4286.1,286.1,11286.1,413.32,1235.08,1\\r\\n29627,1006,24,Male,,self_employed,1630,2,2992,18,19.24,6233.52,4730.45,6203.94,2857.51,2428.94,9071.8,3714.66,2162.09,5795.74,1\\r\\n29628,833,47,Female,,salaried,1086,3,2605,46,3100.18,3100.18,3078.33,2197.61,0.07,514.36,0.07,469.64,3100.18,3081.43,0\\r\\n29629,3601,52,Female,0,salaried,1111,2,1223,48,3285.1,587.05,2842.65,3656.64,0.47,7138.91,0.47,12475.47,507.67,3298.91,0\\r\\n29630,756,40,Female,,salaried,1096,2,139,293,5895.44,5914.42,5910.27,5877.04,0.54,0.54,16.26,0.54,5901.95,5914.42,0\\r\\n29631,1015,44,Male,2,self_employed,491,3,279,20,3332.27,3288.71,3143.04,3344.6,243.14,64.57,152.94,152.94,3288.06,3238.98,0\\r\\n29632,2617,33,Male,0,salaried,834,2,14,27,4412.54,4316.83,4347.63,3583.86,96.04,0.33,0.33,0.33,4409.24,4316.83,0\\r\\n29633,423,40,Male,,self_employed,678,2,2610,203,3024.49,3024.49,2968.54,3092.2,0.03,0.03,0.03,0.03,3024.49,3024.49,0\\r\\n29634,1558,28,Male,2,student,146,2,1751,14,2726.6,2122.97,1778.82,4369.43,857.81,929.24,3087.91,1093.33,1934.29,1694.23,0\\r\\n29635,2778,61,Male,0,retired,1020,2,542,,10264.85,10256.5,10256.65,10191.05,0.57,0.57,0.57,0.57,10258.5,10256.5,0\\r\\n29636,2839,90,,0,self_employed,904,2,78,163,6973.41,8662.95,8610.9,8189.64,0.21,0.21,1689.76,0.21,8138.14,8662.95,1\\r\\n29637,887,37,Male,,self_employed,32,3,820,26,1593.71,1670.86,1715.23,819.22,137.26,0.11,214.4,0.11,1754.21,1670.86,0\\r\\n29638,2238,57,Female,0,salaried,152,2,779,353,6101.99,6101.99,5837.68,5019.22,0.04,0.04,0.04,0.04,6101.99,5817.34,0\\r\\n29639,2784,58,Female,0,self_employed,1020,2,1425,31,5296.37,4496.4,3503.23,1826.8,0.11,714.4,271.57,247.69,5052.04,3101.96,0\\r\\n29640,296,41,Male,,self_employed,904,2,596,21,2261.82,1125.98,2806.29,3999.84,4071.23,1400.66,3063.97,2803.5,2406,2849.01,0\\r\\n29641,314,46,Male,0,self_employed,1063,3,995,234,1122.18,1143.79,1518.08,3763.72,0.66,0.66,22.27,857.8,1125.16,1550.36,0\\r\\n29642,3103,46,Male,0,self_employed,,3,226,47,2587.94,4235.17,4239.8,4405.94,0.66,2000.66,1790.74,2943.51,3537.07,4770.65,1\\r\\n29643,1618,48,Male,0,salaried,1289,3,1916,153,2248.98,2248.98,2248.98,2233.35,0.13,0.13,0.13,0.13,2248.98,2248.98,0\\r\\n29644,5196,59,Female,0,self_employed,224,2,137,19,2796.12,4754.25,4269.79,7607.21,382.51,0.6,2369.93,0.6,3060.29,4751.69,0\\r\\n29645,1975,52,Female,0,self_employed,140,2,1886,,7298.59,7298.59,7298.59,7252.15,0.01,0.01,0.01,0.01,7298.59,7298.59,0\\r\\n29646,4639,42,Female,0,self_employed,656,2,341,73,6214.86,6243.43,6297.59,4544.99,0.21,0.21,0.21,134.36,6241.46,6298.61,0\\r\\n29647,2455,42,Male,0,salaried,677,1,2124,59,5108.91,5108.91,5106.53,5071.2,0.07,7.21,0.07,0.07,5108.91,5108.91,0\\r\\n29648,769,62,Male,0,self_employed,544,3,2307,282,1749.23,1749.23,1749.23,1580.69,0.04,0.04,0.04,0.04,1749.23,1749.23,0\\r\\n29649,3814,39,Female,0,self_employed,1525,3,814,175,2114.34,2121.28,1783.67,1303.16,0.49,0.49,0.49,0.49,2118.65,1894.56,0\\r\\n29650,3804,63,Male,0,self_employed,965,2,370,21,874.7,4254.8,3346.62,17231.35,4102.3,1003.11,5750.21,1429.21,2734.55,2201.42,0\\r\\n29651,3107,60,Female,0,self_employed,334,2,2043,3,818.68,5279.95,3542.04,5226.51,3000.54,286.26,0.54,857.69,1354.09,5015.07,0\\r\\n29652,3875,66,Male,0,self_employed,1020,1,145,44,262544.43,287655.14,287730.61,137980.84,0.39,16716.51,3578.24,22500.86,282547.36,297989.62,0\\r\\n29653,2739,72,Male,0,retired,195,2,639,32,4044.7,4044.7,4194.67,4211.61,0.33,571.76,0.33,714.61,4044.7,4244.77,0\\r\\n29654,289,29,Male,,salaried,363,3,1250,291,1114.2,1272.17,2096.72,1947.86,0.37,0.37,243.97,621.8,1122.96,2079.35,1\\r\\n29655,3230,62,Female,2,salaried,334,3,260,303,3380.72,3452.15,3474.03,3689.45,0.34,0.34,71.77,50.34,3429.98,3471.51,0\\r\\n29656,4567,54,Female,0,self_employed,1020,2,2,36,6149.63,6376.61,6342.82,5321.68,0.33,32.44,163.9,446.1,6296.54,6466.43,0\\r\\n29657,716,30,Female,0,self_employed,555,3,284,5,3000.31,3963.16,3242.89,2920.11,485.81,428.67,1448.67,0.1,3098.93,3557.88,0\\r\\n29658,1673,18,Male,0,student,623,2,81,,2498.89,2498.89,2498.89,2506.65,0.06,0.06,0.06,0.06,2498.89,2498.89,0\\r\\n29659,772,49,Male,2,salaried,1181,3,2851,108,4710.68,3701.15,2979.14,2013.05,0.51,0.51,1286.23,571.94,2878.82,2840.87,0\\r\\n29660,3331,74,Male,0,retired,1020,3,288,31,995.15,9649.53,3507.1,725.05,0.26,6258.01,3654.22,476.82,3183.62,4381.89,1\\r\\n29661,6262,33,Male,0,self_employed,834,2,40,,4931.38,4931.38,4931.38,4897.65,0.16,0.16,0.16,0.16,4931.38,4931.38,0\\r\\n29662,2266,54,Male,0,self_employed,,3,1448,5,12716.94,10245.33,10632.74,10322.67,3187.59,0.27,715.99,0.27,11353.64,10245.33,1\\r\\n29663,848,67,Female,0,self_employed,1111,2,2674,18,256.92,660.33,12288.73,2829.92,12426.69,244.67,1934.97,48571.61,1111.93,5148.9,1\\r\\n29664,625,62,Female,0,self_employed,146,2,1079,103,3394.57,3394.57,3394.57,3583.81,0.24,0.24,0.24,0.24,3394.57,3394.57,0\\r\\n29665,5908,46,Male,0,salaried,491,2,27,17,3463.81,607.78,6113.24,7517.85,5178.84,2591.01,1130.51,54.61,2856.05,1149.95,0\\r\\n29666,4322,57,Female,0,self_employed,1020,2,114,14,7416.45,10750.93,9586.59,5310.05,174.22,0.33,3428.9,2938.61,8735.31,10873.35,0\\r\\n29667,766,35,Male,,self_employed,649,3,3439,21,2778.5,1192.79,1561.5,614.01,1785.9,0.19,200.19,143.04,2850.92,1222.74,0\\r\\n29668,814,47,Female,0,salaried,146,3,1208,121,14549.66,14549.66,14549.66,14452.85,0.51,0.51,0.51,0.51,14549.66,14549.66,0\\r\\n29669,1457,42,Male,4,self_employed,1616,2,2478,35,2023.57,2226.15,1797.85,102.95,0.03,17714.31,202.61,17202.61,2051.51,2552.34,0\\r\\n29670,4406,71,Female,0,self_employed,15,1,69,,3229.08,2284.61,2706.83,2814.03,0.13,0.13,0.13,899.21,2713.98,2395.23,0\\r\\n29671,1779,68,Male,0,retired,1183,3,1393,195,1351.6,1780.17,1661.94,2572.85,0.64,0.64,429.21,0.64,1425.49,1780.17,1\\r\\n29672,601,28,Male,0,salaried,101,3,2999,30,3164.9,3497.19,2769.17,2394.39,0.41,886.13,606.84,0.41,3453.59,3061.98,0\\r\\n29673,996,90,,,self_employed,436,2,605,,79141.07,79251.2,80292.09,81079.71,0.63,0.63,0.63,0.63,79148.67,80478.68,0\\r\\n29674,1180,26,Male,2,self_employed,1494,2,1008,10,9165.61,10399.72,30134.77,94306.19,179791.51,0.29,176739.5,3872.63,33846.37,11424.91,1\\r\\n29675,4108,64,Male,0,self_employed,1525,3,2504,328,2160.88,3310.85,3406.5,3693.2,0.29,0.29,148.95,322.94,3023.95,3559.91,1\\r\\n29676,1985,59,Female,0,self_employed,575,3,616,240,1487.2,1487.2,1487.2,1477.78,0.47,0.47,0.47,0.47,1487.2,1487.2,0\\r\\n29677,2127,90,,0,self_employed,730,2,879,,3001.25,3001.25,3001.25,2987.43,0.1,0.1,0.1,0.1,3001.25,3001.25,0\\r\\n29678,1766,71,Male,0,salaried,1020,2,455,115,4728.1,4768.75,4784.85,4762.17,0.37,0.37,41.01,44.41,4738.27,4789.97,0\\r\\n29680,4582,50,Male,2,self_employed,1020,1,227,20,2805.13,909.67,3013.91,3570.14,2239.47,0.19,223.04,3236.4,2147.06,2071.92,0\\r\\n29681,2694,52,Male,0,salaried,1020,3,455,77,3167.59,3209.57,3063.63,2316.02,0.19,0.19,42.16,285.03,3173.38,3444.93,0\\r\\n29683,5494,53,Male,0,self_employed,834,2,106,12,2407.05,2392.76,2401.92,2363.23,211.1,14.4,196.81,179.87,2433.08,2396.52,0\\r\\n29684,2975,34,Male,0,salaried,146,2,514,28,3833.33,3116.3,3480.93,2101.74,1320.31,964.37,712.56,611.63,4138.54,3342.65,0\\r\\n29685,7007,64,Male,0,self_employed,409,2,1317,,370.65,2513.51,3624.27,6387.96,0.53,0.53,2143.39,3286.24,592.33,4241.62,1\\r\\n29686,823,63,Male,,retired,777,3,3044,27,4092.06,4234.35,3964.65,2496.96,133.73,134.1,143.3,0.44,4190.45,4252.26,0\\r\\n29687,1990,37,Female,0,self_employed,526,2,421,24,3331.82,2972.94,2895.71,3759.03,572.13,714.99,3203.56,286.41,3301.61,2922.25,0\\r\\n29688,659,26,Female,,self_employed,146,3,1754,33,18.62,18.62,2382.98,7321.92,0.46,2857.6,0.46,5943.31,18.62,1168.85,1\\r\\n29689,2616,49,Female,0,self_employed,409,2,314,18,2028.6,2085.23,3203.24,1332.82,12411.63,396.16,19496.6,384.61,5654.03,1910.37,0\\r\\n29690,6954,90,Male,0,self_employed,995,2,200,94,6053.3,6096.16,6127.04,5187.51,0.3,0.3,43.16,50.3,6068.08,6104.22,0\\r\\n29691,2434,27,Female,0,student,630,3,36,37,4512.47,4600.07,4579.49,4645.84,0.14,33.57,97.19,22,4547.52,4596.09,0\\r\\n29692,937,90,,,self_employed,531,2,2653,19,3881.12,3368.76,2898.34,1683.36,512.6,1155.46,0.24,0.24,3704.44,2925.79,0\\r\\n29693,4256,43,Male,0,self_employed,1020,3,288,6,4607.79,939.14,6870.52,12230.45,190.87,191.14,682.86,14485.61,2332.24,9776.89,0\\r\\n29694,833,28,Male,0,self_employed,666,3,2700,244,4493.4,4493.4,4493.4,4473.52,0.16,0.16,0.16,0.16,4493.4,4493.4,0\\r\\n29695,1432,35,Male,2,salaried,1020,2,239,,4198.64,4195.94,4227.07,4821.53,0.53,0.53,0.53,0.53,4196.03,4195.94,0\\r\\n29696,3752,58,Male,1,salaried,836,3,466,,1499.89,1499.89,1499.89,1589.53,0.3,0.3,0.3,0.3,1499.89,1499.89,0\\r\\n29697,4234,34,Male,2,self_employed,409,3,331,44,7464.8,18405.79,13406.96,46492.01,0.1,36739.53,225.99,19075.27,8705.82,26939.58,0\\r\\n29698,286,48,Female,0,self_employed,1433,2,2304,175,1456.19,1627.62,1659.21,5470.52,0.67,0.67,0.67,0.67,1489.2,1658.5,0\\r\\n29699,1643,24,Male,0,self_employed,318,2,35,17,885.83,634.94,2250.72,4592.86,7143.16,0.3,9720.84,464.44,4419.57,742.84,0\\r\\n29700,4377,65,Male,1,self_employed,409,3,153,18,2362.37,2825.07,4053,3651.85,2798.9,0.69,3549.41,3683.21,3928.74,5410.11,1\\r\\n29701,3870,42,Female,0,self_employed,15,1,461,0,4816.42,4117.85,2847.36,2359.35,586.41,3014.99,0.7,0.7,4450.95,2243.61,0\\r\\n29703,1390,66,Male,0,self_employed,850,2,2346,189,3253.38,3253.38,3253.38,3232.88,0.66,0.66,0.66,0.66,3253.38,3253.38,0\\r\\n29704,4960,55,Male,0,salaried,1232,1,185,0,3163.23,2660.2,3602.41,3983.78,2019.9,14113.06,1064.05,2996.67,3332.69,4886.51,0\\r\\n29705,1377,57,Male,0,self_employed,78,3,255,,8408.09,8250.95,8225.14,7704.58,0.14,0.14,0.14,0.14,8386.42,8225.6,0\\r\\n29706,2104,67,Female,0,salaried,1096,2,1664,12,9451.46,5075.79,11677.62,4728.85,25840.46,5485.41,21428.86,12742.84,12158.85,10474.15,1\\r\\n29708,2993,72,Female,0,self_employed,578,2,264,53,24998.76,12080.73,10574.52,18349.49,0.47,10859.28,657.61,0.47,13670.41,9979.02,0\\r\\n29709,586,20,Female,,student,409,1,558,345,5374.84,5374.84,5374.84,5339.28,0.41,0.41,0.41,0.41,5374.84,5374.84,0\\r\\n29710,677,26,Female,,self_employed,1643,3,210,17,2758.06,1529.49,1812.57,1519.8,1228.59,0.01,0.01,0.01,2378.75,1529.49,0\\r\\n29711,1454,54,Male,1,self_employed,1096,2,1375,98,20966.51,23837.93,24645.3,11016.9,0.23,0.23,2857.37,2253.59,23047.29,25016.02,0\\r\\n29712,788,32,Male,0,salaried,409,3,158,44,2849.69,2875.84,2634.56,2854.01,0.51,500.51,0.51,0.51,2873.19,2607,1\\r\\n29713,2154,55,Female,0,self_employed,487,2,868,91,4664.64,4664.64,4664.64,3820.13,0.36,0.36,0.36,0.36,4664.64,4664.64,0\\r\\n29714,2294,38,Female,0,self_employed,1096,2,11,31,7513.97,14455.58,13801.05,13200.86,0.03,8,8484.09,2575.36,12893.91,14655.51,0\\r\\n29715,984,42,Female,0,self_employed,1096,1,1343,7,9575.58,9580.51,8637.18,7005,386.26,9749.77,390.99,7680.06,9390.44,9012.34,0\\r\\n29716,1488,43,Female,0,self_employed,1020,3,406,21,1825.35,1189.63,1576.02,3799.01,93.34,93.34,0.49,138.84,1829.78,1382.39,0\\r\\n29717,5990,76,Female,0,self_employed,649,2,54,10,30131.52,27224.44,26968.15,24361.28,2884.86,2230.07,0.27,79.33,29021.52,26321.56,0\\r\\n29719,3050,36,Male,0,salaried,1096,2,89,20,13022.63,12706.12,12779.63,11973.15,314.33,314.33,0.04,242.9,12933.78,12814.32,0\\r\\n29720,1333,30,Male,0,salaried,457,2,1980,,10481.38,11719.94,11567.91,14748.93,0.54,0.54,0.54,0.54,10695.71,11736.11,0\\r\\n29721,508,38,Male,0,salaried,398,3,1780,191,3451.75,4451.75,4246.42,6330.75,0.53,0.53,1000.53,4.81,3831.06,4452.16,0\\r\\n29722,2637,29,Male,0,salaried,409,1,438,14,775.59,253,1503.06,390.46,771.76,0.33,244.89,599.36,464.35,404.02,1\\r\\n29723,1372,46,Male,0,self_employed,1271,3,379,59,168.14,168.14,2279.52,306.33,0.57,143.43,0.57,28572,168.14,5698.09,0\\r\\n29724,2481,53,Male,1,salaried,1096,1,89,33,6458.83,15186.32,4557.4,931.29,0.69,23206.78,287.73,5684.5,9228.74,3695.15,0\\r\\n29725,2098,46,Male,0,self_employed,146,1,75,160,4234.41,5255.37,7812.78,7756.8,0.19,0.19,3030.81,4942.17,4605.31,8127.28,0\\r\\n29726,1740,46,Female,0,self_employed,1546,3,58,70,115.25,405.25,3300.31,203.14,0.26,0.26,8.83,12117.43,335.1,4934.92,1\\r\\n29727,1927,72,Male,2,salaried,1534,2,1599,145,10652.52,10795.38,10765.82,10120.92,0.34,0.34,143.2,0.34,10706.71,10795.38,0\\r\\n29728,644,3,Female,,student,514,3,1083,,1912.76,1898.47,1881.78,1567.28,0.2,0.2,0.2,0.2,1900.93,1887.41,0\\r\\n29729,566,41,Male,,self_employed,623,3,3611,13,5799.49,4870.91,4651.68,3851.16,929.1,857.67,0.53,0.53,5319.19,4622.07,0\\r\\n29730,3164,31,Female,0,self_employed,656,2,46,,5405.08,5405.08,5405.08,5370.29,0.07,0.07,0.07,0.07,5405.08,5405.08,0\\r\\n29731,3440,45,Male,2,salaried,,3,2642,1,2966.66,2966.46,3260.58,4224.42,431.89,556.19,431.37,1268.19,2928.48,3117.02,0\\r\\n29733,1843,49,Male,2,self_employed,1140,3,663,95,1662.23,1753.54,1788.18,1668.32,0.23,0.23,91.54,131.6,1684.27,1777.68,0\\r\\n29734,7219,48,Female,0,salaried,1020,1,501,184,15584.06,14762.63,14200.66,11246.13,0.47,0.47,0.47,0.47,15102.53,14194.89,0\\r\\n29735,194,90,Male,0,,904,1,296,213,1435872.8,1435872.8,1435872.8,413107.52,0.24,0.24,0.24,0.24,1435872.8,1435872.8,0\\r\\n29736,1706,49,Male,0,salaried,1020,2,13,5,2420.96,1602.97,1620.47,7041.63,2505.51,1857.19,935.29,1368.1,1123.42,1368.26,0\\r\\n29737,483,36,Male,,self_employed,514,3,190,54,1748.96,1748.96,1868.77,2238.35,0.63,357.77,0.63,0.63,1748.96,1691.35,0\\r\\n29738,684,44,Male,0,self_employed,834,2,515,110,12466.47,13252.18,13220.16,10559.73,0.46,0.46,429.03,0.46,13156.12,13252.18,0\\r\\n29739,754,23,Male,,student,61,1,1334,67,23796.26,23796.26,22171.06,17113.39,0.69,0.69,0.69,0.69,23796.26,23796.26,0\\r\\n29740,581,47,Female,,self_employed,479,3,234,69,3742.81,4314.24,4340.89,4998.66,0.36,0.36,1143.21,0.36,4274.83,4314.24,1\\r\\n29741,367,37,Male,,self_employed,1616,3,2478,146,4021.36,4078.51,1957.34,3263.63,0.31,0.31,114.6,0.31,4021.36,1629.9,0\\r\\n29742,4063,90,Female,0,self_employed,1020,1,227,26,10027.69,10407.96,9509.72,13967.04,886.73,443.62,2143.36,2419.57,9816.48,8973.92,0\\r\\n29743,4416,51,Male,0,self_employed,189,3,253,72,4014.41,4051.88,4025.04,3856.03,0.34,0.34,40.04,11.74,4032.26,4053.87,0\\r\\n29744,1382,27,Female,0,self_employed,409,3,273,1,4850.2,3611.67,3111.48,1559.39,501.27,1927.51,1051.38,5928.87,3710.08,3530.37,0\\r\\n29746,6732,62,Female,0,self_employed,1020,1,19,26,2559.82,2174.1,1971.26,711.54,386.06,467.13,0.34,0.34,2533.21,2102.37,0\\r\\n29747,3554,32,Male,0,student,221,3,68,3,4843.16,4985.89,4651.24,3537.02,393.17,776.45,143.14,71.71,4949.36,4498.25,0\\r\\n29748,2968,49,Female,0,self_employed,1020,2,666,108,1538.67,2395.81,2870.67,3423.08,0.14,0.14,857.29,1180.14,2159.36,2609.55,0\\r\\n29749,3271,79,Female,0,retired,1216,1,407,112,44229.63,45543.91,45836.69,29009.14,0.67,0.67,1314.96,914.96,44793.67,46258.2,0\\r\\n29750,5198,62,Male,0,self_employed,1232,2,52,87,11167.5,11148.19,11144.96,10910.5,0.3,0.3,0.3,0.3,11161.14,11137.98,0\\r\\n29751,6470,77,Female,0,self_employed,996,1,1307,,45962.85,45962.85,45982.82,45882.53,0.31,0.31,0.31,0.31,45962.85,45962.85,0\\r\\n29752,1602,55,Male,0,self_employed,623,2,2604,4,1011.08,792.48,1470.12,869.46,8490.09,19071.51,8298.23,19142.57,1335.52,1427.45,0\\r\\n29753,3952,50,Female,0,self_employed,904,3,296,101,1215.6,1218.05,1439.17,617.51,0.57,0.57,0.57,343.43,1217.63,1527.73,0\\r\\n29755,1671,43,Female,0,self_employed,179,3,641,42,1890.81,1890.81,2032.29,2486.8,0.44,2603.66,0.44,2814.73,1890.81,2104.16,0\\r\\n29756,2806,65,Female,0,self_employed,11,3,1461,63,564.48,564.48,4228.37,5171.38,0.31,0.31,0.31,9286.03,564.48,2361.71,1\\r\\n29757,2771,45,Female,0,salaried,1467,3,191,33,2445.02,2594.23,1638.52,1440.07,0.27,1714.56,149.49,285.99,2455.31,1322.34,0\\r\\n29758,1919,26,Male,0,self_employed,1020,1,455,14,11277.89,11299.32,11323.79,11556.29,1.23,1.19,22.04,90.61,11282.96,11299.25,0\\r\\n29759,1262,38,Male,0,self_employed,180,2,2782,18,8604.57,8306.57,8287.28,8496.05,301.47,311.47,3.47,34.5,8502.4,8184.84,0\\r\\n29760,4183,36,Female,0,self_employed,664,2,241,61,76.29,76.29,3914.89,9886.56,0.09,0.09,0.09,6989.37,76.29,978.66,1\\r\\n29761,1899,38,Male,0,self_employed,161,3,1684,32,1068.26,4321.14,3761.47,2766.28,0.13,1000.13,3253.01,1048.49,2981.92,3932.99,1\\r\\n29762,394,73,Male,,self_employed,1117,2,2952,,11022.37,11022.37,11022.37,10952.55,0.13,0.13,0.13,0.13,11022.37,11022.37,0\\r\\n29763,347,55,Male,0,self_employed,557,2,3990,265,3532.05,3527.85,3528.2,3677.52,0.21,0.21,0.21,0.21,3532.05,3527.85,0\\r\\n29764,1248,48,Female,0,self_employed,,3,612,,1625.2,1625.2,1625.2,1614.8,0.66,0.66,0.66,0.66,1625.2,1625.2,0\\r\\n29765,861,32,Male,0,salaried,1135,3,1534,30,4181.2,4184.83,3870.68,3545.12,0.37,891.48,4,428.94,4181.75,3489.46,0\\r\\n29766,3971,48,Male,0,self_employed,1494,3,251,,1929.32,1929.32,1929.32,1931.82,0.57,0.57,0.57,0.57,1929.32,1929.32,0\\r\\n29767,418,25,Female,,self_employed,485,2,1486,325,113,113,1718.23,2809.33,0.6,0.6,0.6,2714.89,113,2214.39,1\\r\\n29768,4141,31,Male,0,salaried,1232,1,103,200,1837.11,1347.5,5905.48,3622.77,0.43,0.43,214.71,11429,1785.92,3550.27,1\\r\\n29769,6040,68,Male,0,retired,575,1,44,139,1889.36,1889.36,1930.83,2161.95,0.49,0.49,0.49,0.49,1889.36,1889.36,0\\r\\n29770,1152,85,Female,0,self_employed,1020,3,1573,18,979.34,915.77,1619.82,2555.97,71.17,8539.04,0.41,8219.41,957.31,1116.54,1\\r\\n29772,1119,36,Female,0,self_employed,409,3,1349,152,3173.94,3173.94,3173.94,2860.66,0.17,0.17,0.17,0.17,3173.94,3173.94,0\\r\\n29773,2031,64,Male,0,self_employed,1050,3,810,242,9076.94,9076.94,9076.94,9020.33,0.26,0.26,0.26,0.26,9076.94,9076.94,0\\r\\n29774,1622,68,Female,0,self_employed,814,2,827,193,1559.4,1556.24,1555.84,1538.38,0.67,0.67,0.67,0.67,1559.29,1555.63,0\\r\\n29775,2060,51,Male,0,salaried,409,1,11,0,5204.74,611.3,2751.66,573.78,8257.66,0.09,3818.16,1000.09,6063.98,1136.1,0\\r\\n29776,1809,30,Female,0,salaried,1084,2,258,40,5336.84,6058.86,5489.21,4403.9,0.14,0.86,353.59,422.25,5520.62,5976.82,0\\r\\n29777,1711,33,Female,0,self_employed,1084,3,1030,23,2715.86,4283.5,4021.26,3615.83,357.69,0.54,1925.33,0.54,3980.65,4283.5,0\\r\\n29778,540,29,Female,0,self_employed,623,3,2398,28,2192.79,1900.79,1759.97,410.17,486.17,0.46,194.17,37.03,2257.44,1905.51,1\\r\\n29779,5127,41,Male,1,self_employed,409,1,144,23,6861.12,7640.26,11691.74,2845.2,577.76,0.37,1356.89,1678.61,7631.22,8507.54,1\\r\\n29780,1514,40,Male,0,self_employed,1567,2,1276,97,2729.96,2729.96,2822.12,1914.73,0.1,0.1,0.1,0.1,2729.96,2729.96,0\\r\\n29782,1040,30,Female,0,self_employed,1540,3,347,22,1086.88,1124.43,9171.35,11255.38,305.41,308.06,457.24,14857.24,1226.67,10596.78,1\\r\\n29783,1703,71,Female,0,self_employed,288,3,462,1,5988.15,6131.01,5094.91,5041.53,1571.76,0.33,1571.76,0.33,6071.9,5945.32,0\\r\\n29784,916,36,Male,0,salaried,1141,3,710,62,2257.7,2257.7,5493.41,11569.1,0.41,0.41,1214.7,7143.27,1789.72,5806.08,0\\r\\n29785,2756,36,Male,0,self_employed,372,3,236,,2384.39,2384.39,2384.39,2376.18,0.04,0.04,0.04,0.04,2384.39,2384.39,0\\r\\n29786,1065,31,Female,0,salaried,1020,2,322,,7939.21,7979.34,8123.11,8745.81,0.56,0.56,40.69,0.56,7968.27,7979.34,0\\r\\n29787,2234,7,Female,0,student,15,2,6,24,1053.65,2553.54,1753.12,358.13,183.33,2904.18,1678.3,704.76,2382.83,2320.15,1\\r\\n29788,766,46,Male,2,self_employed,905,2,2474,13,8799.82,8926.66,8512.78,2938.79,45.63,135.77,17.06,272.82,8868.81,8623.02,1\\r\\n29789,843,36,Female,,self_employed,585,2,458,,4427.2,4427.2,4427.2,4259.72,0.19,0.19,0.19,0.19,4427.2,4427.2,0\\r\\n29790,2666,76,Female,0,self_employed,1540,2,1545,15,26870.67,26601.52,26653.56,26229.09,299.41,0.36,0.36,0.36,26756.2,26601.52,0\\r\\n29791,503,41,Male,,self_employed,1314,2,1059,48,3307.19,4735.76,4639.78,4726.13,0.59,324.87,0.59,0.59,4587.98,4610.23,0\\r\\n29792,1418,54,Male,3,self_employed,146,3,2778,0,148.91,1800.95,1909,1021.19,8200.27,3348.94,10078.47,1136.13,2867.94,477.7,0\\r\\n29793,1686,70,Male,0,retired,1096,3,1408,,2757.38,2757.38,2757.38,2739.91,0.1,0.1,0.1,0.1,2757.38,2757.38,0\\r\\n29794,4690,43,Female,0,self_employed,38,1,226,19,3228.77,3118.79,2852.19,3412.91,1224.79,8904.39,714.81,250.53,3585.92,3623.26,0\\r\\n29795,3027,46,Female,0,salaried,1020,1,15,245,3721.89,3683.32,3709.1,3724.37,0.5,0.5,0.5,0.5,3662.04,3704.06,0\\r\\n29796,1637,39,Male,0,self_employed,575,2,583,11,13469.79,6290.95,10597.98,2161.55,7259.88,4.09,78.81,7268.93,12716.95,7382.74,0\\r\\n29797,2171,44,Female,0,self_employed,1232,2,2524,0,3890.64,5674.88,2141.55,536.43,39940.61,440.73,39243.51,17369.81,4037.04,1572.91,0\\r\\n29798,3996,41,Female,0,salaried,1589,1,80,0,4800.33,4451.24,4509.37,2238.71,652.41,1368.39,347.67,0.37,5199.9,4538.14,0\\r\\n29800,934,26,Male,0,student,409,2,11,144,805.27,2343.54,2011.66,1810.66,0.1,0.1,2378.37,197.09,1651.76,2247.44,0\\r\\n29801,504,67,Female,0,self_employed,1096,2,85,25,3602.92,3357.89,3376.78,3182.58,245.27,45.09,0.24,0.24,3577.57,3353.55,0\\r\\n29802,1397,38,Male,0,self_employed,221,2,68,,7202.84,7202.84,7202.84,7157.22,0.7,0.7,0.7,0.7,7202.84,7202.84,0\\r\\n29803,1210,50,Male,0,self_employed,759,2,1630,,4105.35,2175.35,3595.51,7165.81,0.2,0.2,1428.77,1428.77,3992.84,3281.5,0\\r\\n29804,1570,24,Male,0,student,630,2,36,4,2934.19,2682,2451.86,811.21,4.01,5.75,67.06,166.11,2650.9,2456.32,0\\r\\n29805,1150,5,Male,0,student,334,1,260,,4755.56,4755.56,4748.03,4681.6,0.51,0.51,0.51,0.51,4755.56,4751.41,0\\r\\n29807,1811,37,Male,1,salaried,52,3,90,,7461.95,7104.81,6951.33,7241.38,0.01,0.01,0.01,0.01,7289.54,6966.56,0\\r\\n29808,1196,59,Male,0,salaried,1138,3,1736,,1471.59,1496.45,1490.38,1492.92,0.66,0.66,0.66,0.66,1476.73,1496.61,0\\r\\n29809,2464,51,Female,0,self_employed,409,3,1358,28,1746.88,1875.45,1776.5,1661.69,14.74,14.74,143.31,0.46,1761.66,1874.99,0\\r\\n29810,2101,80,Male,0,retired,996,2,1308,63,8511.51,6510.08,6202.27,5321.93,0.67,0.67,157.81,0.67,6694.02,6648.33,0\\r\\n29811,1103,59,Female,0,salaried,1020,2,19,176,2146.94,1238.23,1509.87,708.03,0.47,0.47,0.47,0.47,2401.59,1275.54,0\\r\\n29812,1672,18,Female,0,student,575,2,248,,2731.79,2717.5,2711.24,2599.87,0.1,0.1,0.1,0.1,2729.82,2715.66,0\\r\\n29813,2655,29,Male,0,salaried,,3,1223,9,590.84,893.85,2797.77,1257.85,44.07,0.14,347.08,5382.82,660.72,4542.93,0\\r\\n29814,2104,71,Male,0,self_employed,341,3,910,33,2433.09,2718.81,2979.74,4381.42,0.53,71.96,500.53,841.79,2666.1,2910.29,0\\r\\n29817,4356,80,Female,0,retired,,1,227,3,1832.47,3064.3,9010.66,1060.24,103154.8,0.26,96857.4,100.26,9016.41,1349.55,1\\r\\n29818,4018,77,Male,0,retired,146,2,53,4,1743.04,1658.48,1518.12,1699.69,351.06,614.91,114.91,457.77,1663.03,1531.52,0\\r\\n29819,2236,33,Female,0,self_employed,834,2,1128,24,6274.9,6515.48,6933.7,7090.22,14.77,9.63,339.43,2981.79,6379.1,7201.95,0\\r\\n29820,1368,71,Male,0,self_employed,146,1,2855,0,15916.6,15540.8,15709.18,15772,79.9,159.28,749.75,895.55,15630.55,15893.83,0\\r\\n29821,4755,53,Male,3,self_employed,1020,3,47,13,1563.8,1845.61,1575.41,2625.24,642.96,999.85,328.67,480.39,1426.46,1556.59,0\\r\\n29822,6309,65,Male,0,salaried,409,2,711,10,2700.13,1916.62,2015.7,1887.91,782.47,0.67,0.67,0.67,2213.87,1916.62,0\\r\\n29823,1041,30,Female,0,student,146,2,1036,315,5167.86,5167.86,5167.86,5136.41,0.43,0.43,0.43,0.43,5167.86,5167.86,0\\r\\n29824,4269,90,Male,0,self_employed,15,1,300,31,5346.73,5314.17,8569.69,3248.68,0.13,4642.99,0.13,9528.63,5327.64,10547.75,0\\r\\n29825,1356,42,Female,0,self_employed,980,2,2696,14,7237.07,6665.64,6737.23,7071.22,571.49,328.63,0.06,428.63,7030.17,6630.16,0\\r\\n29826,3306,45,Male,0,salaried,1020,3,414,125,11549.63,12187.28,12103.53,7981.66,0.04,0.04,623.72,41.53,11867.94,12193.9,0\\r\\n29827,2144,32,Female,0,self_employed,61,3,1822,9,2801.15,2829.82,2868.33,3100.27,28.99,186.13,0.41,0.41,2825.86,2773.6,0\\r\\n29829,798,23,Male,,student,1020,3,836,59,2458.37,2458.37,2343.17,299.97,0.27,4285.99,0.27,2143.13,2458.37,4255.61,0\\r\\n29830,383,81,Male,0,self_employed,232,2,350,7,13507.28,6287.77,6212.95,233.43,14364.51,714.8,7143.37,0.51,8065.5,5688.69,0\\r\\n29831,271,21,Male,,self_employed,69,2,2945,259,7228.6,7228.6,7228.6,7201.08,0.34,0.34,0.34,0.34,7228.6,7228.6,0\\r\\n29832,486,53,Female,,self_employed,11,2,3679,350,3742.06,3756.35,3763.42,3782.03,0.66,0.66,0.66,0.66,3749.45,3763.26,0\\r\\n29833,2658,90,,0,self_employed,1020,1,84,9,55010.54,56094.79,57178.47,48143.53,14285.77,0.06,0.06,0.06,50763.42,58399.38,0\\r\\n29834,283,50,Female,,self_employed,931,3,1547,235,124.1,124.1,1660.2,7243.88,0.69,0.69,0.69,0.69,124.1,124.1,1\\r\\n29835,2972,71,Male,2,self_employed,572,3,189,89,7107.98,7250.84,7396.6,11382.52,0.37,0.37,143.23,0.37,7127.68,7330.22,0\\r\\n29836,348,64,Female,,self_employed,531,3,922,10,4168.23,2554.04,2929.19,39713.83,2071.64,318.89,457.45,455.27,3019.3,2749.18,0\\r\\n29837,1764,82,Male,0,retired,1290,2,1389,18,27940.65,40947.8,43691.2,54855.04,1993.01,3728.73,19285.87,14285.87,30556.42,48190.73,0\\r\\n29838,4430,49,Male,2,self_employed,409,2,1365,73,1592.26,1592.26,1481.17,2586.26,0.07,0.07,0.07,0.07,1592.26,1589.41,0\\r\\n29839,3779,70,Male,0,self_employed,1597,1,737,0,4908.95,3595.6,4752.65,10485.24,2868.75,2819.26,1500.3,3311.97,2567.3,2382.48,0\\r\\n29841,7165,48,Female,0,salaried,1020,1,501,42,6010.59,6567.2,6802.64,7279.98,0.39,2071.81,766.42,4333.12,6259.77,6094.04,0\\r\\n29842,4707,60,Male,2,salaried,1467,3,3902,17,1378.85,4390.27,4320.9,990.79,429.27,572.13,185.14,2495.59,3911.18,4528.54,0\\r\\n29843,6505,82,Female,0,self_employed,1096,1,27,180,1596.61,889.46,2035.86,2115.36,0.54,0.54,0.54,3101.83,1255.23,2076.11,0\\r\\n29844,4783,45,Male,5,self_employed,557,2,284,,18970.92,18970.92,18972.9,19196.79,0.19,0.19,0.19,0.19,18970.92,18970.92,0\\r\\n29846,2148,38,Female,0,self_employed,1224,3,806,60,7433.7,7369.52,7229.21,8801.03,0.54,0.54,25.63,10.84,7385.39,7289.25,0\\r\\n29847,2211,65,Male,0,self_employed,1232,1,427,4,748.49,8360.79,13424.49,13216.58,264060.13,17488.37,247528.79,39500.26,27114.76,6280.37,0\\r\\n29848,6586,51,Male,1,salaried,1096,2,26,4,8591.03,12946.28,19982.48,9911.85,957.41,243.13,5312.67,11869.78,10313.18,21477.75,0\\r\\n29849,1047,47,Male,1,self_employed,531,2,563,9,7708.82,9335.19,5590.21,2752.98,7372.06,771.61,8424.62,0.19,8076.71,6268.42,0\\r\\n29850,3531,58,Female,0,self_employed,409,3,158,,1797.45,1797.45,1797.45,1780.54,0.56,0.56,0.56,0.56,1797.45,1797.45,0\\r\\n29851,2401,32,Female,1,self_employed,1020,2,414,83,2099.17,2099.17,2481.57,4110.96,0.1,0.1,0.1,813.71,2099.17,2545.65,0\\r\\n29852,4111,47,Male,0,self_employed,886,2,754,7,18429.89,15821.69,15985.04,12757.97,3626.19,0.44,1012.16,857.59,16604.05,17131.12,0\\r\\n29853,1146,51,Female,0,self_employed,334,1,206,154,2671.19,2664.15,2111.42,2665.23,0.49,0.49,0.49,0.49,2666.98,1834.06,0\\r\\n29854,2280,36,Female,0,self_employed,834,1,466,3,15199.13,11872.52,15550.48,18730.18,88.46,0.24,6728.81,63271.67,8005.96,23077.62,0\\r\\n29856,976,3,Female,0,self_employed,1020,1,542,,1656.51,1656.51,1533.62,1583.76,0.56,0.56,0.56,1429.13,1656.51,1287.85,0\\r\\n29857,250,54,Female,,self_employed,664,2,2758,215,2736.5,2736.5,2736.5,2729.34,0.1,0.1,0.1,0.1,2736.5,2736.5,0\\r\\n29858,1028,35,Female,0,self_employed,751,3,2784,30,2850.93,2408.08,2442.79,902.34,0.14,443,0.14,0.14,2850.93,2408.08,0\\r\\n29859,954,65,Female,0,self_employed,406,2,2876,258,1552.03,1737.74,2050.85,2686.21,0.43,0.43,229,714.71,1683.55,2159.57,1\\r\\n29860,3154,46,Male,2,self_employed,65,1,183,0,32554.3,135059.13,42333.47,43603.7,33286.34,0.63,789.13,9714.91,49331.92,75257.67,0\\r\\n29861,6509,49,Male,0,salaried,1046,2,60,61,1055.08,2005.88,2736.44,4891.99,0.37,0.37,498.51,716.64,1729.69,2614.5,0\\r\\n29862,2347,41,Female,0,self_employed,1534,2,1596,63,125.82,125.82,1809.69,11.18,0.64,0.64,0.64,10000.64,125.82,3970.98,1\\r\\n29863,3212,57,Male,2,salaried,944,2,864,14,597.04,487.89,1884.51,511.74,300.11,300.11,432.31,5981.93,604.37,3209.47,0\\r\\n29864,2328,28,Female,0,student,15,3,69,80,3763.44,3763.44,3766.19,3776.89,0.39,0.39,0.39,0.39,3763.44,3763.44,0\\r\\n29865,2181,35,Female,0,self_employed,146,2,1757,4,7798.24,7541.09,7452.65,6661.22,150.21,150.21,0.21,0.21,7692.57,7464.37,0\\r\\n29866,2623,57,Male,2,self_employed,1314,2,1059,33,2768.79,2768.79,3616.91,2345.89,0.57,437.06,0.57,1303.43,2768.79,2672.52,0\\r\\n29867,4119,54,Male,0,salaried,1020,1,291,0,36452.71,18783.85,28833.6,35504.29,79275.43,16149.64,30810.01,3416.1,62436.57,15458.56,0\\r\\n29868,2687,42,Female,0,self_employed,1181,3,477,89,2324.04,2357.88,2299.31,1573.28,0.17,0.17,0.17,214.46,2353.21,2287.23,0\\r\\n29869,2057,52,Female,0,self_employed,1020,3,998,18,4373,3930.87,4042.76,3692.6,585.93,874.5,193.76,664.72,4298.03,4120.83,0\\r\\n29870,1025,53,Male,0,self_employed,687,3,3680,6,5193.82,5348.21,5414.61,3184.04,917.67,0.63,357.77,0.63,5550.09,5348.21,0\\r\\n29871,3155,36,Female,1,self_employed,1020,2,425,13,1377.67,1158.13,2184.95,4963.82,357.71,357.71,8.9,4.2,1288.43,1084.31,0\\r\\n29872,1147,37,Male,0,self_employed,1232,3,148,75,3166.5,4919.97,4289.78,416.28,0.41,0.41,1753.89,593.89,4391.44,5231.79,0\\r\\n29873,287,87,Male,0,retired,409,2,4177,277,2837.17,2837.17,2837.17,11762.75,0.14,0.14,0.14,0.14,2837.17,2837.17,0\\r\\n29874,2677,9,Male,0,student,1465,3,191,,2261.27,2118.41,1783.24,937.26,0.31,0.31,0.31,0.31,2261.27,2002.44,0\\r\\n29875,1083,33,Female,0,salaried,334,3,1852,10,1815.38,1765.07,1753.29,2121.89,750.41,0.1,700.1,0.1,1397.94,1765.07,0\\r\\n29876,1169,31,Male,0,self_employed,705,3,1724,3,3778.48,2300.95,2484.5,1538.81,2114.77,214.77,722.95,3486.2,2585.72,3096.75,0\\r\\n29877,5416,40,Male,0,self_employed,409,2,11,26,3495.58,2974.34,2983.64,1275.52,714.53,714.53,195.51,235.77,3506.48,2864.19,0\\r\\n29878,2144,78,Female,0,self_employed,318,2,1217,,4566.78,4390.59,4643.48,4555.9,0.46,0.46,0.46,571.89,4558.49,4475.38,0\\r\\n29879,4007,90,Male,0,company,409,3,217,220,3060.55,3060.55,2994.65,2761.17,0.19,0.19,0.19,0.19,3060.55,3060.55,0\\r\\n29880,538,37,Male,,salaried,1339,3,2688,40,1224.27,1474.58,4492.93,1355.21,0.16,571.59,243.56,495.04,1286.94,5134.56,1\\r\\n29881,2376,32,Male,1,salaried,1477,3,724,7,1668.73,1752.7,1984.17,2547.14,1026.77,962.69,1110.74,1227.03,1924.64,1853.79,0\\r\\n29882,580,38,Male,5,self_employed,253,3,1960,277,10369.07,10679.67,10720.67,11597.09,0.44,0.44,311.04,311.04,10411.91,10719.75,0\\r\\n29883,837,47,Male,0,self_employed,937,3,2647,124,1670.87,1665.39,1666.11,1612.51,0.59,0.59,0.59,0.59,1669.24,1665.39,0\\r\\n29884,929,31,Female,0,self_employed,38,3,2263,,7716.01,7716.01,7805.1,7809.08,0.2,0.2,0.2,285.91,7716.01,7840.43,0\\r\\n29885,200,69,Male,1,self_employed,630,3,3704,138,5737.5,5737.5,5737.5,4349.86,0.07,0.07,0.07,0.07,5737.5,5737.5,0\\r\\n29886,3476,76,Male,0,self_employed,409,2,330,23,5616.78,4823.95,5274.41,4375.03,2929.09,0.51,8583.62,694.61,5781.9,4444.4,0\\r\\n29887,1362,32,Male,0,salaried,774,3,732,5,2264.1,1658.42,1751.68,1140.17,357.31,0.17,37.34,31.6,1904.6,1659.43,0\\r\\n29888,1978,43,Female,0,self_employed,146,2,509,6,1682.11,1289.25,2362.94,3773.52,393.56,0.7,0.7,6075.11,1414.87,2459.07,0\\r\\n29889,2893,76,Female,0,self_employed,61,1,1822,0,765.08,12057.94,4220.96,284.89,157.37,6678.8,21.66,0.23,3779.37,8317.53,1\\r\\n29890,361,27,Female,0,salaried,1020,2,1471,0,13281.66,15565.74,12464.22,10187.06,1712.24,5459.01,4002.71,1561.02,13763.96,13498.97,0\\r\\n29891,767,73,Female,,retired,977,2,968,118,19325.6,19325.6,19325.6,6037.58,0.5,0.5,0.5,0.5,19325.6,19325.6,0\\r\\n29892,2646,24,Female,0,student,1020,2,19,18,4679.86,448.35,2493.76,1117.4,448.26,211.99,0.56,2000.56,3948.46,1476.16,0\\r\\n29893,2156,18,Male,0,student,623,2,1639,254,1547.55,1547.55,1985.34,2245.56,0.54,0.54,0.54,714.83,1547.55,2146.63,0\\r\\n29894,2079,33,Female,0,self_employed,1020,2,1,131,323.36,1319.15,19405.85,16848.33,0.37,0.37,1009.69,37260.63,815.9,18623.88,1\\r\\n29896,1027,41,Female,0,salaried,656,2,1391,5,3846.05,2411.51,2767.61,1761.14,1357.73,686.3,0.59,1429.16,3253.97,2615.89,0\\r\\n29897,1812,73,Male,0,retired,1111,2,248,302,4192.37,4192.37,4243.89,4383.57,0.56,0.56,0.56,111.99,4192.37,4235.5,0\\r\\n29898,1343,19,Male,0,student,1077,2,3022,33,8649.77,8817,8976.56,9259.44,0.07,1.32,221.16,702.39,8689.59,8923.58,1\\r\\n29899,1054,24,Male,0,salaried,1076,2,64,116,3446.26,3228.6,2922.22,2400.46,0.03,0.03,0.03,0.03,3223.69,2862.11,0\\r\\n29900,1887,45,Male,2,self_employed,409,3,329,319,2777,2777,2777,3561.7,0.7,0.7,0.7,0.7,2777,2777,0\\r\\n29903,208,46,Female,0,self_employed,505,3,153,87,143925.37,69697,57117.84,1662.11,0.33,0.33,357.47,0.33,104804.34,51761.94,0\\r\\n29904,6214,84,Male,0,self_employed,1020,1,501,33,19923.56,20376.36,21185.58,25104.84,0.66,453.39,711.41,1731.94,20226.51,21103.53,1\\r\\n29905,3561,56,Female,0,self_employed,1525,3,175,46,2212.23,2293.97,2289.17,3046.93,0.29,657.43,211.1,336.81,2366.61,2119.87,0\\r\\n29906,1982,46,Male,0,salaried,834,2,14,3,6648.49,8677.82,9740.66,7459.92,3.77,2.71,1510.33,613.32,6912.95,9738.78,1\\r\\n29907,2233,27,Female,0,self_employed,1020,1,1108,19,4004.82,2912.37,3028.23,2863.04,1587.77,737.93,357.76,462.28,3760.81,2763.58,0\\r\\n29908,3040,52,Male,2,self_employed,7,2,216,42,5213.87,6653.8,4773.7,6387.3,0.01,7142.87,11369.94,3073.37,6121.99,4535.13,0\\r\\n29909,3167,56,Male,0,salaried,162,2,285,81,1499.4,1528.41,1766.95,2732.44,0.27,0.27,0.27,0.27,1722.99,1622.39,0\\r\\n29910,3207,57,Male,0,self_employed,608,2,405,19,2295.34,1838.2,1593.52,2742.98,457.36,557.36,0.21,285.93,2167.26,1681.97,0\\r\\n29911,1673,90,Male,0,self_employed,1020,1,79,133,595.82,595.82,1609.64,2728,0.31,0.31,0.31,0.31,595.82,595.82,0\\r\\n29912,864,34,Female,0,self_employed,397,2,3373,11,2687.94,1692.59,5882.02,4863.49,6400.69,0.69,5333.9,6429.26,3101.9,6911.48,0\\r\\n29913,4654,31,Male,0,self_employed,1020,1,79,179,1436.58,7399.38,5644.53,7246.7,0.4,0.4,7143.26,0.4,2134.81,7399.38,1\\r\\n29914,5984,51,Female,0,salaried,1020,3,546,143,9019.92,9421.38,9662.33,10137.92,0.53,0.53,367.76,340.52,9272.4,9542.31,0\\r\\n29915,3118,49,Female,0,self_employed,1173,3,782,73,4118.8,4118.8,4005.13,4916.04,0.61,0.61,0.61,0.61,4118.8,4118.8,0\\r\\n29916,1868,60,Female,0,self_employed,334,2,10,54,4162.32,4231.17,4050.66,3944.58,0.14,771.57,71.57,285.86,4209.98,4200.34,0\\r\\n29917,3777,45,Male,0,self_employed,1020,2,443,77,2718.36,12492.7,15396.21,6371.82,0.6,0.6,672.03,759.96,7095.35,21460.32,1\\r\\n29918,4725,45,Female,0,self_employed,575,2,503,17,7173.94,9209.78,9363.78,6385.44,428.94,1128.94,2571.56,2490.05,8412.24,9645.45,0\\r\\n29919,940,35,Male,,self_employed,680,3,565,85,1915.83,1915.83,2493.09,1068.55,0.46,0.46,0.46,2143.31,1915.83,1984.95,0\\r\\n29920,4646,48,Female,0,salaried,822,2,520,27,4042.13,3130.73,4589.97,4429.62,1286.33,2001.52,1989.82,3890.04,4481.39,3897.57,0\\r\\n29921,2234,35,Male,0,salaried,,2,1447,346,3156.06,3777.48,3109.78,1272.83,0.3,0.3,623.79,714.59,3520.77,3258.98,0\\r\\n29922,293,22,Male,,student,540,2,1983,80,11797.07,11709.46,11508.11,8479.31,0.56,0.56,0.56,0.56,11775.92,11712.68,0\\r\\n29923,775,65,Female,,self_employed,623,2,1042,91,7716.85,7731.14,7728.83,7052.29,0.07,0.07,14.36,0.07,7727.2,7731.14,0\\r\\n29924,412,90,,,self_employed,623,2,218,,177074.17,177074.17,177074.17,174972.39,0.04,0.04,0.04,0.04,177074.17,177074.17,0\\r\\n29925,3023,61,Male,0,self_employed,617,2,1362,258,28777.84,29349.27,29311.03,29632.3,0.47,0.47,571.9,286.19,28856.66,29441.44,0\\r\\n29926,1690,54,Male,2,self_employed,207,2,2296,7,22936.43,4252.42,4778.71,3390.04,21777.14,4285.87,1535.8,2479.61,8209.94,3331.26,0\\r\\n29927,512,39,Male,,salaried,893,2,2369,191,4781.94,4853.36,4873.64,5962.29,0.59,0.59,72.01,57.73,4845.98,4864.42,0\\r\\n29928,285,48,Male,0,self_employed,1540,3,1552,19,261.48,4168.85,1674.3,1521.84,9142.99,511.5,14357.5,2431.23,1937.68,2762.51,1\\r\\n29929,242,48,Female,,self_employed,1076,2,1246,42,2286.26,2884.88,2610.56,3011.52,0.24,285.96,571.67,0.24,2327.55,2737.88,0\\r\\n29930,4114,90,,0,self_employed,15,1,6,15,4606.31,3590.45,3984.73,2316.59,2963.46,0.41,1428.99,0.41,4494.24,3661.35,0\\r\\n29931