diff --git a/0 Jupyter Intro.ipynb b/0 Jupyter Intro.ipynb new file mode 100644 index 0000000..997a0d9 --- /dev/null +++ b/0 Jupyter Intro.ipynb @@ -0,0 +1,169 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Welcome to Jupyter Notebooks\n", + "\n", + "[Jupyter][1] notebooks have become very popular in recent years. They allow you to combine code, text, visualizations and other web-based elements all in a single place and are great for collaboration.\n", + "\n", + "### Notebook basics\n", + "A notebook is composed of cells. There are two main types of cells - **code** and **markdown**. Each cell defaults to a code cell that is capable of running Python (or the chosen kernel). The cell you are looking at right now is a markdown cell. Markdown cells are used whenever text or images need to be embedded into the notebook such as this explanation that you are reading. Code cells are denoted with `In [ ]` and if they produce output have `Out [ ]` directly underneath.\n", + "\n", + "There are two modes for all cell types - **edit** and **command**. Edit mode allows you to physically modify the contents of the cell by typing. This cell that you are currently reading is in command mode. \n", + "\n", + "How to tell which mode you are in? There are two ways. If the outline of the cell is **blue** then you are in command mode and if its **green** then you are in edit mode. Also, if you are in edit mode a small pencil will appear in the top right corner of this notebook to the left of the name of the kernel, which happens to be 'Python 3' in this case. Only one cell is **active** at all times and that is the one that is outlined in blue/green. \n", + "\n", + "In command mode, the keys do not write any contents to the cells. Instead, the do special actions. For instance, if this current cell is highlighted blue (which means its in command mode) press the key **B**. This adds a new cell directly below this one. Click back on this cell so that its highlighted blue again.\n", + "\n", + "#### Switching between edit mode and command mode\n", + "To enter **edit** mode press **enter** in an active cell. Alternatively, **double click** somewhere inside this cell, which will first reveal the markdown and then click anywhere you'd like to edit. You will know you are in edit mode when the cell outline is green, the pencil appears in the top right corner, have your normal blinking cursor and you keyboard allows you to modify the content of the cells.\n", + "\n", + "To return the markdown cell back to command mode, you can **run** the cell by pressing **shift** + **enter**. This will move you down into the next cell and return you to command mode. Alternatively, you may press **ctrl** + **enter** to run the cell but this keeps the current cell active.\n", + "\n", + "Alternatively, you may press **esc** at any time to go to command mode.\n", + "\n", + "### More on command mode\n", + "When you are in command mode, your keyboard is transformed such that many of the keys do special tasks. To see these tasks go to the **help** menu and choose keyboard shortcuts. Alternatively, just press **h** while in command mode. Take a look at some of these extra abilities provided with the command mode.\n", + "\n", + "### Raw NBConvert\n", + "This is other type of notebook cell. These cells only have raw text. No enhancements from markdown and no code running. Just plain text.\n", + "\n", + "### More on markdown\n", + "Markdown is a very useful concise syntax for quickly developing web documents without writing HTML. See [this tutorial][2] for more.\n", + "\n", + "[1]: http://jupyter.org/\n", + "[2]: http://commonmark.org/help/tutorial/" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running Code in the Notebook\n", + "This particular notebook is connected to an IPython kernel which is executing all the Python. Modern web browsers do not run Python code. Any python code that you write is sent to the kernel which the responds with the result. This result is then displayed. Take for instance the next cell which adds two numbers.\n", + "\n", + "Run the cell by pressing **shift** + **enter**" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# press shift enter to execute this cell\n", + "5 + 4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Best features of the notebook\n", + "### Tab code completion\n", + "Since the notebook is running directly off of IPython it takes advantage of all it has to offer. One of the most common and popular features is tab completion. Place your cursor after the dot below and press tab. A menu should pop up of all the available choices." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# run this cell\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# place your cursor after the dot and press tab\n", + "pd." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Docstring help\n", + "Now we will pop up the docstrings. After we choose an object we can press **shift** + **tab** + **tab** to pop up the docstrings which are immensely helpful in giving us information on how to use the object." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# put the cursor in the word DataFrame and press 'shift + tab + tab'\n", + "pd.DataFrame()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Python Data Science Stack\n", + "\n", + "The next few notebooks will cover the very basics of \n", + "+ NumPy\n", + "+ pandas\n", + "+ Matplotlib\n", + "+ Seaborn\n", + "+ statsmodels\n", + "+ scikit-learn\n", + "+ bokeh\n", + "\n", + "The foundation of scientific computing in Python relies heavily on the library NumPy. NumPy is a low-level library that does extremely fast (for Python standards) array computations. pandas is a higher level library that gives its users much nicer data structures for manipulating and analyzing data. Matplotlib is the most widely-used Python visualization Python library with Seaborn enhancing it. statsmodels has lots of power to do a variety of statistical testing. scikit-learn provides machine learning and bokeh is an up and coming interactive visualization library helpful in deploying apps to the web.\n", + "\n", + "![img][1]\n", + "\n", + "[1]: https://raw.githubusercontent.com/ahirner/smart-factory-audi/master/aux-info/Vanderplas_Python_Stack.png" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## References\n", + "* [Jupyter official documentation][1]\n", + "* [Tutorial part of Jupyter documentation][2]\n", + "\n", + "[1]: http://jupyter-notebook.readthedocs.io/en/latest/\n", + "[2]: http://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/What%20is%20the%20Jupyter%20Notebook.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/1 NumPy.ipynb b/1 NumPy.ipynb new file mode 100644 index 0000000..ba24ee2 --- /dev/null +++ b/1 NumPy.ipynb @@ -0,0 +1,826 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Intro to NumPy\n", + "NumPy is the most fundamental library to scientific computing in Python. It forms the basis for most of the important data science libraries like pandas and scikit-learn.\n", + "\n", + "The main data structure that NumPy provides is the n-dimensional array object or **`ndarray`**. ndarray objects may be any number of dimensions. Typically in data science we are dealing with two dimensional tabular data of rows and columns so here we will begin by creating an array of random values from a normal distribution and do some basic analysis on it." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create first array\n", + "To get things started we will create an array with numbers generated from a random normal distribution with mean 0 and standard deviation 1." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-1.09, 1. , 0.28, -1.51, -0.58, 1.65, -2.43],\n", + " [-0.43, 1.27, -0.87, -0.68, -0.09, 1.49, -0.64],\n", + " [-0.44, -0.43, 2.21, 2.19, 1. , 0.39, 0.74],\n", + " [ 1.49, -0.94, 1.18, -1.25, -0.64, 0.91, -1.43],\n", + " [-0.14, -0.86, -0.26, -2.8 , -1.77, -0.7 , 0.93],\n", + " [-0.17, 0. , 0.69, -0.88, 0.28, -0.81, -1.73],\n", + " [-0.39, 0.57, 0.34, -0.01, 2.39, 0.41, 0.98],\n", + " [ 2.24, -1.29, -1.04, 1.74, -0.8 , 0.03, 1.07],\n", + " [ 0.89, 1.75, 1.5 , 1.07, -0.77, 0.79, 0.31],\n", + " [-1.33, 1.42, 0.81, 0.05, -0.23, -1.2 , 0.2 ],\n", + " [ 0.47, -0.83, 1.16, -1.1 , -2.12, 1.04, -0.4 ],\n", + " [-0.13, -0.84, -1.61, 1.26, -0.69, 1.66, 0.81],\n", + " [-0.31, -1.09, -0.73, -1.21, 2.09, 0.16, 1.15],\n", + " [-1.27, 0.18, 1.18, -0.34, 1.03, -1.08, -1.36],\n", + " [ 0.38, -0.38, 0.64, -1.98, 0.71, 2.6 , -0.02],\n", + " [ 0.03, 0.18, -1.86, 0.43, -1.61, -0.43, 1.24],\n", + " [-0.74, 0.5 , 1.01, 0.28, -1.37, -0.33, 1.96],\n", + " [-2.03, -0.28, -0.55, 0.12, 0.75, 1.61, -0.27],\n", + " [ 0.81, 0.5 , 0.47, -0.56, -1. , -1.1 , -0.76],\n", + " [ 0.32, 0.76, 0.32, -0.55, 1.81, 1.52, -0.35],\n", + " [-0.82, 0.13, 1.27, 0.33, 0.56, -0.21, 0.46],\n", + " [ 1.54, -0.24, 0.14, 0.25, 0.28, -1.41, -1.88],\n", + " [-1.02, 0.17, 0.55, -0.53, 1.38, -0.14, 0.02],\n", + " [-0.19, 0.13, 0.7 , 0.67, -0.9 , 1.52, -1.1 ],\n", + " [ 0.08, -0.27, -1.05, -0.08, -0.74, 0.07, 0.4 ],\n", + " [ 1.47, 0.31, -0.61, -0.39, 0.14, 0.09, 1.46],\n", + " [ 1.4 , -0.36, -0.55, -2.56, -0.55, -0.98, -0.35],\n", + " [ 0.39, 0.18, -0.03, 0.2 , -0.13, 0.2 , -3.23],\n", + " [-0.27, -0.11, -0.34, -0.22, 0.7 , -0.6 , 2.2 ],\n", + " [ 0.69, -0.01, -0.21, -0.09, -0.92, -0.1 , 0.28]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.seed(123)\n", + "array = np.random.randn(30, 7)\n", + "array = array.round(2)\n", + "array" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Accessing elements\n", + "In native Python, the indexing operator, the brackets **[]**, select items from a container. This is most commonly done in tuples, lists and dictionaries. ndarrays use the same operator for selection. \n", + "\n", + "To select a single element simply place the index of the row and column inside the brackets separated by a comma." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-1.1000000000000001" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "array[10, 3]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-1.0900000000000001" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# it is 0 indexed\n", + "array[0, 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.65, 1.49, 0.39, 0.91, -0.7 , -0.81, 0.41, 0.03, 0.79,\n", + " -1.2 , 1.04, 1.66, 0.16, -1.08, 2.6 , -0.43, -0.33, 1.61,\n", + " -1.1 , 1.52, -0.21, -1.41, -0.14, 1.52, 0.07, 0.09, -0.98,\n", + " 0.2 , -0.6 , -0.1 ])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# select all the rows of the 5th column\n", + "array[:, 5]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.69, -0.88, 0.28],\n", + " [ 0.34, -0.01, 2.39],\n", + " [-1.04, 1.74, -0.8 ],\n", + " [ 1.5 , 1.07, -0.77],\n", + " [ 0.81, 0.05, -0.23]])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Use slice notation to select a block of data\n", + "array[5:10, 2:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.49, 1.18, -0.64, -1.43],\n", + " [ 0.89, 1.5 , -0.77, 0.31],\n", + " [-1.27, 1.18, 1.03, -1.36]])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# start:stop:step notation\n", + "array[3:18:5, ::2]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Operations on the entire array\n", + "Applying an operation to entire array is easy and looks exactly how it would in normal mathematical notation. These operations are not so trivial with python lists" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ -5.45, 5. , 1.4 , -7.55, -2.9 , 8.25, -12.15],\n", + " [ -2.15, 6.35, -4.35, -3.4 , -0.45, 7.45, -3.2 ],\n", + " [ -2.2 , -2.15, 11.05, 10.95, 5. , 1.95, 3.7 ],\n", + " [ 7.45, -4.7 , 5.9 , -6.25, -3.2 , 4.55, -7.15],\n", + " [ -0.7 , -4.3 , -1.3 , -14. , -8.85, -3.5 , 4.65],\n", + " [ -0.85, 0. , 3.45, -4.4 , 1.4 , -4.05, -8.65],\n", + " [ -1.95, 2.85, 1.7 , -0.05, 11.95, 2.05, 4.9 ],\n", + " [ 11.2 , -6.45, -5.2 , 8.7 , -4. , 0.15, 5.35],\n", + " [ 4.45, 8.75, 7.5 , 5.35, -3.85, 3.95, 1.55],\n", + " [ -6.65, 7.1 , 4.05, 0.25, -1.15, -6. , 1. ],\n", + " [ 2.35, -4.15, 5.8 , -5.5 , -10.6 , 5.2 , -2. ],\n", + " [ -0.65, -4.2 , -8.05, 6.3 , -3.45, 8.3 , 4.05],\n", + " [ -1.55, -5.45, -3.65, -6.05, 10.45, 0.8 , 5.75],\n", + " [ -6.35, 0.9 , 5.9 , -1.7 , 5.15, -5.4 , -6.8 ],\n", + " [ 1.9 , -1.9 , 3.2 , -9.9 , 3.55, 13. , -0.1 ],\n", + " [ 0.15, 0.9 , -9.3 , 2.15, -8.05, -2.15, 6.2 ],\n", + " [ -3.7 , 2.5 , 5.05, 1.4 , -6.85, -1.65, 9.8 ],\n", + " [-10.15, -1.4 , -2.75, 0.6 , 3.75, 8.05, -1.35],\n", + " [ 4.05, 2.5 , 2.35, -2.8 , -5. , -5.5 , -3.8 ],\n", + " [ 1.6 , 3.8 , 1.6 , -2.75, 9.05, 7.6 , -1.75],\n", + " [ -4.1 , 0.65, 6.35, 1.65, 2.8 , -1.05, 2.3 ],\n", + " [ 7.7 , -1.2 , 0.7 , 1.25, 1.4 , -7.05, -9.4 ],\n", + " [ -5.1 , 0.85, 2.75, -2.65, 6.9 , -0.7 , 0.1 ],\n", + " [ -0.95, 0.65, 3.5 , 3.35, -4.5 , 7.6 , -5.5 ],\n", + " [ 0.4 , -1.35, -5.25, -0.4 , -3.7 , 0.35, 2. ],\n", + " [ 7.35, 1.55, -3.05, -1.95, 0.7 , 0.45, 7.3 ],\n", + " [ 7. , -1.8 , -2.75, -12.8 , -2.75, -4.9 , -1.75],\n", + " [ 1.95, 0.9 , -0.15, 1. , -0.65, 1. , -16.15],\n", + " [ -1.35, -0.55, -1.7 , -1.1 , 3.5 , -3. , 11. ],\n", + " [ 3.45, -0.05, -1.05, -0.45, -4.6 , -0.5 , 1.4 ]])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# multiply each element by 5\n", + "array * 5" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-4.09, -2. , -2.72, -4.51, -3.58, -1.35, -5.43],\n", + " [-3.43, -1.73, -3.87, -3.68, -3.09, -1.51, -3.64],\n", + " [-3.44, -3.43, -0.79, -0.81, -2. , -2.61, -2.26],\n", + " [-1.51, -3.94, -1.82, -4.25, -3.64, -2.09, -4.43],\n", + " [-3.14, -3.86, -3.26, -5.8 , -4.77, -3.7 , -2.07],\n", + " [-3.17, -3. , -2.31, -3.88, -2.72, -3.81, -4.73],\n", + " [-3.39, -2.43, -2.66, -3.01, -0.61, -2.59, -2.02],\n", + " [-0.76, -4.29, -4.04, -1.26, -3.8 , -2.97, -1.93],\n", + " [-2.11, -1.25, -1.5 , -1.93, -3.77, -2.21, -2.69],\n", + " [-4.33, -1.58, -2.19, -2.95, -3.23, -4.2 , -2.8 ],\n", + " [-2.53, -3.83, -1.84, -4.1 , -5.12, -1.96, -3.4 ],\n", + " [-3.13, -3.84, -4.61, -1.74, -3.69, -1.34, -2.19],\n", + " [-3.31, -4.09, -3.73, -4.21, -0.91, -2.84, -1.85],\n", + " [-4.27, -2.82, -1.82, -3.34, -1.97, -4.08, -4.36],\n", + " [-2.62, -3.38, -2.36, -4.98, -2.29, -0.4 , -3.02],\n", + " [-2.97, -2.82, -4.86, -2.57, -4.61, -3.43, -1.76],\n", + " [-3.74, -2.5 , -1.99, -2.72, -4.37, -3.33, -1.04],\n", + " [-5.03, -3.28, -3.55, -2.88, -2.25, -1.39, -3.27],\n", + " [-2.19, -2.5 , -2.53, -3.56, -4. , -4.1 , -3.76],\n", + " [-2.68, -2.24, -2.68, -3.55, -1.19, -1.48, -3.35],\n", + " [-3.82, -2.87, -1.73, -2.67, -2.44, -3.21, -2.54],\n", + " [-1.46, -3.24, -2.86, -2.75, -2.72, -4.41, -4.88],\n", + " [-4.02, -2.83, -2.45, -3.53, -1.62, -3.14, -2.98],\n", + " [-3.19, -2.87, -2.3 , -2.33, -3.9 , -1.48, -4.1 ],\n", + " [-2.92, -3.27, -4.05, -3.08, -3.74, -2.93, -2.6 ],\n", + " [-1.53, -2.69, -3.61, -3.39, -2.86, -2.91, -1.54],\n", + " [-1.6 , -3.36, -3.55, -5.56, -3.55, -3.98, -3.35],\n", + " [-2.61, -2.82, -3.03, -2.8 , -3.13, -2.8 , -6.23],\n", + " [-3.27, -3.11, -3.34, -3.22, -2.3 , -3.6 , -0.8 ],\n", + " [-2.31, -3.01, -3.21, -3.09, -3.92, -3.1 , -2.72]])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# take 3\n", + "array - 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Vectorized Operations\n", + "Like mentioned previously, NumPy is blazingly fast by Python standards. It is fast because it executes its code in pre-compiled C and Fortran that is highly optimized for scientific computing." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# grab the first row\n", + "row = array[:, 0]\n", + "some_list = list(row)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.09000000000000008, 0.57000000000000006, 0.56000000000000005, 2.4900000000000002, 0.85999999999999999, 0.82999999999999996, 0.60999999999999999, 3.2400000000000002, 1.8900000000000001, -0.33000000000000007, 1.47, 0.87, 0.68999999999999995, -0.27000000000000002, 1.3799999999999999, 1.03, 0.26000000000000001, -1.0299999999999998, 1.8100000000000001, 1.3200000000000001, 0.18000000000000005, 2.54, -0.020000000000000018, 0.81000000000000005, 1.0800000000000001, 2.4699999999999998, 2.3999999999999999, 1.3900000000000001, 0.72999999999999998, 1.6899999999999999]\n" + ] + } + ], + "source": [ + "print([x + 1 for x in some_list])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.09, 0.57, 0.56, 2.49, 0.86, 0.83, 0.61, 3.24, 1.89,\n", + " -0.33, 1.47, 0.87, 0.69, -0.27, 1.38, 1.03, 0.26, -1.03,\n", + " 1.81, 1.32, 0.18, 2.54, -0.02, 0.81, 1.08, 2.47, 2.4 ,\n", + " 1.39, 0.73, 1.69])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "row + 1" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8.53 µs ± 296 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" + ] + } + ], + "source": [ + "%timeit [x + 1 for x in some_list]" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.17 µs ± 71.2 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n" + ] + } + ], + "source": [ + "%timeit row + 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Applying functions\n", + "Its easy to apply NumPy functions to all the values" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.09, 1. , 0.28, 1.51, 0.58, 1.65, 2.43],\n", + " [ 0.43, 1.27, 0.87, 0.68, 0.09, 1.49, 0.64],\n", + " [ 0.44, 0.43, 2.21, 2.19, 1. , 0.39, 0.74],\n", + " [ 1.49, 0.94, 1.18, 1.25, 0.64, 0.91, 1.43],\n", + " [ 0.14, 0.86, 0.26, 2.8 , 1.77, 0.7 , 0.93],\n", + " [ 0.17, 0. , 0.69, 0.88, 0.28, 0.81, 1.73],\n", + " [ 0.39, 0.57, 0.34, 0.01, 2.39, 0.41, 0.98],\n", + " [ 2.24, 1.29, 1.04, 1.74, 0.8 , 0.03, 1.07],\n", + " [ 0.89, 1.75, 1.5 , 1.07, 0.77, 0.79, 0.31],\n", + " [ 1.33, 1.42, 0.81, 0.05, 0.23, 1.2 , 0.2 ],\n", + " [ 0.47, 0.83, 1.16, 1.1 , 2.12, 1.04, 0.4 ],\n", + " [ 0.13, 0.84, 1.61, 1.26, 0.69, 1.66, 0.81],\n", + " [ 0.31, 1.09, 0.73, 1.21, 2.09, 0.16, 1.15],\n", + " [ 1.27, 0.18, 1.18, 0.34, 1.03, 1.08, 1.36],\n", + " [ 0.38, 0.38, 0.64, 1.98, 0.71, 2.6 , 0.02],\n", + " [ 0.03, 0.18, 1.86, 0.43, 1.61, 0.43, 1.24],\n", + " [ 0.74, 0.5 , 1.01, 0.28, 1.37, 0.33, 1.96],\n", + " [ 2.03, 0.28, 0.55, 0.12, 0.75, 1.61, 0.27],\n", + " [ 0.81, 0.5 , 0.47, 0.56, 1. , 1.1 , 0.76],\n", + " [ 0.32, 0.76, 0.32, 0.55, 1.81, 1.52, 0.35],\n", + " [ 0.82, 0.13, 1.27, 0.33, 0.56, 0.21, 0.46],\n", + " [ 1.54, 0.24, 0.14, 0.25, 0.28, 1.41, 1.88],\n", + " [ 1.02, 0.17, 0.55, 0.53, 1.38, 0.14, 0.02],\n", + " [ 0.19, 0.13, 0.7 , 0.67, 0.9 , 1.52, 1.1 ],\n", + " [ 0.08, 0.27, 1.05, 0.08, 0.74, 0.07, 0.4 ],\n", + " [ 1.47, 0.31, 0.61, 0.39, 0.14, 0.09, 1.46],\n", + " [ 1.4 , 0.36, 0.55, 2.56, 0.55, 0.98, 0.35],\n", + " [ 0.39, 0.18, 0.03, 0.2 , 0.13, 0.2 , 3.23],\n", + " [ 0.27, 0.11, 0.34, 0.22, 0.7 , 0.6 , 2.2 ],\n", + " [ 0.69, 0.01, 0.21, 0.09, 0.92, 0.1 , 0.28]])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# absolute value\n", + "np.abs(array)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.04, 1. , 0.53, 1.23, 0.76, 1.28, 1.56],\n", + " [ 0.66, 1.13, 0.93, 0.82, 0.3 , 1.22, 0.8 ],\n", + " [ 0.66, 0.66, 1.49, 1.48, 1. , 0.62, 0.86],\n", + " [ 1.22, 0.97, 1.09, 1.12, 0.8 , 0.95, 1.2 ],\n", + " [ 0.37, 0.93, 0.51, 1.67, 1.33, 0.84, 0.96],\n", + " [ 0.41, 0. , 0.83, 0.94, 0.53, 0.9 , 1.32],\n", + " [ 0.62, 0.75, 0.58, 0.1 , 1.55, 0.64, 0.99],\n", + " [ 1.5 , 1.14, 1.02, 1.32, 0.89, 0.17, 1.03],\n", + " [ 0.94, 1.32, 1.22, 1.03, 0.88, 0.89, 0.56],\n", + " [ 1.15, 1.19, 0.9 , 0.22, 0.48, 1.1 , 0.45],\n", + " [ 0.69, 0.91, 1.08, 1.05, 1.46, 1.02, 0.63],\n", + " [ 0.36, 0.92, 1.27, 1.12, 0.83, 1.29, 0.9 ],\n", + " [ 0.56, 1.04, 0.85, 1.1 , 1.45, 0.4 , 1.07],\n", + " [ 1.13, 0.42, 1.09, 0.58, 1.01, 1.04, 1.17],\n", + " [ 0.62, 0.62, 0.8 , 1.41, 0.84, 1.61, 0.14],\n", + " [ 0.17, 0.42, 1.36, 0.66, 1.27, 0.66, 1.11],\n", + " [ 0.86, 0.71, 1. , 0.53, 1.17, 0.57, 1.4 ],\n", + " [ 1.42, 0.53, 0.74, 0.35, 0.87, 1.27, 0.52],\n", + " [ 0.9 , 0.71, 0.69, 0.75, 1. , 1.05, 0.87],\n", + " [ 0.57, 0.87, 0.57, 0.74, 1.35, 1.23, 0.59],\n", + " [ 0.91, 0.36, 1.13, 0.57, 0.75, 0.46, 0.68],\n", + " [ 1.24, 0.49, 0.37, 0.5 , 0.53, 1.19, 1.37],\n", + " [ 1.01, 0.41, 0.74, 0.73, 1.17, 0.37, 0.14],\n", + " [ 0.44, 0.36, 0.84, 0.82, 0.95, 1.23, 1.05],\n", + " [ 0.28, 0.52, 1.02, 0.28, 0.86, 0.26, 0.63],\n", + " [ 1.21, 0.56, 0.78, 0.62, 0.37, 0.3 , 1.21],\n", + " [ 1.18, 0.6 , 0.74, 1.6 , 0.74, 0.99, 0.59],\n", + " [ 0.62, 0.42, 0.17, 0.45, 0.36, 0.45, 1.8 ],\n", + " [ 0.52, 0.33, 0.58, 0.47, 0.84, 0.77, 1.48],\n", + " [ 0.83, 0.1 , 0.46, 0.3 , 0.96, 0.32, 0.53]])" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sqrt(np.abs(array)).round(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.6600000000000001" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sum all elements in the array\n", + "array.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.6600000000000001" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Same as function\n", + "np.sum(array)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-2.68, 0.05, 5.66, -0.68, -5.6 , -2.62, 4.29, 1.95, 5.54,\n", + " -0.28, -1.78, 0.46, 0.06, -1.66, 1.95, -2.02, 1.31, -0.65,\n", + " -1.64, 3.83, 1.72, -1.32, 0.43, 0.83, -1.59, 2.47, -3.95,\n", + " -2.42, 1.36, -0.36])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sum across rows with axis parameter\n", + "array.sum(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.43, 1.12, 4.74, -8.15, -1.79, 7.05, -1.74])" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sum down columns\n", + "array.sum(axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 2.24, 1.75, 2.21, 2.19, 2.39, 2.6 , 2.2 ])" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find max of each column\n", + "array.max(axis=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparison operators\n", + "The 6 comparison operators <, >, <=, >=, ==, != work on all elements of the array." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[False, True, True, False, False, True, False],\n", + " [False, True, False, False, False, True, False],\n", + " [False, False, True, True, True, True, True],\n", + " [ True, False, True, False, False, True, False],\n", + " [False, False, False, False, False, False, True],\n", + " [False, False, True, False, True, False, False],\n", + " [False, True, True, False, True, True, True],\n", + " [ True, False, False, True, False, True, True],\n", + " [ True, True, True, True, False, True, True],\n", + " [False, True, True, True, False, False, True],\n", + " [ True, False, True, False, False, True, False],\n", + " [False, False, False, True, False, True, True],\n", + " [False, False, False, False, True, True, True],\n", + " [False, True, True, False, True, False, False],\n", + " [ True, False, True, False, True, True, False],\n", + " [ True, True, False, True, False, False, True],\n", + " [False, True, True, True, False, False, True],\n", + " [False, False, False, True, True, True, False],\n", + " [ True, True, True, False, False, False, False],\n", + " [ True, True, True, False, True, True, False],\n", + " [False, True, True, True, True, False, True],\n", + " [ True, False, True, True, True, False, False],\n", + " [False, True, True, False, True, False, True],\n", + " [False, True, True, True, False, True, False],\n", + " [ True, False, False, False, False, True, True],\n", + " [ True, True, False, False, True, True, True],\n", + " [ True, False, False, False, False, False, False],\n", + " [ True, True, False, True, False, True, False],\n", + " [False, False, False, False, True, False, True],\n", + " [ True, False, False, False, False, False, True]], dtype=bool)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "array > 0" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "104" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find out how many values are greater than 0\n", + "np.sum(array > 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.49523809523809526" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find percentage of values greater than 0\n", + "np.mean(array > 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ True, True, True, True, True, True, False],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, False, False, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, False, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, False, True, True],\n", + " [False, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, False, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, False, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, False, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [False, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, True, True, True, True],\n", + " [ True, True, True, False, True, True, True],\n", + " [ True, True, True, True, True, True, False],\n", + " [ True, True, True, True, True, True, False],\n", + " [ True, True, True, True, True, True, True]], dtype=bool)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find how many are between -2 and 2\n", + "(array > -2) & (array < 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.93809523809523809" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# this should be about 95%\n", + "((array > -2) & (array < 2)).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Resources\n", + "+ [NumPy's own tutorial](https://docs.scipy.org/doc/numpy-dev/user/quickstart.html)\n", + "+ [Datacamp NumPy tutorial](https://docs.scipy.org/doc/numpy-dev/user/quickstart.html)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2. pandas.ipynb b/2. pandas.ipynb new file mode 100644 index 0000000..cad612c --- /dev/null +++ b/2. pandas.ipynb @@ -0,0 +1,1736 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Intro to Pandas\n", + "pandas is the primary Python library for doing basic data analysis. If you are a data scientist, much of your life will be spent manipulating data in pandas. pandas provides a nice layering on top of NumPy to make data analysis much easier. In particular, the primary data structure, the DataFrame provides labels for both the rows and the columns. This makes for much easier access to the elements within.\n", + "\n", + "### Kaggle Competition Housing Data\n", + "We will use housing data from the state of Iowa used in an ongoing [kaggle competition][1]. Make sure to check out the [data dictionary][2] to understand what each value in each column means.\n", + "\n", + "[1]: https://www.kaggle.com/c/house-prices-advanced-regression-techniques\n", + "[2]: https://storage.googleapis.com/kaggle-competitions-data/kaggle/5407/data_description.txt?GoogleAccessId=competitions-data@kaggle-161607.iam.gserviceaccount.com&Expires=1499802126&Signature=AnAxrw0fboM6vZdGM3G6eqyR5wR%2FGMHyhZB2Gmm6YfytZvMiFtXXiqyAnuhttLBrs%2B990268pxd%2FG0IyG0XQDvm4qqta6xnq%2FddiaylGn0bJeQ2fr7hqLMVYiAsbhajABPxp5NRhWRZJzBWvKdE%2F0OBaboUeDH4NdnFWdLZEZnisvXSM8FVHtaF7do2zBPDeCik6ZGrqDfBdMs9i6Rvm7Z16vUFhQwxh0M09iQ8OJOqD88lYXYXxmawADgkrUnXESvn%2BD4PA0XUUbysuQGutcPtozDbwmeMl%2BzBpp6cKlvwfo94tr%2BQ0EEGahmFAAGF0sVkPYY%2BgqYyQM9sT5ozAvw%3D%3D" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# read in the data\n", + "housing = pd.read_csv('data/housing.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "pd.options.display.max_columns = 100" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesFireplaceQuGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0NaNAttchd2003.0RFn2548TATAY0610000NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1TAAttchd1976.0RFn2460TATAY29800000NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1TAAttchd2001.0RFn2608TATAY0420000NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1GdDetchd1998.0Unf3642TATAY035272000NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1TAAttchd2000.0RFn3836TATAY192840000NaNNaNNaN0122008WDNormal250000