,1195,30,Male,0,salaried,409,2,586,45,1253.75,1860.9,1482.11,2029.49,0.07,1148.64,607.21,376.94,1432.32,1638.87,0\\r\\n29932,904,71,Female,0,self_employed,1020,3,1471,88,2626.07,2626.07,2819.94,11257.97,0.24,0.24,0.24,0.24,2626.07,2626.07,0\\r\\n29933,4094,56,Female,1,salaried,1020,3,1451,4,1664.71,2362.95,2928.45,3268.55,1871.74,900.31,1117.84,1211.67,1973.23,2655.72,0\\r\\n29934,613,35,Female,0,self_employed,1054,3,2039,256,1748.33,1748.33,1748.47,1741.52,0.13,0.13,0.13,0.13,1748.33,1748.49,0\\r\\n29935,265,33,Female,0,salaried,146,3,3757,129,2425.44,2841.31,2729.2,3063.16,0.23,0.23,199.57,415.74,1118.34,3702.29,1\\r\\n29936,2398,31,Female,0,salaried,334,1,1225,17,3634.62,431.04,1778.21,1487.25,4936.47,1.91,4152.73,326.46,2201.03,596.65,0\\r\\n29937,2228,47,Male,0,self_employed,146,2,367,32,9481.43,9195.71,7921.44,1347.4,0.67,24.81,0.67,0.67,9481.43,9174.68,0\\r\\n29938,1891,9,Male,0,student,1020,2,182,,1741.7,1741.7,1741.7,1702.59,0.06,0.06,0.06,0.06,1741.7,1741.7,0\\r\\n29939,2880,39,Male,0,salaried,956,1,94,28,3009.52,3030.94,4006.9,3640.72,2857.16,0.01,2878.59,0.01,3009.52,3030.94,1\\r\\n29940,1560,49,Female,0,salaried,318,2,1314,265,421.34,4135.63,3917.24,2512.64,0.09,0.09,3857.23,0.09,3480.45,4135.63,1\\r\\n29941,630,73,Female,0,self_employed,1020,2,1579,38,5946.61,6226.67,5563.58,5282.51,0.01,1382.59,280.07,861.1,6052.84,5873.41,0\\r\\n29942,1385,42,Male,0,self_employed,,3,2258,18,298.23,369.66,1434.78,264.42,6285.91,11574.49,6357.34,7168.77,702.17,1680.21,1\\r\\n29943,1084,27,Male,0,student,1329,2,2836,255,3033.65,3033.65,3033.65,3016.58,0.19,0.19,0.19,0.19,3033.65,3033.65,0\\r\\n29944,4689,37,Male,0,self_employed,623,2,621,13,1746.08,2160.35,1760.72,1853.74,7.89,0.03,1103.26,738.9,1923.22,1667.05,0\\r\\n29945,2204,7,Male,0,student,334,2,141,153,1837.4,4694.54,6211.57,10079.93,0.24,0.24,2857.39,0.24,3807.85,4556.3,0\\r\\n29946,1557,42,Female,0,self_employed,193,2,819,47,6939.98,6954.27,6501.3,4633.89,0.1,857.24,0.1,0.1,6949.34,6631.23,0\\r\\n29947,2964,77,Male,2,self_employed,905,1,34,88,4047.51,6187.86,13373.71,6973.8,0.16,0.16,2143.01,14285.87,4711.24,16323.96,1\\r\\n29948,5487,40,Male,0,self_employed,1525,3,1119,5,3623.58,3853.58,3685,3501.21,3208.71,3483.13,4095.86,4485.86,3645.31,3616.92,0\\r\\n29949,2379,70,Male,2,salaried,1096,2,1220,13,4872.89,4056.63,3803.67,4131.31,1058.4,757.26,242.14,0.64,4492.2,3812.57,0\\r\\n29950,425,42,Male,0,self_employed,334,3,750,9,3763.18,3380.32,3490.38,3178.14,457.33,0.19,60.19,0.19,3546.97,3413,0\\r\\n29951,1644,90,Male,0,self_employed,328,2,1968,,45678.63,45678.63,45678.63,45389.26,0.59,0.59,0.59,0.59,45678.63,45678.63,0\\r\\n29952,1207,49,Male,0,self_employed,1039,2,2886,21,10417.46,10431.79,9895.52,3191.07,8571.61,0.19,8571.61,0.19,10723.9,10441.93,1\\r\\n29953,375,31,Female,,self_employed,146,3,354,3,4280.48,1064.46,2200.44,2502.71,7864.18,3222.06,4805.53,5093.03,3164.95,1317.55,1\\r\\n29954,2913,31,Male,0,salaried,409,3,287,21,18428.91,2561.89,6962.21,3836.55,15867.61,0.37,0.37,10.17,15425.19,2569.47,0\\r\\n29955,2258,60,Female,0,self_employed,409,2,1070,154,1065.02,12493.59,12362.22,15761.47,0.21,0.21,11428.79,0.21,12099.5,12493.59,1\\r\\n29956,4468,51,Female,0,self_employed,38,2,226,28,24296.6,23515.09,23949.36,24600.6,714.33,0.04,921.91,768.07,24179.33,23978.86,0\\r\\n29957,606,50,Female,,self_employed,1017,2,1319,180,15304.45,15304.45,15673.11,16263.56,0.13,0.13,0.13,1371.56,15304.45,15586.48,0\\r\\n29958,1617,64,Male,0,self_employed,224,3,1686,3,7293.89,901.77,1526.48,49.25,26.46,2509.1,819.24,1762.94,3988.16,480.78,0\\r\\n29959,5773,62,Male,2,salaried,146,2,41,344,3145.15,3145.15,3329.48,5254.59,0.34,0.34,0.34,0.34,3145.15,3145.15,0\\r\\n29960,1434,30,Female,0,self_employed,628,2,1999,,4528.91,4528.91,4528.91,4500.33,0.24,0.24,0.24,0.24,4528.91,4528.91,0\\r\\n29961,1582,26,Female,0,self_employed,649,2,644,,12565.8,9891.26,9798.89,9097.1,0.09,0.09,0.09,0.09,10628.61,9449.06,0\\r\\n29962,879,37,Female,0,self_employed,409,2,1441,149,2402.14,2402.14,2402.14,2493.95,0.54,0.54,0.54,0.54,2402.14,2402.14,0\\r\\n29963,1418,61,Male,2,self_employed,514,3,190,12,1679.53,1965.33,2560.05,705.11,571.53,4285.81,285.81,4285.81,1906.19,4315.56,0\\r\\n29964,766,52,Male,,self_employed,,2,2655,,3951.35,3951.35,3953.04,3933.54,0.39,0.39,0.39,0.39,3951.35,3951.35,0\\r\\n29965,1101,27,Male,0,salaried,675,3,2244,136,3425.13,4285.59,4157.26,4428.35,0.63,0.63,861.09,0.63,3899.87,4285.59,0\\r\\n29966,2588,49,Male,2,self_employed,363,2,729,102,10086.6,11225.74,8130.19,7205.44,0.39,0.39,857.53,0.39,10931.23,7361.5,0\\r\\n29967,1570,34,Male,2,salaried,1096,3,869,42,290.18,2528.04,1446.59,374.96,0.36,1357.5,2595.36,425.37,705.61,2027.35,0\\r\\n29969,1995,60,Female,0,salaried,1096,2,129,16,1656.9,1411.87,1505.27,1394.96,295.16,0.27,29.76,0.27,1562.99,1409.23,0\\r\\n29970,5045,49,Male,0,self_employed,956,2,47,3,820.46,2569.9,1730.38,4542.61,500.61,1242.29,2900.46,1180.07,532.22,2397.63,0\\r\\n29971,670,65,Male,,self_employed,656,2,3278,24,17523.61,829.26,30706.83,45725.56,17143.37,500.51,449.01,65231.24,16649.52,9132.18,0\\r\\n29972,1098,35,Female,0,self_employed,146,2,875,196,1540.58,1540.58,1540.58,1704.72,0.04,0.04,0.04,0.04,1540.58,1540.58,0\\r\\n29974,3920,47,Female,0,self_employed,1271,1,6,95,15392.54,15392.54,15392.54,15562.41,0.21,0.21,0.21,0.21,15392.54,15392.54,0\\r\\n29975,2494,29,Male,0,salaried,1540,2,347,17,285.76,237.16,1997.51,3815.47,113.47,430.39,30.57,3739.94,271.53,2308.62,1\\r\\n29977,1246,90,Male,0,self_employed,1010,2,1650,,8617.51,8617.51,8617.51,8562.92,0.59,0.59,0.59,0.59,8617.51,8617.51,0\\r\\n29979,4883,40,Male,0,self_employed,1096,3,43,17,2243.6,1318.66,1510.02,1991.66,925.19,0.24,0.24,0.24,1892.76,1318.66,0\\r\\n29980,2744,35,Male,0,salaried,146,2,312,210,3828.68,4371.34,4392.76,5033.91,0.14,0.14,542.8,196.34,3990.74,4514.51,1\\r\\n29981,1509,41,Female,0,self_employed,409,1,553,4,6608.46,3037.03,3202.93,2885.18,3572,96.88,0.57,0.57,3652.79,3015.28,0\\r\\n29982,2825,77,Male,0,retired,1020,2,669,0,4938.12,3998.05,3787.5,3193.64,1020.47,221.33,0.61,0.61,4046.97,3711.38,0\\r\\n29983,257,40,Female,0,self_employed,334,3,1880,,8781.14,8474.29,8404.5,7580.81,0.09,0.09,0.09,0.09,8739.31,8383.64,0\\r\\n29984,1923,58,Female,0,self_employed,334,2,58,23,7093.5,3345.07,3313.53,4329.06,100.16,100.16,3496.01,0.16,2840.34,3318.85,0\\r\\n29985,4364,85,Male,0,self_employed,834,1,8,339,0.43,0.43,54770.25,266093.05,0.43,0.43,0.43,0.43,0.43,0.43,1\\r\\n29986,314,42,Female,,self_employed,,1,2360,315,18229.18,18372.03,18349.05,18686.61,0.09,0.09,142.94,0.09,18303.07,18372.03,0\\r\\n29987,1407,34,Female,1,salaried,1096,1,339,286,518.97,1733.25,1448.36,2241.15,0.34,0.34,1214.63,0.34,878.57,1733.25,0\\r\\n29988,3246,35,Male,0,salaried,935,3,781,14,2065.89,1635.11,1617.92,1365.9,500.54,16353.4,71.97,171.97,1831.52,1851.62,0\\r\\n29989,2725,22,Male,0,student,1020,2,321,52,59276.5,59259.95,58833.09,58573.82,0.46,787.97,0.46,0.46,59259.76,59575.07,0\\r\\n29990,5324,42,Female,2,self_employed,1565,3,1258,27,103.02,54.94,1667.53,962.59,714.73,0.44,650.9,1394.49,268.21,1163.02,1\\r\\n29991,615,41,Female,0,salaried,1058,3,2099,14,4684.91,4183.21,4126.28,2794.82,587.44,587.44,85.74,371.46,4422.07,4391.61,0\\r\\n29992,5378,36,Female,0,salaried,1084,3,540,101,7299.29,7299.29,7313.63,6428.13,0.19,0.19,0.19,0.19,7299.29,7299.29,0\\r\\n29993,502,25,Female,,self_employed,146,3,77,59,1267.22,2108.42,2358.9,2131.3,0.16,519.61,846.34,437.76,1533.27,2223.79,1\\r\\n29994,1205,33,Male,0,self_employed,343,2,2583,0,5847.81,6377.76,8309.99,6406.41,9228.05,17108.96,10153.71,26866.14,6241.2,7897.32,1\\r\\n29995,4037,59,Male,0,self_employed,1096,1,438,6,25220.92,17465.21,10628.11,4865.99,7379.12,15127.59,26.5,666.81,21222.22,8341.22,0\\r\\n29996,598,3,Male,,student,1096,1,483,188,1839.5,1839.5,1839.5,1831.46,0.27,0.27,0.27,0.27,1839.5,1839.5,0\\r\\n29997,499,26,Female,,self_employed,363,3,3643,0,8149.48,6406.63,6630.02,4404.91,1785.9,1285.9,43.04,2885.9,7341.6,6416.3,0\\r\\n29998,6610,63,Female,0,self_employed,762,2,195,23,247.3,259.65,2906.21,6477.21,20.63,17.77,37.77,4286.34,243.6,3972.65,1\\r\\n29999,452,24,Female,,self_employed,575,1,484,122,7645.96,7279.13,6819.26,6273.23,0.4,0.4,599.39,983.8,6957.45,6888.01,0\\r\\n30000,3296,33,Female,0,self_employed,61,2,1313,3,3630.82,2230.82,2460.7,1538.67,1400.39,0.39,0.39,0.39,2920.47,2230.82,0\\r\\n30001,2396,86,Male,0,retired,611,2,155,,6322.1,6322.1,6322.1,7884.48,0.19,0.19,0.19,0.19,6322.1,6322.1,0\\r\\n30003,1709,61,Male,0,salaried,1096,2,1562,77,3235.74,3925.46,4107.67,3442.52,0.5,0.5,694.67,498.96,3379.8,4227.39,0\\r\\n30004,4981,63,Female,0,salaried,1096,1,129,13,25702.78,25437.91,24359.9,24675.09,714.97,3287.11,1066.61,2243.54,26095.57,24258.2,0\\r\\n30005,4149,55,Female,0,self_employed,1020,2,16,187,9582.87,9582.87,9407.23,8895.31,0.57,0.57,0.57,0.57,9582.87,9485.8,0\\r\\n30006,3275,55,Female,0,salaried,904,2,78,324,11337.76,10900.62,10669.81,9207.28,0.41,0.41,0.41,0.41,11096.58,10632.69,0\\r\\n30007,1709,36,Male,0,self_employed,1299,3,2327,,1533.17,1533.17,1540.39,1537.66,0.63,0.63,0.63,14.91,1533.17,1540.55,0\\r\\n30008,3960,40,Female,0,salaried,1084,2,540,0,3239.84,4605.08,3309.44,1310.78,1500.43,1429.06,1550.8,697.44,3679.5,3646.31,0\\r\\n30009,2067,38,Male,0,self_employed,623,2,1626,60,3179.2,3179.2,2831.82,2129.82,0.67,0.67,0.67,0.67,3179.2,3177.82,0\\r\\n30010,4014,61,Female,0,self_employed,623,1,317,4,3212.18,10776.73,11983.96,10888.38,17554.46,5390.17,51428.66,16362.49,6542.49,16876.04,0\\r\\n30011,1460,61,Male,2,self_employed,409,2,553,30,8886.27,12902.27,2767.74,1441.71,0.21,14500.21,10000.21,2654.64,4897.86,2490.75,0\\r\\n30012,4746,50,Male,4,self_employed,179,2,641,0,6786.08,1880.28,3772.2,4743.53,10928.59,2857.16,33165.64,2270.13,3603.5,2779.23,0\\r\\n30013,3021,46,Male,0,self_employed,649,2,54,49,7575.74,7292.24,6331.16,4546.42,0.36,2223.21,0.36,55.11,7438.87,6577.53,0\\r\\n30014,2102,38,Male,0,self_employed,724,2,1804,5,3704.95,2964.78,4091.09,3603.25,1843.11,1071.69,1104.97,46.26,3124.58,2162.82,0\\r\\n30015,1252,34,Male,2,salaried,334,1,166,9,102.06,219.06,1597.18,1994.74,12228.8,663.63,13375.66,2896.11,817.97,1040.68,0\\r\\n30016,2695,68,Female,0,self_employed,334,3,1052,,5099.13,4900.02,4815.3,4219.6,0.1,0.1,0.1,0.1,5034.96,4833.57,1\\r\\n30017,599,53,Male,0,self_employed,649,3,54,70,3207.53,3301.33,3618.92,2681.66,0.63,0.63,23,0.63,3297.33,3459.19,0\\r\\n30018,5303,43,Male,2,self_employed,61,3,625,0,4136.42,3408.88,3309.5,3328.66,1428.83,285.97,571.69,428.91,3349.81,3360.37,0\\r\\n30019,2476,8,Female,0,student,1525,3,358,99,145.41,288.26,7360.72,3566.33,0.37,0.37,143.23,19009.5,145.41,2321.4,1\\r\\n30020,1494,27,Male,0,self_employed,1525,3,662,20,2664.02,2670.45,2787.04,3177.41,371.66,371.66,378.09,844.43,2694.24,2799.11,0\\r\\n30021,1439,45,Male,0,self_employed,61,2,263,3,1531.19,3549.04,8016.23,1088.43,50000.57,80.29,50286.29,10611.71,3230.69,7402.74,0\\r\\n30022,2747,52,Male,2,self_employed,187,3,755,30,1410.99,1631.91,1770.2,3522.86,0.54,4.26,201.01,153.24,1451.29,1727.99,0\\r\\n30023,4030,40,Female,0,self_employed,1232,1,52,26,4455.07,3997.81,3918.47,1725.18,154.01,311.16,0.27,0.27,4309.64,3926.21,0\\r\\n30024,3019,57,Male,2,self_employed,517,3,420,10,6057.49,3535.39,4638.98,1198.02,3571.67,71.67,927.81,2536.49,4467.56,4686.18,0\\r\\n30025,2571,18,Female,0,student,1150,2,435,89,5655.42,5655.42,5647.36,4978.28,0.69,0.69,0.69,0.69,5655.42,5655.42,0\\r\\n30026,6842,52,Male,0,salaried,15,2,6,94,2240.46,2793.01,2727.75,4431.07,0.01,0.01,580.73,142.87,2383.42,2808.16,0\\r\\n30027,4172,71,Female,0,self_employed,1020,3,227,247,17365.87,17365.87,17365.87,17701.7,0.6,0.6,0.6,0.6,17365.87,17365.87,0\\r\\n30029,3222,62,Male,0,self_employed,1173,3,782,14,1568.81,1760.03,1927.84,674.4,685.86,1344.71,884.59,1414.43,1684.76,2225.32,0\\r\\n30030,403,90,,,self_employed,1494,2,1249,61,5798.12,4741.07,5749.82,7197.1,0.03,0.03,7850.4,6809.44,6057.51,4550.8,0\\r\\n30031,1755,32,Male,0,salaried,1020,2,159,31,2922.32,4641.81,5211.97,7675.69,0.13,48.66,1578.08,1435.23,3180.46,5223.52,0\\r\\n30032,2494,43,Female,0,self_employed,575,3,572,11,43403.12,17478.43,17605.65,3961.77,25950.7,12664.99,29.43,5286.41,28231.08,14587.34,0\\r\\n30033,4032,40,Male,0,self_employed,481,2,1401,,3368.34,3368.34,3368.34,3347.01,0.11,0.11,0.11,0.11,3368.34,3368.34,0\\r\\n30034,1213,61,Male,0,self_employed,409,2,922,191,4962.15,5062.15,5100.82,5370.05,0.14,0.14,100.14,100.14,5010.43,5100.86,0\\r\\n30035,359,44,Male,,salaried,1020,2,1256,287,11956.63,12435.2,12444.21,12658.31,0.33,0.33,586.04,121.76,12187.91,12525.29,1\\r\\n30036,5250,44,Male,2,salaried,1096,3,32,,16794.63,16616.68,17575.51,16403.56,0.06,0.06,857.2,232.91,16317.63,18197.91,0\\r\\n30037,1676,70,Male,2,retired,176,2,800,23,4847.09,6056.16,4679.41,2446.1,1662.86,3050.61,2857.59,0.44,7166.62,5005.77,0\\r\\n30038,4622,46,Female,0,self_employed,1084,2,13,3,16335.12,6691.23,6841.24,6900.24,9071.1,186.54,0.24,0.24,8518.12,6566.73,0\\r\\n30039,2813,88,Female,0,self_employed,1020,1,182,25,6198.26,5457.68,4792.88,4234.13,741.15,1542.1,0.57,200.57,6121.64,4140.86,0\\r\\n30040,1997,62,Female,0,self_employed,905,3,1831,205,1979.13,3405.18,1909.93,2265.71,0.53,0.53,0.53,0.53,2224.56,1778,0\\r\\n30041,773,73,Male,0,self_employed,1356,2,801,77,14299.99,14299.99,13889.24,1744.34,0.1,0.1,0.1,0.1,14299.99,14299.99,0\\r\\n30043,2464,35,Female,0,self_employed,15,2,1675,7,10162.63,8453.06,5397.28,1113.38,3256.07,6666.7,646.46,202.55,8365.24,6257.99,0\\r\\n30044,477,54,Male,,self_employed,872,3,2951,322,16957.31,16957.31,16957.31,16850.78,0.16,0.16,0.16,0.16,16957.31,16957.31,0\\r\\n30045,3520,61,Male,1,salaried,1111,2,249,105,3861.07,4874.62,4830.87,7071.82,0.41,0.41,0.41,286.13,4327.19,4191.58,0\\r\\n30046,5668,44,Male,1,self_employed,1020,3,47,60,1383.65,2997.69,4665.79,2536.46,0.7,0.7,1561.89,3293.79,2306.3,4909.82,1\\r\\n30047,3259,55,Female,0,self_employed,1589,2,33,61,2036.98,4061.23,4990.39,1833.78,0.29,0.29,2263.81,5785.99,3204.22,4883.79,1\\r\\n30048,2740,48,Male,0,salaried,1020,3,1027,24,389.76,1033.97,1570.08,2012.92,857.44,903.16,0.3,2143.16,662.73,1036.05,0\\r\\n30049,380,51,Female,3,self_employed,363,2,269,191,2228.5,3828.64,4039.86,8766.48,0.03,0.03,1600.17,1600.17,2449.21,4035.11,0\\r\\n30050,444,40,Male,1,self_employed,450,3,1979,3,3585.77,3582.25,3421.32,3402.79,243.34,243.34,239.81,239.81,3409.43,3425.11,0\\r\\n30051,2358,48,Male,0,self_employed,1028,2,820,63,2512.18,3019.54,2580.54,4386.91,0.44,0.44,509.77,509.77,2564.4,2860.44,0\\r\\n30052,1826,47,Female,0,self_employed,1096,3,249,171,3722.51,3722.51,3722.51,3614.64,0.2,0.2,0.2,0.2,3722.51,3722.51,0\\r\\n30054,2083,41,Male,2,self_employed,104,2,1884,4,4976.62,5476.05,7487,8761.03,8571.7,0.27,9059.16,487.73,5036.55,8232.36,1\\r\\n30056,2027,49,Male,1,self_employed,1046,2,102,322,339.47,1223.57,1773.96,1438.17,0.61,0.61,803.36,143.47,2837.91,524.8,0\\r\\n30057,1943,29,Female,0,salaried,1020,3,582,,2472.56,2286.84,2310.79,1893.78,0.61,0.61,129.29,186.33,2454.81,2388.69,0\\r\\n30059,1091,44,Male,3,self_employed,6,3,3036,9,6076.29,3256.29,5909.47,4881.04,11571.7,5643.13,13888.44,9979.79,7986.49,4636.43,0\\r\\n30060,608,16,Male,0,student,491,2,1568,47,12252.43,12252.43,10224.78,7936.61,0.44,4286.16,0.44,0.44,12252.43,10455.2,0\\r\\n30062,1409,54,Female,0,self_employed,1589,2,2137,49,2273.05,2294.48,2296,3627.06,0.67,257.81,0.67,257.81,2279.7,2284.11,0\\r\\n30064,6142,40,Male,0,salaried,1020,3,501,0,2060.92,1812.72,1825.43,3433.73,899.36,889.37,671.73,588.89,1513.18,1196.87,0\\r\\n30065,1900,57,Female,0,self_employed,146,2,76,47,1004.24,1454.24,1675.39,1573.9,0.23,8.3,428.8,571.66,1220,1662.18,1\\r\\n30066,2371,49,Male,0,salaried,1096,2,588,74,7849.73,7907.51,7541.79,5315.14,0.09,0.09,0.09,0.09,7856.86,7915.25,0\\r\\n30067,4842,43,Male,0,salaried,1020,1,227,17,4822.99,3363.94,3607.02,2460.34,1286.96,0.69,9000.69,9346.39,2946,2877.49,0\\r\\n30068,394,16,Male,,student,683,3,2170,258,5271.51,5271.51,5263.99,5203.06,0.33,0.33,0.33,0.33,5271.51,5267.37,0\\r\\n30069,6966,61,Male,0,self_employed,491,2,93,15,2575.72,1722.44,1935.05,1101.33,1304.43,0.14,451.14,0.14,2158.04,1722.44,0\\r\\n30070,2672,26,Female,0,student,0,2,1348,14,2480.06,2399.61,2891.9,4470.76,28.17,0.4,316.39,1112.86,2366.66,2402,0\\r\\n30071,3075,67,Female,0,self_employed,1020,2,227,166,7194.94,6577.94,6627.43,5214.45,0.01,0.01,0.01,0.01,6726.88,6577.94,0\\r\\n30072,2350,35,Female,0,self_employed,1020,2,1425,84,1718.7,1718.7,1706.87,1604.94,0.03,0.03,0.03,0.03,1718.7,1718.7,0\\r\\n30073,1434,62,Male,0,self_employed,1573,3,2540,362,6618.68,6618.68,6618.68,6576.75,0.59,0.59,0.59,0.59,6618.68,6618.68,0\\r\\n30074,4354,35,Male,0,self_employed,556,2,284,173,1477.78,1470.71,1597.12,1856.54,0.26,0.26,0.26,571.69,1473.86,1669.67,0\\r\\n30075,1761,36,Male,0,salaried,334,2,444,182,1505.52,1505.52,1505.52,1499.94,0.09,0.09,0.09,0.09,1505.52,1505.52,0\\r\\n30076,3413,51,Male,2,salaried,146,2,446,364,6227.14,3802.85,5700.27,2607.37,0.59,0.59,494.16,4286.3,6659.43,5136.41,0\\r\\n30077,596,33,Male,1,self_employed,409,3,1442,0,3735.18,3748.95,4185.34,12483.12,4286.74,1.43,2121.53,922.04,3496.17,4192.53,0\\r\\n30078,5172,60,Male,0,self_employed,146,2,184,10,6861.11,7381.84,7495.95,6871.76,286.24,550.13,0.37,0.37,7467.64,7713.59,0\\r\\n30079,4440,34,Female,2,self_employed,486,2,232,19,3923.88,4768.4,4390.81,5787.66,1910.2,1286.41,2060.68,1647.04,4121.4,4920.41,0\\r\\n30080,4172,51,Male,0,,1096,3,134,3,2847.11,390.48,1564.81,3502.71,4899.28,0.33,1534.61,528.9,1845.39,742.16,0\\r\\n30081,1250,53,Male,0,self_employed,834,2,1924,26,6684.54,5255.97,3809.59,1613.78,1429.21,20000.64,71429.21,17143.5,6536.75,3099.32,0\\r\\n30082,4640,78,Male,0,retired,1020,3,642,4,1591.65,1450.92,3464.68,6198.04,5871.03,0.37,5714.66,4428.94,2066.31,2400.23,1\\r\\n30083,3385,39,Male,0,self_employed,38,1,226,6,74870.53,71046.42,67770.99,60504.69,5400.36,4886.07,1580.31,1004.21,71337.3,67936.3,0\\r\\n30084,5760,48,Male,0,salaried,834,1,277,6,15556.8,15526.76,15288.23,13612.05,214.56,157.41,298.8,843.79,15476.85,15739.09,0\\r\\n30085,3093,55,Female,2,self_employed,1181,3,235,10,8633.92,8436.73,8417.58,7866.85,714.67,714.67,488.91,108.71,8418.52,8266.07,0\\r\\n30086,1492,51,Male,3,self_employed,104,3,2153,6,9480.39,8981.1,9239.25,11205.29,2149.97,2143.46,245.12,4148.63,8268.36,9240.87,0\\r\\n30088,4755,76,Female,0,self_employed,623,1,184,196,6741.45,6741.45,7056.35,7838.03,0.64,0.64,0.64,714.93,6741.45,6971.87,0\\r\\n30089,258,90,,,self_employed,1020,1,163,24,17745.93,12031.64,15754.4,44581.31,5714.8,16714.8,0.51,6571.94,16997.16,6718.28,0\\r\\n30090,2240,37,Female,0,self_employed,146,3,1039,178,2166.79,2186.45,2060.79,2532.99,0.19,0.19,633.33,134.59,2064.47,2242.4,1\\r\\n30092,4009,70,Female,0,self_employed,21,2,205,,374.1,1804.1,1602.64,1425.77,0.3,0.3,1430.3,571.73,764.44,2172.76,1\\r\\n30093,5477,48,Female,0,self_employed,221,2,68,248,3306.66,3304.92,3305.2,3422.8,0.17,0.17,0.17,0.17,3305.76,3304.92,0\\r\\n30094,616,78,Male,0,retired,448,3,2417,74,2928.65,2928.65,2682.87,548.43,0.33,0.33,0.33,0.33,2928.65,2928.65,1\\r\\n30095,1229,27,Female,0,self_employed,1262,3,215,,2346.92,2414.72,2466.26,2391.22,0.34,0.34,0.34,428.91,2400.69,2465.08,0\\r\\n30096,1560,50,Male,0,self_employed,491,1,1385,0,27347.31,16190.43,15839.25,26177.15,13220.24,3775.24,785.96,785.96,17351.61,15603.56,0\\r\\n30097,4310,66,Male,1,salaried,334,2,206,14,2805.05,2865.88,2894.28,2644.16,20.6,0.14,55.14,8.13,2846.61,2875.27,0\\r\\n30098,1899,90,,0,self_employed,1181,2,186,13,4715.79,4344.36,4164.56,5340.31,829.03,829.03,1229.03,571.89,4966.53,4214.96,0\\r\\n30099,5169,61,Male,3,salaried,1096,1,273,0,34281.23,31379.85,26906,24291.2,16941.88,8003.12,8882.29,10152.36,33597.95,23537.47,0\\r\\n30100,2764,32,Female,0,self_employed,1181,3,267,30,1340.41,1361.84,3927.83,397.93,0.19,1,43.04,2274.59,1360.36,4308.44,0\\r\\n30101,2283,41,Male,2,self_employed,66,3,1427,46,107.48,1540.84,3023.44,3984.86,0.09,10041.06,1504.87,12146.77,1041.65,4381.66,1\\r\\n30102,642,61,Male,,salaried,456,2,1071,83,4165.28,4165.28,4137.63,3806.14,0.51,0.51,0.51,0.51,4165.28,4165.28,0\\r\\n30103,711,41,Male,0,self_employed,491,2,93,63,5908.2,5908.2,5263.04,2299.36,0.26,0.26,0.26,0.26,5908.2,5908.2,0\\r\\n30104,1501,55,Female,0,self_employed,1621,2,1622,124,3766.36,3766.36,3766.36,3809.09,0.41,0.41,0.41,0.41,3766.36,3766.36,0\\r\\n30106,443,24,Male,,self_employed,1150,3,61,112,1550,1550,1599.2,639.84,0.13,0.13,0.13,151.59,1550,1603.27,0\\r\\n30107,512,2,Female,0,student,1096,2,1000,10,7453.26,5553.26,5545.91,2799.54,1900.63,0.63,0.63,0.63,6268.53,5530.22,0\\r\\n30108,4679,40,Male,2,salaried,1020,1,159,18,49962.51,48305.05,49468.23,47313.98,986.67,0.64,0.64,3872.66,49558.46,49905.57,0\\r\\n30109,1230,19,Male,0,student,1232,1,149,25,1328.44,1522.55,1659.92,2296.14,53.17,53.3,160.6,350.6,1440.98,1649.94,0\\r\\n30110,1990,48,Female,0,self_employed,1096,1,249,3,6424.16,5125.33,4453.04,2765.67,1298.97,1478.79,0.14,0.14,5951.54,4508.22,0\\r\\n30111,2049,64,Male,0,salaried,363,2,1971,99,17599.26,31984.01,30887.23,11660.94,0.26,0.26,14585.97,214.54,29002.37,32029.44,0\\r\\n30112,472,66,Male,0,self_employed,,3,2797,83,9855.1,10634.31,10657.4,10561.88,0.69,0.69,1429.26,0.69,10661.19,10634.31,0\\r\\n30114,1378,44,Male,1,salaried,38,3,2434,94,5684.82,5485.66,5470.08,5097.72,0.66,0.66,1364.54,1100.86,5252.12,5566.64,0\\r\\n30115,2303,47,Male,0,salaried,1084,3,1030,48,630.73,630.73,4277.22,440.92,0.01,20000.01,0.01,26428.59,630.73,11252.74,1\\r\\n30116,3527,33,Female,0,self_employed,409,2,1566,201,9667.08,9667.08,7191.25,6537.69,0.33,0.33,0.33,0.33,9667.08,6415.69,0\\r\\n30117,1751,43,Male,0,self_employed,146,3,1757,12,295.69,239.77,14336.33,457.89,35785.8,178734.57,14.37,142871.51,257.46,42615.24,0\\r\\n30118,1101,79,Female,,self_employed,661,3,2531,6,36765.55,336.98,2836.24,1528.45,36429.24,0.67,0.67,0.67,7873.92,336.98,0\\r\\n30119,235,61,Male,,retired,1110,3,982,27,7143.4,6481.93,6735.47,5011.68,761.84,0.37,100.37,171.8,7189.56,6505.43,0\\r\\n30120,487,71,Female,0,self_employed,1232,2,825,74,2153.57,2539.28,2677.25,3744.57,0.5,0.5,386.21,286.21,2273.27,2649.88,0\\r\\n30121,2355,69,Female,0,self_employed,575,2,1717,205,1947.58,1947.58,2009.8,2545.03,0.16,0.16,0.16,0.16,1947.58,1947.58,0\\r\\n30122,850,69,Female,0,retired,575,2,3871,108,7081.32,7082.96,7738.81,7029.98,0.01,0.01,0.01,1285.73,7082.73,7543.79,0\\r\\n30123,798,36,Female,,self_employed,1467,2,191,116,6496.95,6496.95,6496.95,2409.96,0.61,0.61,0.61,0.61,6496.95,6496.95,1\\r\\n30124,4000,36,Female,0,self_employed,363,3,269,,2381.28,2381.28,2381.28,2332.78,0.43,0.43,0.43,0.43,2381.28,2381.28,0\\r\\n30125,3169,38,Male,0,self_employed,259,2,771,30,3949.67,4378.24,4316.65,4914.1,0.29,628.86,0.29,71.71,4220.61,4222.48,0\\r\\n30126,1070,34,Female,0,self_employed,1322,3,2516,166,1443.96,1443.96,1472.56,1883.65,0.13,0.13,0.13,50.04,1443.96,1479.85,0\\r\\n30127,872,37,Female,0,self_employed,146,3,1993,,2368.77,2368.77,2368.77,3148.43,0.46,0.46,0.46,0.46,2368.77,2368.77,0\\r\\n30128,4014,73,Male,0,retired,1494,3,388,24,10659.12,10575.11,10609.52,10533.66,95.76,95.89,86.23,139.91,10652.73,10685.26,0\\r\\n30129,2145,40,Female,0,self_employed,,2,813,35,4996.61,2782.32,2517.79,2853.06,0.17,785.89,643.03,0.17,3031.09,2270.8,1\\r\\n30130,2265,40,Male,1,salaried,409,3,921,39,4870.66,8367.99,6432.17,8248.66,0.56,7722.72,3712.44,4743.96,7337.83,6429.46,0\\r\\n30131,973,41,Female,,self_employed,146,2,549,,10130.43,10883.52,10349.35,6276.46,0.37,0.37,0.37,240.42,10234.31,11034.89,0\\r\\n30132,3122,58,Male,0,self_employed,186,2,539,153,77347.48,77347.48,77347.48,116453.22,0.23,0.23,0.23,0.23,77347.48,77347.48,0\\r\\n30133,5788,61,Male,0,retired,169,2,33,,6922.87,6922.87,6922.32,6873.16,0.37,0.37,0.37,0.37,6922.87,6922.87,0\\r\\n30134,377,58,Female,0,self_employed,905,2,1336,87,6570.66,8684.95,8246.23,7231.81,0.06,0.06,2114.34,0.06,7441.6,8684.95,0\\r\\n30135,2173,90,,0,self_employed,630,2,281,88,146.17,146.17,2743.57,1227.95,0.59,0.59,20714.87,0.59,7880.16,146.17,1\\r\\n30136,1574,23,Male,0,student,334,1,206,42,30578.01,31445.55,31730.54,25640.03,0.37,250.98,565.49,1352.21,30723.63,31751.49,0\\r\\n30137,4203,51,Male,0,self_employed,891,3,360,45,2998.38,2998.38,2459.96,1872.62,0.39,1112.97,0.39,0.39,2998.38,2495.7,0\\r\\n30139,3868,37,Female,0,self_employed,1096,2,1349,174,3987.32,3800.73,3862.92,3740.53,0.37,0.37,0.37,0.37,3987.32,3800.73,0\\r\\n30140,859,30,Male,,salaried,572,2,1627,312,4184.95,4181.15,4181.51,5681.81,0.14,0.14,0.14,0.14,4184.95,4181.15,0\\r\\n30141,1400,36,Male,1,self_employed,834,3,2667,7,4261.68,3810.67,3496.91,2060.28,571.57,571.57,108.86,108.86,3868.67,3573.55,0\\r\\n30142,6432,64,Female,0,self_employed,1150,2,1321,191,1218.87,1251.72,1476.03,2700.85,0.5,0.5,29.5,49.85,1230.07,1258.42,0\\r\\n30143,1238,33,Female,0,self_employed,38,3,2434,11,215.22,3286.65,4090.2,6109.81,714.56,714.56,4000.27,2785.99,2665.96,4204.62,1\\r\\n30144,722,55,Male,3,self_employed,1190,2,436,38,1449.52,5019.18,9980.16,7772.86,0.49,47117.03,4086.2,4044.42,2482.51,13306.87,1\\r\\n30145,7298,52,Male,2,salaried,656,3,1383,138,4111.01,5182.44,4740.02,5401.23,0.46,0.46,1057.6,14.74,4155.84,5190.27,1\\r\\n30146,2212,34,Female,0,self_employed,1525,3,1024,128,4412.04,4631.2,4654.73,2515.35,0.31,0.31,219.47,143.17,4540.51,4649.63,0\\r\\n30147,4316,14,Female,0,student,965,2,169,,2654.46,2583.03,2583.03,2355.32,0.09,0.09,0.09,0.09,2654.46,2583.03,0\\r\\n30148,2152,40,Female,0,salaried,1020,2,580,0,4192.49,3043.12,15090.33,4189.57,6201.25,6183.09,3937.44,11934.22,2678.18,24028.34,0\\r\\n30149,6272,68,Female,0,self_employed,1589,3,1241,23,1672.48,1639.99,1537.29,3093.72,33.07,200.3,0.59,0.59,1666.88,1504.7,0\\r\\n30150,1227,31,Female,0,salaried,1020,1,19,32,16492.07,19351.31,17494.9,13734.63,0.6,2857.74,1714.06,434.24,17045.17,17302.04,0\\r\\n30151,2623,30,Female,0,self_employed,,2,117,48,1267.2,1979.12,2279.95,4026.98,0.33,286.04,0.33,1191.76,1624.84,2089.42,1\\r\\n30152,763,12,Male,,student,1438,3,528,17,8237.18,8394.32,5064.96,1106.57,2857.36,5714.5,0.21,0.21,9002.2,4962.52,1\\r\\n30153,3125,58,Male,0,self_employed,409,3,553,147,23623.74,23623.74,23623.96,22197.42,0.07,0.07,0.07,0.07,23623.74,23595.39,0\\r\\n30154,4987,26,Female,0,salaried,1020,3,12,21,6516.68,5954.16,5903.59,4369.11,565.93,594.37,71.97,278.09,6356.68,5823.2,0\\r\\n30155,2811,50,Male,3,self_employed,966,2,370,3,11163.46,11996.96,11914.26,12009.87,1335.4,880.93,1646.99,218.41,11921.89,12003.66,0\\r\\n30156,4421,44,Female,0,self_employed,905,2,606,46,2250.62,2250.62,2044.59,1803.64,0.16,435.64,0.16,0.16,2250.62,2068,0\\r\\n30157,3230,33,Female,0,self_employed,1034,3,1272,159,1314.53,2011.44,1817.06,1246.52,0.5,0.5,150.34,304.63,1398.39,1848.2,0\\r\\n30158,3457,55,Female,0,self_employed,1096,2,11,13,5439.64,5751.4,5330.75,3775.58,1929.1,1960.16,3228.36,24786.81,1692.54,6684.5,0\\r\\n30159,3461,51,Female,0,self_employed,1232,2,962,97,192.25,186.54,1905.61,1230.41,0.03,0.03,6.16,2857.17,190.44,1476.86,0\\r\\n30160,4395,44,Male,0,salaried,1096,1,578,18,815323.98,957743.74,904711.72,89623.09,30537.39,143777.37,172857.49,138677.57,880628.04,898246.69,0\\r\\n30161,2132,64,Female,0,self_employed,1540,2,1538,27,5225.48,4336.55,4645.88,4442.19,889.26,34.61,0.33,71.76,5164.17,4381.2,0\\r\\n30162,1436,56,Female,2,self_employed,1534,2,63,32,2218.12,2228.55,1974.38,381.95,0.56,400.44,0.56,0.56,2227.11,1867.36,0\\r\\n30163,1234,43,Male,3,self_employed,217,2,2385,11,762.27,1495.34,1868,2373.42,3571.47,3642.9,2618.44,4501.99,1180.07,1723.49,0\\r\\n30164,1521,64,Male,0,salaried,15,3,2579,108,1643.75,1788.91,1732.68,3114.42,0.2,0.2,285.91,61.34,1580.69,1792.99,0\\r\\n30165,1991,38,Female,0,self_employed,334,2,444,140,3696.79,3450.4,3350.05,3004.1,0.53,0.53,11.29,18.54,3500.63,3461.74,0\\r\\n30166,729,55,Male,0,salaried,334,1,260,13,6960.69,6253.82,7272.37,11322,1436.03,1578.89,685.93,11518.7,4830.04,6610.47,0\\r\\n30168,709,44,Male,1,salaried,1020,3,442,39,2410.55,2694.51,2377.61,2218.13,0.43,790.43,284.39,284.39,2472.33,2421.29,0\\r\\n30169,601,36,Male,,self_employed,1570,3,2242,27,2523.4,2451.97,2474.96,2440.14,71.6,0.17,0.17,0.17,2520.94,2451.97,0\\r\\n30170,1804,59,Male,0,self_employed,834,2,277,20,8180.07,8700.77,7604.26,36.25,908.2,0.33,1428.9,5621.76,9308.93,9319.9,0\\r\\n30171,832,64,Male,0,retired,,2,1782,51,5811.36,5838.9,5570.65,5235.97,0.11,785.97,16.23,117.17,5828.9,5682.97,0\\r\\n30172,5730,90,Male,0,self_employed,1149,3,1213,,2486.32,2486.32,2486.32,2470.57,0.17,0.17,0.17,0.17,2486.32,2486.32,0\\r\\n30173,1742,61,Male,0,salaried,,2,161,,4244.6,4244.6,4244.6,4217.72,0.67,0.67,0.67,0.67,4244.6,4244.6,0\\r\\n30175,1995,42,Male,2,salaried,494,2,604,41,10066.01,10714.42,8826.68,5143.43,0.34,1429.12,136.06,447.49,10363.47,8594.64,0\\r\\n30176,1248,37,Male,1,salaried,1030,3,1486,18,508.67,1910.01,2681.17,1598.62,741.53,739.99,2142.87,1431.15,2026.37,2109.18,1\\r\\n30177,4011,59,Male,1,self_employed,1232,1,185,18,30374.2,70538.19,32369.54,4365.22,71428.87,71428.87,4457.44,16428.87,56152.69,11897.01,1\\r\\n30178,2087,30,Female,0,salaried,1034,3,41,,5907.82,8765.2,8349.94,14153.67,0.19,0.19,0.19,0.19,6597.56,8765.2,0\\r\\n30179,947,33,Female,0,salaried,1084,3,489,65,4251.91,3925.37,3815.92,3767.39,0.63,0.63,0.63,357.77,3912.22,3841.16,0\\r\\n30180,4043,56,Female,0,self_employed,1020,2,227,4,5327.72,4184.35,4915.85,4260.62,1514.57,0.27,0.27,0.27,5473.79,4363.58,0\\r\\n30182,961,37,Male,0,self_employed,1167,3,3005,,8509.57,10041.33,10916.24,13585.59,0.04,0.04,1714.33,2235.76,9415.92,11442.94,0\\r\\n30183,2116,67,Female,0,self_employed,649,2,987,181,6542.75,6542.75,6542.75,6501.3,0.56,0.56,0.56,0.56,6542.75,6542.75,0\\r\\n30184,1446,37,Male,0,salaried,334,1,141,5,146646.04,42757.32,61595.26,57559.83,49880.46,28571.89,73575.51,36817.1,86070.7,42879.56,0\\r\\n30185,519,25,Male,0,salaried,1096,3,292,158,2227.91,1872.02,1936.28,1441.81,0.13,0.13,401.39,500.13,2182.21,2024.1,0\\r\\n30186,969,51,Male,,self_employed,702,2,385,,4269.5,4269.5,4268.34,4237.2,0.21,0.21,0.21,0.21,4269.5,4269.42,0\\r\\n30187,264,25,Female,0,self_employed,623,2,632,23,5449.87,11664.16,7281.63,6031.5,286.19,12143.33,0.47,7857.61,5462.19,9233.28,0\\r\\n30188,998,31,Male,0,salaried,409,3,92,31,4355.15,4355.15,4277.95,2996.2,0.23,73.68,0.23,0.23,4355.15,4286.66,0\\r\\n30189,3330,53,Female,0,self_employed,154,2,658,,3790.39,3840.23,3875.77,3942.65,0.49,0.49,50.33,0.49,3838.51,3840.23,0\\r\\n30190,2859,40,Female,0,self_employed,531,2,588,352,2462.71,2462.71,2462.71,2670.8,0.66,0.66,0.66,0.66,2462.71,2462.71,0\\r\\n30191,861,36,Female,0,self_employed,1096,2,249,85,3586.22,3586.22,4438.32,3373.51,0.37,0.37,0.37,0.37,3586.22,3466.4,0\\r\\n30192,1920,68,Male,0,retired,1020,2,84,7,3567.37,4619.17,3386.57,1024.8,134.17,0.31,1138.79,102.48,4280.9,4711.24,1\\r\\n30193,2910,42,Female,0,salaried,1096,2,89,19,2193.78,2105.94,2007.45,1193.52,214.7,214.7,129.09,148.49,2203.81,2167.87,0\\r\\n30194,1619,46,Male,2,self_employed,1096,1,484,10,4962.69,6969.99,21555.83,67098.72,14714.74,28332.16,14286.17,1881.86,6484.86,22968.58,1\\r\\n30195,1111,22,Female,0,salaried,1020,2,419,3,2577.25,2505.82,2611.25,2599.66,72.11,72.11,0.69,0.69,2515.67,2466.65,0\\r\\n30196,2737,44,Female,0,self_employed,1020,2,16,3,2470.26,1876.19,1956.43,1977.33,849.56,450.96,745.06,359.83,2198.83,1662.49,0\\r\\n30197,1394,57,Female,0,self_employed,1020,3,1333,25,168.26,6624.76,4279.56,7348.64,410.8,1696.51,6607.5,4.23,2023.58,6336.28,1\\r\\n30198,2385,66,Female,0,self_employed,905,3,112,95,3839.82,4159.84,4225.94,2618.48,0.14,0.14,322.64,322.64,3916.98,4219.76,0\\r\\n30199,753,66,Male,,self_employed,905,2,3133,94,2288.99,2574.71,2567.18,2649.88,0.46,0.46,286.17,0.46,2367.81,2574.71,0\\r\\n30200,1225,35,Male,0,self_employed,608,2,405,25,19461.65,18738.08,18690.14,7290,571.46,571.46,490.74,490.74,19405.89,18668.72,0\\r\\n30201,894,39,Female,0,self_employed,1111,3,2649,7,3194.28,3114,2579.55,1399.19,10,912.9,1.15,172.44,3089.35,2687.28,0\\r\\n30202,4990,52,Male,0,self_employed,905,1,634,14,126.06,-1112.36,1532.1,2458.36,3814.71,17000.43,8132.07,21814.71,333.28,378.08,0\\r\\n30203,3348,45,Female,1,self_employed,11,1,121,43,1399.8,1648.85,1504.76,1727.94,0.31,431.83,249.37,249.37,1459.91,1496.61,0\\r\\n30204,734,58,Male,,self_employed,1563,3,2616,58,2163.39,2163.39,1757.15,796.99,0.06,75.77,0.06,0.06,2163.39,2160.95,0\\r\\n30205,629,44,Female,1,self_employed,705,2,525,21,5343.41,4693.04,4273.15,2174.74,233.16,233.16,0.64,0.64,4927.07,4263.12,0\\r\\n30206,456,50,Female,,self_employed,892,3,2890,,1273.22,1558.93,1493.25,1549.06,0.6,0.6,286.31,0.6,1361.89,1558.93,0\\r\\n30207,2295,62,Male,2,self_employed,1363,2,222,160,2554.03,2554.03,2554.03,2532.3,0.33,0.33,0.33,0.33,2554.03,2554.03,0\\r\\n30208,1137,24,Female,0,student,1096,2,1001,32,2601.57,2632.47,2589.28,1176.9,0.24,252.66,25.3,184.91,2617.75,2582.09,0\\r\\n30209,4316,90,Male,0,self_employed,1315,2,250,5,7761,494.39,1963.32,3025.24,15835.63,1172.87,357.59,1078.94,5037.66,345.99,0\\r\\n30210,2639,31,Male,3,salaried,1232,2,148,,1800.81,1800.81,1800.81,1789.41,0.37,0.37,0.37,0.37,1800.81,1800.81,0\\r\\n30211,252,20,Male,,student,1271,2,379,9,10081.09,7081.09,3929.54,1482.99,12143.14,5714.57,9143.14,0.29,4677.14,5975.1,0\\r\\n30212,1175,35,Male,0,self_employed,1110,3,2293,126,1651.89,1651.89,1696.77,846.13,0.21,0.21,0.21,0.21,1651.89,1714.56,0\\r\\n30213,2613,38,Female,0,self_employed,834,2,105,,2219.81,2291.24,2339.2,2533.82,0.57,0.57,0.57,0.57,2271.53,2337.32,0\\r\\n30214,4779,38,Male,2,self_employed,1597,2,170,19,6734.19,6268.62,6186.25,4160.63,922.41,922.41,456.84,885.41,6510.97,6024.98,1\\r\\n30215,2402,90,,0,self_employed,1111,2,88,,4269.85,4269.85,4269.85,4242.8,0.63,0.63,0.63,0.63,4269.85,4269.85,0\\r\\n30216,2781,65,Male,0,retired,1640,2,1343,46,1997.1,1994.88,1798.69,1089.32,0.56,200.56,0.56,0.56,1996.49,1903.79,0\\r\\n30217,513,81,Male,0,retired,834,2,712,173,2148.12,2200.26,2279.43,2528.77,0.13,0.13,2.27,114.53,2162.66,2267.85,0\\r\\n30218,2124,39,Female,0,self_employed,575,2,4,31,1310.23,3024.51,1532.37,2590.01,0.59,572.01,1714.87,357.73,1763.43,1283.86,0\\r\\n30219,398,61,Male,,self_employed,1154,3,1730,149,3632.92,3632.92,3786.53,9694.43,0.66,0.66,0.66,0.66,3632.92,3632.92,0\\r\\n30220,566,44,Female,0,salaried,1096,1,92,60,991.86,13684.25,9327.74,2927.61,0.27,0.27,12692.66,0.27,11058.24,13686.62,1\\r\\n30221,1210,24,Male,0,self_employed,,3,1782,7,26468.03,26687.01,26967.83,22432.45,1.27,151.23,305.35,759.41,26578.39,26909.99,0\\r\\n30224,3350,43,Male,3,self_employed,60,2,595,18,6087.14,5798.1,5377.38,3803.17,298.23,1324.8,9.18,8.93,5990.67,5413.44,0\\r\\n30225,4316,51,Female,1,self_employed,834,2,23,21,1661.63,1290.19,1661.94,2677.59,420.59,0.7,49.16,663.44,1571.97,1583.9,0\\r\\n30226,2825,31,Female,0,self_employed,61,1,115,0,886.65,458.08,1441.5,2236.03,428.87,0.3,0.3,0.3,472.86,458.08,1\\r\\n30227,5039,65,Female,0,retired,,2,104,151,5650.42,5791.13,6461.8,9094.18,0.5,0.5,498.36,929.07,5933.91,5980.07,0\\r\\n30228,1984,44,Female,0,salaried,146,1,1759,,227.41,1693.74,1689.49,2084.53,0.09,0.09,1727.84,0.09,1419.92,1686.56,0\\r\\n30229,3927,26,Male,0,self_employed,15,2,461,53,336.21,364.78,1709.33,744.02,0.1,214.39,28.67,3714.39,347.04,1102.11,1\\r\\n30230,819,26,Female,0,self_employed,1456,2,1860,,4024.53,4024.53,4006.83,3965.82,0.39,0.39,0.39,0.39,4024.53,4005.73,0\\r\\n30231,1997,42,Male,0,salaried,334,3,323,21,395.89,146.45,1627.2,3668.92,1786.21,0.5,4.19,2201.91,633.51,1108.47,0\\r\\n30232,1756,64,Male,2,self_employed,1271,2,101,63,1789.82,2232.68,1899.17,1556.77,0.63,0.63,429.2,0.63,2074.55,2236.37,0\\r\\n30233,1803,66,Female,1,salaried,1096,2,3,109,5066.35,5135.67,5249.45,11876.94,0.49,0.49,11.91,12.61,5068.32,5142.32,0\\r\\n30234,4277,37,Male,0,self_employed,,2,1491,315,1389.27,1434.98,1471.5,1530.22,0.03,0.03,0.03,0.03,1430.25,1481.71,0\\r\\n30235,2149,31,Female,0,self_employed,1232,1,1445,,1942.02,1942.02,1942.02,1929.72,0.23,0.23,0.23,0.23,1942.02,1942.02,0\\r\\n30236,874,25,Male,0,salaried,285,2,770,68,2586.11,2943.26,2950.04,3370.26,0.17,0.17,571.6,785.89,2849.66,3007.77,0\\r\\n30237,2784,62,Male,0,salaried,1547,3,636,7,3505.47,2826.7,2628.58,2298.44,390.37,318.48,435.25,373.67,3245.93,2591.48,0\\r\\n30238,4428,39,Male,0,salaried,,3,38,17,3505.17,3377.61,3584.53,3694.24,1000.5,643.36,422.77,398.03,3693.85,3404.45,0\\r\\n30240,1040,40,Male,0,salaried,69,2,2564,11,3001.05,3429.62,3514.74,4766.73,214.46,0.17,1285.89,285.89,3030.6,3503.35,0\\r\\n30241,5445,90,Male,0,company,1154,2,171,26,3174.59,2649.86,2847.17,2874,522.51,0.19,0.19,0.19,3119.15,2648.36,0\\r\\n30242,2655,66,Female,0,self_employed,1388,1,42,59,2568.94,2568.94,2557.68,2508.15,0.16,33.94,0.16,0.16,2568.94,2568.94,0\\r\\n30243,1167,49,Female,0,salaried,409,2,1565,14,4230.44,3673.77,3325.84,2206.79,557.16,559.59,0.49,0.49,3942.51,3202.21,0\\r\\n30244,1407,37,Male,2,self_employed,1020,1,60,2,770.13,92.13,1740.81,5669.64,5985.41,4246.56,16569.18,7172.8,3192.83,741.04,0\\r\\n30245,496,34,Female,,salaried,370,2,2178,5,6598.79,5823.95,5880.2,4256.88,785.99,0.27,0.27,0.27,5961,5834.72,0\\r\\n30246,2638,42,Female,1,salaried,,2,2844,11,2818.71,4880.94,4185.71,4361.33,257.67,257.67,0.53,0.53,3272.31,4832.77,0\\r\\n30247,4890,51,Male,2,self_employed,1096,2,89,47,6073.97,10940.09,9582.84,8262.24,0.66,714.94,4872.14,1712.91,7681.86,10807.45,0\\r\\n30248,4161,47,Male,0,salaried,1111,2,88,0,3323.49,3412.16,3189.97,2330.14,700.21,300.21,788.89,14.5,3171.53,3358.12,0\\r\\n30250,925,36,Male,1,salaried,575,3,1202,140,1458.38,1458.38,1458.38,1606.64,0.23,0.23,0.23,0.23,1458.38,1458.38,0\\r\\n30251,1136,50,Female,0,self_employed,1598,3,220,,4878.06,4870.82,3498.47,63.49,0.13,0.13,0.13,14.41,4873.09,4882.15,0\\r\\n30252,1537,52,Male,2,self_employed,1629,2,1448,20,4736.41,1653.7,2351.72,393.14,3083.13,0.41,0.41,0.41,3886.01,1653.7,0\\r\\n30253,1586,42,Male,0,self_employed,621,3,2294,54,746.95,1600.61,1489.97,2154.09,0.23,450.73,857.37,571.66,825.77,1687.57,0\\r\\n30254,5086,49,Male,2,self_employed,833,2,164,0,-1149.8,-1980.92,3676.33,3736.3,23000.66,30666.37,14689.93,14635.19,4152.46,3320.63,0\\r\\n30255,1520,59,Female,0,salaried,162,2,860,3,9724.19,10117.04,9609.18,8806.92,321.46,321.46,0.03,0.03,9536.99,9826.72,0\\r\\n30256,1314,30,Male,0,self_employed,1096,3,557,7,3751.34,4062.16,3361.29,1139.63,643.56,643.56,766.91,13.97,3622.86,3875.03,0\\r\\n30257,5298,56,Female,0,self_employed,1593,2,737,7,8680.27,7633.96,7642.68,6007.43,1046.67,540.43,0.36,355.77,8066.92,7533.33,0\\r\\n30259,3373,33,Female,0,salaried,1020,2,239,24,4690.26,4255.25,4292.49,8482.95,1.39,0.41,396.56,258.25,4170.3,3637.08,0\\r\\n30260,4567,60,Female,0,self_employed,0,2,1348,91,1411.45,1425.74,1600.23,3726.5,0.46,0.46,0.46,0.46,1425.25,1439.1,0\\r\\n30261,2837,34,Female,0,self_employed,723,2,4104,3,4098.29,5719.79,3449.93,4509.17,1429.21,3036.36,3011.4,51.83,5262.75,4685.09,1\\r\\n30262,5675,47,Male,0,self_employed,363,3,269,205,1904.96,1904.96,1904.96,1890.85,0.31,0.31,0.31,0.31,1904.96,1904.96,0\\r\\n30263,775,53,Female,0,self_employed,236,2,2923,14,6228.52,891,1811.26,458.11,5337.81,0.3,0.3,0.3,3651.79,891,0\\r\\n30264,5060,71,Male,0,retired,1020,2,542,,6173.46,6173.46,6174.05,6135.7,0.31,0.31,0.31,0.31,6173.46,6173.92,0\\r\\n30265,1723,55,Female,0,self_employed,1384,3,378,20,529.36,14.23,1629.98,210.96,515.61,7042.45,0.49,7028.7,387.25,2228.28,1\\r\\n30266,4252,72,Female,0,retired,1020,3,227,0,2334.7,3799.21,2728.76,2978.23,278.37,1841.83,57.67,0.53,3309.38,2475.24,0\\r\\n30267,1167,48,Female,0,salaried,1020,3,998,7,3006.09,3205.2,3318.99,2611.08,6262.74,548.29,6061.21,151.56,3675.28,3253.09,0\\r\\n30268,4653,58,Male,0,self_employed,996,3,656,,5119.61,5119.61,5119.61,5125.47,0.5,0.5,0.5,0.5,5119.61,5119.61,0\\r\\n30269,400,32,Female,0,self_employed,1637,2,965,,1516.64,1542.07,1541.78,1532.31,0.56,0.56,25.99,0.56,1541.19,1542.07,0\\r\\n30270,2658,40,Male,0,salaried,531,2,483,115,7523.92,7568.05,7024.44,728.56,0.14,0.14,387.13,143,7550.6,7621.12,0\\r\\n30271,2298,29,Female,0,self_employed,1020,2,1108,,6636.39,6636.39,6636.39,6594.35,0.59,0.59,0.59,0.59,6636.39,6636.39,1\\r\\n30272,2215,25,Female,0,student,1589,2,1712,37,1591.98,1591.98,1524.49,1464.64,0.51,118.93,0.51,0.51,1591.98,1507.94,0\\r\\n30273,409,65,Female,,self_employed,243,2,1080,14,21974.54,22567.57,22989.87,28131.26,2.39,1.25,452.65,741.54,22239.04,22734.93,0\\r\\n30274,5116,45,Male,2,self_employed,1540,1,1259,21,21824.08,1415.38,4840.63,730.14,3645.04,4487,18150.47,2563.26,13131.23,842.84,0\\r\\n30275,3049,47,Male,2,self_employed,231,2,734,0,10701.89,2.07,2173.29,1795.92,15957.71,314.86,257.71,407.14,5396.6,303.47,0\\r\\n30276,1264,40,Male,1,self_employed,1020,2,47,12,8374.17,2392.05,4899.22,4388.74,20298.14,171.97,14316.02,747.71,9069.99,2659.88,0\\r\\n30277,4087,36,Male,0,self_employed,1020,2,398,9,4884.56,3283.84,2628.89,2880.2,2037.67,2099.24,257.85,79.1,3920.31,2881.12,0\\r\\n30278,3377,39,Male,0,salaried,409,3,331,195,3893.57,1257.99,2323.91,1227.16,0.44,0.44,422.73,4997.51,1232.52,3098.41,0\\r\\n30280,4801,41,Female,0,self_employed,834,3,174,287,4825.45,3467.85,2541.91,1171.77,0.06,0.06,2901.31,71.49,4717.69,1751.67,0\\r\\n30281,5171,45,Male,0,salaried,575,2,32,12,685.07,256.5,4917.64,2343.78,500.04,0.04,0.04,11742.19,391.97,2567.38,1\\r\\n30282,1011,26,Male,0,student,146,3,1745,219,6503.62,7007.92,7036.29,7278.4,0.64,0.64,890.66,89.71,6786.47,7086.96,0\\r\\n30283,3409,26,Female,0,student,334,2,82,,7422.94,7422.94,7422.94,7375.91,0.01,0.01,0.01,0.01,7422.94,7422.94,0\\r\\n30284,1936,72,Male,0,self_employed,656,2,1964,,3453.68,3453.68,3551.89,3615.19,0.44,0.44,0.44,214.73,3453.68,3540.4,0\\r\\n30285,3853,35,Male,0,self_employed,223,2,187,,2321.35,2535.64,2616.38,3212.75,0.56,0.56,214.84,0.56,2454.36,2535.64,0\\r\\n30286,1432,90,,0,self_employed,485,2,510,60,2128.52,2128.52,2665.39,3822.17,0.36,0.36,0.36,2500.36,2128.52,2370.46,0\\r\\n30287,2401,34,Female,0,self_employed,409,3,1566,49,10034.12,10034.12,9782.2,9404.43,0.31,571.74,0.31,0.31,10034.12,9849.79,0\\r\\n30288,244,78,Female,,self_employed,362,2,464,62,323.71,323.71,1567.95,2585.69,0.54,0.54,0.54,5714.83,323.71,508.05,1\\r\\n30289,486,28,Male,0,self_employed,1437,2,1063,9,1526.6,1198.03,1505.01,1259.15,328.97,214.69,0.4,1143.26,1348.77,1227.88,0\\r\\n30290,1601,71,Female,0,self_employed,575,3,3654,62,5248.95,5663.22,5395.5,5758.65,0.37,0.37,414.65,379.14,5295.05,5742.81,0\\r\\n30291,3999,32,Female,0,salaried,1096,2,132,27,1962.74,1319.88,1526.78,1310.7,643.34,0.49,0.49,0.49,1940.57,1319.88,0\\r\\n30292,2161,49,Male,1,self_employed,1320,3,1347,25,197.83,10535.24,2145.22,5827.11,286.33,10686.33,10609.46,609.46,2046.76,3843.4,1\\r\\n30293,2384,73,Male,0,retired,1381,3,790,3,2554.37,1926.57,1491.87,1973.16,2514.47,433.49,1039.76,180.37,1410.8,1800.7,0\\r\\n30294,658,55,Male,0,salaried,1076,3,463,306,7713.88,7713.88,7713.88,7670.06,0.33,0.33,0.33,0.33,7713.88,7713.88,1\\r\\n30295,2041,42,Male,0,self_employed,146,2,286,57,7493.69,6777.41,8082.48,3515.03,0.51,90.1,1103.2,1183.04,7956.03,7431.36,0\\r\\n30296,2155,85,Male,0,retired,1589,2,389,,1741.5,1741.5,1741.5,1730.46,0.04,0.04,0.04,0.04,1741.5,1741.5,0\\r\\n30297,1845,10,Female,0,student,1020,2,1207,70,1076.43,1076.43,2282.19,2787.7,0.3,0.3,0.3,0.3,1076.43,1076.43,0\\r\\n30298,4919,34,Female,0,self_employed,1046,2,223,14,3844.1,4069.21,3668.83,3865.55,1.71,2.29,901,1014.07,3738.54,3690.32,0\\r\\n30299,297,47,Male,0,salaried,1096,2,588,0,65511.97,61017.55,53444.81,21925.81,4666.84,3883.06,168.23,71.8,61078.5,57564.24,1\\r\\n30300,2585,50,Male,3,self_employed,1219,3,274,,1625.55,1625.55,1683.2,1857.42,0.2,0.2,0.2,0.2,1625.55,1625.55,0\\r\\n30301,2349,18,Male,0,student,1232,2,474,59,2107.05,2821.34,3213.44,4447.45,0.11,7.44,714.4,1094.09,2402.62,3260.58,1'}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 48 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6-aqa3ezdEXa", + "colab_type": "text" + }, + "source": [ + "**Loading packages needed for EDA**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iQqSBk9alHp1", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n" + ], + "execution_count": 49, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "D2oB2gNhlNXk", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 170 + }, + "outputId": "7e2d5a13-f0e3-435d-ce57-cbbde3bbf713" + }, + "source": [ + "df = pd.read_csv(\"churn_prediction.csv\")\n", + "\n", + "print(df.shape)\n", + "print(df.columns)" + ], + "execution_count": 50, + "outputs": [ + { + "output_type": "stream", + "text": [ + "(28382, 21)\n", + "Index(['customer_id', 'vintage', 'age', 'gender', 'dependents', 'occupation',\n", + " 'city', 'customer_nw_category', 'branch_code',\n", + " 'days_since_last_transaction', 'current_balance',\n", + " 'previous_month_end_balance', 'average_monthly_balance_prevQ',\n", + " 'average_monthly_balance_prevQ2', 'current_month_credit',\n", + " 'previous_month_credit', 'current_month_debit', 'previous_month_debit',\n", + " 'current_month_balance', 'previous_month_balance', 'churn'],\n", + " dtype='object')\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UZ4bCfwJgQzC", + "colab_type": "text" + }, + "source": [ + "**Checking the content of he first two rows**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZiRz4dvWe2Ca", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 131 + }, + "outputId": "cb4c6454-9cb6-4d0a-e161-7c6f1886b6e3" + }, + "source": [ + "df.iloc[1:3, : ]" + ], + "execution_count": 51, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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customer_idvintageagegenderdependentsoccupationcitycustomer_nw_categorybranch_codedays_since_last_transactioncurrent_balanceprevious_month_end_balanceaverage_monthly_balance_prevQaverage_monthly_balance_prevQ2current_month_creditprevious_month_creditcurrent_month_debitprevious_month_debitcurrent_month_balanceprevious_month_balancechurn
1231035Male0.0self_employedNaN2321460.05390.378704.667799.2612419.410.560.565486.27100.566496.788787.610
24235631Male0.0salaried146.0241NaN3913.165815.294910.172815.940.610.616046.73259.235006.285070.140
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" + ], + "text/plain": [ + " customer_id vintage ... previous_month_balance churn\n", + "1 2 310 ... 8787.61 0\n", + "2 4 2356 ... 5070.14 0\n", + "\n", + "[2 rows x 21 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 51 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HFX4Hvrggr7u", + "colab_type": "text" + }, + "source": [ + "**Target Exploration**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nYWO6IKLgxqp", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 210 + }, + "outputId": "ebf0fc37-884a-4be8-b51f-31f4f6f10b46" + }, + "source": [ + "distr_of_target_variable = sns.catplot(y=\"churn\", kind=\"count\", data=df, height=2.6, aspect= 2.5, orient=\"h\")" + ], + "execution_count": 52, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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mean15143.5086672364.33644648.2083360.3472362.22553069.9978147.380552e+037.495771e+037.496780e+037.124209e+033.433252e+033.261694e+033.658745e+033.339761e+037.451133e+037.495177e+03
std8746.4544561610.12450617.8071630.9976610.66044386.3410984.259871e+044.252935e+044.172622e+044.457581e+047.707145e+042.968889e+045.198542e+042.430111e+044.203394e+044.243198e+04
min1.000000180.0000001.0000000.0000001.0000000.000000-5.503960e+03-3.149570e+031.428690e+03-1.650610e+041.000000e-021.000000e-021.000000e-021.000000e-02-3.374180e+03-5.171920e+03
25%7557.2500001121.00000036.0000000.0000002.00000011.0000001.784470e+031.906000e+032.180945e+031.832507e+033.100000e-013.300000e-014.100000e-014.100000e-011.996765e+032.074408e+03
50%15150.5000002018.00000046.0000000.0000002.00000030.0000003.281255e+033.379915e+033.542865e+033.359600e+036.100000e-016.300000e-019.193000e+011.099600e+023.447995e+033.465235e+03
75%22706.7500003176.00000060.0000000.0000003.00000095.0000006.635820e+036.656535e+036.666887e+036.517960e+037.072725e+027.492350e+021.360435e+031.357553e+036.667958e+036.654693e+03
max30301.00000012899.00000090.00000052.0000003.000000365.0000005.905904e+065.740439e+065.700290e+065.010170e+061.226985e+072.361808e+067.637857e+061.414168e+065.778185e+065.720144e+06
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" + ], + "text/plain": [ + " current_balance ... previous_month_balance\n", + "customer_nw_category ... \n", + "1 12883.682913 ... 13242.281037\n", + "2 7773.279345 ... 7794.672359\n", + "3 4795.520175 ... 4954.843500\n", + "\n", + "[3 rows x 4 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 58 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "50ZCGeM2ppsV", + "colab_type": "text" + }, + "source": [ + "**Draw the boxplot for each numerical vairable of the balance features**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "xmMSg67npqpb", + "colab_type": "code", + "colab": {} + }, + "source": [ + "bal_cols = df[cols]" + ], + "execution_count": 59, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5_YGS4UBl3jJ", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 278 + }, + "outputId": "a2063b2a-7aa1-4493-b2b4-024a6f858f2d" + }, + "source": [ + "box_plot_visual = sns.boxplot(data=bal_cols, orient='h', palette=\"Set2\")" + ], + "execution_count": 60, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FYWA0kolrg5I", + "colab_type": "text" + }, + "source": [ + "**Looking at the balance feature and why there is need for feature transformation**\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3hMCEbIPrfNq", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 291 + }, + "outputId": "6785763b-d477-4033-eb13-e0295a492985" + }, + "source": [ + "sns.distplot(df[\"current_month_balance\"])\n", + "plt.show()" + ], + "execution_count": 61, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AgTKrPfsrY7I", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 255 + }, + "outputId": "2ce3307b-eb43-4365-d59e-f98095b7745f" + }, + "source": [ + "#Transforming the balance Features using log transform \n", + "df1 = pd.DataFrame()\n", + "\n", + "for i in bal_cols:\n", + " df1[str('log_') + i] = np.log(df[i] + 6000)\n", + "\n", + "log_bal_cols = df1.columns\n", + "\n", + "print(df1)" + ], + "execution_count": 62, + "outputs": [ + { + "output_type": "stream", + "text": [ + " log_current_balance ... log_previous_month_balance\n", + "0 8.917138 ... 8.917138\n", + "1 9.340524 ... 9.601545\n", + "2 9.201618 ... 9.312007\n", + "3 9.023036 ... 8.945045\n", + "4 8.843286 ... 8.946005\n", + "... ... ... ...\n", + "28377 8.864525 ... 8.864525\n", + "28378 9.194628 ... 9.178883\n", + "28379 11.177620 ... 11.059806\n", + "28380 8.939260 ... 8.939260\n", + "28381 9.000489 ... 9.133522\n", + "\n", + "[28382 rows x 4 columns]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TkUtg9dRuKyq", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 280 + }, + "outputId": "2acb8f06-3eec-4f2e-c20d-3f2e42750297" + }, + "source": [ + "sns.distplot(df1[\"log_current_month_balance\"])\n", + "plt.show()" + ], + "execution_count": 63, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Rqc1MxnLu__b", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 388 + }, + "outputId": "4952a651-efa5-4a71-c3ce-63a9fbc5158c" + }, + "source": [ + "# Plotting other attributes (comparing current_month_balance vs previous month balance)\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16, 6))\n", + "xmin = 7\n", + "xmax = 16\n", + "#current month average balance\n", + "ax1.set_xlim(xmin, xmax)\n", + "ax1.set(xlabel='log of average balance of current month')\n", + "sns.distplot(df1[\"log_current_month_balance\"], kde=False, bins=200, ax=ax1)\n", + "\n", + "#previous month average balance\n", + "ax2.set_xlim(xmin, xmax)\n", + "ax2.set(xlabel='log of average balance of previous month')\n", + "sns.distplot(df1[\"log_previous_month_balance\"], kde=False, bins=200, ax=ax2)\n", + "\n", + "plt.show()" + ], + "execution_count": 64, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "Z0SS6chM1ifj", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 388 + }, + "outputId": "967aa4f3-99f4-4e3b-decb-37f83d440421" + }, + "source": [ + "# Plotting other attributes (comparing current_month_balance vs end of month current balance)\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(16, 6))\n", + "xmin = 7\n", + "xmax = 16\n", + "#current month average balance\n", + "ax1.set_xlim(xmin, xmax)\n", + "ax1.set(xlabel='log of average balance of current month')\n", + "sns.distplot(df1[\"log_current_month_balance\"], kde=False, bins=200, ax=ax1)\n", + "\n", + "#current end of month balance\n", + "ax2.set_xlim(xmin, xmax)\n", + "ax2.set(xlabel='log of month end balance')\n", + "sns.distplot(df1[\"log_current_balance\"], kde=False, bins=200, ax=ax2)\n", + "\n", + "plt.show()" + ], + "execution_count": 65, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vo9kI_YI-rUJ", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 750 + }, + "outputId": "fc6b5520-3fce-4f0e-90ab-897f574a8007" + }, + "source": [ + "#separting the churn category features with the numerical variables \n", + "df1_no_churn = df1[df1['churn']==0]\n", + "sns.pairplot(df1_no_churn, vars=log_bal_cols, plot_kws={'alpha': 0.1})\n", + "plt.show()" + ], + "execution_count": 68, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1LlnLhgp_eMU", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 747 + }, + "outputId": "3dd81c65-0c87-46b8-bc8d-d660c4401efa" + }, + "source": [ + "#separting the churn category features with the numerical variables \n", + "df1_churn = df1[df1['churn']==1]\n", + "sns.pairplot(df1_churn, vars=log_bal_cols, plot_kws={'alpha': 0.1})\n", + "plt.show()" + ], + "execution_count": 69, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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ygRSa1p78u5e9Y3yFur1Ub3p/aJ0/d/vOBa97U/tfL/c3xpIpdVzbaZygt45J0/PDowYlBKUU6GGOcZ5xleEA6zwIQb4qhNZSvGa3idvH+oDzgc5urFhpdWX/ehMNqps2ui4NKrR4LYO7zch4uFjCz/nY9KqlJFcSKaHKJZlSTFvLbhVL6qwLb5RBvg8+eZsguhNCSOBXhRB/BPgCGN3MbiUSiYtoOkNrLE3v6J1HS8FOlbE30G/sgG5raMBVl86nTc+09bTGc7DosT5gvWeYx07wQa4Yl5pBppk0BnAnXh/wzFoDrCaL3eKNQuLdUK6C0dPBT3lWt94ptrX/dfZ52cXz0PoeJV99fvAe4/xxU9YgVzweFUgpqQrFqFJ8ORE0fbTbTMZzIODvVCbuPqKloO0th8v+2I5GhWJvMLjUv95kg/baRmctjMvXSziWnX3Ndq4S3J71u6Nlh/UBKaC2jlGhGeaazrnjOun4WQ7jBNo5rN8mpLzd5M1Nsc1f/EeBAfCzwH8I/PPAH7iJnUokEufTGodHMCozXs47po1BSEGpBYS3a5K7Ded1Uc3zoou1d71xvFz0MRjB0xiHC7GG1PpAZz3ZSl1jUGiM99T9qyDaeU/dSaRwJ5Y6P8TpYveZ0xm/nUFONm04aF+VdIx21JWaC+Hq9r+5mqJW9aOT2lBkguDjKogLjr0qO35N3Ts66xmViv0qZ2eQI0Is4ehMDJyzAHUXWOZmK8mwxPXTe0/wgWVvCT6gyMjUxQHebTRor9/nLHHg88L7827K1trPARhuNE62xtG7V83bVQ6L1jLIYVxoFitf2xlP0JLeBjpryZTc2m7vuk/eRp3j/1z9d0Gsh04kEu+AtUOsO0MQgZ1KrzIlGZlWJ6SHrpPrWqI8K/tgbHTKbWN4MavpXUAI6EzMPmdSID1kSqKkINcCLeVx1qLMKiQxeAnEADo/Y6lznZFO3F3WdrjsDJthQ2ccRabYGxbkmaC3gVwLBnl+5XPiqjb+Wn196Hgxb2NkIyCXgnnvKZRip9TMO3sc9OxV+jio/5EHQxCBZ7OYxdYr2wZxY+dx4nKWnSWXilEu8UEipUBKebxqcB7bNqieZW9XscHzMrhFppg25rXnn5W4eDFr+Gra0hlHnmkGuWSvyqiKjH5le72NSkaFVvTaoRTsDQuGpWOQSYyLN5EBKN7Cbu+ynV8aRAsh/jJw0UCUf/la9yiRSFyIloKjRceX024lmbUu57CxJnPLJbWrcN1LlJvZB7+qY501PT84WPLlpEVIcNZT5JpSS6wPDDLJJ7slw1IjpeTBID+RYXy8UzE2jllrkOJ1R56WyO8+azs0zjGpLYUWx0MfNuW4BnnOpnmedexPByvb2PhmUDJvDV9MG76c1BCgKjXjImPZWl4ueh4Mc/YHmoHWfOvRkEenmgZ3ByXWi+OygbXdJnt9dwhg0vQ8X8aA1HmHlo55e/EN2TY1vmfZG3BlGzwvg3uV8ohns4bvvVjy9Urao9CxwW/eWh6O1kOBTioZjcsB+1WGVBItM/YGBQeL7oO326tcbf/TG9+LRCKxFY7ouOreYZynyiSL1jPNDY9G5eVvsAXbLlFu0xkOcLjomNY9R4uOg3lPIMr+2BAIvWGU5+RasVdlPNwpyJSi1Gfr/1601HnWhex9mdCYuJxNO7SrpebTQx/Ou3yfPvanJwieHr4DF9t4mSnmTc+0MXx5VDOrDQ9GObM61kc753m8k1MphV4pEHy6X50IoNuNm8izPuMuNVfdNza/+00fu+wtk2XHR3uDM1931Rrfs3zqvDM4fzIre1kpyFnb1+O3T2tbb9rb4bznaNnjwyuZxbo3CCpGhWZ3kNNbh3GvPvu0zz3vZuIyu71vPvfSIDqE8DduY0cSicTVsD6wW2XMW0PTS6yXKLHKZJ1bFXcxFzm21xpVVpmJs567bcZ6WvfMO8tnhzXPpjXLLtY+51rGvySAEorH45Jhocm1Yqe8WNz/qhey92VCY+JqbNqhVq/sfHMYxLDQlx770xMEWxMHR+Qq9hmMy1d1zJufuRmELHtL7wIvFy1fTFoQAes8PniUlAgEWkgejnN2q4IqV1TFq/c9bXvGOjL9ah/vWnPVfUOquNIVG/U8ZRZXxLSU2BAuzEZfpcZ3065eKbr448bU8557Ea1xHC07ehdOZKVPr7J8frjkaNlTr5RlqlxiHSw7w6jImXcWKeMKj17p6J/1d7xJU+B99Lk3OmwlkUhcP1rGjNkwz9itAr2Ly9iPxzn7o2Lr5bTLHNtmZmGtGwqQa8G0Fie0SbfJWM/qnoNlz6zpqFdByVFtGJcSESRLs+oILxRVrvEhqi9cJbi47EL2Pk1oTFyNTTvMlKLMonKLWm1/VR+vLjz2pycIwqvmwNZ4ysy9Ng5+fY7Mmp66j/8aF5g0HQE4XBoUHuMgE+CJUmi7Zc7+MD/xXmfZXqYVlZarpfL7kaG7y2gp2B8V1MbhQrSPXEnGhSZT6lIfe9nxW9vC+iYO4vCoXKvXdJOvsiIRkxGGSR0banvrYimG9ZhZw6yLI+WXreGwNsw7G/tQBDS9jzcKWjIqFIVWx+fBblVe+Lds0xR4X31uGraSSNwx1hmAnSrDh6hEMcj1axfrq3AVx7b+vM3hA2UWtUI3n7tNU82zWcPzWcvLRUfdxcEoT0YFAFJAqTV5pniyU/JoXB03rsgrSJWtuWpj2FW2J949pzNf4zJjtwxURfbaBfyiY78+P9YlIQCFVkgCfrU9UyeHTrTWR8UCG3g+b3gx6xCAC4FMSXIEBslOIXkwyhlVmgfDkjJ/tRR+Wc2ofANlg8TNsLa1h6MCJeWxj917Ax973vvPm/44gAaOg2fjXt3EXVWrvLX+hD2vy5x66/AhzhSIJRuOXMWG7EGmWHR2NUAl48lOiZKSad0jgFFxtSbsqwbA99XnpmEricQdZHeQU2SKQglsCFs53U2u6th2BznOB0KIOrYCcezs18+9inRdmSlezBp+eFBzWHd8ftjQO48Sgqe7Jd98MCSXglxL9gY5VaFPNK5cV53ofRD5/xC5DjmsdYBk3KtjHRsUC1rjGBf6uJa0XTWqmpU27leTmq9nLZO6R4iAczDMNaMqAzyjKuPHH495MC5fe681yfbuBpf52Let7a2KjLHxrzXmXVRCcRbH/ledtJ+oXR5ro6eNpbPu2A/vVnnU2S+istPeIEcpwfNpS2M9Ugpa45nW/bWVW9xXu0/DVhKJO0qZKT7aG7yVM9/GsQ0KzWHd05oosB/3wbO70sK9SLqO1bavJ0smtWHWdrSrqYPtvEMqWDSWx6Ocnarg0Tin1OrGRPjvg8j/h8p1HKN1gKTEyRrSverV6OJ1CUdrHM9nLW1vOFh2SAHDIqM3hllvMcYzLBWZ1hRaMVjVVG++1+n9T7Z3NzjPx15Hbe95/np46qZrk7N8/dpXb5Y4AfTroSghDvpxPiYrApAr8CFgA+wPcoSALycNIMiUXD0/XOuY8/tq92nYSiJxR9l0qG+6DHyZY9v8DIBwSvbi9OOzpOvWfH6w4MtpixKSg2WUVtob5qhxgQuBT3YqHowKHgxyHq9UDG5ShL/I4oXi9KCBxN3mdKBx3k1mmSk+PucmdLPM6fm04ctpQ907lq3Beni8mxOcxFrYG2WMi4xRGUs4lIDd6uLm17s+YOJD4Swfu01t70UJjm2DyvMC9833GZcZSvbUraPKJHXrOGwMmYS9QUGhJbmOGejaOHbLjP1RQdNbCq1iaUcWp94GuPKY86tyH33u1sNWVtnonw0hzG9srxKJxIVcZ5fzeRf005/h/Und0PUS5Gknu379orO0jcH5wMtZzWdH7Srotiw7y6JzhBAYlhlPBjlPdis+3ilPyChtc1HahrO+v/vg0D90Th/Xl/P2hOrFWefJeeoJrXF8/8WCX3s+RyqJc45cS8ZSMlQaXQoOFyZmnwuNEJJlb/jGfnWttaSJd8N5PvaqJXBX8dFXvZm6KHAHUEpSAUd1z6KJCkdYWPSWWWNi0GpXzeeDguAdUmoGxSqbrQSZloQQjoenCCDg6Yy7lhu9++pzt1Hn+A6xuXC8ejwF/lAI4e/e0L4lEokz2HSor+SRxFstu11FvaJ3ARVed3zn6S8fLRqeTRuOmp4Xs46684wqTdNZOuvxQbDsLMNC8/HugI92ywvHM1/XjcN97RL/0Dl9XFvjmLeWvQHH9ayXZQy980gl+fxgwWdHSz57seCodWQyKhcczHqyQmKBYa54ulfGoGT1Pno1dTBxt7nIR1xUArdpR1f1MdvUPZ/m62mDD+CD53DWMu8duZR4INcO52FvoOlsYJgpMqlwzqOUou8tfW0ps5jB3q3ipEJPDKCt91gXkyTTxrxVouY++9xt1oB/Hvi3Qwh/E0AI8U8Tg+rfehM7lkgkzmbtUNfySNatOq87y6cPR69p4r5J5vYsp11miuBPOsLz9JdfLFo+O6j57OWCL44a+hAIPvBj2ZDehpWaiOTJuGBc5gwLiVLyXP3VtRzeZgPOmzrh+9olft+5bETy6eO31o9eq22sOS9jOGt6JrXh2bTh5bzmYGl5Po810A/HBZOlJy8UO0XGg2GOlDDM9KoGOqCkZFiorRRkEu8nmzZS9/3xCPlhoRltaJGvV+WGxcnSjGVn8SGc0Bw//b7bcFbgfjBvVyocli+nNV9PWxatY7fK2Btq9gcFmZLsVBm7laDMNFrFZEguAqzyzWs5u8ejgiJTLLs4+XbRWqR85ZPfJui9zz53myDarQNogBDC3xJC2BvYp0QicQFaimON20VnOFz29Naz6BzGwcNhxt6weK3ebptMwnnZlr1hlKGrOxtl504FM955Xiw6PjtY8L2XNYvGMMwVFVB3jrZ3GB+ifN245BsPhszbqD297KI7mTf9Cdmyad3zYt4yaQxaxgvZetTzmzjh+9olfp+5yohkebwIHVnrR59WLdhUi1m/x+G85XsvFhzUDV9PWuQqc51L6Dx4HwhCgIsBU5EpXIDeB8YSdqv8eOJhsqO7z/oYfj1tmNTmeLvzgh97MqZY+aXeeapcYZxn1phjv6SkoG7dCc3xzfe9KiduHLVksiqP894zaXpmteGw6ZnMe1zwaAWtc0yWUSY0ZJzwmS/mDY2xuDihniqTVFkGgeOVzDJTfD2pae2rBvK17vR13gS8yffxPnJpEC2E+KnVf/+GEOK/AH6B+P3/PuCv39yuJRKJsygzhRaCxvRMl4bWOCotcT7w9ayJWYTOghDHmRDjHE1vEXBhycTmZ5zX9DKte8zKmT6btXTGUWSKujW8mNV87+WS7z5f8NWsZ2EM33o44vE4J8sFOwPNKCgejjN+ZG9IZx1CiGM93aNlT91bdirDuMyZNj3z1rLsPcvuVeCUa/XGknfn/W3ACSm+xO1zWZPfmkljUJITAYpfVXG2G7Jhe5U+8ZxNtZjWxPHcP3g558vDBd89aPlisqSzgSKTDIucR4OCpu5wFhAOXUQ7mbcWJQW7pY7TCVcB9LtSG7hvo5TfNWWmOFg0TGuDDwEfAqWW9MbzxeESG2C+8kfe29XQEnfsl8pM0Vt3YhXkrMmZFx2zs6Za+uCY14aDuuX5tOFlbfn+syXT1uDx/KMf76IIKBWHwzzdLdgfFscNtr0NvJwbOhvPFgTsVZbf+GR0XLJRZAp7qmF8rTu9VmJ6k+/zvOvJXbfdq2Si/7NTj//0xv/vfi4+kbiDKCnoDSyNo+09hZQY58h1hvWBzkVN5zKLGeu17JEPPbOuJ9eaUskLA+qzml42A5pZ03O4bDlaWpx3zOqGpvP80q+9xAWBQFAbz//zw0N+248+wrmARPETn4zZHZY4H8ikQK0CkMmy49msA9YZZoFzgdZ6tBQMckXdOzrjaXvH3hkKCFd1yKf/ts44ps2rjNN1jKO96xeH2+asbHORqWOd5s1gOGqWA8RAZR3Eeh9QEjrjsQ52B7HWc71Ksr6ZnDeG3nmeT5b8ytczpp3j//rBIVpK9oc5de+Z1ks+Wg0AKjPBJw+HaKGYtg4pHINc8WCQoZU4cxz9bR3/q/YKJHvcjkxrELBsLZmSOBlL6IKA6rh52tCZWFM8by1SCMrdqCyUa0WhBcHHm3ZT41MAACAASURBVP5i4zu/7JidvnGcNz1fTxt6a3mxaJksDAdLy68+nwGCxjiM9fzqsxk/+ngHYwz6QcWnD0ZkMg6pCsGjxasVGhcCi8ayW2ich0zFBIXz4TW5PIBcnT359ao2ddb15CbGgN+2nV8aRIcQfsdV3kgI8QdCCH/h7XcpkUhcRGscHkGhBd4HjHcc1I79KkcLEcX6laC1gbZ3q2W5uNB9sGhpek9ViCjPNdB8+/HOuc5mMxu46CyLpmfSWKxzcejEsudg0WB7z8LGIOWLaUdvPB/vVyig9wIpY+Az6zpaM+ShgIc7Jd55mtXrDpc9jYnjaUdS05qYLXHer2WmGeQKJWNG+7Sz3dYhX5TpfNuml5u4ONxnzjoGLxYdmXqV+V03QEFUipl2Fh/itEGATFrKXNNbR2M8znsa45HA452KryY1k9pyuGh5NmvxzjFren79cIk10HSej/cLGucINmYWA1EG7MEwRwvFqNAYC+NSk+nYwNUY99o4+ts6/le13WSP21O3PUd1TwjQmp7OKqpcsVPGASXWxRt6AEFgkCuMfzUpUAiBcdAaT6Etxgc646If3ujvaI1j2Z1cJdwsm5g1Pc8nLb/+YsGzac0Xk4ZJY3g8Kpj3DikEw0xhgqe1AWsdD3cyns86/sHXE76xP6LMJNYFlsZRaUWmJL3zMehfyc61xtH0Lk6GlXJ1rsXx9pkS7K9K+da8iU2dvsm8D373OmeM/lEgBdGJxA2zlt8CgRCBvndIKait5aEsGBaacZUTmv7EUpH3nqaPy9gvlobg4auZoHeep+OKvdWy35r1HX3TGRa9iUNSahMnWgG//mKBBn540OCBL2c1P/pgRKUFbR8d2o89GjOuJLu5Zio83z9oEWLKwjj+sU8kj3cqQt3HWr3VEnuuJb11FFqRKUHbBxa9O96v3TI2zWzu41nd8Ov6wdMT4876PrfZfhn3uRP9pjj9Xa9r/q0L5FqyLtMos3ihdx466+mMp9eOcZnTW49SjkltqHtH72JWzYd4MzZrLLNlxxcvl3z35YylCYTgCEGyO1R8Y7/kxaIl14phofh4t0QJyYORpvfRBpWUq2DFYoJCa4l2PpYgrS7WZ6mEnA6Sbup7O2t7ssftaY0DIVEEfnjUYFaN0b/hwYB6kPNgXKJEzOjGIiLBIBcMiqi1XK3K0yZ17PNYl0McLTpc8JjViO6md+SZotCKQ9Ef95n0xq18PLyYtbyoOz47nLPsPJPGcLg0hODx1tIHwZNRweNxwSiTfHMnZ2Eth0387MmiZ1jmfLRbYq2nNp4qU+RKYpWnzBV1b5m3ht4G9gY5YMEHlFZY5/BeMm96yqw6/n7e1sbvi9+9ziD67leIJxJ3gHX5wa8/XzDrDMjY+KSCWGVqY0f1k3GJAF6ush51HzvGv5gs6fpAngt8iFkUUHQuHE9ZW9/Rz9ueHx7ULFpD5wKNcTETI0B4z2FtmLVxSXNW9xwNen7soz1+7asJWisOuo5H4zGfzzqCEGQInIu1z88XLeMqTo4bFoqqlYCGAL0NLNqe3Son14KxUMdqC2Ue3dZm1qHpLcb548aeWRObFUMIxxmg8zIS1930cp870W+K09+1dYF521NlCusVIGLjYIgBinWBkc8odbyJKrUg0zmHiy5OFzQxSy0E9L2hay0uBJ7NGn79YMGzeY8NAWcdWku+nhs80PaOcZUjhGBcajrnGUnFuMzIlMA6jxKSgGC30uwPMrSKNaRrFYPTWcRutRK0DpKuMzN2FdtN9rg91geWrWXeujh0pA+UhcSHWCp0MG/ZGeTUJsp1LrseKTKWXWBcBMpc0/QW5wPOx5u5Rd1RW8+o0Lxc9hDAOM+g0IwKxd5gwPN5i1bR2jvjeD5tOWx6juYtxoU4yts5Hoxymrbnmw9HPJ+3jArF83mLGFf86suWfvW+89Ywby2PdgKjQjMeZPjaIIFcS3arklxJZq1h2lhGRewzaa1HIMB74mgQwbN5jwee7lTXYuP3xe9eZxCdzshE4hYoM8Wi63mx7I71CHbLDBM8jXEMXKzBg5gVCMQ7cuMcL+Ytz2erDHULEng4yOmNxXkdnedxAG14NmljJsY5MqlABuatYZhL+uD57uGSg2VP21syKZjVlicjwbcfjRAKHo0qMgG998way9NRiQ+BZedYNu7YwTkvosauCFiibFOpM5adpekdxse66J0qY9lbPjtYUGSvMsxaCRZdOM7erJ36WpnhoozEdY+jvc+d6DfF6WNgvUcIgT7VOKiUQArJWjVAK4VWIGVcvWh7y1ezllltEMSJmJ2xBAHPpjWTZcc/+HrOUd1TZpono5yvJw2jqqDuLPujgr1K83CQYyz0JvBglMWl8y4u0+c6NqDulhqtFGUmydSr4Hl9nOdNz1FtUFJQaIVW4tozY1ex3WSP2+Od56juogKL83TBI0wsHRrk6ngwiRSCo2UcZjLvHJ/slFBqjHN0xjGp+1g3vVq9E1KQrbTEZ41BSrEazR2YLHqmrWWQx8z0pO55Nm+Yti1fT3q+nrd873lNaxyPxzmlVnTW8p1vPiBTkoeDnC9nHSjJpO1RUvJ83jMsNHrRMRtmDHPNKNdRmSPXjEpN01pCgEJLvIfZ6rUieECSa3kc3C27mCE/VrYx7tjXAlvZ+H3xuykTnUjcMWLJg+bpuGCxqolrjUXYmCmre0tvHIvGsmgN4zKj0pJGxJriKpMsjScEH2WQRBzDum44aVcNWK3xdNbjvMNbx0FveDiUHNY9L4LicNHxbNbgPXy0U7EwDu8tuapolCFD0nWWwShjX2Z0vefBMCPTEi1jrfN6NHhrPINck2tF01vqEFAKhBDYEJi1lp1Ss2wtNsRO9SoPDPIovXTcCNM7bAh0NnaSbzajXZSRuM4xzNd9cfhQWB+DZWepcsV+lbHR10QmwbuAE+74eC9ag/UBRUBKwajM2a00TW/IBLR9x+4gY7as+XLS8PWsZ9EapIhBQxACqaJ8WOck41xTdw6EYZBnPBoXsSSEwFFt2Ks0gyJDK0sQgkJzXKe9vliXmeLlSpKxWZUhqQFkKpYgnWeHb9oQdZntJnvcHnPcXCdjEKocg0yjpVwpEwV66/E+JiJcCCghWBedBe8xHlzwNL0jk3GwVFUolq2hyNXKTh0ieJY9zPtYqvQRBU1n+f6LGZ8ftRy2Hc+mHdOm56PdkoNFiwuOH32yi5CQKUmhPL0HHwJCQZlppIqZ7t445iHWYX85adFC8KNPRhjnWLYB40FrkC6uSfY2UOhYL63kSc1ztdJjX2tlr2VJgeObSbh69vc++N1tJhZ+O4TwvQu2/e/XumeJROJMrA+UmWRvkKOVxVqPCIJi1Swyqw3zzlIbx5NxQa4lg1xTZpJxkfHRXsHLhYEQqLtYXzraqBu21vJy0fNyFgOBz17WfP9wyeNhjhYVz+aGr6ZzpBAsGsvOMOfrWQ1CUo5yqkIiVI4IsDfK2a0KBplkVGYMS433MMg1mY61eKMqp9CCzkZZMinFqg5WxgyejKoZTe/wGYxKTaklzns6K04MaFEKVBBYJ1cjxl9xWUbiOp3tdV4cPiS61XdmHVjP6ruTsT7aB2wg1ouKVUOXkJRZQKm4/D1vDdY5FrXDi0DTWgoh+GLe8WzeM21imce8tcwaC1R848GQgdYMMsWs79kbZqsegYydKmdc5Wgh2ak0u6ta/J0iKjc0xlHljnHxSpmjNY5MKx6OsuNAZD3N7jxZxrdtiHoTZYTE+QjizdE39gcgoO4M3gVsiLKIy9ax7C3L3nK0Gqu97B2FlgxzzbhQWGvIpGSvypg0PXXnkAJmzpApRZELtJB8NWtpestuleG8oO8th8uWHxw0/MPnMwZ5xleHSz7eH9I5y8NRGaVBAzStYy4MIVeIEP24kqCLjGGmGJSKTAqClCxXqjRaSA7qjkGWIQiMyoxcKRph4jknBMMiY5grGuOPs9CFFifsd3eQI4glHGt1nDXbZH/vut/dJhP9PwA/dWrbfw/8EwAhhD9y+gVCiJ8HfhfwPITwk6ttD4C/CHwL+D7we0MIR9vueCLxoaKlYFzmPNmxhFng0BrmneOwt8waz84oZtMKLVm0hlwrlp3jk50i6n8GwdNxSSDQ28CjQU6uJcvOsmwNQkomS8OvPFsgQ9QcfTQseDoqUXLl9I3lxayjLDWH85aP9gZM6j7WUzdR/qvMFJXWDArFxzsVO4MM6z1aSnKt8CFgQ2wK3Kny4+lfpRYse0UIMajYqQpaG6XLxqWKwwFW34P1AecDxjlCCMc10QizkvaLgcu7yLylQGU7ZnVUQ1iX4HgfG7CKTGN9OL6IKxnrMJ0TVJlkUChmjeWrWc20MczqnkdDxfOZ4dEo57B1fHa4pDVRjWO2Wr7+9qMh3jv2Sk2hNMNCs28yPtqr2KkU+6OKnUJT5pq9YcawtrS9Y91O1rtAJhTuZC/TcRZukOc4HyfCBVjZ9ut2eFsNUcker86g0OSZRHYwLjImi4a6cwgJBMGjQUZjDQfzbtUIGG/yDpYtj8YZvYdpa4GAC6uhQBI6F/sz+t6gZE4QnnljCCEGffO24/nE0lrP55OaaW2oMsWoyvnqaMnOKKPuPFIEZo1hd5gxaS0f71c0xjMMsZ9gOFDsVDl7pcILsA5KJZEhBvt17xlk0VaP6p7Ho5LdqqA3liJT/IYHA3YGOc9mDcvOHSuJnLbfzXLBNe96leO2P/sqw1b+EeC3ALtCiH9141c7QHnJy/888J8D//XGtj8B/LUQwp8VQvyJ1eN/b5udTiQ+ZNbLVg9HBXXrmCx6BJDn8HzZMWt7rIcfeVByVFt86BkUGu89dW9WEnmWnSLjNz0eMhoUGB8QPiobSClYtgZrY03fk1HGKFccLXu+e9BytOjYqwr2BgHrPHvDMko/VUP2i5y6d2Ra8iMPCz7aHVBlGYNM0xhLZwNWBlpr0Sv5Mqnka46kzNZjdWMt9ONxjpaxwSX+PkowGeeosujGNjMh4zKjzNyZ+r2J94/paqx73TsOFi1CCEZFPK6LzlGsap8P5m1UOah7JnXP/iCq0RjvCQ4WjWXSWGaLngc7JZ8fLQGY1IZxkbE/KKnbBULFm7y9qmKnyHmyV9BbeDIsESrEUo5RiZSCIpN8sjfA2AWL1uK8Z9Zanu7kPBivVGI2gt7NLNzaDq0LPBjkZyoXpMa/948yU+yWmlljERgynYENPJ8aDueWr0vFqFTMWovAsTfMqbRkWGaMiqgUE0JsBPTBoiQQPD6AVpJJbfliMmNnkHO46Pl4L8f2lqb3/HBSszRxDH21ahR/tKPRKk4eLAYSFwLz3vF0t2RYKHYHGaX1fLRb0PServdIFVcgl9bzYJTFAV3OU2SCbKUsghDkUqBkLOWoioxCC/KVv3y6U71WZnT68Ye+ynGVTPRvJmaT94DfvbF9DvybF70whPBLQohvndr8e4Dfvvr/XyBOPUxBdCKxBbuDnGfzllljOKp7lq1DEuiNxTqotFqNAu/xITbKSBFou7jk7UNsjipySWMcT3YHdNYxaXqOlh0v5x11Y9gZaDoP/+DZlGlt4zTExqFkT6ZglBeMB5rHo5Kmj7JIg0LyyW5BoTMyJFJAa+Iggt2qwNi43C1CLNF4NBKMitOOuKQ17ni8+LDQ9MZxsOhAxiAHYpZodxCz2JvDUiAG1SmAfv9ZZ2KVFEwWLS/mHd7HC79AxiE7GGrjeb7o6Kxjuow3jke1odISEwLCeYLw4AJZJvmV5zO+/2KJsY7dQcG07divSn78ox2qTPN4XFJmgZ2B4vG4wnrYKzQ7g5xRpRBItBKMi2hre8OCPBPMW8veoKDU8kQp0WbQG7zHhlhXmynFuDh/sFFq/Hs/qYqMUWGYNRIloO38Sn/csegle0YzLDW51kgBuVLkUjJd9hzWHV9OYu1y8NBbz6Q2jMrY1PflQcPcxn6Wprd8/7nhWZnzg8M5LsDH44J5rfF4pA88GhaI4Pnxp7vMG8uzeUNnPPulRmtF8KCUXKkaOfYHOY/3Ch5UOc/mHVrG/pJCSsYjyce7FUoKlIS9VYnSespnmSnqzp4ZFJ9XdvQh+9irDFv5ReAXhRC/LYTwt6/hM5+GEL5a/f9r4Ok1vGci8UHxYtbw3ecLPj+s+eFhzbyxZFpQ5IosCJ7s5nS9xVhHqaIywHTe8mJhmNSW3jm0kswXho/3omJGIPDF4YJ5Y3m+aNFS88NnM54OK744asi0YtE4Hu7k9MbwdG+Xxhl+7OGQz45qtNI0ePayjM8Pe3aHMZDItWKn0HTW0bsos6ecx2WKYmNIxVka1WuN57XzHpRZzKR7fzzOdv3a1Dx1N9kMPidNz8t5iwuBl4ueQS759MGQRWvoveeLwxqQTJYtT8Y5n72YM64yOhslFrUQqFwxWfYUUuFdzNjlmWNcSHof+GhcsFtk1J1hXJaUWcbX04ZMaYwLVIVmkJcMi+w4iFisGqgGeWxindQWD8eyi62JzWPPOgMIhJQ441DipJ2eRbLd9xMto+5zABrjmXeWWWMYlwrrfVTuMIGjZY2Wko/2CiYt9AfheJKrkiJODJSC3gSyLPBs2mAItL2h6RVSSY7qjt6DIuqQ//JXM0qlAM/uzoAC+KlPH/APny94Oe8Z5WrVWB54lCsOlz2ZhiLTSAmWQNR4DOxUGrE6xXYfD+OEWK0plGC3yvCnNCHmrSFTknJl2+tAOemNn802NdG/JoT4k8Ra5uPXhRD+0Jt+eAghCCHOXbMSQvwM8DMAn3766Zt+TCLxTrgp+21NlKrrrMfjyTKJMoJZa3moBEprZBAgBFoqtAYINH3gZW04WHQoBHuDnMPWECYeggcpmNaOg2XLKFM4Yv3c99olxnq0VBRaIpB4BJmCx+MhUkg+2hvifRy/bE0gyyVSBrrOooXAB89h3VGu6plFeNUceZrT2Y55059w9Oc57A99WfG6uS3/q6WIEysXHTbEYRPPZi3DQjFZOnZKg/eOxjrmteGwMVGKUcCzeYdSkrrrKZVi6QOLWcOXkwbnAw92CphFvfBRmbE7yPj2wyHCw9PdikEhqArNvLY8GGTkmcS5KOO4W73KsG1mhTdHIispmDU9QghqY5nUlkILdqrtsnPJdm+Gt7HhMlMIAlqAFLFGf5ApBlqRa4kPgUndYWwgzwQv5z3PJrFfRCtJ3XkyLbHe88l+yYOdHGt8VNPIPI9GOQOd8azt6K2nN4a660BGlQuBYGdQ0TlPnima1pNLyTf2Kh5UinGlGZY5g0zSGFi0lkER0EpyVPdkEhCCQaF5NM6RQq6UnaKcqPWxjjsKcET7XveWnEhorALlVHZ0NtsE0b8I/E3gfwPcJc+9iGdCiI9DCF8JIT4Gnp/3xBDCzwE/B/Cd73znwz5SiTvHTdmv9YF55/j8aMGLacusd4wzxeNhxv4wBqVfTluMg1Gh6J3k8LA7bjSctxalBaGFYa7xQTDtHM9nHSIEhFB4EeuiMyGYdj1Pdwd878WcT/ZLEJ5PH44oteb5rOcLGp6MKgaZxHmYtD1DoTFe0ltorOPFPFBmGU55xkVGlSsej0ukOimhdFa2Y9nHEbqnA4uznHcKPq6P2/K/3Wrc8LQxLFqLt3GEct1ZDpeGRWMYDTJmy57GeZyDbBVAayWQHmwQBO95Pqt5UJYUUoDO+OJwwU988oClMXz6aEglNMvGs+g6Hu5V1FN4tBOVM57NO4QQPN4BpGCYd3y8NwBezxaPy4zdMiClpJExsG76k9PpzirzuIhku9fP29jwtO45XBga59ipFD/58YjGOGaNZdl7pouoRS6k5Kiu+XoWJeaa3rMwLTtlhjGeZW/RQlI+ivJ43jlyIel1QBeC5UGHdYG6N4yrgi+Oap7slEghqPIoBTrpLFoLTPAMtQapMUHw3edLcq04rHsejnIejGKJiVyVbzTGreryo23VPUghMc6v7NSwN9AUSlIVGZ05qbKxZn1zdxYfetnRNkH0IIRwHbXLfwn4A8CfXf37i9fwnonEB4N3nmnTMWsdk8bx1bShyATf2B9ibMfCWIwLPBqVDMuMRWfIpAAR+GS3xDmHXl30Ra7QUrFTKA6FZDTM+MHhgh8c9Xx9VPPJ/oAqkwgC33w44rd8PKLp47Xo+bKlkJLeBBSecZVzMO1RSuBcgODojcOVmkljqLTlx56OKLQkkwIhONaJXrMOOIyLzVhaCbQS9Pb169+H7rzvA+ubpp0qZ173GO9ZdFHiCwntShasn/uo5mIDo0JGnfRRzjiXfD7teTZv6Y3j+bxnWhi+sT+kto49V/BwpPlmVuJcwErPordRe3zZkSnFZweWnYFGe8+ozOhXA3t69yoYbo1DKUlFbITdLPM4HrKiXtmj2wick53ePVrj+N6LBUeN4YcHDS9mDcHDy7pDBli0hrLI2K80pdL88qTm4TCnNZ55Zyi05EGZM2l79suMMpd0fZRnHBUZ086waBxfT2fYEHtGcqVwzvAj+xWfPhzSWMvhPPa0fHNX83Le41ygrCT7A8mvPV/GbLkMZErw/YMlw1xRZoFxpY9nAljnWXaxJ0UQM+qbA1Ksi6/XUuClYN6aMyXrUtnR2WwTRP+PQoh/MYTwP1/1BUKIXyA2ET4SQnwO/Gli8PzfCSH+MPAD4PdusQ+JxAeP8QElFcNcUeWSbz6sGOUZ3nmCEjwucw7nhsN5Q6klB8uO/UGGMaCk5tOHQwCazlPlmkzBsvMICT94OefFoqc1PZlSLLueQkr2RxopBHtVzqytIUSn+2BQMnSGQZFztDTsjTOOFgYpBPPG4gKMSsUgj6Nt6z5eLKZtXDJshgVhJY3XmtWUr2V3YshGVOI46aquw3m/6XCLxPWxDkDnbU9jA+NCM5l32BBY1o4qV3S95+mDEi0lnx027AyzGMxKeNk4fvVgwWzZUxUZO5XGOk/vPftVzqCQ/MSTIbULTJaOcan5YtJCEDgPg1KtplzGmzUJaAH5Sk7P+vBaeVEJjIpX9mqcO24glMKy6CylXqnIpCDjTjJZdkxbSwgeay1SChpjCQ6UipNTa+t4trDsVznzrmdnkPPJOKpleOLIeSkElsAnOzlFpvj+y56DRUvXxybFQRZ1xJ81jqe7GXuDjHGZIQFr49z6nTL2tCx6S6ZiGYbWmlGV0/WOydJivI/DpaSKkxERjHJFawOTukGIQJlFbfMsaHrrjvXL1zd/R8sOKWOWetEFyszHLPaGDaeyo9fZJoj+o8CfFEL0QE8sogkhhJ3zXhBC+P3n/Op3bvG5iURiAwGxNi9X+BCd7aHpGBaaxbKlzzK+nDWMy4x5G5cKtRR4Ifj8qOHxOOfxSBGGknkTp24pLZh0Ha1zvJi1DErN3kAxLCTGCwal4uNRxbz2LIyjUgqN4ofTJY9GBdO2RwaQw4zf9PGYo9riQsu8MwgpqKRk0VoIMFkaPtqvQMR6Uqqc/v9n781ibc22+67fbL529bs5XfV1Xb732hfHNtcOXaKQBClShECJlSDBSwCZByQ6KcgSSJGIkILEA11AskAIeMhD7OSFoGCCgiwQ2Fzbse/F9rWvb3WnTp1md6v9mtnxMNc+Z9epU1VnV51m73PmTypVrbXX2nvWt8eea3xjjvH/Lxo8297YTewxzZTcVvRUND2AT23eXzYR/qrmFokng972FN+ZN9xedCxag1ICTRzq6o0nzySbPtB0LVILtBX4UnJvFStz1gY2vaexLUWmybeObXWheaMecPPEctR0rDvLj14Zc31S4AO0vcX7QC3jgKsxgYO2Z39aEEIcsKq0fOQwVb9o6JzHukDbO3oXe2MDMC4ztJJIQoqpS4rbWoxYHxBScLTqmDeWo3XHlVHJpFAcL2OsTkt4Z3dIWWhur1pCABsce4Mhy76nNZ5F47ieS5amZ9042t7x7tGKV2YDXpkVTAcZvfU4H5AC9gcFpYoqGnHQuyMQqHONEpK2s+zWGR/3sTK87i03xgVaekZbtY2P5x0Hm546k4yrjFGZY6xn3hhOGoPzgf1hzp4q2PQ9nWErVfpAs7/Sn1aVSYnzJ3nsJDqEMHqaC0kkEo9HXej7boO5FFgluT7U3Jl3jIqcxsQKxrIx7NQZlVZoKWNbhxLcmbf0vuB40/Czr05ZGPjBvQW3jjfMV4Yil2xaSzVSUUpOBcZ5zvc+PqHKNELCjUmNJHBz0dAaz8fzlkmRUeaaUit8cMwGUXNUC8nhsufqtCIER11mdCYapHRWs2x6tJJUuca6wKjMOV610YBAQWvg7rzh9b3hJ67Dl02E05T5xcK4wMGy4727azbGYKxlUmp6F0BLDjeGQ29ZtY79UUFZKv7oYMntZQfesTesuC0DrQlUueDKuOLKMOetacmtpePD+YZaq6i2IQJFrjle95z0jtLCKzsVdaGYbyxFocikpLUO2QnWhUKKT/ftrzpDCLGCd3fesDFm+7ch0VowG9T47WtTTF0+Rnl07HPecG/eoqVkb5AxLhQbY/Ei2mqPK43zMBrk/MHdJZOyoMgEmwZuHm54bScOXOeZ5PuHa37zvWOc97y5NyJXkmVnUFSUueLVaUWuJD88XBOAdw82SBm4MigZlxk3pjVdb1n2jrI3FEIwLDVCxPa3stDMRhUhxLgLxJtUpRS981G/XwkyGd0HrRdsOsfN4zXF1iH2eN2hhGBc5wwK/amZlcSnOY/ttwD+ZeCtEMJfF0K8BlwPIfz6U1tdIpF4JEoIChmoC8Vx0/O9Ww3GBcaVY1xm7NQFuZJordi0luN1i1cKYy3DMqeSknJUc7gy/M7tBY31tJ1nNizwIbA3jOL++8OC3gV+/d0DtFIcBsOk0hzkDW/vDRBzgXGeWZlR5Zp5E7VQrfeMC83uoML7gJKSQakodM66izJ3zm0llFygzGNCopWgs46AwFhPbwXgOFaWYtEwqXKsjy6HXzYRTlPmz4+zJwcAh+uWqJ57ZQAAIABJREFUo0XL0abFBY/1nmUfWLQtV4YVtxYNw1JzdVCiplFv9w/uLfngcMWgUDQ2So+9uTtk0VlyJZjUJU0XmHdxWNE6R1XnSAFr7zmeb7g6rtA6Vq2FgFmdIYUkU4JCCQggpWTdRp3yXKv7Orpt77AOlIRV27PoLMZ6qjz+Xc43lmHRMyrzFFOXlHGdMyo1373ZcLg29NZy1BgEAilgNsx5dVoTAigpOFh2aCEplODeomW+6fnmjQmDQtFZx3dvz5kWGVcmJd7D3UXLj10fc9RYhkUW5TszxR/cXRMC3Fm0OOcwNrB/teCD4zXWe+adoVaatvOYDJyLCe/+qGBYaQSw6Q0CBTLuac5Fl9jeeayDusjYGWisc6xbS9NZBlnJSWvotn10vQ+MS82kyp7vL+IScJ52jv8a8MCfBv46sAL+JvAzT2FdiUTiM9h0lsNVww+P1hytDDdPNvHDX2tGpQIRKw3vHq7YHeTMG8PXr47QRAvtXEu889xpGpwTGAddZ1BK0vYOKQXXJzl7w5xhmfHDoxXTOkdJhfOO3UHJ3qikzAR7wwKziCoJLnjGZUbTR6mvW77lm1eH7O/UiJXh6rhg1TmM1jjvMT6wbHten9Xo7RBLphS5ksxDgBCTljqPLnB35i3G+ftKCMZ5qlzdH0DMlHqspCVNmT8fzp4cLJroTtgZw7tHKz44aKLusgscrlpKLdn0hjpXXK9L6gLeP+5wzrNoOowPbIxjkGs+Ot7wrVem7AxzxkXOojXcXm+YDhV744wqj61MrXWcHLWMS40xjhvjmjJXGO+xHjrrKbVmYzyZ8ZSZo6wLDlaxFeQ0RhXxJiAQhw8BpBT48CB+zPb5FFOXk9Y4fvfWCe8drsm14KR19NZT55ppqaL9exCsrSMT8eSis5bfv71hWBb89Os7OAK//dEJ10YlwcNha5BE2TtZ51Sl5qpWKCnoXVR22RvljPOMRRudZbVSfDTfkClJIEAArQVr42g3W4OijWWnyrgxq5nVUcdcicDGejJZxOTZ+1hU2Q4Qnlp1N1uTo3ljaI1FbE9dnA8IIT5xPVIf9KM5TxL9x0MIPy2E+C2AEMKxECI1fCUSz5h7i4a7i4aTJqoRND2ELHB9WjAri7jBGssb0wGBwCDX4KAuJa33SAKHpufDow7rPJ2xDEpNbz1VppgUcUPuWsvhomOS53xsWgoVh2tujCXBOZxTXB9nGO9wXtBbixQhSuuVGZ11HLWOUW+YVjmdDWRSUGWCYVEyLuJwzKjM2PSWxloEkiqX7A9z1l1USVBbHWEXTifJY8X63tKwaC2FPjVcicM1X7ThpynzZ8/ZFprWONad5da8pdQC50N0eFt0vDIqqbSkcZ7Web51dUhnHDdPDN/7eE6mJEfLlquTilvzhtG04Mas5vWdmvnGcLTpMc5ybVThHXgRyLRk2To659kdFmgpyTKF1oLdQY5xgdY6ro2KqNzhAiebHkXsT82lItNR2eD0Fm3eWIQQ5NuhrGGRMczV/aQ6UyLF1CXmg8MFHx02zBuHVtF6ftEYduqc/UHF2lqEhP0ixsxQZkzrnDrLmFYKEQJHa8MHhxuc8xwsW65PashzvA9sTM+VQcGi9fzhvRW53vb4h8Dc9TTOMSk1rQsooeisJdOKQRZvzFadxQcohGJUKbwPWONw3jMsVHSE3Z6QTFXG1XHBa7Oa3npuL1qsd2y6WP12PvbySyG3NuOCcaUZldkjB2sfbpt72RPs8yTRRgih2O4jQoh9YmU6kUh8Sb7MBtQYR2MCq9awN8wZl4plZzhZG3IZj5TrQpPpqIYxyBXXxwXjCtpe8IOjhtvHDZvOoKVEKYmznmGRoRVcm1YEvx0gzBQnTUemJQerhkwqbi4a3titWHaGusq4MSk42Vhu92A2FkvURb06yqkzwdHScG2mGGYah2QsM0ZVhpSSzjoO1v3WFreP0lDDghZLbz2BWCEslGBY5fcnyU8TsUzJ+0l0COFTxiyf1SedpsyfLevOsu6ig5vzUTqutz4O8DWG/UGJCAKlQTj48d0p01IghOCPThqOVoa+d7RYhBRsesOs1rjg+NHdEZkQeO8ZlpqDlaU1ns737NUFR5s+9kMHz6RSVLlCBkkmJVpKBpXEW43Zmhdt+mjH3PvAh4exnWR/VOARrDpDbzxlJsm1IM81r0zZ3vxpjIvV8VdngxRTl5hN7yk0nDQte3VBqQV1qQkE5p1l2Rv2hxmzOmOYZ9xZN4x1DsOtaszacLiOsoutDUilubdsGVYZ4yrn6qgCLyhzqLQiV4JlG/euvWGB8AEXHJMq42AZNaBb67fFCB/3RK2YDDNyJbdFAcuyjcogb+4OuTYpccGhhOLqqCQAHoH3gbuLHi0FuZRoDXWu6WxPAEalZlTGPdM7f38I8dQS/GzbXBrQPl8S/V8Afxe4IoT4j4GfA/7Dp7KqROIl4MtuQLmUBB+luHrnuLNoGdcKhGdc5py0HZ0NfO/WEd+4OsUbz6o1fP+wZVLk3Fs2ZFozrnw0Btj0fPPGlKvjWKVbtp7DTY+1cTo7ENVA1KCKfXdCcHvRUeYSCJSF4M6yRwvP2npypZAyIJTg5rxFI8i1YrSTsekdupQQ206ZbwzOeZbbqnNnPVKCloq9oWRj3P0jcSliu8ei6Vm2Ufc0zyB4f3+CfN07qvzBtvZ5fdIpyXk2zDc9jbFs+lOPrlj5MtuezJOlRWo42rS8NhuyNy0RKnDcOZp1x7K1fHyyYTwo+OGdOVdnNdcmJbuDgsY4hkXO/3dviRSBccjojCfLBK/v1HQ2MMhVPHHpPR+ddPz4tQGzcUUmZdSg7jyHTR8lF03gpHWMCkHXQ2M9oY2xGuXFTjWhJZNaI5C8UUfJyNZ5SvVpNYPE5WNWZ2SZYqfO+fBkQyCeWqz6reY+8IN7G+4te350f8heVeGcp7EOZwMe6K3lzf0Bx5uOVeu5Msq4Pq6xeJa9oXOOQRHb7xobBwFvjCrKTDLIFIM8wzpPlWna3nG46jii5fqk4vo4JsUiBA6XHcvOYm3gtT3FuFIsW8PuKGOcV5RakmcqqnKsOzanTputpS4UszI6dyqZU2jJqIrxG1uqLMvW3r8uvXWMt3MpaUA78lhJtIiNMu8C/z5Rnk4A/2II4fee4toSiReWr7IBlbmicZ4gBKNSMcxHDApFbwJN59mrS5ad4Z0rY+oMqizj5rJhkhecrA0hBP7wzoI604xKzTduzJjVmmldcLjs+eBoTpVp9iYlMoPN0sXqd+9Z9T2vzAb0PtA1lpNNz7jKOdy0jIqcUivkfd3Rnt54ZqOSIlN0p1J7IUS7WeFREjbmkwao88YyqSSTSjOus/s9z0pEZ7nOxkHFPJNUWYYgJmTGBcrs0z2oabjr+XEa52c1lIP3tL3FGMNHRy1ZLri52PD27phhJthYz6I3GBdYdZZNZ1j2sWf/7SsDpFBMyxwJZFk0h7hz0vCTr05wTpBJxcbGG7NFE4+0R7WO8aIlXkY3zp1hGatsgfs2zi4EtBBUWpBnirrQ0fI5xLUQAsNCk2t1v/oslWRYaD5T6zVx6VBKYqwDH5gUGUWuuDLIubdskVLRWMMglxRK0fWW2aDkuPN0xiEQ5JmkLjJyrSgyxZVRhQ+O46bn48WGH90fc+t4xbCKr4mW3IYPFxva1qMUvLk7YFBojpuevSpjbzhg1TgkoBCcdBZ6S6Hi6cpkqJEEtFTxJtUGqjre1K06i3GOZRcT4kGRbU/54l4sULw6i/v02cHfZWc+cV1O3TgnVZYGtLc8VhIdQvBCiL8ZQvgp4Pef8poSiReer7IB2QDOefaHBdYFfniyYH9Y40LsOT7uA7uDkmmuMNaz6AwfzVvuio6DRcdsWLA3KGmMo/MOqQK11qxaw8oa3tgbcdIaSqUwJjAoNLeONhw2FhE812c14Nmpc+at5e6yY1bmW03SDHrH27sDBpWmc5ArzaDQCAJKCAQBaz2jKgM0TWdpjENJQa4kuRI47+8PC2YqJsm5VgjhCEU0H2iNojOeTW9Z95BLwbINDIvA7rC4f73ScNfz4zSeF00fpbc6w7IzLDeGxbKPCYeCb+5UHDeOkz5wuImGFPeWUQmGAG/tDli1nkGRo1RgXGX83u0TikyzUwtmg5x1Hxt5JnXG8aalNY6TtmNSFgQvGBUKBXgPWkuc84QQWPeWySCjkIr9OudeMNR5hlKSOo9H7SebaP8cNYBh1UW7ZPh0fL3sPaKXndY47s478izjxk7F+4dreuNZthatFQerjnurlmGV8/rOkHurliLPeP94xR/eXrLuLK/OSupMM6w1TR+rzNdGAw42HYM8x3jHa7sjTpqenTpHCskfHfbMNz0SgfCBRROdDwWBk9ZzuNlwbVyhEQQRkLBtrwjMqgzn4O6yY2Mc6zZjUEiEECy7Hikl801PwOO8x/pAtfUayLVgp84Zbw2vTrE+kClFmXnaM+5XuRL3XTwfxcu2356nneN/F0L8ReDvhBBerluNROIJ81UUIpx3DEtFexRbHb5+ZcLCGAZC897ximuTiqGUSCVZtrH3zdtAXuU4um0/seHatEYrwZW65KS3jAvNurVktUIHwcE6CvXPm55XZwMGeU9RKKz1GAc35y3GuqiYURVkMraXtMZgCYyqnD2tMNujv03rQcJy45gMMsqVZFgofJAIYt+sKjTDYcUgf2A7u2xj9TxT6n7lJDotKpTsaQxkErRStJ3h3rJDArNhkYa7njNaPjg9OFy1HKx7VquW2+sO7z2NcQxkhhVw3Fq0lBytegqd0ZsGU0SJxtkg5+o05/VpifeS46Zj3XruLTfR8MRailnFR8cNo0JTZhmFlHzj6oQPjjf4Pg6jFrmOEosIFhhyHX/esrNoKZgOMnYGGaNck+c6OrpJGBRRe/10tFCJRzsSph7Ry0+UhQss1obeBoZac6fvQQpqIUDAsMzZqXIOlhtA4kRUzsiUYFLnzBuHlJLr05KdOuNw1eF8wDjPuFLsVBlrE4jfTmJDYJDniGBobcD5QGc9J61FCcHxpqPtLcdNz49dnW4lGAEvGBeSQZlxsok3qkpAkSnePdhwvDGsO8esyikyyZ1lh5Kxl04rQZUr9gYxgX44dmOsi+hamLn7J4KzQSxQpAHtyHmS6H8D+PcAK4RoeQzHwkQi8Wi+ygbUGEdvPKMiI88FTe+4kpUcNT0/ujdhryqZjCW/8cExWiqMNbw6HXBnsWY2KHA+8Pr+CGNjm8YHx2uqQhNCoDeOUVnz4fGCpvdcn+YYByZYqiLady87w7rdgIgViVGZ8d7Bgjd2RxgXGBUlXR/1SVWRk6uACzAoNYvesTNSrLrY07wIlllVInBcHUd5pkEm2R9XeOe31ZAH16XMFL19YLUsOP3aA5WEUjuE5JFuW4lnS5nFSm5nHcfrHnzPxlqO1j335i3fuDJhd6w5bi2rY4sAWmOZ1hlv7I9YND27o5xMC8ZlxocnLSdNz25dkmeKLJOMy4xXy5rgYVBoBrmi6T3GCxZrw+6gRAmPEBIhoC4kyya6zeEVk1JjXCDPNcYGdndydkcl3gWkElgXsB6GhabMFdb7qGSQ6U+pFKQe0cuPlgIXHCY43j1YU2rJ27sD8NGd8p3dISYEDtctyz4wzAL3Fh34wM6wiDf6zpNlCmsDrfPURUZj48Bq0xk+QnCy6bgyKDhqOq6OKka5ZrVtY7I+xlLtQ2wlamNbRR4Uh5uOQkUVDSEFTe+ZVJ5cS2aVZlzn+CBYd5beWBadozOeV6YVCnDes1cX1KVmVGhGW4fCh2M3pvcBz4MTwYc/o9KA9vl6ov9cCOH/esrrSSReGr7MBtQax3Ld4wJIDR+ftFGJwDje2R8xrTR1Lvjex3NuHTdMhzmFlNw8WnNjVrHsY2Wj1BIjYSg0SkoaYxkVmjzT/OHdJavWMKtyjtaWKpPs1gUEuLfpmA0KjrdKHY2xXBmX93VxO+8Z6hwXAj6Ac44rkwopBPPWbmXwYrXH+8DKeHJpKHOFRCKFIIj4AQDgvf/UdRlXOVoKikzFHtfAmaG1WJFOblsXh9mg4Ght0JlnsXL8o5tzCIK3dscoDX90sOGDkw24KEdXacVHx2te3x1SaMmkVIyLnLC1gt+0BmMcs0HBK9Ma5zxSSkKISc6yie1Bb+1GF7j5JsqDHS87dsYVnYkSdmWuKGSsAnbeI1oY1Rm9jacegzpWojedxfpoWBGrdzFxHhSf/Ph8uBXr1Dr5ZU0uLjMyCEol2R8WFFogAgyqjGXvaHtDqSVaSQYEVr3juOlioSDTtMZEi+5M0ltHazyNsSghqTKFcYFNayi04rWdmveONtw8WfH23igavNw6wjl4dVqxMj1H62jI0llHrmG/zikyQWsEd9cNb05rAtvCjAMCuOCjtrmIcniZkNzaVq8HhUZKwTDXTAfF57YQVkWGluILJUNfZs7TE/1fAT/1lNeTSLxUnHcDsj5w3PRYFyikZt1tqEvNt65No4OaMayt5Xhj2BnktMaz6Hu2QqBMyoxRqdkbVtxZNhRKYl1ABDje9AwyTfCQKbdNggMyjwnrpnN0vUMNAlcnNd4HyqzEWc/b+yMyrTg43rDuHd+4MkSpKOqP87QBCJ6mM9tBlsDCedadY1hq1muH9bFaOC4fbEvrUz3U7XU6lVq6Oi7vX7vGuk8k0WUmyZR66XrzLiplpqIKRtOwbj1f36sZlRkmSG7NN2w6hzOxalsBRa4JMlDqOJBVZmCt4NaixeO5PhnQe0eda37v7oKdKqMPAW/j0N/1UcmdVU9jLbmCXAUCAaUlPjhWXSDXkjKL5kJBRQ3oLNPRjt77+8NTpydG1gaOuw6AUZlxfVJ+6m/3bLwtmp7OxuQk14L5RnyqrSP1Tl9M4u8EZpXk9+4ZGitQQlJkGiECTR8NVtaNY9FbNn3PtCqwztLLwGuzmipTdN7iAnEINgQOG4MxliLTlDJjNsoxNqCF4uNFy6w2WOf5mTevsOp6SqlZGwsi4Ag478mzaJ4yqgocFuEDd1cdkzpDK81uqdl0FvBoBL3xdJ3jwHUcbTpKrbk+qxiW8XOkKj7flTDF5heTeqITiUuElgIhAqNCseks16Ylb04HCCmiAUtraIzneGUwzrE3KFm1jlf3Kl6b1ZxsDIerKBu27h2tdWgpKXPBfl3gQuDuasNrszoOr3jBSdNEDV0ReHU6gBCbJ3aqjI11bKxltypZG8MrkwpBbN2YNwZnPT80Fu8F9xYNJ1u1hNmwYKfSTAexwtKagBSBQmnmm1iZbvrYSytE4PCkQwgR2zWyqIsK8QNvUkWlhnXv7g8jPk5rTEpinh0ixBukqzO4tyiYG89HJ0tuHTUY7xBCcGfRsjMs+ZG9kkFZM6tytJI0neVw3XDS9tRa0TtLlUWDif26pHee/UGOEoKP5xt+Z9mSZ5Lr45q7i447645JmXGwMXy0aCm0oC4yvlbUCC04aQzXxgU+eEoVlRLODk/dW0UJsVO93NY4ZoOMyUP/j6cJ90ljYtwSjYKsCxxtWqyPQ7pJX/dio6XgpDMsW8+4yLgyLti0Fuc8wzyqUrx/vEYrgbE+9jILwWSQUytNZx0C+Oi44WtXNd5b3jtuUAS+cW3CwabnB7fn1NUEJeJN3v6kRMnAsnH84N6CTGoGhcc6zxuTAbfXLfvTmmVvqcqMpgscbHqyXCFk7NPujSVUko0JrFvLD+6uuDIqGVWK4GHeWXb2CoSIJ3xNH2jNA/k67z29Cw9a587soWmv/GxST3QicYkosyjvdZB1cbhOK+Zth/Uxodx0PXmmmNSadRsrGDd2KmZ1wfuHG1pnEUEw1Ir3j9dMq5xhoZmVmu9+dMz+uOSV6ZBVb2h7DzJwYzaiMfFYclhnFFowqQt6a2ldTCpMHocNrwwKgoJCSdatx1vBqPQseo/xUWpsf5RjusBkkMchFyHYGQq0kJysDUJC01uKXFPnmkJLBnlMtrWIleZ7q+6TvdJaMdrql55WBFfbYbFHbfopiXm2LOcrDJ67h4a5hQ+P1uzUBRJH7zylzrkyKtgYx8oY6lJxsOzItGCYZVwZl4yKjOOuRxtJXUgWTTRvef9ojQ8DDpYtozLHO8HOpGTRGigynA/0xuMcaCkZFRmFio6FCsGkzgg+MMglO3VBoR+cYmw6y7qLJx25kqDABzhZGyZV/onYao1DqWjCMixiQm184PaipTOenYHnyrhk3vSc9vDff2/qnb5QGB/IteBqXXDzaIMU0XZ7d1jQzHt2h7Ei7Lxg2bRcG48JAd49XLA3rNn0PVUR+5ffmg6pM4kLgtvLDbnWfOu1KbOy4PZyw4eHa0Z1wW0fuFIXvLEzwQdoesOmjOoehVQMS8X+uGDVGCRgvafINHdXLT5UDDPBqnMcLHvGg5xBoemdwxh4e6/kpNVcHeWgJBvj6V10eP3waI0QcYBQBUfw0d5cKhmHgh/ql37UXvkyJ9mPnUSHEEZPcyGJROLx6L1jOgws1473DxtWxkcXNhkos4yjdUvTBYIPvDqtmFU5vfMcbFp6GyhzQSYlgyJjb1gQQuDuuifPc97cGXF72TLKMrTwOOIATaFiv3KRST5eNhxs+tijpxRXBhVKBF6dVQTnyDLJqrXMG0OZaeZd4M4ivn5SZVwdVQxrQe8CuYjT5EooFq2hzhXWBY4bg+wsX9sfIYWksyZKRYXAsrMY57k2qe5fk9Z6ikwxLPRnJsinG713Pg2APUPeu7fgdrfmt99dcXPeM+96tBJ4Aj/x2h6/f3uORzIschCBcZ4zbw1KCEYq417TIIRgkGe8NRhxZ91QyKjr3NmYmPrgMT5g8dRVTGCrQuFDYFTkrDtDZy0B2N2t71e+h4XmZGMpq4zGbhUSCKx7R7GJDm7Of9qYN/DJHuizMee2A2g2gHVxqAugd55lG9s8Ci3uu8Kd8rLp615UrA8ICTsj+GhhUFJFecbec7jsGdUF33n3kBAkO6OMN3ZHzIqMusooMoXxnkwJRnnGsus5aTsa4xFCoEQsWgyLjN45PjxumLcBG6LZTyFh3Rf87p05q41lUCveno2Y1RlCapZNj/Nw2HRxSDaD18YVnfWMywIlJSiBMfF0Z22iT2FQkr2xZtl7Sg1GRMfDZWtpjaPIFEoG6jxn2Rq6bUXaOEfTR4MV46JCh3Gxve90r3zZCxKPnUQLIf7ko54PIfzqk1tOIpH4Inal59154NduLvlHH84JAV6ZFXxtb0BrHcsm0BjL164MY1+okRytW0IA50D4KEW3ag2/u2rJlUarWJF793DJ+8ctu4MMJSUfHKypS82bOzWHy57D5YYiz6i0YtUZrOvpKseic4zXLcM8w/jAJNfsjgo+mkfJMUHAes+8sdw+2bA/KtkZxmrJsnMs1wYP1JVGa4mSYD1bowtPs209sd7jQ6wyDwr1ieGuz3PR6hfNfTvwprdbqamUxDxtWuP4rfdv8dsftvzDHxzQbB0lpYBaSxZNz6Lp8VICGbMqo9ASj+Kjk4a+8hytDIu+59qwoC4kq9az6iw/cnWEc1DpwEljGBYZJ6uOK+OKZR/l6/JccGfe4rbqGtMqw1jHwdrQWs/eMLZdeBsoh4rOGk4aDSJWnEeFos7UJ1zbch2lwU6r1Q/HXKYUDkNnow716Xt661g0MaY7AyHwiRhMPfwXA+881m1478DzD75/l2mhYVuppQlkEkAhZODjo4ZxmTEb5PzwcMX7B0smdcZrO0OOm45b84ZpmaFkoHeem8crAhV+28N/vLEIAsaCDYGZy3j3aM3dk46TTceeL/huc8xPvrrD73x4D+ugyBUhCDIFAcG1YbE1Wyk5XvWse8e9tmdUKcqtJF2wEFTAGM8g17QmyknOmx6z1YyWQtCbsN13YyxaF+ht4HDVcXZ7VKLj+rROijScr53jr5757xL4WeA3gD/9RFeUSCQ+l/cay91Nz4eHa1oLEjhaGSZVz9f2h6x7g1SKD49XvL4z5OOTBqVEdB00hsZECbC9YcHtecfx2rA70tEuWSq63rFUsG4tgzKaodjt0Nakqri7bLi97tkZFJysGwZlxq3jNVLUHK8tb+8MaJyn0IJxoXFBIIVilEf770xH85XXZzVISaYMax0rImvj2M8Vk0HBauuWpeVpUh0otIIQyJSgs+G+1F18nXhkItyaWME+tQPXSrDqYsJ9dqNPScyT51f/4GPuLSTvHqywFlyQHG0sw1wxLHMONwYDDLNo6HOUS37kypjWOu4uO7QSHCxbeh9gKDhax5u/UaXpesei7SmVYlpp1r2nyASbrqfOM3wI7NQlJxtDrjNKLWhsvCEbFoq61Kw7R5YrlHMoIVj3gWEVtciVFHgEs2GOJ964KSkYlzEZP42dR8XcpMrQIvbti21CsmotdS5RUqCluO/+VmaP18OfeDZ8cLjk4MTx+3eWNJ3j2rji9z+ec21Scn1Ukmea482cnWHBoNAY5/n+x3MyrZFCcHfecbIxvHN1TK4ki9ZysDQMCsm0rtBKx1O3LGNaapaNZd179gcZg0JzuDbcPG64Ms7ZdJ7xuOB40+F8dIG9riuONh0/cmXIjVGFl4FSKYJ35JnkyjDnA9OghOT6pOTatGBUZlR5hhCB1ngC0dWwtXH/NC5qUy87u9XfjzGrVdxTOxsHeU/pt218ybXwfO0c//zZx0KI14D/7ImvKJFIfCbzTU/fE4/UtKTOBcZEXdJxkVHniqvjmpOmQ4oCpQU7WcHhqudkE/Wiy1zivWfVeXIZGNexxeL2fIOQlldmFa0LrDpPpRXTuuCk61FScHfpOFgahmWUSZoOCka55vqsZtVayjyj957GBpyHa5Mof1cXjmmlybXmxqTi2rSmyKI83d5IUbU9rfH0PlDkMZnYGxZcGUYJpn5UUub2vjpHnav7Q1tn9Usf5aLltv2Np5y6cLkzG31KYp48803PnXmL8ZZla9iKpp8YAAAgAElEQVQfFtxabPAOVHDcmJZ8PG+5MRqAgHbgCQSMs2glGRUKZyAISaE9UkKmJMMyGrDMlUUKyXr7O9/0jv1RjQmBd3YHHKyjssu0KlBKMCgVhRBYIZE+oDPFzeMNlZIM8mid7DxIAvWZ4+pBkTGpcjZdbAc5HQ485VE3X5lSTAcSEEgJx5vYqhSlGWVUJ9m6cI7LLMXeBWLRWtZWMm8t1yYVIUQr7b6PLqsHyw2vTgdICVpJrIcsUzS9pe0DkzoOOg8yxR8tO17fHTBvevaGBYvGMKs106KgygSvzGretUtyJLujnEprlu0KrSSEmMAqFdBCcmVUYVz8mXujgr1BjtSSoZJMBwUqExSZYFrHm7zdumB/WqLFVo6vzGiMxXhDJaJ0Y5VpMiUfJM1SoOSD4cJMKbQyWP8gxgsd+57Pzp88zMtUkDhPJfphbgLffFILSSQSn8/p0VldanIRmA1yRIA+wPVxwdVpzo1hztGqZ39Qcdz2TIqMfmvdvewknekYlhVCaT48XhBCoMi2G6gO7I1q5NbWuJ6VvL4z4PZJg3NRaeDqqOb2okFLzes7NbkUtL3jYN1RFxkheEalZhQCu6OMcV1ytDJY31PkGVeHBe9c384ih0C7lQHbHZWEENj0nkEuKXPFqMjum6W47eT4KeNSk2vFqNDUZ5KaR5nYDIoHZiynjMqMSkdXx5dxGOZpcxqr41LTtZYigxAEb+3VLFvL1/ZrxnnOSlt+uFwDoAXMBhmvzYY455BS8N7tFetNy0++NePquOLuouXjuWU6KGmdj0YY+wM2vWO91UAfaU1vPT5Y9ocDdoYZx+seISXjKotmKUgsntdnNZkU7I5LRqXCOsH+MJqtnHIaH58VI59lnHTahz8oNLPKsDqjHgMxQUkJ9MVjZ1Awyhy9s2gFw1zxtStDvO8ZFRlCVfjjBq1zqkxyfVzwB4drpBAoLemsY1xqTtoerRXrvqfQ0ZxnXGUgBT4ElFIQPN96ZYqQMMlzbq433JgMaHrPIFcEEXhnd8StVYuSgt1hTpUpgoDXZxVFoXllVkEQNH3s5VZKsjcMTKqMWZ3hEEgR24eGRQbEpDwMSwiePNMQ4pBilSvqTHK2QePKsGBj/P0Cxmm8nv5dvOyuhefpif4vOfU8jSfIPwn85tNYVCKR+DSnR2TfenWPxXpD60a8f7Am04rrOyU/Mq3BeV7bGeCs550rA5resuwcpZaMCs24iBtl7xz6yphMK2otybTktVnFzXmD3TpvXR0WzBvD3qDkxqSizBSL1vGn3rnK7iDj2lgTEPzwsOVtMeTuqmO/LpiUBa/tlXz9yoTZqIgKB60lzyS7o4JMKSQBJSWr1iDPJBbjKjDYCvyf3Yj3xxUeWHfu/kZ+mqg8zKNMbB4efimTm+FT5TRW37k2w/IRP/HqPr/9wV1mg5qfeq1kpy4Y6cCyyngj1Cw6R54JXp/WjHLFopVMi8CPvzrhTwyuMK1UtHYP0aGwVgopBYNSs24MUghem9a0vWM8yJjVOT8xmJFpSbfV1Z1VmiqPx++dcfQuxF7SIqPMJXWRIeW293XL4yYEn2WcdPrvYaHJHhGDL1OycVn4xo0pm6M1t95w/MaHR9gAr+yWlLpmvrGMy5yf/dqItrU46xFK8rWdATePG6pcMa0zrg5K7m1a3toZbmc3FLlUnGwHsvfHGUpr3t4f09momBQcvLM7RDrPT7w6gQDDUtK0lrrM+OHhkuuTilpJdicFg1IzGdbsDSt2BjmL1n6q5agqMprORJv7rXb53jAWLE7bjFrjKbRmXOWfuPn7ov3zNHZfdtfC81Siv3Pmvy3wt5KDYSLx7Dg9IlNS8NOvXeO1nbscLMf4ALtjGABzD+MWlIS6BEGG8dA7sBZaa9ECjNN84/qAPAMPFEpTKMkfs1OCDwwLRREEJ8FTCMnOsMT0jo2NqgfjKuryFoXiH9sYlp3FO4cWkkGZc2NWkZ8e+U0eaO5aH1hvN3XvA0WugVgp/6IN+Oq4emwppYe/9rJv9M+a01gVIfBmOePNt+d88+rrrA2MKkdeBPou4/rVnMbXSAtagQNKFc8NTpqC4EAphxQSJXNu7NSEIBhkmv1pTds5Ns5SSIUMUXVgsG1pGlY5d5cb+j5QF5JxXd63ku+tIwii1J0UnziR+LJyXV/02hSDl4ef/tYrlNOar1+r6Dqo60CWCdqOWO0FDDmZgNODrqYf0W/jOITAxuR4C0JBXShyIeh8wTAvKSR4L9AKjAcXYJRrqkrjHWQ6Oq8WKqouNcaz2kQzlrrKGBYagaAqYrvdadyebTmCeDM7qh44bHrn78f66dfPPvfwzd8pXxS7L3MsnyeJ/iWgDSE4ACGEEkLUIYTN01laIpE4y+nRGUBfanK7y+uVjFrKWbSo/TxpodY4DlYtJ5se5+NwUwCujnL2x9Vnvu8LmT7++mPP8sP9cuKxk4qvslm/zBv9s6bMFAfLFodgLiWLZshspHl7UFJnkld3B5/7+2iNY96YaHN/RhljWmsype67CX4Rr++cX5n1acZJisHLw4+9OuOVncEnKrDGOjL94Hd49jSsNY6bxxtaE3WANlsVoOvTgjp/sC8/buyel7MtR4+qHH9V2bkUu4/mXI6FwJ8FVtvHFfArwD/1pBeVSCQecLYydloRGBSaq6MS46NEV/3QsNOjKDNFpiQQ1S4C0bjEIz6lVPG0SNPcLzZntbgzrZjWMCwGGBdt5HfrnL3HuGE7jYcyU/TW3bfQti4wKlIbROLZ8OkKbPmZJxXWB0ZlRplFPeVJHY1SBPL+a56FC2CSnXu2nCeJLkMIpwk0IYSVEKJ+CmtKJF56zrY+nK3cflUh+0GRYZzHuvCJIadnlcSmae4Xi7OJwNkBo3Vno9FJmZEpqLYfNWXxeB85Z+NhXMUeTecDO3WeetkTT4zHSWQft3XhNGYzpTh9SVapRw4wP02DklSoeLacJ4leCyF+OoTwmwBCiH8caJ7OshKJl5fTDdY4x8nGRr3lbV/bV60oaCk+scmfff5ZkKa5XxzOJgJnnc0g9u1vWkeZPdDxhsePs4fj5HSQNCXQiSfFk05kP2tvezhmn3alOBUqni3nSaL/HeBvCyFuEUtj14C//FRWlUi8pJzdYO1W0u2sKQN8tYrCRUhi04DV5efhRMC68EnzkG0bxqmON5w/zlKcJJ4WTyuRfZyYfdqV4ouwx79MnMds5f8VQnwD+Pr2qe+HEMzp14UQ/1wI4X973O8nhPh3gX+d2Jr5XeCvhBDax31/IvEicnYj1epB5eCsMchXrShchOQkbeiXm4c/8E9j9Wycjqv8K2txpzhJPA2eZiL7RTH7LCrFF2GPf1mQX/ySB4QQTAjhe9t/zENf/k8e9/sIIV4B/i3g2yGEbxEVY/6l86wlkXgRObuRRme9+Cd66ij1pCoKZaYYPsYwYiLxKB7+wD+NVXXm+dOj7BRniYvG82x5OG1N+sRzT6FSnPb4Z8NXcSx8mPNGnwYqIYQBauDWE1xLInEpefgoblRmTMpA9QgDksfhaU2AJ15uHnVkvD8sKB6yA151NsVe4sLxJFsevswemyrFLw5PMol+7HOQEMJHQoj/FPiAOJz4KyGEX3n4dUKInwd+HuD1119/UutMJJ4JXzZ+n9QG+zQnwBMvPl8Uv58Xpyn2EheBz4vhJ7HPfpU4T4nzi8G52jmeFEKIGfAvAG8BN4CBEOJfefh1IYRfDCF8O4Tw7f39/We9zETiK/FV4verHsV91uBMuzVrSSS+iMeJ30fFaYq9xEXhi2L4q+yzKc4T8GST6PfO8do/C7wbQri37a3+OyTTlkTiifFlBmda41h1Nn0IJL4ST2toK8Vn4iLxeXGeYvXl4bHbOYQQf+ERT8+B74YQ7oYQHvX1z+ID4J/YmrU0wJ8BvnOO9ycSic/hvIMz6fg98aR4GkNbKT4TF43PiuemM/gnaJCVuNicpyf6XwP+SeAfbh//KeA3gLeEEP9RCOF/etxvFEL4NSHELwG/CVjgt4BfPMdaEonE53CewZlkE5t4kjxpndoUn4mLyKPiHMInEmhIsfqic54kWgPfDCHcARBCXAX+R+CPA78KPHYSDRBC+GvAXzvPexKJxOPzuIMzySY28aR5kuoDKT4TF5WH49z6wLqzn3pditUXl/Mk0a+dJtBb7m6fO9rK1CUSiQvG4yQvySY28TR4UpW3FJ+Ji8zDQ7WPIsXqi8t5kuj/QwjxPwN/e/v457bPDYCTJ76yRCLxTEg2sYmLTIrPxGUhxerLx3mS6H8T+AvAP7N9/D8AvxxCCMA/+6QX9rLy5i/8vXO/572/8eefwkoSLxNJ/D9xkUnxmbgspFh9uXjsJDqEEIQQ/yfQE41Vfn2bQCcSiReAtNknLjIpPhOXhRSrLw+PrRMthPhLwK8T2zj+EvBrQoife1oLSyQSF4+kf5q4iKS4TLyopNi+2JynneM/AH4mhHAXQAixD/wD4JeexsISicTFImn1Ji4iKS4TLyopti8+53EslKcJ9JbDc74/kUhcUpLFbeIikuIy8aKSYvtycJ5K9N8XQvyvwN/aPv7LwP/y5JeUSCQuGkmrN3ERSXGZeFFJsX05OM9g4V8VQvxF4J/ePvWLIYS/+3SWlUgkLhJJqzdxEUlxmXhRSbF9OThPJZoQwi8Dv/yU1pJIJC4oSf80cRFJcZl4UUmxfTn4wiRaCLEkStp96ktE5bvxE19VIpG4cCT908RFJMVl4kUlxfbF5wuT6BDC6FksJJFIXHzSJp64iKS4TLyopNi+2CR1jUQikUgkEolE4pykJDqRSCQSiUQikTgnKYlOJBKJRCKRSCTOSUqiE4lEIpFIJBKJc5KS6EQikUgkEolE4pykJDqRSCQSiUQikTgnKYlOJBKJRCKRSCTOSUqiE4lEIpFIJBKJc5KS6EQikUgkEolE4pykJDqRSCQSiUQikTgnX2j7nUgkLi6tcVgf0FIke9jEpSHFbeIyk+I3cUpKohOJS8p809Naf/9xZxyTOn+OK0okvpgUt4nLTIrfxFlSO0cicQlpjfvERg7QWk9r3HNaUSLxxaS4TVxmUvwmHua5VaKFEFPgvwW+BQTgXw0h/N/Paz2XmTd/4e+d+z3v/Y0//xRWknhWWB/O9XwicRFIcZu4zKT4TTzM82zn+M+Bvx9C+DkhRA7Uz3EticSlQktxrucTiYtAitvEZSbFb+Jhnks7hxBiAvxJ4L8DCCH0IYST57GWROIyUmaKUn/yz7fUMg25JC40KW4Tl5kUv4mHeV6V6LeAe8B/L4T4Y8BvAP92CGH9nNaTSFw6JnVOkabEE5eMFLeJy0yK38RZntdgoQZ+GvhvQgg/BayBX3j4RUKInxdCfEcI8Z179+496zUmEl+JZxG/ZaYYFjpt5IknztOM3xS3iWfB04rhFL+JU0QIz74hXghxDfh/Qghvbh//CeAXQgifOe327W9/O3znO995Rit8MnyZgb+LyiUeRLwQzWqXMX4TF4IUv4nLzIWIX0gxnPhSfGH8Ppd2jhDCbSHEh0KIr4cQvg/8GeB3n9XPf5GS22fFRb5mlzjBTyQSiUQicUl5LpVoACHETxIl7nLgh8BfCSEcf87r7wHvP6PlAewBB8/w531Z0jo/n4MQwp97Dj/3EzxG/F6G3+NlWCNcjnU+7hovWvxehmt7lrTep8sXrfdCxC88lxziy3KZYuAyrRXOv94vjN/nlkRfdIQQ3wkhfPt5r+OLSOt8MbgM1+cyrBEuxzovwxofxWVbd1rv0+WyrfcycJmu6WVaKzyd9SbHwkQikUgkEolE4pykJDqRSCQSiUQikTgnKYn+bH7xeS/gMUnrfDG4DNfnMqwRLsc6L8MaH8VlW3da79Plsq33MnCZrullWis8hfWmnuhEIpFIJBKJROKcpEp0IpFIJBKJRCJxTlISnUgkEolEIpFInJOURCcSiUQikUgkEuckJdGJRCKRSCQSicQ5SUl0IpFIJBKJRCJxTlISnUgkEolEIpFInJOURCcSiUQikUgkEuckJdGJRCKRSCQSicQ5SUl0IpFIJBKJROL/Z+/NgyzZs/uuzy9/ud6llq6u7nnLvHkzY2m0WXh5YGETgSwFZkASdggrHGMbLJlgMAIjY8DYmLAAQ4SRcDiEHCEja0NGTAgCydgSMlI4TAwgHApJCO2WZp/33rzequpuuf02/sh7b92qruqq2131uqvqfCIqXmfezLy/evXLkyfP75zvEdZEnGhBEARBEARBWBNxogVBEARBEARhTcSJFgRBEARBEIQ1ESdaEARBEARBENZEnGhBEARBEARBWBNxogVBEARBEARhTcSJFgRBEARBEIQ1ESdaEARBEARBENZEnGhBEARBEARBWBNxogVBEARBEARhTcSJFgRBEARBEIQ1ObcTrZS6q5T6fqXUT823v0wp9W9c3tAEQRAEQRAE4cVknUj0DwH/O/DyfPu3gD930QMSBEEQBEEQhBeddZzo2yGE/wnwACEEC7hLGZUgCIIgCIIgvMCs40TPlFI7QABQSn0VMLqUUQmCIAiCIAjCC0y8xrF/Hvh7wAeVUv83sAv80UsZlSAIgiAIgiC8wKgQwvkPVioGPgQo4J+EEMxlDUwQBEEQBEEQXlTWUef4d4BBCOHXQgi/CgyUUt96eUMTBEEQBEEQhBeTc0eilVK/FEL4Xcf2/b8hhN99KSMTBEEQBEEQhBeUdQoLtVJKLTaUUhpIL35IgiAIgiAIgvBis44T/Q+AH1VKfa1S6muBj833vSt8+MMfDnTKIPIjP+v8vBDI/JWfp/x5IZD5Kz9P+fPCIHNYfp7i50zWUef4j4F/C/i359s/A3zfGuc/Ew8fPny3vkoQLhyZv8JVRuavcNWROSxcBud2okMIHvie+Y8gCIIgCIIg3FjO7UQrpf4A8J8B75ufp4AQQvjA5QxNEM6mNg7rA3GkyBP9vIcjCIJwoxAbLFxlnnX+rpPO8f3Avw/8AtLuW3gBGJUttfXL7cY4NntS6yoIgvBuIDZYuMpcxPxdx4kehRB+aq2rC8IlURt3ZPID1NaTGSfREEEQhEtGbLBwlbmo+buOE/2PlFLfCfwY0Cx2hhB+8bQTlFI/AHw9cD+E8BXHPvsPgP8G2A0hSMa/sBbWn1w4e9r+68Trf/En1z7nM3/t6y5hJIIg3FRusg0Wrj4XNX/XcaJ/3/y/b6zsC8DXPOGcHwL+JvDDqzuVUu8F/hDwuTW+XxCWxJFaa78gCIJwcYgNFq4yFzV/11Hn+INrXbk75+NKqddP+OhvAH8B+F/XvaYgAOSJpjm2HJPHkSwjCoIgvAuIDRauMhc1f9eJRKOU+jrgy4F8sS+E8F+seY0/DLwVQvj/VhognnbsR4GPArz22mvrfI1wA9jspWQvcGW4zF/hKiPzVzgLscHCVeYi5u+5OxYqpf4W8MeAP0snb/dNdHJ350Yp1QP+E+CvnOf4EML3hhDeCCG8sbu7u85XCcJzR+avcJWR+SucRG0c08ZSm06kK080gyx+4RxokDl8XTk+B5+FZ52/60Sif38I4SuVUr8cQvjPlVJ/HVhXreODwPuBRRT6VeAXlVL/TAjhnTWvJdxwRF5JEATh3UNsrvC8edHm4DpOdDX/b6mUehl4BLy0zpeFEH4FuLPYVkp9BnhD1Dkuh+ssgi/ySoIgCOfnWZ8HYnOF58155uC77fes40T/hFJqC/hO4BfplDm+70knKKU+Bnw1cFsp9Sbw7SGE73/KsQpr8KK9rV00Iq8kCIJwPi7ieSA2V3jenDUHn4ffs446x1+d//N/UUr9BJCHEEZnnPORMz5//bzfL5yfmxAxEHklQRCEs7mwphJic4XnzJPm4PPye850opVS3/iEzwgh/NjFDkl4Vm5CxEDklQRBEM7mop4HYnOF582T5uC0sSeec9l+z3ki0d/whM8CXQdD4QXipkQMXnR5JUEQhOfNRT4PxOYKz5vT5uDz8nvOdKJDCN9yqSMQLpybFDG4jr+TIAjCRXHRzwOxucLz5qQ5+Lz8nne92Yrw7iARA0EQBAHkeSDcDJ7HPD+3Ez1vttID/iCdKscfBX7uksYlXABX0VBeZ1k+QRCE58Vp9lRsrnAWV2mOvNvje7ebrQjCqVx3WT5BEIQXCbG5wlnIHHky5277zePNVgxrNlsRhNM4TZ7mItp6CoIgCEcRmyuchcyRs3nWZit/+1JGJdw4boIsnyAIwouC2FzhLGSOnM2lNlsRhPNyU2T5BEEQXgTE5gpnIXPkbNYpLMyBbwX+Oboo9P+llPqeEEJ9WYMTbg43SZZPEATheSM2VzgLmSNns046xw8DE+C759t/HPg7wDdd9KCEm4nIMAmCILx7iM0VzkLmyJNZx4n+ihDCl61s/yOl1K9f9ICEm43coIIgCO8eYnOFs5A5cjrrqHP8olLqqxYbSqnfB/z8k05QSv2AUuq+UupXV/b9VaXULyulfkkp9dNzpQ9BEARBEARBuDKc6UQrpX5FKfXLwO8FflYp9Rml1KeB/wd444zTfwj48LF93xlC+MoQwu8CfgL4K+sPWxAEQRAEQRCeH+dJ5/j681xIKbUdQthf3RdC+LhS6vVj+8Yrm326IkVBEARBEARBuDKc6USHED57zmv9Q+D3nOdApdR/BfzrwIiujbggCIIgCIIgXBnWyYk+i3MLB4YQ/nII4b3AjwD/7qkXVOqjSqmfV0r9/IMHDy5ijILwriHzV7jKyPwVrjoyh4XL5iKd6KdJy/gR4F899YIhfG8I4Y0Qwhu7u7tPPzJBeA7I/BWuMjJ/hauOzGHhsrlIJ/pcKKW+aGXzDwO/+W6P4SZRG8e0sdLrXhAE4Zoidl64qlz1ubuOTvRZPJbOoZT6GPDVwG2l1JvAtwP/slLqQ4AHPgv8mQscg7DCqGyPdBpqjGOzlz7HEQmCIAgXidh54apyHebumU60UurWkz4PIezN//m1J3z2kRNO+f7zDU14FupjrToBauvJjHtuwum1dD0SBEG4MGrjmDQG6wKxViRaP3c7LwhnURvHrLFUxpLow3l6FefueSLRv0CX76yA14D9+b+3gM8B74cjzrTwAmD9ySnqp+2/bAf3OrxxCoIgXBQXYXP3Zw0HpV1u54lnmCen2nlBeN48GFfMWkdrPcYFsvmcXXDV5u55JO7eD6CU+tvAj4cQ/rf59r8E/JHLHd714t2MxMbRyWIp3nmmjT0yhst2cGvjOKgMzgf0/Huv4hunIAjCcZ5k10/77CJs7iKaV7YWHSmyWFMbT5444ig5+wLCC811XLn99P0Jnz+oSLUiiTXeByAmT9wyIn2a7/Kisk5O9FeFEP7NxUYI4aeUUt9xCWO6ljyL0XyamylPNM2xlA5j54n7832NcWRzh/bI912wg3swa5jUh9GS1jo2ivTKvXEKgiCsctyuT6qWIkuII/WY/V3Y/ItKtTuYNdQ24EOgqh1t7BjmKbG6Pk7XTeXeuGLWuGXQ6Tqs3H76wZhPPiyZNp0vsJHFFJnG+oB1gURDHkdXbu6u40S/rZT6T4H/Yb79J4C3L35I149nMZrP4nxv9lKyuQPunX/s89r6tdI+TnLmz3Lwa+Ow4ei1GhuojWOzkGiJIAhXk+N2fVIbauMZGo+OoGq7YMHy+LnNX7WtxrllPrP18ZFrn9euDrKEPO6Oz2PFVj+7jF9XeJd4MK54MGmX2611UKRXeuV2XLbsl5ZoJco8aS15EqFVQEfdXM+u4O+3jhP9ETp1jR+fb398vk84g3XzkxdcRMRicdy0scsI9CqnLZwcX1I5yZlfjGd133EH3/pAojV54qnN4bGplmiJIAhXl+PO8MK+OR8I4TBYsGrnFo4xHDrdCxIdMcjicwVOjtvVWGtiDf0sFrt6hamNY9YelXpbzKN+dpFiau8utfPoKCJWiiLR1LbLiX5YtmRxxKiKqE2D9eHKRd3P/VeZFw5+2yWO5doSR4rauCM5wYv9T+Jpne/TxnASvSx+bNnx+JLKSc78QWXQEWdW1i6+d5gn5Mlh1GVboiWCILwAPG3u6apNte7QJutIoecdGNwxW734jknVHnGgs1gBivExBxrErt4krO/+jsdxKy9fT8Pzzq/OdUQcKYq0++5EK/Zsy91+RpZ2K9KLlwXgSkXdz+1EK6W+GPgPgddXzwshfM3FD+t60RiHcYeR2NY67gzzMyfJaTfN09xMJ+VIL5zlPNHLZcaTbrKTnPZFtOX4r3D82NXvTbQ+Ne/ped/kgiDcPJ4lXW7Vti0cnyw+tF954tErtnrV7hVZwtD4xwIr9Qlpd/D0dvU4YmdfbOJInbhy28/0U/+9XgRlrDTRZFrhYk0Wa6rWMsw1u8OCaXMYeV+8dF6leql11gf+Z+BvAd8HXM3WMs+BRRT3eMTgPLk/T3J8n4bVHOnjRvRJ1zzJaV+Ntpx17JO+F16Mm1wQhJvFRaTLHdq2mERHrCbI7Q4yskSfaPdOc2JzHVGdkHb3NHb1OGJnX3wWz3xW/IV+qtndKJ7qei9Cv4jFvBv2UqhaVKR4eTPDoTDuqCu5eOm8Sgod6zjRNoTwPZc2kmvK6hvVImJwfP+TWNdQnsXTnH+SM781Lwo8r4N/2v4X4SYXBOHmcVHpcgs7Ncjic0d6TwuQbPRSwjFn92ns6nHEzl4dVl/MnvWZf5EpoU/D8Xk3nBfaDopkWVe1iLovVnGumkLHOk7031dKfStdYWGz2ClNVp7MRaRkvAgdBk9z5lf3AY9pUJ90reOFNidxlZZzBEG4elxkutyCdWz1cZsKnf3MEk2WaGaNRcFjq5ZPk5IhdvZqcVHP/MuY48dZzEfvPMYHFF2tVT5fhTkJ68Ny/vezGO880Txv+io50LCeE/2n5v/9j1b2BeADFzec68dqxGEhZ9RPnz6/6TxcRN7beZf+ztOw5UmfvRs3uXR7KDUAACAASURBVCAIN5uTbOJp0WA4PRhw0ZxmP411JPH8s8osbebTpmSInb2ZXHRK6HEW8/HhpOHBpEIrxc4gJ02iZTrTSSzm3VVzmE9iHXWO91/mQK4zm72UelzR2q6IxKMYle2Jxu9ZHeCL6oS1ztLfk45f/Pu0a132TS4Iws3mSTbxeDS4MY5RZU48dsFFF+cdt5/GOQ4qyzA/dDJq61HnVO44CbGzN5eLTgldsJi3n34w5lP3S0rrSHVE6z0vbfSYNIZsnp5xnefdOuocPeDPA6+FED6qlPoi4EMhhJ94wjk/AHw9cD+E8BXzfd8JfAPQAp8EviWEcPAMv8MLTyfboo7oPJ5k/J61q2HZWCaNXV7TOEfVdkuCG2s40usu/T3NUuHqZ5d1kwuCcLM5T0AgT/SJ9vOkY9ex0ed1to/byYVc3nF5vPMqd5yG2Nmby3HJ2ouYA9YH7h1UfO5RRW1dp0JmPQ8nLdu9nJ4LR9I2ruu8O0Ff4VR+kM7x/f3z7beA//KMc34I+PCxfT8DfEUI4SuB3wL+0hpjuJKcx8k8zdgvdBOfxKhsGVWGcW2Y1JZx1TKpDQelZdo4Hs5aRmV75nUWnLTEVxtHa9yJ43nSUuF5lxHzRDOQRgGCIFwg57G9J9nPk45dx0YvrjlrLKPKPNH+LvoIzBpLbdxSLk8ft5EnySGxfn2N2Nmbyzrz8sxrzRo+t1eyNzOMStPlRYeA8wFju3m8mrZxXefdOk70B0MI3wEYgBBCyekN75gf83Fg79i+nw4h2PnmPwZeXWMMV5InOZK1cexNGx5O6sfkXmC9roYL41u2/siSpI7UuR1yYFkhu2BctRjnKY3lnVHFg3G1/O5p0/0pV49fbC/SNU77TBAE4TQW9uW8duuk88968T/Jfq42fVg99rwrbusGRB5NK/ZmNQelYVZbqtaxVRx1OBbKHWJLhScxLlvuT2rGJzjHzxKoO87DccVnHk4hBELwoKBsDLGO0JFikCcMs+RGzM11CgtbpVRBV0yIUuqDrKh0PCV/GvjRZ7zGC89p+WiNcTyYNtTGY52jMo7dYc4wT5bHrdPVcCHSPq7McilwVfx/nUrsxRLMrLEUqaY2noOyc5injWNU2yPjzOOIzSI5ccnmui/nCIJwsTxrbcfq+cZ5WuvYmMtrrTqeJ9nPet4E5fix511VWye97RP3J7y13wUlnDds5DHv6RXcHuTLc1ZtpthS4TTe3JtxUNnl9lZtePVWf7l9UQotb+7NeHO/4p1JQ906tnoJjfG4ImWrH/OB3QEfvDO4MXNzHSf624F/ALxXKfUjwB8Avvlpv1gp9ZcBC/zIE475KPBRgNdee+1pv+qF4CQ5o4fTetmVKNYaZbsIcp5EnUE/R5ThuAFPdEQRa6z3DPOj0Yx1K7EXEjWVsUe6J1nn2Gvtcpwwzx2cL9mcdq2bxnWav8LN43nN32fVNH5MmzZPMM4RR11dypNs4qIpVpHEjx173uK849esjcP5QHEsijwuW/ZmhxFDHUXM2rmKkw9iSy+Am2KDx2V7xIEGOKgsG2W7rId6WoWW1Rzq1rjl9+goQkUB5z0vbfcAeH2nx4de2nzWX+dKce50jhDCzwDfSOc4fwx4I4Twfyw+V0p9+XmvpZT6ZrqCwz8RQjj1NSiE8L0hhDdCCG/s7u6e9/IvLKt5QdaHZQHJgkGWMEhjVOgmdjYveHnSkuZqukSXC21Jkogii2nt4TlPu+wXR+qxcVof8N4zqY+OSzRHj3Ld5q9ws3he8/dZI2YnHZfoTnv5uA08Kd0s09Gp0lybvZTNIqGfxWwWyTI6vmqnT7LJPgQq64/koI5rg7We9ljBYGvD2gEP4WRuig0+reh0df+TUitP8zMWOdQHZcObezM+vzejtY40juilml6qKVJNGite3+nxvtuDi//lXnDWiUQTQngE/OQpH/8d4PecdQ2l1IeBvwD88/O86hvD6htdHKllDt4qxnuC6pzsz+/NUEot0yZOW9Lc7KWosqXSEUWqltHh06Iv65Anmn6qj/S3D8HT2EBrA87b5VKpGH5BEJ6VZ9U0Xvf81VXCWWPwKGbzWo+TbO5xW3pa6smqTQaoWotxXXCkMQ7jHcaHZbrJIOvs/CC73D4CwvXjtKLT4/tPSgc6bf4uVnQmteHeqKYyDufBes9OP2Ej71rd+xB4dbvgzrC4kfN2LSf6DB6zUEqpjwFfDdxWSr1JlxLyl4AM+BmlFMA/DiH8mQscxwvJ8YmaxxHDLKE2fpkqYZ1FRxrnwXlHYwMQyBNHovUTlzQjHVGkR/+cp0Vf1mV3o8ADs8bhvcc6TT/zKLo/+uE4b94NJAjCxfKsmsbnPf+41NdCivTIMWekkTwp9WRhkye1Wdp4BdTtjFh3qXBbvc5xdt4TR4q7mzmvbN+8aJ7wbGz0UrZqczQnuohPlLY9Lnd32vy1PmCc4zMPp9wftyQx5FrjCVRGs1EkJLFmmMW891b/xj7/L9KJfmwNLYTwkROO+/4L/M4rwWkTdbNIeHW7R9lYxrXBOEVrA5Pa0hqLDZ2yhnWaxfw8bUlzofThfNfQ5aximHXH388SiljzcNqgVESRaIxzaCK2egn9LDn7QoIgCOfgWQvozjr/pOibPiWaZ304VVv3Sakn3nXpG9PGoqMI7z2N9Rz4QD/TxFrTz2I2Ck1rA5tFwns2e2v9noKw4NVbfTbKltp5ch2d2htidS7PGsussUd8BjgsaH3rUclnH82YtY5IKTbymFe3euwOE4Z5ynaRrtWD4jpykU60cAqLNzrrArE+TLdYLR4xPhA7R2Mt08ZQtp1DnOqIfqKXUebTnOLGOIzzzBqH855eonlp6/HllXWF1o9WuTtK49CRItAVQy4eIZLKIQjCRfKk6O95bNhpts87f2JQozjlOtU8xWPBpGopsuSJOviLc6z3PJw2GOfppTFla9nI5ypGGmrj2erF9FLNZiGBiOvGRXe3POu7Ih2x8YTV59Xn+WSek2/nD/FVBZtFEeGoaSlbS9UerqQYH8jimLsbNzN94zgX6UQ/vWr3NWfWdI1PGuuoW0eRanYG2dJoLqIZidYkkaUxnlgpogh6qcaF7gbZKg51F1dvTjhsrR2Cx4dAbR21dWzOj501lmltQB3ezGfJRtXGMWkMZbNabKCICEceKrESqSVBEC6fp5W+Wz1v1nSFfqsSndClxOVw5PrWdnnLi+DHwaxh0li2ioRh0ek2L9oaLwIlnXWM5ucc2knvA2ms8QHiCBq7CJQo7m7cDE3dm8SzyjQe5ySHfLFv1hhWU5FOa1e/GE/ZtowrSxx189SHQ330rSKhNY7ffOeAR9OaItG0rSOONYpu7q76IjedtZxopdQrwPtWz5s3VCGE8FUXO7TrwSLPzlrHO6MKs6J0sVUcFgwa55Y5zFu9FOc9G3PBfesCwyxe3hTHb07vPS4EauOJtSbWnQzdw2k7b/3tKVvPQdmSJRE7/ZSNIj0z329/1vD5vZLWLjSnIyBwZ6NAR2qZOrLVzy7nf54gCMKcp5W+O36ejhRl7Za1Jgu6yLLG+UCgs6uNC5Stm9d+NEzqLufUh3n+YtGpddTW0c6dkFHZYuc5zsYFpo1lWlu2ewke0GmMVgkQCAoSWQ++djyrTONxTnLIF9c0znFQWrJYLSPJJ33XIljXdTM2zObBsVv9lO1+gnWBLFbcH9fcG9V89tGU33xnQqo1wyJmmMdsFQmvbPbY3Tht3ebmce7bVyn1XwN/DPh1YBGaDMDHL2Fc14ZFPp0DijQm84EoUkTAO6OKPO0c5ap11MqTJ13Hn14aM8y7GyLR0JunfZx0c7aua7O5YNoYGuPJEkdZK2wIZPEi+uyZNZY01kupveMsItej+Y1m586yonOkvff0s8cbFwiCIFwWTyt9d/zzPNG0tosaL0zXovnVaupa1TrS+DD1br9sUXT6uDpSy8hdtxqoSGPF/Ylh2jrK1uKcx+NRXtFLI7RS3CpiShuonaVIUgZ5RC9NnsnBEl48LqqxCZz8zJ80BudZBtngMJK8KJJV88D0an2Uca4Ltq2kIS0kFq0PPJq0vDWqKBvLQd2io4hxbYl0hNaOL7k75PU7Uvi6yjrvwH8E+FAI4Vm7FN4o4nnE1vmAVgpUwDqPcR7bBJK5kd4oOkmZXhKTDCNALZcH++lhjtNJN2GeaCL8UuexNJ4iiYijCO/DXHf08Dw7H89ifHC4LFStSDy9Pb+Zwvx+ayPFzrDPII9RiicWLwiCIFwk3vkTi6DOqsc46fONIqWIIyId4Z3HzJtKLSLTVeuY1JaNouv6Oqm7wirjPEWqlkEJ58NyEb1uXWcvQyA4z4NJRWUCRRzTy7pibB1FbPcihnnXzGU1Ei46+9cH7zxVa4/UQMHT1Q6dVFNlXWAxXValcp0PjKuWxgZ0BA+njlh1q8V5oonnnnWsNVniCfMA27SyHMwaRrXl0ayhbi2z2rPVT0kTyyDXbPdS7mzm8qJ3jHWc6E8BCc/e6vtGkSeafqbZLxWz1tJaTy/VTBpLFmv0yk2VJ12hXj9LGM0aWjdvatKAH1fc3ShOvQnTJCaNPXtlS9U4cp0w7MXUxlHN5ZV6qaZsu8iJjtQyirxYKqpN9+DIk4hZY9gvW2aNo59p8iSmn2q879548wQq6wll+0x5XoIgCGexsFE+BMraLYugzrMSdprk3UYvXV53f9Yyrg2DLCaNIw6qhv2ZpW4ddzZzNoq4y1+OFTo6/L5+pullMffGNW+PKj79cEYUKcZlOy8Kj+hnMZFS1NajlCJSCgJHnCuQ4uzrwmJOGeeZNoE88V0nzKdctV3UVC3Ik27FetFHZdGuflQZQvC0rlN6WZXPbVxgq0jY6mc0LlC1ju0iRUfdC+OjyvCJB1Oq1jGtDEkSYZxnkEdEecJuL+PlWzm3+vmF/D+6TpzpRCulvpsubaMEfkkp9Q9ZcaRDCP/e5Q3venB3o+iULRqDTTRaqS4t4pgq4LhqKVJNZSwHlcXaRTJ/59w2rePOZgEEZo1bRmQWhX6JVgyzhBC6myag6OcJs7nSR5cikrBVxMs309WlokV0en/WyTIlOiLWXX6gcZ5UJxCO6kHLMqQgCJfJqo1atOW2rmujvTFvCnGWAsJJkneL646rltpYqrZLYwvBE0eaEGBmHA8nNXc3M7aLhDybrwjOVwh3NwpGZcu4bHlnv6YyFucDHmis5/Z2QRZr9ivDVpoRRYphPldkcoc52ZIWdz1YnauL1eVFy/enWbVd1FRlsZr3Y+gUXTbzmDTTK4ICgX4ao1TAh3BEdQO6Z3ttPVmicc4zbQxxpGisY9YYpnWXghSAKILWOIqsk2Ds5ykvbRTc3cyXaaXCIef5P/Lz8//+AvD3jn0m60/nZKuX8+otz7R2xCoiSRSN9TRHcpi6pZqqtVjnGNWWYd7dAGXbFR+OG9u170wirAtEBIos4dG0obGBIo2x3tPaQNVaeqlmq0iIoggFbPUT7q4UBawuIepI8WhSdTJ5waFCxEbWLeNEutOIHOSPGwJZhhQE4bI4bl8S3enmRzp6JgUE6wOTumvLraOIPIm6gqvWMswVG0VML9GMa8u06gIYtXGkWnF7vqxdG8eDacOssdS2UztIFPjgAcWtfkaRRhRzO7zd61Q9oIs8Z4l+V+TPhHeHk/LvoZurz3K9VYdcR4oiSxhkMdm8fqlINYnuejcYZynnhYc6inDekyfdKsc7o4rKeDKt2ZtWTFvLo2mDD3Awazs/QUGWal7eyPng7oCNXkqeaoaZKHKcxJlOdAjhvwdQSn1bCOG7Vj9TSn3bZQ3sujGaNTyYGHSkmDmDbrviwUh1VeDDLMYs8pS1Wt48re0E+gECnrIFUORJ1w3L0+VfuZWbd5intNaRRJ300s4gPbJ0WK9EjleXEO+PK97ar2isAwV5mnC7l5JnMVms2ep1DQKOI8uQgiBcFqfZl9P0nk9aGRuVLQeVOVQUmitq7M0MVds5HL1UM0w1SgX6iWaYp11UObAsMFxct51Htad1y2jWcn9S89ZBTSDQz2Ju9VMios7RSQ67Ey4caIB+FotTcs04T8v5Vb1yM8+p750yF+Jj6Z7H9y/EAVZlcvPE433goGoJAdJYURtNaxviuUDAg2nFZx6W3BtXVK1jI0tQUYQPvlPhyDNe2xnw2k6ffK6JLnP1ZNaJzf8p4LuO7fvmE/YJx3gwrtivOm3S/Uk7j3QkDLP4SFTCrBQQ9BK91GdetIS1rqsAB45Ulkc6op9pxlWL9YEkUkBg3LRESnFQRsu8LDj6trzIF3wwrfnso5LGeXpZTCDgnGdQdEWNtwcpd+dLl0/bjlcQBGFd8kQzqtojKWz5vCiQY040PB4NrI3j/qReLocDVI2lyLomJwsnumwdu4OUrNV4uuYTzgeyJCJP5+kfrWPWWnppTJFq7o9L7o8M09bQy2MOJg17bcswi/nSlwe8ul1QpDHGd5Hp5e8kdvNaclbL+cXzc1IbHk4bQggM85Q8idgdZEdWURbOdrfgf/rcOe64D/MEHQVap1HqsAjWOk8aa+rK8YWDhkltUEqRZxGVNaRxQjZv4/3Kds6tQUo+j3gLp3OenOiPAH8ceL9SajWdYwjsXdbArgu1cczmRjqEzoh7H/DBYcPhjRbpCFMbHs0Mznt0FLHTj/Go+dKMws4LU7JYH6nIjSNFHmvyWFPOiwPL1tFPNU0IhLqlsRrvA1nyeGeszV7Kpx9OaYzH+sDetCVLNUkcEQK8d6tY5nM9azteQRCE81Ibx8GswYauqG+RwrY5z4U+ieNOxayxRxxooLOpSrE7zInm23Gk6GUxOlJUcxsXKUiiiNY6Hs1aqtYxqgyZhkGWMG0sn3wwwQVQeHaHKdZ3kW6NIo4jbg2y5e8idvP6c9ozcpEvbZxjWncytNA13YFOti6bdxs8GqxSy7TNk+bOSY57Ece899bRFBDoihQ//XDMb98bUbaeadNye5DRzxNiBVu9hPfe6nNr3vtBVpnP5jyvGD8LfAG4Dfz1lf0T4JcvY1DXCeu7DlaTqqWynjSOSHSEdVA2jj1qsjRG0yX+V62hdV0Xq06GSbE7yGidJ4s1k7oliThSkALdMub2ICOuWirjUJGin8fU1rM3a0l01zAgitQyD3vBg3HFrLK44JlUllgDBuIoItWK9ISbVhAE4TK5N67YnxlqY4m1JokgSzSN88uUtCdF/RYY16l56CiCcLiEvnAPdoY5/bmzMUg1RRqTrzgfs8ZyUDU0Zl605RyzxrNfGozzhNCtFkaRYlRbdgY5kdYkcfcti7GK3bw5nPS3XqyQ1Asd8RCIlVqmYloXln0lVjtgLmTt1imcbY3j4axFR4r+PJI8qVs+/WDCb70zZVRbRmXDIE2oGsf2IGMzSbizWbDTz9C6i2ILZ3OenOjPAp8F/tnLH871Y9YYyiZgfGBcGfqJhhCwNvBg0rBXGl7azHHe8/lHJXpegNDYwL1xzavbBXc28uUNtdXrUSTxkYKUaXMofxNFEYMsWd6Qi4dKqhXb/fgxYf9x2bJXtlg8wQda5ymN53Yv4+5mxu5GTwoHBUF4V3kwrngwaSnbTjXDBUOsFJu9FB0ptGp4aat35srYqOw0c1vn2RvXy1W7XqrR+mi+aR5HaB0xmxdvL3A+YJ3G6q6ocB+ojGdStuhY4YOnn2qCgn6suTvM2emn3Bp0BdxiPwXoorqT2jBrO+m5cW0pEk1/rtYSa9WlbfrApDZLeTroZO36Z6RVHE8Z8SEwnrXEShHpiLcPSj7xYMaDsu3qsVAcNC07Gxkvb+Z8cGfYqYFFgX6m6KWJzN1zcO6SUaXUNyqlflspNVJKjZVSE6XU+IxzfkApdV8p9asr+75JKfVrSimvlHrjWQb/orOQp0ljRS/RbORdp6wsi9goYipjiaPOSDfWMm7ssnsQzJuihG6pJ9FdhCTRnezMYKUQYXXJRUfdjdhL9fKG1KqrEu+l6ZFrj8qWL4xq7h/UvLVXkyWa92xk3B1mbPYSXt3skSca7w4buQiCIFwmtelSJmpj8cHjvGdcGRo7lwl1jtaFpT3KE33EHq5ep7aePNFszD+PlGKQJ2z2EoZ5QhF3Os6bRcJmLz1x+bpsLdYrWheo2q7f98GkK9pq24CONVEEm3nM9jDj5a2UuytNKWRJXFgQQveyN8wT0jjCeo9WkCfRUv3CO3/EgYZO1s67x/P/j7MqsWfnLevvT2vefDRbqm9ouqZBd4YZr2/3eX27x5e9tAWRYlQbvIdZ0znyx+dubZz4AsdYJ2P8O4BvCCH8xhrn/BDwN4EfXtn3q8A3Av/dGte5Uixy39r5RFNKoSJFCJ2+80AnTGyXpzdtHFFk2Mg0RaK7pZ35s2CYx/STQ03R490LF6wuay5a2mZJV6xQt45BGrM9z8sr25bWBpyzzFrPWwczHkwapq0hQjHMYvI05s5GRj+PD9uJz2/MdSSkBEEQ1mV/1jBrfSe16bsuhZ3+sifWESjoW3dmlOxIAXUas1l0KkaDTLMxL+iOdHSkcOp4ikjX1jvCKUuioHSOvaoliQLxvOGFtZ5enJDGMf08QalD+ywFhDeP03LfrQ9Lqboi1Wz3E7yHfq7Z6R++dEU6OqILDV3XzPPI5C3m/MGs4ZMPpkwbQ91aqsaiY01TN9zeSBjNLJ6uW+H7bvfYHqR8fq8kSyJcgLa1LB2ROc8iJ3mdWceJvremA00I4eNKqdeP7fsN4Nrm26xOtNo4qra7obJYMyy6bkHOeuI4Yph3+VBVbRkkMYNMQ4DQdQenn8ZsFhmT2jCqLZlWeGJGJ3QJzOYOeADee6sPdDdUPFDLh8I7o4qD0pDGiocTOChbPAGl5gU7EQyKhDubKTv9gkGqcRx7E5XmKoIgXBK16aLM8UJhqLaU88jXznbGVpGQxJrGhmVk7jSn5fgK3UKloJcdHuOdZ2/a0DiHmkvZ9bIuXc76QN1aDqqW1ngeTWveOaiIItBxRKQUpbPcGWYUScJLmwXb/YwsVsQ6euoGG8LVpDaO/Xmn4cU8XHU0V2XpVtksDvWXa+NojSONNWnMMi8/n6dvnlWcGkcK4xx7s5baOMal5f6oYto6slhxq5/iQ2Cnn7GRa17bGfClr2yjlOLlrR6z2lDOtdBBcTBreM9W70iEe/n7ii8ArOdE/7xS6keBv8vRjoU/duGjmqOU+ijwUYDXXnvtsr7mwjg+0fKkKwTsigO6m2CrSJk2DoWnbC3vHFRsFRmtd2wXCduDgnHVYHy39PP2qGa/bBjmKbUNhKqFIkWVLZGO8M5zULY0zlOk3WQ21nU5T/M3181eihlXNNYzmEeX92c1b+/X3N0uyBPNzjBjVlt6mWanX7DTT5f5gceRPKnzcdXmryCs8jzmr/WdAzKrDQrFZpGQ6og4VhRaE0WdTcuT6MRmK5OqXTaW6mUxeRwxaQwhBIL3BAJVqzDa4SzsB5jVhkdli3GejTxmd1iw00/QUUTZ2M6BntW8uV9yMDMMcs3OoKtjyZKEfqq5PcjY7mcEIJ83vnjaBhvCxfFuzOGFgkxlLbNm0d+ha0u/6mieV/4Oug7B1nryVKOj7rjGOCaNWRYbDrPksWBalw4SqIxlVrfcmzvQEeA8VE2n2vXSTs7OION9OwNAEYWuFXjrPHly6BbaEFak9h5HfIH1nOgNutbff2hlXwAuzYkOIXwv8L0Ab7zxxgv/1zppQm31UvanLZECHXVdgfbKllQrxrOWrSIli7tlwXFj2d2AftYZcOgeCpXxEFpUBGUbcTBrGRRde+8Hk5raeHpJV9iSzyMkZl6N3i80dwY5QXXNXd7cmzGuDa3xTFtHr2wY9roW4Nu9hNuDjNv9dNlO9yQkx+98XLX5KwirPI/5u7AtURQRRwqNouhHFGlCCF3ntUWB1bRqsSEslYomteHtvRIUFFnERpYSKYVSULWOcWVwwP1Ji543VJka36klGEdju5+D0vJOpjtd/MrwuYcT9maWvdIwrg1pGqMi2Coysnk6yKBIOgd63lhl9XcRnh+XPYcXTXwmtaW1nRM6yBLGtcX77oVqtSDwSfJ3qw4yQG07GcZCaWrbSdeu5krXxi8l8RbcG1f89r0Jv/S5ParGctC09NOUaevYzlLiWDPsJbx3q89GP6OxgUeTml4WY5xnVFmypPsdFnN5MdaTkDm+hhMdQviWyxzIdeCkCVW1jjSOKFvPJ+6NmdSWPNUcTFv2a8stBSbQdS4MmklliOOIKHh8ODT++3Pt6IDHObg7zDA+cFAZIqXQUcS0MWzkMePKzIthoJ9p7vUb3n+rz4NxydvjmuAD3gd6SUSRxBTzm2WYxdzZyJdLkOeVkBIEQbgI8kTzcFJTG7vs4NrPY3ppRGM7B7o2ntY4wjxYMMi7B/4n7014e1zTTzUuQB7X3OqlZGmEMZ3q0Lg2ncSodYx0hPGeqrXMGkuqNWVjmdaOYREzqVtK6/jcXk2SRoTg2chi8A7nAs4Hbm9mvHwrJ1bREYde7OT1Z7HyvJCo01FEU1ucbbChW0k28+fsIu/+tHSM/VnDqLRdLZV1GOfZLFLS+TwalZ1STXyk87CnnK8UWx84KGt++XMH/NynHvJgZnhUNlSNY1g0fNl7tnAuEClFkcaoua/SWEcIgY1ewkaR4OdyjQt1DmA5VvEFTubcTrRS6lXgu4E/MN/1fwLfFkJ48zIGdhU5qShFKYXWigfjks/v17TW8dJGjk4Uo72WnX5CpjVZotibtJQDSzCKSCmyqGu0UjaOxlqYdxG8s1HQzNuBOx8IKiwLAFvrGJUtNoCxXZTloGzJI4WxnvG0RWlIo4jtfsxOP2ejHzPME7aKhN2N4sjvJM1VBEG4KM7K6ayNI4k1t4cZSdzp6S9aFeexorVdoWEcRZ1SQG1prSd4z6cezDDB45wD1TndvTShdZZR3VI3jjjWxDpgdInFkAAAIABJREFUvOfN/Rn9NKb1Hu9gNGtBdQ2tZg28aS0RkGiYzFrSJCLXms1+ymYv4X23+rz3Vm9pM6WZys1isfLsg6e1XQFqHHXyhwFIrSLRXbO1rGwJcGI6xqIOYL9smDYOP5eaVQQGeb9z1uf1VcPi6Lwa1wbjA5O65Z98YcQ7B1XXRGXezCWNNePS0lrLe4Y5L90aMkgP04ycD2zmnepXoqGXOhqrUHPhtlVHWXyBk1knneMHgf8R+Kb59p+c7/sXTjtBKfUx4KuB20qpN4Fvp+ty+N3ALvCTSqlfCiH8i+sP/cVkdaIlkaI0lt+6N+ELk5J7k4pJZXk4bdjuxdSue+NU87aew57G+k6Jw7jARq5xztNLI2Id82hS4T2MqobGOlzo3n4jpUhiTWk6KaYogsmke3B03Q8V3nUVwYMMTIgY5pp8viz58lbB1jyl4yTkZrn6vP4Xf3Ltcz7z177uEkYi3FTOU92/cEwSrbk90BjXrcRNGkeiNdO64dGs5c4wp5fGmNhxULVMa0vjHMaBVgFwpDphVDUoBZPacjAzFEnErWHKFw5qDkqDdQprLF5HxAqM9zRtYNYYmrZrjjVINXc3M6yHnWHKdp7xwTsDXt8dkCf6iPMsLZJvDgvd59oEGuuYWItSkGuF1hFaKUZl1z24tZ7SWOLoaCR5UcBaNZbx/IXQz/OTJ6lmf9qAAqUifOgapgzz7p6xzjKpAu8cVOzNaj59b8K9WcO4aXlrvySOu54Rm72UNI55/90B270MHwJ3NzMUEf2sc5iN6+6vhXrIMIu7mgJptHYm69zxuyGEH1zZ/iGl1J970gkhhI+c8tGPr/G9V45lnlOk+MK47PKWW0cSdUV/92tDkfQYzEX/dwYpme4KYHpxRJzFBB+YtBaUYpBFfGFsUEozbho8imld89JWgdaOW70MgmeYxfgQOJgZPvtohgmBzSImiyI++WBKGmnyJCKoiAejwN3NnN1+TpE8frMIgiBcFOet7l9NiTPOUbeO2nSqQ9AV4RgXeDCpudXPuhS3oOjnEdu9lL1py6y2ZEmE953ihlKaTGsiDJVxPBo1PJrUACjlieKI/VlLP40omy797t64YVQZ8jTid9weUrWOPIuJ0bxvt+BLXt4ERPbrphNCNzOHeUpj58oaOsZ5z0FjSSOFsV1t04OZYauIGcyd4EU6Rjxfce6nMXk8X10OnUTuo7IliSKGecxWL6E0nXaz956DWcv9ScO4qnkwbvnEgynWdysnsVZYG0gKxStbBRt5zO1+we2NnDyJ6GcJs8YAMeOqZdoE8sQvV6RlDp+fdZzoR0qpPwl8bL79EeDRxQ/p+pAnGmMDs9oxrR2xiuilXQR4mKfsDBKyOKaXaGaNpTQej6FsLCqCPI1om8B+6ZlWlnujmjSJKNvuYWCM4bWdISFEDNKYPInZK1t2BimVsexXhkQFYh2x00uwXtHPNaPKsTNMuT3smgKIVI0gCJfJeav780QzqVreGlXUrSMA1nm06nT2O5W6wLh2ZHN7lWgwNuqkwNII13QPto0iobUevGdQRAzzPp/fm6FU1/Z7UCRECu5NG7zzbG0lpLHm7VHJSxs5t4oElGLcWO5uFGwPcj50d4PXbw+B878YCNeTVd1n5wPDvJOffTBt2C/b7sUr7hxWFTSNdYzr7kVwEU0OdLrQvTRmUndpSs478rhrrraZx/MOhpbNIoYQ0VpLawL7VcuorKmM596kpnEBhSJPEl7aCmzkKUWseXUr58tf2WSjl9BLIoZFyqyxGOePRJ+dDyLL+BSs40T/abo0jL9B97f/WUCKDZ9AbRyDPObusGBSG4Y9TSAl0V10WStPlnZa0a3rlnHe3q+Z1S2zxvHadkqeJYAnBI/WihiPoqv4tSpiUnYdEFFQGsvn9mY0rSWPI7bzmMY43j4o+a13JmRJxFe+skUWxyQ64u4wX0pGWR8kp08QhEthoV+7yAc9TcFiVLY8mhkeTlqs90QoYg37TVdA2KnXwnYvZSPvVIwOZjWVcfRSTRIrdDBsD1NeHRa8OW1QgPeB/VnncOSxZuYC44OK270EHSkGccz9keGzByVV6yDARpHSWk9lPFkc84HdAXc2i+WYRfbrZnNc97k2jtJYIqXYKhKMdYyqlmnr0Bs5mi63vzaeLO5WPBSdVvl2P0URuDeuaZ2fdxoOnQPdzAsOnSPVmlHpGNU1bz2q+PSjKZPa8an7E7JUc2dYUBvHdp7x/p0edzZyXr7V56XtHsM8YVQbStNFu8vWLaPPq41ehPVYR53js8C/coljuXZYHxjmKZu9rjvRrFHsTQyEiIdjw63NlKi2WAtJokkiRessD2cNqdZUDvbHDRuZZphrGhcYT1uSNLA7TNCqa+ud4THWc1BbxmVLiCAERxIpPjWuutynPMG6wOdHJV96d5Pbg4xh0T1AgPnSzuEDTZYlBUG4KJp5YdSiC1ueeHYHR+swFjJfVWvxIVAbj3EeYxyDIgUfaH0gUrA7TLnVz6hbx1gpfOiaRqU64pWdHo6AihS3ioS9sqFsDFXtiJXirb0SRUBr0LFmNJsx3OzxG2+PyCJNpODBpOXz+yX/9Ptuc7sfcaufs91PjhRaiezXzea4kIDzgWGWQDDUBrSK5nOyS0FqnCNPIozzVK1ho+hhfKfgYayjn8ds2owi0bTOs9XLePPRjMp5fPBEStHPPK1z1MZStZ6y7QQFdjcLRlXDpDEkGgKeNBlwZ6Pg/XcGJLqrL6iNn6t5zWX0jCdPnMgyPgPrqHO8H/izwOur54UQxLE+hUX0JVaaQaZReD6wW/BgbEhSTVN7ev2I1nUPDx1BL1HEUUSioWwME+N5OG545VaOcwFP15KzbCKSBKpJxVabMs0sdWtxLtAaw15peTCtOZgZnA9sFRlKK3Id8dJWxna/01DNE00nnCedCQVBuHgWaQ+ry8Z6rrixN20IQD+LOSgb9mYNrQ1LjXrnA3HcFf0N805po9EJjfEclIZonpMagsf6LmqNgijApLE8mNXcHzdd0xTr2cwTKut4e1yylSc4X2EMfPrhjE/cn7EzTPidL23zcNrQz2LubuW8stXj5a2CjTwjSzTTeR6ryH7dTFZXbFeFBDQB6zpFjOC7OR2pTgqxNAYdRbjQNTzTUUSeHEZ9k1gTvGeYx+heQmsdj6YNLnQR6VhHtMZxb9Tw2Yclv/1gSpHE/MpbY7byhF6muT0o0Che3c55bafHnY0CrxTT2rHd11i3kOLr5m5ru5da6wKJlrn7tKyTzvF3ge8H/j7gzzhWoHtT/cQ7Y37u04+YtZ1U3VYREwhsJCkVji9MGkZlu2wH/sp2QaYUCsW4cvSKGK1gf2rY6ifkWcZoahhVlttxRNV4DmYlr23nTGpLaRxZGnN/PGWQJuz5hkntKFvHl75nkzvDjPduD3jPVsHuMO/SQnyQzoSCIFwKq3Zk8ZAeVy2f3zeEuZjWqG6wtovK7c/lwLQC5wIqhn6uSbSicYpx3TKtDI3tUtxGVYvzXe50HGuGWWC3n/DZRxM+t1cyM4FeomhNoLKWUdWgUdwZFtyf1kzqmi+6s8UHbreMKsu0sWzmCbf7OV+8O+C13WHXCc57RpVZ/i6L1TqR/bo5nFZIOipbHIooUsway/1JxbTx1I1lqxdTWU9EVyCbRBFF0h3Xz7rrWBfIky6v3/mAsZ7KOCZNi7UwbQ3TsiUKnt94Z4z3gYNJTaQCk8awWaQkUcQrWzkvb+fcHhbEsUbRFTUOck2sFVl8OEfPUuIQzsc6TnQdQvhvL20k15C396d85sGMcd01PlF4PvOo5AO7fTyBUWUYzwy9PCZF0frAr719wPtu9fjCyNDLItrGkaZd9CNPugfJ/qRrY1u2HhcCvTSCKFBa11WlW0+WKGZtw92NgtaVNLa7ST9wp8+rO312B9kyXUM6EwqCcFkctyO1cZRtV+cRa01tPffGLf0sJtWKPNa8vV+xM0wZFl2BVYRiWhseloYsjhjNWsaVYa9sMQF6ccxmT9MYw60injeichivqBuDMYr92vBFO0O++E7Cw1lDpAKbmWZUR3zy/oRhnjBrLZmOeHkr5ytf2+aLX96aj1pW6246pxWSqrJd6j/rKFCkiiKJybSnSjVxBJNJSzR/ydorWwJd6tH9cYNWsNHLmDYW57vI9agyHMwayqarlZqWhkgrrIt4abNgPGt5OGm5MywYlS1xotjsJfQzjbWKtw8qbg0yNrKuOLY1npe3e4+tnKwqcZxHw11eFh9nHSf6u5RS3w78NNAsdoYQfvHCR3VNOJiZZaVuCIoiUSSJop9pJmVLL4n4TNViXCdP11hPaQOz1tPLFPt1w+6dIRt5igKCC2SZZrOIGFXdZG4tzKzl4aRhvzJde3GlqCrbaabm8PqtPnc2Uv6pV7f5wO4GdwbZkQpcWZYUBOGyOCl3NNFwUFpa23b5zPP9RZGQxRGtdQyLlNuDlFhr2raLPGeJwprAuG4ZzVstN8Yz9S0HZcStQca9g5rtYcKkNEyqlkAXcBgkmtZZvnBQMa4ceaLY7sdsJBEuaMaV4X23hvyO2zm/+323+b0f3F06DbJaJ5z2t344bSjNosGapWw8eaLJdELfeSpj6WUJPgRa44m1IvjAqGkZ1915SsGwyLpiWqVIFfjQNU+rG4P1jvvjhmnTpW3eGuRs5hoV4Etf3uBL7m5S1oY7Wxn7U0trwY0aXtrM6Kc56Tx15LSVk7OkGkXK8XTWcaJ/J/CvAV/DYTpHmG8LJ+A93J803J+0VK1lkMXsDBKGccSDcScv89JmgXUOGwIueBrTCbOniWaYprTG8dDWtDbw618Yc3czp20dgyLpuiLpQO0UMRBFis88HOOD4s4wp5/ApG3opTEbeZ/tXs7mIDuxAleWJQVBuCxW7UsRR/zyWyWfejDr0jYiqBrH67sDvPe0LjAsUt63U5BojfUe5zTjacPDcfP/s/cmMZdlW37Xb7enu93XR5tdvXyN3ysXJZ4LLNHJhgkyQipkEEIWQjYlISRgAMKMPAIZRgyQEYUKARPwBASyhGXJVS4LsKDcYKhX3esyX2Z0X3vb0+2OwfkiMiIysvkiI/JFZtzfJL577o1797l3n7XXWXut/+Js3fHBRYOUkEmBEPCzi5pJYQkpcTjOuHMSmFaaed/jXKINgbf3xpzVjk0fWXcd607QOc/3buzwBw+W9GEoACsLw960BHiiXfOzeJG7ddtI36vN07+1C0OK5sObwMTQQfD+xSBFOy0t9qESjfAURiAupRq7lABJpoYc5dZHmmV92Ywlcl73nK9bmtZjlOBk4/jpyYYmRjKl6ELNt65N+OBihXOJD8/XjAvLsnFooyCA0RIXBr8gxGFs8PGGKZ8l1biVcvx0ruJE/1ngnZRS/7IG83UjpERlNTFFMi25O98QU8GHi/6RpJ0i8dOLmrrz7I8zbs0KGh+GClqRiAnqxtH1sPGBzgdmlcWFRF0PzQASgzLH8bIhRkFhJD4GCmO5MTW8vTemyqHMFblRn2j4txfEli1bXhYPF+TjTcdi47Basuk8QggyI2k7h1WSTe8wSuJ8wnnPnUXDnfMN69Yzrz2FholV/N7xkmvjgmXfM7YGQSKkxE/PNuzkhixJJpllWa8ZZxprFfOzFc5Hej9o6v5s3fCNwwlv7Y4ulRQSt3dGFFZ9LJf7Ze7WbSN9rz6Pz4GhU2EkxoiUw3pbN55V49FKgICmcwSj2ck1KYHWEpESd+ctjfPUjeO07jDaMMsl89aT4pA3vag7FkvHZKzxwKrpaPqA0oJ169mQ+IUD+MWb+zifUHqYM+d1YFpIEIMfUGiFj4FVm1ASFs3H59ZnSTVupRw/nas40b8LzIDjlzSWrx1aw6xQfOfamJNVz25paV0kpCE/+njtiGlIt0CARNB6T2UNMsGN3ZKzdc9FG+hDINOKTRtwoeN43WGU4jtVRd8FujgY4Kb3zOvA7d2CXkdwgtN1y/5sRusHKZ3c5D/nb2bLli2vGw8dxYuNY9V7YvCURiGBslBcmxQYJSi0ovee9883pJT44HRDEoK6H3R3OwU+cqnxDCOtaUOksoZV6znf9ISQsEpyNMlIUrJbWOZNR+cS9xcNJIEQgWlpmG86dqoMJeDG7ojJpfSeluITlRheZLR4G+n76jAtLaLu2QjBOB/cp3vzmroLICJaQl5pSm2GLoRGUeWaPNOklGhcIFOCpo/cX2xYu0TvOtjL8T7ywVlDlUl6B3mh+MnZBiMlrY9YA+s20QaPEpLzjcMoRe+GdX631HQOlBJDSohWrHuHqgVH0+KRjN3Tc+uzpBq3Uo6fzlWc6BnwB0KI3+HJnOivvMTdy9pG2yntZYfAQeruonYoKbi/2lBoQ2U1p+uek3VP5z1aKfYqSxcDt2YVWiZ2SgskOq9pXGDR9RxlBZmUlEbhQgIlWLUtx6seJSSzSiOFojCKbx6OmFU5E2PYryxGq0dbk4+f83YrccuWLS+LZd1zUfdoJQgucr5qWPURKaDINGU7NIeaR5jXDlLkwaIlhsTGeyTQx6GeZMhPdtxf9dyaKnyKzHKDi5G290xyTWU1F3WPXUu+d33CybLlZ8drSJIYE7lVKBF5+2DEXpHznRsV2hiUkGRKkGtJd6lb/bBBzDgzZJfRyIfbsS/CVm4jfV8tpJJUmaZ1gXsXNRe148GywYVEjJGbuwUNgcIorFVoJWlbT2EUIktUmeZnZxvOG8+i6bFaIJXkxtSAhFXt8UJwumh5sOgY5xoXh+tk3TgmmeZgmrNfZaQwpENVhUULsIXESsEot+yWlpHVCMA8lcJ5lV2Wbc3Up3MVJ/ovvbRR/Bx5mdtoUg4O7f25YN0HtJIIInUf0SpQaEmVq0HgX4LRgp3c0MeAEjAuJF2f2LSKDo8S0PaR03WLZrgoTjctJ+ueXBluTCWNTyASt3YKbs0KjFG4mNgbG3bHQwR6vukQ8qOL6nTVYvRHF8Sq6Skys3Wot2zZ8oUZuhD21H0ghMC9ZYePiYt1NyzuEXZ3c042PfPGDZ0NfeL90w1GD3YqJOhd4nBiKAUIErmpQIKNikXTcnNW4mMiN5pl13M0yphWlk3T86PjNT86WfGtozHXdgpShOuTjOuTglmuOZpWJCEpzdCm2fnAvPW07qO14WzdY6R4pNKRG/mEytHzso30fbXQUrBses7WHXeXLXXn2bQdRit8gsWmR+nIwSjHhMDFJnLR9GRKIkTibNNgraRygk5Jlr3jeNFQahA+URWGn11sOJ63nK47SBaBILOS796aIKVgkhkKIyFJcqsIKWKspdSCUanZKwcJ2wQftSB/bC1/em591i7Ltmbqk7lKx8Lf/rTnhRB/J6X0J5869t8AfwY4Til97/LYLvBXGZq2vAf8yymli6sN+8XwsrfRVo3jbNFzZ1ETI5ddigyz3HJrltO7REg9H5ytya3mcFKRWcWydpwuO7TIkCJR5ZKI4vZOjpQgkiKlyKLtqPshJSSmhIsRESPXdksOyozdKsMHeHO/5K2DyaNzVhLMY9/BqvXMSjBKPcr1Grv46A50m5u3ZcuW5+GhjX3YIe3+suEP761wRIwSTAqD1YJN69h0kZNFjVaSu4uGu/OGIlND3nM7aOFOckUfYColPgQKo1n1nuvTKX0XiQnmTUtpDMs+cFIvmRWWUa45Guf87GzDm/sVxigOqoyDseat/SmHk5zE0Ia584m7y46694yywVL6EDhZ90xzTXl5rHWRVefIjPpC68U20vfVQwjBsvWcrTpOVi1tH9ithuJCWVlkCnjvWSfBqvWMck3be+4uGs43jrN1S0qCs7pDq6Hx0Kr2GK24qLtBSzqT7EYzyN6R2DWGndIwKzJO1z0bl3h3z3Jtt8JoSaUNnfeEy/G1fkgBrax6Qpzxk+bWZ823x9ubP95w6HXnKpHoz+JZibb/LfBfAP/9Y8f+IvA3U0p/WQjxFy8f/4cvcByfm5e9jbZuHQ9WjruLoXPgTjm06rZGsmk9fYxIJdgb59xfdLx/tuG8UGRKE6Rnfr/jaFogBfzweM20HKrPx0bRxaEtbh8S89oRY+L2bokPMDaG/ZFmlGtmpeX6rHo0JqsE8rEodHhYPBASEB5FXh4e3+bmbdmy5Xl5aEtzo7jYtKy6gLKC4BRaJrwfurwZBFU2OBH3Fw2bLlD3ni4kjOw4LA1v7WSsusAfna5Zd5Heew4nOYVW/O7dhmuTgpFV3F85UvKUVrFoAnfOFxRWcjQZlqiE4I2dkneOKr59OKUqM1IaZPOsluRGo0Sic5FcB7QaUkhCTI+cEXF5bpvOUxr/he3jNtL31cHHQQ+aGAkxoLUkdoHOJbQWnC1aAvBg3ROBrgvslIqLetBHr73nwbLDapgVGY0LuBixRvKjsxXvn25ICXZHGdPCclq3gAQpKIyhtHLooFlobu+UHE1LEoNk2lgYTlYtF7XDx4RVgVGumRYaI8UXbqqyLYD9OC/Sif6Y55lS+ttCiLeeOvwvAv/M5d//HfC3+Dk50S97Gy2khAuB69OCvSrDKMmy9cSQiBo2vWfZDovFpNDs5JYfnizZHeXsjzKO146TjaOymtoFrPe8PRtRFpLjRQcIYhjai96ftzgPb+2X7JYZxkiWfURIz9tmeI2Wgt4Fzi9zE41SjyJEWolHbUGBR8dhm5u3ZcuW5+NxW2q0Zq801J0j5Yk6G9LTlnXgLPU8WCWsliw6h9GS23slKUkaH6hDQmvF//ezOW0fybVk3gd+fLLiH3t7n2lnWLc9uTVcG+cs234IBAjQShHTsDP45n7F9UnOO3s5B5OCPLccL2v6APVlrcjRyHJ7v7pskpXQajiPwkisGXJM695T94FpoVl1HnVZePhF2DrOrzbLuqcNkU3Xc/+84WcXDe+d1qQ0rPVCJGQ/tKkvjCFTggcXDaXVrDrBvYt6EBCQ4vKmLXF7Oqh3CCXYOEfrEpmWnK4dReYJPvDW3ggtJDtFxnnTs1MqhBS4mJgUhhAjfYhMCoNSYLVkkmsKq0gx0flBQlfERPcFAmLbAthn8yKd6M/LUUrp3uXf94GjT3qhEOLXgF8DeOONN174QF72NppVkkxLTtYN3sH1Wc6sMIxyfSnjpKjsoEWqhOCicdxbdGRaM8o09+Y1e1VGaRQhCbreo7Xgx8crOg8/vXS4687z7tGE/YllklvWvaMqCsZWYY3Gh2EReHiuLkTWXSI3kXFuUILLyt1hEXm8NShsc/Oel5c9f7dseZm8iPn7uI3NlGDVBbRQdClihKCLiUwL7i1bGheZZoabk5LWe7oQOVsPhVezytD0gXnd0fWJ3iqcT3RhaJEcYiIhmGWau8uGi/WgYPTu0YS579gf5WRK8M5egTUGaRS5Maw6R+0T01wTGYIHfRwchoNxDikhpURJzf5oiBrWfaTuh+6w1WVkb+tMvJq8KBv84fmGeeNZtz33ly2SxHzdD4X6neOi7qm1ZL+6bA7kAz4G7q9alBAcjizzzjHLLdEnJrlBCzicWO4sOo7nLd5Hfnq6Zpxb9iqDUZJxZhnnGqM0koSIghAlUST2Ksuqj2gfL2sJhptQIQSHkxwjJevek2mFD0ODoy8yT7cFsM/mRTrRV/a0UkpJCPGJv0BK6deBXwf4/ve//1J+qZe5jSaSYNMFJrlFl4JxYTlbNTxYRRqXOBrnCBHxPnLWOHKrORpbfPAs654yUxS5wqXAqun41tEOx+uWPkDnI+PSsGocuyOD1XBQWuZNz2rTc2NWYtXwkySg7jzucrJPCkvrwtAhTA/bnIM6h76s4v3op9zm5j0/X8b83bLlZfGi5u9DWbBaDjfoKVMUKNYycbbpcWHYCpdS8GDTcEjOqnMoJeid583dCRd1R9sHciWZjBXzjUMA16aW49XggO+VmtZHditLHyNuXnO8arg2LZkV+tH2+PG8Y5RbYkwUlwpHmVEoJeku09lcSNyY5mRGfUzF6HTVDnbRPpkL/bo7E68iL2IOL+ueeeNZtT1nq55F42lbx7iQNL1AWMW+zMmsJIWISMMOyLx21H1gbDSnm47CSu4s60FekcR3r01QQnCyaREJLjY1SgrO1g1v7o0IKTErDePMEnxgb5wxZYhUu5hQUtGHiI8wyobma7lWQ1pHPuRSZ/FSxk598Z3lbQHss/ncTrQQogKalFIUQnwT+Dbwv6WU3OVL/tznfKsHQojrKaV7QojrvAK60y/LSaydQ0nF/ijnbF1zUXdc1I6DqaJznjuLmqNxhpYaHxO1D3zrxpSYInUXKXPNtUnByarl9p5GRPjwoqbvPYU1HI5ymixybZahhUKQ0EKwNx2qcpMQaCnQ6uO5Ng/P+WH3woePR5fSPdvcvC1btrwIHulD147GDTnQMSSCjyghUEpSZor3ztZkRlH7wP44I8TIjckO696xbgL32pbcDsVT13ZKpAQpEyJJdirFpnN8cLKispJJmfGLt/dYN45ZrplazY1xRhcCNteMcoXWEiWGomwjBbnR5HqwfQeVfWZ6Rm4U++Mco93HnnvdnYmvK22IdD5cNugZ6IdqfoyVrGpH7QLOC65NLEIJuktpxEmmSSRyayBEbkwKjFTsFpZJpfjB/SUfntVcbDrePZpitMPlir1RRmElh2XOvWXL7thysek5mpVMK0vnEvOmw/aKUa7RmaSwmiJTGCMJMT1KycyNfKQRDR/N06uu89sC2GdzlUj03wb+SSHEDvA3gN8B/hXgXwNIKf3u53yf/xX414G/fPnv/3KFMXy1SJLSCo4XjpHNeP9ijfOwbodk/5NVh72UTJoWit2xpesDZWZwsWdkNavGMSk0uVI8WHVDQYISbFyHVYppabg2KUgeikyRZzyqep8WmmluKbSmyjSL5vMZ/k+7KLYO9pYtWz4v7aMUskDTB9ZtT+sDF8ue++uW/SJj3vUsO0fnAzulZd05REoYrSisUhvxAAAgAElEQVRt4sGy5WTV4kK8DAxApuGt3RHn6x4tBX//zjmZ0nx4vuGdgzEfnq/55uEUHyLfOBhjZISYmBQ5BxMYFxkhJtqQyJSgDwmVAp0LTArDqPjk/OatM/F6kSv5qNBeKFi1Pafzhms7OYtFR+cDzgccgnvLjr0q52Cco2TEpTh03uw9HrDAJLPYTPJ//vgEF8TQqltp/uDOBb/05i4Hk5xpaejayP1lw63dEucDGyFY1B4jBX2MtD5xMJacb3oEgv1RhlZicKa1RKpBsjE+Y2f5eQsEtwWwH0d+9kseIVJKNfCrwF9JKf1Z4Luf+h+E+B+AvwN8SwjxoRDizzM4z/+cEOKHwD97+fhrSS5hf5wRQ+TOfMP9RUdICaMkGsEoM2R2uI+5u+wumwwIREzsWItGoZTgoMqJDAUD39gfoZWgzBRHU8uNacF7pzWr3rOoe8aF4d2jKTdnJTcmJQeTnFk1dODK9ZM/91UN/6LuWTSOTedZNI5Fve0Av2XLlk/m4dbxohmkM1sX+fC05sG6QwuBUYK2j5AEt3ZKIDEuNU0IWCU4X3eXTasyMqOZ14MTrpTk/qompDQUIiqFC553jibUncdoQ5FLbu8UbOqWxkc+XPasWs/+qGSSaca5Zrc0/MLRBKMgxTgUX/vIeyfrT7Vv09IyLQxVppkW5rVXKPg6Myktu5Vl03vmG8fposVYiQuJWzs5VioyrciVonaB87rlZOO5t65pes+H8w07VYaUibZPhDQUJ+bGEFPkYFyQUmRSZSgtIAqiE/QhDs19osNaje8jUiQ23dBz4sYkZ7cYmqjV3tM5j1HDOj8pLaNMczApPjZPP6lA8GETts8iN4rRF1T5+DpxlUi0EEL8SYbI85+/PPap32JK6V/9hKf+9BU+9+fKF4m89hFCGFIpytzy9v6QKtE5T2UyZpXAuQQkUkzsFhmQ2PSeKjPMm5bDsmTR9PzR8YrGeWZFhtWS3gXe3BsTXMSpyF5lOJqV7FaW/XFBlSnGuXnCUf6ku8jPc47bytwtW7ZcFS2Hbq3+so5DKcEoN1w0jjJT3Fs3aCmRImCUpOlhlCQyDXKbF43jaJyxNzKcrhKFHdLjCqmpck0XPOs+8sHZmswYblrFqBz0pN/dKflg0ROVYGdcMBsN43ko9VVlmvFlfYhg0NX1EXBxUFGCJzSgn7aTW7v3+nBrp6TrAykErs0y1nVEkeg9HK8aOp8QQhBjZN15pJScrFpuTAvKXYNMkqOy4KJ1/Oh0zU5uef90xd6kZLlpOZgU3J5l/OKNGV0fuLPsyK3i/qKl8Yr9EvbHFoTEakHdBw4nOUgxKHcYdVnKlD52Q/f0PN0WCL5YrhKJ/veA/wj4n1NKPxBCvAP81ssZ1qvBF428Cilo/aAherpsUVJilOBglLFTaoyUtDESU+TtvRGrtqVxgVXXIWXk3f0pk5GmCZEb04Kuj5yuO1yI7FY5devpQ2B/YjicFkNTlf0xu4VmUhgKLZ95QT1+F/l5z/F5LryHouzPusP9tOe2bNny9SA3Cn1Zm1FZhRSC1vUYIditcmJI3F22QMLHRGEFKYEUAi0EQkEfIruF4WicURjNG7OS23sFm76n7gJ12/PHbuwwMoK2S7jo+GPXZygFkkRIAikk0zJjp8oY5YbcDBJgTe+HNt4+0oUnbdm689SdB77YWvAq2LpXYQxfZTadJ6RBK9wnCDJxb9mTGKTmQoy8f7pm3faUWjLKFLkWjDLFOFNYKZmNMwSJ27OCzjt2RwXHyw0HY0uMgW9dnxLj4EB3PtL7yI3dnExJqsISU2SUScps6P9gpGDdBYRIaCmZ5AYQn/kbvy4Fgl/WnL9qx8LffuzxT4B/52UM6lXgRURepQJiYGwsv/zmDncXDVYbXBwqajedpzKazkHrHEnAxjlu745JAdbO8YM7FwQgusiNnZLFpufGtGSntLR9ZB0c42KETwmrJEqCUMNC1PhIqvtP3Gq8yjle9cL7tJyrrWD7li2vD7MqG5qmqILjizVKCHKr+NHZivPN0C55dCnNOcktq9Zx3njONi3fuTbltO7IVU4x1uyPoIueH/zknGUT2fSO27sVi0XDm3tjhBa8PauYWMGdhaP2kSRg1fQYJbk2rdifZLQuMq8HB7nzYSguFILHraGSgsQXWwteBVv3Kozhq8yi7jlZtfzR/SX3lg3Hi5bjVQfA+DIt6Gzdszuy7JQZi87jz2q6wCAAUGhOGsed8zV//2cXlFYxrSykxJt7I27PSoxREBK/f9Kw7nsORjmbLjLvHG/vVhRSsIyDKkeRDyIDy9az6Yff9fpYMb7M4/+siPLrkNP/Zc75q6hz/BbPbqjyp17oiF4RXsSWR+wCSmm6tOGnd1c0DnYrzfXJmLN1R6YVrfdoJbm/bKmspco1uRDkI80/+OCCuo+cLFpu7lXcuSyaKTLF7sjyYN7y7v6EiVHc3q0u8wITE6UeSdi1TnxiW9qrnONVLrxPW3Qe/v2s575OF/GWLVsGcqOYFYY/uqg5rR0fLlqWrUNEwawwdD4yr3s2rceFxLUqY7HpqUPix6drpmXGvbrhzWlJXXt+8GCBc5EyV9ALfnqy4o/f3iXFxFFl2S2h8YkkJG/uF8QoUEoNDaYEZGpQKzBqsJHjXNN0nrNNT7y0fVYLJvmQ8vFJdnLT+U9Ng3sVUuBehTF8lWld4HjVcn9ec7rquHvesGk9Va5wLvLhsoY4bOkfjjMWTU+VGZQSXKtydIpses975xs6F9gtMtoQOFu2fONwgguRItP88HjFPS3RUqKEpPaBcaY5rT2nm46dgxFZBCMV09xQZoa+D6w6z6wwjMsMFwJGqc8VUf46Fwh+2XP+KjnR//5jf+fAvwT4FzucV4fn2fJ4Omdu7hy9h2XtubVTIaVCSfjgYkPnA5nV3ByXFFayVxkKrdmpLD4kFnVHiJBpyazMaHuPNZpJaSiNZtP0jHPFjcrwjWu7ZFYipUAKwbLp6fxHhj9THddm5Rc+x8974T3PDcg2H2vLlq8fD22iAM7bji4MsnZ14/EpEjGDZJyQFEajFbgIhdVYq9gphvzmWZnTeY/WoBEc10Mn1/2RZd64wUGpMqpM0njJygXOVh2lLri5P8IowX6VMyktUkpiTE/Yr9wocqvoXCQBhR0c/4fa0E+zbHoKqx7ZrWdFul6F3NNXYQxfZTad58Pzmh8frzhbtzQ+kFmFEglj9aDTLBJaRkqrmLdwsm7ZH+V8Y6/idN0RhSJEOF11Q/OzFCAptIabOxWr1uF8oneeSOJoVHC+6ckmgnXn2CktZ7Xj5ixnXFiuTTJ8FBglMUay7gJu1WJVwdHEfO5ap6+T4/w4X/acv0o6x9976tD/IYT4v1/weF4Zrrrl8aztg8Y7ykyyW2b87GxDYTU/Pllwc2/Em3tjeheZ9x1JWNadZyMDRaZ4sG5YbBwfnq+ZFIZxKRnnGXmm+N7RiIs6UuaSByvHnY1DnS24sTNiklvONi0xJapM43zEp0SmYfaMu7Dn2db5PBfe89yAfN3ysbZsed153CbeXzScr3pSgk3rMVrw5mxM4wMfnG+QUlEYiQue65OK3CrKbGjXPc4t53XLHx6vMQJ8DOyPLWfrlpu7Fbd2Nf/EOzsoEmsPF22k6zxaCeoYOVk2HE5LEqAV9CHQ9BH1lHNxbVoAfMzxeNpOti4ghHhCe/dZka5XIff0VRjDV5m67zldd9R9oOkid88bfPR858YMIwRCwo1Jhk8FqzZwvOw4HFu+czDh3rLjH945Z7fKaXpHbjSRyPVZzqrxfPtwQq4kd1cd55uWSZFxUOVMSk0gUWrFtw4nGCURMVG7gDWBVe2pfSTXCh8jSgx1A4/3rXudU3i+7Dl/lXSO3cceSuAfBaYvfESvEJ838vqs7YOTdQcMFbs/W2yoncenxKzIIEWkiAQSldVYKWj6wK1ZyQcXDa0LfHC65nBc8pOTFd+8PqXIJd89nHK6jAidOF30SAld4zg3iknpyC4LGc83HW2f6EJkkhs2XSAlwTevTZ77HK/CZznnX/d8rC1bXncet4kuBLyPWC0plGTtPPPaM8s9i65n3XkORoaLTU9hBLulwQXJB8uW7xxNOVm2nNcd81WPC5G9sSWTCTuyjAvFP3JjRttFVn5oIb6pe7QWWCQXq54UYVY6Om94sOjYKRNKSeo20PvApLCPbNAnFSE97FwoAJPpR91fH+fpSNerkHv6Kozhq4xAIiWcbxweKHNJrgt+crJmWhlOVi0XVUGZSa5PSn75jR1yo1k1PT89XbCqAzF1GAG51YSQ0Epxayej0ILfuXOBQvH2/pim86y9Y19mTDKFNYpJpjnZeDIjWLeBddew3PQoJUkMxbplbpjkGh9h3gydPF/nFJ4ve85fJZ3j7zHkRAuGNI6f8pHU3deWz/PFP208XRjkmYSE6AOzzLCse2Y2B5HYq3JOV44EZNrgIiDg/YsaSWK+7tkd5/Qh8b2bUyaF5ldu7dCHSCoED5Y9q84jpSDXElN7Vk2PEIJ14zlZ9azbwKyyGC0vtSs7lnXP5BO6cL1oHl90yqc0Jb/O+Vhbtmx50ib6kLioW1Zty7ILzApDipH9Sc7xg55cG2KCEBJBi6HIsHUcFBnn65Y/uL9k1TquzXLuzzuWjeNPvLXHbqXZvyyw/gd3lxgleXu/xBpF7yMHk4zeRU7XLTd3choXkFLgI1S5JDcSHxLFpa7uJ0Xvnj7+0TL4JM+KdH2Ztu6Ttu+39vb5meSGkdGMM8WDZcPIWrRM2CqnCZ6JtTTes1uVnNYtxERlAxcbR6YtOxXcX7aEGPn29Slv7JTsji1To1nWiTdmIxZNT2EUZzIxzTMKLdktLI2DqjAs+4hWgs55Rrlh7SIzo+hdREhNDBEXEr1PhOiJIVLm5mPn8jql8HyZc/4q6Rxvv7RRfMV52nj6MDiPmzoybz1WKW5NS6ZFho+Ge6sahSAJyTu5pXYRLWG+6YkkzhrHNS3xIaIKjdWaZR/44fGaP35zhg9DVXpCYkrLSd1hTgU39sFqDUIQgMZ5em+GtqBS0obIx2PRL55nLUbPSiXZsmXL15PHbeKm89yfb+i94KLuLjWWNVIKbs9K5rUjpoTWilllcClipGLe1CglCCmxbDxGD91bQ0wgEgHF795d4RLkVuEDnC47nBAYKTlbdmRWsTcuyJWmsBoQ+JgG59lqjAKp5CcWI4mPOdAwxCfTMzvBPYsvw9Z91vb91t4+H5PS8vZBxfunK0a5RcjEfNNzvGiwRrFTZhRaMcokKiqWfWBRe87rnjsXGw4nJQjB7iijzBRSwA/uLri9U+L8cJ2cb3omuaV1kUJHQkzsTUqEVBgB0yLQhohEo4UiEcm0pPOJro8kCztqkJFMADLRXkFh6+vKlzXnr5LOYYB/C/inLg/9LeC/Sil9vJf0a8bT2wdaCZQATyDGxH6V8cHS41Ng1XtuTEtSjEzyDG0kZ8ua07Xj/bMN7x6OmRWJzAoyNDtFxmFlWdcRgWDd9BSZQraCpgssasesNJhMcrHxHIwUO4XB+Yi41GctzFCxm6uryII/H8u652zTP5Fv+DptJW3ZsuVJm7hYt9xZOOabnroNtClyfVYyNpY3pjm//2DNyaZnWipuz0rOVy0RwU/ON2QSSqO5tVNwtunZqQoOxxm3d0pO5z0BqN3Qdnl/VCCVxKREBhxNcnxKVFaxN8nIlHyk6avVRw6FluITo3RteNqBHigy8+j/fdFI1xdp6PXw/7/O2/cvm29en3FvUbPsA84llk3Pd27MWLUOJQVHE8tuafjRac0PH6wY55aQIjtVRiJh1aAXfWNSUHee1icWTeB801Bmmrp3uJCY1z1dHxlbxfGiY39SYIyksIacyKr1dMEzyi250WilqKzCKMk4tyQgN5LSGmJ8cj5sU3heHldJ5/gvAQP8lcvHf+7y2F940YP6KvLk9oFBiw4pBGWueX++IQY4rx1CJDrv8UEQY8eDdXoka3N7t2TdOt46HKGl5OZOTvJDtfofHS/IjeLB2lEYRaYlqzqQFYLSamJI5GYodKgyzchFehcQUuBCojDqmakcL5JF3XNR99T9kFf4MN8QXq+tpC1btgw2UdQ9bQxsGocS0MbIsvGcrzvSHtRBEUlYLbg2GXG26fm9u0ve2qsotKLtPLmO3NoteWO35PbeiJsTxQfnHlTCGonyEW01MSVaH5iWBhkFSQyRud1xjpGKzCqED5RWPyoK/Kxc6FxJmo9FonlhW8QvogBsq8DxcjlZNhRa8/ZBxv1zx/UqY9UHQoqUxqBTYtUm7swbfnKyobIde2PDrLR8+9qYbx6Ocd4jIixaj5EJLUBLRe9gryr48LzBKEWZSaIcUjMg0flImUkmWca0HJx4KROdC+xUlhuzEiWG9EmtPip2rewgzZgY/IGtA/3yuIoT/SdSSr/02OPfFEL8wxc9oFedT4saPP54VmXIODiwZ+ueGIcsunFmqLtAlWmsUfjOo6RAKVj1ieAjMSaUFhxUlveOW+rguD4tyI1k00UKA2/MSiIt40yRW0lVGKxUVNYgBbyzb5gUZijmsQqjFOfr7mP5yS/ye2n9kxGezn+0rfS6bSVt2fK607phGzpXhmlleO9sQ+8Di6bj+qTk3qrhtiqwWnIzK7i/aint0OltXrdYJSFT9DGRa8nBKOPNHc3pPHBvWbNTZhyNcyrj6VzEKIEARlaRYmI2MsxyQ5UPBYiTwlJlimlhP1OBAwYHe1Ja0lOO7ouK6r2oCPJWgePl0brAyarjdN2zXnuO1w1aKjKT8FExNZq1h1IGMgXXpxmtSzgXMUKSS4UwiUXXU+WCedtSGk0XAtPcsOk8O6Xl3qpDSxjllllh2Rvl7I8sfUiMc8s40xSZIvhESnEonNWaWWGwWj0xj5wPQzFvSOjLNA/4uOrMlhfDVZzoIIT4hZTSjwEu236/Vj1ErxI1yI3CGEXvAglB3fXkRpOISDl0FDRKkmcKxaATPSssfQhcHxdctD2EyLgQ0GqETIxzxe1ZwY/PNlidcXOcDcWDMlEoRWEVlZYU2dC96OHYlk3PqvWklHAxvRS5m4dRD6MUuYm0bviewuUCuL1wt2x5fXhoK1sX6EJEApPMcLzqKIxhUmlm1iJICK1YNz0uJASCNw9KHiw6UhLc3imRUnBrVlFmgtAn6hipMkPtPd068M5uyXSkuX/RUWSadROYTQr8ZSOVw0nOOB9yorUU1J0f5O6yJ5e/TypGellFSi8qgrxV4Hh51J3ndNXy4dmak3XP/aWjtIEqV9yYFoSY0CFeyh5Kbu5UHC8bcitpY8AaSbPxGKWG3eA8wyjBWdNTGYXWgjuLGiMFXDYCWtWBgxHcmlX4lPAxsTcySKGYB0eVGfLLwNilJgFaDjeQMUaOa0cfIplWCOBs3TMr7RPqWK+L3N2XwVWc6P8A+C0hxE8Yfrc3gX/jeT9YCPHvAv/m5Xv91yml//x53+vL4HmiBqMCrs9y7qwajMhQStH5gJGCwkqOly3LtiP5xN60BBG4MSnoYmCaGSISKTRFHqk7D0LwYN2TG0VpBEpqci1AKHofsFbRAzrCwyBE68KjxisPo8QvI1/u8ajHODfkZrgT3i3tS08j2bJly6vD47YyN4rSSiZWcSbgO0djAASCs7pHS8EEwcYF3jtZUWWKWWnZrzJq13M4zvFpkMd772xNaQ135zVH45yJtcw3npN1R1koMqOY5IpMK2rniAjOGg+yI6ZBZ/ds06PEkAJnteBwnH+uAryX0unsBUaQtwocL4fjRcuH5xtWLrLuA7kR7JcZPsCPzlY0nUMgmTcd4zyDFBiXFikSb+9VtH2iSQEfInfOa4SEw3E+aDynSB8iezbDx8BemRFTYmwH5ze3igSECD7Axaa5/H0t667DKImSko2WVJlm2fRses+yHm4Sex0orWFeO3KtHqUtbTqPgO26/IK4ijrH3xRCvAt86/LQH6aUuuf5UCHE9xgc6F8BeuCvCyH+WkrpR8/zfl8GzxM10AJKkzioCpaywyXB/jjDk9h0jj+4t0QqwXdvTDFaopB4ElkSaJG4t+g5bzrur1puTitkF+hdZFYaxoUhImh6T4iJKBJVbiCloZhBD4Y4XI4vN/KJ5gAvOl/u6WiIUYpxJrcX6pYtrxlP25YyM1TZ0E01Bbi3ahkXijd3KnyM3F/W3J+3TMqMVd3Tuo53DxW/8tYhTR/JtWDVBP7wwZpf2B9zsvYY6diXgp2RxoVI68SgVhAFLkbmTSA3EpFgXveEEJFC4GLCKInViuQHXd3MqJ+L0/miI8hbx/nF8mDZcF73XKx7MinItGBiSpSEgGdih9bbi7pHIpFiCGhVVjPKNBmKD+Y1t3dyNq1n2ff0PlJbzQcXGw5GGZXS3FnUnG9avntjSqmHXeRRobnYdIxzQxcidRe4qHsQAhcGkQEfB/GAo0lOTEPhYdt7Yhr6U/Q+IS6bSid4opPxuehJsI1IvwA+04kWQvyplNJvCiF+9amnviGEIKX0Pz3H534H+L9SSvXlZ/w28KvAf/Yc7/Wl8DxRA5ciRS5xMaKUxPnAcd3iw9By9tZuRd333F80TIoM5z3fvTbBKJi3EaU8PiRG1qAk9F3Ep0hIiTaA956RkfgU0UaTBDT9kGNtlWJaGGKKxBjJzZPKHC8jX24bDdmyZcvTtqVpHT4kNp3HaonWAi0VHyzWjPMhH3TjPG3nqQpNYQ1aGXof8d6x9JLOB44mBS5GjBYsOo8DJIJZoREyUBWGRe3QCqRIzAqDkYmz2lG3HiEFQsAo04xzjZKKEBN15x+leHzZRVhbm/lqMkRsA30IIGGaS3SURKn48cWGn56uLnWZE9dGBRvXQxraxe8WFoEgSkGIEaUUPg3qG6s2UOhh/g01Qz2btifEhJFD/v975w0XbeRi01NmBikEB5OMKjMs6o5TF9gth7z+ygiWjaN1gQiPgmhGDFFsAKsFKUYWXXh0bbogWHU/vxvIrxOfJxL9TwO/CfwLz3guAc/jRP8u8B8LIfaABvjngb/7HO/zpfE8UQMloHaCi6Yj+sRJ07FbZNxb1IytYt44bs5KFm2PkpGDWYU1ig8XDSebjl++tUPnIg/W7VCgpyVGS9y8YdUGJtYwKTV4EAn6fohUhwTr3uNjwujhYprXntzEIdXiJebLbS/ILVteb562leebjmUbKJQmUxI7lvzd986YlTn3LupBB7/pybRmUTv2Rzm5FZRGsWj6Qc0oRXofqJ3naJxzXrfkSqK0pMokFyvP4UyRkqbpPALBphn0p9veMy40Rpkhau0HLV7B4Czdd4GHwfPsMsXjYbOoL8Ox3drMVw8fEzFG3jtZ8/5ZzXcPSsrScm/t+H/fP6ePAi2HdbZ3ke+/sceP5yvwmgerlllhWbmezErO10Ojs9YPu8hFpulDIFOSLgzdM9++jCbfmbe8tVMM9UsJztYtRim0BCUlXYiICIJEriQuJO6vanKtaEMkk4LpZQFtBGaFIcTE6Xpo0LbpHdPcIBkK/5XouD4rf95f91eaz3SiU0p/6fLPv5BSeiGFhCml3xdC/KfA3wA2wP/DM4oUhRC/BvwawBtvvPEiPvoLcdWowaaD5crj/aBVyhqOFw0ja7BWkwUQUnB9VvHWbkXTDpXAKSW+sT+i7wKllXzn2pizVU/tA/N1yy/dmNL5RGmh6z15ZlhuHJmW7E0LCqPYNJ5WJ8Y5TArLqunpfGRG2m7hfEm8avN3y5ar8EXm70NbWXd+aPoUJNaAUpIPLjZcbDxWOe4vWt46qHjncEzvIykl3j0YMc41D5YdLiZ8jBRaU0wVa+eRJN7YqzBCUPeBpk8cTjRGSbouMC0UuZOc1j0XjUNLgVaKzjsqOxRgwxDkAPCPZZ8sW8+6XTKrLKUd7OTzFmJ9Uf3nLV+c553DWgqWtePORc1RlWMyQeOGwr2qsGxWHT5AphS7VUaP59Z0KAQstOR43fLmrOJ03dH2PX2I7I9yQgicbTqkSJSjnKPccji2iDTI0+5VBqMVXQjcW7R0fWC/tMQYMVrR9IHWBdZtx8GsHG4su0hK0PlIJwRlPqhyHI5zSjs49bmRzDdDWohzESUlhY2Mc/1I3nE7V5+PqxQW/lQI8deBvwr8ZkrpCyXVppR+A/gNACHEfwJ8+IzX/Drw6wDf//73XwnRy6tMMB+hSyAkFEZRZoq6E5SZxMhEZyTfPBiTWUkKknubDUoKMq2QSfDj8zXXpgWny5ZJbjjIDPvV0KBl2TuWXRwKZ1JHmSmU1BRGkWtFf1kRX0Y1FBx0Q2R63giMVp+4KDw0/DFEpJKPLqrtgnB1XsX5u2XL5+WLzt/cKDadJ6ZAphKTwtL5gADe2h+ibUZL7p63fOv6mKNRRpVpro0tv3e8pvORQgn6kLA6MjIapQS9H9R/AoJJYVBC0rlE0/fULqJExArJrND0PiKkIMTETmWxWnBQZcwKTaYVaxfoLp2IVeOonSdTioQkRME4N48KseFJR+PTbOInKTlt7eiXy/PO4dwo5nWPEYJxKfn9+zX745zjRUvbeRSCUamprOSt/ZLbuxWnq46784Z1ihRWs+4dSIEWQ+49Ca5Nci6aHmslB+Ocuvf84YMFzkOIke/d3MFKOKvdIxWvTeuwWqCVJMaIVpIP5h2Nh1GuKayic5EyG/pHWCUoM82syth0fog4S0EkERN0IdH7j1I855sOIT9K99yqd1yNqzjR3wb+DPBvA78hhPhrwP+YUvrfn+eDhRCHKaVjIcQbDPnQ//hV3+NVN0ijDGSIfP/2jM4DSnCxbBFCkATMcgkJ1q3nfO242LRcH5fUXbhsJaoIKXF9amk8FFKwdI7Oaw4qS4iCedNjjaLpAuPc0vSeXEvqPtKGhALqPhBiwqdESoNz/6xcqIeGf9n01H1EK5gWZkjaETzSnRxnZiD6DlcAACAASURBVHuRbdmy5TNxISBE5HAMXVLcnQcqqxFC0Pb/P3t3HmTtthf0/ftb65n21MM7n3vOPZw7MBjxGvREiWKJU7wKgQQISLQMaryxNJNJYRGtkgSTUsshMVoVuRQIBiSBIIWCGrCigkGgLiBDAoELdzr3DO/Q056eaa2VP569+93dbw97v+/u7r27f5+qt87p3b33Xr17Pb9nPev5rd+quNPJqFzJrU7Kp/YHfHa6wcOB41O7A7IoIuulvHVQYMj5zHs9OqklJaIMNSJCZpuKHHntaKUxeV0zyD2jquROO6N0jiQRatvsprrZialqx6O+Z1TVREYY146yDngfyGtPO/b00ohR4Q4XZO8OC1wIhzGQAHH0NH7ODjxOq+RUHoyPbBWug5XVdTAqqaoDXtmM+eR+RWwNg7HjTq/Fb8wifunNAyQ2bLcSHmy02DuoGFQ1WWwpKyEEj/cG52uSOOa17Q5JZNluJxwUNe/qtdk5qHhzMMLVwu12Qr8oKaqaXBKch3FZEUcRNoPbGwkGGBXgvJssHPSMi4rNNGIUfLPgUJo0qF7W5ExPe1vtm8IDpWv2oejEliSy7A4KsqQZC0w3a9HdLhezSHWOEfBdwHeJyDbwN4B/ATzvJ/09k5zoCvhTIYS9RZ68jJ2eLtL+qCQx8NLtiI8/qfnFtw/olzWd1NLLDM4Jd3sJnTTiU3s5g7LiXq9F6RxF6XmjGhIQ9nNHEgkHo5pf+1KP290WkQh745rCOQ7GNRsBbm9kZLGhrDwP+2MGRVNK79HeiDixtKNmwcxYHHvjCiOBV293n27NPQn8/bzk4UFO6ZqL9oNhSV47NtopaTT9Wa8LEpRS5xqWNZ/ZDnzkkeFf/upj9scOg+dWN6PTSnhlO6GVWCJvSG/1iCPDW/0hm62Usg7sj2sSa6icZ39cEQL0xzlvDXLw0M0sn3N/g71ByYPtQCaw6xxPRgWjsmZnVHKvm3IrTYgQNjsR/bzmjb0xLgTSCBJrGRXNhEzpmllEL9CKIqyBzTYcjOvDvOmidngfeGkrA5rJhcrJYUw8qfJRXjlCCLSSp6dcHaysrk8+6vOoH/iFhyPe2M/xoanucqudspVG/Mb33uHt/TFZHPHLOwe8q9vG1HBQ1OyPxrzv7hZv7Q/JkpjUBlqJxYgwLGsSY/j4zojNNOKd/phOkvBwkBNbw/64Zlx7xoWnm0aHudBlWbMz9nz0YZ9OGhEC9FoRAcEJbLRi2ollM4vJ4iZFY7MVE6URsYGBay7fWpEhIFTe4XOIoyaFKY6EXpYcrpvS3S7nt8hMNCLy24GvAj5IsxDwK5/3jUMIv+15n7usnZ4uSl45Hg0KhMCndzy/8NYeH/nkPgLc6aa8vJ3x2nabu+2MYe7YGeYYI8S2KdPUbVsGuaefO954MuTdd1u005g4MnzyyYh7vYyPPh7wvjsdjG1K2QSa2qdF7TBe8D5gIsuoqDG1p0wCd6yhKipKF9gZlrTT/HBWufaBfl7xuF/yeFBS1I4QYLMV8bBf8q4QeLDZmfx+Td3qVfislVKrq3jU56ND4Sc+tcv/++k+O6Nmncf9cc0HXtlmqxMTBQNGCIVnL6+pvSe1ljee9ImMQYyw3UmQEHj7YMygqOmPSnaGFZutmHu95hb5Tl7x3rs93tgbk0WGfl5TlJ63DsZsPUj4xM6I2MDb5NRBmsF5HRiMc+5vZQwqh0Hoj0paSYQEx6iqaFWG2TGF84G8dOwMSszMbfDpIq2TKh85/7Ts6CwdrKymX93d4Rcf5/zYrz6hnRiCCP284mE85jd8xjY/87FdWnFM6cbc32jxc596zGfe38I5z4ONDgdFyVYn5Z39Md7FvLE34m4v5XYnAwnUzoMIRiCxwqf3Cu50U6xp7nIcFBXWNBU0xMOdbsLjg5xWHDEuPXd6CUXpubOdcL+TEicRSdTsDOxpXjOLbVN+zwitJOagyIkjQ2YNZWh29kyssFfXlHWgqJuUpSx2RCa+2j/AGpl7EC0iHwd+mmY2+mtDCMOLatR5lrXT00UZFTV55XnSF97YH/L2fkFRNt97a79gI4uQW0ISGX55OKD2zWKEovJkcZPCsTesmtW13Yxx4bnTjtgrmouEcV0TPOyOa17ebJGXjlsbCak1tGJL5T0eaWqgRkLw4ENgd1SRJU1ljiy21C4cXnx4N7PLYAiMJ/+/QSAARdUcZNPZ6NX4pJVSq+yXhmPe2vPsDSt2xg7nYZB7hBLnPZmNGBYVvoTSB54Mc0Dwoal3+8bemI0sIhLhdhZTeccwrzDGEkeeom5mqOPI4AKM8pKdUcl7b3WovCeKDJ3ENFuCm6ZO9EHhiK0hsoJzgQoYlQErQj939LIIgqebpvTSlCSyjKr68HeyRqhDs/NrK306iC5daKoonVDJqZNa4NlBtG7NvXo+8quPebTrORiW7OcVd3obfPSdfbqTiaydQc2nd3Peezfmzf2i2afBCx5p+uNoxLCseXm7TRwZOklMbAz9ccVWKyY1ESOadKT339tkf1SSRZZWYrjXS9kf1txqJdzqJYxLRzuNiCLD/e2M/WFFZIXtVkY7s7x7u8VLt1u0k+TIVt/bnfRwsnGjlSCUbE1K3nbTGOebRZIBSONm7DHdUyKS1UyPXVWLzER/IIRwcGEtWcAyd3q6CJMUYnwAH4RRWbPVjng0qgkOkghu91L2B46DvMLaZiGD82ANDIclm+2EVhzxqF+w0Yp4aSujrgMmbq5e37XVopUYbncSsi3LK1sdbndTBnnFk1GJD24y0BVu9WJCEIwROrFls5MQWXu4g2HtA8Ya0khwSXMLCZicaAwbWbOifXqQpZHQSRe6iaGUumH2RyX9ErCQlyW3OzHvHFSTmTK41U7Ae3bGJd5Bvyy520vYHZSMa8+dTsqdTsZeXlJ7TzuL6Iaa/ljwQciiJqYNiop2HHF/I+PBdovPrnwzSAjNDHBsDZWDdmxJIyGqII4MBoiTiLLytBIBYkoXaCeWuxsZm+2YVmLZyGLGMzu/ppGlHTmS+GkMTCM5kspxUiWn4ymIujX3anoybO4i586x1U5x3iPGksaGlzfbk5ldS142aT2CoZ1Z+nmz91yaRM3gOY0ZFAV7eUkUwXY7pZVE7I0qksiyX5RsJDHv3mrx7lstYjHYILQyS+KELLEkRtjuJlhr2W5FbLVSQoB7vZTNTsz77nRJoiaPObaW2D7tV4Pi6YWfMYb2JJUosUKz1Yqhco5uGpNFjixuFiluddKr+NjX1iIjoQci8r3A/RDC54rIB4AvCSH89xfUtlMte6enZeukEVag061JYnjfvR4ffdjnpW7E/c2Y3/TubW4lwi8cDHnQTenEMaOq5vGowEpEmkbsjUtcEbjTS8liQ4qwvZE2FT5Kx7B0bGSWB5st0sjymfe6tLOYt/dHlM7jnGdY1GykMZ9xqwsEijqQxNCK4yM7GE4vPjZaCUnk8KFDZMYYY9hII+71mpX0hwdZK16Zz1optXqezoJFvLmb8zkvbTMoHnN/IyY18Pp7bnOvZxGE1Fj+vyd7bLUyHg5L3n+nx8ceH+BCoHIVr2y3SaNmEDCqIu5vthgVnq12QvCOLI0xAputlKry3O+l5LVnu2UJHtqtCEHYbMe8tJ2xXXrqOrDRihjXnle2MowR8soTG+F2LyO1lnbcxLqNdtLU2h9XON9UOrjbS5oKIZOvp/FwdiLneIzUjVXWw+1OyuODPW63MkabDucdL23GbLRSNloJH390wPvvdSmc5w4pWSZ8zr1N3ukX3OoKB3lNL4253YkRCQxLRzdLEBF285L7vRZI4JWtNm/v5XhgO4tIraXbjcAL48rRii2tuNn90EmgFcfkleN+N+X+VotOarm70QI4sV/N9kU78//t1CKlo6whiyIq34xZNlrJSo2j1sUig+hvAr4W+EaAEMLPisjfAy59EA2rHZCy2LLVjnmtusdn3fNYsbx6u40VeKmbcu+OMOzDa7e77I1qDJDYmJe3WlQukFghjoRB4RAjbKWGl+9ssJlEeBFGVXNgb7ZSeqnlbi/j7kaL/VHJg802nTQir1q8r67ppsnhghdDOKzSMR1Azx4001JP79pq04ojau/YaifEtnluK41X7rNWSq2e6Yzs57//AU/6v0pdx/y299+ncI6NLOGljiESYVgHXt1KudW9zzivSFNDcMIrWx3ePBjRjXt0Y8u9zYSiDLy61aEVGXLf7ErYjpoSeIULbHViksiSRpYQINAs5BOBsnJkacR2K6GdWKyxRBaca8rsORcYVU2aRxoZksjwYLN1GOs228kzG7A8z8yyxs7V9/p777A/OGCnF0hMjyQWWqmlqgLBBzqv3MJ4JqUTHXc3Miwe6yF3ntuZ48Fmi62WIa9aPBpUeGkGW7e6ESZAlhg2NmJe3sqoPdzdSMmsJY0jsqRJHwo+0MsSXIDaO2JracfCnY32M+fhk/rV7GRjFlvKuqnqEVtL3LJAoJPGz5SzVYtZZBDdDiH8hMiRlIn6tB++DKvyBz+p1N5WJ6Vwgd/5b7zKy+88pt+viSy80jUURLR70K4dL2+1SCLLVpbSbVuMaW7hVK4pjO7Fc28j426v2VVouj1tbOSZjj+9sOik0Zm1TE8rDTh7YbLZahYWrOJFirocr33dDyz8nI//pS+6gJaodTFbZ37qiz7vvfzsG29zMKghQK8DsQFPxpaxjEMgxlIb6KYWawzjoqZfViTWsNFOSawlr2s8AamFapKuZkQmg2VLL4uxpqmDT4AgkyzkaX5dgCSytCepaNPYNv3/8wYTOrN8c/yuD7yXe+1H/PLeLkVl6GQexFAUsN0TRmWgLCDJIDURsbG8/yWD8UJJc0ejYyIkeHZrTysSNtsZELCRpZs2i1Wd8ySJpZMkhymSi/bLs+g5/eItMoh+LCLvY7KmTES+AnjrQlq1Rk4rtZdNbgXmtec3vPoAaGYqZsvwPU+d60VnOuY5GSzy+kopdZLjsbCq3WEt5Q+88uCZ+PeiVmGfAI2X19eve/9dXh1tPnO3YRmb5hw/Vi6yD2sfvViLDKL/FM3OP58jIp8GPgb8wQtp1Zo4r9TeeTMV2rmVUtfBSbEwjiytyFzYrWKNn+qinXYOf5G+t+oletVi5hpEi4gF/mQI4XeLSAcwIYT+xTZt9c1Tak8PCqXUdXdaLDTW0NVKPmqNLfscvuoletVi5opuIQQnIl8w+f8rqw+9aqZ5S3nljqzSXpVSe0opdZFOyoGepbFQrbKrSAla9RK9ajGLTBH8tIj8A+C7gcOBdAjh7y+9VWsiiy2P+zn9fKYQv0AWZ1fYKqWUunhn5UDDapUdVeq409YzXbRVL9GrFrPIIDoDngC/c+axANzYQXReNSeNrTaHOwXF1h7uWqWUUtfRVeRAK7UsV52XrJVdro+5B9EhhD9ykQ1ZR9McpulOQccfV0qp60hzoNU6W4W8ZB04Xw9m3h8UkfeKyD8UkUci8lBEvk9E3vO8bywif1pE/h8R+XkR+U4RWbscCM1tUkrdRBr71DrT/quWZe5BNPD3gO8CXgLeRZMb/b89z5uKyMvAfw68HkL4XMACf+B5XusqZbEli45+hJrbpJS67jT2qXWm/Vcty6I7Fv6vM19/u4h87Qu+d0tEKqANvPkCr3VllpnbtAqbByil1DwWiX0a29Sqed5zt/ZlNWuRQfQ/FpGvo5l9DsBXAf9IRG4BhBB25n2hEMKnReSvAp8ExsAPhhB+cIG2rJRlHEhXtVJYKaWe1zyxT2ObWlWLnru1L6vjFhlEf+Xkv//Jscf/AM2g+r3zvpCIbANfCrwH2AO+W0T+UAjh24/93IeADwG8+uqrCzR1vVz1SmF1MW5K/1XX0zL6r8Y2dZWWGYO1L6uTLFKd48xFhCLye0IIPzTny/1u4GMhhEeT5/594LcARwbRIYQP02w1zuuvv35tS16swkphtXw3pf/Oeu3rfmDh53z8L33RBbREvahl9F+NbeoqLTMGa19WJ1lkYeF5/vICP/tJ4PNFpC0iAvwu4BeW2Ja1oiuFlVLXkcY2dV1oX1YnWeYgeu6eFEL4ceD/AH4K+LlJOz68xLasFV0prJS6jjS2qetC+7I6yTKr4i90TyOE8PXA1y/x/dea7mCklLqONLap60L7sjpOt5ZaIXpAqptI86ivP41t6rrQvqxmLXMQ/fElvpZSSp1KB95KKaWumoQwXxaGiHzZCQ/vAz8XQni41Fad/P6PgE9c9PvMuAM8vsT3e17azrM9DiF88Are94g5+u86/B3XoY2wHu2ct42r1n/X4bOdpe29WOe1dyX6L1zJGOJ5rVMfWKe2wuLtPbf/LjKI/gHg3wb+2eShLwR+kqbW8zcc281w7YnIR0IIr191O86j7bwe1uHzWYc2wnq0cx3aeJJ1a7e292KtW3vXwTp9puvUVriY9i6SzhEBvyaE8M6kMfeBvwv8ZuCHgWs1iFZKKaWUUuo0i5S4e/d0AD3xcPLYDlAtt1lKKaWUUkqtrkVmov+5iHw/8N2Tr79i8liHZuvu62Zd6lZrO6+Hdfh81qGNsB7tXIc2nmTd2q3tvVjr1t51sE6f6Tq1FS6gvYvkRAvwZcAXTB76v4HvCfO+gFJKKaWUUtfE3DPRIYQgIv8SKGk2VvkJHUArpZRSSqmbaO6caBH5SuAnaNI4vhL4cRH5iotqmFJKKaWUUqtqkXSOnwF+z7QmtIjcBf5pCOHXX2D7lFJKKaWUWjmLVOcwxzZVebLg85VSSimllLoWFqnO8U9E5P8EvnPy9VcB/2j5TVJKKaWUUmq1zZ3OASAiXw781smXPxJC+N4LaZVSSimllFIrbKFBtFJKKaWUUmqOdA4R6dOUtHvmWzSV7zaW3iqllFJKKaVWmM5EK6WUUkoptSCtrqGUUkoppdSCdBCtlFJKKaXUgnQQrZRSSiml1IJ0EK2UUkoppdSCdBCtlFJKKaXUgnQQrZRSSiml1IJ0EK2UUkoppdSCdBCtlFJKKaXUgnQQrZRSSiml1IJ0EK2UUkoppdSCdBCtlFJKKaXUgnQQrZRSSiml1IJ0EK2UUkoppdSCdBCtlFJKKaXUgnQQrZRSSiml1IJ0EK2UUkoppdSCdBCtlFJKKaXUgnQQrZRSSiml1IJ0EK2UUkoppdSCdBCtlFJKKaXUgtZmEP3BD34wAPpP/y36byVo/9V/z/lvJWj/1X/P+W9laB/Wf8/x71xrM4h+/PjxVTdBqeem/VetM+2/at1pH1YXYW0G0UoppZRSSq0KHUQrpZRSSim1oOiqG6DUi8grR+0DkRGy2F51c5RaiPZfpZS6Oi8agy90JlpEvkVEHorIz5/wvf9aRIKI3LnINqjra39Usj+uGBY1++OK/VF51U1Sam7af5VS6uosIwYvNIgWkS8QkT8y+f+7IvKec57yrcAHT3iddwP/DvDJRd5fqam8cuS1P/pY7ckrd0UtUmp+2n+VUurqLCsGz53OISJfD7wOfDbwd4AY+Hbgt572nBDCD4vIayd8638E/gzwfQu0ValDtT+5+sxpjyu1Sm56/33t635g4ed8/C990QW0RCl1Ey0rBi+SE/3vA58H/BRACOFNEekt9G6AiHwp8OkQws+IyKJPVwqAyDR9J68czgfsJJ9p+rhSq+R43t1p/VT7r1JKnW0Za0mWFYMXGUSXIYQgIgFARDoLvVPznDbwZ2lSOeb5+Q8BHwJ49dVXF307dY1lseVxP6ef14ePWYEszq6wVUdp/1XQ5N3N3jYsKsdmO6E4djsxi8xKLS7U/qvWnfbh6+e0eLqoLLZLicGL5ER/l4h8I7AlIn8c+KfANy30bvA+4D3Az4jIx4FXgJ8SkQcn/XAI4cMhhNdDCK/fvXt3wbdS11leOeLIstWO6KbNf+PIrlROqfZfdVbe3WY7YbMV00kjNlvxc50ILpL2X7XutA9fL8teS7KMGDz3THQI4a+KyO8BDmjyov98COGHFnmzEMLPAfemX08G0q+HEHQrIbWQad5SbC2zF443JadUrYfz8u5WaeZZKaVW2UWsJXnRGLzIwsL3AD8yHTiLSEtEXgshfPyM53wn8IXAHRF5A/j6EMI3v1CLlWJ5+UxKXSTtp0optRyrGE8XyYn+buC3zHztJo/9W6c9IYTw1We9YAjhtQXeX6lDy8pnUuoiaT9VSqnlWMV4usggOgohHFaiDiGUIrJaSXzqRtlsJ6S645tacdpPlVJqOVYtni4yiH4kIl8SQvgHcFiqTnOZ1ZW66gNIqXloP1VKqeVYpXi6yCD6TwDfISJ/CxDgU8AfvpBWKaWUUkoptcIWqc7xK8Dni0h38vXgwlqllFJKKaXUClukOkcKfDnwGhBNdxsMIXzDhbRMKaWUUkqpFbVIOsf3AfvATwLFxTRHKaWUUkqp1bfIIPqVEMIHL6wlStHsSLQqq26Vmof2WaXUdaYx7nSLDKJ/VER+3WTXQaWWbn9UHqn/WEy2RlZqVWmfVUpdZxrjzrbIIPoLgK8RkY/RpHMIEEIIH7iQlqkbJT9WQB0grz1p5fTKV60k7bNKqetMY9z5FhlE/74La4W68WofFnpcqaumfVYpdZ1pjDvfIiXuPgEgIveA7MJapG6kyMhCjyt11bTPKqWuM41x5zPz/qCIfImI/DLwMeBfAB8H/vEFtUvdQN578sodfp1FRm8ZqaXJK8egqI/0sReRxZYsOhpCtc8qpa6LZcW4ZcfeVbJIOsdfAD4f+KchhM8Tkd8B/KGLaZZahnVZUTtduGCMwQZH8J6tTrrSbVbr5aIWx2y2E9JTjrN1Of6UUuo0Z8W4eVz2wsTLjruLDKKrEMITETEiYkII/0xE/qezniAi3wJ8MfAwhPC5k8f+AvClgAceAl8TQnjzOduvTrEKK2rn6czHFy7EVgcbV+E6D/guenHMSa+xCsefUmo9rVo8ft42XPbCxKuIu3OncwB7ky2/fxj4DhH5G8DwnOd8K3C8tvRfCSF8IITwbwLfD/z5Bdqg5nBax73MWyn7o5L9ccWwqNkfV+yPyhN/ThcuXL15/1br6rL72Cocf0qp9XSd4vFlxt6riruLDKK/FBgDfxr4J8CvAP/uWU8IIfwwsHPssYOZLzuAjpaW7KoHpot0Zl24cLVuwoDvsvvYVR9/Sqn1dN3i8WXG3quKu4tU55iddf62F3lTEfkfgD9Ms43473iR11LPuuqB6SKdOYstxbHAoYuzLs9NGPBddh+76uNPKbWerls8vszYe1Vx99yZaBHpi8jBCf/6InJw3vNPEkL4cyGEdwPfAfynZ7z3h0TkIyLykUePHj3PW91IV101YNHOvNlO2GzFdNKIzVZ8bXJH16H/3pQB32X2sas+/pZlHfqvUmdZtz58HePxZcXeq4q75w6iQwi9EMLGCf96IYSNF3z/7wC+/Iz3/nAI4fUQwut37959wbe6Wa5yYPo8nTmLLd00WruBxlnWof9elwHfPC6zj12HC8N16L9KnWXd+vB1jceXFXuvIu4uUp0DeHazlRDCJxd8/meGEH558uWXAr+4aBvUfK7ywHvRsjjq8ujf6mLo56iUWpTG4xdz2Z/X3INoEfkS4K8B76IpTfcZwC8Av/aM53wn8IXAHRF5A/h64PeLyGfTlLj7BPAnnrfxarXpwb8+9G+llFKrQePx+rjQzVZCCF99wsPfvMB7qhd0VfUmV63OpWro3+V0+tkopZ6Hxo7nt+6f3YVutqKu1lVt+HDa+677wbLudAOQk+WVY29YUIdwuNmPfjZKqXloXF3cdCwwLio8TxdNruNnt8ggerrZyo/QbLbykPM3W1FX5LJ3Cjrvffu7A8oa7GQAvY4Hyzq7qv6w6t45GLM3rBiUNWlkyWJPL4v1s1FKnUvj6mLyyrE7LChdU7Kvn9dksaGXxc331/CzW2QQ/aVADvyXwB8ENoFvuIhGqRd3VfUmT3r9J/2cvPYkUXNglLWDVrJ2B8s6u271R5fh0cGYR/2SvKoZFo4yckBCFjtia2/0Z6OUOp/G1fntj0r6RcXeqAYgeI8YQ175w5gL6/fZzb1j4WSzlbvA76fZhfC7QghPLqph6sVcVb3J46+fV45R5bDmaVcr6nB4O0ddjutYf/RF5JVjWDa7gE0/g7IOFLWjnsyS3NTPRik1H42r85nO2E9jK4ALTbwFjjy+bp/d3INoEfmPgZ8Avgz4CuDHROSPXlTD1Iu5qnqTx9/X+UAvjZ45MNwkN1pdjutaf/R51T4Q2ab/RdaSxs1n4yaP3+TPRik1H42r85lOmE1jbvP/ltjIkcfX8bNbJJ3ja4HPm84+i8ht4EeBb7mIhqkXd1X1JmfftxUZxrVnd1gyKmusMURG6KR27Q6WdXfT6o+etZA1MkJsmxzovPJ005gscmy1E+50s2v/2SilluOmxdWznBZzpxNmszEXms8uiw2dNF7bz26RQfQToD/zdX/ymFphV9UpZ9/3YGdI7QNGoHKOXppwf6N1Je266dYxSD2P81bMTxe3ksVkcZPC0UkS7mq/VEot6KbE1bOcFXOn8Tavm4XbWeyIRNjqpGv/2Z07iBaR/2ryvx8FflxEvg8INAsNf/YC26augbxyxJGll4Hz9rA6R66LCtUFmXfF/NMZpGhtZ0GUUuqqzRNzj87Yx9cm3s4zE92b/PdXJv+mvm/5zVHXzTQX6vgBo4sK1UVZZMX8dQnkSil1VeaNudcx3p47iA4h/HfzvJCI/M0Qwn/24k1S14muXlaXTfucUkpdnpscc+euzjGH37rE11JrKK8cg6Imr9zhY7p6WV22aZ+rnGNc1lTOaZ9TSqkLksUWQziMt3BzzvOLLCxU6lRnLSrQ1cvqKjgPPjT/VUopdTH2RyUeQUQo60Bsw43ZkVgH0eqF5JVjWNSMq/pwxyF4dlGBDpzVZZkucpntc8f741nl75RSSs1ndlHhkZg7R/GAF6BPGAAAIABJREFU6xCHlzmIvv7JL+qI6ezzsKgZlY4sbsrXTOniQXUVzlvkcl75O6WUUvN53q3Pr0scXmZO9N84/oCIfIuIPBSRn5957K+IyC+KyM+KyPeKyNYS26CW6KQc59nvTQ8AO1k8kFf+MB8KbsaiArV6osP+2NwlmfbfyMippZhO6uNKKaXO5p0/Emenzjr/X6c4vMi2358lIt8kIj8oIv/X9N/0+yGEbz3had8KfPDYYz8EfG4I4QPALwH/zeLNVsedNeB9Hvujkv1xxbCo2R9X7I/KI9+fvcrMYksaNQdM7SYl7W7IooKbbNl9blmy2FLVjn7e3CHp5zVV3dxafN5ZE6WUumyrGmOn9kcl49rjQ6Cf1xyMm3HCeef/6xSHF0nn+G7gbwPfBMz1Fw0h/LCIvHbssR+c+fLHgK9YoA3qBMu+LXLSVeLeuML5QDuNyGJLZITKNTu9RVbYaCXklaOXRoc/o66vVbsVN82t885T+4ALsNWODvtnbJsNfm5yKSal1PpYtRg7a3qXb3dUYMQQW0MWG2oXaEWGjXPaeZ3i8CKD6DqE8L8s+f3/KPC/L/k1b5R5d2dbxPGrwYNxSVkHytpxkFd0EksSWcalo6inm6l47nZT0slsn+5IuFqWuYDjIvrci5iebHYHBaPJQDkyhjhqLu6mah/optHh9rNTetdEKXWWy14At2oxdtb+qKRfVLyzl3NQ1PTSiFYSkUzirbHnJzjMbgN++NiaxuF5tv2+NfnffygifxL4XqCYfj+EsPM8bywifw6oge8442c+BHwI4NVXX32et7n2LuK2yOzVYF45yrqp/ziqPILhEZ5OknC7m5JXDucD1ghl7Vb2yvkqrEr/XfaMxirdipuebJ4MCh71m7DkvKedRPSy+MjF3LRfTy/0BPSuyRlWpf8q9byW0YevYkZ4lWLsrLxyPBoUTYpnXnGQ11TO8yCyFHXz/c1WfP4LcbT0rXceY81aTr7NMxP9k0DgafWNr535XgDeu+ibisjXAF8M/K4Qwqm9IoTwYeDDAK+//vr6JcucYNlXtMu6LXK8XdOrROcDzgcOihorAjiK2rE/amb80tjSSaPm9k7paCVPu9SqXDlflVXovxcxo3FVt+JOOnaGRc3+qGR3+DRn3xpD6Ry1j3D+aI7+8RPi/rik9vFal1i6KKvQf5V6ES/ah69qRvikWFo5R1HJlcWqvHI8GebsT1I7rTEkkWFUNmOCVhKR2PPbdjyOH8bkyee8bpNv82z7/R4AEclCCPns90QkW/QNReSDwJ8BfnsIYbTo89fZRVzRLuO2yGntSie3xktXTQbQjbJyFM6zP45puSbNozmgnj3wr/rK+aa7iBmNq7gVd1IfBRhXNYOipqgd48rRTZtZkI0sppMYNlsxncls8/ET4sG4pKgDlfPE1q5d8FZKXayrmhE+HmP7eUUIgdha9sfVpceqafwdF45BXmMm86qdJCKLPK3EsNWO2O6kc73OVH/cbNIya90m3xYpcfejcz52SES+E/hXwGeLyBsi8seAvwX0gB8SkX8tIn97gTaspbxy7AwK9sbV0ceXVNJls50cDhY2W/FCB9dZpWay2HK7m9KJn15rlc4DQmQFP7klXtSBdLJ467h1XCiwbs5awX1Rs8Yv0ucWdVIf3RnlvHPQXNO3kwhrTLNblvOksSGyls1WzO1uehiMZ098efU0n39aUWZdSywppS7GvPHzIqpoTGNsbITYmiPrOy4zVh2MSnZHJZVzZIkljc1k4NvEzXYasdVO6KXxmQPfk+L4sHQn/h7rNPk2T070A+BloCUin8fTtI4NoH3Wc0MIX33Cw9+8aCPX2eEVXFkzKBxl7Z5Z7LQMy1pEeNLjdzfa9AvPoKgpR446BNpJRGybA2mrHbPZTnHOX4uFAuvkvLsbFzlrfFl/2+N9tJ9X7I0qfIDSBbLY8GAjpV9Y0sjQSWM6qeXuRuvI82ZPfG7mNSP79PF1Ct5KqYs1T/y8yJzpaVnO7IS4dBmxan9U8mRYMirdpD2GO92UQV4RR5bUCp20mYE+73xwUnsj22wT/szjazT5Nk9O9O8FvgZ4BfjrM4/3gT97AW26NmavvKYn6qIOJy52uirzXGlnseXlrRaPBjneB6yBxFqsEcLkmioyQjd9ulBAc0wv3rz5erMLONbp7zJbtm6qco688kRGmEwgk1eerXZEJ4toxdFh+sZxsyfE6QZBWWyO3EG56uNRKbVazoqfl5EzfRlrUE5ab5Ifi5XNY02szeL0zFg7b3tja4nt0UH0uk2+zZMT/W3At4nIl4cQvucS2nRtzF55xdYSGceorCmqpqOuQmeZ50r7YFRSOE9qhW5mcd7jPOyNa9LYc6fz9DbOVf8+N8ki+Xrr9nc5PrtT1Q6kWUg4rkoyGwGevKqJjFA7y3Y7OXcGaHpC7KQR7cPbko1VOB6VUqvntLhwGTnTZ52jl1Go4LSZ9NnfoaxqCudpxXbuWDvv77HZTi69hOAyLVIn+vtF5D8EXpt9XgjhG5bdqOti9sqrn1cUtcc5T+UCEC4kj/R5OuNZV9pv7AzZG9cAFFXNfl5xr9eiqJ+Wtmsni3Sj52+nOmqZMxSr9Pc4aXZnXDlEYFx69kYOi8Nagwue2Bi2WtHcx9PsXaBhUWupO6XUc7nIWeLZmHzSOXoZaSRnzaRHRjgYl7y5N2Zcebz3FEnEnd7iA+ip08YaFxF7L+uctsjo5/uAfZqSd8U5P6t4euXVLyp2J3lFSSQEoJ/XbLaWuwL1RQ6qk9pxMCp5az+ndJ7EGqw0i7AGRUk3TSbPM3MVV19WO9VTy8p3XrW/xzM50OOSvVFFK7KEEGhHwuNRhYSAR3iwkTEsA48Oxs/kQZ/mpN9ZB9FKqUVc1JqT82LyeWkk8w4gz5pJj4ywNyh4MiwxIjQFupqqHC9Sz/ky4uxlntMWGUS/EkL44IW04hrbbCeMqpoAdLOINLIUdZPW0UktL22euTZzbnnlDrfmtpMDp19U1D4slLc0fa3aBz72aMCb+2Omlbw3UksrsnTTmG5qD7dTXuSqe5V3YlpH0yv7UdH0sXTBz3AV/x6z/Wl3ULA3KjkoKnYRKueRAMEFbCT00pg0agouDUtHOiox1px58ljF31kptbrOGpQue83JPPHprMHvPAPwaVuPn7sr5w637n67X7KX15PX9XTTGCuGUeGo2+GZ11qV2HnZ8X2RQfSPisivCyH83NJbcc0l1h6mPPTz8nA16jCv2Y/LpVwh7Q0L+pMOL8DuqCAyljIJ1D7MfSW2PyrZG1fsj0ve2B9R1Z44MoQA/cKx1TJksTncVGXRq+5V3YlpnRWVo5p8fovWEF2lv8eRgBwZPr035lG/oKwde8OKjXbCwbgiMsL+uOJWN0XKmludtCm1WDkeD0s6adM3T/scVul3VkqttnlmNZc5OJsnPp02ceWPVciCowPI479LFhkMgWHpJucRSCNhd1yxMyyJjGCk+ZdXjjQyh++/ancwpy47vi8yiP4C4GtE5GM06RwChBDCBy6kZddIJ41II+Egrw8H0GlsyJIXny2eHkz1zMaPzdVoTTeDXtb8iee5Essrx8N+TlEHDsYVtaMZRE/SNQJwq5vwynbnua8+r2q3u+vqRa+6V+XvcTwgGwJWhE5qSSOhqDw7/QIxggBb7RgBYmtw3pNGEZUPZLMryU/5HFbld1ZKrbaruGs1b8Wsk9JIjDWHO//Nqn048Xd5NCiIraH2nv28JjFCO0k4GJWMS0dkDGlkKCbPSyPDZrvZ0GpV7+ZddnxfZBD9+y6kBTdAFlvu9TLG1RBrmnJ3d7opeeXJK3/ubPGp22ROeN/suJbFzes533wvPjbIPetKLK8cj/s5o3LyfA+V82SJZatlSSJLFAmfcavzQgfJVex2d5296FX3Kvw9Tgruu6OK2jmcCwwLN9mZsETEsNWJud/L2G6n1N7TSSOSyDT99Vi7T6tUUhxLf9pqnb1RgFLq5nne+PoiaQ5ZbNkflwwLd5iaeVJMPimN5LQNWCIjz7S5co79cUUWW2IjVLVjUHsGecWobvaF2G7FbGYRxjRruV691eL+RotBUZ/4PqtwN++yz2lzD6JDCJ8QkV8P/LbJQz8SQviZC2nVNdXLLLVr9pyva8+0xvi0DuNJV3LzbJNZuoANjl4Wk8WOcSkY4ZkB+WlXYtP3GBaOjz7cb3KlrDAqa0aFIzEtNtqW++2MjSXcrlnXusWraBlX3Vf195ieaIqZwN/s7jmmKD0HRc2jfsnBuKSf16SxYSMzjEtP7QPb3WZGpBVHxEYYnzADc9bnYA2E0PxXKaWOe574ukiaw0mD7f1RCQhJJNQuYM6o5HU8Vp9XDm/Wk37B7rBkq23ZLQOf3BmRJpZhXk3STwOBQOUDD7oZW52YzVbCoKiP1O6f93O5TJd5Tpt7EC0i/wXwx4G/P3no20XkwyGEv3khLbtGpjNt7STBeSGvPKPKEYCNLDp1tjivHI8GOZULxFboZQnD0lE7jzHm6VVqbAnT2WdriVuWVmyJo6eve9qV2Ows4JNBwcG4pqo9LgRaacSdbkIriYgjIYkN+6Pl5HDrwHk5lnXVfdl/j9kTTeUc48mOWO/s5zwelnjv2BmUIILHIwhZZLm7kVH7ZvCbl47NVkwaN4tbA8z1OUz7fFPof/LYityKVEqtjkXj6yLpHycNttPYHj42jU9+8rovWrJ2tlrY23sjngxL6jqwCwzzEgH6oxIvwqh0vLSZ0ktjrDVstCOyyLI/rg7fp6rdXGOMq3JZbVkkneOPAb85hDAEEJG/DPwrQAfR55gdGM/OFnvPkS3A4eiV3KeeDHlzPz/8erNdk0URB4dXihxuI77VSQ/fqzlwslN3IZruAmesYTAuGVWeoqx50i9wLlCHZjVuVHta7YRuK6adRNQu6GBjBa36zP7xfjh7opmuBi8qz7gseTIoedTPcd7z9n7OdichtkKaCq00araaFaGdWALgaWo9w6Rwfys+93OYHo955Y5Us1mFW5FKqdWySHydN/3jtMG2W9KiuLPauDcoefugYFjVuArGg5xR4ehkEZttyyj3tFNLZAxxZIisRXg2BzqOLK1JHva8551VrObxohYZRAswez/ATR5T5zh+i2M6W9ws1Xtq9kruYFQyLI/mHe0MKzbSQDeNmB5TRd1s3HLaNsezple+/byiqDyVdwiGUVmxMyz4xO6QAFiBLLIYaQbTPhzdulwHG6thHQLSSbMtdpI/0c8r8qpJTnrczxmWNf1xQV43uxCGAMOy5nY3wztH5TyxEdppxEYW00qO/s557UljSzc9O6xNNxEo6qf9uKybWW2llJqajbHnxRWYP/3jtHPoaWfWZW3esjeu2BlX5KXjrb2conKHcbQsPG4yE166iludhNha0tgQ25MnGYw1c30usHr7ESzLIoPovwP8uIh87+Trfw/45uU36fp5nu0ucze93ewYVw4jQph04tvd9HAGL+ARebb4+Wmzf5Vzk8WHTQWPXhYxLmsOhiXj2mMReu1mO+RBUbPZSiiqQCtu2gOrk/d0k80GpLxyJFbY7qTPXeHlvOc9z4D9tNmWFhz2QwF2hwUPBwXgyV2gclBWjlsbKaO8phMbOr2U292Ed222yBKLFcGYZ5OZ573AExFmT1nN10op1ZjG2Lxq0s1aseH+ZuvM8+y86R+nnUM7aXRhi+JGRc3D/ZzHg4LxpGyosRCKwO1Os813rxWRJZZO3ExUtFPhVjsljY+mcpz3exx3nWvzL7Kw8K+LyD+nKXUH8EdCCD99Ia26hhbd7jKzhlFZU7uA94G8dnSzpjIBNLPZeVWRVwEjjhCeXtlND/7pQLuTWKwxjMuaerIgYFrBIy8dLkCaRBhfYGM4KDyZFV672+Eztjsgze2ayjl6qVYxuGqzAWl2RtWFQC+N564HPu+swPPOIJw2oDXWEIlQ1o6DUcnDfkHpPM45JARSI2ANW92Y3q02d3sZd3oJ93utw1uHwHMH9dqHw7Sq2oXDTYP0DotSCp7G2INxyeNBcViadlx5XtrMjpxnp6ZxcZ70jyy29Mclw9Idxp/pYDmL7dI3b9kdFuwNm99lf1QiBFqJpXIeI5aNTkpsDRtpQreV0EkMxhg2sqfnkxcZ3F/n2vyLzEQDfAyoJ88TEfkNIYSfOu2HReRbgC8GHoYQPnfy2H8