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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n", + "0 Lvl AllPub Inside Gtl CollgCr Norm \n", + "1 Lvl AllPub FR2 Gtl Veenker Feedr \n", + "2 Lvl AllPub Inside Gtl CollgCr Norm \n", + "3 Lvl AllPub Corner Gtl Crawfor Norm \n", + "4 Lvl AllPub FR2 Gtl NoRidge Norm \n", + "\n", + " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n", + "0 Norm 1Fam 2Story 7 5 2003 \n", + "1 Norm 1Fam 1Story 6 8 1976 \n", + "2 Norm 1Fam 2Story 7 5 2001 \n", + "3 Norm 1Fam 2Story 7 5 1915 \n", + "4 Norm 1Fam 2Story 8 5 2000 \n", + "\n", + " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n", + "0 2003 Gable CompShg VinylSd VinylSd BrkFace \n", + "1 1976 Gable CompShg MetalSd MetalSd None \n", + "2 2002 Gable CompShg VinylSd VinylSd BrkFace \n", + "3 1970 Gable CompShg Wd Sdng Wd Shng None \n", + "4 2000 Gable CompShg VinylSd VinylSd BrkFace \n", + "\n", + " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n", + "0 196.0 Gd TA PConc Gd TA No \n", + "1 0.0 TA TA CBlock Gd TA Gd \n", + "2 162.0 Gd TA PConc Gd TA Mn \n", + "3 0.0 TA TA BrkTil TA Gd No \n", + "4 350.0 Gd TA PConc Gd TA Av \n", + "\n", + " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF \\\n", + "0 GLQ 706 Unf 0 150 856 \n", + "1 ALQ 978 Unf 0 284 1262 \n", + "2 GLQ 486 Unf 0 434 920 \n", + "3 ALQ 216 Unf 0 540 756 \n", + "4 GLQ 655 Unf 0 490 1145 \n", + "\n", + " Heating HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF \\\n", + "0 GasA Ex Y SBrkr 856 854 0 \n", + "1 GasA Ex Y SBrkr 1262 0 0 \n", + "2 GasA Ex Y SBrkr 920 866 0 \n", + "3 GasA Gd Y SBrkr 961 756 0 \n", + "4 GasA Ex Y SBrkr 1145 1053 0 \n", + "\n", + " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "0 1710 1 0 2 1 3 \n", + "1 1262 0 1 2 0 3 \n", + "2 1786 1 0 2 1 3 \n", + "3 1717 1 0 1 0 3 \n", + "4 2198 1 0 2 1 4 \n", + "\n", + " KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu \\\n", + "0 1 Gd 8 Typ 0 NaN \n", + "1 1 TA 6 Typ 1 TA \n", + "2 1 Gd 6 Typ 1 TA \n", + "3 1 Gd 7 Typ 1 Gd \n", + "4 1 Gd 9 Typ 1 TA \n", + "\n", + " GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual \\\n", + "0 Attchd 2003.0 RFn 2 548 TA \n", + "1 Attchd 1976.0 RFn 2 460 TA \n", + "2 Attchd 2001.0 RFn 2 608 TA \n", + "3 Detchd 1998.0 Unf 3 642 TA \n", + "4 Attchd 2000.0 RFn 3 836 TA \n", + "\n", + " GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n", + "0 TA Y 0 61 0 0 \n", + "1 TA Y 298 0 0 0 \n", + "2 TA Y 0 42 0 0 \n", + "3 TA Y 0 35 272 0 \n", + "4 TA Y 192 84 0 0 \n", + "\n", + " ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold \\\n", + "0 0 0 NaN NaN NaN 0 2 2008 \n", + "1 0 0 NaN NaN NaN 0 5 2007 \n", + "2 0 0 NaN NaN NaN 0 9 2008 \n", + "3 0 0 NaN NaN NaN 0 2 2006 \n", + "4 0 0 NaN NaN NaN 0 12 2008 \n", + "\n", + " SaleType SaleCondition SalePrice \n", + "0 WD Normal 208500 \n", + "1 WD Normal 181500 \n", + "2 WD Normal 223500 \n", + "3 WD Abnorml 140000 \n", + "4 WD Normal 250000 " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Components of the DataFrame\n", + "The vast majority of an analysis takes place inside a DataFrame. There are three components to a DataFrame, the **index**, the **columns** and the **data** or **values**. The index labels the rows, the column names label the columns and the data are the actual values that we manipulate during an analysis.\n", + "\n", + "![anatomy](./images/dataframe_anatomy.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSF1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageYrBltGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSalePrice
count1460.0000001460.0000001201.0000001460.0000001460.0000001460.0000001460.0000001460.0000001452.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001379.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.000000
mean730.50000056.89726070.04995810516.8280826.0993155.5753421971.2678081984.865753103.685262443.63972646.549315567.2404111057.4294521162.626712346.9924665.8445211515.4636990.4253420.0575341.5650680.3828772.8664381.0465756.5178080.6130141978.5061641.767123472.98013794.24452146.66027421.9541103.40958915.0609592.75890443.4890416.3219182007.815753180921.195890
std421.61000942.30057124.2847529981.2649321.3829971.11279930.20290420.645407181.066207456.098091161.319273441.866955438.705324386.587738436.52843648.623081525.4803830.5189110.2387530.5509160.5028850.8157780.2203381.6253930.64466624.6897250.747315213.804841125.33879466.25602861.11914929.31733155.75741540.177307496.1230242.7036261.32809579442.502883
min1.00000020.00000021.0000001300.0000001.0000001.0000001872.0000001950.0000000.0000000.0000000.0000000.0000000.000000334.0000000.0000000.000000334.0000000.0000000.0000000.0000000.0000000.0000000.0000002.0000000.0000001900.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000001.0000002006.00000034900.000000
25%365.75000020.00000059.0000007553.5000005.0000005.0000001954.0000001967.0000000.0000000.0000000.000000223.000000795.750000882.0000000.0000000.0000001129.5000000.0000000.0000001.0000000.0000002.0000001.0000005.0000000.0000001961.0000001.000000334.5000000.0000000.0000000.0000000.0000000.0000000.0000000.0000005.0000002007.000000129975.000000
50%730.50000050.00000069.0000009478.5000006.0000005.0000001973.0000001994.0000000.000000383.5000000.000000477.500000991.5000001087.0000000.0000000.0000001464.0000000.0000000.0000002.0000000.0000003.0000001.0000006.0000001.0000001980.0000002.000000480.0000000.00000025.0000000.0000000.0000000.0000000.0000000.0000006.0000002008.000000163000.000000
75%1095.25000070.00000080.00000011601.5000007.0000006.0000002000.0000002004.000000166.000000712.2500000.000000808.0000001298.2500001391.250000728.0000000.0000001776.7500001.0000000.0000002.0000001.0000003.0000001.0000007.0000001.0000002002.0000002.000000576.000000168.00000068.0000000.0000000.0000000.0000000.0000000.0000008.0000002009.000000214000.000000
max1460.000000190.000000313.000000215245.00000010.0000009.0000002010.0000002010.0000001600.0000005644.0000001474.0000002336.0000006110.0000004692.0000002065.000000572.0000005642.0000003.0000002.0000003.0000002.0000008.0000003.00000014.0000003.0000002010.0000004.0000001418.000000857.000000547.000000552.000000508.000000480.000000738.00000015500.00000012.0000002010.000000755000.000000
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" + ], + "text/plain": [ + " Id MSSubClass LotFrontage LotArea OverallQual \\\n", + "count 1460.000000 1460.000000 1201.000000 1460.000000 1460.000000 \n", + "mean 730.500000 56.897260 70.049958 10516.828082 6.099315 \n", + "std 421.610009 42.300571 24.284752 9981.264932 1.382997 \n", + "min 1.000000 20.000000 21.000000 1300.000000 1.000000 \n", + "25% 365.750000 20.000000 59.000000 7553.500000 5.000000 \n", + "50% 730.500000 50.000000 69.000000 9478.500000 6.000000 \n", + "75% 1095.250000 70.000000 80.000000 11601.500000 7.000000 \n", + "max 1460.000000 190.000000 313.000000 215245.000000 10.000000 \n", + "\n", + " OverallCond YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 \\\n", + "count 1460.000000 1460.000000 1460.000000 1452.000000 1460.000000 \n", + "mean 5.575342 1971.267808 1984.865753 103.685262 443.639726 \n", + "std 1.112799 30.202904 20.645407 181.066207 456.098091 \n", + "min 1.000000 1872.000000 1950.000000 0.000000 0.000000 \n", + "25% 5.000000 1954.000000 1967.000000 0.000000 0.000000 \n", + "50% 5.000000 1973.000000 1994.000000 0.000000 383.500000 \n", + "75% 6.000000 2000.000000 2004.000000 166.000000 712.250000 \n", + "max 9.000000 2010.000000 2010.000000 1600.000000 5644.000000 \n", + "\n", + " BsmtFinSF2 BsmtUnfSF TotalBsmtSF 1stFlrSF 2ndFlrSF \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 46.549315 567.240411 1057.429452 1162.626712 346.992466 \n", + "std 161.319273 441.866955 438.705324 386.587738 436.528436 \n", + "min 0.000000 0.000000 0.000000 334.000000 0.000000 \n", + "25% 0.000000 223.000000 795.750000 882.000000 0.000000 \n", + "50% 0.000000 477.500000 991.500000 1087.000000 0.000000 \n", + "75% 0.000000 808.000000 1298.250000 1391.250000 728.000000 \n", + "max 1474.000000 2336.000000 6110.000000 4692.000000 2065.000000 \n", + "\n", + " LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 5.844521 1515.463699 0.425342 0.057534 1.565068 \n", + "std 48.623081 525.480383 0.518911 0.238753 0.550916 \n", + "min 0.000000 334.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 1129.500000 0.000000 0.000000 1.000000 \n", + "50% 0.000000 1464.000000 0.000000 0.000000 2.000000 \n", + "75% 0.000000 1776.750000 1.000000 0.000000 2.000000 \n", + "max 572.000000 5642.000000 3.000000 2.000000 3.000000 \n", + "\n", + " HalfBath BedroomAbvGr KitchenAbvGr TotRmsAbvGrd Fireplaces \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 0.382877 2.866438 1.046575 6.517808 0.613014 \n", + "std 0.502885 0.815778 0.220338 1.625393 0.644666 \n", + "min 0.000000 0.000000 0.000000 2.000000 0.000000 \n", + "25% 0.000000 2.000000 1.000000 5.000000 0.000000 \n", + "50% 0.000000 3.000000 1.000000 6.000000 1.000000 \n", + "75% 1.000000 3.000000 1.000000 7.000000 1.000000 \n", + "max 2.000000 8.000000 3.000000 14.000000 3.000000 \n", + "\n", + " GarageYrBlt GarageCars GarageArea WoodDeckSF OpenPorchSF \\\n", + "count 1379.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 1978.506164 1.767123 472.980137 94.244521 46.660274 \n", + "std 24.689725 0.747315 213.804841 125.338794 66.256028 \n", + "min 1900.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1961.000000 1.000000 334.500000 0.000000 0.000000 \n", + "50% 1980.000000 2.000000 480.000000 0.000000 25.000000 \n", + "75% 2002.000000 2.000000 576.000000 168.000000 68.000000 \n", + "max 2010.000000 4.000000 1418.000000 857.000000 547.000000 \n", + "\n", + " EnclosedPorch 3SsnPorch ScreenPorch PoolArea MiscVal \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 21.954110 3.409589 15.060959 2.758904 43.489041 \n", + "std 61.119149 29.317331 55.757415 40.177307 496.123024 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "50% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "75% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "max 552.000000 508.000000 480.000000 738.000000 15500.000000 \n", + "\n", + " MoSold YrSold SalePrice \n", + "count 1460.000000 1460.000000 1460.000000 \n", + "mean 6.321918 2007.815753 180921.195890 \n", + "std 2.703626 1.328095 79442.502883 \n", + "min 1.000000 2006.000000 34900.000000 \n", + "25% 5.000000 2007.000000 129975.000000 \n", + "50% 6.000000 2008.000000 163000.000000 \n", + "75% 8.000000 2009.000000 214000.000000 \n", + "max 12.000000 2010.000000 755000.000000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing.describe(include=['number'])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MSZoningStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinType2HeatingHeatingQCCentralAirElectricalKitchenQualFunctionalFireplaceQuGarageTypeGarageFinishGarageQualGarageCondPavedDrivePoolQCFenceMiscFeatureSaleTypeSaleCondition
count1460146091146014601460146014601460146014601460146014601460146014601452146014601460142314231422142314221460146014601459146014607701379137913791379146072815414601460
unique5224425325985868151644564446665254756355334496
topRLPaveGrvlRegLvlAllPubInsideGtlNAmesNormNorm1Fam1StoryGableCompShgVinylSdVinylSdNoneTATAPConcTATANoUnfUnfGasAExYSBrkrTATypGdAttchdUnfTATAYGdMnPrvShedWDNormal
freq1151145450925131114591052138222512601445122072611411434515504864906128264764913119534301256142874113651334735136038087060513111326134031574912671198
\n", + "
" + ], + "text/plain": [ + " MSZoning Street Alley LotShape LandContour Utilities LotConfig \\\n", + "count 1460 1460 91 1460 1460 1460 1460 \n", + "unique 5 2 2 4 4 2 5 \n", + "top RL Pave Grvl Reg Lvl AllPub Inside \n", + "freq 1151 1454 50 925 1311 1459 1052 \n", + "\n", + " LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle \\\n", + "count 1460 1460 1460 1460 1460 1460 \n", + "unique 3 25 9 8 5 8 \n", + "top Gtl NAmes Norm Norm 1Fam 1Story \n", + "freq 1382 225 1260 1445 1220 726 \n", + "\n", + " RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType ExterQual \\\n", + "count 1460 1460 1460 1460 1452 1460 \n", + "unique 6 8 15 16 4 4 \n", + "top Gable CompShg VinylSd VinylSd None TA \n", + "freq 1141 1434 515 504 864 906 \n", + "\n", + " ExterCond Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 \\\n", + "count 1460 1460 1423 1423 1422 1423 \n", + "unique 5 6 4 4 4 6 \n", + "top TA PConc TA TA No Unf \n", + "freq 1282 647 649 1311 953 430 \n", + "\n", + " BsmtFinType2 Heating HeatingQC CentralAir Electrical KitchenQual \\\n", + "count 1422 1460 1460 1460 1459 1460 \n", + "unique 6 6 5 2 5 4 \n", + "top Unf GasA Ex Y SBrkr TA \n", + "freq 1256 1428 741 1365 1334 735 \n", + "\n", + " Functional FireplaceQu GarageType GarageFinish GarageQual GarageCond \\\n", + "count 1460 770 1379 1379 1379 1379 \n", + "unique 7 5 6 3 5 5 \n", + "top Typ Gd Attchd Unf TA TA \n", + "freq 1360 380 870 605 1311 1326 \n", + "\n", + " PavedDrive PoolQC Fence MiscFeature SaleType SaleCondition \n", + "count 1460 7 281 54 1460 1460 \n", + "unique 3 3 4 4 9 6 \n", + "top Y Gd MnPrv Shed WD Normal \n", + "freq 1340 3 157 49 1267 1198 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing.describe(include=['object'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Categorical vs Continuous\n", + "Data can be categorized into two broad types. Data that is discrete and countable is called **categorical**. These variables usually have strings as values but sometimes numeric values like year or age may be considered categorical. **Continuous** variables on the other hand are always numeric and are uncountable. Lot size or sale price are examples of continuous variables." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Selecting Single Columns of Data - A Series\n", + "Each column of data may be selected with the indexing operator and a passed string name. A pandas Series is a single dimensional data structure with an index and values. It has no columns" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 208500\n", + "1 181500\n", + "2 223500\n", + "3 140000\n", + "4 250000\n", + "5 143000\n", + "6 307000\n", + "7 200000\n", + "8 129900\n", + "9 118000\n", + "Name: SalePrice, dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Grab single columns\n", + "sale_price = housing['SalePrice']\n", + "sale_price.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Counting the values of categorical data\n", + "The **`value_counts`** method is valuable for getting an idea of the distribution of categorical variables." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "year_built = housing['YearBuilt']" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2006 67\n", + "2005 64\n", + "2004 54\n", + "2007 49\n", + "2003 45\n", + "1976 33\n", + "1977 32\n", + "1920 30\n", + "1959 26\n", + "1999 25\n", + "Name: YearBuilt, dtype: int64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "year_built.value_counts().head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5 397\n", + "6 374\n", + "7 319\n", + "8 168\n", + "4 116\n", + "9 43\n", + "3 20\n", + "10 18\n", + "2 3\n", + "1 2\n", + "Name: OverallQual, dtype: int64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "overall_qual = housing['OverallQual']\n", + "overall_qual.value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Grouping and Aggregating\n", + "One of the most common operations during an analysis is to divide the data into groups and aggregate some other dimension of data. For instance, to calculate the average home price by overall quality we can do the following." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "OverallQual\n", + "1 50150\n", + "2 51770\n", + "3 87473\n", + "4 108420\n", + "5 133523\n", + "6 161603\n", + "7 207716\n", + "8 274735\n", + "9 367513\n", + "10 438588\n", + "Name: SalePrice, dtype: int64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing.groupby('OverallQual')['SalePrice'].mean().astype(int)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting directly from pandas\n", + "DataFrames conveniently provide a plot method to directly plot without using matplotlib." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9l03kZ4wvbmtl1caOimuW+1PnXC77HhT0H4glWbZuG/+49lkuPqmVHz+1k3gy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\nRBmkExFRQTGjTq5iGUlDBIGwe5u8WOazed9R3PzIJmSYdVM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+MFAvI9myy4UY1uIWnOaa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\nERGVoP8PVHf/7lozOdkAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "housing.plot(kind='scatter', x='GrLivArea', y='SalePrice',figsize=(12,6))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/3. Matplotlib.ipynb b/3. Matplotlib.ipynb new file mode 100644 index 0000000..7deb064 --- /dev/null +++ b/3. Matplotlib.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Matplotlib intro\n", + "Matplotlib is one of the older libraries of the Python Data Science stack. It was built to mimic the plotting syntax of Matlab. The library can be frustrating to work with as their two different ways to interact with it. In this tutorial we will cover the object oriented interface where plots are defined and then latched onto and then plots are created.\n", + "\n", + "Before making any plots you must run the magic command %matplotlib inline to have them embedded in the notebooks." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 2, figsize=(12, 6))\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "ax1, ax2 = axes[0, :]\n", + "ax3, ax4 = axes[1, :]" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "housing = pd.read_csv('data/housing.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 2., 3., 20., 116., 397., 374., 319., 168., 43., 18.]),\n", + " array([ 1. , 1.9, 2.8, 3.7, 4.6, 5.5, 6.4, 7.3, 8.2,\n", + " 9.1, 10. ]),\n", + " )" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax1.hist('OverallQual', data=housing)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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BWZIkSWpgcJYkSZIaGJwlSZKkBgZnSZIkqcHAwTnJ1iQPJVlIsvMw+9+V5N4k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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "x = np.linspace(0, 2 * np.pi, 400)\n", + "y = np.sin(x ** 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax2.scatter(x, 2 * y ** 2 - 1, color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from matplotlib.patches import Circle, Arc\n", + "ax3.set_xlim(-20, 960)\n", + "ax3.vlines([0, 940], -250, 250)\n", + "ax3.hlines([-250, 250], 0, 940)\n", + "ax3.hlines([-80, -80, 80, 80], [0, 750] * 2, [190, 940] * 2)\n", + "ax3.hlines([-60, -60, 60, 60], [0, 750] * 2, [190, 940] * 2)\n", + "ax3.vlines([190, 750], -80, 80)\n", + "ax3.vlines(470, -250, 250)\n", + "ax3.vlines([40, 900], -30, 30)\n", + "\n", + "# Add the three point arc, free throw circle, midcourt circle and backboard and rim\n", + "ax3.add_patch(Arc((190, 0), 120, 120, theta1=-90, theta2=90, linewidth=2))\n", + "ax3.add_patch(Arc((190, 0), 120, 120, theta1=90, theta2=-90, linewidth=2, linestyle='dashed'))\n", + "ax3.add_patch(Arc((750, 0), 120, 120, theta1=90, theta2=-90, linewidth=2))\n", + "ax3.add_patch(Arc((750, 0), 120, 120, theta1=-90, theta2=90, linewidth=2, linestyle='dashed'))\n", + "ax3.hlines([-220, -220, 220, 220], [0, 800] * 2, [140, 940] * 2)\n", + "ax3.add_patch(Arc((47.5, 0), 475, 475, theta1=-67.5, theta2=67.5, linewidth=2))\n", + "ax3.add_patch(Arc((892.5, 0), 475, 475, theta1=112.5, theta2=-112.5, linewidth=2))\n", + "ax3.add_patch(Arc((47.5, 0), 15, 15, theta1=0, theta2=360, linewidth=2))\n", + "ax3.add_patch(Arc((892.5, 0), 15, 15, theta1=0, theta2=360, linewidth=2))\n", + "ax3.add_patch(Circle((470, 0), 60, facecolor='none', lw=2))" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from pandas_datareader import DataReader" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tsla = DataReader('TSLA', data_source='google', start='2012-1-1')\n", + "tsla[['Close']].plot(ax=ax4)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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C5L59RmnIMOpB5xAU0YQQQkg6TqEcUXYqTCfV/ruw0HheWGg89yKAk6qIEMT7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\nFVeEel6EkOg5tbQTZi7wdkzei+h8Yde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O7fLDE20F643mMEVFRbj//vshIrjjjjvw0Ucf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+ "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/4. Seaborn.ipynb b/4. Seaborn.ipynb new file mode 100644 index 0000000..84a3f56 --- /dev/null +++ b/4. Seaborn.ipynb @@ -0,0 +1,224 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Seaborn Intro\n", + "Seaborn is a plotting library built directly on top of matplotlib. You will sometimes hear it being called a 'wrapper' for matplotlib. It makes plotting much easier by offering functions that are very straightforward and simple. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import pandas as pd\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "housing = pd.read_csv('data/housing.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "housing['Sa']" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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NwBXW2rAx5hLg0tjrt1hrHzPGTCB6GkM90dMZLrTWNhljFgI/jN37hLX25tj7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\nsgY4N/Fea2070GuMmWmM8QDLYs9YAyw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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot('GrLivArea', 'SalePrice', data=housing)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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9tNxkrpGZXhHorhERL9dyfPzFEU5UTc5zXijeun2a12+tkFvmdyO16Q8RdJkf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/9O/gJjagQ74BBDrqewhvk+dDEM5Rdc4x502zqBNU2UWVHyKQqTWfl4+N3opbTFFa\n6dWw2KyzGNQ35dVg3AWL85Vu0EJETdFJ00aZW6y1/wB3DR4EEqvADyM1plvpg1iJek3gnrGw44Xz\ni2Pw0H7Nu3ZvjMoE0WI4k+xQzB8rjPChvS5/OD+HCnTkwiwE+SBP0d2Jr31mrCUWrGqba6jRpMMU\nI/4w39X4dfYEEwCcTh7jD4afY8R3SSqbptHCUlZPEAEwb5ejPghRBVlZIeeaWUXONSAKC7q3LT/W\nCJUENUxHG6mzX6ht0C4tXaEcunhdykuBVoQoClaFBV7qG4AFMG4kkfErJoVBXtrtIOIdV/NKS7Oo\nIkfr96ZgmAu80TjDlPNO3/GSMs1YmGCosUi6KxOZLZyguOMDWHZx1c/uXoRV88hfrpK/UsVaofai\nBTT35CPJ1oND6Ni4ytqihXGfQlI7eLh7dMrXghAGoqvSIA37zmTi0gbaFohauPV2yvcAEtb2teRo\n5dFe+Pux6zjwzLDV7nnoxtPDgylqvft3Ui0PZyUXFy2mKilanomWPjeo4ls+IZoJ5fGVRkgo4H95\n2yQdRt+9b50y+OSRDIYQzMgGf/N2nlBJ3p7Oc3xfv+KQ1opg7i/wpn4PYjNPUxnsr4Vk/UiK/NK+\n/4Irez4Ct3gPh1rHUuTbT10KtWbeW2DWu85C4FDRBVriEeCRQTZHQCSysdwIPWKaW0ZRut+8GlYG\nDVLIW743HuDexINAYgWCOIDY6vl2siYRr1gMxQP9G0XN8cc1+wvrPLELUkSViJXKcD9wZDe7RjL8\n6luXaIQaQyh2OsM0ZJNr9jye7DSBZYMMNbNG02gxov+Ydzt/AkDZKPCrYz9GzWiwZNVZXugXghyj\n3ghJZeNIjzl7gYo1E/dBdMu52hAWEQyisgSARrf3X/aHBnAjbwg9Go/rRrx4Xx7lBRpNoJLUtea3\nF9KcStURxjxn3QrnvCqtAVrl+8wUpxJDZITJC625+EiwELp8vjGFYBc2eb7cCBAaMvoq0n+Dc80J\nJL2ZE1NY7Ekcouh4WEuXEHTKzOncwxR3fIhEcnyVT+3eg3RDcldr5C9XSC30Vxbc4STVh0eoHi4S\nZm6dKNSjkCStduBwN5TlNwwheyoNUdBw5yf7NkyJHhJRdaJ1a8u3MLh7lKvWgwBS28hla1cjVOw2\nHg9rx7Im7Ix6IpZVm55eQ7Wpe/95R5G3BEezJraf5uJsp7pZc00Seogblss1u0Ws1cHDVcHHpqL7\nrV4UWE8m24mjQ+MO5ydTNFyLyfksh3bUSCc6Y6byyriTn0LVX29vK7iSPfUQUwucxDBvHPlRqvlD\nm75OK1WXtgNaa+oqZCHwmffrzAcNKtpGYwA7o51WBA8GOg4Y7HZTdFrcOkVps14NOZliWGbvOq+G\nB0HDA6yFO3+H3iUIVdRIvdV0YqXh5QWTzFsmD8VzzlxOc+xZTeYmyu2GjIKIleObbyiWgoB9mSTZ\nRJ2CKfH9kLlWgzmz0tMLscvdQS7McC5bY9yf5R/M/w4AIZJ/PfYT1IzlCUugqCOEpGIum88JNF4s\n59q1kNAyqiTobJui1I84IPELJNUjOEaT2cRlKtYVpCwjZQsd7MWQIUHbIG+5YiEQCDQhQpZ5Oyxz\nuj6DEv1N27uNJCcTQ5xIFBiOGwB/tzrZdRYxLQZ43atgBB4jwetkwzew6OUOCwTjyUMcSBwlU5um\nMXuGboJbMn2AkfEPk0yvbYB3zyDUZKbr5C9XydxoIFeU4oKUSfVIkdrREdxialNKGt0KSYbs0JLu\nOb5sl4JSp+JwDwylQkDGRFsKUd+8l4bTWsBt+RhmEmmk7ur3nrI3bYw+EK8szvIHk29xuRn1SR1I\npfjBsTGeINvHfz2WNdeUe12JoxmDPUlJK4S6Gz3vjWsdyo1Cc8WucjG9iGt0AgFDwf/4ZqfScel9\niZ43LSU8vKvCq5dH0Vrw1lSBxw9GUqbB0su4V/89hBE1VWjJ3rpi2I3G39mRJ3jr0N8mMNem/gzC\nsmFcoAKCbQgeXKVYCH0WAp9y4LMQeitUrFacs9ZkRZOiaTJmFRk1ExS2gKK0lV4NQ+nMLcm/bg0G\nSK7ea2P0A9xW3L0zwG1CqKMeiFtVYhqEegDPT9sUpyXH4xYCN6nZ80GNcRNBhCkhsyKICJSiHihe\nDa/w4uIE816VWpBHhjlqTo7A6rhtDvkZxt0xDEwc6WApn5+Z+4+kYqm43xv+Pt5K9mabJFmUrsf1\nABVTmGoD5FwLXQFE7AWxohm7EAyz1xmHePGfDDPsbz7K1XRAxTIQYoG04eMqiUABEr0sIysqKDmF\nMqYIRD9VYIeR4GRiiJOJAqMrLqpEsKQ8YhE5hBAY2iUbXsX2JkmqRVZayrlijIZ8lE+OPIq7eJrK\ntS/S0J0JwU7uYmT8Q6Qyh+8K9YtbgtYkypFka36yhuH1VnaUIagfGKJ2dITG3vwGV2QCQ1pYUvfI\nqd69CknrQbSVk5KpIol0buMKSncrbBn1TtwCtA4I/Dr4daS0Mcw00rhbZCQjbLX53CuLs/zLiVdZ\n8r12/9hEvcYf1nxSI7s5lsmuf5AVeLMxx4tLV5n3XApmhsdzuzmcLiKFRmlByzNRaC4Zdc6nyjSN\nzlgkNewMDb57yuDhanTdXxn3+G2zxqlmjkPpzui2a7jFhRmPasvmejnNodE5rIV/h1p8ob1PKjA5\nUA2wlSCUNm8/9F8yPfb0TScNtqPvIdSaxdCnHAQshD7lqk8tXLvvx9Z18sxSNBRj9hjjiYPYcuct\nn8v95tUgERBTRo0H5m4PsAl82wYSWmkcf/OO1OvhSkPyxRmL4brgicVomzI0+ec0NzN+rAwiQqVp\nBCGtUDHh3eCz5W8AoLXA9dM4QYHl1b6pDHZ7I2TDWLUJmLcX+bHyH3HQuw7At1LH+Vz+QwNeWSBI\no8RCpKY0UM7Vgti5WhuzoFII1U/xGfOK8etLutN2Y+5DVKwphC7wbAG+WU1QJcDTDkpOo4ypyBV7\n5TXRaTKM88lhk3Gzl0plC4ktDBJCYgnJLjPFrN8go6bIBZNk1HRPpwaAR4aqPIZjHEeJIZ50XmHu\n4q+jVCdwsexRiuMfJJN75K5aLG0GZtMndzmSbE3U+hvgmjuz1JYlW+3V6DkdhaQoWLBiOpLBUCqL\nbjVWed7djY7car+CkmVnkXKlo/vtg/F2A/NbVUTZQxdtgqfyhEcHu6uviy1M0yvloTwPkBhmEsNI\nI407H2xttfncH0y+1Q4iIKLrJHxJ4ClelkvtQGLZWG4tIzqN5kxtns/NXUAjAMmi3+Ir5Qs06jnc\n6ggNz+CKaHA+vUDN7CxUpRbsdjIM45HXgu+9FJ2PLzV/8EiTRV/x1YWo4rAcTAgBpd0VvnlhDBC8\n8c4sJ1gOIgTjDdjRChAIapk9vHH0x2mldmz42qi472ErJFsjWlAYVxmiisNSuLaThNQ+OWbIM0VB\nzzFi5Riyj5FMvAshNn8v3m9eDf0UJeNB0PAAt4xv20Ci2owUmbYaYUxlenXJJOvDd8518vPJZzQy\nv/FjWUZnMlRa0wxCmkGc5RHwV/U3AHCDFEutvQSqE6EIUSMpNKYuxA6cLvP2Asedv+TD9b8GYM4Y\n5lOjPzpwIInkXBcQ3RQibcY0pnRXFUJF2xGRg/WA0T7RdsI2oEuPKRlmMVBkRIJH0prrwTssOjME\n9EvdCZ3EUOOMinFsciREyFfrcyyGIWOm5L1pk8eTVrtMrbVm1r3CQf80GWcCY4V/hcKgIvdxnRMs\nsQ8DzXuc8zze/EOSutk+S9MqMDz2HLmhU/d0eVf4ity1GvnLVVKzzT4SmpdPUD06QvVIkSC/orIj\njChQaFcYrLjcfW9PQG0FpS6K0t36noy3G1jPz7cfiwWv/XjTwcSWQxEGTcKgiRAmpplGmqk78r0x\ntsF87nKz1iO+YCnBsGvgo1jwo/Gl21gOeo3oHs4aeCG4KpJw/eulqTiI6EA6u3hrYYQlq8GFdJVq\nl9KN0LDXyXOwUaBuVXFM+Oi0YCje5QsPOcxmOgPw6WqtHUiESpFOVshbDlV/HwvqaSriMUb1Wxyo\n+qSDiPh5ddcHuLj/e9AboKsN6nuYcy2utGwaoSBjaA6kPMYSa2fruylKC4FPOfTxVjMrAtCaDAvk\nmSKvp8gzTZoKKbtE0j5Fwv4uhLj5xpgHXg0P8ACbw7dtILEdVYiaD8/P2Ew7ElPBB2c0CRVXBx7V\nGHs2fizbiCQLtdY0A0UjCNsKUm/Xl3ipfoMzDQVqL6HqVCHAR8s5TKNJRSkq2RlEOI4gwW5vhr+7\n8PsABBj88o6foGn08kgHyblqNEJlQI0gMHr2BhE1XasUUmcHXldXeiRUosdpSQBVaxopFqjoFr80\n2x/VGZjYukgY7MeggIkgYQhcDZ5YIlACUwgWQ/hcLSAhJPuMCpeap7ncOEsjXIqP0znb0NhJxdjP\notyJFhaENidab/BM61sUVCfbLI00w2PfcW+7UStNerYZSbZeqyFXKAiEtkHtUCTZ6oxnEHGgkGgr\nJN3Npm03h34FJevuaoZeB+a3Buv/m69U76JAogOtA3y/Cn4Nw4h6KQzz9lE5tkADYCBETPaUGkYc\nsz3qjlhR1NJtLAexPCzw4rxH0e5UTy80y1xslQmUwpSStGGBTiL8vbyTn6di9QYQu50cB5oFDKBu\nVcF22O8L3jcZfacrCcWfHe6t3i76Pm6oCP2ASvMG1vVPcThI8yq/CsBk+JO8b+l/wEDgWVnePPwJ\nysOPrHsNfK3xB7hNz7kWb9Q7n3EjFLxRT/AotIOJZYrSQhBEgUPo01BrZ/QSOOT0tThomCLHDCYe\nYJKwj5G0P4ptP4IUG7+/7jevhsgPPZJafdDX8AC3G/foCunuw6WG5EszFq6K7JW/Y0EzHEtqyF0a\n89GNhy5JE5I2OEFIPVCEXdmZt+tLPD97mVkzQAW70XTSblpUQS6g0HjKJl46I0iSUAE/M/dbJGMu\n528Xv4+LiQPQVaYfLOeaAOkg1DArZVkjRE3Yti6yw0oy7fmoFeShObvMXmcnCI0nayzZF1iy36Fl\nzvW994ww2GcWWPBzJEgjpMAzNC0VkhMWuy1FRVdx6GT9pG6SVW/yysIbnFZTfccMZYE9qRO8J/9u\n0mae/2fhHFop9jnXOVU/x1CXwZyUCQoj72Vo5D3Im2lkuYtgL7nkr1TIX6lhtnob/rSAxr4hGqUd\nOAfGkHYiMtC7F5ueV8OyglIXTemeDQZjiPJgDXZRvtONmetBE4YtwrBF4Jsx9Sm1rZ+HZYDVdfhX\nFmf5wvQk006Tnck0H925nyeHN07bWcbBTJ6J6iKB1hRdEzMe5EwheXqogK81826U8NEAulN/LXc1\n4V1olvlK+UL7caAU89qkauzFydU7L6hhp5fmocYwydDieuoGEAl4qAD+6wtgxCqAnyk1ceKpQMXB\nS8EwaAQ+qZm/wr7yGwjtUhAwor/GAu9nQT7ONetpspkabx7+BL69uvfNRtymr7TsvueE+JxtuhTC\n+oYoSgYwJKPAIRO+SZ4bJKh1zTwGCatELvskQjyMFOsbXoZasaQaPc3QS6qxjleDoCDTd6VXAxAH\nDUakePegr+EB7jDu7dn1LkCo4esLJq8tdS7l+5qKffVowBFZjf2M3vB3PGmBkIoFNyQYYGLxN+UZ\nrmpJtZVleWGvCdByPqoiaAlYsbOzApUCLfnkwqfZF5uqvZx+nOdzzwJhvJ8DsgqiKzOkLQgLaFlH\nqBTREC/olBVip2o8BDYBminPxRAmSus4cxed3ZI5Qyt7HmVM45iz/W9aS5IiR44C35PJUUoaXPLg\nlZZiMYQ9SZ+PjLocijNGvzjbAh2QURfIqjdIq4txk3YHAQlqxj5q5gFcUeCiEuwINY8ZmpJf5mDl\nVUaCxa79JdeyJT6w53vvSTdqwwnITUaSrcnFfg6vO5ajVdqFW9qLSKcjWczbf5pbj3tVQekmoYs2\nYqE/mNDF29+LMOeE1D21qkbb6vDA9YAqQtpIM4mUiVUrXmuxW0RXZVMgkPE6SgJ5E+p+tO300hy/\nOznR3vdGq8FvXDpPqDUnC2OEWkcLc60xHI+y60eP0e0KsIhf77vGDzHXehPV8EkFkTONKSXvHxpm\nxM7wraU6lcCjFQgMKbAkEe1HhyQNxYWmw+F0kddqUUBgCUld2NSMPbiy1+BtzE1xuFUgG9ooJfFj\nCW8VByeHa/DuhegiXMxrvrQzxNQa1XXRHk2Bee3foGrfan9W6cDiw7V/xx/k3wtC8pXCP+TA4UnE\nSk3xGL7S+BtUXaqGCh8HX7j4OHi46Li3bnaVtoKCNCkagryYJR2cxQ5eRaqVakcGtnWUZOIUCetR\npEyRTFoD1Y22wqthxMgzbGTvCq8G6O5riKsNyAdBwwPcVbj/ZtzbiKofqTLNuHHQgOYDRsi+2XgA\nMjX2+zUb7fWyDEVLKbxgcM7mQqvFy47C012ZclFDi8VoYNHLH2fQrioIneO5+kt8Z+ObAEybo/za\n6I+AMKNGauFDl1N1JOeaB50ABFINEwUR3d4OXbZysoJQw2gkYBDoSLlJ46HkDNq4jhaLNFeOe1oi\ndBqpU0iRwdAmaSPBOVfybCbBeFrwnq71fC5jU602mfeusTd8BRm8iUEvf1VjcjB9jPN6lOt6uE/n\n+mzlPMONCZ5qXm5vUwjeSR3kbOYRPj708D0VRIhQkbnRIH+5Qmaq0VNIAggzSZxje3CO7SUsRtnG\ne3r66Q4a2tWGO9/UezsQPJXv6ZFob3/yJpqutgih0rcukx160Q8Cw0jcvIysHvzANjVNRbsU8Pmp\n6wSqf5H8uRvX2J0c6tlm+ZGIxWqvV8oV+cTOh3nz+gwLosWQKTmVy3Eok+Fio8FXy+XYXT2FrxRu\nCFIopABpLPCVckQXXfIdqlpyg4O0zELPojATKI7VdzIU9JoXenYdKSJ5cqHhv7nSObXfOSZIGjnS\nRpVKGFIwDJ4wrrL7xm8igmXzOcmuhma05SO4xJHwBd4xn6OqxqnUGwzlO0kVpTVe3Di92sfcoSjF\nNKXQpyHXpigtG72NmBZFqUmrtwm91/Dct4CVz5VR8GCfJGE/hpT94/JmvRqyItnpa7iLvBoiCKSw\nHvg13IWQUR3o3p5Dtwl3y7fnnsPFuuTLszGmufwoAAAgAElEQVSVCUgbmu/O++TOWCwv1+ynFTK/\n/m0XKo2WIa4aPAB6SvGn8/N8eXExXrADBBjGIkF7Mb1cqA17Vov73Vk+Wf6j6DiY/PLYT9CUFsgF\nkPX2uUbKralYctVB6u6Bezkzo+hUIwAEQmfj7SYKHy1n0MYUWizQt7LVAsgiVR5IYhAiReTsoNAY\nQrAY6j5d71pQZmLuPBOL36IeLLJy6dgS+6gZj/GhwnFOpjN8eeEc3YuLIb/CqcY59rlTXVcLplMH\n+WbmGKnECB9PjXE8cRPugHcKWpNa8ChcrpCdrCL9FZKtloF7eBdOaQ/+3tGtFdG/nRAyoibd55WG\njWK5D8J8pYoo++iiRfDkLag23TXQhKFDGDpxg3YCIZObptmtbLCec1tUPJd66KN0NLZkDatvjNkQ\nQs0Jo0BqSPOt8g3KnsvpWkSLXP6dMAOgRcU3ABNNSNpeIGFEQcTXqzNMiT1M6SwYnXOwlUvOr5HQ\nPk0rIKF3kg4zKMMjTDlowyGPYMnXvHcODjSi5760U/PWMEgl+OjYGCgPY/bTmHPPt49t6QQPLbkk\nw2jsntrxDPaeLOKKQiOZnt9NPrdIoNVAw7hlFaXlRuiNUJTQAqkTJEhwJGnwUEqSFAGedx7HPY3r\nT9Dq81mQ2NZhEvZJkvZxpOzc2yu9GpZadeb86qa8GpJyGx0KbwKDTN7SdjIOsB9gOyFjfyoZr2UE\n0VQpEdHYI6K/SZYrkvfoPHqb8O07M28SoYaX5k1OVzqXbl8q5MMjPrxqo4K4ufqYwtiz9s0Xao0T\nhAhDdc8pPbjQbPJb09PM+l1lXFFFiXnCtqQqRIt51RNEpJTLz87+Pnbsg/CfRn6Ay8ksyBsgdDu2\njvojANEENCJcKeHaTWcK6dw2Gq0FWs7GP3MDg4eEyIIugM6iNeT9UUbdgyTDDK7RYD5xEScR9UuM\nmtH7ccMWk61zXGqcYd672nddEsYIVfkYs+IYw9YwH02bPJaMzmvMSDATOGSDOicb53nImezJIqSz\nD1Mc/xBHkuM8O/iy3wUQbbdnKQzsuk/20iKpS/OY9ZWVGPD3jeIc24t7aCfavre+1kIYPRWG+6Gn\nYTsQHs3cB4HD6ogatAOggSETSCOJNDa+6EtYmpUMHV+FVIPOwkxpTTXwyJqrV7LOVRb46/kprrYq\neMrBlA32pzN81H4YGST5wswk6BDQLPo+Xy2XcZVCo/5/9t48xtLsPO/7nXO+5a6179X7Vj3TPSs5\nmoUz3CSKiUiYCiVRScxYSJAFggHHCAzBCRwkRpwATuzYRhJEih2bgSVBskTKlmlRIsWZ4TozXIaz\n9VI93dXbdNd2a7n7t56TP77vblW3unuGs7LvA3RX1Xe/9Vbdc87zvs/zvjTjkAiNVmkrTQGuqhNi\nscI4G9FoUqkpHZBs7VOMqjg6TIWjhqa9RcPaokiOj49PgLH5QVLNlayGz6XDoS8N/+pE8n3RFgjv\nOtaN30H6b7SfZcyzmav5SASRyrB45AusTzyEBYyNlNjYniIIMyxvjVAcSmSnntZtwtAyRIe30pkB\nNhLLWEjjQpwHnUXJmGGrylHrHF79ZarBeWCnHElgW0fIuA+k5CEpodvUPhth6WewV8NAnvROoJsY\ntKSIEpEGDARCdF77aRsQDrAbg9n6TaASCv5ixWatS8r0c2MRD4/E+K/aRKkvQk1rrNN7n0enBMLT\nhoxjUH2Cb71ZiAS2jJD2Jep6G2GGwOTpRyAAMIb/fO0vmY02APjD0U/y7MgREJ1Gdf3NZgZhdv5Z\ntMiDIImy6ZQ43EzJw47YlBEIM4LQ46AnkFYJA9hCMxJNM9441d7VjQvMN+6nIs+BXOO0usy3S69x\ns/k6eke625U5DuZOczj/AGP2bE+U4DW/zG9vr7Me+wzFPg9XX+OkdwXZ9YxxZp4Ds59+X3WjFiIp\ny6dodXpW7a/CD3GvlsgsreKs767aE40V8E7uw1uYRxc+GI6HVslVIe22GfqDVD1pgHcHsfaJtY+I\nVFr1yUHcQn4iRP9yr9U0ANM90gmgEvVflJ4pb/AH189TDhr4JkoXHg4jTY9v8gqO6N/QzItjAnoj\nydokOqQbTLHOaFc2GSwdUIzKuLqZ9uPp3J0kZtTJImPJfjdDoDWnhxRL9ZhP3YDhtIjH1w7Ddg4s\no3nKPItz+Y8hDRpJHA6VAwphBAjqQ4e4evKLhO4YOR3jG8342FU2y+MYoyhtznNWXmQ99qntkRlv\nISclU7bFlGUzZVuMK4tvbPhprMkgxBZ5fkjRnKFgLlCu7SYPrn2IvHs/Ofc+IjKs6yrXohKleIn1\nqErD3Doq7wjFhCoyqYpMWkXGVYGizPTIgBLD+47sSp/v9+JI3evN1j7tY3Yd17WzSIzQKs0ytEhD\n97ED7I1BtuCDhwGRuENcSqVMQSplyivDL84EzGUN/mVFlPoiRF5jP2b6/nEbY/CixAdhgOweJKJf\nFuIj40Ncjl7gWmMNg8EIkugPpm9k41OVV3iidoF1a4h/NvkLvJo/BGka2Bh2Zw7akBgRIUz35GYw\nhBi5hZHLGLnaa8wmvQ0zioinwIy2y8QauYFvYgQQmpj55oE0WmAwJN1bLfk6M/E3yYff4UrQG22X\nKPZlT3LvxIcZMfuTBjo78Jpf5svV6zg64FT9PPc2LmF3Jd4r9ijuxMe4Z/T+92zQSSIinU7PSliM\nukMof0edcq1xbmyRWVrFvb6B2GG411kH78Qc3sn9RJND7+uo1u4+DfbPTmWoAd4VGBMTRXWI6kjh\noCwX0cegnbH7F7Ro6t02YQM04/6SmK+tXGIrqBOZuL1vzhdEkQsZn9VmnVEnx87lYLQj6GGQVKwC\ndVXAdJXMzhjDnJEEXkSMSRPKmlZmWWCI0HihwugsX77ZZMgSLBQlv5y3OLWc3Pd2Br5+VDCnyjza\n+Oe45bPtaxSiDAfKHpYRGARbx/49rsx8Al8b1vwGq2HIWhSyFkZk3YvMewuIOINXmaeWvdjzHJaA\nyZQwtL4W1O4xuGjFmOhiSh4WkewmAhn7IBn3PprWYTaM5nxUZa12hqq+da8GC8mEVWDKSkjDpFVk\nNj+E5/X7Hb6by3SBEhJBUm61lWm4kzmmHzGBpNhKy7K40wa0c9+9zmG6fuj7Wp+v7ySSzIDERg2y\nBT+jGBCJ2yA28L2SxatdUqYDuZhfmA7JKohKkuBi+poyOE9ohLN7seRHMY3YEBuDFJBzzS75eqA1\nf1oq8UxXFmLEsvji/DSnZvL8d69VEg+DGUGaYfYiEYe9Vb5Q+h5/PPY4/3bkEcIumUhbxnQLGFFF\nmLEk8yC2MGoVI9eSfhE7oUeQKXlAbiMoAhJEHa2uY0QTqafbz+PGBTQGS65iWd8iYz+LkkkVk+4I\nz6R7gMO5+zmQO4UjMxSLWarV3V2uAZ6r3+R07Tz3NBZxTeceN1We1wqneWTiMe7dYax8J5FEo6xd\n/3aiXX/cGKzNGpmlNTKX15D+jlr0UuIfmcY7uY/gwCR92ed7CpFKk5IsQy4/TtP3B5GiAd5WaBOg\nwwCoYakMQmWQ0kJKcPZQKuk9ws17VfG50Ui8Dp3xSjAcWh0lvojot/ySROQsj0aUYVMOUVVFTBdp\ndoiZjCTT6ZKpLG2a8Qhab4P0ScUvCDRCu9R0lmFlgRBUYvjhtuaxCxqZxkdWPqL4tdEXCd74FxC3\nev5YzNcMY56HQFDKzvC9w7/ClewEb2xssB5Fuxq9qcxFpv3DWMZhzjtBmLvOuCuSjINtM6rUnos7\nYyIa/kWq3svMBWeB3tJMMZK6OkbkHKMiRihpn22/Af7FvucjfRfGVYs0JF9HVX7XPbz7Y0sXaZCp\n5DRdBL+ls3VVHeuGnVb7ejdxq2xLP8IhTFIirSXdSzIDIs0UtPIJvabkQiZDLdz9XvV79/oVmd/5\n/V6vGTpEapD5efcwIBK3QDmVMq13SZkeG494aCROuk03BM1XO+Zq9+EYOdI7CoSxphFrwjSyLGWS\nidhJIvpmIYaH+fzUJNkRyY3yq2wHVaCANENpRmH3xzAbezxVPcffPvDX2LS76oIbG6MdBDmEsTAi\nwohq0o26CwYDskQkr6U9JfpIAPQwUs8g4lkEWcBHp/4II6okH2GdZijmEGYIYRyUqKCcr1JQ38ex\nzu46bSBGMdZpfm3iIQrW6K7Xd8LoiMrWj3l87RmyujOJVWSG72eP85q7jxk7h++VOP2OEInEx6CE\nhRR2mzDccYOimkfutetkllaxyrubIQWzo4nv4dgsJvP+MAi2KieJ1MsgpY2Qds+EqiwXIQaGwQHe\nKRiiuAlxEyEsinkHY/obtPfqFaCN4X9e/BMmnCGeHF/g1NC+5AURorUCYyGjDBPNYir1DKgH60xn\nLYJw9znHHbhJkRV7grgraKBMzBw+c+SI0qxDoGOiVDYlTA6DB3iJDFMIjB4FEVOLA3yjwAgWKjC3\nknzGLo/VeTr6HY5ePde+jqSIqBd5PjPLpeEZLuQOsqmyEABBlX7IS8mkK5DmCpRPYBuHJzjNzNC1\nvd95E9MILlLzXqHmnUGnnZ81ghpDVOQwW2KWihjDa8l5IgNs7TqXAMZUvp1lmLKKjKv8+6JXg0Sm\nBmjrTWUaPogQoiMlkqJTTjn5PSSZg582Y1C0JcJ+b98/00Wie0hIF2naRU76EJIBQdmNAZHYAxdr\nkme6pEwFy/CL0wGz2bQ7QgTNl2xIzdXOsQh5qDMARjohEEFXN+F+JKJfFmLUsvirMzPcm89zPrzB\nt6+eY7H8OoGQCJ3bk0RgDONRnX85+Ymuba1yrjkkFi15kzA2woyh2cTIBuBhRBlEdY/MQz4lD9MI\n8nT6SsRouQEyhJ6u1wp0BqWHGeM80+LHjHMW5faeW5sifvgUV9UhViwb4pgXN5bYZ+X4TGGubyUl\nYzTV7VdYXXsaGVXb/RAawuH57DFeyhwgFgorHfTW4z2KmL8JCCF3ZRgkb77rswhj3OslMpdWsVe2\n2UkP4qFcp2Tr8HtsrN1VOcm+a8qtDvDBgBIBxE38ZqVvB+1bTfrGGNb9Mn9y8wcAPDW2wLBlsxIB\nscOkP4o0rc+3ouZPcjIfc7Q4ysvVClthxLBlodwCz3kj1HTHRC1NzFBcZVaE5KRFyXcZsSSBjtmO\nmumiJlmkKWuF2GgcqXClRdObRiMIjAVaIA38yuXOfV+a/6cMh6u8at/LTWuWNTnHijVOPLK316hb\nojRl2Ux2SZR0cYPz9YAocihtzjE+uoxtdQJICXlYapOH2DSoU6AixqnIYSpimJoYQt+GAIyoHJNp\ntmHKKjJuFbDfB/6oZOGcGqHbBS4+2KShlRNoSYg6ciLZlhLdbR6D7ufseeK74/HfUQyIxA5EOpEy\nvVbpvDUHUylTJh3zjAHvjI2uJwOnNRUj70v+GmNtaMYxXtw7hSkJmR0k4mKjwe/uyEI8OTzMfzA5\nSVYpXm8s8+Xy8zR0QM1owE+9B/2JhEBww51Irmdi0AViM5wOGVbPMYnEqYqR6xi50j/zYBwwQwhT\nROhRpB6jlW1I/hm03ExT873OtCKrzJorTImXcUS957TaWHjxwwThL1A1J1l3b1K2O43qAp3lcljn\nS+XXeUSsMBwvM1IeZ79zH+VGmbD0HQpRpW1dDITFDzJHeCF7kEjYbZNWQXSqON05RFdmoUUaVF9v\nxh3DGOyVbTJLa7jX1pE7+oRox8I/Pod3ch/h7Oh743vY0Q1a3OXlVgf4YMC1W5+lnR20syh1+67H\nLXxvY5GnDi1QsIvIoMxwo4ATtz6Hpm39fGlLUIsr3FcosClc/l0loNTojMfCaIbiKsNxjNR5miaP\nLw2x1myGPqEm9UxoBBpEk5yyyUiLrahJRlr4MiCKhtrn/MiaZl8zGX++M3uDfzD3cfzbdHS2kDhI\njmUd7hvJk412l9VuQUrN9Pg1bqweQxvF2sY+5qYu0QwuU2m+wrp/iS0cKmKIqryPihhC36bvgo3L\npFXkgDPElFVgUhVx3gfjSSJH6iYN6s4zyO8pWov/hBQIBEp0fAZvR9ZggAHeKt77T/b7CNtBImUq\nBcnAIlMp04OplKmFoMtcLfMa+8MarSTNMKIZ706mW8okHavTc+yVhfjizAz35PM8WzrLD7cucZ0S\noRViiNF4IMCIEGEUiTKxawKjEw17oH6ZZXWMdWuUXg5uMKKWNIqTqyB3y2kwdkoehgA3HZoMyAoa\nk5AKY2NEkDTCk1H7HjKmwjTnmDHnyLO5i+uUzSFWzMOs8yCBswWOB7zUvrsEMcaMgKhR1RFnsXnM\naMLaTdarFyjGPi1aECL5SeYQi4WT+NLB6BBtNI6QFIRFVia/oyezk31/350sg31LL8NbhSo3yCyt\nkllaQzV6syJGCMyxGapHZ/EPT4P1Lkbmuhq7SeUMyq0O8IGErTRK7s45GBMRhVWisIqEPfod9B63\nHiRV0YJYsE/kMZHVs49J47ehESyFEd/divFE5zPtCPh4wcZvbLERSWpxJ5sYxck99MaWJEYYUGtU\nwzqhiIiMRSAl2tmkIiFQAY4O+dyNAwA0VMw/XmjsIhFjYZUx7VNyZrCEjY1sLyaDSDLh2DTjW5dO\nHRtZY31zniDMUtqa4qz5v9hUTSpimMh65JbH5oVDURZohlkc8jjkUdgQwHTGYc5+b7IOnUyDhZQS\nyd5+j/cC3VkDkWYN8spBqCR6rtLZ927KGgzwwcRg9ZDi9WoiZQpNR8r06emAmeyO6hzrkuBS+rZZ\nBvfhiKYjaAYRuk8e3VYGt4tEXEy9EOt7ZCGeLZ3l2fWzhDLCs0PAx4iQNhFgC8E0rZKs3Zam2WCT\nv1Z6lmcLD7LudnpBGNHAyHW0XE6b0O2AscAUEGaEhDy0IjQd1aAgxsgqhm2SmJohRqAMTHKJGXOW\nUd7YdeqmGWfFfIhVHsZjIr2fvSa1JNNhjJ2YyhHkQ499jU1y3bXgEbzi7ue57HFqKoOFYFIoZpTC\nN5oDdo712GdSuTyZneS+zEhaMUl1ZRmsny7LsAeEF5K5skZmaQ17Y7c2OZwcTqRLJ+YZ2TeGv1nv\nc5a3+Z7aPRo65GGAAT7IEBhc69adlAFyUlGLbITJATYQYkQducMbNukkHcJnrSxxTbKRLuyTKyVa\nf08JKrZN2LWQV8BHCzafKtoMK8mSVeRP6j5g0KaVt20hRhAjSDxqWmwSiQqBzFFWCk+6XBNOMlnY\niafgPz03xXCYzDe/e3SDqtvkuLfKPc1ljnrLzIZbfHv6cX6S+RD9hJDVaO9SrnXtsxZWWA5usBKW\nIHOTY+GvIrCg+etsDn111zEZYbX9DK2veenyrS2fWh/KdrERMee+G0QiMUNLUk/De5RpaJED1WVG\nViRlS++EHOQsh/g2HcIHGOD9hrueSEQavlOyONslZTqUj/n5qY6UqQVdFzRfa5mrDdYpn61hQRz3\nV+LaytDyyAZa829KJZ7dIwvRwg+3LgGGbauGEc2kzKrJI/QIgtYC26K79rijQ35t83t8evslnh6+\nj+eHDmP0MogGRpZA9jHbGRuhp8BkQWgQyeQnCEiyHd1a+GSCEGITzCi20Yxwg2lzjjGWUDtKH4a4\nrLLACg9RM/d1XzT5X/Qa70T7tdS/IULGowofa1zkeLjes+8FZ4qzxYe4LGyi1CXVXeDxoJ3nr4/d\n25VhsFFdhOHlRoOna9ushiHTts0nC0UeyOX4qRBr3BubZC6t4tzYROyojBLnXbyF1PcwPvTTXes2\nEEJ1dYJ20vr7H4TU/QAD3DlsS+9qPtcPhgzCFLqPTAImxmCotAMxHxlfAG04bhye8zeJpMLEwwjA\nl4KKIwm6q6UZQ0F7HJY+D9ujlPw636jcZDPy0eZwl/izcyexMPjOGqEEX0EgDUbsbP7ZwcGqzS9f\nS4pEbGfKZEf+Bf/P0iXc9KRnsrP83/Of5tTYUQoNSa0PaSimDT6veB5nGmXKcQ0t64RU8HrGbRvc\nC8w0VyhEM0z597EWPUfebTBtjzNlDTFpJb0a+i2A+10bbk1kfhpIJErYSQ8eab2DZujdRuSBpGiA\nAXpxVxOJrVTKtNElZXp8IuKB4XiXTN1E0Hy5Y67mUEB11qD3GDwcy7QbJN0uC9GNeuRRVQ1CWU1M\n1TqPNFMky22bzrCV5CcO+uv8tze/wnDc4KXcPF+avA8tr4DqUyrVKIQeR8SzQAHEBlpdA1FPuVEe\noadJpsCWeVpi8EGsMcwm0/pVpngdh97zayQbHGZZ3MsGhzFtidBWKoeyMCLEiHW0uoYyE0CWRLVq\nEEk/WIbjCk/53+FUcLVHGVV3XJ7OnuCGPUVBFSiamC2dvJ82MpUkCT5dPEbB6l+h6eVGg9/f2mz/\nvBKG7Z/fNJkwBqtUTaRLV9aRQa+J3FgK/+gMzZP7CPdNsKtM19sC0ZEmKQc1kCgNcBcgyUbc2QI1\njLPtcaTHWWbyCB0z4Rb5yPhJThXnOXf1Mucrr5O1FYQ2FRRVewhfdX2mjCGrm4xEDTJCYwmLb2+V\nqMc3CWMPTxfROkKjCFWIrwICFRBYQZ9Ic++YkDM+Rd2kEG3zYPAKX3jtM1gmmZuWp7/Cz29eRCCI\nkHxl5Jf4xuhRxlyPOTcPxPykkmRtNTEBdQLqRLLJ79ysUW/1atiDfEkTM0yDqPA0bP/HCAQfCX+V\nQ9Pn7+h9Lli3JjI/DRKJkkIg26VXc24WordWRGOnpKjV7CwxJcu70og8wAA/De7aVcdrm/Dn1x2i\nVMpUtJIGczOZfppb8F7rmKv1eER4JELb/d8+1zY4Vv8sxFiahTiZ71+Rx8iYmrVJUndMIcwYyYLe\n7pExGQyHvVV+a/mP+UFhmu8O3cf57CiI0s4TgikiTBGDhZGXE3/ErgsDooGWa0lXauNghIfDTWbM\nRWbjmxTYLYuqMM2quIcq+2mIYaK2qTttsiSbGJrtMoxarCFkjSGS+5Rimik5TxD53Fv/Hqf8c6iu\nFHnDctjIFwndLKNxwKYsoIRFQSbRqKoOGZIOc3aBT+b382B2qu/7CvB0rX8ZxGdq1TsmErLaJHN5\nLSnZWu1tpGSAcN94UrL16CzGeXs/Xu0Gb8pBSndX2dUBBrgb4Nr6jusRGNMJ1HQfYuHwtw491f45\n2lzn+ZXzGAxaKjacUcp0ZzIgEzcpRlVsE6GQZKRFM46oBB6higjkCIHtEsh1QqlvWQ1GGHC0YUJv\nc4R1RnUVR3uMRtcZj28wsXWaqfIpABq584xYzwGCVWuSfzbxRa66+1EmIDQXWQnLlHQV7VRYi6oE\nxmtfe7tPAT5hNEVTYciUGREhc84cs9nTZO19gGDJL1NvDlOpjVNvFshn+8hhd+B4zmoTmW4cy725\nMTDJLHSkSUlPntuTkZ2Sou5OyIOswa3RfkeE6P2Z/n/Cov311u9l96uulPiikzW69Xn7vbj3cTu3\n91Zk6l+p6U7Oc5vHG6ALdy2R+Oo1aP2lHM7HfLKPlKkFf0kRraedmnMx8UmPaI8BMmMbbOvNZSFa\nyFuSxOM3jzAOiaY22+VZSAiEQZPR67jiEr959OO7y+4ZkXoehoBC+3iBxph9GLaSLMQuGBB1JGWm\nWWFG32TUbOz6PDUpssYJ1uVJGowRo1A0MUTQjue0arh3Hx0iyaZ1n2wO2Hk+lR1jtvoDylsvYLqa\nyWUy81hj91PSq0TxJpPZaR7NPMKmmODp+nVWowZHnZHbkodurIb9vRmr0a2NiCKIcK+uk1law1kr\n73o9Gsnj3bMfb2EeXcz2OcNbQMsQrdwuidJ7XypxgAHeS0hhsNWdZSPO1dcRIkoKSACtsUgJKHQN\n38LXiKbmeqPJG3qGMr3yQ1dvMxouI00RUiFnU0ZsqpBAaoKMxohWFrSPvt2ArSW2BkcL3NjgGE1R\nWdhaMCG3UbrBvvA8GVNHaMXJq7+eHqqpj/8hCPh27jF+b/yX8KwtYnmGWJbZMjX+pLLDm9Y15Aqj\nyVNjyJSTf7qMi6Ah7qEqHufJiWO7ghEzk1e5dO1+AFbWD3Jk/5nbErc5V8GQw8VGRDXSFC3JsZx1\nS3/EnfZqEEhUS0Ykkv4GRTuDbck9yUErm9D2I9zBqnCvniP9jm0veoXYtQDuXph3bxN9tu08X9Gx\nUfZu9nfLRTa8+QX6u0yohl0b6fTvJj/ABx93LZGARLTzxETE/X2kTJDUGW+uQLRkJcofZYhPeURD\nqu8HMesYtND80dqby0IIoGBLztTWachhhA4xSES7alJrkPPQogSiSlPBWburaZsRQD4hD6aYHqfp\nDB/Jol4YB8E0mtUeMiGMZsxsMKNvMmVWe7ICACEWoTrFFY6zZWYwIq3mhAYTokWUNm4SSGJ0+qfV\nOzhrMA5TKssRleELeoPNq19iW3ci+647xfzsX2Fk5EGEkCyk20eGc2yXGxyAOyYOOzFt26z0IRPT\nVp/eCNrgLG+RWVrFvb6BiHeUbM3YeCfm8RbmiaZHfuqBeWe2YWCIHuBnFa3GUKbr+7770eUxSL9x\nnYhAG3Zs7tovGXEuNEp8beMCrhoh0rPtvWS6kHtwWLERBJgYGtuaZ2sxZ/RhupdbedOgEF1D08C3\nJL5UNJVNfJsAudJga4ETCxwtsHV3KChCpKNiQ8cUxAjjusRYcD5pSAccWP00eW8GgIsTL/J7B8b4\nUf5hKlYM4vt7X9gYsngMm802cSiaCgpNRJGquIdt+Sk89oEUFJXEEq0gU2cIG8nXyOVu0mjMUW+M\ncGnlOqPZOZqNe/EDF9fxmRpZY7S43XP54zmL42mAbedoKBFJF3IUlrRx0oyySrMFCoGQEgntDELH\ni7AbxVyOSth/Uf6elM9+m5BREv9OzD8DDPA+wl1LJGZz8ORYwFRfKZMhiDReHcS5HCId+vU9HvGw\nQO/QfQqRkIjLXv8sxOenpsjsMTgIDJY0VKOIb2xfa5cf7ZUxNdDiJsje1LEymiPNGkvucTTDdHpM\nQMfnYNMRxrYWwxJp5sBE5M0yM5xhxgaQCdQAACAASURBVFzFpff8GsGGmGRZzrEtZxhT02yFxXSc\nTqVKBqTcQMgGsyrDRjhJZCxiY7pIUOfaFh4PNa9xb/0spS4CYdsjzM1+hvGxx96xyPsnC8Uej0QL\nnyh0OoBbm7WEPFxeQ3m9pMNIgX94Gm9hH8GhqaQ5yFuCQEgbxxnCzmQG3oYBPlAohxG1MLyDDq+m\nTQZuwRfuGFJoYhO1ajLsiUuNTb5aOk89koCPEFtgCoCFECFPjGZ5fCzLdqB5YSXmxaZO8wjJeGXj\n4bKBJz2qGQfE3n1ohAEnFtha48QKx0iU6beQDdMrdN4IW1f5iPlLRuIlNmWOZWuEhj7EUzd+CYCq\nFfDfPLhC2Z1vH98NZSQF4zGi1xnnDYZMBavrzYnIUpUnCazTVOKT7QW2Sr8+VHQY6tNteLP5BsZ+\nHvibgKRZ/XkaVY+MJbGkIAgyvLF2AFsKxlIyIUirE5E0PbOkhSMtbGFjSQdL2onc6G0q/KDEQKY0\nwADvF9y1q5ffOAHV2u7ZLYhiPG2IQ1Cv5RBpUyJ9KEBPxESZ3rdMCJBWzFfepBdCG01kNJY0GC34\n8+1FflRbwXSSoBh8tFzplSEZONXY4InqMvfWy/wv81/AMLQjAtTq7WDT6TZtSNLuEsf4THOeWXOW\nAhu77q0shlkRc6zIWcJ0Es0R48dXEWIUyQTauBgCIrkJoo4wUNERBVWnHI0g0vK0tJ7GhJwKz/OU\n9zwjutO/wrIKzEx/msmJj74tXZOvNc5yvvoclbDEkD3ByeLjHMjdC3QM1c/UqqxGIdOWzScKRR5C\n4Z65TnZpDWt7t+QrnBnBW9iHd3wOk30LmQIh0iyD25YrCSFws0WsPXwbAwzwfkWodbti2rsJ2759\nWcxLjU2e2VqiFgmMGU42yjqKBlIIXBlw05/iHy/5eFE2HW8TGHyM3MIXTXwBu5zJppVpkGm2QWIZ\nkUhGhd8qiN3nrjSCGpDDYIhFSFFeoSgv82fWOMvqCH469v2tVx8iFyVj7pdOnKPsJsEdoTNIPYRr\nJGPmDWbFKwyz2+sWmgJb5n62xb3gaBASS0meHMpyph5SiTRDluRU3uZAtnOv15oxr6WvE8WMy5Cs\n8xJx8DBGTyJkiVh7OMqhJaLZ3J7m6GgTS1hY0k4q5Mm0F89gkT/AAHcN7loisRNRrGlqTZTW7JOL\nGUQzNVdPRJj9IWG2V9IkJdyI6vzezTvPQmijacQxQmjySnEzqPH/rb7G1aBOh0DEGLGOEV1N3UyW\nXOTyd9/4Mw6kzZP+/uwvs2HvLCcao9lEMgpdk5oyAZMsMmMuMMr1nsgYgEeRFU6wqiaoS4Xued3g\nk6SbbbGNxSaxLFA1umsP2NIBig1sGZIxI4RGEGvDsfAiH/WeY1J3UuFaOMxPf4rpqZ9/Ux1ob4Vr\njbO8sPmn7Z/L4Xr7524y8UAuB1GMe32DzKuXcJa3EDvWRXEx2ynZOtprurwdOjIld9C3YYAB3gYo\n2b/53E68VFvG0xHG9AZwYgxGK+rxNBeDIejxnQUYud2pXpfC0mBHLk6cwY0llo6QMurVW4kYhEYQ\nokUFYWZ6zh2LAF9VCVWdQK3gywgtW+PmwZ57PFYe5rPXDgFwI1/l6SOrZOMcmThkksuMc5U8W7t0\nQ5HJsWXup2QepGKOJgt5A0PiDACjtsuBrOJgViWegpY1OZUQXfVCni8HJLJUSc1YNDjKsexzEDwA\nKIweRrOCQqRzoMQLc4y4k4Py0gMMcJfjricSsdY0Y03YJYEX12zkRqrxz8XoBY8oIzFWt9JV8/Xt\nNb613Vkc3yoLoY2hGUc0dYgjwYt8vrR2jtca5XZUzGAwYgsj1pMJymQQuggmhzIOv3XzK20S8a9H\nH+Gl/OH07K2ZLaRl0E78CBGj3GTGvM4kF7F2pMcjHNY4wYq4h23mQIQIQuBG114dFXKAxQw1joht\nvmsyJFNSb4/Y2OTaFaIeMm9wuv4tpqNO1iNC8mLmIOcK9/CfjTzC3NtEIgDOV5/bY/vzCZEwBnu1\nnEiXrpaQUW+EU9sW/vFZvJP7COfG7jCq1inBOugSPcAA7wQMtnVnRs3tsEk18oE0G4EAIxBmGMxw\nT8bAEKYEooaAJNOgBW6scGOFisd3ybeMroIIaDXPbC3qY1EhFg18uZ2Ue1VNAtUglre+b1dHHGuW\nOdos8xtnPp+OqPAHp5aZiVcYis+Rp7TrOCNcKuIga/GTVPS9aYvQzpAlpZ8s+oEnx+cYJ7OnFOhM\nvdljclZCEZuYZVngcOY5mt6TgA2i2JM1HspEAxIxwAAD3L1EQhtNI4zwdxQAERsKdTVJLRsrMVcb\nRxC7nQHzStDgjzaWKd1BFkIbQy3yqUYBYRyxpld5tnqFJa8l/WmRiDpariBFjMUQ6CG0yZDE0mK+\nsPF97vGSBf65zDx/NPZY91VIZEsaQ0jBVJgxF5jhdVx6pToawSYHWBGnKHG0q9+DAWyMcTF6DkRa\n2SktvBQj0Rgsk+OK3ocxEygRIUSZSFSTCdfkkXqK+XiNjzaf50D0Rs91X820ulEnlY1+r5zUKH+r\n5umdqIS7J1wAWa6Rv3mZzOU1VL239rgREByYTEq2Hp4B+1b+DJF2ibYHXaIHGOBdgqVu3XyuGkXc\n9Jvc9D22whyxyScLXCOSwhN6ZAeBiFCijKPruIHEiV0s0+tLE/EQOzpPJNtNFiMaaBETqCa+1SBQ\nDXxVJZYa2LtTvW0ipqMKc1GZiajJh7ar3NvYStp/1j7MRO0IAIsTF6iP/G/M7lByRdj48jCHhz7M\nfcMPc8Wv8+3NJttNG4xECJk8pYgp2CUmnQwfKkxxujhOrbZ3z4XNMCnK0Xp+VxVoRhWaJk8x/wxN\n7zHAQsdDGBO1ycrxycae5xxggAHuHty1RGI72E0iaAjk+SRCbjDokx5kDWE20XwGWvMXlTW+W7l1\nFsIYg68jqqFHJQy4GZe44F/hjHeTejSSZgxaVY1ChFhBUSWLwTYRxUyGWFTY8gRBLHmofpXPbf8Y\ngLLK8n/MfBotWn1TQ0DjmAbTXGDGnKHI7hKlFSZZEUdZFfsImafbO9Epjycw6KSyk5lGizLCZBHY\nabaiyRumSJYoyUQYB2MmQWqEqDMZaT7W/Bonwss9177gHOO5/AHWVQ5tDHEqiVqJGny5cvFtIxJD\n9gTltBO2G1ocX5tgYWWSmUoRuN6zbzgxlJCHE3PofL+siEgkSu0u0TZCOoO+DQMM8K7CYFudFXWg\nNSu+xw3fS8iD51GJu6P+KpEptgmE1XWmmGxcYTisYSMw2F0eiV4pJ9hdZStiAqtKoMr4VgXf2iSS\n/q3rzBuBozPkI8X94VlORFeZiOtIDF48zENbFWygrgxnCkU++savAhCLiL9c+Jft02gc9hXuZy7/\nMBO5kyjRyQiczLkoAr661qQZZ4m1RMmIrGry2YlZjuf6BzmkSHwMUtoooZhyfEpBp9CGIzMIGxy9\nhaVqjBZ/yFb1cQwSP5JMFQOOTzaYH31rDeEGGGCAny3ctURil9o2AnUm22OuNmNxImlSgiWvwR9v\nLrMR9c9CaBMT6DglED7XghLn/Suc86+wHTcRZgppZrvmHs2Y2GZEXGYdlwoWASFSGiphBQ8HRyoK\nHvzm6jfTI+D/nP40W1YGg4cw60yxyqy5xBhv9PE95FnhBCtigYYYA1FOUvzEkKplSStStY5VhAg0\nMRbSTABh8ppxgDyGCB9Nhphm+jQjkeIp72VOBzd75tYr9iFeyX+Ui2IYrS6jjSFqV2+SREZzMdjm\npeba20Im7sk/xurr32NhZZJDG6Mo0xvGjHMu/sI83sI+osleb0lv+VVnQBoGGOA9hjaGiqlzodpI\niYPHeuDvXS3KgDB50CMInK7NGiPKjIQ1CpFIi1Z3ik+0yIRI9w1kndCq46s6vlUmVHV2mah2XNfW\nLraOcaNx3DiLHWc5Zs7zSPwN7FRSqlHkGlmO+WUuDMGlPKxm4cmlpxj1xgD44f5nWM9v0FD3UFMn\nKTj38tDUzJ6XfrHq4VoxrhXs2B6nREKgpIOjFEraWMKCHXKkx0ZH+OrqWs82W2T4zNwDnCx8BD8S\n/PGLmiCWRFrwxJFtHOvdN9sPMMAA70/ctUSiB3uYq7UlaNqCr22u8P1abxbir87McDTrEmifrSgm\nNJob/iaveEuc8y+zEZdTbe4Y0sz1pNaPuHl+bewEz67+v5whgxQReSJ8FA1jYRlN3s7gRZv8jdXn\nKeok8vPlsYd4JScY5QfMmhtMmVWsHQ2QIhRrYpplcZRtcwIhsiT5Bo0wYxg0kjiZXJEkmQlFIj4K\nsfDQKMClO+Qmk1wFBouYmILwycZ1PuS9zIPB2Z6+E29Yc3w3+ziee4SctDkmY5a1zWbsI9Ka4S29\nri0kT9evv3UiYQxWqUpmaZWHrpSRwcmel7USBEdnk5KtByYSh/yuKkrOQOs7wADvMWpxyErQYCVs\ntr+GZmfauAMJTDku006GWuRwvZ4hMt0ZiIRAGLFNIYJ8ZKGJkipLKCAgkk18BX7qaQhU87akwdIu\nbpzD0VmclDQI0cSIFYQp4OqYR+N/yyHzevuwKsPkwwrnh2s8k6E9tBa8YZ68/O8nz2/X+cNjFTac\n/xJpJQUefn64uPMOerDZbe5rEyJBOYScPYISimImj/abPcedr63zXPkapbDBhJ3jgeEZbjYNpTBk\nwrZ5dHSEk4XkHlzLcN98lR9fG8aPFP/03Ca5sSUeHz7AycLkLe9vgAEG+NnHgEgA8qrTMVfnE3M1\nEhalzx+trLDZlYV4YqjIL44NIUVMJWqwEVb5SeMSr3pLrMVpjwIDUEDqaQSdGuTTdpbPjx3ldH4S\nZUt+fzOLjDyEMNiAncbJGsbB1wFfWD3HCS855/PFSV4e0Typ/4LMDh2uATbEBMtijnUxjW71YTDb\nCON27dUqBxumTeNa7eKSzIRAEZJJS7f22qiFkEiT0I289vi54Mec9s5idxGZbWuCpzNPcMM+RFG5\n5FJj3pOZBte8Ff48bpWpVbQmvaK0WY3evNZW1jwyl9fILK1iVZq7Xg/mxxLp0rE5RDaPkDZ2KlEa\n+BoGGOC9RaBj1sImy0GTlbDBStCkpm/dYb6oLGZcl2nHZdK1GVMWy77i+xtQibo9EBojamnVuxgn\nFgwFFqH0Ej+DVSKQEaGKMbciDYAVZ3DjYZwoj6NtHK2Q2Ol1OuInncpJp/V5noyeJ0+NUMCGJdhU\nNjW7zM72EsYoPv76F3HiRFr542M/wrcKRGGdGUvxsckpjmUcvD3fFsG4bbEZJuN1t8djwnFQe5TT\nPl9b509L59o/r4d11sNLPFQ4isGmFIY8v5UEzlpkQhWvEMvjKJ0jU1+glLvAn4bn0n0GZGKAAe5m\n3PVEQpQU8lqysDSWIb7Xw5eaPw22+F5XRaZRS/G5iWGOZF0qcZVXmpd5qXGJG9F67wmNg2XmMCbX\n3pSTFr80doiPD+3HEgptInK5CK1yEDd3dH8GKW3uL9/gY5UlXh2C80XJtrvGQXrTz1WKLMs5VsQs\ngdih8xcgzGjvBkzaXM/qykhYdFrGJdkJQ5jeU0ISDILYGFzj8bD/Co/6PyJjOqn0bZlnNT/Kf3T0\nbzPR9Hr6NJyyN9mu/xuGgDFsyrjEgI1gWGXISZtpK8edQAQR7rUSmaVVnNXdPpBoJI9/zwGCe47A\n2BhSOrjSHkiUBhjgPUSkNRuRz3LYYDVosBo22YxuIVEiyVROOTbTrsuU4zDlOORUhyzcbAr+rCRZ\n9bs/2wZEFcQmRgQY0UTQwCifG0NNjNg7uwGgtI0TZ3HiHJnYIaszjFp5XGlRiasERhChMO32dWmj\nUrGFpMbD0WssxK+zacN1G8qKNLvRGSuFAWVGCeW9jFXu5+HlBwGoFlbw5r7F59Ku3U40zv7CFwl6\nij4JVNqzQUobS9h8ZCyzS5YE8OjoyJ7P+Vz52q5tXmzzzdIWE3YyFpeCoH3ek4UCP6hepVEIKFYe\nQRqbXO0U9eEXea58bUAkBhjgLsfdTSQaArnYa66+YFX5g9oGm7ozgv9cMccTwzYXgkv8ZWmJy8HK\nrlPZuAyLg2zHVnuCFMCTxTk+O7ofVwiCqIIRhkIWkIa57ATXjcaPqsQmQgmLjMpxOrzJ4fjH/P4B\n0ihWZwL0ybPCcZbFEWqqTyS/a14VpjsiZVCE6NRgmNxj69cfkZCJVhUpCazTKqEojeah4CxPeD+m\nYDrXrIocP8ge4/XMCFI63OuVeDA31W78BvD11a+2vz8l1nnFTAOgiMnJJG3/yfz+3c/RgjY4K1uo\nF15n4tIqIu5dDGjXJjh5kOD0ccz8PFLZd/kf9QADvLPQGGKThCKMSXpXJ0UUkvBDPY5YDZusRU3W\nQ49S5N2ygZ0AxiyXCdtl0sowYWeYzBhUnwJqqx78aEtyw+uWIhqUrCCt63hsoGkm5bNJRrV+lmCp\nBU5cwI3zuHEWN86ijEMaNsFR4EhFI46oRgEKyT7xKpHxucFJEulnQCjqjJrr3M8L+E6TFy12ZR6k\ngVlPouQkefcYh0YeZip3iJmfdMbJ8ye/gVDJMxmjCfwtLOkglIsxmcQcLXr7GEEnY/DC1nZfWVI/\nlMLd80Y9yhCzm2i9sLXNyUKBUtjA5C6Rq59ExUWyjWM08+fZYFC5aYAB7na8o2uuhYWFR4G/v7i4\n+PGFhYVjwJdIxvbXgL++uLioFxYW/gvgvyJZzf69xcXFry4sLGSB3wWmgCrwG4uLi+sLCwuPAf8k\n3ffri4uLfze9zv8AfCbd/jcXFxd/cLt7M2GvubpxoM5X3GVeaHQGxmElubdY5aZ+iX+4fnNHkzaw\nsThi7yMvprngNdkyHfJxzC3yV0ZmmXEyYJrERlC0LBxLIbLJfh8bO8q/8qs4MkMmXqMYLlHwryEJ\nudkVpI+wWOcIK2KBLeZBWIBC6gBDCGITIesIFDGGVobBiBBhkmyLBDIiwGifush2CZciBHErtoZE\nEyNBlpC6yalggye9nzCiOx2YPWHx4+xBzmTmiFMZVUYVerwOLzXX+Gb9Ouf8IgVcjogtZkUdWGXJ\njFI3MGvl+WR+f19/hNqqk1laTUq2NnuNhEZKwiP7iO47SXzsEFiqqx/4AAMM8E5iO2jSiJPPZJhm\nG1qEYT30aOhbd6AuSCshC3aGSdtlzHKxujxKUmqU6tXzlPyEQFxr9nqZhFwlUOcJZW3P6wkjceNM\n2icC3FjiGI3Wh+mWWRpipNA4BByzlrkQThOhEPjYVFgTDgfNMgt8hzUxjpRlRuVlUFVWxc5rwnwT\njtZgX/YBrKNfAKuTNc5fsnDXk+l3deo8lbE3sLGQCKSQZPPzjBaP0fAaxM1bv58nC4VbEoedmLBz\nrIe98tjYSKydnbyhXeK8dUy9+CpD208gUORr95GZfO2OrzvAAAP8bOIdIxILCwu/BfwndApr/+/A\n31lcXHx2YWHht4HPLSwsPAf8DeDDQAb47sLCwjeA3wReXVxc/B8XFhb+Q+DvAP818NvArwBLwL9b\nWFh4iGQW+BjwKLAf+DLwyO3uz/+JbJurN8fq/KPRK2x1NSgbsktsiRf5drN3QlNIjjjznLD3k2WY\n7zVWuRh1FtmjyuazI3Oczg61JTU5qcgphRQCkYnbRTMO2IaPWMvc3P4BUvdOhMLAUGDxvPsEa2KB\nWHRnC2ySLIVAYGMzy7wdoUWNN8JtYpNQHiO2EWYKW0jyIkIZA0QYLlCXBvQBwEmph0C2zmk8jger\nfLR5kcm4M+EE2Lyef4xvO0eJxCaCTTARVlqSsOV1eKm51u4RoYRFzZBmIlaZFXVmRZ1he4pfnPhQ\n7zM3g7bvwd7aXY89np0ivG+B6J6jmFz2Nr/hAQYY4J3A2eoWNxp1SqHHdhzcVqI0ablt4jBhu2Rv\n07DRUkmgJdARS40ar1Zctvxe07GWq8TqAshKz3aBRJHFijJMxBb7VJ44NjR1RD3y0WhEq5lcezyN\nSWRRoFO/2Gq0haKKlWZvDQZjQraUZsp6g3FxDiN2iFINTHmChZrhUB0sY8PxX0NP9Y5zKlKMvphE\niowyXDvxbTKi188wc+AzWHaBrCjgmwgdNYiiJvTJGrxZPD58oMcjAaCEJq92j6kTtt1zjJ+5SmTd\ngxWN4jYP8YA7KAE7wAB3O97JjMQl4PNAqyj2h4Bvpd9/DfhFkhH8e4uLiz7gLywsXATuB54E/teu\nff/7hYWFIcBdXFy8BLCwsPAXwC+QZK6/vri4aIBrCwsL1sLCwuTi4uIO80IvRCl59M2sz9+bWyJI\nB2hDg9h+hQ3Z6cYsERy0ZjjuzHPYmiHQmueaJV4Prrb3sYXgE8UpPlacxE67J1kIiraF3WIOlsEX\nFZZWn+PSxncp1ZfS83cw5sOxGox7Lv9g34OUZQFjOlGzTv+Hlk6XpFVcsI1lbbDfGcWiMyFshnUa\ncRYPh6KV4eMZ+Hr1HDAMYhNMp7SgwHAivMbj3nNMxx1/SITkJ+59nM89imtPEIQVAp3BlQZbVDEY\n6tE2E04y6XyznvRsiGMPpWNCEwKCS6LIrEoIwsli2lAvinHf2CCztIZzcwuxQwKhhwqEp09QfOoh\nNuTAJD3AAO81nt1c7ru9JVGatDNMpORhWN2ZRykyERtRhc14k1Jji1U/oObPI/S+HhOxFiW0dQEj\nt1BIppxh5t0RbPKUfItmZDOpHB53ixzIJuPFj8s3+VElaY4pkYAkTOs2QbQjlZnQhrqxUp9YSFaW\nyKplMnIdKXSvmMdAMYaiN8QnShVyOnknrtsj/OuxB3nILvCYsLCkgxIWSjoUzlioenKW8MlxZh/8\ndVav/xleY5lMbpbp/b/E6FQSCxMCpLSQzhDKLqJjjzhqovVbX8C3PA3Pla+xETYYt3M8VJji5fLu\nc7a8Ft3HVIqvMLT1MQSSrY1DMLH5lu9lgAEG+ODjHSMSi4uLX15YWDjUtUmki31I5ErDwBD0dE/r\nt717W2XHvkcAD9joc45bEgmAhor4JweXCFRCImJ5BW2dBxEjEBxwJjmZ2ceJzDxZ6RIZzYu1TZ6v\nlnrKEn54aJzPT+1nzO5UaMrZioJlIQREOuDy9g9ZXH+GKxsvok1vqjrvjLIw9iCHfvJ9xpsBMYJ/\nePAUdWVhUQau0TSzXbXRkyZ0kGQSAmO4YUbR8RbEZTBlLJO4IZrSQQuR6H2F4ruRQ6TyZLRPIHQS\nlzOjzEVbfMx7noNRZ5GgESy6Mzyf/SjGnmU4LUnoRCGBEYRmAlt2sjEH5E1GhnOU1j2M8QnD7bSQ\nbOLOqBmLISvLIzOf5Wh9HvXiFcTrNxG9jkJwbeT9C6gPn0IePUBOJjP9z6Klb3Ly1uUdP6gYPNfP\nPorKZtrNMu1mmXKyTDoZrFu1oE4RG00p3GYt2GIt2GI13GIzrCQLd+Mio+NIvT9d9CcwYotC5jqH\nipID2YMcyj/MjDuEJXcYKbTBrUC3r3prq0nRydCMQmJjkMKgdQiEIHZWNhIIIobkNZTaSMnDDmlR\nSh7GQ7CjAscqFvv8Mi1G8kzhBH8xdC8IuFneYFle5aOTR3hgbAbbKxL95EpyniGL4V85wEjmMCdO\nfbLvexXFBlXrDq4kY7DWEXHUJAobaB31PbYbw8O92YZHhw/w6PyBnm0ntyt8Z63Euh8w6To8NTXB\n6ZGhXccYA3/0QsjNbZtrm1mapsDMyK3lV+8Edj7TzwoGzzXABw3vpi+1OydbBLZJiEHxNttvt2+w\nx/ZbIhKaf37wKhtu0M5CGLnBnBrjuD3PMWuWnEyN2E3DYrzNd+rrlLtKFM7ZGT43Os9hNw++puI3\n21mI2I953XuVpcp3uFx7jlD3mtKUdDg48mGOTTzJbO4Y9jf/J0TqBfiT6eMsZYeI4jyRmcCQASK0\nWEOY0Z5mS22IgNhIDEmGIhYSDwHGIEXSbTswESUdYYkcjqxiG5/R+AqPNb/N0XCj53SjIx9ibvaz\nPJKZ5rUbb1DX4f/P3p3H2XGeBb7/vbWdvfv0vmltLaVdsrwoXhPHcRbHCSEQAoQtkED4MDAMc7kX\nPnfuDIHM3AuZ4UIYIEBgkjsEnJCFOCFkstqOY8e7Jcu2ytqXlnrfTvdZq+q9f9Tp7tOLWmpZa/fz\nzUef9HlPnTpVLbmqnvd9n+flbClHRYdoDTYBgbZRWpOiQrcaIVUuMDqWp1nFOVnuY2pwwcTAxGBr\nPuTNJ9fR/sMRzFzPrO/TShGs7YqmLm1eD9XRDYaiKV8tLRkGBnIsJ8vxnEDO60ZxqUHRAy2ryWhz\n9hQlDeWST3nOtqEOGQ0mGPRHGfBHGfRHGQ7GCedO0dEORrABI1g7a82dpFliZ32RvXUZ6pxdGEpx\nND/Md84eY6RSoMFOsCfTwYZktKBbbAKmnqttLGKGyXi5RBwLZcKEX6QSFtAqiCrbTU8RDUgaR8mY\nh0iZRzDU/JqrSd+gpRLS6IOlFZPhGm4Z6SFW7RgaN+I81HALh+Ot1amiGjSczY/z0Mn9VPwENz2e\nx/KjC2Pp/iYmc/mo6+s8ghBGz5vPbABpgqBM6OcJgiILLLVKfX2CsbH5JbLnWq1sfrqtY1bb+T63\nuyvg7GjUtfPoKzHevn1owe2ulIs9pxuNnNcNYtW1PoDry9UMJF5wXfdNnuc9ArwD+B7wNPCfXdeN\nE5XB2EqUiP0D4IHq++8Avu953rjrumXXdTcQ5Ui8DfgoUYL1H7mu+1+J/noNz/MGL3QwH3M9BmNl\nAuMErXYvG2PtbLT3kjFmomYTg5z2eWSyjxM1yWkpw+Rt9e3clmqcXlgNIGVa+H4/Lw8/ztHx7zPh\nzy3Lp+io28aGpjtZ13ArdnVO6ujjf0rzWDT0frhhHc+37cIvlqjoTqZuDAoHpdsIGZsXSBhU8yGq\nJV3D6gJ0U5OmlA5BzdycQxQdKsaOiYNsKp2bNbKfdxKU69fR0ng78XhUYSlmBJyuFGs+H31Hoxrj\nXuP4dHudHSVN35dazacmjgKQIV/iSgAAIABJREFU9hW3D8a5pz+BOz513DN3xqC5IQoetm9CZy4+\nYVAIcW2sS2bIF+aGDFFnxXg4OR0wDPqjDPlj+CzSW60t4qFL6K+enmwEkLU1b2jQbKuL4Rix6elR\nj4+c5ImxUwRhgGmYFLXP8HB0PdmiGnF8A0dZxE1zepHJBjtBbznHuJ9H60J1uEKhqJAyTpA2D5Ey\nD2Oq+edUCepI+Q5by4PEq6PQeepIFZvZMzFz7Xs13s7nszczacami2yjkyjq6C8ksIyQl185za2v\ndQEQdMXw99TN+765LqZytWk6mKaDpUNCv4jv59F68TU5lmLu4nW3169hS10Lq7JFzozGOTce5+xo\njM6s5EsIsRJdzUDi3wN/47quA7wKfMHzvMB13U8A3yd66v0/Pc8ruq77l8BnXNd9nGjE4aer+/gI\n8FmiRIFvep73FIDrut8Hnqzu49cu5mBG4yPsMHPsszuwUxtmzZO1DZMQxZP5AZ4rDM0q53pHuon7\n69tI1vTGhcEkw6VneDb3OAPFw8yVjXWxoeUuNjTdQcppmvXemVe+yrqeZwEYctI8tPp2CoBPI0oZ\n6OrNy4jS/TCJE6o+FNmoF0+ViKtB8qqE0lEYoefUL1I1vX/JsMid+SPsLp6idpBozEowmcpQdOLA\nJE8NPwzAmuQ2QjUKNcGLoQxCHVTbZ75le/2bcJwGbrdbsF99gvreODuHE9hz6iGGyQT+9k1Udmwm\nbGu+uLulEOK6obVmIizMGmkYCkYp68Wn2SSNOM1mlkazgUKlndOFBJWa60PG0tzeCLvr1bxpUkfz\nwzxZDSIAgjAgFwZgx/FG+7kz04VlG9Pbvpg7Q295kkJQoRDmUSoAFZAy+sgYZ0gZX10weCiGrdiV\nNBV/LTuCl2mqWb+nX69h7+gojUEURFQw+Vb2Hg7WtzPpl6rXXwOlk6CbqwGQIghM7j04c+0vP9gK\nxoWve1Nb9Iy+xGuDjzJR6icda2Vz8xvpyu6cva0yMO0kpp0kDCqEQaGaoH3pFlq8bur13jU2Z0aj\nUftnT9XxrvoBuZQLsQJd0UDC87wTwBuqP79GVF1p7jZ/A/zNnLY88L4Ftv3h1P7mtP8e8HtLObb/\nPdVK2a9jMhHV/TaVgWOYWMpgf3GERyf6KNTkMmyIpXlPQydtdnThDHSFgcJ++iafpDf/AuGcXre4\nWc/6zB1syN5Nc/PqWQmHPWMvcXjgURg/wz1HopyEijL4k86bOOsXqLMSGCqBgaaMj9ZgEGDhE6CI\ncZYER/GNJJXqiqYGienl4ywCkrrAhEoRYqBRxMIytxaOcXPh+KzVqBOJVfQl4gwZpXkP9IdyP2RN\nchslxmmwHSaCJJXQwjFCYsYYaB9D2WSdDnZm76O7tBbrh69iHz3JvcXGWfsKVchQ0xj6pltJ3PRm\nFiwSL4S47n1l4Pv0l0co6vkP4bXiyqHZyk7/abGyOCrGa5Oal3KaUs3spqSpeUMj3JxVWOd5wH4x\ndw4/DKpdKtH/FIpSuYQRhJh14AcljuYHeWT0FGUdMOGXQRVJGOeoM8+QMc5gLjBtqRi2MRFsJRds\nxg8TdOtXuSP4HjbRtiViFMprefP4kWjKEtBvNfJQw4P02c20WmPcnazjeL6Xs36IJqraZ1ZHWe7q\nrWPtRHTv8HdnCNdc3HxxpaIg4rkzn59uyxX7pl/PDSamGKaNYdqYdoZY3MTIDV5SgvZCi9dNtX+w\nq4XupjzHhpIMTTqcHI6zrqm44PZCiOVrxa7dZVgBZVNh2waOYWMailPlSb6dO0ufP3MxzJoOD9Z3\nsDMZDUOPFA/TM/kDevNPUwlnlyg1lc3q1C1sqLubzuRuDGWiMv6s5/OeseimYAYhbz7Zh1Mdcfhs\n61ZOJupB+wxVcihdh8LBUia+rhCg8LGxmWBjeJRGPcCwauaYuQWNxtYlAmIowKkOa8d0CUPD7tJZ\n9hVPkKjpLYzFWunseJCG7F5e6fk4C63CMF6JZoi1WynOkSdpjoNS1SoqNp3OFn6u7oNYR05i//A4\nxqg3bx+5bJne5j5yq+M0d79juhqJEOLGdKrUN6/NVhbNZhQsTAUOaSMx3YESaM2RvOZALqRQE0DE\nDdiXVdzaBPYFeuhHKgWUgqC2WIXW1BdixO0y+cooJwsVvjU8TkHXEVdHabYOkjZPLDjyUAqbyQVb\nmQi2UdENADg6z13BN1inZ65lA3SyNqe5tTQz2vx0chdfr3sTFcPGMqLjyekYv73hvRyaHOBTp88x\ndU2N+wbvPdEMQNnU+G9tXvQ85zo8+MiC7a8NPnreQGKKUgrLTuDEG9GhT1Ct+qQvMHI0ZaHF6wCG\nqu03rR7n+HACrRXPn6pjTWPxYgZahBDLyIoNJGIxh4QZrRQ6FpT53mgvr5ZmCkjZyuCuVAtvrm/G\nDwY5MvZdzk4+QX5e3gO0J7bRnbmbtel9OGbNSnKxsDY1ASAaidCavWeHyVSrFT2Raeeb9Z2osDLd\nywZD2HQQ6GDWWIevchxWG9kYhjTpQYzAo1etYlIliOsxDBS+MsiEE+wrHmNtuUi85sabM2I8kdjA\nqUQ3mwLFfcVB6uxmxipzi1wpsk47r5brmajsoTc/gWWUyDgDZBnj5v6AHx8sk+x9eF4IEmbrqOzY\nTGWHCw11tAPtCCGWA0uZNJn1s0Ya6ozUgmVeQ605XtDsz2kmai5kjoK9dSY31xvUJXwWW05SoXCU\nQbOTZKw8jF+zbWMphqOhzj/DiXw3T+UOkTIP0Gp6mGr+Q3AprGciXI0O2xgJ9hCtyRNpC09wR/Av\npKrZzwEmvaHLPSNHSVVHX/Iqxhezb+FQYsv051JW1PE09XC9I7uOdSNFevI5fB3wI6ebqK9Et9rH\nd5TZl51bKWpxuXIvs4uERyZK8+9Fi1GGhWWksew0gV8iDArnTdCestDidQBNdnSfq0sEbG6dxOtL\nM1a0OTKQZHOrrHYtxEqyYgMJUhaVos9TE/08OTmAX3Mx3R7P8uZUHdp/nuf7f8Bo6ci8j9fZnWyo\nu5vuzF2k7QUKkxqg4vMXD5ooD9A9kmf1WFSNqNdJ8qn2rVNrUQMarTWaMWzKVGgmyk8ogxpGq8mo\nEojRRZM/SFb308wgIzRz2uykQIJdpR5uKZwhUVOitqBiPBXfyLOJDnxlYuoSp8pDfNaf5P74bqh8\nOwpglIGq3rTs+Lv4+/4JwKbZSrF+aJI39QfcPeQTCzW1lXt13KGyZSOVnS5hV5vkPQixTH2k8z0U\niosn82qtOVmE/bmQsZrOb0vBTRmTvXUmcVMRc+bvR2uN1iGGCrEBixB0yM2pBo5NHMXRBr6ySZUd\nUoFBB68SqFMcnHyMtDn/obccNjARdjIZriKgnkD70T6r044M7bMnfIyt4dPTIcoojTiFJt4xOZMf\ncMzp5HPZ+xkzW0ErLFWhzikQq67C3WQnsZw0lp3hgfYN/HPPUVK5kPvORGsx9McrnL5Fs+/if9UA\nZGKtjBfm1w9Jx1qXuKcZphXDtGLVBO0ol2KhBO2FFq+bap+yZ1WOIwNJgtDgxdMZupvzWBeuAiyE\nWCZWbCDxUnGErw+eZrymnGu7FWdfbIKY/xVeHngRzezh35iRYX3mTjbU3U1TrHvRhZZUPJj1LK2U\nImHVs1o3svNclKgXKMU/dLloFWISEmKgdIhDJfqZPFoVqp11UahhVBOkC8yMfPSrRo4YG9hQGeEN\nhddorCk1W8Lm2dguno3vpqBiQD8wQYBBMZggZiR5JYzxU+0f5OXR7zJa7iXrtLMjex+fH26nc3KM\n23t72dfbS0N59vQAbRgE3aujqksb14K1Yv85CbFiLHbd01rTU4IXxkNGai6fJrArY3JLvUnSjD5v\nGlGwEIRBVLwh9IEQW0HMMLDm9MJvTmZZExynX7WSCCqs0n0knR6UUSZa8nJGOcwyEWwmF7iUdROG\neZaUYUBQwARsFVJBU6f7udP/Go01CdUn2c4to+fo8KMOpADFt9Nv4Lvp21CGgSIgRBNMf6NCKYN7\nWndh2VFJ3W31TZzID7Lx2TJWNZn8H3ed5ECun/WjGW7Orr/o37fb8iaeOfWFee2bm+elHC5ZlKCd\nwrRThEGFIMgT+EWmCnEstHjd7fVrptsBkk7ItvZJXjqbYbJs4fWm2N45P6ATQixPK/bJ76H+Y9M/\nJxTsME9SX/kG4+WJWdsZ2KxK72Vj5h66Ursx1EX8yiyNcmZGOGJWkoRdj6oU2XP8OGZ1gYUDXa2k\nUiFWuUJMaUIdVFdThbZwgD6jJVoTouYWaVd7jRI6ChYUoIN63jf5Eu3BzLH7mByIbefZ+K2M1S66\npLOgJjDRBDpAKYs+P082UGzIa4olSOcVXeeG+cWjPazLzS9yfjKToW3fLvxtG9Gp5Lz3hRArz7mS\n5oXxkMGajm0D2J42uK3eImVCEPqUfY2mgu0UqFQCFBpHmSQNE1uZCwYqWmvGS6dp0afo0IdRKpx3\n9wrDNIVwE8VgIwXdQkVbhBhYKiRrRVM/c8onxACtcYOn2BM+gVXtMMqTZqyymbePHZguSDFiZvjH\n7L2cdNZU14aI/gCEaHKVGGvT9dzZ5LK9bnZxeXVqiD1DnQC81jzOgbVRsPKt/gNLCiRWN+wmDI0L\nVm16vaIE7Xosu666gnaeMCyzJd0yK3BYyM6uHF5finJgsL8nw6bWPI51/ilTQojlY8UGEgAKzTpe\nZVXwHaygPCsXoSG2me7M3WzK3E7MWtr6BioR7ckybBJ2A7YZQ2tN4fE/wpyMFu7pbW7nTFOWrfFG\nTGOC18qKUR2S1EVW6XM062EawjzHzHUM66iCk0MZs3rT69Q9pANYVYLbgqPT3x2iOJ5Yz3ece5gw\nMjSacfAnmJ4Hq6MyrjECTCMKMBp1wMnjf0/TSJbuwW4axuoxdD8NNec0Eovxw44OftjRgW5p5Le3\nz14VVQixMg2UowCit2bAUgFuUnFzRpMxywS6SN6fmWppmT62CokbFrFFgodc6Qx9E/vpn9hP0R/B\nnrOZCi0c3yEWxAnN3QyEUe6CjcZW0TjFB1bvYEsqzf869gm+TwcxXeSmyou0hTN5YT1sYE1O84bS\nC9Ntx+N1/HN2J2NGCbSBoZgOIqYCClM5/PL6++b/UkLNXQeiK2iI5qE9x6eHTHqLF1wvdfY5ElVn\nutyBw3m/TylMK4FpJaoJ2gUCv7hognbM0uzsyvHcqXpKvsnL59LctHr5LN4ohDi/FRtItOuXWauf\nIsnIdFvSaqMrdSdrUnfSluzAVpcw0TMWYpiKuJ0hbtVN3yDLr34J/+RjABjZdWx6xyfZbMVBa06e\neYzvn/0MI5UefF0GrQmVokvl2GCcoieMcyTMMKlipCixyT/J9sIQDXOu60fsZg7V72HCbqZYTmBr\nk5QZJyBg1J9Eo9CqTAIfm5CE0cDGkZD3nRmju38PVjD7n4NvwDNtHTzZ0cGhxkZ09Vx+tqMBIcTK\nNlTRvDge0jOnqmh3POSmTIUGO+q8qL1MGSjihkl9LMQ25t9+tNZMlM/Sl4uCh4I/f8VkFVqYfoaY\nb+NoquWvDTL2EDl9kjN6NWUdx1FFNtojbElFHUFpp5G1pR62Vg4Sq67BXcHijN7BvSOHqatOCQ2U\nyavZVo7Hbbo5iYHJE2odmvjcI4EFSskCWAdytE1EJV4fX9/PycaZqT7t8ez5fqULupbZZlGCdgbL\nzlwwQXtr+ySvnEtTqJgcPJtma/skcXt+nqAQYnlZsYHEVv0NACwjRWdyH53pO2lwNpCybJKGseg8\n4PMywE7apGMN0739AP7AK5Se+cvohRUnce9HUVYcrTWMj7LK2cjO+G6ezZ9hXGkMwA4VhHkCw+G9\nLe8G4LWRR7HGjpEuTc66uQxZDt9ObKMQ7yQVy6ICyFglTJ1FKYN6K0NCmRSCHO3qKMmyw76+Rt7U\na9OU94HU9L40mtH6CfpbhxlsHifY9TOMnhtBFcq0Jxze0tHATY2Zpf9uhBDLwkDB5+khn9Ol2dfI\n1bGAW+p8muzZD5kKcDBxDAPbMHGsCnbNYnNaaybLvdMjD/l5FeQgZtbRltjNyNAwuuJjMx5NbwIM\nDBwzyZBO0YuJbZydrsXUr+o5NDnApkQdDZUB9lRmRhyGVRanWM+7c/tnsh0ya3m2Lk3ejlE7Dp0p\nDzOuO2qe6qMfuhILVGAqBthPRqMOBcvnyztnr8Vwf+uu+Z9ZxPVSt2ImQTuoWUF7Jky0Tc3uVTl+\neDyLH0ZTnPatG1tkj0KI5WDFBhLt6Ttpi+2lPbUHQ1nYyiBjRQvSXQqlDJJ1aRKJ1Kx2XRqn8L2P\nQhhdcJ19v06QqKOS74PJcXQp6hmzxk9yU9DKsCpyzpikgE8CizVhlg67i3O936Bx6BV0TSnXipNm\nIJEmllrF/bHdvBzYDFKkxcrw1noXpVN8a7SP3nKRLVY975vMsOGUjdk7daOe6S3KJwr0tY7Q3zJM\nORb1ssVTXWxpzEjgIISY9sWzZWr7yTudKIBodWYHEDYGjoqCB6P6NGwojW1G17DJch99uRfpm9hP\nvjK/lKllJDGMLAFxUuZqOtlLzDlIQZ+iom1CHWAoE8dM0pRYTa9ehVkanW6PmSlsM84Lg89QKTxC\nsdwLgEZxVq1h59g4q8ozD/mJTe8i6HoP5tmHoDx7JGSj1cOrgUOoWglCE9MISNkV3tGxd95x20+O\noorRtfXcHQ7phjQTxVHa41nub921pPyI65FS5nkTtDe3TnLwbJqJksWh3hTbOyZIx4IL7lMIceNa\nsYHE3Wt+g4nJIgpImRbJ17HScsxKEo9nsJMzQUgYVgj8IqVHfh89GS3gZHS/Gd25i6AyAcUSlGYm\nFZfKUXm/Rh2nMYiG0LUO8Yt9HHzlPxGGM9sqZZNKrqW97W3cXr8Ty0phWWl+RBk0NqYYHp6cOghu\nHS5gHRvGOnkGFcweZg4Tcfxtmxju8jk8+A/zxtDbVj9wyb8TIcRyFV0oWu2QW+p8OmMz1xUTRUxF\now/GAp0yvu7hxMgL9E3sZ7L6YF/LNlO0pnbh2G2cHj+CVgpTK8yJCj08xqpMN71BHzYxFApVza/Y\n0LiPJwf7SDtNMzvTIWuLL7Cu9DzF6lScmNPK2tTt7D72TQiqC4869dhbP0xmwz7GRvOQ2M7z+UPk\nsTB0CApCDBpiFnG7QkUXaXbquLNp5/wE68Ey1v4oNyBstGm7by2/Y218fb/t62REYiFzE7QNP8/e\n1eM8dqSRUCtePJ3hro1LywkRQtxYVmwgYahokaO0ZWFd4pXaNBwSdl20/kKsSKVUJgyjP2hNcOhr\nhGefjTbOrsXY84Ho53IlCiRqxJxmStUFhrQO8f0JKv44tXNRlbKwrXpMM0EYljjb+zUG9Qgn/FOM\nlfuod9q4Q7+TlqF2rNdOYB09gVGY/T3aNPA3raOywyXoXg2mSQpY25+i7/TXKebPEU920Lb6AVmF\nWggxT2dcszNZYVUsRKmZqUsxw8Ay5nfIFP0BhvLPM1x4nnylZ977tpGkJb2LtvRusoluDGXy3LmH\no+mlGuqKMZJMYihNrtTP1uY30ZN7hXxllLTTSHfDbXSkNtM8lptePC0e5tiaf4RsMLMKd1P2DjrH\nA9Thh6fbjKZdWFs/jHLqADg0OcAPJnJoq4nAz5NDobSizo6hzASl0OdHO2+bF0AAoDXOo8Oo6iW7\n/EALl2NBhes5kJhSm6C9ZZXPwXMBw5MmRwaS7OicIJu8uJW0hRA3nhUbSGRs65ISwbQOUIQ4Ko6p\noVIcxnB8jMqc3v4Bj/DgP0UvrATW7b+OMh3wfSgU5u23uel2zvT8M34wQaUyTu20I9uux7bqOayS\nPGc3MKwcGrWPGw6ghx8mHmsjWbJZd0KT+f4PSVaT/GoFXe1Udm6msmUjJGLz3m9ovVUCByHEBf14\nV0i+EC44dWlKyR9iqPA8w/nnmaycnrcPy0jQktpJW3o3DcmNGGp2ADJZiYpg1Fcgo0tRXjNQ8HN0\nZ2+mO3vLvH3eXr+Ghwdeoa1yhM2FJ7CoJkIbCbobHyR94lEoVqd1Kgtz409grrofVTNy8uRYNNXJ\nNuOEYYgZBoCiFM6c3w+GvAUDCfNYAfNUNMoRbEgSbEnN2+ZS3ABxxCymabFvI/zr/mga2QtnGrh3\n8yCLraAthLhxrdhAImmbXDANTIeE2icMfXRYQWsfR8WIWUkgWkRJKVA1Q/t+30tUjn0b8+x+VHVl\nafPWD6PSbRAEMFmYdz3VOqTi56j44/j++HS7YcTpbH+AlpZ7+NrRv+abVmvUO6VhWJv8gFbe2xfn\nrsEOukaz06UJp4T1GSo7NlPZsRndeP5KIc+NHuebfQfoLY3SHsvy1rYbfx6vEOLKiBkWlqGwjNm9\n7SV/mOHCCwzln2eycnLe5ywjTktqB63p3TQmNy26Jk/arsco9pPx49FVTUUFV+tizZzv0XpjPMn9\n4XP4hRen21RYz5ZCI3b/l5jqnFHJDqztv4qRWTtvH4OVmcU8K2F1br+CSk1u2mB5fO7HINDYjw0D\noBWU3tly2YYSboQRibnWNkF7vaZ3THFiyGGs0kpzsjAvQVsIceNbsYHEPFqjiVZXDcMK6Ao6nLl5\nGIZN0qrHmFOyUMVCpjq0/L6XKB38HFauD1X9bBDPoOw4RhhWgwhd85WasbED9Jz7KsXi2ZrvitHW\neh9trfdhmtHowot2G+gQHQRsG3N4Y3+GfcMJksHsnrGyFXC0bZS19/4iwaqOC96Fnhs9zmdOPjr9\n+lxxZPq1BBNCiLlSlk3eiK5jJX+E4cKLDBeeZ6J8fN62horTmNhJR2YXzenFg4cpMUOzK7uNkyfH\nZuVBAHQ33LbgZ8YnXuX46b/Cr0QP80or2sptNE9OYoQnZo6n441Ymz+AMuePygI028np6VG2YVKp\ndgbZNVO2mqvToGpZL4xjjEYPyP5t9ei2hfd/KW7AOAKlYN8GzVeej47+6WMm77ppboJ2ARmlEOLG\nt2IDCR0EBEGxms8QVIOG+Rc1pYzp6h/z3jM0ypkZjaicfBSjMIZRiYa3Q8shSDaiTz6GleyGcGbb\n8ZzH2bNfYTJ/oua7LFqa76G97W3Y9kylJMtMkSil+cmzAff0J2kuz/5rCwk5Uz/CobXjnOnMkYi1\ns2p150X9Hr7Zd2DB9qWuviqEWBlK/ii9E08znH+BXPnovPcN5dAQ30ljci/Z+DZiliJmX1wvdJ2l\nSRjQamyloa2Bk2MvMFEenpULUSsMfXr6vkjvwNeZun7HSbNqMkui2IuqLjOqMVF127G3/uKi3397\n/RoeHnwVUKTNOCN+NEKRrgk87mxyZ39oMsB+Kkoo1gmD8luaL+pcL9aNOCIB0NkAa5o0p4YUZ4YV\nZ4Y1qxrPv4K2EOLGtGIDiWJxkKBSWmQLhWMmiJkJOE9JWCMezrrI65GTWIXqDUUZ+OlWUAo93htN\nawImJ0/Qc+5hcrlDs76rqel2OtsfwHEaZ/Zf8kmdnsA5cpCPD8yfb3ssVebxllGoe42CXSZsasAy\nDXa0X3y1pd7SwhU1lrr6qhBiZXji6P/B3E4XQzlk49tpSuwlm9iOoRwAFBrHWuw6G7EU1Fsa2zRI\n5NPEzTjpTBOrMtvP+5lCsYdjpz5Jvjgzjaq18T5ajh3A9GeSusetGMX4apqDBdZ8mGNLqgWUwaPD\nhzhbGSajy1iGjU2C1lg9dza58/IjnCdGUOXo91G+rwmSl14BcLnZtyEKJACeOqroatDT98zaBO0w\n9KPF7ioFNFIuVogbyYoNJBZjGg5xKz0vAbCWsjSqZuElXRjFmhicHob2081gWqgwxIi3UCic4+y5\nrzI69uKs/TRk99LZ8S7i8TbGx1+h5/Q/k+4P6BjuomEkPV0BZMqIHfD9lgKPteQ5nfK5o3CSziBB\n0QzJJrq40/0xGswdF32u7bEs54oj89uXuPqqEGKliC5KCptsYjtNiZvIxndgGvOn89iWf8Ee9YSp\nyZiKuJUiXklhhot/QGtN/9B3OH3uH9E6SqgOlY3pbKT59EuY/uD0UR5PZDiRzKBVgR2qmTUXODOl\nTJptn/WV/aw3galbgD7LzQ076Zpb7rW/hHlwIjqGFgf/tst/3bxRRyQAmjOwsU1zpE/RP644PqDp\nbp2/nWFYGNMraBejkYrzrKAthLi+SCBRQymDuJnGOs/82VpGfKbXRIcBwVN/jqouOhfE69BOEhVq\nymGFYWeCkUMfo/aiWJfZRlfnu0km14DWlE7sJ3HoEHuH12LP6TnTlslw8wTPNA3ytXoY0iaNQYm3\n5wbZU3TYlXs7pTfuI+heTUtLhoGB3EWf81vbds3KkZiy1NVXhRArQ0t6L3XOLhriOzCN+VM+p6ia\nxecWYgB1tiZjJ4hbGYyKgVFY/MGxUhnj+JlPMZbbP91WNutJV9JsOuthVnPQiobJy5kGRu2Za/mp\nJBcMJOx4I4fPfn7B914bfJSu7M6ZBq1xHhme7jwqv7MFzMv/1H8DxxEA3NatOdYPoVY8fVSxrllj\nLFIV17TimFb8vCtoCyGuLxJIAKCImUkcM3FR3T+GHVI7WBG+8iX0QHWqUt0qdLYTf/Icw3aRkXAQ\nPTmTSJ1KddPV+SNk0pswJorED5wkfqwfK1cAOqa302jG6nKMdAU0v+23mMy9ROrQ3/B+gHIZVSii\ngoAO677pIOJSTOVBfKv/AL3LaPVVIcSVsaPrI+QnLzyn3VlkNMIxNI2OQ9quwzRsCDTGxOJBxOj4\nCxw//Sn8IOoo0ZgU7A66x3K05meusWfjSY40rKYSFEEHoEyUnWJSVRbdv2k6GIbFRGn+KtvAvHbz\ntTxmTzRty3dTBJsuT7nXuW7kEQmA+iRs6YRXemAkr3itV7PlIlL4Zq+gXa5ZQVtGKYS4nqz4QOJi\npjHVUgpUfCZpOuw9QPhqdYEjJwN3/BrDvY/TX3xhVgJZIt5FV+e7qY9vIX56iPjR/Tj98wvQ5uMF\n+puH6G8ZppSogGHRnIgEKPJ4AAAgAElEQVTTkIjWeOg7/XWK6hyxxvW0rX6AVOutr3tG6c3Z9RI4\nCCEuG0OF5x2NqLNMmuOZmQIWuhpEnOf5MAhLnD77DwwMf2+6LZXoJlfS7OnvIR5EAUKgDA43ruKw\nA+lYCoPZD/bpmvyzhZhWVCEvHWslV+yb9346VjMnxw+xv18t92pWF5+7Qm7wOAKAW9ZrvHMQhIpn\njis2tmmsJaSSGKaDYTpYtib0C5imAuavxySEuPpWbCChMIhbmQWrMS36uVgwnXut80MET/0lEFUo\nH95wE30v/gGBPzm9fcxpobP9QdoK60kcGCB2+ilUMGfxOsdioGmEs42nmUhNRsPjhgEYxJMzoxSy\naJwQ4kYQs+ZPRbGUoiWeImOnpsu5AqhJ4DwzVybzxzl2+pMUS+emtqaj5UHaJjVB/79MP2TnnASv\nNK8n78TJKgdfzx8xOV/p2Onjs+JAkc3Nb+S5M/OnN21ufuPMts+OY+SiQMm/vQHd7Cy679fjRh+R\nAEjFYOdqePEkTBQVL/dodl9ontkClFKYdpJ4MoWTtwn9aJRCErSFuHZWbCCRiTeRK1+4mkgtZWiM\nWNRtpkOf4If/nbCcYzgO/XUx/IGZXAPbzrIq82ZWDawh8d0hzOIrs/alDUWpq5Hyxi7U+k2UJ15m\n4pQHhjnrztG2+uIrMAkhxLVmGiGmObuzJGPHaI1nsOauw1PQqNL8oQitQ84N/Atne780/ZAYc1pY\n1/p+4se+QTh+dDqIOJ1p4WhjF7raw7O99T4Ajo08vWjp2FqG6aCqa0VM5UG8NvgoE6V+0rFWNje/\ncbpd5XzsZ6LRZJ0yKd+7+EjH67UcAgmAm9ZqXumBsq94/oRia6fGeR1PIIZhYTh1WE4dgV8kCAqE\nQQmZ+iTE1bViAwnjPCVdF/1MYubmGBz4PMMTh+lrgLIJhFFQYpkpVrGP9SdWEx8pAb2z9lFpzlDs\nbqO4rgUzmcW261FK0dC2D51O0nfmGxTz54gnO2hb/YCMQAghbiiONZOLYCqT1kSGOnuBkd+KRi2Q\nXF0qD3L89F+Rm/Sm25oa7mSVuQX90t+hg+qUFjtDrvsB+vQwlIfJzAkYFgsc5jLnjEx3ZXfOTqyu\nYT8+gvKr5V7vb4L4lS/3qrjxH4/jNuxZq3n6qKJYUew/pbm1+/LseypBW0uCthBX3YoNJJbKsEOU\npdFaM/raP3F24OsUZ9aMw8RmdWEXG0+sq1ZdmhntCFKxKHjobiWoS6JQ2E4Wy0yCaaCTCXBsGtL7\naGjbd/VPTgghLgPLDDANjUKRtlO0xpNYC5XoCRfOixgaeYKTPZ8hCKNgwTRTrO34AHW9rxL2/t30\ndqphO/a2X6Y5luVyLP9mXESlPgDjXBHrUDR1NWiP4d9cfxm+/SIsh0gC2LUaXjqtKZQV+08pdqzS\nJC7jrDBJ0Bbi6pNA4iJMJVjnRl6h5/BnmZw8Of2bU1qxZngTG/q3EQtmerVC26S0pplidxuVtvrp\n8WlDWThOI4ZhQ9yJgojlMnYthFjBNI5VwTJitMQz1Nnnub1ojZHTUWJZlR9McrLnMwyP/nC6LZPe\nxrrs2zG8fyAsVJOflYm54ccxV78ddQmjyrUmRl9jdPBpyqVh4skutPtWDHuRUQytsb83PP2y/GAL\nGFfn2r1M4ghsE25ep3n8NUUlUDx/Au7cfGXObG6CdhAUZAVtIa4ACSQuQqFymLMHPkdu5OBMo4a2\niQa2nr2LRCU11US5s4Fidxul1U3MLUthGjEcpwFl2ehUEs53oxVCiBuMY0FdrJ6WWBxnkQdslWdW\ncvX4xCGOn/4k5Ur0kK6URVfbj9FcgHD/J9A6ypFQiTas7b+KUff6K8xNjL5G/+l/jV4YBqVCH0df\n+nva1r6PuqaFpzSZr05i9kUPov6ONOH65Os+joullkskAWzrgv2nNLmi4uUe2LUGMkurebIkUwna\npp2MVtCWBG0hLit5kl1EsdBDb+/nGBt5elZ7fQlWj7awauDNKBSBBZU4VBKKwn0L34QsM4UTy0I8\nhk7EZRRCCLEsKBSOGac9ZdEYMzAWubapkkYVoyfiMPTp6fsivQNfZ+opOR7rorv9Z7CPf51weKbj\nxmi/C2vzz6Ksy/PEOTpYe02fGdkYPPfowoFEOcR+fAQAbSnKb79y5V4XspzuFqYBt3ZrvvuKIggV\nzx6De7ddnShJErSFuPwkkFhAuTRA79kvMDLyGLUXmHQZ2ichU07SPHwX5aSiEofQji7zYXrhBYls\nqw47kY1GIZZSPFsIIa5jlnJwrCStSWi60DO+r1GT0fW0UDzLsdOfJF84Mf12a9P9dDpbCQ/8JboS\nLTqHmcDa8guYbW+4rMddLlanKCk1qxRtqbjwYnT2M2MYk1EPduWuBnSDfVmP50KWW7/TpnZ48aRm\neFLhnYM9a6Hhyqznd16SoC3E5SGBRI1KeZTBE59jIPcYWs0Me9bnG2gujZMKQsAg1voe8iqcd3Wf\nu7r0VFK1mWlEx2PL724ghFiRlDKImUlipkODrWiMXWCaSDW5WoeagaHvcPrcQ4TVtR5sq551XR8k\n3fcqgfdnM99RtxF7+0dQicvf++/EGykXhua1x+Kt89rUWAXruajca5gxqdxzZcu9rgSGgts2aL5x\nQKFRPH0U3rbr2owKSIK2EK+PBBIAY4MMHf885/wnCAx/ehw5U8iyqX8bYdIjVFFmoLHpR6isu4uw\ndwDz2GmMyTxhKknQvZqgfeaGp5SJk2zBqMuCKaMQQojlIWalwIKkqUhbikwsvGAfiTEBldI4x09/\nirHci9Pt2bq9rGl8AHXofxJMnKq2Ksx178Jc957ptR0ut2zzbVGOxJyE7eaON87b1n5shKl+pcrb\nWiD2+pK8L8Vy7INa1wxt9Zq+McWxAUX/uKa17toe00yCdkg4NfVJErSFWNTKDSTKFZzDhxnu/VdO\nxZ6lYpWnp8omS2m6x28m27aPifWPEfZXkwBbdmGsjRY7CtpbZgUOtUwzhl3fiUpevWQ8IYS4GuJm\ngoRdImYqLEPjWIv33Kq8ZnToeY6f+Vt8fxwAQzms7vwAjQUInv84euphLdaIve1XMBq2XNFzSGej\n6kxjw/splwaJxVtZt0DVJuN0AetIHoBgdRx/d2bevq6GZRhHoBS8YYPmK89HZ/fUUcW7bro+RgGU\nMiRBW4iLtGIDicEv/iFHm16ilCpOt8UqCVYHd1Lf9RbYl2Hy3NOELz8VvRlvwtz+s7Pm0y7Eimex\nsm0oa8X+aoUQy1hT3GSyEl0Hk/biD1ZhociZI//AwNB3p9uSifV0d/w81vGvEww8M91uNO/F2vpL\nKDt9ZQ58jkzDVpq7ZkYgGhtTDA9P1hy8xnm0ptzrO69eude5luOIBEBnA6xu0pweUpwZVpwZ1qy6\nzmaOTSVom3aGMChJgrYQc6zYp91X2mduYFYYoyN2L9m1D2I6cXSyDJPnCF59KNpAWZi7fglln3+E\nQSkDK9uBlcpe6UMXQohrxqqO3DqmXrR2RH70OMdf+QuKpXPVFkVH67voiG3H3/9nhKXqQ7phY236\nAEbnmy7YUXM5GebiK6GZBycwBqJVuit7MoSrE1fjsBa0TOMIAPZtiAIJiEYluhr0dRk4KaUkQVuI\nBazYQALAwKa17i00N70D04yCBOX4oEv4Bz4F1eF2w30vRv3a8+8nlsBu6MKwLm51VCGEuJEpIHGe\n0QitQ/pOfo2zx784PRXEsZtZv+rDJAcO4b/yh0z15qrUqmhtiPSqq3TkMwxjkcpLxQDniWq5V1tR\neevlWD/70l2PD9aXS0sGNrRqjvYr+scVJwY1669udd0lq03QDoIyoSRoixVsxQYSa9rfSzp+F7Y1\nk92lTI2yA4KXH4LJ3qitbS/GqnsW3omhMFJZnLr2173KqhBC3ChiVoi5wCWvXBzk+CufZGLs0HRb\nU8OdrGl4J6H3aYKxw9Ptxqq3YG14P+oCIwNXijLO/732U2OoQlRgo/LGRnT91S33OtdyDiQgquB0\nbAC0Vjx1VLG2WV+rWWRLZpoOpiRoixVsxQYSazt+jPFcYVabEfPRPU+gz1UXK0q2Ym776YWH2x0b\nM9OIHW+6qsPxQghxLSkFcTuc1z7c9wSnXvs0gR8lJ5tmknVdH6S+rPCf/89QbcdOY239EGbzTVfz\nsGdTCsNcODhQwxWsF6Ok8LDBonJXw9U8shUpm4QtHfDqWRiZVLzWq9nSca2PamkWStD2/QIw/78V\nIZaTFRtIzGXYAeRPE3ifn2rA2vVLKGvOvFjDgEQcK9WE7VzjWnVCCHGVJR1NsabD1a9McvrwZxju\ne2K6LZPayvquX8A4/nX8c49Nt6uGbdjbfhkVu7YP54tNa3IeG6Za7Ttawdq+9qPNK6Gr6pb1mtd6\nIQgVzxxTbGrTC4563QhmJ2gXCfypUQqZ+iSWHwkkAKU0mBP4z/0thFHilOm+D5WZM283ZkMigRNv\nxpwbYAghxAoQtzVTte5yo4c48cpfUi5Fi7spZdLV9uO0xrcRvPinhPlqorUyMbt/DHPNO66LaaDn\nS7Q2TuQxj0cj1cG6BMH2q1NB6kJWwqB3Og47VsH+UzBRVLzco9m1+sKfu55FCdoJTCuBDn2CalAh\nCdpiOZFAAsDxCV/9LOT7AVAdt6G67ph53zAgGUc5cZx48+JJekIIsYwpBWHoc+74F+k99TWmelnj\n8U66V/0KsUEP/+WPwdTDUrwFe8evYtRtuHYHPYeh5gcSOtA4j1YTrFW13Ot18gR/fRzFlbd3nebV\nHigHiueOK7Z0aJxl8pSiDAvLSGPZ6ShB288TBJKgLW58y+Q/0UunzBD6HkH3vRA1pNoxt/7kTN5D\n3IFYDMNO4sQar4veNCGEuFYmcz14z/838rnj022trfezKvt2gkOfIRh+abrdaLsDy/25+VNErzG1\nQH5E8PQwxnBU7tW/uZ6wM361D+u8rpN45oqL27BnrebpY4piRXHgtOaW9df6qC6/6QRtHdaUka1c\n68MS4pJIIFE+SuB9MXphOFi7PoQyY2CakIyBaWHZGeyYrA8hhBBPfee3CIMoScJy6lnf/WHqcorK\ns38A5bFoIzOO5f4cZvud1/BIF6YMa36HUCHA/240Iq1jBuX7m67BkZ3fSgkkAHathpdOawoVxYsn\nFdu7NIlrU9jripuboG3bACUkQVvcSFZ0IKHUOMFLfws6qnVubvspVKYDYjGIOaAM7FgDlp26xkcq\nhBDXh6kgor55L2u6fx7r4DeonPrG9Puqrht720dQybZrdYiLWig/wn5yFIrRw1v53kZIr+hb4zVl\nW3Dzes3jrykqgeKFk3DHpuU//ccwLJx4iljCrEnQLl3rwxLiglbw1TJEH/40FKtJgl13YKy6HZLx\naDRCGVFStSmLzAkhxBTDjLFq4wdoSm4h/P6fEOROVN9RmGsfwFz/XpRx/d5aDDV7WpMaLGMdyAEQ\nNtn4t19/5V5X0ogEwLYu2H9KkysqDp6JRinS189MsytKErTFjWbFTviv9PwLerA6lzezCnP3z0Im\nBaaJMixiiTYJIoQQYo67H/g7mkoWwXf/I3oqiHCy2Ht+G2vDT1zXQQQwewE8rXEeGUZVO7zLD7SA\ndf09tV9/R3RlmQbc2h39pQSh4tnjK+03EFGGhWWniSVasGNNmGaClfevQVzvru8r/hK4rmsAfwHs\nJppk+CHP846cb/v8q1+IfjDjWLf/G1QqKvNnmHGceJMkVQshxALyj32S4Ojj06+N5j1YWz6EcjLX\n8KgukjIwagId82ge83RUzNbYVkfgXp/TWFfaiATApnZ44aRmZFJx6CzsXgMN1+dfz1UhCdrierWc\nnpbfA8Q9z7sd+B3gvy269VRexK0fQtV3RT9XI38JIoQQYmGlqSDCsLE2/wzWzt+8MYII5uRH+Br7\nsWq5VwOcn1h1XT+xX79HdmUYCvZtiEYlNNEidWImQTuWaMaJt2BZKZbXo5y40Sitl0cSk+u6fww8\n7XneQ9XXPZ7ndV3jwxJCCCGEEGJZWk5hbB0wVvM6cF132UzdEkIIIYQQ4nqynAKJcaB2fN3wPE/K\nHAghhBBCCHEFLKdA4gfAAwCu674BeGnxzYUQQgghhBCXajlN/fkycL/ruk8Q5aV98BofjxBCCCGE\nEMvWskm2FkIIIYQQQlw9y2lqkxBCCCGEEOIqkUBCCCGEEEIIsWQSSAghhBBCCCGWTAIJIYQQQggh\nxJJJICGEEEIIIYRYMgkkhBBCCCGEEEsmgYQQQgghhBBiySSQEEIIIYQQQiyZBBJCCCGEEEKIJZNA\nQgghhBBCCLFkEkgIIYQQQgghlkwCCSGEEEIIIcSSSSAhhBBCCCGEWDIJJIQQQgghhBBLJoGEEEII\nIYQQYskkkBBCCCGEEEIsmQQSQgghhBBCiCWTQEIIIYQQQgixZBJICCGEEEIIIZZMAgkhhBBCCCHE\nkkkgIYQQQgghhFgyCSSEEEIIIYQQS2Zd6wMQ4vVyXXcdcBz4a8/zfqWmfQ/wAvBBz/M+7bruLuBP\ngCaif/tPAv/W87xJ13U/Dtxfs9t6YLXneUv+b8R13d8HnvU87+FLPaclfp8LfBxYX216CfgNz/MG\nF9h2FfAHnud9cJH9PQL8XvXl73me9ybXdf8r8FnP8164nMcuhLg+reTrquu6vwD8MXCqprkP+Dzw\nE57nvW3O9v8DeMHzvE9c6WMT4nojgYRYLoaAt7uua3qeF1Tb3g8M1GzzOeAXPc970nVdA/hz4A+A\n3/I877enNnJdNw48CvzVpRyI53n/8VI+dylc1+0Evgf8iud5X3VdVwG/C3wZuHuBj/wJ8B8u4av+\nH+CLwBsv9ViFEDecFXldrXrY87xfqG1wXTcD/LHruq2e5/VX25LAg8D/dpWPT4jrggQSYrmYAF4E\n7iF6sAZ4K/Dtmm3agSSA53mh67ofBdYtsK9PEPU+/SGA67pvAP4UiAODRA/tR6o9908TPbC3AL/u\ned6/uq77aeCR6p8vAweBm6r7fJ/necOu6/4E8PtAHngesGpvWq7rmsBzCxzb+z3P82pe/yrwTc/z\nvlo9L+267h8Cx13XtTzP82v2uRHo9DzvUPX1+4B/DySqfz7ked5jC3wnnucNuq474LruvZ7nfW+h\nbYQQy85Kva4uyPO8nOu6XyYKpv6s2vwe4Lue5w1d6PNCLEcSSIjl5PPAjwPfc133VuAAoGre/3fA\nw67rniW6KX7F87x/qd2B67o/A7wFuLn6UO4ADxHdqJ6pPnz/I3Br9SOO53m3u677LuBjwL/OOabd\nRL11L7iu+0XgA67rPkQ0MnArcA74AjBe+6Fq79+eizjnm4BZ51D97D8usO2DwOPV8zSAjwAPVoOE\nXwR+G1gwkKh6DHg3Mw8UQojlbyVeVwHe7brui7XnWe1E+R9EI7RTgcTPAf/vRe5TiGVHAgmxnHwV\n+Fj1Ifn9REPuPzn1ZnU+7xeJbmhvAT7tuu5nPc/7TQDXdbcR9ZDd73neSPVjm4ERz/Oeqe7jn1zX\n/WvXdeur73+j+v8HgcYFjqm/Jq9gapu7gSc9z+upfu9ngB+t/dASes5CZt/UF7MJ8KrnEbqu+6PA\nu6o5Fm8CgkU+C3CSqDdSCLFyrMTrKiwwtanqMaDZdd31QKF6Lt9aYDshVgQJJMSyUR123g/cBbwZ\n+B2qNzzXdTcBP+l53h8QDYt/2XXdPyEatv9N13VTwD8Bv+t53vM1u12ospkCzOrPxer/axZ+oC/W\n/Dy1TXCe/daey8X2nD0L3FLbUL3hfwH4Vc/z+mreCgG/uk0aeAb4n0Q3xgPAv7nAd1Wq+xBCrBAr\n9Lq62D50NUj5aaJA4u89z5ProlixpPyrWG4+TzTs/GxtfgBRcuC/dV33zTVt24mqjwB8svqZv56z\nPw9oqg7pU52De9LzvOHXcYxPALe6rttRTY7+SaKb4aX4a+Cdrus+UD0+BfxfQOucIALgKLC2+vNm\noqDgvwDfBd7BzE38fNYDRy7xOIUQN66Vdl29kM8A7wXeRzTVSYgVS0YkxHLzVeBviR6mp3meN+q6\n7juBP3Jd91NAmehm9lOu664BfgY4NGdOLMADRMP5/73auzZcfX3JPM8bcF33N4iGw4vACWBk0Q+d\nf1+9ruu+A/h4NcnaJEoyfM8Cm38N+Gz15/1EvYaHiBITH2UmyDife5mZFyyEWDlW1HX1Ir7rtOu6\nA4Dped7xK/EdQtwolNZXKmAXQizEdd0m4DeAj1ZzFT4BHPY874o/pLuu+yXgP3qed3CJn2sFvuR5\n3l1X5siEEOLSXcvrqhArmUxtEuLqGwaywEHXdQ8AdcDfXKXv/ndE1ZmW6neB37zMxyKEEJfLtbyu\nCrFiXdERCdd1f5eoXKQD/AXR9IlPE81bPAj8WrXn4MPArxAlgn7M87yvua6bAP4eaAVywM9Xhy6n\nak/7RPXzP1r9rv8EvLPa/pue5z19xU5MCCGEEEKIFe6KjUi4rvsm4A7gTqLVcFcTLTn/HzzPu5uo\nysKPuK7bTjQceSfwNuD/dl03RrTQ1kvVbf8/Zlbj/SRRtYS7gH2u697kuu7e6nfsI0qw+vMrdV5C\nCCGEEEKIKzu16W3AS0Ql4b5KlOh5M9GoBEQLzLwFuA34ged5Jc/zxoiqwuwiChS+Ubut67p1QMzz\nvKOe52ngf1X3cRfR6IT2PO8UYLmu23IFz00IIYQQQogV7UpWbWomqgLzIFHZyIcBoxoAQDRdqZ5o\nHuNYzecWaq9tG5+zbTdRhYahBfYxcL6D01pr9f+z9+ZRkpTnme8vllxqr67u6q16byC6AYFYBAgQ\nIGsB7UL7Mh5ZSB5rxufOeDzn6Ny59lzL54x97uh6PGfG91zLV0YSHrQOEtosjBYLxA4SICGWaGh6\nq16qa8/KLSK+iO/+8WUt3V3dnUtkZWTW9/sHOioyMqIql++J932fx6g2x0uj0ZyOlJLp4nHCKGj1\nqWjqYLhve10fgPqzsz15+ctlcq+EWBnY82+6Wn06TSHVa2Blk/nalLMBpc89D4UQLIPsn+zF3FLf\n3yGSkum8JGxieoUfRkyW/dj9c4tC8N+ee4XRgooCec2afv5g704s88y/26ExyQPPQFS5zst2w5UX\nQZyfPxnTZE02hVnDMdcPLHOyq5hmColJ4CXXdX3AdRynjGpvmqcPmEEJg77zbD/fvv5Ztp8VwzAY\nH5+r8ZKSz/Bwn76uNqHdr6ks5ij6Z77NhoZ6mJoqtOCMmkunXddw3/n3WQ792dlezF9XcdwADMw+\n2fav4+Xei4YJtkTdRkwaUpL56jHsQgiA/ztDFDICTnu9VfsazJfBE+fdrW5CKZn2BGFMM7QDg13M\nzpTwo4g7Dx5htKhExM7uLj60aQP5XPmMx4xOmDy1L4Ws5BFevC3ggg0hudkzdq2bLsskk7KYKdV2\nM2z9QJ0fnh1KM1ubHgZucxzHcBxnM9AD/KwyOwEqAOsh4EngDY7jZB3HGQD2ogaxH0F5TS/s67pu\nDvAdx9ldCZy5tXKMR4BbHccxK97Vpuu6E028No1mVSNlRDnInX9HjUbTcmQIovJ2tTp0DWQmuMhi\n/XoO+0UlfMKRDMEbhuo+lhc0V0RIKZn14xMR84hIcvfhoxyqiIiRbIZPbB8hZZ65DD100uLJJSLi\nsh0Be7aEsZ5Pt23Sn7ZjrW6sVppWkag4L92EEgom8IfAAeCLjuOkgReBe1zXDSt+zw9V9vsT13XL\njuP8LXCX4zgPoyoOH6sc+jOoUC0LNRfxBIDjOA8Bjy15Lo1G0yRKIkckm1hX12g0sSFygFQLJru/\ntefSDAwbzHSrz2J5jJwg88OTAEjLwPvARrDqW7yGERS8OM/uTOZESBDFKyIiKfnm6HH25YsADGfS\nfHLHFrKWdca++49b/PpAqvIvyRW7BTs3xCsi+myL7tSZz62pj6YmW7uu+9llNt+8zH5f5DS/Z9d1\ni6j4+dP3fRy4bpntnwM+V+epajSaKomkwAvyrT4NjUZTJWJJB6LV13khtImtRkhJ+rtjGCV10yV4\n81rk+ky9hyJfJvaZhaUUg5CSiPcGkZSSr75yhOdyqmVrMGXz6R1b6LXPXH7uO2rx20OLIuLqCwO2\nDcd3PgbQn7LI2lpExElThYRGo+k8SkEO2dSvM41GEydiSV+53WGtTUYKzISuZOxncthupaVpa5bg\nxjV1H6vkQ8xr/FPww4i8iPfOv5SS+8bGeXRiGoBe2+LTO7YykEqdth+8NGrx4hG13TAk11wYMLIu\nXhExmLZJWzqHOW4S+vbTaDRJJIwCPNHeg5oazWojmFlspbE6rLXJSmg1wpgNSP+jMo6UtoH3/o1Q\np9lPIKDGeeCaCCPJbCBivz30wMQUv6iIiKxpcsf2LazLnNqDJiU8f8hm3zG1HDUNybVOwKah+ESE\nacCatI29zDyGpnG0kNBoNFVTDM5phqbRaBLIfGuTkZKY9XXWJBIzDUYSu1SkJH3vGEZZLYb9N69F\nDtc3xBFJyDdxLkJKyUwgiHksgscnp7l/THnepE2TT+7Ywuau7GnPDb8+YPPqCbUUtUzJ6/cErB+M\nT0RYhsGatL2svawmHrSQ0Gg0VRGEZYLwTJs+jUaTbOaFhNUHnWRSk9TZCPtXOeyX1WBxuC2LuKH+\nlqZ8mdgX+UvJBSEi5id4dibH946rAXPLgD/Yu4MR48x2pqf32xw6qZahtiW5fq/Puv74ziVlGgyk\nbaxOetEnEF3n0Wg0VVEKYjTw1mg0K4IM5YL1ayfNR5gZlR2RNIyZgPSPKi1NqcZamko+BPGOLZxC\nIRCUY061ezGX51ujx5GouYQPb9nMxWtO7aeLInjq5dSCiEjZkhsvjldEZCyTQS0iVgRdkdBoNOfF\nF0VE5Lf6NDQaTY34sxIitZjqmPkIA8zs+XdbcaQkc+8YhldpaXrrOuS6+lqaRKiERLPwwoh8zNPb\nrxaKfPXIMeaPeiY1pEYAACAASURBVPvmDVx2WnhbGMFT+1Icm1I9aZmUEhEDPfGJiC7LpC9l6YyI\nFUILCY1Gc06klLoaodG0Kd7k4mLR7hDrV7vLwEig54P91CzWK5WWph1diOsG6zqOlDDXRKtXEUXM\n+vGm2o2Wytx16CiiEmT39o3DXDN06vWHITzuphibUSIim5a84WKfvu74rrTHNulN6aXtSqJ/2xqN\n5px4Ik8omxilqtFomkZ5cnGR1glhdIZZcWpKmJAwpgPS9y1paXrfhrpbmvJe8+YiIimZ8cNYRcpJ\nz+NLB0fxIiVa3zg8xE3rTk3vFiE89mKK8ZwSEd0ZyY2X+PRm4zsTHTTXGrSQ0Gg0ZyWSIeX5BmuN\nRtN2eFOLFQmrA2YkzCzJa1mJJJnvnMDw1aLYv20Yuba+liYvgJiLBaeQC0JCGd/ifdoPuPPAKMVQ\nDXNcNzTIW9evO2UfP5A8/EKaqTk11NKbjbjxEp/umBzEdNBca9FCQqPRnJVyMEckm5iCpNFomopX\nqUgYtkysy1G1GCaJtK+1n5zFerUEQLirC3HNQF3HEaGk0ESr17lA4MU4XD0nBH9/8AizQimf1w70\n8e5N608Rel4ADz7Bgojo71IiIlufzjoDHTTXerSQ0Gg0yxJGAk/kW30aGo2mAeZnJDrB+jWJQsiY\n8knfX2lpSht4t9fn0iQl5IqyaXMRZRFSjHG4uhSGfOngKJO+Ssrb09fDB7dswlzyIiv78PALaXJq\nbISBnogbL/bJpJY7Yu1YhsFg2tJBcy1GCwmNRrMsZTFL877WNBpNs5EReFPqPdzu1q+GrQLoEkUk\nyXx77NSWpqH6VslFn9hafU4nCCNyMfrI+lHEVw4d5XhZlU92dnfx8a2bT7FaLXrw8PNp8mW1yB/q\njbj+Yp90TKtOHTSXHLSQ0Gg0ZyAiH08UW30aGo2mAcI8yMr6sd2tX5NYjbAfn8E6WGlp2t1dd0uT\nL6AcQHecJ1chlJLZIL7hahFJ7j58lENFdd0j2Qyf2D5CaklVoFA2eOj5FEVPbds4BK+70CeuOWgd\nNJcsdD1Io9GcQSmYafUpaDSaBhFLXJvb2frVSIGZsNuexoRP+scTAMiMqVya6ljYRlK5NDUDKSWz\nvohtuDqSkm+OHmdfXt1kGk6n+eSOLWStRYUwVzJ48LfpBRGxfjDkLa8jNhGRsUxVidAiIjEk7K2p\n0WhaTRCWCMImTvxpNJoVQSy5H9DOjk1W0qoR8y5NQaWl6e3DyMH6WpryZTUf0QzmREgQk4+slJLv\nHBvjudwcAIMpm0/t2EKvvbiMnC0YPPxCGi9Qi/xNQyHXXBRgW/EsNbtsk36dEZE49F9Eo9Gcgg6f\n02g6g2Bm8a5tu2ZImGkwEubqaT86g3WoDIC4sBtxVX2/3JIPMY4unEIxCCnFNFwtpeS+sXF+Oa2+\nG3oti0/v2MpgelE8TeeViAiEes1tWRdy9QUBcc1B66C55KL/KhqNZgFP5BFR0OrT0Gg0MbBQkTAl\nZjMa8FeApM1GGOM+6Z9UWpqyJv7t9bU0iVAJiWbghxF5EZ9CeWB8il9MTAOQNU3u2LGFdZnFyffJ\nnMEjL6YRofo9bF8vuHK3iM0lrD9l0aUzIhKLFhIajQZQd51KgQ6f02g6hfkZCbtNrV/NrMqOSAyR\nJPPtExii0tL0jmHkQO0tTbIyF9GMjqYwkswGIrZjPz45zf0nlXBKGQa/t32EzV3ZhZ+fnDF57KUU\nYaReYLs2Ci7fGY+I0EFz7YEWEhqNBoCymCOSTaqzazSaFUXKxYpEWzo2GUpIJInUw9NYRyotTU4P\n4or6frEFD2LMhVtASslMIIhpLIJnZ3J87/hJACwDfnfbCDt6Fktbx6dMnnBTRFKphgs3Cy7dHo+I\nMA0YSOmguXZACwmNRkMkQ8pCVyM0mk4hLICs9Ku3Y4aElU1WFcU46ZH66SRQaWl6b30tTV4Anoj7\n7BS5IETEpCJezOX51uhxJKoy8OEtm7mor2fh50cnTZ7cl0JWRMTerQF7toSx/M100Fx7oYWERqOh\nHOSQzbIO0Wg0K86pjk3t9d42TDCaFM5WF6Ekc88JjFD9Hr13rUf21758CiNVjWgGhUBQjqnM8Wqh\nyFePHGP+aLdv3sBlA4tq9PC4ya9eTiFRquHS7QEXjcRTzbZNg8GUDpprJ7SQ0GhWOWEU4IlCq09D\no9HEyFIh0W6OTWbCqhGph6awjioFIPb2EF5ee4lHSpgrN2cuwgsj8jE5NI2Wytx16CiicmPp7RuH\nuWZocOHnB8YsntlvQ0VEXL4zYPemeEREyjQYTNuYSfrja86LFhIazSqnFMwim/L1ptFoWoVYYv3a\nThkShgVmgqoRxgmP1D9XWpq6TPz31NfSVPSbMxchoohZP55eqZOex5cPjuJF6kTfODzETeuGFn6+\n/7jFrw/MD5dLrtwt2LEhHhGRsUwGUhaGFhFthxYSGs0qRkQeflhq9WloNJqYmY+DMUywes69b5JI\nlN1rWHFpqqyVvXevR/bVvmzyBZSb4KodScmMH8ZyG2jaD7jzwCiFUF3sdUODvHX9uoWfu6MWzx9W\nIsJAcvWFAVuH41FGOmiuvdF/OY1mFVP0dficRtOJzLc2pQaMZFmongPDBrO+gOimkHpwCutYpaXp\nkl7C19Re2okiZfXaDHJBSBjDbNucENx58AizQlU2XjvQx7s3rccwDKSEF47YuKNquWgYkmsvCti8\nNh4R0Wub9GgR0dbov55Gs0rxwyIiatI3nCbZ6MH6jmap9Wt6sH1aRawEVSPM4x6pn1damrotvHev\nr6ulKe815+02Fwi8GHqlSmHIlw6OMuGrksmevh4+uGUTZkVEPHfQ5pXjaqlompLrnICNaxp/XgPo\n00FzHYEWEhrNKkSFz+lqxKpEhvjedKvPQtNEoiLIQC1620VIGClVkUgEQpK+5wRGZb3svXs99NZ+\nciUfgiZE85RFSDGG4Wo/ivjKoaMcL6sbSju7u/j41s1YFRHx7Ks2B8bUdVum5Pq9AcMD8YiIgbRN\nRmdEdARJedtqNJoVxAvzhFGTzMw1iUVGgsCfQkY6eLCTEUvuEaQH22OxlqRqROqBSawTlZam1/TV\n1dIkQiUk4iYII3IxqBMRSe4+fIxDRTUjN5LN8IntI6RMk0jC06+kODyuqgUpS3L9xT5rY7ARNg0Y\nTNmktIjoGLSQ0GhWGVJGlAMdPrfaiCKfwJsG2QTrGE2iCJZYv6YHDJow5xsrZlq5NSUB82iZ1INT\nAMgeC+9d62s+hpSVlqaYzy2Uktmg8eHqSEq+OXqcfXll+z2cSXPHji1kLYsogqdeTnF0Uv1B0rbk\nhot91vQ2fjU6aK4z0UJCo1lllESOSC8mVxVhWEJ4szTHxV6TNJZav6bXGAQJf7snxqlJRMqlab6l\n6T3road2hdMMq1cpJbO+aHi4WkrJvcfGeC43B6jqwKd3bKHHtgkjeMJNcWJaXXMmJbnxYp+BnsY/\nN3TQXOeihYRGs4qIpMAL8q0+Dc0KEgYFhK5ArSoWwugMSbrPoJDgcSgzS2JcpVI/n8IcU/1I4vI+\nwktqb2kKmmT1OidCgqhxEXHf2DhPTasXRK9l8ekdWxlIpRAhPP5SipOzSkR0pSVvuMSnt6txEZEx\nTdI6aK5jScjbV6PRrASlIKfD51YRgT+rRcQqZH5GwuoFw0rw4s1QQiIJmKNlUr9QLU1Rr4X3ztpb\nmiLZHKvXYhBSimG4+oGJKX4xoYwWsqbJHTu2sC6TJgjh0RfTCyKiJxNx06XxiIisZTKUTWkR0cHo\nioRGs0oIowBPFFp9GpqVQEb43gxS2/uuOqSEoGLKZSc80drK1uWoGj/BqS1N/ns3QHftLU35shIT\nceKHEXnR+HD145PT3D82AUDKMPi97SNs7sriC3jkhTTTeXVfua8r4saLfbpiSBfvtk36UrZOq+5w\ntJDQaFYJxaUTmJrOpWLvKqOkj9hqmkFUBumrhZuVYCFhmGDEsFiNg9Q/T2KeVC1NwRX9hHt7az5G\nOYjf6jWMJLOBaLiG/OxMju8dPwmAZcDvbhthR083XgAPv5BmtqBERH+3EhHZdINPiA6aW03ov7JG\nswoIwjJBWG71aWiajLZ31Ygl9wvs/uS2MZoJqUaYh0ukHlIlnKjPwn/HcM3HECEUYy7+RVIyE4iG\nKxwvzeX51uhxJCq/4cNbNnFRXw8lHx5+Ps1cSYmIwR4lItIxJIsPpCyyOmhu1aCFhEazCtDhc52P\ntnfVwKkZEkmtSBgWmEmoRsy3NFUW6/7tG6CrtgVws6xec0GIaFBFvFoocvfhY8x/Ity+eQOXDfRT\nLMNDL6QplJWIWNsXcf1en0YLCAbQr0XEqkMLCY2mw/FFERE1IRlJkxi0vatmnlMrEq07j3ORFLvX\n9E8nMSdUC2BwZT+hU3tLU8GL3+o1Hwi8Bg96tFTmrkNHERW72LdtGOaaoUHyJYOHnk9TqrS/DQ+E\nvH5PQKNrfwMYTNukddDcqkMLCY2mg5FS6mpEhyOCPGEw1+rT0CSEYD5DwpBYta+Lm45hgxlD+0yj\nmIdK2I9UWpoG7LpamnwBnoj3vMoipNCgQ9NJz+NLB0fxInWcW9YNcfPwELmiwcPPpykH6jWycU3I\ntU5Ao2t/nVa9utFCQqPpYDyRJ5Qxf9NpEkPgzxCJUqtPQ5Mg5isSVk9y0qKXYiWhGuEv09KUre2X\nFUXxW72KMCLX4MT2tB9w54FRCqE6znVDg9y6YR0zBSUifKFExOahkGsuCmg0ZHq1pVV7of4+PR0t\nJDSaDiWSIWWhMwQ6Em3vqjkLC0IigfMRRkpVJFpN+icTmJOVlqbXDRBe2FPzMfKemo+Ii1BKpspB\nQ82Jc0Jw58EjzAq12L18oI93b1rPdN7kkRfSBKESEVuHQ666IKDRkGnLMFiTXh1p1VJK8iKgKLSQ\nOJ0EvKU1Gk0zKAdzRHrwtvOIBL4/jYz0F5rmVKIyRGW1qEtihkQSqhHmgSKpR5XaigZt/NvW1XyM\nkh+/1WvOD+nK1r8kK4UhXzo4yoSvBNKevh4+tGUTkzmTx15MIyL1utixQXDFLtGwY5ZtGgymbawk\nWG81GRFFzAYekiiWkL5OQwsJjaYDCSOBJ/KtPg1NzMhIEHhTSKntXTVnsnQcykqY9auZTkCrlReR\n+c7Y4j/raGkSoRIScTIXCPwool6d5UcRXzl0lONlVaHc2d3Fx7duZmLW4vGXUoQVEbF7k+CyHY2L\niFRFRKyGtOqyEOSETyYVkUnAbE8S0UJCo+lAymIWqR18Oooo9Aj86Xj7KTQdxSmOTQmrSCTBqSl9\n/zjmVKWl6ZoBogtqa2mSEubK8XqjlUVIsYHhahFJ7j58jENFNSs1ks3wie0jjM/YPOmmiKRa7Dtb\nBBdvbVxEZCyTgZTV8WnVkZTMCR8hBb1Z2fAsSSejhYRG02GIyMcTxVafhiZGQlFE+Dm0vavmXCwV\nEkmakTCzKsm6peewv0jqCVWyidbY+LfV7tKU92g4IG4pQYPD1ZGUfHP0OPvyBQCGM2k+uWMLE9Mp\nnno5hayIiIu3BezZ0ngVs8sy6VsFIiKIQnLCI21H9OhV8nlp6q/IcZyngflpzwPAXwBfQX0b/hb4\nQ9d1I8dxfh/4A0AA/9l13R86jtMF3A2sB+aAT7iuO+44znXAf6/s+2PXdf+88lx/Bryjsv2PXNd9\nspnXptEklVIwc/6dNG2DtnfVVIuYWVzgJaYiYSgh0VK8iMx3Tiz+830bIVObsvECZfcaF2EkmQ3C\num8NSCm599gYz+XUZ8NgyuZT27cwOZXmV6+kUMkOcNmOgAs2Ny4iemyT3kYT69qAQhDgGT5dGdnw\nMPpqoWmvCsdxsoDhuu4tS7Z9H/hT13UfcBznC8B7HMd5DPi3wNVAFnjYcZyfAP8aeM513c85jvMR\n4E+Bfwd8AXg/8Crwj47jXIF6x9wMXAtsBb4NvK5Z16bRJJUgLBGE2smnI5CSIJjV9q6aqplPtTa7\nZSLckQCsLA230zRK+r5xzBmlAoLrBol2ddf0+DBSwXNxIaVkNhCEdbYpSim5b2ycp6bVH7zXsvjU\njq1MTWV59tX5Rn7JFbsEOzc2LiL6bIvuVKsHXJpLKCPywseyBd2dfamx08yPmsuBbsdxflx5nv8D\nuAp4sPLz+4C3AiHwiOu6HuA5jvMKcBlwI/D5Jfv+J8dx+oGM67r7ARzHuR94M+ChqhMSOOw4ju04\nzrDruuNNvD6NJnHo8LkOQdu7aupgvhiZlERrwwQj09pzMF8pkHqq0tI0lMK/tTaXJikhH/NcxFwQ\nEjTQI/XAxBS/mFBhelnT5I4dW5iZ7OK5g4si4uoLAratb8y1zwD6UxbZRmOvE44fCsr4pNNRy0Vv\nO9JMIVEE/gr4e+BClBgwKot9UO1KA0A/sHT1s9z2pdtyp+27CygDk8sc45xCYng4KbXfeNHX1T7E\neU3lIA/lNJCO7Zj1MjRUuy97O7AS1yUjgVeeIpM2oW4fl+bSie9FaO/rCj3J4aKajepeZzM0tPg5\n0Kr3Y6rXwMo2Z2VWzd9KlkLK3z2gRIABXZ/aSe9IbX/jfFlCJj4ZkQ8Ead8666f0wOC53/MPHp/g\n/rEJQLkn/ZuLd1GY6OG5g+rnhgE3v9Zg56bGFJwBrMmkYhMRSfxOkFJSDH3SlmQwCd7EbUozhcQ+\n4JWKcNjnOM4kqiIxTx8wgxIGfefZfr59/bNsPyfj453Xdzw83Kevq02I85qklMyWjxMlwBZ0aKiH\nqalCq08jdlbiumQUEHjTK2Pvurn+h3baexHa/zPGPwmg+v7DTMBUxZ2oVe9HwwJbom7rxUy1f6v0\nvSdITVdcmq4fpDAI1PA3DgTkyvWe5Zn4YcSML85a3RgY7GJ25uytjM/O5Pjm6HEALAM+vmWEk4cy\n7Duqfm4akmudgKGuiNkGRuVMQ81cFL2QOGw7kvidEMoIjzKmVXvVZltfQkp+CaGZPgp3AP8VwHGc\nzahqwo8dx7ml8vO3AQ8BTwJvcBwn6zjOALAXNYj9CPD2pfu6rpsDfMdxdjuOYwC3Vo7xCHCr4zim\n4zjbANN13YkmXptGkyjKYi4RIkJTP1Ho4XuTOiNCUxdiaYZEAgorrbZ7tfYVSP1SNTBE61L4b66t\npSmSyqUpLtRw9dlFxPl4aS7Pt0aPI1HVgg+NbMabHGDfUXU/2DIlr98bsGmosXam+bTqlNW5fqeC\nAM8s1iUiNGfSzIrEncBXHMd5GNVeeAcwAXzRcZw08CJwj+u6oeM4/wMlCEzgT1zXLTuO87fAXZXH\n+8DHKsf9DPBVwELNRTwB4DjOQ8BjlWP8YROvS6NJFJEMKYvc+XfUJBZt76pplCBBGRKGDWYrw7tK\nIel7VfCcNCouTenaFsaFcnxWr5GUzASi7uO9Wihy9+FjzC9737tpA+HEGg6eVEs425Jcv9dnXYMh\nhPMiwupYuyJJYHqEiKbeRV9tNE1IuK67dPG/lJuX2feLwBdP21YEPrjMvo8D1y2z/XPA5+o7W42m\nfSkHOaQOKWtbRDBHGOgUck1jLLV+bXVFotXt5ukfjWPmKi5NN64h2l7bCZUD8GMsDOaCEFGnijha\nKnPXoaOIymf82zYMY04Oc3BCzS6kLMkNF/sM9TX2HZAyDQbSNlaHThsbZohnlIn0d2XsJMQgTqPR\n1EMYBXgiWb2nmiqRksCfJQq1vaumcebD6Mwu2dJqgJmmpdaz1kt5Uk9XWpqG0wRvWlvT48MIijG2\nNOUDgRfW10Jz0vP40sFRvEg9/pZ1Q2QmN3BkSomIjC254RKfwZ7GFsednFZtmRCZPqXI1wXfJqGF\nhEbTxpSCHFJ/OrYfMsL3ppGR3+oz0XQI8zMSrW5ramn4XDEk/d0lLU3v3wCp6ptYpIS5GK1eyyKk\nIOoTEdN+wJ0HRimEqjRy7eAa+qY2c2xGiYhsWnLjxT793Y2dbZdt0t+BQXMGkEpFlKRHEOm5s2bS\nea8ejWaVICIPP4zDU0OzokQC359GRjHG5GpWNVEAYV7dTbZaaChjppVbU6vI/ONJzDm1aAxuGiLa\nWltLU9FXFYk4EFFELqhvATsnBHcePMKsUJ8Rl/f1s3ZmhLGc+uV2ZyQ3XuLTm21MRHRqWnXKAtMW\nzAlPtzKtAJ33CtJoVglFX4fPtRsrau+qWTUsdWyyG+yVrxujtU5N1gt57GeVtWu0Pk3wO0M1Pd4X\najYiDkIpmfHDuiobpTDkSwdHmfDVyezp6WNTbhsTc0pE9GQj3nCJT3eDQX/9KYuuDguaMwzoTktK\n0mMu0DdqVgotJDSaNsQPiwidetxWRKFH4E+r/gmNJkbEEsemVlUkzIxKsm4JhZDMfEuTCd4HNoJd\n/cnEafUqpSTnh4R1vM/9MOIrh45yvKxOZle2h6257UwV1IK/ryvixkt8uhrIHO3UtOpsClJ2yHTg\nISJt67qSaCGh0bQZUkpKga5GtBPa3lXTTE6tSLTgBIzWzkZkfngSo7CkpWmktpPJl+PT93MixK9j\nISsiyd+9dIBDRWW+sCXdzY65XcyWlCAa6Im48WKfTAOD9KYBAymbdAdlRFgm9GagLAPGfU9/xLYA\nLSQ0mjbDC/OEur++bdD2rppm02rrVyur2kpagfXbOezfqJamcGOa4I21uTSVA6hzlOHMY4mQUh3D\n1ZGUfHP0OC/k1HVstLq5IL+bfFkt+Nf0RtxwsU+6gRWbZRgMpi1sszNEhAF0pSGdksz4HuVQfye2\nCi0kNJo2QsqIcqDD59oCbe+qWSHmw+jMrMRsoO2lHgwTjAb79esmL8h87ySgWpr8928Eu3pFE6fV\naxDWN1wtpeS7x8Z4riIi1pldXFTYTdFXC/51/RGv3+uTaqATqdOC5tI29KTBl4LxsldXG5kmPrSQ\n0GjaiJLIEUnd/5l4tL2rZgWZn5FoRTXCbFU1Qkoy3z+JUay0NN0yRLS5xpammDphwkgyG9Q+XC2l\n5L6xcZ6cVr1pa81u9hR2Uw6UiFg/GHKdE9DIOEMnBc2ZBvRkVAhfTvjkg5im4zUNoYWERtMmRFLg\n6RaZ5KPtXTUriBQQqpvZKz4fYVhqyLoVWM/lsZ9Xn4fhpgzBLbW1NJV8EDG0NEkpmQ1EXXfFH5yY\n4hcT0wAMyi72Fi7AD9SCf9NQyDUXBTQyztApQXMGapi6Kw2hjBj3ygR6oDoxaCGh0bQJOnwu+Wh7\nV81KI3Kgllpg9a/s50Or7F5lLiDzg4pLk1VxabKqXyyLUAmJOJgLQoKo9t/741Mz/NPYBAD9YTd7\ny7vxQ3UNW9aFXH1BQCPjDF22SZ/d/iIiZakqhGVCUQhmgrI2vksYWkhoNG2AiHw8UWj1aWjOQRSW\nCfwZbe+qWVGCJdavK1mRMGwwG3AQqhsp8b96GKOo7kgHb1yL3Fh9WUTK+FqaikFIqY4Eu1/P5Pje\nMSWE+sNuLi7tJoyUatg2LLjqAtFQu1gnBM0ZhpqDyKTUMPq071EUusqbRNr7labRrBK03Wuy0fau\nmlZxSobECgoJq0XVCOs3c4TPqIsON2cIbqoteK4UU3q1H0bM1dEb9dJcnm+OHkcC/aKXvaVdRFKp\nhj3bYO9IYyKiz7bobmQyOwFkbOjOqJmIIAqZ8nU2RJLRQkKjSThBWCYIy60+Dc1ZEH6OUFeLNC1i\nqfWrvUJhdGZaVSRWGiMnyPyg4tJkGfW1NMUwn6uGq2u/O/5qocjdh48RAQNBH055J7IiIi7cLLju\nEptcnfeMOiFobj4TYv4S8oHPrPD1/ZmEo4WERpNwdDUioWh7V00CmK9IGBm5YoPPLQmfk5L098Yw\nSpWWpjevRW6ovaWpUVSbjaDWsYijpTJ3HTqKkJI1wQAXlrYzP9uyZ4tg71aBYdTXK2YAg+n2DZoz\nUBWIbOXyQymZ9st4oZ41awe0kNBoEowvightIZo8tL2rJiHMp1qv1HyEmVFuTSuN/ewc9kuq8mfu\n6Ca4YU1Njy948bQ05YKwZoemk57Hlw6O4kURa4NBdpe2MS8iLt0ecNFI/Qvmdg+aW9rGBFAOBTO+\nzoZoJ7SQ0GgSipRSVyMSiIwEgT+FjPTdMk1rkeG8a9MKzUcYralGGLMB6R9WWppsg/Qnd4BVfWuR\nF4AXw5xuPhB4NaqRaT/gzgOjFMKQdf4Qu8pbmBcRl+8M2L2pMRHRrkFztqncmObbmKTU2RDtihYS\nGk1C8USeUGqXiiSh7V01SULkgEqP/UrMR5gZlWS9okhJ+rtjGGW1gPffvJaeTV0wPlfVw8NIVSMa\npSxCCqI2EZEXgjsPHmFWCNb7a9lR3lL5ieTK3YIdG+r/HGnXoDnDgO70YhsTgIgipnydDdGuaCGh\n0SSQSIaU5281ahJBKMr43qS2d9UkhlMdm5r8umxRNcL+VQ57XxGAcFsWUUNLk5SQLzc+qyuiiFxQ\n26K/FIbceXCUCT9gkzfMVm8zAAaSqy8M2Dpc/6I5bZoMpC3MNhIRBsrKtTt9ahJ6UQTMBJ7+WG1j\ntJDQaBJIOZgjkvruTFIIRZFyydciQpMoxJLOx2bPSFhZGrIlrQdjJiD9o3FAtTR579+42ExfBSUf\naiwinEEoJTN+WJMY8aOIuw4d5XjJY8TbwIi/EQDDkFxzUcDI2vpPKmuZ9LdZWnXahoFuTknpjqRk\nNtDZEJ2AFhIaTcIII4En8q0+DU2FBXvXrhYZ52s0ZyFYYv1qNbG1yTDBWCFHqAWkJHPvGIZXaWl6\n6zrkunTVDw9E41avUkpmfVHT4K+IJHcfPsbBQomt3iY2+esBME3JdU7AxjX1i4hu26SvjYLmzEob\n02CPyXhxcbsfhUz5ZcI6EsE1yaN9XpEazSqhLGaR2ji79Wh7V03CWbB+TTXX+tXsWvlqhP3LWaxX\nKi1NO7oQrx+s+rFRTFavc0FIUMNiN5KSb40eZ99cge3lETYE6wCwTMn1ewOGB+oXEe0WNJddpo0J\ndDZEJ6KFBc/6bQAAIABJREFUhEaTIETk44ni+XfUNBcZ4nsz2t5Vk2jmW5usvuYt9A1LBdCtJMb0\nkpamlIH3vg01tTQVytSc83A6xSCkVINDk5SSe4+N8ZvZOXaWtzIcqMRt25LcsNdnbX99J9RuQXOn\nuzHNE8qIad/T2RAdiBYSGk2CKAUz599J01S0vaumHZDRkgyJJrY1mSvd0RdJMt85geGrhbd/6zrk\n2uqVTDkAv8G3rhdGzInqDyKl5L6xcX45Ncvu0nbWClU9SduSGy72WdNbv4gYSNtk2iBo7vRQuaWU\nhOBkuUSkZ8w6Ei0kNJqEEIQlgjCGerymbmTk43vTapWm0SSYcA6I1F36ZmVIGDaY9YUt14391CzW\nq6qdMNzZhbi2+pYmEUKxwY9QEUXM+rUNAD8wMcVD4zNcUNrBGjEAQCYlufFin4Ge+hbPpgGDKZtU\nG4iI00Pl5pFSkgt8SiWpRUQHk/xXqEazStDhc60lCsv45amOFxFGYZLsw/9vq09D0yBLi5d2k6xf\nrRWuRhhTPul/qrQ0pQ2891Xv0hRJmGvQ6rUeh6bHp2b4yYlJLiruXBARXWnJTZfWLyLmg+aSLiIs\nE/qz0Js9888URBHjXom80AFznY6uSGg0CcATeUSkP3BbRSgKCL/DczukxD7yS9K//R5GqGc/2p2l\nGRLNaG0y06oisWJEksx3xhZbmm4bRg5VXw7JxzAXkfPDmhyanp3J8YOj41xU3EV/2AtAdybiDZcE\n9GTrOxnbNBhMJTut2gC6KqFyy83m6GyI1YUWEhpNi5FSUgo6fBGbYBbsXTsZv0jmN9/GPv5cq89E\nExNiqfVrE1qbVjp8zn5iButApaVpdzfimoGqH1v0oca8uDOYCwR+DcnKL83l+faRkzjFXfSGPQD0\ndkW84WKfrjodtNKmSTptJzpoLmWpYerliiWRlMwEHiWdDbGq0EJCo2kxZTFHJPVg74qzSuxdzYlX\nyDzzTcyyap2Tpo1/8TtafFaaRpkftDZsGftAtJlRbk0rhTHpk75/AgCZMfFu31C1DVUgVPBcI5RF\nSLGG5LoDhSLfODjGRYXd9ETql9/fHXHjxT7ZOh2uMpbJ2myK6UbDL5qEaSgBkT7LqlFnQ6xetJDQ\naFpIJEPKQlcjVpzVYO8aClLu/aT2/wKj0vUd9m/Cu/KjyL6NLT45TaPMz0jEbv1qrHA1IpJkvn0C\nI6i0NL1tHXJNdS1NceRFBGFEroZyxtFSmbsPjHFBYTfdkfpFDfYoEZGuczC9yzbpT9mJTas+WybE\nPHOBT05nQ6xatJDQaFpIOcghdSPpirIa7F2NuTEyT38dK3dsYVuw6w34e94Glv7Yb3dOsX6Nua3J\nzKgk65XCfmwG61AZAHFBN+Lq6luaGp2LCCPJbFD9cPW45/M/Xx1jd34X2Uj1L63ti7h+r0+9gdM9\ntklvQtOqz5YJMY/OhtCAFhIaTcsQUYDX6b35C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2GBvQLFvNT946SPq7mw4LV9FEYsOM/v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\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IwefDb/FR33O4wn/4R9VatnXczYqajYs2927TN5T7NFVY7IdliW81VXNtYzWhORrKucLj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CU9y9Ntqo2sfM9gV+6+5jzWw34C4gBSwEznH3FjM7DTgDaAKucve/mVk34F6gP/AZcLK7r4kk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\nAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.lmplot('GrLivArea', 'SalePrice', data=housing, hue='OverallQual', col='MSZoning', col_wrap=2)\n", + "g.set(ylim=(0, 600000))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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A7fPg9XvJycmy9bsSEwEBoJSagJVc95jW+hml1E9DTmcBDUBT4Liv8eBYv9TX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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(x='OverallQual', y='GrLivArea', data=housing)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1987.0, 2010.0] 565\n", + "(1964.0, 1987.0] 329\n", + "(1941.0, 1964.0] 294\n", + "(1918.0, 1941.0] 187\n", + "(1895.0, 1918.0] 71\n", + "(1871.862, 1895.0] 14\n", + "Name: year_cat, dtype: int64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing['year_cat'] = pd.cut(housing.YearBuilt, 6)\n", + "housing.year_cat.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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S+WFEZMZqayudfNOq3BARULkhItOXrdzQQsMiIiIiIiIFogBLRERERESkQBRgiYiIiIiI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\nbxaaWhwHIJQCmfkuR44cuaCiYO3N1KYLC/Q0ee0m4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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(x='OverallQual', y='GrLivArea', data=housing, kind='violin', col='year_cat', col_wrap=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resources\n", + "+ [Seaborn tutorial](http://seaborn.pydata.org/tutorial.html)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/5. statsmodels.ipynb b/5. statsmodels.ipynb new file mode 100644 index 0000000..bbf498d --- /dev/null +++ b/5. statsmodels.ipynb @@ -0,0 +1,345 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# statsmodels intro\n", + "The statsmodels library is the most popular library for doing a wide range of statistical testing and inference. One nice thing about statsmodels is all the access to datasets it provides in its datasets module." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import statsmodels.api as sm\n", + "import statsmodels.formula.api as smf" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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b'Florida'612.65.585.314.926.676.987.44
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" + ], + "text/plain": [ + " violent murder hs_grad poverty single white \\\n", + "state \n", + "b'Alabama' 459.9 7.1 82.1 17.5 29.0 70.0 \n", + "b'Alaska' 632.6 3.2 91.4 9.0 25.5 68.3 \n", + "b'Arizona' 423.2 5.5 84.2 16.5 25.7 80.0 \n", + "b'Arkansas' 530.3 6.3 82.4 18.8 26.3 78.4 \n", + "b'California' 473.4 5.4 80.6 14.2 27.8 62.7 \n", + "b'Colorado' 340.9 3.2 89.3 12.9 21.4 84.6 \n", + "b'Connecticut' 300.5 3.0 88.6 9.4 25.0 79.1 \n", + "b'Delaware' 645.1 4.6 87.4 10.8 27.6 71.9 \n", + "b'District of Columbia' 1348.9 24.2 87.1 18.4 48.0 38.7 \n", + "b'Florida' 612.6 5.5 85.3 14.9 26.6 76.9 \n", + "\n", + " urban \n", + "state \n", + "b'Alabama' 48.65 \n", + "b'Alaska' 44.46 \n", + "b'Arizona' 80.07 \n", + "b'Arkansas' 39.54 \n", + "b'California' 89.73 \n", + "b'Colorado' 76.86 \n", + "b'Connecticut' 84.83 \n", + "b'Delaware' 68.71 \n", + "b'District of Columbia' 100.00 \n", + "b'Florida' 87.44 " + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crime = sm.datasets.statecrime.load_pandas().data\n", + "crime.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Formula vs NumPy inteface\n", + "Statsmodels has two interfaces, one that uses R-style string formulas and the other uses numpy arrays" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.260\n", + "Model: OLS Adj. R-squared: 0.229\n", + "Method: Least Squares F-statistic: 8.419\n", + "Date: Sat, 08 Jul 2017 Prob (F-statistic): 0.000734\n", + "Time: 16:09:16 Log-Likelihood: -130.17\n", + "No. Observations: 51 AIC: 266.3\n", + "Df Residuals: 48 BIC: 272.1\n", + "Df Model: 2 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 41.8326 12.125 3.450 0.001 17.454 66.211\n", + "hs_grad -0.4529 0.136 -3.329 0.002 -0.726 -0.179\n", + "urban 0.0398 0.022 1.800 0.078 -0.005 0.084\n", + "==============================================================================\n", + "Omnibus: 72.453 Durbin-Watson: 2.227\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 859.922\n", + "Skew: 3.695 Prob(JB): 1.86e-187\n", + "Kurtosis: 21.710 Cond. No. 2.88e+03\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The condition number is large, 2.88e+03. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n" + ] + } + ], + "source": [ + "# numpy\n", + "X = crime[['hs_grad', 'urban']]\n", + "X = sm.add_constant(X)\n", + "y = crime.murder.values\n", + "\n", + "results = sm.OLS(y, X).fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: murder R-squared: 0.260\n", + "Model: OLS Adj. R-squared: 0.229\n", + "Method: Least Squares F-statistic: 8.419\n", + "Date: Sat, 08 Jul 2017 Prob (F-statistic): 0.000734\n", + "Time: 16:09:48 Log-Likelihood: -130.17\n", + "No. Observations: 51 AIC: 266.3\n", + "Df Residuals: 48 BIC: 272.1\n", + "Df Model: 2 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Intercept 41.8326 12.125 3.450 0.001 17.454 66.211\n", + "hs_grad -0.4529 0.136 -3.329 0.002 -0.726 -0.179\n", + "urban 0.0398 0.022 1.800 0.078 -0.005 0.084\n", + "==============================================================================\n", + "Omnibus: 72.453 Durbin-Watson: 2.227\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 859.922\n", + "Skew: 3.695 Prob(JB): 1.86e-187\n", + "Kurtosis: 21.710 Cond. No. 2.88e+03\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The condition number is large, 2.88e+03. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n" + ] + } + ], + "source": [ + "# formula\n", + "results = smf.ols('murder ~ hs_grad + urban', data=crime).fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resources\n", + "+ [statsmodels documentation](http://www.statsmodels.org/stable/index.html)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/6. scikit-learn.ipynb b/6. scikit-learn.ipynb new file mode 100644 index 0000000..d47a0a4 --- /dev/null +++ b/6. scikit-learn.ipynb @@ -0,0 +1,902 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scikit-learn Intro\n", + "Scikit-learn is a very powerful machine learning library in Python." + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# read in the data\n", + "housing = pd.read_csv('data/housing.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SalePrice 1.000000\n", + "OverallQual 0.790982\n", + "GrLivArea 0.708624\n", + "GarageCars 0.640409\n", + "GarageArea 0.623431\n", + "TotalBsmtSF 0.613581\n", + "1stFlrSF 0.605852\n", + "FullBath 0.560664\n", + "TotRmsAbvGrd 0.533723\n", + "YearBuilt 0.522897\n", + "YearRemodAdd 0.507101\n", + "GarageYrBlt 0.486362\n", + "MasVnrArea 0.477493\n", + "Fireplaces 0.466929\n", + "BsmtFinSF1 0.386420\n", + "LotFrontage 0.351799\n", + "WoodDeckSF 0.324413\n", + "2ndFlrSF 0.319334\n", + "OpenPorchSF 0.315856\n", + "HalfBath 0.284108\n", + "LotArea 0.263843\n", + "BsmtFullBath 0.227122\n", + "BsmtUnfSF 0.214479\n", + "BedroomAbvGr 0.168213\n", + "ScreenPorch 0.111447\n", + "PoolArea 0.092404\n", + "MoSold 0.046432\n", + "3SsnPorch 0.044584\n", + "BsmtFinSF2 -0.011378\n", + "BsmtHalfBath -0.016844\n", + "MiscVal -0.021190\n", + "Id -0.021917\n", + "LowQualFinSF -0.025606\n", + "YrSold -0.028923\n", + "OverallCond -0.077856\n", + "MSSubClass -0.084284\n", + "EnclosedPorch -0.128578\n", + "KitchenAbvGr -0.135907\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find all the highest correlated variables\n", + "housing.corr()['SalePrice'].sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "housing_best = housing[['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea']]\n", + "sale_price = housing['SalePrice']" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"execution_count": 101, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import cross_val_score\n", + "from sklearn.model_selection import KFold" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "X = housing_best_dummy.values\n", + "y = np.log(sale_price.values)\n", + "\n", + "lm = LinearRegression()\n", + "kf = KFold(10, shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.84256687, 0.7910269 , 0.71135442, 0.78999713, 0.68231804,\n", + " 0.81808695, 0.77996118, 0.7409079 , 0.75854002, 0.82418954])" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lm.fit(X, y)\n", + "cross_val_score(lm, X, y, cv=kf, scoring='r2')" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import Lasso" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "lasso = Lasso(alpha=.001)\n", + "cross_val_score(lasso, X, y, cv=kf, scoring='r2')" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "alphas = np.logspace(-4,0)\n", + "scores = []\n", + "\n", + "for alpha in alphas:\n", + " lasso = Lasso(alpha=alpha)\n", + " scores.append(cross_val_score(lasso, X, y, cv=kf, scoring='r2').mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 176, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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P6nN+6Ig+a1hGRCQHKdxFRHJQtob73KALCID6nB/U5/yQ9j5n5Zi7iIicWbYe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\nRHKQwl1EJAcp3EVEcpDCXUQkB/1/MoIvOhvrCPAAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(alphas, scores)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ridge Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 189, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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QpZt3c+m9c1mycVfQZUkDouAXaaAu6deO564fSooZX33gHaYvrukua5HPU/CL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\nAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "alphas = np.logspace(-4,2)\n", + "scores = []\n", + "for alpha in alphas:\n", + " ridge = Ridge(alpha=alpha)\n", + " scores.append(cross_val_score(ridge, X, y, cv=kf, scoring='r2').mean())\n", + "plt.plot(alphas, scores)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "rfr = RandomForestRegressor(n_estimators=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.75007906, 0.69011681, 0.74849885, 0.70793009, 0.74225712,\n", + " 0.8382181 , 0.78375122, 0.66731672, 0.7991164 , 0.72702729])" + ] + }, + "execution_count": 200, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cross_val_score(rfr, X, y, cv=kf, scoring='r2')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Suppor Vector Machines" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.svm import SVR" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "svr = SVR(kernel='linear')" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.77362831652596409" + ] + }, + "execution_count": 212, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "svr = SVR(kernel='linear')\n", + "cross_val_score(svr, X, y, cv=kf, scoring='r2').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.78622214461938889" + ] + }, + "execution_count": 213, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "svr = SVR(kernel='rbf')\n", + "cross_val_score(svr, X, y, cv=kf, scoring='r2').mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resources\n", + "+ [Scikit-learn docs](http://scikit-learn.org/stable/)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/README.md b/README.md index c58a5cf..e4483e9 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,5 @@ +Jonathan L. Golden + # Introduction to Data Science with Python In this [Houston Data Science][1] meetup we will introduce our members to data science using the Python programming language. @@ -19,13 +21,12 @@ In this [Houston Data Science][1] meetup we will introduce our members to data s * Install Sublime Text 3 along with packages for enhancing development * Install PyCharm EDU * Execute basic programs from command line -* PyData * NumPy * pandas * statsmodels * matplotlib * seaborn -* connect to sqlite +* scikit-learn ## Create Github Account The page is currently being hosted on Github, a site that hosts remote Git repositories. Github is a popular place to share and collaborate on software projects. The most popular data science libraries are all hosted on Github. On Github, you can find the latest developments, track bugs and join the conversation with fellow developers. @@ -56,7 +57,6 @@ Let's go through this process now. > 1. On your local machine, create a new folder somewhere in your file system. Title it something like `Github Repos` > 1. Open up a terminal (Windows users open the program Git Bash) > 1. `cd` into the new directory you created abovegg - > 1. Run the command `git clone https://github.com/tdpetrou/Intro-to-Data-Science-with-Python.git` but replace this URL with the one you copied from step 2. > 1. You now have a replica of the repository on your local machine and are ready to make changes > 1. Staying in the terminal run the command `cd Intro-to-Data-Science-with-Python` @@ -108,10 +108,8 @@ Now that you have the package manager, you may begin to install packages. We wil > 1. A new text box will open up with a huge list of available packages > 1. Type in 'Anaconda'. It should be the first option damnwidget.github.io/anaconda -[Watch this video][11] to get more in-depth tutorial on Sublime packages for Python. - # Opening our first Python program -Open up the program `guess_number.py` in Sublime. This is a small game that attempts to guess your number within 5 steps. Before we play or analyze the game, take a look at the bottom right hand corner of Sublime. You should see some text that reads `Tab Size: 4`. There is nothing inherrently wrong with this except that Python's style guide PEP 8 suggests using 4 spaces over tabs. To change the default settings do the following: +Open up the program `guess_number.py` in Sublime. This is a small game that attempts to guess your number within a few step. Before we play or analyze the game, take a look at the bottom right hand corner of Sublime. You should see some text that reads `Tab Size: 4`. There is nothing inherrently wrong with this except that Python's style guide PEP 8 suggests using 4 spaces over tabs. To change the default settings do the following: > 1. While in `guess_number.py` click on `Sublime Text -> Preferences -> Settings - Syntax Specific` > 1. This will open up a file titled `Python.sublime_settings`. @@ -169,20 +167,82 @@ Remember how I mentioned above that `guess_number.py` does not run well by using > 1. Go to the `guess_number.py` file > 1. Go to Tools -> SublimeREPL -> Python - Run Current File > 1. This exacat option is also available via the command palette. +> 1. Play the game in the REPL + +You may also use the REPL to run code interactively. +> 1. Start SublimeREPL and run some lines of code + +### Sublime resources + ++ [Watch this video][11] to get more in-depth tutorial on Sublime packages for Python. ++ Sublime has a [very detailed documentation][15] page where you can learn everything about it. ++ There is also a package called Sublime Tutor you can install and learn through practice. + +## IPython +IPython is an enhanced command line REPL with much more functionality than the default one shipped with Python. IPython stands for interactive Python and has grown extremely popular in recent years. + +Let's see some of the extra features it provides + +> 1. Launch IPython by opening up a terminal and running the command `ipython` +> 1. Enter `?` and press enter. This will give you a quick overview of IPython +> 1. For a more complete reference of its capabilities run `%quickref` + +Get help with any object by placing a question mark after it. +``` + import pandas as pd + pd? +``` + +Get nice tab completion with `pd.` + +Run shell comands with `!` like `!ls` + +### IPython magic commands +IPython comes equipped with a few dozen [magic commands][18] that conveniently do things that are not so easy using native Python interactively. Take for instance the `%timeit` magic which is the one I most often use. Let's time the difference between adding a one to each element in a list vs adding one to each element of a NumPy array. + +```python +In [1]: n = 10000000 +In [2]: some_list = list(range(n)) +In [3]: import numpy as np +In [4]: some_array = np.arange(n) +In [5]: %timeit [x+1 for x in some_list] +809 ms ± 19.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each) +In [6]: %timeit some_array + 1 +27.9 ms ± 720 µs per loop (mean ± std. dev. of 7 runs, 10 loops each) +``` + +### IPython resources ++ [IPython documentation][16] ++ [IPython cookbook][17] + +## PyCharm +PyCharm is an excellent [IDE][19] (integrated development environment) made specifically for Python. It provides lots of graphical tools to help developers produce code. +There is a free community edition a paid enterprise edition and an education edition with lots of exercises to get you started using it. +Let's download and install PyCharm Edu +> 1. Visit [PyCharm Edu][20] and download and install. +> 1. A new project title **Introduction to Python** should start up. +> 1. If it does not navigate to file -> new project -> educational +> 1. Before beginning on the 50 exercises you will want to ensure that PyCharm is using a Python 3 interpretter +> 1. Go to Preferences -> Project -> Project Interpreter and choose the Python 3 interpreter than comes with Anaconda +> 1. Complete the exercises by reading the task description and editing the code. +> 1. Press the run button to execute the code and then mark the code as complete. +PyCharm offers a lot more and is excellent for large and complex projects. Watch [this series of YouTube][21] videos to learn more. -Sublime has a [very detailed documentation][15] page where you can learn everything about it. +## Spyder and Rodeo +Anaconda ships with its own IDE called Spyder which is similar to R-Studio the main development environment for R users. Rodeo is a product from Yhat that has gained lots of momentum recently and is similar to Spyder. -pycharm -https://www.jetbrains.com/pycharm-edu/ -file -> new project -> educational -choose python 3 interpreter +## Minimal text editors +Some developers like to keep their hands on the keyboard at all times and prefer minimal text editors like VIM or Emacs. [Visit this page][22] to see a longer list of editors for Python. -use jupyter notebook in pycharm: https://www.jetbrains.com/help/pycharm/using-ipython-jupyter-notebook-with-pycharm.html +## Jupyter Notebook +We have finally arrived at my personal favorite environment for doing data science. Jupyter Notebooks provide a web-based interface to a number of different programming languages. The project was originally titled "iPython notebook" and was specifically built for just iPython as a backend. It turned out that notebooks are a very popular way to develop. To accomodate other languages that project was retitled Jupyter for the languages **JU**lia, **PY**thon and **R**. The Jupyter project now works with over 50 different language "kernels" of which IPython is just one. +The rest of this tutorial will take place in Jupyter Notebooks. -Typical workflows for data scientists +> 1. Open a terminal and run `jupyter notebook` +> 1. Open up the first notebook `0 Jupyter Intro` [1]: (https://www.meetup.com/Houston-Data-Science/) [2]: (https://www.python.org/downloads/) @@ -199,3 +259,10 @@ Typical workflows for data scientists [13]: https://en.wikipedia.org/wiki/Comparison_of_text_editors [14]: https://matplotlib.org/examples/animation/rain.html [15]: http://docs.sublimetext.info/en/latest/ +[16]: http://ipython.readthedocs.io/en/stable/ +[17]: https://github.com/ipython/ipython/wiki?path=Cookbook +[18]: http://ipython.readthedocs.io/en/stable/interactive/tutorial.html#magic-functions +[19]: https://en.wikipedia.org/wiki/Integrated_development_environment +[20]: https://www.jetbrains.com/pycharm-edu/ +[21]: https://www.youtube.com/watch?v=BPC-bGdBSM8&list=PLQ176FUIyIUZ1mwB-uImQE-gmkwzjNLjP +[22]: https://wiki.python.org/moin/PythonEditors diff --git a/data/housing.csv b/data/housing.csv new file mode 100644 index 0000000..d68e0d7 --- /dev/null +++ b/data/housing.csv @@ -0,0 +1,1461 @@ 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+22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400 +23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000 +24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900 +25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000 +26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300 +27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800 +28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000 +29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500 +30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500 +31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000 +32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350 +33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900 +34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500 +35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500 +36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000 +37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000 +38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000 +39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000 +40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000 +41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000 +42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000 +43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000 +44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250 +45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000 +46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900 +47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686 +48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700 +49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000 +50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000 +51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000 +52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500 +53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000 +54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000 +55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000 +56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500 +57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500 +58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500 +59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780 +60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900 +61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000 +62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000 +63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500 +64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000 +65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500 +66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000 +67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000 +68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000 +69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000 +70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000 +71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000 +72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500 +73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000 +74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900 +75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400 +76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000 +77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750 +78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000 +79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500 +80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000 +81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500 +82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500 +83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000 +84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500 +85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500 +86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000 +87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500 +89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000 +90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600 +91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900 +92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600 +93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500 +94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900 +95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750 +96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000 +97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000 +98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750 +99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000 +100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950 +101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000 +102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000 +103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964 +104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900 +105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500 +106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000 +107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000 +108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000 +109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000 +110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000 +111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900 +112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000 +113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970 +114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000 +115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500 +116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000 +118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000 +119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000 +120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990 +121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000 +122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000 +123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000 +124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900 +125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000 +126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500 +127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000 +128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000 +129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000 +130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000 +131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000 +132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000 +133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750 +134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000 +135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000 +136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000 +137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000 +138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000 +139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000 +140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500 +141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000 +142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000 +143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000 +144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000 +145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000 +146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000 +148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500 +149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000 +150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402 +153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000 +154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000 +155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000 +156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000 +157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500 +158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500 +159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900 +160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000 +161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500 +162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500 +163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000 +164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200 +165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000 +166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500 +167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000 +168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624 +169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500 +170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000 +171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500 +172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000 +173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000 +174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000 +175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000 +176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000 +177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000 +178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500 +179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837 +180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000 +181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000 +182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100 +183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000 +184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000 +185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000 +186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000 +187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000 +188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000 +189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337 +190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000 +191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000 +192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000 +193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000 +194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000 +195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000 +196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500 +197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872 +198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000 +199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000 +200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900 +201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000 +202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500 +203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000 +204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000 +205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000 +206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500 +207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900 +208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000 +209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000 +210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000 +211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000 +212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000 +213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678 +214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000 +215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750 +216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450 +217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000 +218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000 +219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500 +220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240 +221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900 +222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000 +223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900 +224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000 +225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250 +226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000 +227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000 +228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000 +229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000 +230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500 +231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000 +232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000 +233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500 +234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200 +235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500 +236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500 +237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500 +238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500 +239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000 +240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000 +241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500 +242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500 +243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000 +244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000 +245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000 +246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500 +247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000 +248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000 +250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000 +251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500 +252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000 +253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000 +254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000 +255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000 +256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500 +258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000 +259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500 +260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000 +261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000 +262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000 +263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000 +264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000 +265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000 +266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500 +267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000 +268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500 +269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500 +270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000 +271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000 +272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500 +273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000 +274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000 +275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500 +276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000 +278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000 +279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298 +280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000 +281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500 +282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000 +283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500 +284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600 +285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200 +286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700 +287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000 +288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000 +289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000 +290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575 +291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230 +292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900 +293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000 +294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000 +295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000 +296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500 +297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000 +298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000 +299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000 +300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500 +301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000 +302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000 +303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000 +304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900 +305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000 +306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900 +307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000 +308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500 +309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500 +310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000 +311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600 +312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000 +313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900 +314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000 +315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000 +316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500 +317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000 +318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000 +319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000 +320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500 +321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643 +322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000 +323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000 +324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175 +325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000 +326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000 +327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000 +328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250 +329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500 +330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000 +331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000 +332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000 +333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000 +334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000 +335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000 +336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950 +337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426 +338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000 +339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500 +340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900 +342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000 +343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500 +344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000 +345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000 +346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200 +347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500 +348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500 +349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000 +350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154 +351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061 +352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000 +353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000 +354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900 +355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500 +357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000 +359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000 +360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000 +361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000 +362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000 +363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500 +364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000 +365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000 +366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000 +368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000 +369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000 +370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000 +371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400 +372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432 +373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000 +374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000 +375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500 +376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000 +377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000 +378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000 +379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432 +380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000 +381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000 +382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750 +383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500 +384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000 +385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000 +386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000 +387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000 +388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000 +389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000 +390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000 +391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000 +392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500 +394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000 +395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000 +396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000 +397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000 +398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500 +399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000 +400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000 +401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500 +402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990 +403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000 +404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000 +405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000 +406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000 +407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000 +408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000 +409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000 +410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750 +411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000 +412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000 +413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000 +414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000 +415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000 +416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134 +417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500 +418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000 +419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000 +420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000 +421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300 +422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000 +424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000 +425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000 +426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000 +427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000 +428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008 +429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400 +430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000 +431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400 +432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900 +433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500 +434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000 +435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000 +436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000 +437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000 +438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000 +439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350 +440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000 +441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000 +442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000 +443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900 +444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500 +445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000 +446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500 +447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900 +449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500 +450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000 +451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000 +452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000 +453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000 +454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000 +455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000 +456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500 +457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000 +458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000 +459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000 +460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435 +462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000 +463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383 +464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700 +465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000 +466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740 +467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000 +468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500 +469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000 +470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000 +471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000 +472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000 +473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000 +474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000 +475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000 +476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500 +477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900 +478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000 +479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000 +480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471 +481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000 +482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000 +483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000 +485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500 +486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000 +488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000 +489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000 +490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000 +491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000 +492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000 +493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785 +494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300 +496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900 +497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000 +498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000 +499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000 +500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000 +501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000 +502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700 +503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000 +504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000 +505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000 +506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500 +507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000 +508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300 +509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000 +510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500 +511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900 +512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665 +513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000 +515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500 +516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861 +517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000 +518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000 +519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000 +520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000 +521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250 +522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000 +523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000 +524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750 +525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750 +526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000 +527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000 +528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261 +529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000 +530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624 +531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000 +532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500 +534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300 +535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000 +536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500 +537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000 +538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250 +539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000 +540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000 +541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000 +542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000 +543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250 +544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000 +545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665 +546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000 +547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000 +548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500 +549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000 +550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000 +551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000 +552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500 +553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500 +554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000 +555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000 +556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000 +557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000 +558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000 +559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000 +560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000 +561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500 +562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000 +563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000 +564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000 +566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000 +567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000 +568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000 +569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600 +570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960 +571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600 +572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000 +573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500 +574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000 +575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000 +576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500 +577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000 +578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500 +579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000 +580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500 +581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900 +582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293 +583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500 +584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000 +585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000 +586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900 +587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000 +588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000 +589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000 +590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500 +591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900 +592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950 +593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000 +594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000 +595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000 +596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000 +597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504 +598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201 +599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500 +600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000 +601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000 +602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000 +603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000 +604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000 +605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000 +606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000 +608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000 +609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100 +610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500 +611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000 +612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000 +613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500 +614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000 +615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500 +616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500 +617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200 +618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500 +619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813 +620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000 +621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000 +622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000 +623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000 +624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500 +625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150 +626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000 +627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900 +628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000 +629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000 +630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500 +631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000 +632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500 +633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500 +634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400 +635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000 +636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000 +637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000 +638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000 +639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000 +640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561 +641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000 +642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000 +643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000 +644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000 +645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878 +646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250 +647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300 +648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000 +650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500 +651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950 +652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000 +653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000 +654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000 +655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000 +656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000 +657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500 +658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000 +659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500 +660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000 +661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900 +662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000 +663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500 +665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000 +666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500 +667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000 +668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500 +669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000 +670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500 +671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500 +672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600 +673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000 +674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500 +675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000 +676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500 +677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000 +678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500 +679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500 +680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500 +681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434 +683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000 +684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000 +685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000 +686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500 +687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875 +688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800 +689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000 +690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700 +691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000 +692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000 +693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000 +694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480 +695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500 +696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000 +697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000 +698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500 +699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500 +700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000 +701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500 +702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000 +703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919 +704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000 +705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000 +706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000 +707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000 +709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540 +710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900 +711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000 +712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776 +713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000 +715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500 +716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000 +717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500 +718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000 +719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000 +720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500 +721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000 +722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500 +724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000 +725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000 +726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500 +727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000 +728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500 +729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000 +730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000 +731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500 +732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500 +733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500 +734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400 +735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000 +736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000 +737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500 +738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900 +739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000 +740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000 +741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000 +742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000 +743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000 +744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000 +745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000 +746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800 +747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000 +748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979 +749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400 +750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000 +751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500 +752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000 +753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000 +754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500 +755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000 +756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500 +757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000 +758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900 +759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400 +760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000 +761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500 +762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000 +763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200 +764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000 +765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000 +766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132 +767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500 +768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000 +769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837 +770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000 +771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900 +772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000 +773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000 +774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500 +775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000 +776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000 +777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500 +778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500 +779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000 +780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000 +781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900 +783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100 +784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500 +785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500 +787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000 +788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000 +789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900 +790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500 +791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200 +792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800 +793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790 +794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000 +795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500 +796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000 +797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500 +798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000 +799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000 +800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000 +801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000 +802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900 +803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933 +805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000 +806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680 +807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500 +808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500 +809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950 +810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000 +811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000 +812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500 +813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993 +814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900 +815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000 +816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900 +817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000 +818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000 +819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000 +820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000 +821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000 +822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000 +823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000 +824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500 +825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600 +826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000 +827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500 +828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000 +829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000 +830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400 +831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000 +832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000 +833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000 +834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000 +835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950 +836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000 +837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500 +838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000 +839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000 +840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500 +841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000 +842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500 +843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900 +844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000 +845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900 +846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000 +847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000 +848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500 +849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000 +850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000 +851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500 +852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000 +853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000 +854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000 +855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000 +856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000 +857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000 +858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000 +860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000 +861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950 +862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500 +863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000 +864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500 +865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580 +866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500 +867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900 +868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000 +869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000 +870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000 +871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500 +872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500 +873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000 +874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000 +875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500 +876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477 +877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250 +878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000 +879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000 +880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500 +881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000 +882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500 +883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000 +884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500 +885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000 +886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900 +887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000 +888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500 +889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000 +890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500 +891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900 +892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500 +893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500 +894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000 +895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858 +896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500 +898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953 +899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657 +900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000 +901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000 +902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000 +903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000 +905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500 +906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000 +907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000 +908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000 +909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000 +910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300 +912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500 +913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000 +914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733 +916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000 +917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311 +918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000 +919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000 +920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500 +921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000 +922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900 +923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990 +924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000 +925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500 +926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000 +927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000 +928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000 +929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500 +930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000 +931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000 +932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500 +933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000 +934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000 +935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000 +936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900 +937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900 +938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000 +939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799 +940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400 +941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900 +942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000 +943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000 +944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000 +945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500 +946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900 +947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000 +948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000 +949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500 +950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500 +951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000 +952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900 +953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900 +954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000 +955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500 +956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000 +958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000 +959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000 +960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000 +961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500 +962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000 +963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000 +964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000 +965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900 +966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900 +967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000 +968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000 +969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900 +970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000 +971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000 +972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500 +974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000 +975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500 +976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000 +977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500 +978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900 +979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000 +980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000 +981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400 +982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000 +983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895 +984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900 +985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000 +986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000 +987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000 +988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192 +989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000 +990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000 +991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000 +992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000 +993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000 +994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900 +995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500 +996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600 +997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500 +998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000 +999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000 +1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000 +1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000 +1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000 +1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000 +1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905 +1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000 +1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900 +1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500 +1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000 +1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000 +1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000 +1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000 +1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000 +1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000 +1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000 +1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200 +1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000 +1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000 +1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500 +1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000 +1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490 +1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000 +1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000 +1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000 +1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000 +1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000 +1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500 +1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500 +1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077 +1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000 +1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000 +1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000 +1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000 +1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000 +1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750 +1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000 +1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500 +1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000 +1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000 +1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000 +1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000 +1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000 +1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000 +1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280 +1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000 +1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600 +1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581 +1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000 +1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000 +1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900 +1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485 +1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141 +1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000 +1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500 +1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000 +1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000 +1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850 +1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000 +1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000 +1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000 +1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500 +1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000 +1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000 +1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500 +1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000 +1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000 +1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000 +1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900 +1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400 +1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000 +1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000 +1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000 +1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500 +1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500 +1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000 +1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500 +1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000 +1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800 +1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900 +1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000 +1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000 +1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000 +1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000 +1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000 +1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500 +1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000 +1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500 +1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000 +1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500 +1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000 +1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900 +1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000 +1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500 +1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000 +1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000 +1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432 +1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000 +1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000 +1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000 +1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000 +1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000 +1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500 +1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000 +1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500 +1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000 +1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000 +1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900 +1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725 +1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000 +1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000 +1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000 +1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000 +1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500 +1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000 +1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000 +1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100 +1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000 +1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000 +1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700 +1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400 +1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900 +1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000 +1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000 +1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900 +1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000 +1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000 +1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000 +1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000 +1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000 +1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500 +1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500 +1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500 +1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000 +1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000 +1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000 +1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000 +1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000 +1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000 +1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000 +1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500 +1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870 +1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000 +1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000 +1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000 +1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000 +1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500 +1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900 +1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000 +1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000 +1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900 +1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000 +1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500 +1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800 +1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000 +1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900 +1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000 +1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128 +1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000 +1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000 +1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959 +1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000 +1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170 +1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350 +1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000 +1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000 +1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000 +1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000 +1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000 +1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900 +1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500 +1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000 +1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000 +1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500 +1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000 +1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900 +1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000 +1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000 +1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500 +1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000 +1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000 +1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700 +1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900 +1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000 +1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000 +1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000 +1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000 +1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000 +1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000 +1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000 +1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000 +1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000 +1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000 +1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210 +1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000 +1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000 +1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000 +1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050 +1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900 +1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000 +1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000 +1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500 +1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900 +1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000 +1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000 +1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000 +1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000 +1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000 +1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000 +1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500 +1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000 +1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000 +1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456 +1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500 +1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500 +1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000 +1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000 +1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000 +1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900 +1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000 +1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000 +1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000 +1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000 +1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294 +1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000 +1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000 +1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500 +1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800 +1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000 +1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000 +1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887 +1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500 +1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000 +1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500 +1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900 +1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900 +1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328 +1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000 +1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000 +1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000 +1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000 +1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500 +1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900 +1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500 +1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000 +1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000 +1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750 +1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000 +1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000 +1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400 +1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500 +1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500 +1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900 +1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000 +1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000 +1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000 +1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900 +1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500 +1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500 +1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000 +1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900 +1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500 +1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000 +1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000 +1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000 +1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750 +1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000 +1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000 +1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000 +1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000 +1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000 +1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900 +1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000 +1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400 +1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000 +1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500 +1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000 +1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000 +1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500 +1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000 +1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000 +1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000 +1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000 +1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500 +1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500 +1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500 +1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900 +1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500 +1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000 +1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000 +1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000 +1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000 +1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000 +1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500 +1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000 +1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000 +1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000 +1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500 +1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000 +1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000 +1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200 +1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000 +1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000 +1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168 +1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000 +1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900 +1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493 +1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900 +1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000 +1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000 +1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500 +1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500 +1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500 +1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000 +1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000 +1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000 +1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500 +1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000 +1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500 +1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000 +1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500 +1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000 +1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500 +1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000 +1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900 +1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000 +1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500 +1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000 +1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500 +1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000 +1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000 +1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500 +1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000 +1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835 +1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500 +1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500 +1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463 +1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000 +1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000 +1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000 +1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000 +1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900 +1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000 +1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000 +1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000 +1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000 +1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900 +1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500 +1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000 +1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000 +1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000 +1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900 +1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932 +1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152 +1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000 +1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000 +1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000 +1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000 +1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000 +1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000 +1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500 +1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300 +1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500 +1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000 +1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000 +1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000 +1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000 +1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000 +1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500 +1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500 +1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500 +1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000 +1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000 +1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000 +1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500 +1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000 +1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000 +1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500 +1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000 +1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000 +1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000 +1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000 +1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000 +1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578 +1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213 +1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000 +1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500 +1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000 +1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450 +1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000 +1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000 +1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879 +1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922 +1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000 +1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000 +1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000 +1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000 +1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500 +1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000 +1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000 +1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000 +1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000 +1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000 +1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000 +1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900 +1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500 +1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000 +1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000 +1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000 +1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900 +1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500 +1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500 +1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970 +1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000 +1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000 +1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000 +1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000 +1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000 +1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900 +1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140 +1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750 +1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500 +1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500 +1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000 +1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000 +1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500 +1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617 +1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700 +1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000 +1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000 +1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300 +1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000 +1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000 +1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600 +1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900 +1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000 +1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000 +1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000 +1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000 +1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090 +1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500 +1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000 +1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000 +1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000 +1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500 +1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125 +1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500 diff --git a/images/dataframe_anatomy.png b/images/dataframe_anatomy.png new file mode 100644 index 0000000..2dacf09 Binary files /dev/null and b/images/dataframe_anatomy.png differ