A/LfArwF+UwjhI8/T8HW0SM4QNCXqdqpmJhrAOWGSUXE4k5dGM/nOtUdmUjbyqunwbx/ktGJDZJqBwriqacXNn35nUHBQ1gxGBb1Wk/tkY4tFeM/tHvc2ssPc0VYcXYvbL+tuNqd3NiVh3pz1RWYFTvrZaWm49jm1zc+6tVkHz2BcNSco59gbNgtaXO0wYkgj4Varxb1ewmYn4W43faYyzFmr0M86AU3bNbuw8Kz2KqVulmld5dm9HQBGZU2/qE7MEZ6Noeed6/dHTZUtEaGsA7E9WoHjeQbOp1X66BcVj/tFU22rKtkdlLgQsAYEy7u2U253MnzwdLMIazgsXNCZSdU47eJgnruU17k2/yLVOf4C8DXAr/D0PmgAfucZT/tW4G8Bf3fmsZ8Hvgz4xgXaeSPMXtmOy5okMmy2IlqJJbFCN0sQMbQigwj0suZ5w6J+utV3WTEqHMOiJrKW2jmKymNESFMofaCsHBaoXM3jUUlVO3bHze2q7U5Klhhud7PDjVqmB0ZnztwndbGmgef4IpR5c9YXmRU4/tiTfs6oclR1THWstvm8tzb745I3d3IGRc1B7tgb5kTGULqmIkw3i7jXTbm/GfOurRZb7fTEgH1SUJ93d7Grro2tlFpdkRGcD8/EWGtMM1lxSom3eWZWZycmjqeGzDswPW/viNlKH/vjiv1xU2f/nf2SrU7cbO0dCwHhs+52ubWR4T3UrqmFNCodWdzE6trHR2L6rHnvUl7nmLvIqOgrgfeFEMp5nxBC+GERee3YY78ANzcH8dQc6Jmc5Wmu86hqSsh0s6c/F1nBWMPG5MCZzkQa4PEgJ4sMo9IzLh1J7JtgEALOefbHJQdFM6s8KmsMwmu3WjyczAY2tSkNtzsZ93rp4aAMrk+Hvw4OA1I1DfSedhLNnbN+0vcr5ygqeaZfzv7so37Ok0Fz+MfWglSQxaSVeyZAnnZrE+BXHvb55O4IawSh2VY+NtDKLIJwq51wdyNjq53SzZLD2eXdYUHpni6iPR6wF5lhX/WKJkqpq5PFlk5q2R09jX/txB7uoZBZw0FRHUkHyytHbIR8wQoe0zu9804EHP/+/ripK33kNSeVPprxxOTBAElkcKGJuUkSkxih2252IYZmDDH9nfLK806/pFf5w3PO88ZbuL4xd5FB9M8DW8DDC2rLM0TkQ8CHAF599dXLetsLsz8q2RtXjEvXbF3cibm/0ZrcNqrYGxZMMjAQmFTHeHrAZZNVstPByHRxlAAHecXOqOT+RkZZO/p5SVpbjIVR7iiMIa8drdg2t5CcZ1w5OknUzAAmCcOiwhphsx1zu5Ow3UmvXYe/TBfZfzfbCXntMATK4BgUASHw4NjCl+OmF3GmWZIKNFUyQgjEtlk8MhssZ3f3G01qOU9PJnnlyWLHqBCq4yeGU25t/uKb+3x8Z0g/r0gigzWG4MEboaocW+2Eyjv6ecVWq5kBmd6S3Bs11WqmZR2PB+xF8+60T5/tusVfdfO8SB++v9HCAO/0c5xvJhjS2NBLY8Z1U8e+8oE0stS+oJs2d+eOx1A4Onk2OzExu6YliYR3DjwnDYince5gVLI7Kg8H7gDDwpFET7+eKmvH7rBkXNQkFqJJ6ueTQUUrEsZSUxjDTr/gwUbryHObdNHJWptp+uALxlu4njF3kUH0XwR+WkR+HiimD4YQvmTprXr62h8GPgzw+uuvr3UGel45HvbzI4sUdsclo6KinSb086Z2YxobumlMXju8h+1WUxs3TDacMJNydoOinqk57YBAJ4kO694ihmFRk9ceH6CXCqOi5smgIIstxgg7w4I7bU8IQmyFrXbCZjvmVidauNKDetZF9t9m9ykhSyxl3tx2HJSOsj5521c4PoPRXIDFxhDbo3cZjgfLzXaC84GiFZNGTzc2gSYPO5xSGW42d7v2gU/vDPjEzphBXjMYVwTTXBhudiLyKnC7HTEuPU/6FcEL9zdah7MstWteq6gdo7K5cOy1kiMB+zrn3V2F6xR/1c30on347kaLXithWNQI0E4j+uOSR/2yyRsOjrKqMUbI4qfVgmZj6PGZ4ywyZJFhb1wdDqCnE2TDoj5xQFz7wP6o5MmwPJzMyGJPL4uxRhgVjsg+rXl/MC7xPjDMa97uFxgJbGUJ93tCP69I02YyjQBv7Od0swFRZBmXjnYSUdSO0nm6aXy4o/K0HVMabxuLDKK/DfjLwM/RbKKjFjAs6mcWKfTzGivCS1FT2BwCe6OmhqNIc9UbRxbvA4jBGMHTzMylkwFObC21bQbWRV3jvaeoA947Ymso6uagaCXw8MDx9v6YO90UawUJ4AJsZJayDmy3E17abNOKzl4wpq7edOFLUTczIVPD0tGbc4HgdMbjpL/18dmEdhqx6QMyLjkYV5S1J4kM93sJnTQ6tVLG9AQyKkt+9dGIvK4pi5r9cc3OqORWK+al7ZTPuNOBAO04kMSWJDIYkcNZlsgK/bw8PH72mvh/pLbzdc67U0pdjdm7aXnlGE4GsbVrJgdq54nFUrtwZKHyNEaflPKw2Yrp+UAIR9NBqtpTO9hsH41Z3nny2h8Z0E7vBJa1wwcYlQ4D7A4K6uCRyZbdo7xiWDmGuePBZsqDzQxrDJVzDApPWXv2xhVp7A/bbY2hyGs20qN7UMwOkDXeNhYZRI9CCP/zhbXkmhOeXQg2/bp2gbxsZhZ98IzLwEYrppvGk9zoQG9me/DpphJZZMhrT2SFyFo2s2bh4O5oxMG45l4vpnABF2oMTS7UqKjZM4ZA4EEvpZVYbrVT7vYykthijRzufqhW13ThyzOPW5lrgeDUvMX9pwHzrbJmZ9RU5+gklqL23D0hmBrC5MKxoHbwxpMhbx+M8d7xaFQShMmdj4heKyW1Fg8Y8/SiQABrmlno2nlq1+R/W9OUuTtpXcV1zbtTSl292jeD3kHRbFgGTWlRqTz3N46eNyNzciyevk47jQ7T4GbTOqabQU13M84muwJSN7nJZf20KtOoaAbQWdwk6L2zm/P2ICe1lsoHngxLbrUT0jQiMQIhcLubMchritpjgCyxJMZQ1oFuFjWVvKwBPGFmD4qTBsgabxcbRP+IiPxF4B9wNJ3jrBJ33wl8IXBHRN4Avh7Yodkq/C7wAyLyr0MIv/c52r5W2mlEN40mqReNbmon+VQeF5pc03HlSGKDm+StlnVzxev8s7d3nnbgiNiaZiHAwYjaB+72ErLIYKl4NMx5PIBHu/lkMRdEkaFwTR5slkR0W9GRWpVqtU0Xvoxm+pMRKOtmS/fjllHcXwACbLfjyQIby964ZmNUHgmmw6LCI7y1O+KNJyP6ZcHBsGR37Ggnlrr2tLKYzBpevtWilyXNDEtzwwWANDZY09QxL+qm2gyhWQfQTix3eumptZ21/yqlLsI0jtqZC/hIhE5qcZ7DmejZcpunvc7sepPZtI5eFlM5RzQpMXf8dTZayeFixLJyDMqashLePsj51O6I2ArOl6RGGBeOIjEIQoXBeUhCwJhmgqIVG+50U+JEGA5rRjlsZBFl7YmNJYmEEJqxyGnlbW96vF1kEP15k/9+/sxjZ5a4CyF89Snf+t5THr+Wpjmht7sJBhhVDmsMnbQZtJYuEGgW+SXWkBc1hfMMi5o0jtgf10TWHCkxNz2Ypx3YOc/usALXHNRv7YxotyLyuiZMbte8M8yJY0vpIbFC8LCZRdzbyEgiy0amG6msk/sbLWrnGBSOug40dzIC49oTJgPbqbNuvc1b3D93nshaIvvs4xuT95jmaueV4829Mb/0sM9b+yPacUSWWsaT3MKq9tzrxtzuZATgdidpdt50Nc57YjE8HpYE39zerIMnjSybaXLklqZ3nkFRn9juddgWXSm1PrLYEonQTiKSyDaVkWLLdjclNkIS22c2Uzsp7gIMipo0ts+kdQCT7bbtqa+TxZZhXjGqHKPC8cYg55fe6R+WprvTS/BGEIH9UdWsi2rFDPKaz7nf4ZV2i91RgScQGUNeBEaVo3QBu59TBdhsR9zO2gAUzvFkUBwO6o+7ybF2kR0Lf8dZ3xeR/yiE8G0v3qTr5fhirtvdhLvGHC5SmK643ZGSonIMS8+jYcGTUcWdTsxLGy16maWsPf28JLZNzehZeeXoF80t9tp7hkVFv6h5ez9H8OwXjk4a8cp2m/1xhXOeXivh3bcybnebBYTzDqBv8sGyavZHJbUXysozKGtutRN6WZMjfFKpoc120mzG4zyZNUc2L5n+3MGo5CCvnvk+NLtonmT28enM8M5gzKP+iL1xybD04Gs+tjPgfXe63OokJJHl3kaLJBJudVI223GT4+ct5f/P3pvEWJamaVrPP53xTmbm5lMMGVmZVVlZXYAoCiE2COgNgkYgQC0hFkggmg1SSyyg1EJi0UKqNepm0QsEbBCIQYWAFS2hbrVaanXToqkpqzIzMiMjwkcb7nCmf2TxX7Mw93CPcI+MqIwMv88mPK7ZNTvX7jn//c73v9/7uoANgUZqXMj/9hGCdRglqQudBw1TuPqlwLNWUF80ZfHAgQMHrnjR592qLbNMMn4yyAcv3+17XvIwucB6cNd2tlpBXXy6FHv+512t39vREYj7nyeZvOdsMzDZyHlnaSuDCyMnraEwksFFbi8qtJIsK8VmCkQEWitGG4hE6kJzSxbMSk1nPaUQaKnYjpbBRmyIHDUJ/1w2ABzW2i8zPeMvk4cPD+x50VBB7yLzUj6T9rZoCiYfWA+e3gYKo1jVCSEEF71uiK9aAAAgAElEQVRl0WqMVJzvLMvaULUljzYjhRLXNnR+f1FvpsDjzcgPHu+QKVFrhVCSx9sRIxVaZx/eo1nBoi4pi09LOF5WKL/pF8vXidEFPrro98En2a7wkR8pjKAp8nvyvNThmTCfF3SrPzzvuBw8k89bhcdtwXdvz6+/XhhFqQSdzUE+AKtaP1NsX+n5/vjhlg+fdlzuLIWWTDGw6TxPasuyMpzMC949bjmeFayakvXgnjnXdtZjVN5y3E0OFxJNoSAlUozMioLwEiuoq3+/6GuHG78DBw68Clfr5ZV0oi0VdxbZQnRVm2fWGOc/fUNfGvXCdL/RR852E7t9SFqpFY1JtPsGiAsB/YJ5j3VvebKbGF3E+cCmnzjrLdvOsrEeSKwqg1FwMQZChO/ebqmNRCG4P6vyzNTgKLTiuC2J0SIFtIWm2hfyTQE2pH0BLa8lg7XOu+E319LX9Yr+JvJlFtFvlq/JK/BZaW+989fbQlLlnHotE0JAoyU+5u5zbx1JCBqTKAvN4ALjugfkdZCKURKtBNYHOmvxAe7OCoxUjD7wB48uUUnRlJK7yxo7RU7vFvzKrYa3j9pXKpQPF8vXi4frgaf7+Naz3YANgqaUVGtFW+fpby0/ca74vPdv01suB/+MA8ZHdqA2gpNZzWU34VNisbe7iyJxuy25tfc57yaPDYHBev7ejx7zD35yyflgiSny3dM528FzNMv+43WhKJUmicSqKT91nai9l2qIkQTo/SS5loLCaOpSIaSE1xig/LyvHThw4MAVV+vlzYG/zWCxznO6aK4LZBcCiexyZeC6u3zRRepCXReaVw2vbvI8uOg57y1K5h08qwNNUVNrSWd91lYb+Yzf9NVu8+gi1gfs6PnwouPhpeWjTc9uCCgN7x43tEaxsyP3l3lg+2L0+ASdjwgBIeYglskHlo0BBEYLrI3Xg9uljFzahN73R0ojiXwyZHi1ln4Rr+hvGl9mEf3m/NVekZvbMQ8uO57uHFIKnI8UShJjYoqBWZEHtTZTnpi1LrAePZXJtnaQfSBdjNgAMSYSUBuBVjVtqbOdjfN8fD7y04sd296DSCCg0hohcmTpprd8662ao7bkvdPFC1MTb3JVaB0ulq8PowtYHxl9tixcjx5nA8u2QCZoJ4PzgXn5iUTn896/McTsDXrDglEAjzcTm96ztQElBUqCkYqUBGOI++6148l65Ml6ZAoTf/+nG3bOs6gLfnK25Y8ebLizqPjWSYuIgikkPjjvmFeSt1fttV3jFXloUjO6yEVvUVJwOitZNYZlYzBKvfSOPYZ4bS31/M3dZ+mnDxw4cOCKmxaiwLUbR0qwnXaYvaSym3zWFSN4HCJp77A1ubyTd9NJY907XEyc95bN6Cm0ZFZoBhfpRkdjJCFlfbQLIdve3fj89SGx6ycuhomPLzoebSx/9HCDkpKm0Jx3EzFE7i5qKq3YTQEhc9BKCIkYIyklKpVzIVwILKpcAoaYGJxncpFCC2al4e6iRMr8vVc7j1eOUFe1zcEr+tCJ/kq5Ggb48KLn0Xain8J+oE+yS4KnW0tMCcHArFaUhSJFweACPkSqSu3vVhNTCDzauhwyURl6F3jsIwrBpsj2NVkHPVAKxU56LneWJ73l3qJAKU1rBI1RrBpDaQz95J8pJvrJM1j/zIAD8Exk8/O8SRfL1wUf83T1YD3T3hu0KRX95OlLjdYBGwyPt+P1cMrnvX+Vkp+yzPMpsRsDncxbgzZEXIi8tWpQUjDYwMPLkUebgY/XHT9+1CNl4meXHRI4207UxuBCYtUUnO8m7i0qJhs4nldcToEfPtny5+6vru0ar3WCEo5agwTWo2NZGW7Nq+tja17gKuJuBM24EK+TDZ/52gv00wcOHDhwkyvtsvWBlBJ2b2eXEOwmT6EE29ETU7a4G6ynGz235iUx5VCoUgtiymElkw9YchFaacUGj/ORbbQIKRl85MF6zNZ3hSbxSZiKj9lx6Ww78tOLLX/00ZafnPfEmHiwnnjrqM5hMEKQUm68+RCzJGNwLBpDpUFJGHyiKjQpwhAiD/3A28c1Umtua0WMESklMUaqQuWGhcjptJB3CW/KPw9e0a9RRAshvp1Sev8zHvs7X+qRfUMojcKHyDgFLvtcNEshaIq8XaO1IqVEP3maSvLOqmW2qBh8ZFkofEpc9I7OBmzIWz1aC4aQLWgGHxmDI8XIh5sBnyCSO3h1qTlKidN5yx9+fMnsVFNoybKtKbR8ZusgRyt7LnuLj4l5qa/9om/a8bzJF8vXBS0F0z6JUipB8IHCCJTMSVhayv3Cnb2arxw4Xvb+jS4g90Mnow3X50VrBNZn7+kQs+be+oh1nqY0bEfLo93Ax5cDTzeWi8HSlJpxChit+OlZx6/dXXI8M5y0iqaomRUGKRN1IbLJf++46CfuLRvGzZAt+mJk9IkwWrTMHwpPO4uQIg/C7qfblZLUgFTyU7Z+N22izAtuIA5SpAMHDryMyeXEvu3osT4QUnayijEHngz70JXa5DA0kfKcyeACdaERQhAie3mEIuzjwRORplDcXVSsB4ePkbbQueCO2bEDoNCKaR+msu4C2ynwaDPx8GLk482EIq97KUYudhPzylAoiVHgfUIpiSTSlgVVIZkVhu2UGxS11kgpCC53ztedZ1aL66H0K1LMa6rZ75oXWnJnUR28op/jdTrR/zPwW8899j8B/xRASuk/+rIO6ptEP3nOu4knm4kheHzIkcWjzR/sAoUQMESPGxUnPlAbjZFk6ccU8ClhlEAlQQAudyNKSoRJ7KbcqY4pYQQUAoSSNEbvNaya0Qdmeyu733h7wVGlmVf62jLvSsZhfWBweUu/mwIJwb3lJxfNm36xfJ1QCEotQeTuRkyKFBM2RE60fCaw5IoXvX83NfCrtkIgsTGg94bNl4NlVhbEMLHbB55MPru9xAAygvUOrQSNETxe73j3pMXunWLmteT+vOTpztE78DX5nHQRFaA2gRjStTVeW2q6yeODZT14Vk3BrDRUOhf39f7m72ZCYkUuqHlOinRlEwV86mv5oYMU6cCBA89y9Xl4Oq8YnGM7eHobqbUkplygXgVBQe5EV4WkcYqmUBw1htErYkjXuudZqa8/+42SFDpL0lwILGtDWxk+vuy57C396CkLxbzUKMADl7uJi37AxjwrYmNiGCd+9e6CmCJaSULIks2ng6MxgqqssT7QJkkIWQqaSIw+r6VGXTUjxHX64c0d6FVbsh0sKSWaMnelp5c0Ht7kWuBzi2ghxK8Dfw5YCiH+jRtfWpA/vw58BhfdxOPNxPng2Iz5hDQCTpcVWkjOthOVkRBgPhMkEi5EZqWmKXW2G9OS3RRxKfHh2UhVCGqjuV/rvEXjAt4HLjaWKGE7WJx3NJVh1RQQ4VfeO+F79xq+e2fFybxiVT+rl73Sf82r4tqdQQpeqFc98IvFx4RSeRgkuJgX5JQlEqWRNPuOwlUD9qY++OaU+PluYvucpEdIqJRCirylVxeabnLXNagUCQkEH3ncDXxwtuMHj3cIEvOy4Fu14dFFx1Fb8Zv3VzQmf/BYD6vG0A254JbAyaKmUJJSy2cKWnUj6euqk6OVYrZP+Hq++B19pH7J3+qz5EYHKdKBAwee52p9eXCRB/ZsSIzeMzrPO/MZnfUYLUjkrq8UcDk4jBSklBtnhVGczEqEzDtuPiY66xBCUGjF6DyllmgtEVLyeD1wvrNZhuEivfWM1ucY72Hix4+3nG0mPtwOVFrS7p00ztcd/9i7J2gpUFJwvvV8sO2QwmB9pNKSs43jZCmplETrnDKrZe5al0ayqLN2+2Zs+dVuX0Q8Y7932MH7NK/Sif4e8BeAFfCv3nh8C/wHX8VBfVMYXcClQBQQYiDFhEvZW7LRkn6MLBuDTAlZCEKC7eCZ1xLnI7vJoZTkyW7kg6c9RSFoK5k1V85zOUiKKZBkZLP1/MnZjt5GFqXmu3eWhJD9IBeN5ju3G37rvdvcXbWf6iI/HyF91cVsyhcnwh34xRJDjm+3PlGVBuEcKUpmpeLuckZVSETKqZQupmemvOETB5bBenZTuNYOX91IzUpFXWhGF4ijRQGlEkwmd1naQrPtLR892fHRdsSHRDd6CqVYVorvna744fkO6xOiMbyzqpFaUirFptBoDbNKY5RgUWmklFgXPomXNYrGKLopXHdySp3P2ZeVvVJJKnip3OggRTpw4MCroKVgO+Thv97uw6winHWORTVx/7hlXmqsDzzcTPSbbEmnpSCEwC4m3qoLApBCxGjY7DzLylBoyW70uBi5c9Qwush6cHR7a87N5IgRpBCMPrDtHYPN1nZP+olujEQReGvRUCwK1oVimAIkyfGi4GQhOJodURSCRanphsC81fgQqEuDkIm60EghWdb6OjylMop6Hy9+VR9cSUue51ATPMvnFtEppd8Dfk8I8c+mlP7un8ExfWPwMWEdTPuTcfAR5wKpVNgQUQYqKRBKkJJACcGiMkgBRgmsS4QYgcRucvS7QFtItASjFYWSOB/YbR0PtpbH64lE4tFFT1MXNEZyMqvwPlGXhinkZMNZ+VyIxgsipCsjMerlA2kHfnFIJffDHoHeZqeOUksuu8CdReSoLvEpEWKeHr/adnzeQ1nvJ8wnn669UK8ev7J2iin7Qvc+oKUkRni6GXn/bMMPHnf8+Lwj+MhuCmxGx3u3WhaV4HRW83A74LY5SXFeZStHgLnULMqCd1YNHjjvJ+ZVcT0MWOgcRX9vkQMBrgINJImEuJ5cv4mWgln5crnRQYp04MCBV6EyCrG3jx19YLABKRPbMfLhxUBTGe4sqv1OseeoLZisZGs9Z73nqCnwMYLLO2pSJIxSbCeP9nmAe3K5uXFrVhFjIu4jvJWQxJRdNJ72E/0YKErJT846Jpd4uh0QUjLZjt+4t9ivz5GtHUkyUe4TkI0VVFozazRKCVZt7oo7D62QzGuDVvJ68BrSMwU0HJw3XpXX0UT/UAjxV4D3bj4vpfTvfdkH9U0hhsjgPFWpWJSGfor0JFZG8+DCsp4s95YlwxS5NS9BShrnmRWGYX8Xej5aiIlZnTVVpdFs+4lkA0qAQLIdPJ3zrCeHFoLH3cSpACMNnXUsyoq2KimVeOl2zJ1FjQQ6G67dOQ7duq8nWgqaQtEUEq0SPuYhls7nYRijFdtuurZWArI27kZs/JULhpHgIjfStyQhcv1cH3Oh7oInIvAi8kcPtpwPjvPeMY5ZRx8SWB/Z9BYp8pBMazQ2RkqjGK1HyKz/byrNRW9ZNpqmMOh9t3leGR5vRgYbaErFsi2R5BvAbnJEBDEmBhsYRbwehHl+WvxlHM7lAwcOvAqnbcn5zmJdYKsdFzvPFCNGSZ5sR+4vK+rS0JS5OI4ItMzrkJICFxK7aWIKCSVg9B6B5KgpiDEPIJ5txuwJLfLsSqklzkZcikzW8WAz8HA9cndREyP87Lzj1qziaTexGT3zWnF/3vB4spzOa0bvKU1JoXP+REiR0UPy2ftZK3nt1HQyK1Eyf5bEGIkIun2z72rX8mAm8Gq8ThH9e8DfBv4vIHzO9x4gdwzzkKDM2yilQAhNlLlDWBtFZxPESJJQGUE/5cjNhOTDyw7rE5t+QmnFstHMSsUwSKrSkCLMKsEUJRdnE5s+oGXWNQsE87rg/rLireWMZaGZ1y9OsrvidFEzP3TrvvbkhRpGG5hchJQojOK4NVRas+4mLvs8eJe9nSXW55u6wiguOktvPUpKzD7YZFkb2r1t3MP1yLj3DLUh8mDTc9k5jIR5KfnZZc9uDLgQs4Y/ZgmIRLBsKzw5pEArxXGdo2TbsgCRkzrbQhMTbMfIstHXHfGL3ZRja0uFdJKULIu62DtvfNL9uJKeGCmeSf68ySGe/sCBA1+URVNwa2b44KJjMzpc9MxLTW0kgsiT7cjbOg/bSZEtNSXktVhKnA082A5IufeCtpFucpRKgJBM1nO282wmj5YSGwKtyU0RIyT9mLgcPOedRQjFdpgoC02IkaPGYJTkpC7ZTJ51nz2m20Jz3OYu+FFbsJ0CR5Uhin1zJMCqMizbMlvtGY0g655vcrPR9qo7eG/yevs6RXSTUvpPv7Ij+QaS7/ISkYSRgmHwbCbHZspb57Na825tkEbSj55+3N8JtgWRRAzw/llPCIm2TPzq7RYbIqfLik1nkVJTKEE3eN5aNUw2MPqs33r7uOG0Ndxf1PzK7Za3bjXXx/VZoRNv2gXwy8joAiEJhIBtZ7ERKu2ZV4r3zzectnkqez3m4ZW2NKwag1SS9WC56KfrUJVCQW0kNmja/XKQSIyTZwiBfnR4n5Os5kYyusRZ5xhsQInEyaxACMv9VcvoHInIaV1SIJg3mlmRuzXOQ1kkFqUBKTBC0JQKKXKX48piUfDJduGVzOQFCbhURlHstXzPc4inP3DgwM/LSVvRmmxBa21k3Y9cdA4bWiRyn9wH1mUrzcHmQvpJPzCMgYvBooRg2RS5cUAgxIAUiZgihc5e/9vRIRDYylDoxDgGhMzru5SCzTCxqksiE7XRbEbLvDJ00XPaVhgpuLuo6CZPW0qE0CxqQ6UVdxYlnkRrDJOPzOu8e3cl8XuZuvlmo+3zaoI3fb19nSL6fxdC/Msppf/zVZ8ghPivyUOJj1NKv7l/7Bj4H8iykJ8AfzGldPEax/FLxaPNyIdPBtbjxMbmbe9SK55sR46bInfejGIKkVVbYG3gJ096Ohd4+6hmURnWvUVryUWXp3cXjcHFiLeO33+45aOLkbbSHDUFTQgsSsPxvOTuvOI7d+e8ezK71pAeQid++eknz8+e7jjbTYSU2E6eEBXb3qGlZJjyeyukpJCCcu8hPU6ObgrXDiybwfFk55hXhsjIunOMIbAdPB9fjpx1I84mTpaK0cHTzvHhZc/ZbsT6hBKCWSH57p0lJ43mrMv2c1OI3F/loZlZaZhc5O3jio8vJh6uB1ZtSVtpmv0A4WXv6a1nN3mUyNZ0V0t4iIlK5TCC53mRNu8QT3/gwIGfl3Vvef/JltFHCpUL2qbUIOCys5RakETCqGwX631iUgnvQSSRi+AEUcCmd/shf8k/+nCLErl4zsEq2S2jKjTESIyR988HHmx6Hm5GYoAuJpaN4dfuLPEx0PQSnxLRJlQtOF1UIHMSrA2RttRcbBzK5KTjk0XJsirZTC5Heu+HtCstKY16xi70is/SPd/sOgNv/Hr7OkX0Xwb+ihDCApa8v5pSSovPeM5/A/w14L+78djvAH8zpfS7Qojf2f//N7LD/WTTc9FNNLUmkENWHlyOrGYFce8ZWUiyv68PPLocWFQGrQW4xHmXw1lWrUELeLAeuegtv/HWiiASm8Fi/T6tbt91nBeaVVPy7VXF6VHLt45nvHXUXKcePc/LTvjnt2fe5O2arxvd6LgcPbshILUGAlOI/PDJjtuLmsoHlmVOveodNFNgZiKjj9fpWZMNdKNjN3hIez2ejzxc93QuMrrIZvRYF7hDwbbPuxz96JmVhh0uS5UU3GoKSi0pdaSfHGfTiJGCVWM4nRlmTUlZSDZjoN8PNxqZLfqaylDGvGgXe82+3+uzAdpSsWgK0nPdjhdp80aXhxtfFPl9mCg/cODAqzC6wOXgcCGRyBkNQgkuB8swBW4vSlatxoXIdpqy7aeSmKgoVIIkiCRKo+hGz9ZHvFP4FBlCdvLofeTpbuK4KpjXmmFyKDRPtyM25o628wkh4Pa8ZFkbGikxlWY3elLIDbqjtqAuFXWpeLtomJcy7wgKmFUVNsEwRU7ngm+1DW2hPzVA+Dq65+e7zilGxH6m5SZv0nr7ykV0Smn+uj88pfS3hBDvPffwvwb88/t//7fA/803tIjurWeK2Wkjpcj54LkYHU2hMEpQKMmi1lgvMBFG59naQG8dpZTsRsesNozW43z2Bn7vpOWkVvig+eGTHY83E1oJqlKjlGTZFLxz3HDnpGJeFLiQp34XTZEta14hdOL5C+XpdiSkT4bPVrU5dK9/gUgtECIy+MBPzrI7xhQDby1abAgUWnDeOSI50bC3WRLR1op157HW82A9cNE5JufxUdM5T6EFl71FRMHoPUeVIhSJx+vAx9uB3eDYTo5K5xs1oyRNITAG/uTRls4H7rYlM6kptUIhiBJ8SOzWlmVTcCQEbaE5mRvmZZkTtIqsa94MoFWi0gKtJG2hOF1kB+jP0+ZdnbMuhOuUsU8mzw8T5QcOHHg1/D6dtZ8c57uJD89HHu5GlmXBqs7zRpvekUJk6xNPNhNHbQEpe9gXUjA4v7e1hW5yQGK0gcF5SqMotML6QGkEIUScD3zQWR5vRwafKJTgraOGwUdOZyXzQtPWmv/v4ZpNH6gLwTsnDVoqQgAjJUZLdjaxGQJVoVgGcsMuJkopubdqXvh6X0f3/HzX2adEeEHT4k1ab18n9lsA/w7w7ZTSXxVCvAPcSyn9vdf8nXdSSg/2/34I3HnN5//SUJeatszb60YpGiN5e1XjQ6AqJF3w3BIFQiaMFvQ2su4cq6rgZGa47CZ0Epwsax5cTnTWcX9WQ0qc7SYqJUgpcdF5FlXk26c17x43xBTZ7CKi9fjNSO887xw1zOvi2pXhyoEDnj3hn79QXAh8eDlg1CcpePnif7Ee9cBXTyklhdaMkycGGEKkHwMf03E8O6YqJOdbh1aSGEBLyXb0TDZxOVguO8dudGwGy8XOMvkCYzyrxjBOke3oGH1kZSSTj1givY2cj44QEoO1vHVUczqvaAqND1AUOcVrYx23Z3XeQZkZKm1IgFACKXIYgVYSUv7+q6FC+GRgcL4PGnpVvf7Nc9YoRWVyJ/3ad/owUX7gwIFXREuBdYEnnWW9s+wmTz8Ghmng7VXDqtFMPuGBaYqoFPnw3JGiQGuQMeEStEYwqyTrSdCaHF4VkiKExBg8RkkGF9iMHpESCIEQEik8u8nhQ2JeKW7PCwqhqArFvFTshuz0cdJUCCFZzgq0EIw2UGvJrFKAoPMO00vmlUHqzy5qX2V9fFF32SiFEs8W1m/aevs6co7/CojAvwj8VWAH/HXgn/6ivzyllIQQL+37CyH+EvCXAN59990v+mt+YdyeN5w2O/7hkx3bMVAbSSQxK8qssSo0hRYct4pNF3l7VfJoMzHaQASOZyWzSiFSjvV+d9ESReTvfnDJk0vH6D13lhVpPWR3hqqk1IKPLiYWbUFIOR4532FOrEdPSunavqwy+S735gn/qTS4vQOEvDHdNflE91zS3YFP81Wdv1JKSPkmbQwdlVJUrWDRFAQfiEFifeS41QgpSeSC8qdnHdvJcba1+BCw3qN13vEoo0LH3AEpJCAEQ0j8weMNIsF2dBxVBZPzLFpDSuxtGz2LuuA378x5sLXUWkESKC1Y1SW32pLL0aNDYLI5PheyC011S3K3rJ65afsiuxzPn7PzylCZ7De9qMzhPP2C/LKvvwcOfJFzOLsfJUYXOe8d1ifqUlHIvDvWFBrnJ863jovBsp0k3RR4a1WBkLgQeLR1FEoQokBI6KfEotIY4VnvZW1zoymlwsjIj55u6V2gkoJ5YzhqKqYQeHfZsh08QgZqJ/n+3SX3l57j1iAiDCHRFAIlJL0N3DquONtOPN5O7CbBNEWKEwnp55dXxJADum424ACO2hLgjZV7vk4R/c+klH5LCPEPAVJKF0KIL7Kn/0gIcS+l9EAIcQ94/LJvTCn9DeBvAPz2b//2L6XIZnCRy97hyRpnLSWpTEw28tFmQCvJsjDsnOO7asbZbqSQmiQ8o4tsJ8WqLvjWUcVxI/l/HmyphKEuLQkFKfIv/NodttYzrwq2U6IsNZveEaPkeFZQKMnks6b1zqKi0J9IM56P9X5+G+bqj66ee/zN2az54nxV5+8UAjECMbGqspOLURrn43U4yaIxXHQeQcIjqbRkqB0xJoTMOrmLMZBipNAaN0amKW81njSKspH8bDPx7rJhMzk+Ph94urP8+p05lVLUxrCbPLvRczZYTucl68HyNCTuzEreO2k4nZW0RtEoyaMucbbrqUvDdnLcbguEzN3oZW1+rgX4RVuHRh0K6J+Xb8L6e+DN5ouew7O6oNSCmPJAobSCwTnWveV4ZrjoA3Wp2Y6OWVXwYD2wagznZwOLmWEzOYxS2BAwUpJSwKiS27OC47ngw/OBWmmaWnExTtxqDOd94rz3SCX43u05zb5J8f7liHMJFwK3+onTWc1u9NiYWNaGmSmY1Zqj1hB8orMeFxKVlDS1ojaKhHjhrMir8olcLrKbEpXJPv1vWtf5RbxOEe2EEIp9XSWEOCV3pl+X/w34d4Hf3f/3977Az/hS+aqG5i67iYfrEZcSIYAUkg8ve9pC003Z6ubto4YPNz0CwR8+2lBJyeXkqIPAJ4GUgg8udlTa8P554OnOkkismprNbsfZlHg4G7Nn5GB557hBKghJoqSk0J+8HrWP974ZuvF8F+95g/W6yP7UWqob35P9fg/8YhAJpuBpSgNiZLKR7eh576RlN1hO5y3HreLHu46y1IiUmNca6yPryXPROwbnsSFPh+8my7IumNcFi0IwRsnf/+CcP/24Q6nEr99fcjIzfHAxkBB8tB65PU+sqhJTSPrO0U+R945nrBqJlJrTpmTtHE96x+jyEGRnIwFPXSg6FxicZQwlixd0nl/nmjyEAhw4cODLpDWaVV0wM5KPt5bJe0olUTpL0ppCse4tR01BN3oWleais0wx8fBipNRiH26W5XTWwXmyjE7uE2Ajo478+MLyo4c7mkpwZ9mi5UBEcNZbHu8mRhcRCW61htEplFC8tSwwRrEZPIumYAiRMDi0FJwPjtEmkLDpJ45mBkTekV415ee+7hetuzflcleSuxATtZYvXLvfNF6nEvovgf8VuC2E+C+Afwv4zz7rCUKI/548RHhLCPEh8J+Ti+f/UQjx7wM/Bf7iFzjuL42v0uNwO3i24/H6Y+kAACAASURBVMR2sLiUBwfrfaLRrDKc7wakEJy2JVvrWZb7BLZSM0xZ37TpLHeXNZdjLnzWw4j18GQz8v17S3bec2dWU2tBWSvq0nBnUTK4xBgiISaaWjEvNT59uqP8oi7es4MGhvm+e3ilpZ6Xhw7fLxQBziUmH/n+nTk/eLTldlESQ6QqDWed461jyZ1VSVNK2qJAkvh4PaEFlEaREkgZ0CRMUdBqzbKQjCHxt3/8mHHyzEpJWSg+Ouv4/v0VJ/OS2/OK7WjpbGBZJQjgRZ5GdyFw1iWMTqw7z61lgRQCLSS92ycZAjEmNoNjNwYq9enJ7i9yTR5ivQ8cOPBlIZVkrhX3lwWXk6c2hjFEYhJ8cJFnhGaVQUmYlyWDmxBCEnsLUnJUSpTRDC7QVgrvAkoLLgaPDxGE4Pc/PmdRVRzNdU6DDYHv311xsfeB9h6sH1FCUGjF5eDoXeBs5xA6/5zOBkqtMEZye1YwLzWb3UQMUFcFuyn7VZ/Mqhe6c93kZevuixptV3+jA69YRAshJPA+8J8Af568m/+vp5T+6LOel1L6t1/ypT//Ogf5VfFVe8q6GAgBNlMg+sCsLVl3HaosmYLn3rK+9qGslWLwnlVZYElAQsjEcVtitOSin1gPnpgkSsJu8lxOjrdmFcl77pzMmTcFs7LguC2pCs1gHSCY1xqjcrfuJq/arVs2BaVRhwLla4LzARsCgw3EFFFKUJea41YSvMKTGGwiRjjfOXwtMDJRlrAbE5fdhBJib0OnUULx7pHko3PH2ejZ9QHnA8uZoR8d3ZR4shu4u2iYXODbt2ZMwWOkyL6kWlEoyYeXA6s6u27MWol1gXldUBlJNUi0EGzGQIgRLSWllJ8y+/95rsnDeXngwIEvg3Fy/Gw30IWUkwiVYK6yt/1Z5zg5Lhgmz+225OFuJMVEvw9daY0BlTjvRnrr6Zzj+7fnzMqCH08dNuWEQ5EUIUUWdckPHmzZVp5VWyAkPN6OFEpyPCv5k8cbJh+5HCzfujUjIXAuEULiaKYJEWaFum5yreYVfjNldyYhKKVCy88uej9r3X2Z08ab5MDxWbxSEZ1SikKIv55S+ieBP/6Kj+nPjJd5GX5ZHofBJ1JKCBJNZdj0E21l6H1gUShcShwVCgSYvXfj+Wi5N6/pJ8e8MCglmfw+GtQHUkys2pKmVNxf1DjnqauSeVMyL/PPKrREq9ztLrRi01uCzs9zIetgV2350qLjTU8g+rozuoRzDqXg4WbgrHM83Iz8xu05x3OBnxK1ERRK4bxk9J6ylCQbuegsow+klAcIbQr8E3dndJPgYW9JQTA5h1SKnzzu+M6dBScz+NatOX/8YEOlNS4Gvn9nwWZyxJB9VImJ3RQgSZoi4L2krHM4QZ4qz10boyWlUpwuCt49bT9VIH/V1+SBAwcOfB4XveXJeuSydzzcjYw2Mqs13z1qOWnzrt2srNmNFi0kj3YDWmcnoEjkbDsxKwruLgq6KXDReY7qggfbge3gmVcSSDxajxTHkndPG+aF5rgp6G3g44uOW63hcrCc1iVaK+pCsx4sJ5VhCDmsO8aAVoqm1NSFvs6LuLuqMFLSloq7q4K60J8qem9KNz5r3Z2V+iCX+wxeR87xN4UQ/ybwv6T0JYx6fg34qu+wtMkWdPMq+zUvq5KLaaLUgqed3UssIrfqiiTgDx5esChK/vDBJaezmrbQbCfPj886BFBJSZAJnyJ3ZiX96GgqxWJeMPnIsim4NSvQSuJcoCw0zgeElLiY7epuTtW+iEPi29ef3jomn/jR2RbnEqVWOB95shs5nmnKUrEZAoP1CCH2PqKghEQKgd0PiOhac1SVTN7zsI88upwIyfPWccPT3YQx+fz8zvGcH5/t2A2O26clLkie7EaUFCglaArNWW8ppECJSBICHyGmSFMUJBLfOmnoXbbIO56VnM7r63Px5gJ+6HocOHDgF81gHdvR8+OnHSSBICES7CbHnWVJbwNPuommyDagi9ZkIwDrsX1gPXgeC8u80pzOKnxK7Pa7zqUh65nrnBybENgQqAvNnz7uuL8qubUoKaTEx4gqBcPkiUAhJIWWpCSYQkQJxZ15RaMVtVYcLzVDTGgBCbG3CjW05bOWtM83yvKe4KfX2Kt19yCXezmvU0T/h8B/DHghxMirJRZ+rfmqB5JWbUlRSHbWo4Vgax3LsmDnPKu6QEvYjJ4QBwQCESVNIbk9m3PUFAzW8/F24HJnKYzkdFmiVPaSfGtRM7i9Hkpmnems0Czrgt3kGF0kIBidx4XIvCrwIXH10l5259lNnm7yqOculEMn8OvB6ELW1EVBNwRCShRacG9VMisKIpLLnSOknFA42siiUZx3OZUwEjFKsqgNtZbMjWRnBR+e91wMlifbkV+7veBXjluKu4pllbXWwsOiLSBBJBJSnszuneNysPzsoufuvERKyWg9RkputRX35hVCZdunUis660np5br8z7smD8mZBw4c+KqJKUdmjzbgIpy0hq31SFVztnOUheRJbznF8GQ3smxKFpXhwWVPoSS9dUghWVaak7pgOzkebHq6KeAjHNUlTaU5ajW32orLwRFDZHIOLRtmBo4awwfnfXbmiIneRrz33FuVzKsCkxRCCEojacsCJRJ1aShJFFKitaIt1TOhVfDiRlnuaz9bSD9fCx3W2xfzOprofyml9He+4uP5M+ervMMyQlBJycwonuwsq8ZkH94guRgmfvXWgse7HiUNH1/0PF5PVEaAEvg+8fsfX+ZhAAEkwQdPO377V05YVYbjxvD/PtwwS/DgYkCeSM77kWVtCFFcFyZaCropMfnAqvnk7X5RZ2/dWwbn6W3WTt9MfTt0Ar8e+JhIUWB0Lp4frC0fXQ4UUvDtOzPmlSbGyBgi3ejxCdqi4MPzESEFy1LTWYeWsCw1TwfPD55s2ewm2sKglWJrHavWcNwUeBdxMfH+0w3GFPz40YZ//N0TxmA50S0XIVs+hVQTI/QusKw1x63m7qLi1rLi8cayHj2LytAUiskndqOjMvKFQ6ovuyYPMqMDBw78WaAEKCW46CamAM47mlJz3o/ZN9ooThrDotKEVCFk5Olu5MFmxEjB/VXNbgoUStJNlvcveq76UCkGHu0c35stAcV68PzJozXvnMy4v2r4wwdrYkrcW9U5hXD0HDcGcMxnDSTQCN4+qagKzaoqSCIyRRA2kICikdSF4rgpPuWg8bKGWFuaa2nHoUnx6rzSeGVKKQJ/7Ss+ll8YlVHMXpCQBvmubTd5xueG8l6F7eTofCASmZeKkBKns4pFrbm9qFnbCR8EP3i0pikMJ/OCi96SYsIA88JQFZqq0LjgaWuzvzA0LkSO6yJrn5uSTe+ZXGI9OASJWZWdPrRSlEYiRY5fdiG8sNt+dXeaE9/yaTH5lL0lD/qnrw1aCmwMjF7Q1BqjRfYhFRACbCfP4AO3Zwap8vBgN+WEzMZIlJK8u6p5Z9kihKCzDm+zN6mNgbdX5b5jnXWBSknOholv316iBQip+NOHF9ybVUQfsT7ys4uREBORRKU1i7pgXhmEkDzdTZx3E9vRc9ZZlJTMK43RCi0ESkk2veVsN3G+m66vs6trEvIQ7ea5AhqyzOiLXJcHDhw48Fm4GNmMlnduzfjOacOyLvN6KCSXQw5ZSREuesejzUA/RkqluHdUs508nfV8+6ThpC5oq+xStOsnLnYWJRVHTUWlJWMISAW/erpAxMDF4CAJFqVGS4kQ0JaK7egxSlBqDQh2LjtvaaWIIpsXDDbgU0IAvc0D3Otx4vF2ZNPb69f2WZK5z6qFDryYN1oT/Xn8vJ2vi53jbLO/8KYxbw2lxHeOWn7/4YZFqSgLQe00UsC7Jy3HdYEn8tPznvN+ohsd945aSq15a1XTKsP5LvvvPtlZFq1hVmrurCpOZwWzWkGS2RHByDyxKwVaQkzwMpebm3enV4lvPiTmpT50+75GVCY7YYSUiD5Ra00qBaT8xmoJssgeoufdhPWJwWmaQnJUlxQo3j4ynA2eHz7ZUhuNkgKNopsc91Y1m9Fxb1HxeDexdZ4Hlx2lVkwh8u5xg0AwrwoKBVoLRp9jwV0K3GoKThcFldHsJkckEWK+GSuUoLeBVVMgUsKnxMP1wJPtiBCCWWmojOR0VrJsimeuv8FmWdLVzsgVB5nRgQMHvmxSFBRCMdOCQgv+9OmGeVngUkRLgVECKXOjaV4aEpKPNz1agBaSbx/NEAh+dLHjePA47zmZV6x7S4gCGxyLeoEPicvOoo3krPckIaiNpPMRMXjW3cTJrMTFyKw0HDeK41mJ9QmjJCJFBkseKCwUKSaGGPFR8P5ZjyCnwDaFZjk63j5uD776XzJvtCb6s/h5B+zWveVyGFEyP08LiBEudyPdrOSoNmgtiT4Rk6Vznjs6DyD8g5+e40J29piVhm6w/Na7x9xdVGz6wMYFKq2otGYcI2KpiEJS7TXRl30eimgKjVYCFWB+o/h40et4/u7UKIVRHEJVvoZUQjEvBJ31hBRQMjKvSoTO71si8rCbaAtNYwAExd5SblFKppD406c7fvR4R6lyXHhjFLdnFU2haIwhRfjjB2uO25LdGHjv/pzJ7ph8QqnsyLEdHVIKNqPnpC0oVcHbx03eBZGCwUes9fiUqIzEhkSaHPNK0Zb5fFwPOVYXEpUOjOQdHAHPXH9aCXZT+lTq1kFm9Ivnvd/5P762v+cnv/uvfAVHcuCbjrOeWaWYhsB2CpRGs+sngtcsKsOq0Zx1E9ZGkCAF1EZT6cT37i05rgz/6ONLzrZ5F67Qkk3fo5SiMQJjCtadzyYAKVEguTWrMFqgEPzssufpdoCUOGoNg92nBbrIUgjKQjBOjp0NlEbRjXk+ppQChEAIcAFmpaG3Ye8z7Vn0lkVTHAYFv0ReuUJKKc2/ygP5uvHzWG1testFbxHArVnB1gW2k+N4VlKZRGMKHoeJ3kVKLfje7QWDz526yXuEgMEGpBTMKsW8NtxdNfzobIcRgovecqutWLaaWkmUzBqt2igGGwBBZQTWB0iJ+gWF8OclFcLh7vTrykTgcozcXTbsrKMbs5fn/VmNtQGbAg+3I0oo7s9LEjAvDb92t8BGxQ8e7bjcThy3Jf3kebKzfOd2y3dOG1JS/Oxixx88XEMSDD5xMq/5eL2jKjVNJfj+6ZJh8owBKg13lxVEwe15QV1qAvDWokZLOIf9eSzxId9535oXSCHpJo/zEQn4lBhsoCnz7sn43JZJlhnlLcwrDufngQMHvmxGF9h4R1tr/uTJls46GmN493SORqIlPOmy7LItDZfThA2Je8uKmVGUWnIxOC7HQG2yFCOVmpN5w71FxYPtiEDQe8+s0DzZTkxl5N2TlpiyL/VxU2DmiqaQbEaPEXI/1A3EQGE0LsHgAoXe7zTHyBgjAkFhFLXOO5ZaCEKMKKkYQ6S4UTzPDk2yn5tX/gsKIf65Fz2eUvpbX97hfH34olZb695y1ll6Gxht5M5c87BXFFIiRGS0gvUw8r3bc/7gwRrrBUlCW2h+8HRHozVJCI5nFYXKYv+j1mBkYt1N3JvVvHvcEHyepP3O3RlNqVnVJVIKJp+7fiHC5CM+BDZTYFkb5nud9Mtex+Hu9JcDiUCkxFGtqbSglYEo4Ek3ctKWLErD3UXFg8sBGwo+utzx/XtLPrwI2Gj56cXAWe8JMXJnWRF85O684qgueLyx3JmXTD5QFZqn64Fv3WpZ1C3vrCoWTUHykYdbyxQSEo0xgqZSHC8q3l7W1KVBK0FMYH1iO3l8gHmVg1dSFFxOHh8C3ZQHWW0ILCqDC4lKC46bguG5naB5lR1F5N5T/eb5+f+zd+dBli35Qd+/v8yz3rXWXt/rN5tmhMQi4wcIY8LCLB7AIIcQCBkFRshMEMYBeAGDMVaYLZDABof8jwcEErIQAgSYABuECVuDAwMeKZA01jbSvPdm3tJ7bXc5W2b6j3Orurq6tltL963u3yei4r17qu452XV/NytvnszfT7N2KKUuwqRsqJ1gAwyzhNgI6/2Ue6OS4DyvLfVYFoiNZVo7jDEkNOSR5fGkonFC6RqC9zjnMdaQRW2fVTnPSp6y2o14NK4ZNw1LnbbS4LiqWeulrOQZN5dzHmwXeITtouBGP+PaIGG5l4IRjBU2J22/GUtg0Em5NkiJjGGnbCgrh8MTAuSxbZfQAXXt2No3f6abs89vno8hf2jf/2fALwV+GPh3L7RFC+IsM7O7S0B2S2uXNGwW7brPR+OKrWlNllry1LIehI+s9ckiS1F73t0a451ns5zSTSzbkxojlsjCJ9Z7TGrPraUO3gWSyDKuG5Z6Cak1dOKYlV5Cnti9a29OGqDdWGi8p6g9WdzmiT7u36EDkMXXzRM6qfDedsXP3h+TRMKgE1NVnremIz623qMfx0Qrhk5k+ejqjbbCoXM8GlXkUZt66d52yZcejfkFt4cYK7y7MeXnNsb8/BtDljox1wc59/KIcel47EvWuwk/8YXH3Bx2GBUVeRITWUhnMbWaJ5jIsFnUZJHh0biidoE8aqsVhhDwPlCHQBoJzhscgQ82J/Q7MePKYa3BmHYmJcAz77+DO81Bs3YopS5OoM2sVXt4NC1Y7mT8zP0RnbgtHlV5z72dgpVOyq1hSic1DJOY+6MKF+DxeEqaRBgTuLnS4ce+tEknFjppzqRq2Jg29JM+lXhudXJiMeyUjqJ2bIxrKud5f7Ogm0TkqSGxhtr7tmCVCAGYNgHnPbULbEwb6gA2MiRWqOoAAt3YUhEQaTcbdhKhCVDuS2GrNSDOb57lHL9p/2MReR34ixfeogUy78zs7hKJLLZUjcPVjgejii8+nFA2ASNtxo1OZNksKnITUbiGx9Oa+zsFo2mDNYZOE/jymwOWOgl3+ikuBB6MS5rSgbHc2yiJE2E0qTErXWIrOBeoGk8+K/958N8BkESWQfZsSjF1tdSN4/FOxaj0GBN493HBsGwYZAmCYVx6jIEQAsM8Jo3gR+9u000i3n64QxJFRAY+dr3HqKi5sZTTSxK2ixLXOH7u0Q69JG6zdohhpW+42e/wwfaER+OKTmxY7iRE0qZB9F74smtLrPQzmgCTqmJj3LBTOOrGc3MppwmBx+M2zWNkDLVvc7A2TZtJZpjFLOUJaWJJorbE/Gnef1ocSCl1kbppxKSpeTAuWOtmfOnhiFEd8M7PipaNuTnMeW9zwhc3Jlzvp7w26PClrYL3NsdMi8D1YZvl6MYgRV4b4hH8LINRL233G8W18NbjEdZYqqZmUjdgBDcNVM6Tek9mY15b7rBTNuzUbfaN11e7VI2j8bt/6wOT0lOUDSQRcWTw3lOHwFIWE9k2yUAeRzwc13v/zt0Utro5+3zOsyDmXeDnXVRDFtU8f4j3L5HYzSJwd6dkuZO2xVRMW0IziQ29JKKTtGU9H09KitqTp5YQAku9mAC8PkgZl453tkrGZc0wTyidJ4oMk8LhU/jiozHbRfvzaRxRNzXGtCnqGuewInv/Dh1Avxy2xiU7tWdalgjCduFIrOXWsB0cWwkk1rKctVkwHk0bUmuom4DI7BZkCKwNcoadmCyKuL8zbYvsiGUpS9ksS4wXXlvOSCPLT97dZlI1LHcT7o8qtkvHx9Z7rPZSrg9Tbi9nZIllc1IxrRzOBXyAJH7yoW6YR3QSy6TybE0aIiPkiaVybUqlTmqJrG1TN5kncXscLROulLpojXOzO2cexDAqSlKbYEXI44iiabg96LDeTehmEdPakVshkog8CWxNSrpZgvNtkar3N6bkSZsJyeNJYgvTwIOdmrWup2ogsQmuCXxpZ8L2uMENUqwxvLaUExnh9iAnzxJuDFJ2qprYeqp6ynZR0kttu8fEQy+2YKRdUke7Kbtxns1JTePaMuHwJIXtMI+P/2WoY82zJvo7aO90QJtf+quAH7mMRl1VB5eACG3S9tdWOvzke5sEEerGsZSnvLsz5kPDPpvTkn4aIQPh8c4U52HYyeilCVXt+dF7OwySiJvDnKbxNEEoasdSP6ITW4wRpnX7abRoHMudBGuEcVHjAkTWsFM0WIEszl7o70ddjNJ7RlVDEEtkYK0b8dpKRp4YBMFLoGsjlroR0zpgfM24qnk8asgSgzjDII0pnKMfxby1MeJmP+enPtgijS33RlNu9HPK2mHFcnerIIksvTTB+0CxW8mr8XgX6GYJ49LThHKWbcMzyCI8bQ5nT3s7MbJ2Nmje//4QljsxMEvyb3mmRO1xtEy4UuoiTcr2jnAsljRqS2LfGKQsdWJ8gDgSunFMnloG3ZhJ1bT5mw1sTAqmlWe1l7DaS5g2DamN2BiXTCuPtdBPI0bThjRuKxYud1PKrSnWBN59PMFYy3q/zdTxeFxye5iz0k0ZdGOSyJAZ4XETqJt2X8sgS1nuWPIkxvnAoBMxqT1V4xAs49IxLR2DrN1vVTQ1vbQdOCdW95Cc1zwz0Z/d9/8N8H0vYwXD89p/C3qpGzPMY4rG8+W3BuyU7YzhpGlIiEACj3amTCrf5sdd6lBXjm5iEQk8mjjKyvOoqbk/rviK632qIhCllqYORFnEpHYMrDCuPIM8YI1gDWRJxKAjbZ5oK8TWPpMeTF1NgzThRi9rlwx5xy96YwUr8MF2iasrvuLmCr084ifv7RACPBxNSOOELPaID9wc5tzop8TGYgBvPA/HJZE1pJFFgnB/u8ATSGNLE2CQRgSEEGC1l5JGwrVhRj+PGCYRm0XNeHuKABvjmsQYukm7rtnM1vFlsSG2lmEOdePJ4ra6YpgNoLuJYZjHT5WoPYlmlVFKXaQALHcyhvmY9x9M6GQRVe3oZQmTuuZaL+P90YShT/nRd97nY9cHhBAICHdWcuoGJqVjc1JzZ7lL03huLXcxAsMs5v2tggbPqKhpXODhqGR9kNKJY4rS86ioiCO40c/AwLVeTK+bEFlD1Tjujgqms4xfaWLoJZZeHtGJIhogtgaaQDeNKCrPZtEwTCPECJltC1xF1tNLE5a76Yv+dV958wyi/zZQhBAcgIhYEemEECZnubCI/AHg99BOSP2lEMJLs7569w944+H2IOPeuObtccn2uOb1tQ6RtLe4f/reDt08pWlKHo1rwrjm49cH5NZijGFU1vSzmKJqaDyMq4bVQYp3AeeFpTTGREJZO6rGt59SY8u0ajcO7OZ63qW3uF8OaWTIIsudlR4PdtoOdZBH9FLLR2+ts96J+GC7YquocQ2887Bgrd9m4vjS4wn11pTbg4yibkgSw3jaEGH4iptDxMD7WwVpbOklEe9vTgnAjUFKbIRR7RjmlpU8IYkEa9oKWoXzdJOIXhrRSSKmjeP6MCeJDNbCUh4R2ba7ia1lrZcSR21w7hZiWe6mZxr8alYZpdRF6aYR/Sxh2ItYH2XsRBX9QY4xwlKnw9a05EYn5/6o4GPXlngwmtLPYu5tjBj0Uh7tFCz3U671MjJreXdc4kOgdoGtssYDQQKvr/RgY8Q7j8ZM64Y3Vg2fuDVgY1yx1IkQD4M8Is8sReWZlCWT2pHFbT+7Psz4YKMgNobYRnTSiECgnyT0s8CkdjwalzTO08ss3gfuTWsGebtOupdoIoGLMFfFQuDXAKPZ4xz4QeDfmveiIvLzaQfQvxSogH8kIv8ghPCz855roYkni+DxZEoWWdKBRQJ8cWOEEctbj0bcWslZ6ycs91MaB+u9hMwK41naLwOsD7O2Ol3Srh0d9mO2p440tfSyiEhgKU/21jZ1E4vn2dvZeov75eC8x1j4/L1t1jsZIYJ+lLCymuBqz1bteXtzwhcfTkkiSBIDBBIb8fFrA4wRjBHe3ZrgQiA2hqJxXOu3y30M4FxbWrz2nmEWs1E0JCJc66VkqcFGFhMsq91kVu7b0Etj0kjwRIiBJIaVbkw/jRl2kgNp6LK9x8P8/Gv19Y+BUuoiZLFltRcjXoiM5Y3lPjtlTT+JeDSuMBgmTUNROab1lCy2PJ7UTJ2QNoE7qz3qpmGQWSrv6SURd3dK7m9O6WcR1/opD7Yr+knCMEtY67aTYKPSMa09ndgSiSHNI24spW2fGRkSIyCGsnY0kcdgMFbaYlaRIQB5ZOnnES60+fkbH8jj9g54Je3sdGKFQR4RR3p3+iLMM4jOQgi7A2hCCCMR6Zzxuj8P+Je7s9gi8kPA1wHffsbzLSQjMK6gaYQvPNhhmLe5GgVDJzFMq4a7j6esv5bgfGDcOBJreDh2TH2FBMN7W1Pu2B7rg5TICP0s5vZyl9dWAiEIwzxmpdfekumn7afRLLbPpP3SW9wvj0ntKUtPYi2Fb+hEbaq5cekY1w5fVGxNKkIIJMbiA9RNoKw9TWjLbm9MG376bhuTaWz58HqHe9sF652Mtx+O+PjNAVlkGaSGu9tTVjopIbLUDgZxzK1hSp4lpLGQzKpyBl9TJXavIEoviVjrZXtxdzD+NB6VUosoiyP63ZjwcEwgIjeWxLRLJbbLiq1pmw+68Q2TombaOPI4YntaEjysz0pz/8SDDW52E/qxpekkYGA1T/npxyMe7BREkWVzWvFwp8L5QOMDr6/mZCFiXDZ86TEkkbDaM5jIUFY1ZQN5CjhPxxhW8mS2FM+QJBEutBmPYivtRkYfmFSO2rXpd9d7Kf2sTXygd6fPb55B9FhEfnEI4UcAROTfBKZnvO7ngD8tIquzc/wGnl5zzewanwI+BXDnzp1nTrLoBRaKKiBWeDAqWO1m9LOI97cn3N2Y8oteX+Irby5xb2uCD+2M3UonoRM53msqbg07ND7gafM9XutFDDppu551KSeEdnftUifay/28Pzeu3uJ+8U6K37OKgpBmlqJpGKY5y92Y4AORsRhpGJeOyApV01AnbSaYW8s5S1lME2BjWuFdzVo/Y5C2mV02J+1mExsJH17rM648+JpBJyMylthG1N7RzS115amaQKgqylooshiL4a0HOwy6CUt51MtUtQAAIABJREFUwnI3wWn/fKVdVvwq9bycNYYL17A1KennCeOyYpCmBCO4UBFE2JzUdJKIrXFNv5PQyyJWuzmN99wa5GyXNZEIVeUo4sCkaXAE7m0WrPQyltOYLDaUjUMIDPKIQR7zs/d3uDXMeb+ckkWGsW14bSllY1zRuHbN89a4IiYw6KVEkfBgXOFFaDz4AHmUYE07BjBGGJc1OZa68GRRm7lrWjVEVoiMZuY4r3kG0X8Q+Fsi8j7tOuYbwDec5aIhhJ8UkW+jXQ4yBv41zLbyP/1znwY+DfDmm28+9Sf5KhRY8MaDC0TWIsC9nYKm8fSymK2i4cF2wZfd6HOjn/GRlYz7257EGl5fSpiUNUv9hDurHZyDW8sZt5c75Em09ykS2rKjRw2SdeD8Yh0Xv+dR+4ZeBHeGPe6PClY6Cb08opnW/Nx7I3amjuVuxIfWetQebgwSVvOMLDa8vTkmEiFJY7q548FOgfOBW0s5aQLeBbaqNpvLzUFGFhm6kSWJBCMJwQtOHDvThunI433g1jKsD2KW++266Rv9lH6eUDaBcdloHF5RlxW/Sj0vZ43hjZ2azYlna1rRTWLKqmbQTVjrp/zMwx0MQl0HPnFjyL1xwa1Bhw+2pmRJxDubY5ayhA9GBf0spgkewQANN4cZeLi3NWG112b8+LD0eefRmEjaLCBGILeGPLGICEvdmPubNUXjqWtHGgsO6GeWxgvvPCrwHlb7AR8Cq92EPI5IZ6W/N6zB+dAWcSsb7m6XLHUSOkm7NCSL7cJPSC6yeYqt/L8i8uXAJ2aHfjqEsJe5W0R+bQjhn8xxvu8EvnP23D9Dm3f6VK5KgYXcQmzaT5kEGFeOfp7wkWsJVdkwigyvDzsELzzYcXxxe8KXXesyrWo+eq1DksR0kpiGwJ2VDh+9PgTQYH/FRUDtAjcGCTeGCbExTGrPTlExnjpcCHywUbLc83z8Rp9bgw4704aqgdVuSj+NYLbRpaxqUhMhszK2D0Ylq3mKsYFuakmNpcCRRbDcz3CufV7hPCYIo6phVDb0qgjn23X3Hth9dwqLf8dIKaV2FbWjbhyJwFIaM+zE1K4tdDIqaowPBGP4YHvKuKr4+I0hncyy6lOEduP0dlExrT291LDWy9mcVCznXTqppWhqbq92ia0huLYo1p3lDoXz3F7uspzHvLM1pZh4OpGF4IkTgyXQzxIebVV8YXuCEWFtKSdN2s3bqTV0kzZjV2yEXhox2jeJYY2wXdSIQGQCgzyhaDzV9vSpPVSLOCG5yOYqtjIbNH/uiG9/G3DqQbSIXAsh3BeRO7Trob/6tM+9KgUWygbyPPDR5R5O2iIYIbQb//pxjBNY7iRsjSve2dohMpYsNtxZa5OqW9tuTLg5yPjo9aEOQBQAE++QILy2bLk3CjwaF5QOtkvPzaWsLd5jhTSypNZiEO6OJ1zvtrcZB2lMN4vopDXDLKWsHUt5wr3tMcudDuv9tqjAlx5NWeklDNKI28sd4iTGe89bDyck1hAnQtTMEvqLkMcGEcGYQFE39NMI5z1b0ydVsrSDVkotsjZfvXC7Z7g7Ed7fLtieVFwf5ORxzGovoVM5Xl9aASOsdxNE2qxJVdPWbLg9yBnXDeO6IRYYpDGjugYstQcR2CwK3ntcUIfA6ysd8jhiqdMur4gFxo2jGxs+2KzJ0oit0lGOanwITN3s3OOS9W5C7dqNhNDujTK2XbaxP5nA9qSibMLs3yhsTyuSqC3wlidPhoKLOCG5yM5TsfCgeVM//MBsTXQN/L4QwuZpn3hVCixYG6grKIPjc+9v8Winoqwb3ljtEseGW4MueRR4t3AUNax3DZ00pp8lXBukON8mdl/KNZejeqKh5Pqa4afulnzm8w+oGljpRFxf6mBjw/VBzrubBWncFjP5uccj1jsZdfDslA0/cXeLlV5C8IH721M6qeXhuGRcOJY7Ae/h8bSg8p5OGtHJIrp52lZaMsJqnjCpHEkk9LIInG9nRbopaWxIbYQYQ+MDW0VDP3uy7k47aKXUIouMYGtP5YX3NqdslTW19zy6t4VBWOomVA3c3SowFtbzmNRa8PB4XDKuGtZ6CbEIO6UjomBaB64PMu5ujiidZ5Cn4ISiCcRGeLhdQSgIoUvl2j0ngyzBeU/dONYHKXe3Cz7YKhhkCctpRBYZBnlEFFkGHct6t11Gt9RNnqr4WtaOzWmNC+0AupNYIiNsFw3WNGSzVKO79SRg8SYkF9lFDqLn+q2HEH7lWS90FQosvPVgG+8dpTf8iy98wOfeK+imsNpNePfxhK/+2BrXegkPRg1T5/joSs61YU4WWVa6CTeGXZxvi6dksdWgfkmdZalDQuDuo8BnfuY+P3OvxAgUVVsx69aww7RqeGM159aww889bNfaXe8n/MS7O2xXNbeWOm1nnMesD1JK184k31jqsNJNqF3bgfczWOslZHFE7RwiQjeNiCJhOnWsxTmvL6cs5e0tz5VuTO1lL27dbFd4Fru9zhm0g1ZKLa4strxbjHlrs+Kf/ex9Xl/O2SxqoC1skieG9zcn9PME7+H9nSlp1NZ+2BiX5Iltc+9HEEcRm5OaraKik1qWOzlRLDwcV3TiiBA8xhje3Ziy1k3IIuGD7YpR2bCct3fstsqGN9Y6JNaw2k1IZhUN+3lMv5NwrZPS67SF3XaTDOz/WzLstNm/QghkcYTzge2iom4CSQTbk4Y4EvpZW5Crn8ULNyG5yC5yEP1cLWL2id0BUVHWbEwadqaGLzwekdiELC5wHjYnFW+s9klFuLFkuPfY8gtuD1juwaQ2GGMR2spEg/zJbW8N6pfPWTfHPtiBu6OCR6NZYe0AD3Ya1vrw+lJG46D2UFaOtW5CGhvqGpzAraUOIQQihEEW8RXrAzxC5Rpq11YVTKyhmyf44IiNoZvFlLWjm1p6Scxrq8Kgm7DaTbg5zPeqXomA3Tc+Lup2r3DjwlNFfzSWlVKL6v2NEXcfV9zbLml8oPawNXHEkSe3Qmot26VnkBs2pwW9LKJuHLeGKeWwQy+13N8qWOtmPBjVlC7wYLuhl5Ss9BMyZ+nFEcYIr692mZaOndiRxNDPEnppTVW3mTRq79tBMMJqJ2Gpk5DHlmv9rL3r2Mv48hsDktlE2/6x0P4Jmk4aUftAnsBOUZE2ljQSrAQQT1l7yqbtr4dZWIjx1FVxkYPoty/wXKeySC/0/gHR5qSiqBpqZ5iUjnFRsd5PeTgqcb4tQnFtKSHrBlYqQ9qxTEohjSNWuu3tmLIJe4nQF22WXZ3fWTfHbk0qfIC2yGzNejfm/rjGBsgSw81hyoNxw3RUIUaIRDABpqEhjQ25bTvv5W7MWsdiLPTiiDiOQYSPrnYx1vBoXLeVEeN2l7hzAR9AjBBHwiBP6KVPF0nJrGG6/+5QbKmaNt3e3jGNZaXUAhuVDu+haByvLXcRPNPa0UsSbix1KJ0jEcFa6GXxbCNfm7//S5tjrvcyJDI0QRhXFVkSsdKL6GaWa72cUVmRxRGxFcrGtYPjbsRynpFGhpuDjOU8ppvEIIEsjYnFMOy1M99ZbBl0EnqJ5cNrXQaHTLwcWiciMhSNx4ghiSwigRAMPWvJIkccWXppRJ5q2rt5nHoQLSJfd8jhLeDHQwj3QwiHff+lc9jt94MDoiQSKhdY7jWMmpoPX+vz+XvbXOsl9DsRX/NlK7y5GoF0WV+LqAyME08eGW4s5QzyhNo5ksgyyM5fzU0tnrNsjt2Ns04nInjhq+6s8qNffMyHlhNuLKV8zcfW6MeerQDLnRQIrK6nZIkwqeFjax3ee1zxcFpRO083z7mx0mUlS7i1lJPNKl0WtSNLaiLL3i3ConbUzmHEYI1QNY6yCXsD5CwyDDoJ4UDnfa2fkR4yS6KUUouol1p6XUtkDUvdmNQa+p2YsgkYKxgsX3lnQF21A+2b/YyVToJzgV94a4mmEbqpIUjgtaUugcCdpS5LeUweR3QTS2LbvnCtk1I6R3dWJGW5G/HaWs72tC3vHRkhioQ8MvTShHHVtBNtnZTlbsz6IH+m/UdN0AzzmDRu10MnUdtvb04aACLbDqCz2ffV6c0zE/0twC8H/s/Z468Bfhj4sIj8iRDC91xw2xbOUbffDw58OklCN6255of8ktcCP/7BNr/io2tYC28sd/iqFVi99drebfDNScnmpCFP7N4gI7Y6gH6ZnWVz7G6cvfmhG3xxYwLi+fW/4DZC4PYg4/b1djPf9eWYIJalJGGpl+AxbBUVkQi3l0pcMAzymEEa08tjlnsp3TSil0YUtaObRnRi81Tao6U8BuK9+G/j8tk85Yu4zEoppU7r1nKPT9xY4d7jgp97NGGQJ3w469FJ2v61qD1pbBhNGz60mpPHEb0E7m/XuGAZi2OlF7OSx7gQGNeeyAiDHLpZTGISPNBJLT4E6jqQp1FbWC2JiESY9hriyGJEMAKDPCGLLUkES53s2L71uAma3l5FY6FoPFns239PJHrX+4zmGURHwM8LIdwDEJHrwF8DfhnwGeClHkQfd/v9sIHPzaWMncTyK5c63FzO2Z429GL4+MqAj9xZfSpQbww75LGW6X6VnGVz7P44+7p/4yN89p27bI8aUgsf66VE/Q79bkInSYiNPLW0oqgd08rxkes9qibszSjvXm//bm5gb0B9cDB8mgGyxq1S6ir7xW+sstqN+eG3HjKuPL28oWtTdkpHmhm88zRNglhIJMLGsL4EjWvoZxndyLY1Hpxj2gR6ecyNpRQxBu9Cu1Qujdvz+EAAYiNH/r+x5tSTEqeZoNmd7OimEd75uc6vnjbPIPr13QH0zP3ZscciUh/1pJfFcZ/uIiME72lC2MtC0E9j+mk7c7fauwHwTGnu/XQG79Vz2tf8qcHsbF0bwJtv3DgypkZlAwfWJ2expZtGOOdPNXjXKphKqVfVG2sDljrZM33l7vK0ctYvH7R7V+8kRe1oMHTii/17f9oJGu3LL8Y8g+j/S0T+AfC3Zo+/fnasC5w6x/NVddSnu3FZA4IYg6sdVjzL3XSumbtdGtSvnpNe88M2iAzz+MSYOm42opfqBzallDrJcRMdkZGnCkntP36Ss2ZmOi2dlHt+5hlE/z7ayoL/9uzxdwM/EEIIwK+66IYtmsM+3RnCU+tGdeZOXaQjlxDF9sSZjpNmIzQu1avgQ3/kH87182//2d94SS1RV9Vxy9bOUq/irJmZ5qV9/PNx6kF0CCGIyP8NVLSFVf7VbAD9yjj46a7xgXHZPPNzWkxCXYTzlrfX2QillLo8Z+ljz9uvq8ViTvuDIvLbgH9Fu4zjtwH/UkS+/rIatqiy+NlUMEXtGJfNXnEJTRGjzquoHVXt9mJqv3nia3+8KqWUeqKoHaN9f7vPYt4+9iyZmdTimmc5xx8DfkkI4T6AiKwD/wfwty+jYVdBFlse7hTsFE9mo61AFmcvsFXqqtu/Xq52/qnqlZq1RSmlzu+y1yUf5azLQNRimmcQbXYH0DOPmGMm+2VU1G2Vn6VOW9o4srJXmELfEOosDq6X62cxtWvTKHZ1Rlkppc7tea1LPooutXt5zDOI/kci8o+B75s9/gbgf7v4Jl0du2uYYmvZ/x7QtU3qrA6Lndha0thqR6uUUhdgEdYla3/+cphnY+EfEpHfAvyK2aFPhxD+7lkvLCL/GfAf025S/HHgm0MIxVnP9yLo2iZ10TSmlFLqcmk/qy7KPDPRhBB+APiB815URG4Dvx/4ihDCVET+JvDbge8677mfJ13bpC6axpRSSl0u7WfVRTlxEC0iO7Szxc98izbz3eAc185n1Q47wPtnPM8LpWub1EXTmFLqxZg3rzRobumrSvtZdRFOHESHEPoXfdEQwnsi8ueBLwJT4AdDCD940dd5XvTNpy6axpRSSl0u7WfVec21nOOiiMgy8LXAh2lLhv8tEfmmEML/cuDnPgV8CuDOnTvPvZ1KnYfGr7rKNH5PR2evF5fGsLps8iKKDorIbwU+GUL4ltnj3wl8dQjhPznmOQ+Ad55TEwHWgIfP8Xpnpe083sMQwidfwHWfcor4vQqv41VoI1yNdp62jYsWv1fhd7uftvdyndTehYhfeCFjiLO6SjFwldoK87f3xPh9ITPRtMs4vlpEOrTLOX418NnjnhBCWH8eDdslIp8NIbz5PK95FtrOq+Gk+L0Kv5+r0Ea4Gu28Cm3cbzd+r1q7tb2X6yq193mPIc7qKv1Or1Jb4XLa+0KKpYQQ/iVtpcMfoU1vZ4BPv4i2KKWUUkopNa8XNRNNCOFbgW99UddXSimllFLqrF7pst0nuCoz49rOl8NV+P1chTbC1WjnVWjjYa5au7W9l+uqtfcquEq/06vUVriE9r6QjYVKKaWUUkpdZToTrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScdBCtlFJKKaXUnHQQrZRSSiml1Jx0EK2UUkoppdScrswg+pOf/GQA9Eu/5v1aCBq/+nXGr4Wg8atfZ/xaGBrD+nWGrxNdmUH0w4cPX3QTlDozjV91lWn8qqtOY1hdhisziFZKKaWUUmpRnHoQLSIfF5F/KiKfmz3+hSLy31xe05RSSimllFpM88xE/yXgjwI1QAjhx4DffhmNUuq0itoxKhuK2r3opig1N41fddVpDKtXWTTHz3ZCCP9KRPYfay64PUqd2takomj83uOydgw7yQtskVKnp/GrrjqNYfWqm2cm+qGIfJTZjkUR+Xrgg0tplVInKGr3VOcNUDReZ0PUlaDxq646jWGl5puJ/n3Ap4EvF5H3gLeAb7qUVil1gsYfnn3mqONKLRKNX3XVvcox/KE/8g/nfs7bf/Y3XkJL1It26kF0COELwK8RkS5gQgg7l9cspY4XGZnruFKLRONXXXUaw0rNl53jz4jIUghhHELYEZFlEflTJzznr4jI/d2MHge+91+ISBCRtbM0XL3astiSRU+HbxYZsti+oBYpdXoav+qq0xhWar410b8+hLC5+yCEsAH8hhOe813AJw8eFJHXgV8HfHGO6yv1lGEnYZjHdNOIYR7rhhZ1pWj8qqtOY1i96uZZE21FJA0hlAAikgPpcU8IIXxGRD50yLf+AvCHgf91jusr9Qyd9VBXmcavuuo0htWrbJ5B9PcC/1RE/urs8TcD3z3vBUXka4H3Qgg/eiBdnlJKKaWUUlfCPBsLv01Efgz41bNDfzKE8I/nuZiIdID/mnYpx2l+/lPApwDu3Lkzz6WUeuE0ftVVpvGrrjqNYXXZ5lkTTQjhfw8h/Jezr7kG0DMfBT4M/KiIvA28BvyIiNw44nqfDiG8GUJ4c319/QyXU4vqVahydZXi91V4PdR8rlL8LjJ9b704GsPqsp16JlpEvg74NuAaILOvEEIYnPYcIYQfnz1/95xvA2+GEB6e9hzq6tMqV4tFXw+lLoe+t5R6uc0zE/3twG8OIQxDCIMQQv+kAbSIfB/w/wCfEJF3ReRbztNYNZ9FnAHRKleLRV+Py7OI7z/1/Czae0vjUamLN8/GwnshhJ+c5+QhhG884fsfmud86vQWdQbkVa5ytYj09bgci/r+U8/PIr23NB6VuhzzDKI/KyLfD/w9oNw9GEL4OxfeKnUuR82ApLV74emItMrVYtHX4+It8vtPPT+L8t7SeFTq8swziB4AE57OrBEAHUQvmEWaATkoiy3lgU5dq1y9OPp6XLxFfv+p52dR3lsaj0pdnnlS3H3zZTZEXZxFmQE5yrCTkNaOxgciIzpge8H09bhYi/7+U8/PIry3NB6VujzzZOfIgG8BvhLIdo+HEH73JbRLncOizIAcZ5HaovT1uEhX4f2nnp8X/bprPCp1eeZZzvE9wE8B/x7wJ4DfAcy10VA9P4swA6LUq0rff2qRaDwqdTnmGUR/LITwW0Xka0MI3y0ifx34Z5fVMHV+r0JHWegfBrWg9sejxql60S4q7jSWlXpinkF0Pfvvpoj8fOAu+wqnKPW8adomdRVonKqXhcayUk+bp9jKp0VkGfjjwN8HfoK2AItSz92iFTJQ6jAap+plobGs1LPmyc7xl2f/+0PARy6nOUqdjqZtUleBxql6WWgsK/WsEwfRIvKfH/f9EML/cHHNUep0NG2Tugo0TtXLQmNZqWedZia6f+mtUGpOmrZJXQUap+plobGs1LNOHESHEP6759EQpealaZvUVaBxql4WGstKPU2LragrTTtxdRVonKqXhcayUk/Mk53je4AbtMVWfgh4Ddg57gki8ldE5L6IfG7fsT8pIj8mIv9aRH5QRG6dpeFKKaWUUkq9KPMMoj8WQvjjwDiE8N3AbwR+2QnP+S7gkweO/bkQwi8MIXwV8A+A/3aONiillFJKKfXCzTOIPlhsZcgJxVZCCJ8BHh84tr3vYRfQ/DhKKaWUUupKmadi4cFiK73Z/89NRP408DuBLeBXneUcSimllFJKvSinnokOIfzlEMJGCOGHQggfCSFcCyH8z2e5aAjhj4UQXge+F/hPj/o5EfmUiHxWRD774MGDs1xKXaCidozKRitUnZLG72LSOD4djd/Lp7F4uTSG1WU79SBaRFZF5DtE5EdE5IdF5C+KyOo5r/+9wG856pshhE+HEN4MIby5vr5+zku9mi6qk96aVGxNa8Zlw9a0ZmtSXVALX14av4vnuDjWAc3TNH4v10X2qRq7h9MYVpdtnuUcfwP4DE8Gvb8D+H7g18xzQRH5shDC52cPvxb4qXmer05va1I9lRi/rB3DTjL3eYoDCfYBisaT1k7THakr47g4PlhE4qzvFaVO4yL71Ivq55VS85tnEH0zhPAn9z3+UyLyDcc9QUS+D/gaYE1E3gW+FfgNIvIJwAPvAL93viar07jITrrxh+/9bHyg0MT76orYH8dF7XA+YI0QGXkmxvVDorpMx/WpwKn7VZ3gUOrFmmcQ/YMi8tuBvzl7/PXAPz7uCSGEbzzk8HfOcU11Rid10vOIjBx6fFrWeJ58T2dA1CLbjePtaUXZPHkfCJ40jp/5+bO8V5Q6jaP61MjIXDPLF9nPK6Xmd+KaaBHZEZFt4PcAfx0oZ19/A/jU5TZPndVxnfS8stiSRQdDJTw1gIZ2BuS4NXm6bk+9SO3MXHhqAJ3FhqoJbE8ravd0XJ7lvaLUaRzWp+4+Pmxm+ag+MzJC7RzTqnkqfjV2lXo+TpyJDiH0T3MiEfnKEML/d/4mqYuQxfaZdZ67nfSobJ65TXjS7cNhJyHd9zOND4zL5pmfO2oG5N72lHHpsLPz66y1ehG6aUztPI0LNN7zcKdgWnt6aUTVBNLY089issjo7XB1Kmdd0pbGFucDAeimEVlsGR3Sp8LR/erWtOLxqKL2gTSyZLFnvZdq7Cr1nMyznOMk3wP84gs8nzqngwPfsnZsTeu97+8OZE97+/DgoPswh82APNie8mDnyc7zqnGQJ7puTz13kRFia5lWFe88HPPeVoEAa/2E672UPMnII8NAP+CpUzjrpr7DnpfFdq47iLv9qjEGGxzBe2IbkWqfqtRzM0/FwpPo/aMFlMWWXtp+VjrsNuH2gc589/hJSy6Ouh15cFBc1I5x9fS5yubJhsT9P6dLPdRl2o25pnE8GpdsTmsEyBNL7QJbRYMPHmMvsltUL6ujNvWd1Icd97yz9quRtYhpn3fcemjtZ5W6WBc5E607GRbYUR1r4fyhx0+zMeXgTPdhs8qND0T22c9XbvYc0BRN6vLtj7HSBawIw05CZBtEIIQ2VmsXdD2pOpWzbuo76XkX1a8epP2sUhdPp1xeEUd1rNkRs26nHUjsznQftSxj9/Z5Fj99nW5qyWJ75tkcpU7rYIxZI7gQiI2Qx5YwG9NERuhnVpcYqVM56+bt0zzvvP3qQdrPKnU5LnImWkvYLbCjNhoOOgnhwAzFRW6q2r0uWUwWOxoX6CaW9UEOaIomdfkOxlIWW1a7KZtSYUSII0Nk4LWlDq8t915QK9VVc1SfelLfedbnHXaOo/rVg7SfVepyzDWIFpHbwBv7nxdC+Mzsv199sU1TF+2o24SnuX14MdeNnjn/RabiU+owh8XSIE+43s8Y1w3eBfpZrJsJ1dzO2ndeRJ97XL96kPazSl2OUw+iReTbgG8AfgLYvQcUaEuBqyviqI72sm9hH3fd887KKHWc4+7CDNCBszqfs/ZVF9HHnfYc2s8qdTnmmYn+D4BPhBDKy2qMenkdl0v1smfC1atpf8xpjKmXxVnzUut7QKmLN88g+gtATFutUKlTO82ucO3Q1UXSTATqZXTeuNZ+VqmLdeIgWkS+g3bZxgT41yLyT9k3kA4h/P7La546i7POVFzGdY/aFa6FVtRl2Y25SVVRNYEkEkCL+6jTeVH950nt0L5UqcVzmpnoz87++8PA3z/wPd3aO4fn0Tm/qBm4o66ru8LV89b4wHsbEzYmbfaNNie0o5teZDIidZWctu9dlDsYh7XDHpGOVPtSpV6cE/+qhBC+G0BE/kAI4X/c/z0R+QOX1bCXzWk75/MMtC96puK0bTnuurorXD1v7z8e8fl7OzgfsEboZTEARVnvVe9Ur455+t7T9J+XNRmye17v/KHtODx5nfalSr1I8xRb+Y8OOfa7jnuCiPwVEbkvIp/bd+zPichPiciPicjfFZGlOdpwJZ020f3WpGKKjKQEAAAgAElEQVRrWjMuG7amNVuT+VJvH5yRqJ1jWjVMymbuNh9sy73t6ZHlYo+bbT5tGVulLsJbD7d569GEUVGzMal4PK54NCppnMOLDjZeNfMUGTnNXbN5+uh5Smzf257y/uaUR6OSx5OK7emz5zXWaF+q1II5zZrobwT+Q+DDIrJ/OUcfeHzC078L+J+Av7bv2D8B/mgIoZmlzfujwH81T6OvmtN0zhcxi7x/RmKnqCnq9nwigp1lKDiNg23ZnrZrSydVjWCeSep/0myz7gpXz8PPfLDJW4+mPB7VPB5VZKklTyyRFYIIJuht71fNPMvJTurH5umj51kW8t7GiHvbFdYYIiNYgSa01zuYU7+Xal+q1CI5zb3Nfw58AKwB//2+4zvAjx33xBDCZ0TkQweO/eC+h/8C+PrTNPQqO82ShotYO7ybC3SnfDKATqPZppQ5BuQHB/ftALphWkMWR4xKhweGefKkM4/MsTlItbNXl+ntB9t8/v6I0gWKuiFLLdPS0UkirAjLnYQsjV90M9VzNs9yspNyKZ+2j55nsH1ve8oXH08Zlw5jhEEa0UkijIDbd9797dC+VKnFcZo10e8A7wC//BKu/7uB7z/qmyLyKeBTAHfu3LmEyz8fp0l0f5a1w4etzdvdzFcl7XrQ/dc47YB8/zWdD5SNZ2taM+w8Ode9rYLaeWJr9/49wzzWGZJ9Xpb43XXRa0Ev6nwPtqe8t1XOMnI4ImuIRFgbJAzymI+sdbm93NG1o3O66vG7G1/t/vcnr/1xSyCOu2t2mpnqxoe2HPchDhts39sqmFbtsg+AuvEkkaWXRax1E4w12p+ew1WPYbX4Tr0mWkS+TkQ+LyJbIrItIjsisn3WC4vIHwMa4HuP+pkQwqdDCG+GEN5cX18/66UWwrCTMMxjumnEMI8PzZM8z3q349bmddOIbho989zTDiL2t6WoHRuTksp5JmVgVNY0zlH7QOP2zVjPPiD0Drnuq+plit/zrte/rPMVtWNcORJrsKb9EoHlbko/i/nIWo/by11dO3oGVzl+98cXCIZwZN97UBbbQ/ux4/ro/deb1s2ha5oP9r/jsqH2AWsMyey809pRNo5uahl0Eu1Pz+kqx7C6GubZqv7twG8KIfzkeS8qIr8L+PeBXx3Cy79Qcf+ua3NEmiI4/drhk24XXkSJ12EnQSYVWWy51kt5PKkBKGtPYgREqBqPiDvxduc8FiVHq3riNLen53ndLiqLTFE7Hu4UTEqHNcJS3nZnzrfLiz601uGNtcGlx5LG7GI4LruFRy7k9Tmsjz4Yz7G1FOIPrGkOND48daxybrZkI9BNIrLI0/jASifm+uCoXBwXT+NXqbObZxB974IG0J8E/jDw74QQJuc936Lb3WCyPa0om0AWG/pZfORGk91O+WCHu99p1uZdxGY+Y83erLa1hlHZYI0geJyH2gUq11A1jkGenPt2+aLkaFVPOyne5n3dLmL9/9ak4v5OwU7h2JyUiEAntnTTmMp5bg9TPrQ+OPX5zkpjdjHsfx3GZYMPgX729Br408bXSYPKg8cOO28/i4mNkMSWaVnjkdmsOHvLPZwPs0Um7Ux5nsX00ojbK91TtfMiaPwqdT7zDKI/KyLfD/w9nq5Y+HeOeoKIfB/wNcCaiLwLfCttNo4U+CfSppz6FyGE3zt/0xff7gxFUTvKJsyOebK47UQPyz+6MS6pXNg7flindtzavIucVdi9Tu0cncSSJ0LdgEigdu1XZGT2bwvnup5W41pcJ8XbvK/beXOHb08qvvhoxP2dkrJyNEDVeOJBxrVuzHInfip7zGXRmF0MB18Ha4RJ4chit7dnA56Nr8P6yrMMKo+K284sJ/mk9nsD505q2SkqCJAlluVuQhI5nPcM8oj1XvbcYkfjV6nzm2cQPaAt/f3r9h0LwJGD6BDCNx5y+DvnuOaVtjtD4Q7MVDQuENtn84/ulDWbk3a2Ynd297BO7ajlGvuPFbUjscJyNz1zoYAstnywOWZj0mCNITZC6Xb/MAkhOMCw1InpnjPzgVY2XFzHLQ8aHZGD/LjX7SzLjYraMSkbHo8LPtiY8mBU8s6jKWJgtZfQS2OKxrUDked0K1xjdjEc/H1nsaVq3F4/C8/G12GD5TS2bE7rvSI9R2U1OtiHHhfPX3q0w3sbBWXjiURwwQNCL4vIZncmV3sxjQsMspPXa18kjV+lzu/Ug+gQwjdfZkNeRrszFPbATEVk5anv784I7N+oVzZPlnMc1qkdXK4BsDVt1y3vLh0BcCHQT2PS2J5qlnu/e9tTxlUgAGXjIBJCgMY5ImuJrN2r+37epRxa2XCxHbU86Kyv2zzLjbYmFXe3pry3NeWDjSnb04Y4gtJ7xMPWtCGLLcYYeI5//zVmF8Nhv+9BnpBH5tDsFkfNwG5MKkblk8waVeNIIstujZ7dDYSHzVQfFs/3tqfc3Sm4v1PuPb9sHLERutnuxm1PFhvyJNqbuX5eNH6VOr95snO8NqsweH/29QMi8tplNu6q293NncWWNBLKxhFCwPnD84/uDq537c5gH9apHZwN2T3H/qUj0M56PxiVvLsx5tG4Zqd4snP8qMpdu+cZz/6gpJGlk0TUrt1Jbg9Ufovk/EtHtLLh4jssa8F5XrejsiDsV9SOD7YK3t8quLdR8GhSMi7bdfi4djDjQ8AYoZNYkuj5xYvG7GI46nU4KrvFYZMStXNUBwbWj8YVD0clVePYmtY82J6eqvphVTsej0o2x21xqt3MG6OyJgTIk4jMPhkwNy68kLjR+FXq/Ob56PtXgb8O/NbZ42+aHfu1F92ol8nuDEXwnsi2W0gOJujYHSTH1pLFfq9Qip0VMTlNNax09jMHl44EPEUdnrrm/lnucdkcOhvYzG5pHmyn856lXrp3LWuEpW56ht/Ms7Sy4dV0ltfttMuKJmXDtGp4NC55MCkZFQ2PRzU3hhnXhhneBbpZwo1+xlovfe6zeRqzi2Ge1+GwSYnGBdLYYkzb/zbOUdaebhLtraseV47ZPp6nlnw0Puz1yU8qxXrKJlDVjl4S0USeqvFtQZU8ZjC7A+h8YKWT7D1+3jR+lTqfef7irIcQ/uq+x98lIn/wohv0shJj6CRPOsrdtXbQDlgNAY/Qz2Ky2BGJtJWrrNmb6TgqfVPReNLZrEJRCzL72ciCc7sDdHlqgO18YHtatQP7whBZoZ+2a/KK2lHWDmuYzaDvzpRbusnTHe1Fz1xoJ341zfO67f8QWLs21nc/iO1fntT4wMa0ZDKtmBQ1hkAWR/RST1E68qWMleWElW7KzaWcfhq/kPjRmH2x9n8g653iQ9Rha5i7icWzu8bZsTnxs83UT2YfGu/ZGFXEkSGaDayrxmEJjCpHwFPWoc2j33hq53EhIAiRMUSJoZtZBtmT2fHdGfMXSeNXqbObZxD9SES+Cfi+2eNvBB5dfJNePkdt1NgYl+06TqCtqBXopjGRaVPgTRsPs9mNEAKDPDk2fdOwk5DGlmkxYlI3QIRzHu89/X4HeFIO3PtZdTdjgPaP0Na0ZqesiGe3GqezmZd+ZnE+0E0t1we55hVVTzlrjugns3bwcNzmJO9n8V68T6qG+zsl9zanPBpXGMC5wGo/4fog46PrXd5Y6ZGlscbiK+qsKdoOm4F9sD1lXDmK2uNcoPHtXTxo43GnaHABJtOGNPb00phJ5XCeWaXChu2ihtAOuKeNx4qwlCfkiWWlm3Bj2G561f5TqZfDPIPo3w18B/AXaLfv/HNANxuewv4NhLu3Aa1pl3RmTy3tkCc/uzfQqHg8rrFGSCJ7aPqmom43qxRGeLRTsF21A+2ycfTSiCSNKWr31Cw3wt4M86Rq2j8GIbA1rrk2zOhncZsdpHb003bTi3b4i+tFfbCZdxCzuzxjd5kRtBtVK9eWZramoqgDVd3w9sMR26VjY1RSN44sifjwek4Wx9waZnzsWp/kiI23arFdRLyeJUXbUdfdmlR4hMZ5touaNBJ6SUTZtBUEI2OIrSGLLLUPOO9JI6gag9DOSG+OK95+PGGpEzMuHau9lE7SzjwPOgnLeTzXjLlSavHNk53jHeA3X2JbXmo7k4px7f9/9t4lxrItT+/6rdd+nGe8M/O+6lZ1dVU3NG0DBZIHgNUTJkZIRgYh1ANk1BIDEAMQzcgMETPAMnIPLOMJYoKRkIVkyd24JYSEuy1blOmuru5bVbdu3psZ7/Paj/VksM6JjIybr8ibeW9m1vkmmXHiPHbEXrH2t///7/99aClIQKUE4yeQjeuEYN5aFp2ntVnOUUjB0bR+zL5p3lqEELiY+OnJkuNFB+TPKHQkJVAyoQUYKZjW2Yf0bNmTyHZOzfr9Y0wklV0+YswawcooivW/sDXnf9PQucDlqsendHVT9XWdk9uSmGzj6Fn2AesDNuRq3kZ/70Ng2YH1iYeXLfcvW5KAPiQKLYkJKq0ZV4ZxZUg8cqSB7Vp8k3GdvN6UUrzsebutRdvT9q7r61hKSYiRyyaxMyhQIuHXcjkpBe16D1dSEVOuJrmYhwsv2lyxXnYOhKBznt2BYVgZrA+cN4m60F/pZ95iiy3eLLwwiRZCfBv4T4CPr78upbQl1s/ArLFcto4uJFKKbHyVgScmEm4q0YvWctE4ro/AhJQHAjf2TS4m6kLlmFkXaNYXKgQoIXA+cdH0tE5xOM4VlH79mUYKUozYa5PlAy1xIXC68DS9Z1hqxpVmWj863q05/5uDzdpadNmruTKRcWW+tnPyoiQmO714WuevPHxDlPSdp9KBgVHMe391k/mz8xWzVc+89YxqjRRQGM2kzOEUu4OS3YHZrsW3BNfJa+cCLsTH5Ggve95uY9H2rL3r+nqNMWI39qAxUmqVB1uXPcYoeuupCs2g0BRaEELWPqeYKLWgVAKtVPaDFoKYEjHmIcO6EF/67O1a3WKLtxu36Sn9b+SglP8diM957hY82rhbG2htJjoxxXUCYIESj/8aN0N6s8bSr18ngJQiVaHRStHaHKJSGIOM6bFAFyUlSkqESKSUSXfTR/YGxdVm3fmInbdEBHWp6XwkpsS0NoQYuX/SMuscu0PD2BWPuXpszfnfHFxfW431V04qG5nPVz0nL9JufxESsyFQqz5LhioTmdQ5pU0KMEpSF4pZ56i15LK1zFaOeeuJMXG5sBxMcsWuNppxVVAYydJmMjapH6/mbdfim4Xrqa0hJqyP+Ji+lCb4suctxviY9/3TBp2f9v5N73M1eR0iJaWkNJLeRZSU+JhofcQIse4IChrruTMpOJoM+PRsxWeXLcve88VFgw2R6bCgVop+vX+HCJWRj/28X+Vn3mKLLd4c3IZEdyml//61Hck7CL92wOid56KxNDZglCCmijAQfLA7uHrehqzMG8tFYxmUkt1Y0FiPQDKtDD5t2oqSWZvdCuBRoIsAtITCSIzMhHu3zu3EVf+IaKWU24pZIy2ZNQ4lBJ9e9LQ+MqoMIHA+IpCs+lxB3JrzvznYrK3OPZL7WB0YlQqjvto5eVHJzvOSB69X/zZrbxN7v0l6q7WkC5EP9wZ8errix8cLWhfoQ2BUK0IQHIwrCiV4b7dmXEsGhcGFwLJPX+rmbNfim4WrPdA/0r+37tE63eC2522zRqWUqJQtRHdupLNex5Pef9G5rHM2ea/sRMQoyag0jMq8V3cuYIRkXOdL5Wo9XChSfj8pQassAVFSYLvAqvPs7RoORhWH44pxrZHiy5EM27W6xRZvP25Dov87IcRfA/4+0G8eTCn941d+VO8IYshtPIQkxERMidZFepdDV+Bxe6FZY3k471j2OWa7tRbnwaeEC4G61ByOa1zImmitBEZJQLDqPQ/mLVoKCm0wWnI4Lmhs5GLV42PKEo4Eo0pfVV6MUhyMFaveZVu9UqKERK511r3zV5KSl4lr3uL1YLO2tFKUJtK7iNv4f+sXzlD6Em4r2Xmaz2znAvPOXa2zjYyj92mdzJkHXAtjKIzi//1sxZ8dL3gw60hrW7D5yjEaFAgStTGMypJVn2htnxMKxeO+6NVVqIXfOh+8IbjaA9fQSiGvBZRsrDVvMwh4c43erPA+CTf3LhfyHrx5z0IrOhsYloJhIWhsJtbz1mFDYlcpThZdnhdJCS0lC+sRQtB0lrN5T0gRIQV1oRhWBVWR99Ch0STY7ptbbPEO4jYk+l8AfhP4DR7JOdL66y2eAKkklZHZXSBkGUelFQJB7/MUuHUBqSQxRE6WfR686jw2RERKDAtN7yKFlDRd4LPzFdV6UwbYHxpiCpwsOrSSkBKt9QwLxbgsOF2umLUeF3LrX8nEHQZ0Pl1paAGsi7QuYB346KmMpNSK0qjHAiy25vxvBqSSGAmL3lNpmTXyISIQiHWn4mWGl15GsvO0MKDOBRadv1pnG7cX6wOdI8s4WsfJrOWHn13ws/OGZRdYOUetFfd26mwPZjQ7o4LOrwcSfR760lJQahiW+mpgbTto+GZhswdurAxDCCgBLkQKrTahk0/E0zoiLysrmw4KRGPpQkQLcSUF2lTKfQi4ZUCuB7NtSJRa0nnPyaLhbOnWkiTJg3nDRavQSvKzsxWLPpKIlEqhAGs9l8CggNZHKi2ZXnPn2O6bW2zxbuA2JPqvAN9JKdnXdTDvGq7adUJifUQrhdF5CHBxkaOLC60pdX7e6bJnXBU0ODrr6X1CShhVhkpLzhvHydJyb6qu2uMr6+ld1uopAYjNBSBytuqyyb/MFxgXIykJus5TjtRVa9353GI1WiBSpFASJQUHo5J70+pLG/72AvDNY9U7fMxVuM0AVCLf1W6qfKs+dxFuE+bwVSU716uEm+rzZp0ZpYjxUSz9ovOczBv+6Is5Z0uHD9lXt1Q5KnlUKKYDg5SCSqu1pvbR0NewNGilv2QLeXUs2+GtbxxaPgqQmrWOkASNjQgpqWJkWBZ0PiIai1Ty6lw2vc83iNfO3eZ8vuwavU7KfUq0raXQit4nlr2jdzlgZdF7lID9UQXkv6nGOhLrLp6PrGzMMrhct8DagDECowWjOq/Ze5OK/XW66yYQa2ttt8UW7xZu8xf9Q2AHOH7RFwgh/hbwl4DjlNKvrR/7K8B/Dfwq8K+mlP7gFsfw1iGlhJYwqQ2tDax6x2qdTHi5cpQmUBcaJbO118WyIyJQUtA7j8QwKnO1WEtHWEdvK6kodU7CalLEhkjbe1xKDApJbSS9jyx6t672CKQQREBpQaUFUkq0EHiRB2h8SJSlxvvIbm14f7fmcFJ/k7++LZ6Abn3TVGhB8qClYrbWR4+qxMN5S2kU49LwMHY01j9TL3odt5HsPKnVfrMauKk+F1pRKcmizc4zAFLA/cuGh7Oe85XFp4QnD8iOSs3d3QF3RmX2742JUWmyFV5M7A41g8I88TOvYzu89c1is56yfEIAEaMF5Zq8bjoTrZLUheZi2RNIlErS+YT14bHh0bwO9K1lZTcHHJUUCCGYtZZV51nawE5tKLVi3joue08IiUGpGFVF7gTahBTgQ5bknS17JpWhc5H3dkuMznrqjZTuYFI9dgzbtbjFFu8ebkOid4A/FkL8Ix7XRD/L4u5vA38d+DvXHvsh8JeBv3mLz34r4WNOGRQCrI9UWtA6CSJvxn2ILHrPoIxMSo31gQSUWjEsDYWSILJ/rlaKg2GZB//KbPslpcTHSIqBy6bn4bxHCFAJ/F5ibzShtRHrI+VaL1qsLzZSSoalJqVIZwOLzjEsDUZHQkyURrO3bYW/kdhcjDcEtXe5mxASLDvLZZvlOMTs6tL7RB8SO7V56TS3m3haq/16NfA6YZlUhotVz8N5x8nSrnX2ifOFRWvBuNZcrhxaCXYqw8eHQ769N6IqFCvrGRhFXWTXkVElrwg0PLsCefN4tu30rx8bCYYtEpURdC7/7gV5UK/zgd2h5mzZc7LIl5ZRmS05wTw2PLo5n7eVld0ccAQIPlAaxRKQItH2Dgl0znO+6ul9oOgVd2Liw4MhgcjZKrssLRrPtDKURrHoA61P7A5zuMq9acXBpPzSMWwHCbfY4t3DbUj0X7vtm6eUfl8I8fGNx/4IQIh3f0N5tGmKq9CIi1WP9YlJrTmdWYyRxJSYlFl/bFRu0WspGFU1dk1UCi3QUlEXER+h83k4K1dGEiLBtDYIcss7xIhzkTuTigezlspI7uqCkHIlL8Z4Rbxy3Hdu/U/rAhS5ja5efkBti9eHzbraDEeFkFBCYkTgZGlpXGTVQ4qJb9X5Yh5iupW84eZzrhNQeLZ0oneB40V3RVgqI1m0llXvCRHGheJs1XOx6ln2joHRqEojpSSlyPs7Nd/dHzEZamKEw3HJ3qBAKsnASOI19/TrFchnVSe3IUHfLIalvlaJzdKJxnqsjyglmLeR02UHCcR6jal1ASHEdZfDB+YdWBeYXLPtfBHEEGlsXHfxJJ1zLLvA/tiQEjycW3yITCuHT5G9YUldKAolsSGxbB1H4xofGrxXjAeKREIpybTOaa51oXhvt+Lj/RGwHSTcYotfBNwmsfAfPuv7Qoj/O6X0F776Ib29uFnpqoxi0Vp6F6mNZtl5UkokEifLjuOVxbrItw8HFFpyMCrZGxYYJdfOG3nTna9ycmGtFXWpid4zKhVaCaxPzBvL3qgkJmit52TVY0PieNGzPy64M67QWkDK5DvEPJxlg8coQUg5esunTL7vTir2x9W2cvKGojKK00XHZbuuirUWlyJaKnYGBaLbhPQ86mJsNPQbInObquxNAhpjtha7DhcywQEo14TCqHS1jlfW09pIDIF5a7l/0eASRAdORYwSfLw/IEX4cG/A3b0hs8ailWRa6DycBRxO6qce+7OcQrZ66W8Gj50rLel8HjJV0hKjXIfmJC6bLOlRMkvZCgHDylBpxbQ2zNuexibSes3vdI4P9oZP/6wb53Vlc9hP7yIr64khYYzg8/OOSaXZqzWL3hPIN6SlljmmO0QuW8/PzhsKnQXQk1LhRhVt72l94KOdmp1RydGk5P3d4dVnbwewt9ji3cernHKonv+U20EI8VvAbwF89NFHr/rtXymeVumqS4NYWladw4VI10cuWsewFHgXGFWamHJ1Ja31zFrl09K5wNm846x1FEoyx1O1di3HyMlYMeXPTCkREjkdsXe4PkBIBHKFeq8wJCEI0aOkpnGeeesotWRnUCJILPrAoFDri1eunGxb4C+P17V+OxcwWjGucoW50iUP5h02JAqtGBQJtbZ/O28c0yoxrvKa0lLcqip7nYBurBU7G4gJ5NrOy4VI5yLjKg9ZxRjX9omP3ud81fOjL+ZctJbji4ayNKy6PMy6Wng+3K8ZF5r39wfcnQ7oXEDKHPW96CxSSDonrqLon4bbBG1sNarPxlddvzfX2U2HikGRf/920eFC/n9MCecC921gbD3vTSvOlz2diyTAryvJs9YzaezV0OzDecuqD8QUiREqI9ipS6SSdH1O9ayNRkuHD5Kldzib983ZpSVGKLXE+yzNADhfWaIQPFy2DI1GCMGic+wMDYejiqbUJCLj0vDR3oD3b5D66/vnk9Jpt3j9eJs4xBZvJ14liX7lV6SU0u8AvwPwgx/84I294j2r0hVDJCYwWtL2jgfzjrOV5WBsQAoeznsSgsYFCiX5eH/ItDZcrnqs91y0jnnnUCLrmY/nnp2B4SBVXDaOkBJJgI9w2faEECik5HhhmfeBee/43t0Ju4OCuB5A9DGRWP/rI50PTOuS0kRKDaUWTAfFtgX+FfG61u+G/F2/KPuQuGzXldta40PgvPHECKs+4GLLBzs1cLu47M1nLTpH5yKLLsfR1zqnY2qZ//CnA4OSmWgvGo9QkVFZYJTiYtXz4y/mfHre8Mnpklnj8DHya+9NsS5SF5qYJFUpMOsKd7j6XIv1ikKvq3uq5+7O4Fa/r21I0Mvhq6zfp+6Ja4cKLcWVHWFVaIzoGRhFCJFzG1ESRFK0LrLoOlrnSUlQm+xCMygUXYhMgJN5y+nC0ljPybLPPuNCsD/oMRIan+c8Ci1xPpPxmGBYSFoXWbUBR2AiDIvWZ9LbR/YnhrbLA4ZeJrTaaKs9R6PEnUlNiJHdoWY6/LIGert/fvN4WzjEFm8vtn47rwDPqnRJJZEkmjWBXvYO53OLsHOBD3aGjCvJsDLYmN00BoVGrKtw1keW3SaVLg9pFTqHq6yLN0xrRa1LUgwUQvBw0WVbJufRveDz8xajBUYq5p27qgRJkXWHMSZW1hNSotCG3meHB3icZGxb4G8GnkT+dkcl40rTh6x3n3UwLHIoRCJHZiOy7d2T8LQ1rKXAhWxT1/tAawPWR2qjGFeGeWtZOU9VaD49bei8RwiJBC6LQCEF86Xlp6dL/ujBnJhyCpxAMG8dtTFr/3SJEYrGBYYuZHeatSf0oHgkHfHpyVW9Z3VMtiFBXz+eV/2/fk5ijAQEOwND6yI2patI+MYGJLCyec0YLVFCcNk67jrHvJGsbKBznpNFx6IL+BCRQuB9IJKJd+cCWmbvZxdyDH2hKi6WPZ9dtIwrie0jUeQAlmmlsDbbgvYh0TYWoySlyntmiDmFc1gaBoX50t/kVkK0xRa/GHiVJPpLV3YhxP8M/EXgQAjxGXk48Rz4H4BD4O8JIf5JSunffIXH8bXjWZWuRWuJ60TBs4UlJJCKq5Z4jCEPgeEpteJs0ZMSGJ1Jrg3Zt3kZs87Vhci0zvKLkBJE8FEhBDQuk/DOR5a9R0q4WAZSyrZ2o0KxtAEpc8VvOshtSQH0IVCr7FldGZUvMlp8KQ1s2wL/5vE0UljWhqb3tNbneOKY298ACcc0aIR58ns+bQ1XRqHXQ8AhJnxM1Ebloa8YCYAWkstlz0VjWVrHTl2yOyhYLC1nTU+SnvuLltOlI63J0bK3aDmkMnB3Z5idQ4YVpRaEmNbOMQkhuLJ0rIzEKPWlNXg93CW/VnHnhjXjNiTo68WLVP8350SsO2mLLveJQP0AACAASURBVKcDmnX41EXjKHQe4CuEwJOHZZfeUxeaEAWnK8tlY5m1js8vW06XWfqjSOwMNbVRxKgJKXE8d4xqTfC5WzdrLZHE3kgjpGC2tGvNdvaCVkoQQ8qFhgQe2BkUHAxLDsYFk1rnNM4n3JBtJURbbPGLgRcm0UKIIdCmlKIQ4nvArwD/R0ppExH2mzdfk1L695/ydn/31kf6BuNppAYgImitY9FZ+pBjZA9GBQhobMRIye7YoKVi3lk+OUk0LvsPTCrDzmBdqTOK4AO7w4KVtYCkd4HWRpQUGCW4bCxt75ivHJNacTzvGBcGJSI+Bn560jEdF0SXqIYlCsGozBro00VPgqu2uZICHxI3uca2Bf5m4CYpvJ7W17pA4x6vOFuf8DHm5/qADY8ij59Xld0ZlvQhf44QkWWXZUFVVEjAes/JIhPopo90faL3AVLgz05WDIxiqAyLtkNrQzVQ/PLRhElp+N57E6aVYW9UMShzdbvWksZ69keGolX5uAWMq/y30DtxRYQ3Fb/r9mWb6uVNj/Mtcf768KLV/83XKYFWeX8pleTBokNKHlWQE9RaUui8DrTKeuSYYNl5hIisOo9PEZmybvrBrGN/aDhZWaTIoVXeRUZ1wfG8z52QUuTuiou0IWIU9H24io7fGRaolJhUhlGlmQ4L3pvWHE1qBDAo9RPX1VZCtMUWvxi4TSX694F/TQixC/x94B8B/x7wHwCklH746g/v7cGTKl3LPks2mj47JEzrgmXnIQmGleFwICgKQUqJ3jnOl5ZRFalLhRKZDO1UhsNhQUqJyaCis5HzpaO1nunA0PvI/VmLToLdQcF8XZU7XlpciFRFwaCQ/OykyUErSjIZalrnORiVjCqT7fCuNKj+KuBAkrjekNy2wN8sbM7FvLGcXTkb5LaxW9se+rU+dFJmu7jWZ2cNlQLWOQZlQXk9Fe7GGt58XZn1oKn1tM5RKMGs63kwa4HEsvf0PubuSQx8ceGQAv7gp+ccjitW1vPr39rn5LLlaKdCIvj1j6b86ns7IMTazSNX9QqjaH1kUBSE6OicICQ4W/aYtdvHJtZcKZm9sv3jFb6VDYy3rfNvFM+r/ue90dOHwKpzpLX0wvu1A0aIzJ1HakXwEakkK5twMVEpz1lKGJXlbYsepsMCvwQfsvStLrKW3rmAFAJnPcqYbLfYWmKKzJeJlXWcrOx68FBwOC5pGktdFJzMLYNKMawNpdEMlGY8MFcV5f4pa2wrIdpii18M3IZEi5RSI4T4q8DfSCn9t0KIf/K6DuxtxM0NUktBZwM2Jvp14MlOXVAWkhg8qjC0XYQkWXSOZR9IQjLpPVJAVSpWVhKBGAUP55beOnofcTawO9Ds1hrrIx5wNnDZRiKJhKBQkloL5m2isR6jJV1w9IvA0aSmNLmi56KgMpLO5Q0/E5J0ZSfW9D6HwGwvAG8cZo3lorG0NtBanzX3EU4WPcNC5hQ2IykLcYMsZ0eNSB6k6tdR4dcv+qeLDqM3rxG44NkZFoxqzWzl+PR8xbz1OA+XjWVvZCiUYNEHvIem7xkVhovGYrTk/tmSjw8mfLBbcTSt+Ofe372yKbt587nBJjK6tWGthX4UvtH5SM2jIcTr0EpsW+dvAJ5GGmeN5WTZc7GyV8OAk8qQYiSkxMpFlm2Wpo2VoDD5RvC8tRRS44XC9SHPcQiBEYKhkYz3Byx7CwlSihit0EpyubTsTQpmneOicZzMeg4nJuudfaKznmlZMKw1F02fBxhjRMtEb7NTzLjUlIUiRK46dM/SOV+/iYgh3wRsXTq22OLdwq1ItBDiL5Arz391/dh2N3gGKqMojcSt2+dKwnvTgp+cNYwqw/G8Zzos18MrsHKB/UlJ5wKr3nNXFJhKY4RiLhPCeXob8Ckx7wM/u+gYGcWg1GyyawalRGtNipG9oeF4rUv97Lzh3rRGq4rKaFrrKJXOgSpr79bKZAszrfLADORKy6ZKvan+bSfM3wxspAwbwrjoPbPWU6jc3fAJAoK6MKSY1x9wNSgoyOc3pURjI1I8so9btNmFY1zldnX2JF+H/ijFJY7WRpKEUZkISeF8ZFwIzlzgwaLFe2iDp1QKhGBQFUxqyZ3dkl+7u8vhuHqhVrhRilnIellhM9m/6pYoybBUNOvHgSvt9LZ1/maic4FF75g1luNFR+dCtq1rLDbmZM1SSTol6FpPqQRKalqfaLpICJbdYYVak+fOeXqfSEKwsoFKKzofGJYF1kdsCEiTn9d0DkViOjCElJMRKy3ZGxiWNvDzsxVLF7g3KrNUQ0hMpRkYyXhgqLX+0k3bs27WKqMeuXSsb1C3e+gWW7w7uA2J/s+A/wr4uymlfyaE+A7we6/nsN4dDItMTEaFRKJ4MOuQUiBSJAqYtZZ7uwP2pMRoQQyRz1cN50vLQI9ZdhElI42P/OiLZY4Bj5Gd2tDbyEBLVtYxLApSytrRIOBoZPBRkiIoBKXW3L/osDHyL763w91pTV0qYnhUebzu7aul2E6Yv+HYXLyNUmiVfcitD4QkmFYGIUACtZGURl1p3FubY8J7HzFaUgXFqncoKbgzrWht4GzRc7K0nCwEe0OTiXiKDEuNUTIPLRIxCE6WjnnjWDmP8xV/dDKHIPj8smEyLPG9u+p8/PPvT/iVO7t862B05fF7Ezdb4S6E9Rp+tOZ6n106prXhzqS+cnDYhLtsW+dvLnxMnC0tp0vLvPG0Pt9oFVqQyMPTLgSUEJRKseotiYT3kVXvaLxEip7dQUkkIaQi4RiVmkJl3X+pFW3wtC6wspHgIsHBqov4FPh83mN95N60ZqAlPkQ+PV8RQqKQigg01vP+0RgjJXenNVqIq5tWF8LV0PWzbta2e+gWW7zbuG1i4T+89vUnwH/6Og7qXUHnArPOoyU4n/j0rGNlPbPO0nmDSJGdWtNbm6t1MSG1xLnAsNKct57e9Sxt4HBcYrRkZT3jQqMEaAFGClxKDEvJovVIkXA2EoQgkNvijfWUWmKUZKA1o1qzV5doJZBKUvHkiNrlE+zQuvU0PWwHtb5pXL94KyGRQpBCJikWT11kMhBTPleSxKxzNL3PThq942BYEWPWNIeUz2/rAkrAZWsZ15oHs0BdeAotESQqo9EkjBCct45F66iMYlKZbHEXMxkaFobZsudwUnIwLLgzrfjewQ5HO4PnRspfb4X3LhPjjVf1BoV6pLM9nNSMt+4bbwVmqyzjWLSWk1VHjAkpHEOtQEJIkWVrWfaJlbUYIZk1gXuTIjtnBOhDorGBspBYmwdqz5eWi9YyKhUHo4pKKFQt0BJ8keVqw0rx6WW/lropNHn2pC4VnY3UZZZtuJgYGMXhuGQyrKjXqZkqgdUS23gqEzkclc9ca1uXji22eLdxG3eO3+MJgSoppd94pUf0DqHpPafLPhMBH0gi0bvItChYWY9AcLq0WA9COAot0T57+oYEvY9cNpbL1uF9YDwsSDFlu6UELkbakEghMltZTuY9EcGwyImEn88ajmeWeef4pTsTKiE5Gpc5RXHNv7QUjMonDwDdrLBsHBCUhFm7bUt+09hUbI8XLZ9drJi3DlTCukRIkWmlmJSaxnoGRU5wMyoPFubACcHxsscI2BuXtH3gZNEz7zyTSlMXkuATD+Yd07pgd2iY1oZV75n1PU3vWbi8rjvvkFLzYNbw2XkeYp1Uit2R5mBc8p2DAaNBgdCC1npq/WwSvfn5gKtgjpuSo90bARdb4vzmY95YHsw6XMjrZloZLhtLZyOkfAO/WFlWfcKnCEiiEHR9YNZFCu85mBQUSuNiJPWRz2cdhRJc9o5lFzBSUCk4bgKzleW0tVgbqLUgJkHvEwOtCCSWzvNw3vHtgyEhZrejYWEYG8W9ScW39kYURbYQJSQOpgVSKELMnv3PmxPZunRsscW7jdvIOf7za/+vgH8HeHJywxZA1m2eryzny5aF9cQAEHFrEjypJYfDIfPWUejsUNA6nyuKMfFwmVuOSgiUlIiUOJhUOeGw7alLjYyRi9bzk7OGLgRSSNydVCy9IyTJe3s1/UngdNHxL3005WhSobSkMJrWhqvp8udNmG8cEDZ6U9i2Jd8EnK86fvRgwU+OlyCzLeKkMkzqmv1hSYyRlBIxCc4be+VPPjSKzgYSiZQEgrVzS23oXaTUApygW5/zUZnP8cmype0C50vL2TLH0a+6vBa+mK+wznN3UvPzyyWzNvHxwYBv7w4YDjSF1qz6gJSemKD14Ut+zk/CZh1etu6KvIxLs113bxlO5i0/Pp7zcN6z7D1tH9gfFdydjnkwa1FKUkqFT5F523A0LbFR0DuPtQGbEtYFxj7hg6cqFDZEuhBp+ggyoUh0PvDFoufBRYsUgrNFT2kEFwvPvckA7z3LmP33fUwsO8fDRUdlNMfzjoNhxZ1JxS/fmaC1RMhsEZnDihKVyTMk8PyK8rNcOp4VELTFFlu8HbiNnOMPbzz0fwkh/p9XfDzvFJKA3jqCC8wby0Xbc7bsORrXjArBTmWIIeBjRCJ5MG+JCcalZtl7GusZF4ZSQWUEpRQMtaIPgd1BwbjMyXD/38OWy8bjQkBLSRAtKiXmjSeGwLf2h0wqw7f2akbDgu8ejJnU5srh4FlE+HoggpJsw1feINw/X/HD+zO+uOhY2sCgVJwtHY31FCb7jqd1BtKoXEuEVj2nK0tK+SYPkS3CbEiURtLatdeyi8w7i3UREFgfEUIwXznOltnzPKZESpGTpiNEmDcd+5OaECLfOxrTh8Sff3+H/ZFhWlWMKkNdSEDQ2PBUP+enQcnsJ/wcJcgWbyAezlv+9OGCn5+1LHtH7wMnizxY+MtHA7TUGCWQUlALzXRUUEqNj4FSS97bzbp3KRKlhM45ioHmZG45XXTURlFoSaWgaR1nIdK4gJGKQaH55HSBFpLeLym14nTVMywMnbPcmQ5Y9RaE5MODmu/fGfG9ownv71UcTgtcEMQY6dY2ip2LVCa88PDqk6z+tpHgW2zxbuA2co69a19K4F8Gpq/8iN4xLHrHH/zskvuzlpV1fLA75KLtMVJSFwVHY40xis55BuOaeWMppGJSCk6XfdY9a5mtxgSElBgYiQ2Rzy8tek0sKiMpVK429i5gg+dgVLHq4fNZl/2mJwP2x4MrAr3Bi1RTIEs4bmLblvxm0LnAj4+XPLjsuOgcp4uOMIfDcYkUitN5y+RwnNdLoXAxD+j5mF9bGoVREiVgVBoqBUvrWbSeykguW0utNYUAIbIlmYuJrnPYlBBBEgn88cmCn52uGBSKQkiCh3Gl8UlQxcjHBxWjesC0MigNWj2+5TzPz3njVNM6/9jg67YL8vagc4GHs47PZx2XreXhrOdy1SOkxIbAsNCUCibDGkFESsHRsGA8KPARLlY9NgS0yBKks2XPogv86cOG3YkhxsTpoqNQkpigLiQDIpD99z+9bCi0pFASKSR/erJECsGi83wwrSmMpFAVnfPsDEv2x4ajnQFlYTAyk3OAdC3Qx4fEuHzx4dXrz9sOG26xxbuD28g5/pCsiRZkGcdPeGR191bjdbXVLpeW41mL0YpJXaCV5OG84bsHE3Zrg9aJ86Wl8YGl9Shgb1DhY6SNng/3BlifaK1n0Qf2hyUPZksGlUYDEQhBMq4NeyR+fLJipy7wMTHVBa137A4KfIx8tD/kYFBRFV+2aHoRIrwND3izcLnqWfUOIQWkiFES2wcqI5nUGoFg0bkc9y40Amj6gFEwKhSXbR7Si2sP83q3puk9IQaUzMOINngkEikShZFIHzG1QpEDXB4uwQiopQIEc+tJy5ZpPabS8PF0zP6opo+CPkRkErhgGVePKm7P8nPeVOtWvaex4bE2Omy7IG8LVr1n0TpizOFNnfect457OxWH4wofIglJYR1CSmqj2akNu4MSF3MQy7zpcBFOF46dgcYHWDhHfxlJREKAqATjUiIQWCQ+BsQ6ebXU8MHegPuXLbt1kWUgLjK3gQ8HBSLlAsUHk5Jv7YwZVdlfvdDqyuJzUhdX0fJ7g+Kp7jLPw9PW7ar3W3nHFlu8ZbiNnOPbr/NAvim8zrZa7wJRKOa9pbOe3gVGhWFYaqQWnC8ds86ipKKxnpASRkqGZcHlyvP+pKbD0YWIUQrrAlWhsn+v0YyHmqHSGFPwTz+/4Gxlianjw70RjXXcndTcGRX0ITKqFVJLQowo+ei034YIPy+BbIuvD7PO4yIoJXA+ZTeMUnE00Cht6EOgC4lSCE6WPTt1pDIa7xM2JDobkFLQ+sC8h09OApEs8RDA6cIyqjQCj5ISF3Os8umyZzowfHqxYtVFTucNHx+N+ZMHMyKS/XHJh3s1KcIHhwMWNubI+rQh7x6SpS4Uo8pctcSflJS4+btU65u86210+OpdkK0m9evBqrcs1lr8uCavMSUUgmFhuGgcO7VAa8GkLlj2jotOcNmvaGzkdNmigXmXh6U7VzAdGDobuL9sKYykNpLPLpdM13MAh+Oai1XHr7+/S+s9740GfDFvuVg5zpYdVaExEqTM6/LOpKIuJR9Mh3xwOLpK0ByU+rHiQWWyfeKLEugnrbEnrdt5m/8mrichbuUdW2zx5uM2cg4D/MfAv75+6P8E/mZKyb2G4/pa8LrbalWh6DvPtC6JkTVRzhq/B7OWyzZwvuzYG1bMOov1kRATv3rPoITgpOkYGc2wNDyct8i6oPV5Uw5GIlO+8Cwbx9Gw5qzOYSgni4YPdkcACCG4tzNkfzwkAYNCsVsbpJIvRR5u8/wtSXk96NYWdJVRFFKxP86uLXemJYO65GLRY0mUdj0wmvI52B8VhBiZnS85XlpICRciQ6cwRlIrifUBG3I4UNuH9ZCXxyjBqvVMBoY//PQCYqL1gdJofn624DuHExrnubdTkaLgYGJwPrG0nsokhqViUmUCEgEhcou80jLHMF/zeN7EeW9QGYX1ebB143X9VbsgW03q14POBRKSQaE4WyRKI7g7KdmpFFWlaZ3NLkNesC8EIQQ6G5iUmsvG8vlZw4NFz8pZdquS85Wl6T3HS8nQaAIJIwUPFx3f2Rvz2axlWGkezlsEcDbr+fXDET+57Ji1Dh88WkqUSBxNaupCEwWMasX339uhNgVGyce8xiujXqp48LQ1drOrl21DxWPzJq9a3rHdi7fY4vXgNnKO/xEwwN9Yf/2b68f+o1d9UF8XXreH59644sP9gpOfd0jB1YAfAlwQjArFhZBICZPSUI4VRgqij1Qm298thMeHSF0plBbslyUpQhSJ+5ctpRIkBSnCwbjibNHjfKQ2kl+5N+buzoBSK/bqbE82Xqe8jcrbnPrbY0tSXh98TCAEUiSETEwqhZEVisjxouNi5dgbFIzKrAOtlGR3WBBTIMXEuDS4UWJlPaFNfH7ZYbRACsG0NsQksM4TU2BoNIUSlEoSSkUi0ruEIKGlpCjUVUhL7wMlmhAD804xLhVSQa0VtdHMusDewDAqNVJKlBQsestlcz1tMEJluDlquGmlj0udk+S+AhHY3DxvWvObSvdWk/rq4WO+UQs+ooRHJMG40oxLyWcXPQfTknHKtnStXQ+6KsHKOz4/W9LH7ByzaCMky/6gQIicsDmdaoyqsT5R6sBZ09P7yBSoKsO0MEgtuD/v+eR0xYPLjg8PB8h5R0iJaW24Oy7RUvP+7pj9Yb12fvnyGtv8v3OBZe+fSkY3ZDWG+MwCzfWunpHiSjJy83f3KrDdi7fY4vXhNkzqX0kp/blrX/+uEOKfPusFQoi/Bfwl4Dil9Gvrx/aA/wX4GPgp8O+mlC5uc9CvCq/bw9N7D0kQA5yuelKEutJ8NK3ZHxbECGetZdFZxqXBxogUkovOsT8oOZcux8zqxPuTktZ5Btrw08sF1idiSvRKElOicY5l43NLdGS4M64ZGEXnInfGFfvjknFdvNDP91WrFtvBmdeLGCK9ixRS0vSes4XleN7y4f6QprcImQcDjZbsBNg/GhFijm1f9B4fI1pKSik5dbnKPCgUi87T+cCyCcQYKY3AiMDDecuoMvzsvGWnNkgSw1Kz6CzOrzX5wwLvI1ImSmG4O60QWlAISVkoSi3xIeWoZp19dp0PNDeIwkayMSz1l0KAdmrzSi7+PqYrz/MNrM+fucWrRQyRk0VHHwOthR9+PqMPkf2BYVRrShUYDQ2Xred00bMfcxz9z097Pr1oMUYyLTTIxLzz7A4MKSQWnWPVGQqlMUXiwTwyHGh8ysOFDxYtR/dKPjlbcm9c01mLDYE//WLOLx2NWXSOSWGQQrI3KjBSEmNkWBqKp+xRzyOj17/fWo8LkUn9+Hq9ToyviPnaB/0mXsV1aLsXPx8f//bf+6YPYYu3GLe5agQhxC+llP4MYB37HZ7zmr8N/HXg71x77LeBf5BS+m+EEL+9/vq/vMVxvDK87mG5VRexAe7PWuaNpw+RgfeQEt85GPJg3jIpNaGQHI4qfAKjwLlEInF3VPHFssP5xB98umR/UvO9gwIlJYWOeP9osw4xMqg0PiR2ByX7I8W3D8ZUhWJv9IhAP+/nexVVi21K1+uFVJLOen5yuuST4xVnraXtPEZnTaVWgkGpsTGRUmJkNMh8Uc7rJTGqVK5Ua8mszbZ4n102vDetcTF7Q1ufB7nGZUHrPUbB8WLFzrCg67PFnfOe7x/tsmoiiMjBqORgp6RYH8uwVByNC4xUzDpHBJadJwGd89khRD7uWedDemYI0FdFDPExAg05RjyG+JRXbPGycDHRukjbBT45WfLFrAchEAk+m3Xs1iXDIqdk3hnXSAn3zzoeNpaldZRRMSkUH+8PcC7yYN6yaD07dcFF61jalj93b4d7uwOa3vP+zpBZY7kzrGmdJwT4s9MFpVZMa/AxMus8R+OSQksGZZ5R2RkafEgsOg9rW8jre9/zyOjN72slWPY5mv76un0SMX6d16HtXrzFFq8XtyHR/wXwe0KIT8i7zLeA//BZL0gp/b4Q4uMbD//bwF9c//9/ImurvxESDa93WK5Pedp6UhuWnUMGQQyJUisUsFMVTCpDYz2fnjeAZLfW7NQFRgp+Nm/YGRS4ENgbjBECtFRoBaVSnFpLRBBi4N7OiD4GPtoZMi4Vv3Rnhw8PBwyK/F6FUc/9+V5V1WKb0vV6EUOkD56YsmvGNGpiiDSdZ1Dl+O9aSSopCERW1rI7qultoDAC43LFVwrB8aJDCyAmPt4bUuqsP44BxgNJ4xMh5CpgqRQrFEJI7u2VFDJLkQ5rzVx6XNIMK41Wkt1BkddboZl3HiWy1nreOcalYlKXjEuNjyBIRB6tjWHxKPzndVTLpJJURj4WIV4Z+dwo8i1uDxcCWghKo1FKMKkkK5fQUhHWHvkhCHyMRCLHy0AXsj5+f1hysuy5aByT2nA4qjhbOVZ9x7AqOKoKdoclZaEIy4hIuaiQ5UKCECJKQdsG6mGFJPDnP9ylUJL9UUFCIEUOvuq8pzYF/trwaucjorFIJendk+tFGzJ6k5QapahMfMwJ6VnE+HVdh7Z78RZbvF7cxp3jHwghfhn4/vqhH6WU+pf4zDsppS/W/38A3HmJ93ileF1tLYNk885C5Av14bjgzrTiaFxTakdIkR8fzwkIJJ4+eGa947uHQwqj6EJgaBSfnCwYlQVz6/jW7pAQIg8WPefLLhOfEKiNwijBhwdD7k4GCDIpeJ6GdCPfsM+5ULwotnZ4rxdSZeut1gUWreN81WeLuxgYotmpFIeTgtZ5ZheOSil+dDwnJYXzgbOZBRW5M63YKSVfLBzL3vHj4yV7w4L3JhU2JQ60oS41x8tuHari8D7RdI6dcowuJL2Diz5QKMOokOyMSkqtmNS5wtetQ1WMylZj1gVWQjCpYWdYsugcUgiUFIR15fpFw1deFlqKL0WIv2hwxha3g1EqDxUuW+atw68TCDsXsu3cTp0TW6Wk6TN5Lozgk/OOVR/QImFGJQOlOBwZ/uQE3t8f4mLi/rxjZS0pRmqj+OK8YRA039kfIRX86MGCGCTLzjOtE5Nhwc6oJPmEEBKXQJKDhs7mjru7BrW2xDMqO2a0SlIXGhcCyzanJG7WCzwio09aO+PKUGv5wkPcr2N/3O7FW2zxevFcEi2E+I2U0u8KIf7yjW99VwhBSul/fdkPTyklIcRTGZoQ4reA3wL46KOPXvZjvjFIIRmWgvcnFdn4PxBS5P7ZCp2ye4cWkp2h4aLxFEqx7D3jQqOSZKcyaJGTD1MUaCUZF4aHi46m90Qf+fhghJKSh4uW7x+OGRnFoDB01lMXEkl6YflG5wIuPO7FCy9Xtdja4b2+9aulYGA0tVEMjKQrNBetZVIajBIIIfniMgdaaC3ZLSUXradziaqUXPaW1kb6LiCUoCgkg6j55aMxs9aytJ6PpkMGteYf//yMeRP5+emcO7tDEp47OwMKo7g7qjmd99RGoLXkg70RR+OSEBOV0RQ666y1FCQESuaqXwJ6H3Ah3JpovApsiAVwFd6yJRZfxqtYv8NSU2iJEImjccmsc9RG4fF8/2iKt4mHqxaRJK337NY5IXDeWkKAstaUWoKCk6XjcFhx0XY4m0OE7kzGfHbeMqw13783xRiJtY4/+XzJw3nPh/sDjiYDIPHdozEVkmqoWbls8aiVoNR5rmTVO6Z1gVbZcrH3ibp4ZK942TmMC5Q6V5kPR+VjHZMnkdWX9ZJ+lfhF3ovfdg6xxZuPF6lE/xvA7wL/1hO+l4DbkuiHQoh7KaUvhBD3gOOnPTGl9DvA7wD84Ac/ePtEXCrR9JGBURwMS1bO433kbGm5P+8YFpKDUcl398acDSxKKP7sZIaUgoernoulRWr4YFLz0f6Qj3aH/PHJJbU0LJoenwT3L1b80sGED6YDvndnzP60woXAwnp2KYgIZo19oq75pnyjMopFl0MRyrW101chF79Im/WT8LrWb/ZdTkiVKJWiNAFjc+Lg0MkrUlIoyVQrfn7ZKzCs/wAAIABJREFUoYSk9YHTJjBrLYsuwO4AGyJfzFumdcHKee6NKiojORorfni8oJQa6xYM65Kmc/zKe1Ns8ByOKioBv3pvSB8ESIH6/9l7t1hLs+2+6zev323d96Vu3dV97ufYjgPGkCACMQakiEhIBMsO4sGAIUj4gbxYioREJATIgRfywAOOjMRFSZRgIiITDEGBoAiwZWRjHHxyjs/p7tPd1XXbl3X7rvPCw7f27l3VVV2121Xdtbu/n1Sqvddee6259hprfGOOOcZ/KPBE8lSTWbVTvpC7TZggCoHV8vz2s6lvFwONT0uK64scWDwvL8J+U6P6iZe1xyjJ7XnRN6T6SNV03N00dB3cX22Y5SlaSm5MM760X7BtPEWien+5LPnGwYQooEgMx9uScZ5QtZ7EahKtsEry7vGWG9MMI3q7e7Cs+Oa1OZ7AIrfsTTRGKqoTz+E4xejdCUno65eLZKfJ7/rJnUYpOu+pu8AoMRgpMLpXlkkes5nE9H0Agmef/n3avEpr+TS58jHEwCvPM4PoGOOf3335b8QYn9VI+Dz8TeBngV/c/f/fv4DH/Ex52oW/rDpOti1CwvfuLZmNMt4/KZlmCSfbmmky4oNVzUFh+WBVM7aaLLFIIq0PKBXJjWLbOcap4b3TLe8+rLCyZFZYqtaxKHK0EeRKYUVgtXVoJbk+0YR41ngozoPiizxeprGqWtjVCcYYkcRBCukV4EmDSLzzNE1g3XbcW9U83LSMU8kHJx6P5BuHGUYL7pzW+BA5GCW8f1riYmS5mx737hImqSbVkm3TkScapWGaWX77gxXfu1+xKmu+dDDmtFwThUQAN6cFwQVKLZlbge8ErQejxG4aYSTZHaFYbUi14O6qr/wqrGaWa8ap/sjUt2XZsm668xKLcfJi1Diexhc1sHiZPMlWjZT4rqNsPb9752QnSSdIzBiAkZUk8xF3VlvkFhrnyIzmB0dblpVGCM88T3mwrQBJ5/sK+jurEqsFB+OU2gXePtnynQ/WeBcY5xYBnNZdfyInZa8z3gkOZinjJEVrQdl6igRyY7gxTUGAc55JovC7On3nL9Q17+r1u119P/R29KSG7MG+BgY+/1ymsfAtIcSv0cvT/Z0Y4zN3dUKIv0LfRLgvhHgP+PP0wfNfE0L8HPAO8NOXXvUrxMepWWwaj4/9AIvDSca9dc22CQjRsl9Y7m1qBBFF5OY4w8XAwSRhXbVUbSSEQN0JplnCqunwDm7OMh5uKtaNZ54n+NjLnaVS8aAM+FgzzhQPt4bWeeajFAAlGm7M8kfWfrFM4+z4EvoLhVGqH9E7XAw+U55kXy5ETqqWVe2ovOfBuuF025KZjHnWj3mXEr7/cMu7R1tmuWVvbNl0nkVqWdNxa5EjhWCWWd5ptkyyfpphrhX/x/fukVpD03WkieG7d1f84dcXvL/sa6bfW5ZcH2Vs1h3OBWa5ZlakSClYbhqKTFN3gcxqcJ5ZkRARlK0jN4r5KPnIUXfdeR5smkea/eouPHHzN/Bq8iRbVbumvMbBvU3F0aZjW3e8vpdTOs8oMTxY1dxb11StZ5LCcdkxyQX744TOgdWqn2RYthxXFdcmOXsjgxSCh6sKEQX3VjX7uaVI+lrnqmmZjyyrpiPV/YZs2zhOjCQpO27NMqQQhEivj55oWh/ZNI5Me4rUQIwUqUGrnY64FuendXUXGKcQIyx3yYeLDDJyAwNfDC4TRH+TXvP554FfFkL8KvBXY4x/72m/EGP8l5/yo3/mEs/7yvIsNYtUKTyeyjkQgmlu2DSBxgUq57k2SpFKkGjFsmrZyxK0kIyswXtHkicEFMiId7vsRqK4Nsk4LTu0Frw2ybFSsW1a7q4qbs4LMqvZVh1KSkzdMkptP+r5Mad+sY7vrIv87AjzjEEK6bPjafbVuI4Hq6aXiguRN/cL6knKadmPkb8xzTBS4LrAa/OcOkSaLpIbSZ4oitZyUjbM8gREZJYZ/tD1Kcdli4sBFxWnZctibNk2jmmRYCz8I2/u8/6yIlGKB5sGqxWbztHEyLIKGK0QwtOEfsR4ZsFohSKyGFn2oyFNzEdObOrOc7St2dQdPvLIAJSycUMgcgV4mq1mwP1NPwRFC8VXrxUcb3rN5vunFV+9VjDPLau6ZVZYRqni7qojd56DccbptkEpxUGeULUOqyRN1zFODYmVvL4oWJYdMUo+WNV87WDC7753zGKcc+N6yuEkRfi+edAYie8Cq7rlDZUzLyxi2ze1nlQtm6WHEMlSw6Z1jFOLNY5ZnmKUBMR5acdZQA2wbTxWPzpxEAbfOfAon0SP+u1f/JMvYSUDL5LLqHOUwF+jzyLPgb8I/F3gC3uFe5YGpyQwyxJOzpppQuCNvZxIhCjoYuQgMVitOKla7pc1YhPI0wRtIFWWdd2xqeDBpuF426KI3JrnjDPD7XmB62DVtOSp5mCUcH2aopRk23jK1vXjobUiNckT13tWG6qleOKFYFAs+Ox4mn21rUfIXqeZKOl8x7Zz5InmtWnKLLccbVq0USzLhmvTjP7gKLKpO5QUSBRKgaQfBV92nn9wf40UsKxqQpBAyzdvzEBEfuzmmJMq0BQW7wRHbUORKx6UDTNb0O0eO08NRvV1z2cBx0X1DQ9cu6C+cZa93Nae908rtJRkRhGBVnviNP0U/tIDf1CeZqtdiIyNQkrJtu1Qoq+NH6WWTd3ifCRNJa/vFTQuMEsNidGcbhuq1nFSOVITaKMjM5L5wZi29SRasmocJ9st89TSNA0Bxfcfrrl9MGaUaPaLlONNx72qYm+U0Daeca4ZJwbfhV3pkeD9k5KjsqNzASF69RslBI3zON+rtlybZNSdZ1XDOH20FOiiosdFBt85MPD551IjuoQQfxz4GeBPAL/JFS/F+IPyLA3O0gXK2vO1/RFHmw6BoAuBwhga55gWFh8i376/BvqM4CxP+c7dJV/aG3Mw6rV2724aXl/krMuWk7LjYBq4lmWcNh06Cu5vWvIuIKPkYJIiiX3HeYhYLdC6r02cZuaJ6013R+bLUgxSSK8QT7OvgERLuDZJubM6YWwtVvUNXDEKOh+IRG5PM94JkRAiRguK1CCjxOFwHuY24fokY1u3QC/Jtaodt+cF759UnJR9Tf8PXZ/w/olj1XZ8/2hLYRWJUWRGcmOUk6f9wJQi6eXMDH0tvhLgI/2mcXfcXbYeCRzsgpIze5MShBBUne8bt4RACIEZApErwdNsVQCJlkwU7BcJ66bj+iRl03TcmOV9wFy2jK0iUYppZpkhKKyEIHhzT5EnmoebFogcnW55fVqQmn4TuKzgYdmSJZb7q4rRbjDQN69PKMtAvatddiGS7uT2DsaRteu4v6pJtMRIySzTNF3fi9K4QKL70zmtxPkG4cwXPl7ImBqFJHIxDz/4zoGBLwbPHUQLId4Gfos+G/0LMcbty1rUVeFZGpxWSKSMHK87PJGTumORG4SKWKH4/XsrFkW6ywIr5plBCHhjMWbTOU4rx53VlrL1bMqG69OMm4u87xJXAiHACdgv+iaZaWF5cFpxMCtYFJYuREDifK/j+yynPigWvFo8zb62EjZbx51VhRKCVd30ah1ScjhKeG9dsqkC9SiQJ31W10jJtnFMrOFwlOB8/7POBU4qx53lKVUXee94y1euTfiRWxOMlrw+H1HWjneWW2KMaNFn3a6Ne03dWWoQsq9DPS47VpXjnpRkVjHNNIVVZLY/bTlj23rGOzs7QwrJwajXjU61ILeaUWqGAShXhKfZqgAeVA3rrtc2DBGqzmGlwEh4uG147/6G/WmGUH1Ge5EbJIJIZJ6nNJ1jkVpS059wHJUNR9uaUWJYlh374xTfeb5+bco41aRGUnUeYfsJnW/Mc0apZl07pBJMs35c+PunFdO0l7tLtWJkJXdWNdCvY5Toc/3wRxomtfzI65zm9lNTlhkYGHh1uEwm+kdjjKuXtpIryscFnj4EYozcr2q2Ve+oy86jBOTWMC8SlnVL9JE2dvz+g45ZZjjeNry5P+Ld0y2n25YQYH+U8J17a755Y0JmJbnV1J1jag3OBK5PU4xWNK2n7Dquq5RFoWldINWKeZE81+sZnP+rxZPs64OTinXbZ8w655ikKY33ROCd0y0x9Nk/IxRHZcP+yOJi5Nak4IN1xabtRxvXzjPLEt47LVnXjkxrFnnC6bZmkmra2vPBqqTu+uDZSkk+Ulit2R9ZZkVyrrLxcN3iRa9kIAU0rSMmimXlaD2kxu+OzznP7l3MXirZB85WKworz5tbhyPxq8OTbPVo0/RlPBKa4FBS8to04ffvn5LaHEXk9YMxgcjMau5tKu6sKqSIZFpzVDaEKHAxsJ+nnFYdp5sOHwJVG1nkmnvLDXuTjNO6YW+UsGlafuTGDBHh4aqmi7AsHVYrrJBo0dc3zzJNqhWZVWxrh5KCw1FC7TwHo4S9XQPskzYH08x8xOcPvnNg4IvHZYLo60KIv0E/cfBHhBA/CvwLMcb/4CWt7crwJOe5LFtO64YoFSAonSd2HoFnWUpuTCCz/QS5LDes2o7WOzKruaYV28YRI+yPM1ofEVLwtRsjrk1Til2z1s1FCkh8hLqLWA15YkiU4LhsCLvsJHwouTRkS64ej79PnXOECKdVy94o46RsSLRhnCnGScbDTcPDdcP9Vcm29eRW0niPc5FESaaJYZFb3jre8nDdAAItBcva8fo846h0pFbjusi6cmw7xyzVBNFPlctsP23wxiRnb2SxiSBLDeuy496moQv90faqdmRG4X1gvZMl2x+n58Hxxexlavpx44mQ58N+Hj8SH2z31efx90UAIQSEj1ilcM6zrFumRUaRaESE7x9vOFq3zDJDiJEb05zCKN453bI3Suic57VJzoN1w35h2TYd+1nGO0cbJolklmXMc8vteQEBDvZGVG3AKLg+TTgqHVZLYgxMcoMngI+YNGU+SjjZNLjY128bLVmMEl5b5OcbuGXVPfKaaterxoySS1VDDgwMfA65jBf4S8AvAP85QIzxd4QQfxn4wgfRj3NW69nFjlmieKAEMXgkkiAE285ztG0RAhrfi/jPMkNuNIXVlM5xuu0nurUuYE0f+CTW8OW9gtxI1o1DREGQguN1g1Z9HaEX0HX9sWlqA9dzS5ZoaheoVxUXpZguyvENXB0ckVXpYDdsZ105xrknNwXvVlvWtaewhlXVMcskkYiRijf2UgKCtotEBSd1QyIV27pjWiQQaw7GGS6W3JxmPFzWVF6gfKBxIKRHisjI6n5stpUoJciNIQbHVgXiTl2j6jxGCloXyRNFf7AviDE+EhxfzF6e1ew/KVD+OCnJgVeXEAL3lyWr1nFv3dC0nllhGdu+5CKEgPeRRW5JtOaorCg7h4+RGATORTKjcSGybh0T0dcfiwjTzLA/zlBS8K1rYzonUCpyZ9lQJHCyceyPLeMQ6RxkSd9J+2DVMs0shQ9s6w6tFaMUcq16e04+3ORtGvfE1zUobwwMDMDlgug8xvgbQjxyvPpkD/M54pNkv84cbOsj29rRusi9VcM4NZSt49o4o/X9ZKxpaggCJALnHXUnWFU1bz+syK1GikgRLW3muZGPuLdqWOSG95cNjYtcn1lyIxllhiIz+NBn8IyUSARKSta1o2oc1iiKC9mTZ2mZDpm/V5Nt1eGBtvMcrVukkjxYNdyYZjjP7v0OZCZSZCnjxND6wIOqIVGKECLffmfN+6ctXdvx5uGY07Lm2iTnpKp5c1HQ1AGtJcE5Yoy46JlZyyJPmGaGLNEoKdm2jjwxjFLDadnLKpZ1r6QgCGil6FzcDXURxPi4ou7HH4PXnWfbOKrOPaIcM+jwXg3uripOyn5S67ru+OC05qRqSLTijb2CkTZkppc2DAQOxxmJkRDgpGzIEolWgu/eP+V461laxSxPKF3LXpEgpWCSGX77gyWzxJDqfmrgqupofKBzsbd/E9jLDPPcEKIgSySp0ZSdR4j+JCYA3kfa0p3r6j+refxxBp85MPDF4jJB9EMhxFfoR30jhPgp4IOXsqpXhE+a/Qo+sKpaytqzdZ57pyUHY4vVhkWRgITbo5QQ+0B7ZjWtCCRGcLyuebjuuDHPiBEy3R9v//DNGSfrlg/WFfe3DRrBSd0RYuD6JMFqyHTfxKVEPwI63cnqWdnXYp8NDbjI0zIqQ+bv1aVyAQkIKTBGcX2csWl6BYLCGr5xYKlcYGwVs6IfSnF/0zLSinFmubPe8sGyQSDIU0PnA6/NC37k5oxcRTZt5K3Tkh8clTgXuDZN2baB08ojREcMkc45vNUcjFKkAGJkkiq2mSJVFu89XYwcb3uNYB+hC5rKBayWNM6TPUEz+iLn8neNo2w9qQnnpR4wZAOvAquqQ0bwPtC6QLEbhz1KFHu5peoiTehr7ovdNMBZrulC5MfyBUYL3rq/4t6yZZanbNuO1Hp+6HDGjVlO3TnKxjM2hqNth5Qds1RTdn0Gu2w8QcRe29lqROlYFJZM9wmKzEpklAR2F7YdF3X1P655/CKDzxwY+OJxmSD65+ln0H9TCPE+8Bbwr7yUVb0CPGuQytM4c6SnZUvVBVofyRKD85FIIARJnmgSI1lWHbnVbGPHWFmM0YysRkrJg01N06s6oZWnah2ISGE0lfNsvSdREi0FXYhYrVBCYLXEKkluFV0AtauJzu2HY8C1+lAP+kkZlU/62gc+HSZKssgNmVZ8ab+g854Eyap0JInE+V5KsfWCVe2wUvGNg5zWQ+sDhdEcjixGK1wMrCpP6wPRe46qwFHVoRDcHGesuw4hIrmVHK1bCq2ISR/A5qZvTlxVvb2Mkr7J8L2u5rjySCJa9uow26brbdL1E942jWLchfMg5fFg46INng1eqbtAavzH2u7Aq8XYajItEVIyyQw3JgopJO8cb0htjRRwrUhY1o4uRPatYS9L2DSOdevItOLmYsQoTbi3rJgXmkQqVl2L3Sq+d7QhVRJHJBG9rzuqHFJA5Tx/6MaY1gvmeWSkJEQ4LVtGiSVPBDIKEBHn+0ZwJSW5lbsERB9WP49q0eAzBwa+mDxXEC2EUMC/HWP8Z4UQBSBjjOuXu7TPlmcNUnkS57XQ3mO1pkhgkhnCSSA1EoViUWSEGPlgVXO0abk1z1g1He+6muADuEiSKIokoXENPgRuTXPuriq+d2/Lj92eMfIGoQTL0tH5gPMRJfoso9hldLRWGAmJUWglqLtA3Xlaf6Z5GjgYJU908J/ktQ98eiilSA0cjhO++2DDqmy5Nk3xRGToN1LTVFP5wEgblIjcWTd8+4MlI6PZOofQmgfritkoo7CBN+YFLsBbpyVV6yk7zzy3zBKDlhIfI3vXExa5xRpJ20VWtUOqSAyRxvXDfV6bF0waz6Zx5EYiosATqF2gDZFZoigbj9ERswtInhRsXLS1s6bDxsXzoRaDDu/VQGkFAnIjkbLf3B2tK65NUrLzLK/n9izrfVkIvLeqeO+kZJZbPlhWlE2D1pok0UgEjXcssgkndY33kSoE5oWhbBx7RYKSkrZzlA6EElig84I6gOv6zVyq+k1YYmTf+FrWBCGQMSJFgtWP6upfbMp+fPIrDD5zYOCLynMF0TFGL4T4Y7uvvxD60JethYMPHabzfcYis4qua7k1zfnB8QYpFO16w/XJiHXlORwnND6wrTzH2wajJEbBSFkWuWUvMUxHFo3kByclRivubRpa51FSsqw7vrY/4WBquTlLuTnLMBqsVIQYELIf4d15T4yRg3FK3fnzscrJU4KQT/LaH2eoDXx5rFzHsolsW8fhKMEqmKSGxgWiiAgheOek5HCcsu0cm8bx9tGKcZry1sMts6LXGf/y4Rgf4Wv7M6IX/F8/OGIvTwkxsMgSIHJQWEaZIQZPh+zHwhtF2XbcXUbGue03bUr2euZVg9GCUaKY7KYXhhg5rTpmicbHyKb1WN+vU0qYZPYjwcbjtjbJeh3ecaLJdyUBA68+m7LjqPRED1/aKzjdNjgf+96QSU7tPYXRrFvHqmrRUtC4SNk4Hm5aUg2zPMFoxdhqrk8SJqnmwbrjaN235ByXDVZLpOizyETBtolIBCerjklueG0vQ0hJjBEfoEg0edJrnj9cN0Rg0zhaF1g2jq8cjM8VjeDZpRrP6zNfpl8cfO7AwKfPZco5fksI8TeBvw6cB9Ixxv/uha/qFeAytXBnnDlMrUQ/oy0qpBb84N6aZeUQ0qNEJE9abs4SWhdxISIkWK2IEd49LpkVCa0PTHND20beWm9YNx1fPhxT1o6AwLl+8uG2aflmMeHGNGeaW063DQ2+D+BbTyMDhVFMMnv+us54Wpbkk7z2iwy1gS8XHyJH66bXzN22bGpHbhWtgzyRIPva4WXVssgMd1cdMQqqtqNykbj1fPNGxjg3dJ1Ha8Vv3T2magNb1ZEZTRscRva1ocTIpg3UwROiZiIFUkiMFMQQ2DagBZyULUrAKNFkWpNqSWIUjYscjCRGK7q2wyqJ1YJE9z970jTNJ9ngLDODHV0xGteXovkIbx2vmWUJp1WDUZoH24Z5ajltGm7PclZVR2YM95ZrUqu4s2y4Nk55sG740n5BlijGqeXeuuLbd1d0LlBkluvjlMORwWqNFoJ31xWp1swzjU0kEXqpz9j3EUC/kauXAYHgwbZlnmsyo7Cqz5hL8WE5BvDMUo3n8Zkv0y8OPndg4LPhMkF0ChwBP3nhtgh8LoNoeHIt3Mft9s8caf91L/e1qhqOtw6BJLpI6QLrrKPuAlXjQMa+y1wIVnXHNDOkUvHuyZa91xdUznG8rcgTi6FXNpgkGud7mYPE9M4fAT94uGHdeg7HKXdOS4QQjBKDFJFtE8itRl1Y98dllj/p9MKhNvDlY5VEqX56G1GQGEEXoPGeMX1G2mrJsnIcVx2rusEqyXyUsqo6TsoGFwoMiobAg02JRCCItD6yrFta57k1S8kyQ925Xc105KRrOdn2ZUhV208pnBYJs0xzfZwyShUHoxSE6Af9mD4TbXenLF0wrOuWzkec92ilsOrJ9jVM0Lza1J1HCtifpPz9D05ZN4HcBpou0gXH14sJH6wrgocPVhXHZce26bg5T6mcJ1GglIBdQBurmr0i4biqsbofEe7pT9Xub1pmmeDaOMUqxSTRRB/ZK1KigBD70fOFNaSql15sXMDIvvxp23jkrqdEXVCg+rhyjLJxj9jmx9nry/SLg88dGPjseO4gOsb4r73MhbyqXDaTcOZIi0TzHQvTxBAiuM4hleT1vV7XdJwaOueJSI42DePMMLISZimLwnI4TShM36U+zxPKtjtX3Gi8x4pec/pgbDEK3jsuCcC67ijrjnwnQZZqT9kIqjbgfC851jrPZDdx60n1fU967c/LUBv48hGhb/SbpIZt03FY5IQQmOWWzAoWJmXdOLZtw91lX16UWU3TNdxcpLx+UPDVgxHr0iEEzLMUIyUPtor7pyW178clF4liudMz3zRuVwYERWrYtn25UGIFWglGVmOMZJxaUqvIrKbznsYFEqnON6DrusVIBUR8CGgpPnaa5hAEXE3OfGUXPJkSCATjRGN3w0wmiSWKSKYU7603QEbrHD4I2ERuLQoOv5LReTitGqaZJdGSt47XtDVI2T9eG8EKwWpnnydlyzjVhBDRWvJg03BzmjLNNK2HRPWTMbdtf/9IL7tY1o4oBYmTzHJzXuoWfHiin1zXHUZJ0p1fO7sWPM1eX6ZfHHzuwMBnx3MH0UKILwN/Efij9Bno/xP4szHGtz7JEwsh/h3g36RPrv6lGON/etnH+DRrwC6z2z/P9FoYJ4Zv3RzjHDTOMc9TmsaxP7Ks6hZCpO0iE6uZjgyLNMFKQe0C/+DhGisVkci8SJlnlrYLvLOsGCeWvSIBDx+cluyNMwKCsvGcuJZpbhglBgUkVpFoRWYlRsldk2HgTOb7RR79vYh66oGPx4l+MMQk0ZhFgUDgQ2ScalSUzEaWTdvyozcXPNxWLEtD07b88Jv7GCUZW808lfz6qiY3muOyYVFY/r87S9ogkXgOxxnO78bWbxqMVrSdJwTwUSCRWCXIjGGRaxaFhZ0SzEUpRS0fPdIuW0duDUoKlFQo+an/+QZeMhd9ZeN7lZb9POXWTNK0nkJrhITcKEIe+Voy5cG6YZxYUiuYpBZB5PZiROsi37g2puo8bx2tWG0dUkomaV9Hv6odhe1POWrnmSSK1CreOa4IAQqj2B9ZtFRI0dtjb3sSJXvpvXXdYpUk1f3woFT3Rtk5f/6aOt8rLlndjw1Sj2ean5H5fZl+cfC5AwOfHZcp5/jLwH8G/Iu77/808FeBP3LZJxVC/Ah9AP2PAS3wa0KIX40x/v7zPsanXQP2SXb7AViMFAddyv/z7glEybbbME0T3nq4pmoDp5uGSa6JwO++u+IrBwVaSLSUvDkd8/bpmqqLKBWoOs/ISr5+MGZkDBvnCAJWdWCcR063DdPC4kLAedjUHXY3RKBsPYlO0FbgmtiXAux4kUd/f9B66oFn46NDCMFx1fHWww2d89zeK5hYw2xseO94y/cflpxuGt7YGyEFjFLLtg3kWtDIwPdOGjoH3z1acntvhPeRaW6ISJyLBAlWKAIgEBgp2Pg+2z1JDLNMg+gDYR8jUkkk4C+o7WohMObDKLkP9C1WCbSS54HIkDH7fHHx/axaj4+R+djwm+8c0boIEt6cF5zWLWNr+PbJirIKNE3Hl29M2LQdU2tpOk9A8Ht3l0glOCk9R9uaW4uCdd2RaMUk0xwWCQqBNpEQBZvKMTaaPO2HTrW7ya+jpNcpHwlFbhV166hDRAmBEhK960tJrcLqvu7/jE3TcbztyHf2nNoP+0ye9Lof52X6xcHnDgx8dlx2YuF/feH7/0YI8Quf8Hm/Bfx6jLEEEEL8XeBPAf/x8/zyZ1EDdtnd/rJsaVvY1J63HmxIpWbbdmyqwGbrmY8TysYxH6dcHyesGkd81oPdAAAgAElEQVQUkVlqWNaetI9RGFmNH8Wdlmrg7rplnhtGuaZcB4L3ZKmm7hyRiPeeeZGQW0mMfRd64yOJkXShv6jBh9q7Z7zIQGaoZX1+Lnua0k/w6zgtW5Z1P/jEKIUP0InA3793wr3Thm3jqD28vyw5GBukMuRGYo3kuw/XgEQLmOQJ7y0rbs5yXp+PEEJwd1UjBBzuJBATKZiNEg4mCXUTmOeGLkIqJfPccjhKcD6QJ4pMaVoXMSoyKxKWVXe+9jObyxP1yPTBIWP2+eLi+5lqiws1J9uaEPsjTCsUv/PeKYeTlCPRsJcm3D85ZZQa7hxveeNgzP1NyQ/dGOOcp+4cX51PcW1glk1xwZOnGqXh+ijj3rbGd5GDkWFeJCyrEhciZRvR0pPWgWXdIaVgr7CkVvd+sfM83DRUXV/eJne10J2Pj0zVXNcty9KhRL/507KXFx0lLeP02QodZ7xMvzj43IGBz4bLBNH/oxDiz9FnnyPwM8DfEkIsAGKMx5d4rN8F/kMhxB5QAf888JuP30kI8WeAPwNw+/bt89s/ixqwy+z2z/WiI2y7gPcQBJxWfSNKCHBrUSCKyCg1uBhpnWeWWd45KXmwaViMLP/wrQWt10wyw6byNM5xWnVYrXh/WVFYTRCSsvGcliXj3GK0ZJyqXt6scczzBB8CYXdZEECiP+pkX3QgMzjxp9vvGZ/kNMWFSACQAu8jqZEUiUUKwbbpKOtI6yKdF+QGMqO5NinOg+27pzWjxHK8bShDYJwYJpkGeqWYbddxbZSAgIOx5bT2jDJLJDJJDIWBW7OUNsDhJGVeWMappnbxI6Ub0H9Gzl5jahRK8EgAPWTMXl2eZb9P46KvVCL2EomrklRrJIEQIuvKcXMqWNYt29azP87JrOR40ze1LvKM++uGdeupXKDpOhajhLdOtoy1JorIJE2pW8c0sXQmMBul3F81dCGilMCFvqF1lhmUEigJEujnE/Ya+qnps9k+RJoQUFJwYCxGfXhC0vkLpytSoJUiMeGR25/Xjl+mrQ+fo4/ySW14YOB5uUwQ/dO7//+tx27/0/RB9Zef94FijL8nhPgLwP9ML5f324B/wv1+iX5KIj/+4z9+7rE+qxqw593tnzlfFUEpSdV1KKlZlS15qtEqEoLjaNXwlf0R67rj9VnBnXXN0brtx+Jaw3cerMh0Lzc2y1K8CP0EQxk42XaMrcYFMFqyyBR7heWgSFCy1/FtXd+8tXdBH3q/sER46mbgD1pnPmiVfsjT7Bc++WmKlgItQCKwWvBg5TnallybWt5YTHm4qtjUHZ2PSNE3ck0yRaoUm6Zlf5TSuq7Xxa0ds8xyWnWM045l1aKEpHKe1+Y5jfMkWqGlZF4YFoVhL08Z5Rof6IMJLXr5MD46Vt6F+ITPTDrYyBXh4+z3WZy972hPqj2eSAiBB+sa5yJ5okiMIvOKTe1QKmI87I8Tro1SVnXLe8uKcaqxUvJ7H6y5sUj51uGEt4/WJBi+c2/JG3sjJgr2xglW9oN4sqjItMQmmlQKfAx4H7m/bpEI9lVKWTuMhmmm2dYdnYhIAYWRGC3PM9W1C5idXSdGoncbwFFimKYKISBVkskTNr/Pa+fD5+Hl8Qex4YGB5+Ey6hxf+rifCyH+uRjj377E4/0y8Mu73/2PgPee93c/yxqw53mOc71oA8JHZrllWTZ86+YEI2F/lLKpW67NM8rOsW09s6xv3NrLDVL2DTneC2ap5HgVuHO6ZD9PyBOFlYpUy16OScLxpmFdKUZGo1Xv2JVQFBburhvKzjPLDEWisbvsy5M2Ax+XGX0eRz9olT4/n/Q0JTUKofsTBSHh1iKh6+D6NMPHyNevT9g0nih6xYHbexmJNHRd4GjbcXuqyIyhbNZYrVg1HVpK3jkqmeeGENiVAwmOyz5Y10aCkLggeG0v42CSc7JtaH08V91IjXwkwwwffg6e1ng78PkmNYrgFVUdCV5QWMGXFhmND+SpwUqBMxpPZFGkHG9bFpmm6hyTNOH9kxMmdoSWEqNBCclJ2XK8dWyMR0vFnWVFOssRCL5/VNF0Hi1hmqaMrCTTmigjMXiUVJxUDU3wWKmQUjLPFEYrovcsCrvzn73dXlRakgjK7kPfZiS7Rm5Hu5sLcNHXPa8vHHzmwMDV5jKZ6GfxF4DnDqKFEIcxxvtCiNv09dB/9DJP9irXgJ0F+SFC1QUWeco8S/rgBg9Ibh+M2NaRxjlijGybjrFVJFYjgIdlS9f1o5St6jPTbfTcO3G8scgZpwrnA8vK43cav9s2UDYOrSVWSsrOQ/CclJG280wyS+vjE4dWPJ4ZXdctxz7SOY/RinXT9ZMYlWCcPPv3YdAq/Tg+6WnKsmxpG+hc5I1pQekcD9cddzcVb+oRygi+ejDixjQlsYZECO6tO37/aI0QEakzmtZzbZqRW8OybDnetkgZ2XaSwyLlxjTj+jTBmJb9wu6sq1d50brfhN2Y5ecbq2lmhsamgY+wLFuauuO06hBBUCQJq6rFGo1RksM8ZV54ZsWMpvXsF4ZEKo7rjh+cbNl2nveWNeu6ZX+cEkJgL015kPW654mUu/I13ct/aokWfSP19x5ueGORc6etsUoRRSRP+mEsN2YJYpeIiNEwyyyZ1RRW4kKk84GTsuHGND+34dHhmFXZUvuAjJHT2nFauvPXWnfhvDzkeX3h4DMHBq4+LzKIvmwtxa/saqI74OdjjKeXfcJX2dEkppem8zHy+w+WnJYO7yN7k4zFCEadposeIxW3JobGeYrEsGpaEm3Y1C2FtbzzsOTWPMNHzw9dn1K2W4To62ETq6gDdF0gt4o802yaDtEKHqwbHm4atJBYI9gfJ7gAPvYapz7ER8Ynf1j/5/ngtGTT9M79eF3jIyxG6flru3jBOGPQKr0cn+Q05eyiq3UgSyTffn/Fg2VN4yLIgFaSbxyMuT7LGGcGIrz/sGHlO/YKy81pxsFIE6Mg2SrePt6yqfumqmIXYOyNE97YK9gbWRKtURc06KwW2Iv1zObRr1/VTe3Ap8+ZrRolSIxm3W753sMN2zpgteDmIuPGODlX4dg0LYfjjDvLkrFRtInkhsh4++EWpKAJnrLVlG6LUXDnpCLGyN4oITeKbevxwTPPMtZNQ+UC99YNR9uWa5OMvcKyqTuUlMw6w/unJanRHI4tzSRybZxwtOloXCTSZ4S9j7y2KM5f0yS3TOhP/uqu7zJxoS+Z86EfVf5xajOP3z74zIGBq8+LDKIv9cmPMf6TL/C5XzlciIgIp40jRsHdZYNREmsb3pwVlI3j5jSh6iA1grr0WCkogsYqySJL2HaBIHb1g8rgfOTWLGe6a5TJpCSdGARwMO6nHjofaEPgtGppu4iTgTYIplnfwLiqGkLstVC7EM+PD7UUrOuOk23LndOGxnlihHlhuLtscCFwOMmBPog+u2CcMWiVXp7LnqacXVylBKUly6rhwbbF+8j1aYKMkGhF8IF5qiAG9EFK51PubWpiiKTWkBiNNRLnA37Sb/hyLZnnmq9fn3FrkTNODXlSs6rPhqwIJmmvavA0hsB54IwzW/Uy7CYOeh6uW4ySmNgrBzVdZH+kOC09N8Y5y7Jlkia0zvU65BommSXVqj+lk4JNG1k1HYmOuNBPM1zWjk3dkaUarQPLZYf3gbL1tD7yYF0zz3ut6EmqONq01F0g01C1jncfbnHe0/jIKNFMM4NWitPKMSnbj9Q797MPe83zsv2wlWeaaRaj5Ll94eAzBwauPi8yiB64gJaCphKsqpbMat7Yz/AerAQIpKafKHi83ZInhnsnDVmm8D7ivGPVeV4bp3x5ryA1ivvrCqUkeyOLc4HMKG5Msz4rHSOZVQQfmYwTHmwbqk7hvMOcZRKFoG49wvZDB852PGfHhwAxRlof8DFSdeH8dyOwbfx5o9nZbRcZtEo/GZf5+5xdXOtS0nSeTEteW6QIBBDPazmtUdxdOt453XJ7VmCN5FqR8sa1Ea8vcvZGFu/h7aMtd5cVXYBES768X3BrUfSj543q5ch0dx5Ez3a3Dww8izNb3baBTROIUXA4tmS7DZxREqP6E7WyiTS+ZZQbusZz0nq+/2BD2wWsFaSJwvuAU5F7q4pZljCfJPgA91c1QvQb0N619oOqbk5z1lUHO93nxchQNZ4iVSzLjnlhsVoQAiRp3zxrtdhpl394Wax9YPLYaysSjRI8EkBbLRBCnE82fB5fOPjMgYGrz4sMot9+gY915UmNQimIIRJDwEjJpmopiQgZGRvJu8uS49qx6TxV8OxpzShPOG0cWvUXgxaH1ZIfvjFlb5ygtaRpA8Yoxplhr0hRqs+MSCHxIeIixNDLm7ndc0shKGzfNJNZRWY/WooxySzeR063LTFRKCkRAnLTT/I6G9CSaPHEjOSrXKf+eeDsoutDL7vV1186HpYtWsAbBwXXRppN5TlqWr52bcztg5zDPGWSWg6n2SMlPIfTjHePt1StJ09UP7L7wkV8mluS3fH08H4OXIYzW+3OnBGeWZ7wg5MSouCrBwnz3LCtA1FFjFTcX1YYqQgh8vXrY9ouYLTktGpZNx5jFDemOUqDCoJ14yhb14+NF4Lr45TX5wlCCloXsLllkRvmmSHXCoVgmllikGS7yYZnG8S9kWHb7rLnIaBkb+vpE0ZqpkYxyw3bneLR2SnNxVKO5/WFg88cGLjaXGbs9596ws1L4P+NMd6PMT7p519oFqOMa+OMNkQQksUo4fVZzlf2Egh9qcdBkWIkXJ9kJEaxyAztccV+0TfShBg5GGm+fDhhklnWrUMVAisFNxc5i9wilST4QOUC67pj4jSdCxjlGWeGcSIprEErSdUFio8ZdjEfJdxoHT84qfqfCcnri4zUaFKjyaz62IzkcBF4uUxzy+E843v3Km7OxviwZH8yYp5b/qEbYw7nkXWe8sOjGa8vxhSJZl4kT3xfUqP42rXJxyqvDO/nwCdlmltuznPeuVdxY1rw3smab10fMUoMP3pzwsFMcPcoYLzFd4Gv7xcsK8c4MaybFjLBtu7YL1JK23EwStm0HakyrOoWrQRfOhgxTQxCCPJEMxpZvpYZCJJN02GNZJxoDosUYxRFIjnZOhofQAhWVcc8NxxMcvSmYVk71G58/SzTT5SuA5gVCY2P50H02efkkUEzz/nZGT5jAwNXl8tkon8O+MeB/3X3/U8A/zfwJSHEv//YNMMB4Ce+dYu3H2yxWmFNPzr5+kRxMIWjjeJbN8eMcosVAhf72lTn4eZegd0ddQYEtxcZt+YFp1XHbFd60Tv+7JHni2ULqSE1kmluEDvpqHyXNXYhUjXd+eAVePT48Oxo8daiwOg+kzQrDOPUIolkiRmyJa8AP/mtW7x9f4tZCm59+RBC5Ppc8Y1xzuGtfQqjkbvJap/1AIiBLzY/+a1bvHVvy3vHFX/41h5RRK6PLLf3FfvZlHHa0rrIIkuQotfUL1vH8bbhpKyJY4sSMB/PiaEve2g7RxAFXRsoMoWVEqEU88wwzRKMlrS+79sIMVIkhsxqEiM5GCXcmsNxWdO6yPVxf//UKG7Mcw5cn/F+mvbzGanpkwlDKcbAy+TNP/c/XPp33v7FP/kSVjLwNC4TRGvgWzHGewBCiGvAfwX8EeB/B4Yg+gn8q//U1/k7v/c+D04qitzwQzfnpEZSNgGpYJolFImm7TzrukMqwTxPaDtP7cMjzvxZR+sfHg1q9kdPvs8o0U/NPF48WvzatTHAcMz4ivKv//EP7Wo6Tvjq4YSvXpt+1ssaGPgIP/cTH9rqOLd8+XDCmwdjXIh8RYqP+Lq68zxYVmw7j5FgjUQgSbVEyL6hNngwGkLs+wHGiSFNDMGH85O5s/+70I/xvljKdNGXwkU/lz79hTzGUIoxMDBwmSD69bMAesf93W3HQojuBa/rSvGsQSQ/+a1bz3yM1KhHMh+pUR9paHlRWcWPu89wIXg1eJ7hNs9jVwMDL5Pnnbb3cbb6uK9LjeL1/dFT7783Sj7JUj/ynC+CwV8ODHyxuUwQ/b8JIX4V+Ou7739qd1sBXFrj+fPCMHFq4EUz2NTAVWCw04GBgS86lwmif55+suAf233/XwK/EmOMwD/9ohd2FRgmTg28aAabGrgKDHY6MDAwcIkgOsYYhRB/D2jpZYJ/YxdAf2EZJk4NvGgGmxq4Cgx2OjAwMAAfFcF8CkKInwZ+g76M46eBXxdC/NTLWthVYJg4NfCiGWxq4Cow2OnAwMDA5co5/l3gH40x3gcQQhwA/wvw376MhV0FholTAy+awaYGrgKDnQ4MDAxcLoiWZwH0jiMukcn+vDLIHA28aAabGrgKDHY6MPDqMWhLf7pcJoj+NSHE/wT8ld33PwP8rRe/pKvHcPEYeNEMNjVwFRjsdGBg4IvMZRoLf0EI8S8B/8Tupl+KMf6Nl7OsgYGBgYGBgYGBl82Qvf7kXCYTTYzxV4BfeUlrGRgYGBgYGBgYeMW5bOD9eQ26xbNU6oQQa3pJu4/8iF757vHBei8FIcQD4J1P47l27AMPP8Xn+6QM6/x4HsYY/8Rn8LyP8Bz2exXex6uwRrga63zeNb5q9nsV/rYXGdb7cnnWel8J+4XPJIb4pFwlG7hKa4XLr/eZ9vvMIPqLihDiN2OMP/5Zr+NZDOv8fHAV/j5XYY1wNdZ5Fdb4JK7auof1vlyu2nqvAlfpb3qV1govZ71feHWNgYGBgYGBgYGBgcsyBNEDAwMDAwMDAwMDl2QIop/OL33WC3hOhnV+PrgKf5+rsEa4Guu8Cmt8Eldt3cN6Xy5Xbb1Xgav0N71Ka4WXsN6hJnpgYGBgYGBgYGDgkgyZ6IGBgYGBgYGBgYFL8oUOooUQ3xBC/PaFfyshxJ997D4/IYRYXrjPv/cpre2/EELcF0L87oXbFkKIvy2E+O7u//lTfvdnd/f5rhDiZz+Ddf4nQohvCyF+R/z/7Z17tB1Vfcc/XwgQEp6ByBuDgFClBSUEwstgWFH6gFBoQcIjwNLaUl6tilaKBKxC1FLQWhAWXoo0teFtBEkIRmh4BUJubgIEkETCW0XAQEEIv/6xfyd3OHfOK7n3zJnc32ets86ePb+95zd7f/c+e/bsOSPdJGmzGmmXSerxcn1oIP3sVCSdLWmxpEWSpkkaWrRPsGb6K9jHprTXTvL8zOz7R0kmacsifGuWTtVpljJoNktZ9FthbdBxp1EmzYZe8xnUg2gzW2Jme5nZXsDewJtA3lsY76nYmdkFbXKvC6j+f8IvA7PNbFdgtm+/D0kjgK8B+wJjgK8NcCPM83MWsIeZ/QnwBPCVOukP8XItzd/k9BeStgPOAEab2R7AusCxxXq1ii5WQ39tpos101676KKvn0jaAZgAPNNuh1qhw3WapYvO12yWLsqh3wpdlFjHHUoX5dFsF6HXPgzqQXQV44FfmllH/Bm7md0NvFIVfQRwjYevASbmJP0UMMvMXjGz35FEPmB/dp/np5nNNLN3ffN+YPuBOv5awBBgQ0lDgGHA8wX7A6yR/tpGWbRXoywBLgG+RP7LrDqNjtRpljJoNktZ9FthLdFxR1EmzYZe84lBdC/HAtNq7BsrqVvS7ZI+2k6nqtjKzF7w8IvAVjk22wHLM9vPelxRnALcXmOfATMlPSzpc230qSMws+eAb5OuiF8AXjOzmcV6VZdm9NdJ1NNeoUg6AnjOzLqL9qURJdRplrJpNkvH6rdCmXRcIsqq2UGp1xhEA5LWBw4Hpufsng980Mz2BL4L3NxO32ph6W9VOvrKX9JXgXeB62qYHGhmHwcOA06TdHDbnOsAfJnNEcBOwLbAcEnHF+tVc3S6/prQXmFIGgb8E9CW5yvWlDLrNEunazZLJ+u3Qtl0XEbKotnBrNcYRCcOA+ab2UvVO8zsdTNb4eHbgPUKfHjiJUnbAPj3yzk2zwE7ZLa397i2Imky8OfAJKvxP4o+w4WZvUxaiz6mbQ52BocCS83s12b2DnAjsH/BPtWjGf0VTjPaK5idSQPSbknLSG10vqStC/WqNmXTaZZSaDZLCfRboWw6Lgul0uxg12sMohOfocZSDklbS5KHx5DK7Ldt9C3LrUDl3zZOAm7JsbkDmCBpc59BmuBxbUPSp0lrjg43szdr2AyXtHElTPKzz1O0aznPAPtJGuYaGw88VrBP9WhGf4XSjPaKxsx6zOwDZjbKzEaRllx93MxeLNi1WpRNp1k6XrNZyqDfCiXUcVkojWZDrynjQf0BhpMGxZtm4j4PfN7Dfw8sBrpJC+f3b5Nf00jrD9/xyj4V2IL0tO6TwJ3ACLcdDVyVSXsK8JR/Ti7Az6dI67IX+Odyt90WuM3DH/Iy7fby/WrRWihIf1OAx0kXENcCGxTtU6v66zAfc7XXaX5W7V8GbFm0nw3OoSN12oQeOkqzTfjbcfqt52/V/o7Xcad9yqTZ0Gv+J95YGARBEARBEAQtEss5giAIgiAIgqBFYhAdBEEQBEEQBC0Sg+ggCIIgCIIgaJEYRAdBEARBEARBi8QgOgiCIAiCIAhaJAbRQRAEQRAEQdAig3oQLWlF0T70J5ImSvpIA5s5kka3kOc4STPW3Lu1i7JoR9IFkg4t2o/VQdIoScdltidL+l4bj7+s1ttJ3beWXg4kqUvS0f3jXXGURfvN0ky/OYDHnixp28x2Tc3lpD1f0hdaPN5aVXfNUpbzHsz9dat1tDr6HwgG9SC6k5C0br3tJpkIFPJjEAw8koa0msbMzjOzOwfCnzYwCjiukVEweFkL+s3JpJdQBWsZ0V8PDmIQDSjxLUmLJPVIOsbj15H0fUmPS5ol6bZ6M0mS9pF0r6RuSQ9K2rj6akzSDEnjPLxC0nckdQNjc7aP93wWSLqi8gPhdv/ix7lf0laS9gcOB77l9jvXOeUT3GaRv8ocSWMk3SfpET+H3XLOL9fGz/FGST+T9KSkqZk0n5Y0332d7XHDJV3t5/aIpCOaratOox+1s0zSVM/jQUm7eHyXpMslPQBMlbSzl/PDku6RtLukTSX9StI6nma4pOWS1lNm9lPSeC/vHi//DTLH3tLDoyXN8fAnXCcLPN3GNXwfJ+kXkm6R9LSkiyRN8vPoqWhRaabiLkkLJc2WtGPmHC9zTT2dKaeLgIP8+Gd73LZ5Oqvh1wTX63xJ0yVtlDnfKR7fI2l3j99C0kxJiyVdBahe/sAQSddJekzS9ZKGeT7nSZrnmviBpD751LJRulN0sZfdE5IO8vh1JX3b7RdKOt3j9/ayf1jSHZK2aeBzv9GP2u/4ftPr5RJJD3l976PU5z0p6esZu3/w8lgk6SyPG+VprnRtzZS0oZfJaOA6P/aGns3p1dqsw56u8SclfdaPt5FS+6rk0ad/rWVTy1fft4ukO7385qu3XX/RtbxQ0pQG/hZKP2o2+ut+7q8970tcd7MljfS4z7q+uiXdIO9nq9Ll2tTxFUnn+Pl2S7rI4/rUVyOfC381Y8GvhVzh30cBs4B1ga2AZ4BtgKOB20gXG1sDvwOOrpHX+sDTwD6+vQkwhDTT8L2M3QxgnIcN+OvMvlXbwB8BPwHW8+3vAydm7P7Cw1OBcz3cVcu/zDHmAFd6+GBgUdZfDx8K3ODhccCMBjaT/dw3BYYCvwJ2AEaSXgm6k9tVXlP+DeB4D28GPAEML1oPRWnH81mGv/ocODFT5l2umXV9ezawq4f3Be7y8C3AIR4+Bn8NfEUTXi/LgQ97/H8CZ2WOvaWHRwNzPPwT4AAPb1Sp+xzfxwGv+nlvADwHTPF9ZwL/lsnvJA+fAtyc8XG6l9VHgKeqtVdPZzV82hK4u6Ir4BzgvMz5nu7hv8uU1WUZmz8jtbPc18KSZl0sUz5XA1/I6tzD19LbVrsqGqhjMwf4jof/FLjTw38LXE9v+xsBrAfcC4zM1PvVZdI+5eo3L85o+nl69f4s6VXNewM9wHBSe1kMfMy18i6wl6f/H3r7vznA6Kp+oI82a/h0PtANbEjS+3LSrPYQYJNMO3gKVr2duFJ3uTYNfH0AONLDQ4FhwATgB552Ha+ngwdag0VqNlNP0V/3U3+daZ+TPHwe3v6BLTI2X6e3fZxPb59by6aWr4eR+s5hvl0Zm+TWV71PzEQnDgSmmdlKM3sJ+AWwj8dPN7P3zOxF4Od18tgNeMHM5gGY2etm9m6D464EbqixPZ7UKc+TtMC3P+T7/kBqqAAPkzq+VpjmPt4NbCJpM5LQpyut87wE+GhOuno2s83sNTN7C3gU+CCwH3C3mS31473ithOAL/t5zSE1sB1bPIdOoT+0U2Fa5ntsJn66ma1Umkndn1QHC4ArSB0hwI9JnTHAsb6dZTdgqZk94dvXkC6i6jEX+FdJZwCbNdDzPDN7wczeBn4JzPT4Hnr1ORb4Lw9fSyqjCjd7WT1K+nGrRZ7O8tiP1GnO9bI6qcr2Rv/Otp+DgR8BmNlPST+k9VhuZnM9/KPM+Rwi6QFJPcAnyW9L9WzyfDsUuKJSB96WdgP2AGb5OZ4LbN/A5/5ksPWbt/p3D7A4o/enSZMGBwI3mdkbZraCVI8HeZqlZragyWPn1X8tbjGz/zOz35DKeQxpQPsNSQuBO4Ht6Num6tn08dVnNbczs5sAzOwtM3uT1JdPAB4B5gO7A7s28LlIor9OdFp/DfAeveWQ7U/38FnhHmAS+f1pPZs8Xw8FfugaxsxeaVBfNWl5zU7QMu/y/mUzQzPht8xsZY1tAdeY2Vdy8nzH/FKJ9APSaj1azvaFwM/N7EhJo0iD22rq2bydCTfyScBRZrakFacHAVYj/IZ/rwO8amZ75aS9lfSjOII0iLirheNmNbpKn2Z2kaSfkmZE50r6lJk9XiOPbP2/l9l+j+b0mU1fbxlFszoTMMvMPtMgn9VpPxX6tCNJQ0mzn6PNbLmk83l/m6cJm2Z9E2kwN7aOTVnpxH4zq+lqvTfKq1q3G9YypDVt5vXlk0h3AX8VfJEAAAQ4SURBVPc2s3ckLaNKgw1sWvFVwDfN7IoGfq6NRH+d6I/+Oo9KmXYBE82sW9Jk0ox3NfVsmvW1Xn3VTRTAPcAxSusOR5Ku+B4kXdkdpbReaivyK6/CEmAbSfsAKK3rG0K69bKX57EDaaagGWYDR0v6gOc3QlK9qziA3wO566CqqKwDOxB4zcxeI80yP+f7J9dI14xNlvuBgyXt5Mcb4fF3kNb9VdaBfqyJvDqV/tBOhWMy3/dV7zSz14Glkv4KVq3v29P3rQDmAZeSbqmtrEq+hDSjtItvn0CahYGk0b09fFQlgaSdzazHzC72vBuvD6vPvaRZF0g/4vc0sG9Wz3ncDxyg3rWKwyV9uEGau/EHYyQdBmzewH5HSZUB7HHA/9L7o/Ybn9nIW1fZjE01s4C/8T6l0paWACMrPiitqcybpRkoBlu/2Yh7gImShkkaDhzJwGoc4AhJQyVtQSrneaR++mUfHB9C/uxfMzarMLPfA89KmgggaQNfd3oHcIp6nzfYrlL2HUr0183Tzv4a0ni00hdW+lM8zxckred+5NGMTZZZwMnqXTs9ol59NXI6gJuAhaT1ZXcBX/JbOjeQ1rs9Srq9MB94LS8DM/sDqTF9V+kBl1mkH8u5wFLP4zLPoyF+6+FcYKbfcptF41sL/w18UemhgnoPFr4l6RHgcuBUj5sKfNPja10tNmOTPYdfA58DbvQyqdyquZC0nnOhpMW+XVbWWDsZNve6PhM4u4bNJOBUL8/FQPahoR8Dx9P31iB+O+1k0q2qHtKMw+W+ewpwqaSHSLMFFc6SP8gGvAPc3sD/RpxO6rgWkn4UzmxgvxBYqfTgR63yyMW1NxmY5se7j8Y/KlNIF32Lgb8krZesxxLgNEmPkQbc/2FmrwJXAotIA4x5Ob41tMnhKvdnodf9cd7nHA1c7HELSLcj28Vg6zcbHXs+aUbsQdL64avM7JEGybqAy/X+BwtbYSFp6cH9wIVm9jxwHTDa2/mJQN5sZDM21ZwAnOHlei+wtZnNJN3yv8/zup7+uSAZKKK/bp629dfOG8AYpeWinwQu8Ph/JrWnudTWaTM2qzCzn5HuBjyktHSj8ld59eorl8rDBkENJG1kZiv8Sv9B0sL9F4v2K+h8WtGO0u3U0b62MQhKTfSbQdmI/jpYHWJNdGNmKD14tz7pSj9+CIJmCe0Eg5XQflA2QrNBy8RM9Gog6SZgp6roc8zsjiL8yUPSvwMHVEVfamY/LMKfIFEG7dRC0h+TntLO8raZ7VuEPxWU/pN1g6roE8yspx/y3oK0zraa8Wb22zXNfzBRBu13Yr8p6WT63kqfa2anFeHPYKIMmq3FYOyviyAG0UEQBEEQBEHQIvFgYRAEQRAEQRC0SAyigyAIgiAIgqBFYhAdBEEQBEEQBC0Sg+ggCIIgCIIgaJEYRAdBEARBEARBi/w/4LHa+rHCfecAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VVMV4Zh8BJu0", + "colab_type": "text" + }, + "source": [ + "**Looking at Credit and Debit Features**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "eHdEvWzaAYIJ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "cr_dr_cols=['current_month_credit','previous_month_credit','current_month_debit','previous_month_debit']\n", + "df2 = pd.DataFrame()\n", + "\n", + "for i in cr_dr_cols:\n", + " df2[str('log_')+i] = np.log(df[i])\n", + "\n", + "log_cr_dr_cols = df2.columns\n", + "\n", + "df2['churn'] = df['churn']\n" + ], + "execution_count": 70, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "uDC-2P7NBY--", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 746 + }, + "outputId": "a3f80f1d-c60f-431e-c3fa-24164b5a8f79" + }, + "source": [ + "#Pairplot for churn and features variable \n", + "sns.pairplot(df2, vars=log_cr_dr_cols, hue='churn', plot_kws={'alpha': 0.5})\n", + "plt.show()" + ], + "execution_count": 71, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OZz9iFBrCzX_", + "colab_type": "text" + }, + "source": [ + "**Looking at the average monthly balance for previous Qtr and Previous Qtr2**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "K96O9Iq8CylF", + "colab_type": "code", + "colab": {} + }, + "source": [ + "qtr_cols=['average_monthly_balance_prevQ','average_monthly_balance_prevQ2']\n", + "\n", + "df3 = pd.DataFrame() \n", + "\n", + "for i in qtr_cols:\n", + " df3[str('log_')+i] = np.log(df[i] + 17000)\n", + "\n", + "log_qtr_cols = df3.columns\n", + "\n", + "df3['churn'] = df['churn']" + ], + "execution_count": 72, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5jKeMC8AEksk", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 400 + }, + "outputId": "c7323a4a-bebe-49d1-f7fc-d4aa70ae7298" + }, + "source": [ + "#Pairplot for churn and features variable \n", + "sns.pairplot(df3, vars=log_qtr_cols, hue='churn', plot_kws={'alpha': 0.5})\n", + "plt.show()" + ], + "execution_count": 73, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ECLzFtyKE1-H", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + }, + "outputId": "b91dbdc5-a6df-471a-b454-c648c628bff9" + }, + "source": [ + "# Removing 1st and 99th percentile and plot \n", + "df4 = df[['average_monthly_balance_prevQ','average_monthly_balance_prevQ2']]\n", + "\n", + "low= 0.01\n", + "high= 0.99\n", + "\n", + "quant_df = df4.quantile([low, high])\n", + "print(quant_df)\n", + "\n", + "df5 = df4.apply(lambda x: x[(x>quant_df.loc[low, x.name]) & (x" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ub-G-CchM0Pk", + "colab_type": "text" + }, + "source": [ + "**Demographic and Bank Related Information for customers (exploring other numerical and ordinal features)**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0Ry8JBD4M2RQ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#KDE plot help to ignore missing values and aid smoothing for visualizations \n", + "#(Days Since last Transaction)\n", + "def kdeplot(feature): \n", + " plt.figure(figsize=(9,4))\n", + " plt.title(\"KDE Plot for {}\".format(feature))\n", + " ax0 = sns.kdeplot(df[df['churn']==0][feature].dropna(), color='blue', label= 'churn - 0')\n", + " ax0 = sns.kdeplot(df[df['churn']==1][feature].dropna(), color='orange', label= 'churn - 1')\n" + ], + "execution_count": 77, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "qW0N_IXEMtcl", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 281 + }, + "outputId": "e122962d-a5a7-4b10-bfdb-d685fc427c51" + }, + "source": [ + " kdeplot('age')" + ], + "execution_count": 78, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "VqjpQGM5Rj3E", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 281 + }, + "outputId": "d8a54151-9083-4bb1-b0fd-a3cc59678389" + }, + "source": [ + "kdeplot('days_since_last_transaction')" + ], + "execution_count": 79, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AzMfrlvKRxFx", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 281 + }, + "outputId": "e446e6c2-0883-4784-9fe5-d0d1e0de0843" + }, + "source": [ + "kdeplot('vintage')" + ], + "execution_count": 80, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3fx2TWn_R4dC", + "colab_type": "text" + }, + "source": [ + "**Categorical Features**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "IR1O6tXhR9p8", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 85 + }, + "outputId": "c91cdbd6-348d-4e23-fae9-dac5016f0863" + }, + "source": [ + "cat_cols = ['gender', 'occupation', 'city', 'branch_code']\n", + "\n", + "for i in range(0, len(cat_cols)):\n", + " print(str(cat_cols[i]) + \"- Number of unique values: \" + str(df[cat_cols[i]].nunique()))" + ], + "execution_count": 81, + "outputs": [ + { + "output_type": "stream", + "text": [ + "gender- Number of unique values: 2\n", + "occupation- Number of unique values: 5\n", + "city- Number of unique values: 1604\n", + "branch_code- Number of unique values: 3185\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lp7TtuzBvraM", + "colab_type": "text" + }, + "source": [ + "**Univariate Analysis**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "NHO0X6f7vvYU", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "6407fbf6-41f1-472c-c0ea-89f4ebe78757" + }, + "source": [ + "color = sns.color_palette()\n", + "\n", + "int_level = df['gender'].value_counts()\n", + "\n", + "plt.figure(figsize=(8,4))\n", + "sns.barplot(int_level.index, int_level.values, alpha= 0.8, color=color[3])\n", + "plt.ylabel('Number of Occurences', fontsize=12)\n", + "plt.xlabel('Gender', fontsize=12)\n", + "plt.show()" + ], + "execution_count": 82, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "KiayIfi6w6eU", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "outputId": "a564a929-2040-4415-c564-6fbf34332557" + }, + "source": [ + "color = sns.color_palette()\n", + "\n", + "int_level = df['occupation'].value_counts()\n", + "\n", + "plt.figure(figsize=(8,4))\n", + "sns.barplot(int_level.index, int_level.values, alpha= 0.8, color=color[6])\n", + "plt.ylabel('Number of Occurences', fontsize=12)\n", + "plt.xlabel('occupation', fontsize=12)\n", + "plt.show()" + ], + "execution_count": 83, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XWoWcHCBxfX0", + "colab_type": "text" + }, + "source": [ + "**Bin-City Population**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "56DpAn37x372", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 374 + }, + "outputId": "7787f99d-e07a-4b35-f4c5-5ee57caf33ee" + }, + "source": [ + "#check for the Value count in the city variable \n", + "df['city'].value_counts().head(20)" + ], + "execution_count": 84, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1020.0 3479\n", + "1096.0 2016\n", + "409.0 1334\n", + "146.0 1291\n", + "834.0 1138\n", + "334.0 930\n", + "1232.0 840\n", + "623.0 778\n", + "15.0 669\n", + "575.0 631\n", + "1525.0 375\n", + "905.0 345\n", + "491.0 312\n", + "1111.0 312\n", + "1494.0 289\n", + "649.0 281\n", + "1589.0 251\n", + "318.0 245\n", + "1084.0 240\n", + "61.0 237\n", + "Name: city, dtype: int64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 84 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "HIfqYcO90ljB", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 377 + }, + "outputId": "9ace0990-0899-4199-f7db-4599446fd44c" + }, + "source": [ + "#convert city variable w.r.t degree of number of customers \n", + "df['city_bin'] = df['city'].copy()\n", + "counts = df.city.value_counts()\n", + "df.city_bin[df['city'].isin(counts[counts > 900].index)] = 3\n", + "df.city_bin[df['city'].isin(counts[counts <= 900].index) & df['city_bin'].isin(counts[counts >= 350].index)] = 2 \n", + "df.city_bin[df['city'].isin(counts[counts < 350].index) & df['city_bin'].isin(counts[counts >= 100].index)] = 1\n", + "df.city_bin[df['city'].isin(counts[counts < 100].index)] = 0\n", + "\n", + "df['city_bin'] = pd.to_numeric(df['city_bin'], errors= 'coerce')" + ], + "execution_count": 93, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " after removing the cwd from sys.path.\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " \"\"\"\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " \n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " import sys\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5xgwu0lPQ4aM", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "0f289c50-efda-4cf9-93d0-cadfe5dd907c" + }, + "source": [ + "int_level = df['city_bin'].value_counts()\n", + "\n", + "plt.figure(figsize=(8,4))\n", + "sns.barplot(int_level.index, int_level.values, alpha= 0.8, color=color[5])\n", + "plt.ylabel('Number of Occurences', fontsize=12)\n", + "plt.xlabel('city bins', fontsize=12)\n", + "plt.show()" + ], + "execution_count": 94, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sAZqqqE2RQz4", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 292 + }, + "outputId": "3b68af33-30cd-4056-ac28-8a2570431dad" + }, + "source": [ + "# Repeat same for branch codes \n", + "df['branch_bin'] = df['branch_code'].copy()\n", + "counts = df.branch_code.value_counts()\n", + "df.branch_bin[df['branch_code'].isin(counts[counts >= 100].index)] = 2\n", + "df.branch_bin[df['branch_code'].isin(counts[counts < 100].index) & df['branch_bin'].isin(counts[counts >= 50].index)] = 1 \n", + "df.branch_bin[df['branch_code'].isin(counts[counts < 50].index)] = 0\n", + "\n", + "df['branch_bin'] = pd.to_numeric(df['branch_bin'], errors= 'coerce')" + ], + "execution_count": 98, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " after removing the cwd from sys.path.\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " \"\"\"\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " \n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iM0jNmOISJgm", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "35cb14da-cfc1-4c08-9c80-49b3e235e46d" + }, + "source": [ + "int_level = df['branch_bin'].value_counts()\n", + "\n", + "plt.figure(figsize=(8,4))\n", + "sns.barplot(int_level.index, int_level.values, alpha= 0.8, color=color[5])\n", + "plt.ylabel('Number of Occurences', fontsize=12)\n", + "plt.xlabel('branch bins', fontsize=12)\n", + "plt.show()" + ], + "execution_count": 99, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "K9W8lxk6Ses2", + "colab_type": "text" + }, + "source": [ + "**Bivariate Analysis**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "NcdThmXFSjPS", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#Using a function to compare churn rates for different catgories in each feature \n", + "def barplot_percentages(feature): \n", + " ax1 = df.groupby(feature)['churn'].value_counts(normalize=True).unstack()\n", + " ax1.plot(kind = 'bar', stacked='True')\n", + " int_level = df[feature].value_counts()\n", + "\n", + " plt.figure(figsize=(8,4))\n", + " sns.barplot(int_level.index, int_level.values, alpha=0.8, color=color[3])\n", + " plt.ylabel('Number of Ocuurences', fontsize=12)\n", + " plt.xlabel(str(feature), fontsize=12)\n", + " plt.show()" + ], + "execution_count": 100, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "LBap3ZY3UVUF", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 570 + }, + "outputId": "ce9bc101-ceca-44e5-b37b-14fd068e1b22" + }, + "source": [ + "#Gender \n", + "barplot_percentages(\"gender\")" + ], + "execution_count": 101, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0EzxtxhCUmGt", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "outputId": "aa99868a-87e7-4bd9-ece3-1f9800148685" + }, + "source": [ + "#Occupation\n", + "barplot_percentages(\"occupation\")" + ], + "execution_count": 102, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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gedKwx/OAqyQdWcPczMzMrE5KtRAAJwJ7RsSDLQFJ15AGPLq4FomZmZlZ/ZS9MdEmwMOtYo8BG1c3HTMzM2uEsgXB3cD5ktYFkLQecB5wT60SMzMzs/opWxAcBewAvCppPvBKfv7lzuxc0laSZhQer0k6TtLpkuYW4vsU1jlZUrOkxyTtVYiPzrFmSSd1Ji8zM7OepuxVBvOAj0oaCPQHnouIOZ3deUQ8BgwHkNSLdPXC9cDhwAUR8f3i8pK2AQ4Cts15/EHSlnn2T4E9gTnA/ZImR0Tr0xxmZmZWQdlOhQDkIqDThUAbPg48ERHPSGprmTHA1RGxCHhKUjMwMs9rjognASRdnZd1QWBmZlbC6jTa4UHAVYXnx0iaKWmCpI1ybADwbGGZOTnWVnwFksZJmiZp2oIFC6qXvZmZWRe2WhQEktYG9gN+lUMXAluQTifMA35QrX1FxPiIGBERI5qamqq1WTMzsy6tw4JA0hqSds9f2rWyN/C3iJgPEBHzI2JJRCwl3eeg5bTAXGBQYb2BOdZW3MzMzErosCDIX8o3RMRbNczjYAqnCyT1K8z7JPBQnp4MHCTpHZKGAsOA+4D7gWGShubC5aC8rJmZmZVQtlPhnZJ2joh7q51AvqfBnix/CeP3JA0HAni6ZV5EzJZ0Lamz4GLg6IhYkrdzDHAr0AuYEBGzq52rmZlZd1W2IHgGuFnSDaTOe9EyIyJO7UwCEfEv0p0Qi7FD2ln+LOCsCvGbgJs6k4uZmVlPVbYgWAf4bZ4eWKNczMzMrEHK3pjo8FonYmZmZo1T+sZEkrYGPgP0jYhjJG0FvCMiZtYsOzMzM6uLUgWBpM8APyMNd/w54BhgA+AcYI+aZWc9wvQjxzU6hdXWThePb3QKZtZDlL0x0RnAHhFxFLAkxx4kDXBkZmZmXVzZgmAzoOXUQBT+jcqLm5mZWVdStiCYDrS+FPAg0k2BzMzMrIsr26nwa8Btko4A1pN0K7AlMKpmmZmZmVndlL3s8NF8lcG+wI2kmxPdGBGv1zI5MzMzq4/Slx1GxBuS/gw8BTznYsDMzKz7KNWHQNJgSXeRxhX4PfC0pLskvbuWyZmZmVl9lO1UOInUsbBPRGwGbARMy3EzMzPr4sqeMtgJGBURbwNExOuSvgm8VLPMzMzMrG7KthDcC4xsFRsB/KW66ZiZmVkjtNlCIOmMwtMngJsk/Z50hcEgYB/gytqmZ2ZmZvXQ3imDQa2e/yb/uxmwCLge6F2LpMzMzKy+2iwIPOSxmZlZz7Eywx+vC7wHWL8Yj4h7qp2UmZmZ1VfZ4Y/HAj8B3gLeLMwKYHAN8jIzM7M6KttC8D3g0xExpZbJmJmZWWOUvezwLeCOWiUh6WlJsyTNkDQtxzaWNEXS4/nfjXJckn4sqVnSTEk7FrZzaF7+cUmH1ipfMzOz7qZsQXAKcL6kTWuYy24RMTwiRuTnJwFTI2IYMDU/B9gbGJYf44ALIRUQwGnAB0j3TDitpYgwMzOz9pUtCP4O7AfMl7QkP5ZKWlLD3Maw7NbIk4D9C/HLIrkX6COpH7AXMCUiFkbEy8AUYHQN8zMzM+s2yvYhuBy4DLiG5TsVVksAt0kK4OcRMR7oGxHz8vzngb55egDp5kgt5uRYW3EzMzPrQNmCYBPg1IiIGuWxS0TMlbQZMEXSo8WZERG5WOg0SeNIpxoYPNgXSJiZmUH5Uwa/AA6pVRIRMTf/+wLpDogjSacn+gHkf1/Ii89l+bsoDsyxtuKt9zU+IkZExIimpqZqvxQzM7MuqWxBMBK4RNJjku4sPjqbgKT1JG3QMg2MAh4CJgMtVwocCtyQpycDY/PVBjsDr+ZTC7cCoyRtlDsTjsoxMzMz60DZUwYX50ct9AWul9SSz5URcYuk+4FrJR0BPAMcmJe/iTSwUjPwBnA4QEQslPQd4P683BkRsbBGOZuZmXUrpQqCiJjU8VKrJiKeBHaoEH8J+HiFeABHt7GtCcCEaudoZmbW3ZW9dfEX25qXv4TNzMysCyt7yqB1h8J3AVsAf8a/yM3MzLq8sqcMdmsdy60G7616RmZmZlZ3Za8yqGQicESV8jAzM7MGKtuHoHXhsC7wBeCVqmdkZmZmdVe2D8Fi0u2Fi+YCR1Y3HTMzM2uEsgXB0FbP/xURL1Y7GTMzM2uMsp0Kn6l1ImZmZtY47RYEkv7IiqcKiiIiVrh5kJmZmXUtHbUQ/LKN+ADga6TOhWZmZtbFtVsQRMSlxeeSNgFOJnUmvAY4o3apmZmZWb2Uug+BpA3zwEHNpMGIdoyIcRExp6bZmZmZWV20WxBIWkfSycCTpLsS7hIRh0TEE3XJzszMzOqioz4ET5OKhu8B04C+kvoWF4iI22uTmpmZmdVLRwXBm6SrDP6zjfkBbF7VjMzMzKzuOupUOKROeZiZmVkDdWZwIzMzM+smXBCYmZmZCwIzMzNzQWBmZma4IDAzMzMaXBBIGiTpj5IeljRb0rE5frqkuZJm5Mc+hXVOltQs6TFJexXio3OsWdJJjXg9ZmZmXVWp4Y9raDHw9Yj4m6QNgOmSpuR5F0TE94sLS9oGOAjYFugP/EHSlnn2T4E9gTnA/ZImR8TDdXkVZmZmXVxDC4KImAfMy9P/lPQIaSTFtowBro6IRcBTkpqBkXlec0Q8CSDp6rysCwIzM7MSVps+BJKGAO8H/ppDx0iaKWmCpI1ybADwbGG1OTnWVrzSfsZJmiZp2oIFC6r4CszMzLqu1aIgkLQ+cB1wXES8BlwIbAEMJ7Ug/KBa+4qI8RExIiJGNDU1VWuzZmZmXVqj+xAgaS1SMXBFRPwGICLmF+ZfDNyYn84FBhVWH5hjtBM3MzOzDjT6KgMBlwKPRMT5hXi/wmKfBB7K05OBgyS9Q9JQYBhwH3A/MEzSUElrkzoeTq7HazAzM+sOGt1C8GHgEGCWpBk59i3gYEnDSaMpPg18GSAiZku6ltRZcDFwdEQsAZB0DHAr0AuYEBGz6/lCzMzMurJGX2VwN6AKs25qZ52zgLMqxG9qbz0zMzNrW6NbCMysDqYfOa7RKazWdrp4fFW24+PctmodY6ud1eIqAzMzM2ssFwRmZmbmgsDMzMxcEJiZmRkuCMzMzAwXBGZmZoYLAjMzM8MFgZmZmeGCwMzMzHBBYGZmZrggMDMzM1wQmJmZGS4IzMzMDBcEZmZmhgsCMzMzwwWBmZmZ4YLAzMzMcEFgZmZmuCAwMzMzXBCYmZkZ3awgkDRa0mOSmiWd1Oh8zMzMuopuUxBI6gX8FNgb2AY4WNI2jc3KzMysa1iz0QlU0UigOSKeBJB0NTAGeLihWZmZWdVMP3Jco1NYbe108fhOra+IqFIqjSXpAGB0RHwpPz8E+EBEHNNquXFAyztqK+CxuibaOZsCLzY6iR7Ax7n2fIxrz8e4PrracX53RDRVmtGdWghKiYjxQOfKqAaRNC0iRjQ6j+7Ox7n2fIxrz8e4PrrTce42fQiAucCgwvOBOWZmZmYd6E4Fwf3AMElDJa0NHARMbnBOZmZmXUK3OWUQEYslHQPcCvQCJkTE7AanVW1d8lRHF+TjXHs+xrXnY1wf3eY4d5tOhWZmZrbqutMpAzMzM1tFLgjMzMzMBYH1LJIm5ntWrMw6R0kau5LrvL5ymXVNko6TtO4qrLfKx0fSYZL6r+r63Y2kPpK+UnjeX9KvO7nNOyR1i0vprDwXBFVU/LKR9BFJsyXNkLROHXMYIumhGu+jx3xYSFozIi6KiMsanctq6jhgpQuCTjoM6HEFgZJKn9l9gH8XBBHxXESsUPRK6jadyK02XBDUzueBsyNieES82ehkujNJ60n6vaQHJT0k6bOSTpV0f34+XpIqrFdxmVzw/FDSNOBYSadL+kaet4WkWyRNl3SXpK1zfKikv0iaJenMuh6AOqlwnE8jfTH/UdIf8zKvF5Y/QNLEPN3m8ZF0Qv47zJT07RwbIukRSRfnwvo2SevkgnsEcEW9i+1GyMfhMUmXAQ8Bp7Q+VsA5wBb5eJxX/FGQW1MmS7odmJr/hhMk3SfpAUlj8nLrSLo6H/PrgW53XCWNzcftQUmX5+N0e45NlTQ4LzdR0oWS7pX0pKRd8zF7pOX9nJd7XdIF+f05VVJTjh+Z/0YPSrpOuQUtb/fHku7J22358XiZpP0L272i5e9SdxHhRzsPYD3g98CDpP+QnwV2Av4ETCdd5tgvLzsROAD4ErAQeAq4op1tn0C6f8JM4Ns5NgR4NG/r78AVwB7An4HHgZF5udOBy4G/5PiRhfUfytO9gV8As4AHgN1y/E5geCGPu4Ed8mudANyXlx+T568DXA08AlwP/BUY0ei/TSH/TwMXF56/E9i48Pxy4BPFv1GebmuZO4CfFeadDnwjT08FhuXpDwC35+nJwNg8fTTweqOPS52O89PApoXY64XpA4CJ7R0fYBTpsi2RfqDcCHw0v48Xt7xPgWuBLxT+PqvN+6/Gx3wIsBTYuYNj9VCrdVo+Aw4D5rS814HvFo5jH9JnzHrA8aRLtQHel499tznGwLb5tW6an28M/A44ND//IvDbPD2R9Hkn0ng4rwHb52M+vfCeDODzefpU4Cd5epPCfs8EvlrY7q/ydrYhjb0D8LHCvt9J+t5YsxHHyS0EHRsNPBcRO0TEdsAtwP+SvlR2In2BnlVcISIuIX0AnhARn6+0UUmjgGGkQZmGAztJ+mie/R7gB8DW+fE5YBfgG8C3Cpt5H7A78EHgVK14XvXolE5sDxwMTJLUG7iU9EGBpC2B3hHxIPDfpC+4kcBuwHmS1gP+E3gjIt4LnEYqiFYns4A9JZ0r6SMR8Sqwm6S/SppFOkbbVlivvWWuab2wpPWBDwG/kjQD+DnQL8/+MHBVnr68Kq9q9VPpOJfV1vEZlR8PAH8jvd+H5XlPRcSMPD2d9EXXEz0TEffS/rFqz5SIWJinRwEn5ffvHaQfDYNJhcUvASJiJulHSneyO/CriHgRIB+PDwJX5vmXkz5jW/wu0jf0LGB+RMyKiKXAbJa9D5ey7HPil4X1t8uth7NILcXFz5XfRsTSiHgY6Jtz+RPppnpNpM/p6yJicZVe90rxOaWOzQJ+IOlcUkX+MrAdMCW3MPcC5q3Cdov/uQHWJ/3n/gfpg3AWgKTZwNSIiPwGG1LYxg2RTke8mZtsRwIzCvN3IRUvRMSjkp4BtiRVqadIOoFUGU8s5LRfS/M4y39Y/DhvZ6ak1erDIiL+LmlHYB/gTElTScXQiIh4VtLppNfyb7kw+lk7y/yrwq7WAF6JiOFtpdK5V7J6a+M4r7BYYbp3O/NaiHRq7efLBaUhwKJCaAndsBm7pJb3YnvHqsz6Ldv4dEQsN6ibVjyj1tO1vPeWsvz7cCltf2+2vL8nAvtHxIOSDgN2rbBdSH+LFpcBXyDdYffwVcq4CtxC0IGI+DuwI6kwOJPUbDo7Ut+A4RGxfUSMWoVNt/znbtnOeyLi0jyv9Ruw+OYsvhlbf8CW+kKKiDeAKaTmsANJpyVacvp0IafBEfFI+ZfUGLll5I2I+CVwHunvBfBi/lVf6aqC3iWWWU5EvAY8Jekzeb+StEOe/WfSf2ZIvwq6nTaO8z+BDQqLzZf0XqXOb58sxNs6PrcCX8x/AyQNkLRZB6m03mdP0daxWpnjcSvwVenf/WXen+N3kloikbQdqfWxO7kd+IykTQAkbQzcw/LvybtWcptrsOxz43OkU6+Q/hbzJK1F+c+CiaQOuuTWg4ZwQdCBCh+CHwCaJH0wz19LUqXm6I6sygdha2Mk9c5v8l1J/RGK7iK/IfOpgcEsG+75EtKv/vsj4uVCTl3xw2J74L7cDHoaqXC7mNTn41ZWPC5ExCsdLdOGzwNHSHqQ1HzY0vnnWODo3IozYNVfymqt0nEeD9ySW6gATiK1pN3D8i1nFY9PRNxGarb9S573azr+cpsIXKQe0KmwqK1jFREvAX9W6uh5Xgeb+Q6wFjAztz5+J8cvBNaX9AhwBukUTbcR6Tb2ZwF/yv93zwe+ChyeWzwPIb1HV8a/gJFKHTh3Jx03gFNI/az+TOoPVia/+aQ+Wr9YyRyqyrcu7oCkvUiFwFLgbdL59MWkL9N3kn6x/zAiLs49UG+MiF8Xp9vZ9lvP8NQAAAQjSURBVLGkDogAr5OajJbk9bbLyxS3OaRlXm7i3px0mmFT4Hs5h+IyvUn/0UfknI+PiJYPbiQ9ChwXEbfk5+sAPySdJ1+DdOpi3xz/Banj4SOkD/SjI2LaSh9QM7NuQNLrEbF+lba1LqkVeseV7JtTVS4IuqhcELweEd9fxfX7kzoVbZ07y5iZWUnVKggk7UHq6H1BRPyw85mtOncq7IGU7rp3FqnFwMWAmdlKqlbrQET8AXh3NbbVWW4hqDFJ27PiZWiLIuIDjcjHzMysEhcEZmZm5qsMzMzMzAWBmZmZ4YLAzLoYSYOVBpbp1ehczLoTFwRmtlqT9HS+NAuAiPhHRKwfEUsamZdZd+OCwMzMzFwQmPVUecyBOyS9ojSm+345vo6kH0h6RtKrku5uuUWwpF2UxnN/RdKzefAW8na+VNj2YZLuLjwPSV9TGgf+RUnn5fEOkLSF0rj0L+V5V0jqk+ddTrrl9u/yaYITlcaxD0lr5mX6S5osaaGkZklHFvZ7uqRrlcac/2d+nSNqfnDNuiAXBGY9UB545XfAbcBmpPu6XyFpK+D7pCGuP0QaN/5EYKmkdwM3k0bQbCIN2z1jxa236ZOk22jvSBoD4ost6QBnA/2B9wKDgNMBIuIQ0gign8inCb5XYbtXA3Py+gcA35W0e2H+fnmZPqRhyX+yEjmb9RguCMx6pp1JQ26fExFvRcTtpEGJPk/6oj42IuZGxJKIuCciFpEGuPpDRFwVEW9HxEsRsTIFwbkRsTAi/kEaM+NggIhojogpEbEoIhaQBp75WJkNShoEfBj4ZkT8X87nEmBsYbG7I+Km3OfgctKYHGbWim9dbNYz9QeebXXr6mdIv857A09UWGdQG/Gynm21r/4AkvoCPwI+QhrpcA3g5RXWrqw/sDAi/tlq28XTAs8Xpt8AektaMyIWr1z6Zt2bWwjMeqbngEEt5/GzwaQv7f8DtqiwzrNtxCENBbtu4fm7KiwzqNW+nsvT3wUC2D4iNiSN+qnCsu3dTvU5YGNJxSGTBwNz21nHzCpwQWDWM/2V9Gv5RElrSdoV+ARwJTABOD931usl6YOS3gFcAewh6UBJa0raRNLwvL0ZwKckrSvpPcARFfZ5gqSNcjP/scA1Ob4BafjvVyUNAE5otd580lDfK4iIZ4F7gLMl9Zb0vrzvX67CMTHr0VwQmPVAEfEWqQDYG3gR+BkwNiIeBb5BGpv9fmAhcC6wRj73vw/w9RyfwbLz8RcAb5G+vCeRiofWbgCm5/V+TxryFeDbpI6Gr+b4b1qtdzbwP/nKhm9U2O7BwBBSa8H1wGl5BDkzWwke3MjMak5SAMMiornRuZhZZW4hMDMzMxcEZmZm5lMGZmZmhlsIzMzMDBcEZmZmhgsCMzMzwwWBmZmZ4YLAzMzMgP8PMpIJ8CcjKRIAAAAASUVORK5CYII=\n", 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kNDKG80iU7f6", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 551 + }, + "outputId": "9815756f-9e4e-4a68-8947-337d0400c43e" + }, + "source": [ + "#city bins\n", + "barplot_percentages(\"city_bin\")" + ], + "execution_count": 105, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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M3G4xIEnS1NG12+GcJF8HlgP/BixP8vUkT+lncpIkaTC6Nio8m6Zh4XZVtROwPbC0jUuSpEmu6yOD5wIHVtWvAKrqgSTHA3f3LTNJkjQwXe8QXAnsMyI2H/j2xKYjSZKGYcw7BElO6vl4M3BJkn+j6WGwK3Aw8Nn+pidJkgZhbY8Mdh3x+YL2fSfgIeBC4HH9SEqSJA3WmAWBUx5LkjR9rMv0x1sDuwPb9sar6lsTnZQkSRqsTgVBkiOAjwIPA7/sWVXAnD7kJUmSBqjrHYIPAi+vqiX9TEaSJA1H126HDwOX9zEPSZI0RF0LgncBpyTZsZ/JSJKk4ehaEPwH8KfAHUkebV+/TvJoH3OTJEkD0rUNwaeBc4Dz+N1GhZIkaQroWhA8CXh3VVU/k5EkScPR9ZHBp4DD+5mIJEkanq53CPYBjkvy18AdvSuq6o8mPCtJkjRQXQuCM9qXJEmagjoVBFV1dr8TkSRJw9N16OK/GGtdVS2auHQkSdIwdH1kMLJB4ZOBpwHfBCwIJEma5Lo+MnjByFh71+D3NjSBJMuB+4FHgUeqan6SHWjGPJgLLAdeVVX3JAnwEeBg4EHgNVX13fY4RwJ/0x72vT7mkCSpu67dDkdzFnD0BOXxgqrau6rmt59PAL5aVXsAX20/AxwE7NG+FgKnAbQFxInAvjQ9Ik5Msv0E5SZJ0pTXqSBIssmI17Y0v5Dv7VNehwJr/sI/G3hpT/ycalwJbJdkZ+AlwJKqWl1V9wBLgAV9yk2SpCmnaxuCR4CRoxSuBI6ZgBwK+EqSAj5RVacDM6tqVbv+p8DMdnkWcFvPviva2Fjxx0iykKaYYc6cOROQviRJk1/XgmC3EZ9/UVU/m6Acnl9VK5PsBCxJckPvyqqqtliYEG3BcTrA/PnzHYpZkiS6Nyq8tV8JVNXK9v3OJBfStAG4I8nOVbWqfSRwZ7v5SmDXnt1nt7GVwP4j4pf3K2dJkqaatRYESS7jsY8KelVVHbC+J0+yDbBJVd3fLh8InAQsBo4ETm7fL2p3WUwzhPK5NA0I72uLhkuB9/c0JDwQeMf65iVJ0nQz3h2C/zNGfBbwRmDrDTz/TODCpjchmwGfraovJ7kaOD/J0cCtwKva7S+h6XK4jKbb4VEAVbU6yXuAq9vtTqqq1RuYmyRJ08ZaC4KqOrP3c5In0fzlfQzNOAEnbcjJq+oW4FmjxO8GHnPnoZ1++dgxjrUIB0mSJGm9dO12+IT2L/BlNH/VP6eqFlbVir5mJ0mSBmKtBUGSrZK8A7iFZlTC51fV4VV180CykyRJAzFeG4LlNEXDB4GlwMwkM3s3qKqv9Sc1SZI0KOMVBL+k6WXwP8dYX8BTJzQjSZI0cOM1Kpw7oDwkSdIQbcjkRpIkaYqwIJAkSRYEkiTJgkCSJGFBIEmSsCCQJElYEEiSJCwIJEkSFgSSJAkLAkmShAWBJEnCgkCSJGFBIEmSsCCQJElYEEiSJCwIJEkSFgSSJAnYbNgJSNLaXHPMwmGnMOU994zTh52CNgLeIZAkSRYEkiTJgkCSJGFBIEmSsCCQJElYEEiSJOx2qGnAbmuDYdc1aXLzDoEkSbIgkCRJFgSSJAkLAkmShI0KJUl9ZKPe/puoBr3eIZAkSRYEkiTJgkCSJGFBIEmSsCCQJElMsYIgyYIkNyZZluSEYecjSdJkMWUKgiSbAh8DDgLmAa9OMm+4WUmSNDlMmYIA2AdYVlW3VNXDwLnAoUPOSZKkSSFVNewcJkSSVwALquq17efDgX2r6rgR2y0E1oyUsRdw40ATHawdgZ8NOwmtF6/d5Ob1m7ym+rV7SlXNGG3FtBupsKpOB6bFPK1JllbV/GHnoXXntZvcvH6T13S+dlPpkcFKYNeez7PbmCRJGsdUKgiuBvZIsluSLYDDgMVDzkmSpElhyjwyqKpHkhwHXApsCiyqquuGnNawTYtHI1OU125y8/pNXtP22k2ZRoWSJGn9TaVHBpIkaT1ZEEiSJAuCyW684ZqTbJnkvHb9VUnmDj5LjSbJoiR3JvnhGOuT5NT22l2b5DmDzlFjS7JrksuSXJ/kuiRvGmUbr+FGKMnjknwnyffba/d3o2wz7b47LQgmsY7DNR8N3FNVuwMfAj4w2Cy1FmcBC9ay/iBgj/a1EDhtADmpu0eAt1XVPGA/4NhR/v95DTdODwEvrKpnAXsDC5LsN2KbaffdaUEwuXUZrvlQ4Ox2+fPAAUkywBw1hqq6Ali9lk0OBc6pxpXAdkl2Hkx2Gk9Vraqq77bL9wM/AmaN2MxruBFqr8cD7cfN29fIFvbT7rvTgmBymwXc1vN5BY/9QvrNNlX1CHAf8KSBZKcN1eX6aiPQ3k5+NnDViFVew41Ukk2TfA+4E1hSVWNeu+ny3WlBIEkbIMm2wBeAN1fVz4edj7qpqkeram+aUW33SfLMYec0bBYEk1uX4Zp/s02SzYAnAncPJDttKIfj3sgl2ZymGPhMVV0wyiZew41cVd0LXMZj2/NMu+9OC4LJrctwzYuBI9vlVwBfK0ejmiwWA0e0LdX3A+6rqlXDTkqN9nnymcCPquqUMTbzGm6EksxIsl27vBXwYuCGEZtNu+/OKTN08XQ01nDNSU4CllbVYpovrE8nWUbTgO2w4WWsXkk+B+wP7JhkBXAiTeMmqurjwCXAwcAy4EHgqOFkqjH8IXA48IP2WTTAO4E54DXcyO0MnN321NoEOL+qLp7u350OXSxJknxkIEmSLAgkSRIWBJIkCQsCSZKEBYEkScKCQJrWkpyV5L3DzqNXkkqy+7DzkKYbCwJJU9LGWOxIGzMLAkmSZEEgTSdJnp3ku0nuT3Ie8LiedYck+V6Se5N8K8nv96xbnuQdSa5Pck+STyVZl33/Msm1Se5Lct6Iff8qyaoktyf5ixH5bpnkH5P8JMkdST7eDjVLkv2TrEjytiR3tsc4ql23EPhz4O1JHkjyr238+CQr25//xiQHTPg/sjRJWRBI00Q738UXgU8DOwD/Ary8XfdsYBHwOpopXj8BLE6yZc8h/hx4CfA0YE/gb9Zh31fRTB6zG/D7wGvafRcAf0kzlvwewItGpH1ye669gd1ppqR9d8/6J9NMOjMLOBr4WJLtq+p04DPAB6tq26r6kyR7AccBz6uqx7c/y/Ku/37SVGdBIE0f+9HMlfDhqvpVVX2eZoIsgIXAJ6rqqnZa2LOBh9p91vhoVd1WVauB9wGvXod9T62q29t9/5XmFzw0hcKnquqHVfUL4G/X7NBOHrQQeEtVra6q+4H387tjyv8KOKn9eS4BHgD2GuPnfxTYEpiXZPOqWl5VN3f5h5OmAwsCafrYBVg5Ysa2W9v3pwBva2/535vkXpqpX3fp2fa2Efvtsg77/rRn+UFg256cRh53jRnA1sA1Pcf9chtf4+6qemSMY/+OqloGvJmm6LgzyblJdhltW2k6siCQpo9VwKz2L+815rTvtwHvq6rtel5bV9XnerbddcR+t6/DvmvLaeRx1/gZ8EvgGT3HfWJVjfoLfxSPmbmtqj5bVc+nKWIK+EDHY0lTngWBNH18G3gEeGOSzZO8DNinXXcG8Pok+6axTZI/TvL4nv2PTTI7yQ7AXwPnrcO+YzkfeE2SeUm2ppkCGoCq+nV77A8l2QkgyawkL+n4894BPHXNhyR7JXlh27bhP2mKjV93PJY05VkQSNNEVT0MvIymQd9q4M+AC9p1S4FjgI8C9wDL2u16fRb4CnALcDPw3nXYd6ycvgR8GPhau9/XRmxyfBu/MsnPgX9n7DYCI51J017g3iRfpGk/cDLNnYefAjsB7+h4LGnKy+8+TpSkx0qyHHhtVf37sHOR1B/eIZAkSRYEkiTJRwaSJAnvEEiSJCwIJEkSFgSSJAkLAkmShAWBJEkC/j8XyHBxm17XcQAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_KC4WkdTV9qE", + "colab_type": "text" + }, + "source": [ + "**Correlation Heatmap**" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "NecD71WQV7vD", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 541 + }, + "outputId": "d1e22c6f-4d1a-43c2-db3f-7260a7e2b2fb" + }, + "source": [ + "plt.figure(figsize=(12,6))\n", + "df.drop([\"customer_id\"], axis=1, inplace=True)\n", + "corr = df.apply(lambda x: pd.factorize(x)[0]).corr()\n", + "\n", + "heatmap = sns.heatmap(corr, xticklabels=corr.columns, yticklabels=corr.columns, linewidths=0.2, cmap='YlGnBu')" + ], + "execution_count": 108, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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