diff --git a/.ipynb_checkpoints/Statistical_analysis_project-checkpoint.ipynb b/.ipynb_checkpoints/Statistical_analysis_project-checkpoint.ipynb
new file mode 100644
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+++ b/.ipynb_checkpoints/Statistical_analysis_project-checkpoint.ipynb
@@ -0,0 +1,4715 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "f0a03b26",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from scipy import stats\n",
+ "import statsmodels.api as sm\n",
+ "from statsmodels.formula.api import ols\n",
+ "from statsmodels.stats.anova import anova_lm\n",
+ "from sklearn import metrics"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "75f66b3b",
+ "metadata": {},
+ "source": [
+ "# Parte 1: Conocer la base"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e1deb712",
+ "metadata": {},
+ "source": [
+ "## 1. Leer y guardar base"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "4814bd80",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('train.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e6b0fd0b",
+ "metadata": {},
+ "source": [
+ "## 2.Revisar el contenido de la base con head y tail"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "2c48e5b4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " ... | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 65.0 | \n",
+ " 8450 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 208500 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 80.0 | \n",
+ " 9600 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 181500 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 3 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 11250 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 223500 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 4 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 60.0 | \n",
+ " 9550 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 140000 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 5 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 84.0 | \n",
+ " 14260 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 12 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 250000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 81 columns
\n",
+ "
"
+ ],
+ "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 ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n",
+ "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n",
+ "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n",
+ "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n",
+ "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n",
+ "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n",
+ "\n",
+ " YrSold SaleType SaleCondition SalePrice \n",
+ "0 2008 WD Normal 208500 \n",
+ "1 2007 WD Normal 181500 \n",
+ "2 2008 WD Normal 223500 \n",
+ "3 2006 WD Abnorml 140000 \n",
+ "4 2008 WD Normal 250000 \n",
+ "\n",
+ "[5 rows x 81 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "b65b0638",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " ... | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1455 | \n",
+ " 1456 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 62.0 | \n",
+ " 7917 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 8 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 175000 | \n",
+ "
\n",
+ " \n",
+ " | 1456 | \n",
+ " 1457 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 85.0 | \n",
+ " 13175 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 210000 | \n",
+ "
\n",
+ " \n",
+ " | 1457 | \n",
+ " 1458 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 66.0 | \n",
+ " 9042 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " GdPrv | \n",
+ " Shed | \n",
+ " 2500 | \n",
+ " 5 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 266500 | \n",
+ "
\n",
+ " \n",
+ " | 1458 | \n",
+ " 1459 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 9717 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 142125 | \n",
+ "
\n",
+ " \n",
+ " | 1459 | \n",
+ " 1460 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 75.0 | \n",
+ " 9937 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 147500 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 81 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
+ "1455 1456 60 RL 62.0 7917 Pave NaN Reg \n",
+ "1456 1457 20 RL 85.0 13175 Pave NaN Reg \n",
+ "1457 1458 70 RL 66.0 9042 Pave NaN Reg \n",
+ "1458 1459 20 RL 68.0 9717 Pave NaN Reg \n",
+ "1459 1460 20 RL 75.0 9937 Pave NaN Reg \n",
+ "\n",
+ " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n",
+ "1455 Lvl AllPub ... 0 NaN NaN NaN 0 \n",
+ "1456 Lvl AllPub ... 0 NaN MnPrv NaN 0 \n",
+ "1457 Lvl AllPub ... 0 NaN GdPrv Shed 2500 \n",
+ "1458 Lvl AllPub ... 0 NaN NaN NaN 0 \n",
+ "1459 Lvl AllPub ... 0 NaN NaN NaN 0 \n",
+ "\n",
+ " MoSold YrSold SaleType SaleCondition SalePrice \n",
+ "1455 8 2007 WD Normal 175000 \n",
+ "1456 2 2010 WD Normal 210000 \n",
+ "1457 5 2010 WD Normal 266500 \n",
+ "1458 4 2010 WD Normal 142125 \n",
+ "1459 6 2008 WD Normal 147500 \n",
+ "\n",
+ "[5 rows x 81 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.tail()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "109a99b3",
+ "metadata": {},
+ "source": [
+ "## 3. Revisamos titulos de columnas ##\n",
+ "\n",
+ "Revisamos que no tengan espacios antes o después del nombre o que contengan algun caracter que nos dificulte el analisis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "bed9fb28",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
+ " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n",
+ " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
+ " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
+ " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
+ " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
+ " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
+ " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n",
+ " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n",
+ " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
+ " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
+ " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n",
+ " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n",
+ " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n",
+ " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
+ " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+ " 'SaleCondition', 'SalePrice'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2add8426",
+ "metadata": {},
+ "source": [
+ "## 4. Revisamos el tipo de datos de cada columna "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "03f69d79",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Id int64\n",
+ "MSSubClass int64\n",
+ "MSZoning object\n",
+ "LotFrontage float64\n",
+ "LotArea int64\n",
+ " ... \n",
+ "MoSold int64\n",
+ "YrSold int64\n",
+ "SaleType object\n",
+ "SaleCondition object\n",
+ "SalePrice int64\n",
+ "Length: 81, dtype: object"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.dtypes"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4a3f8671",
+ "metadata": {},
+ "source": [
+ "## 5. Revisamos la forma\n",
+ "\n",
+ "Que dimensiones tiene tanto en columnas y renglones"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "6564b1aa",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "La forma de la base es (1460, 81)\n",
+ "Tiene en total 1460 registros\n",
+ "Tiene en total 81 columnas\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('La forma de la base es',df_train.shape)\n",
+ "print('Tiene en total ',df_train.shape[0],'registros')\n",
+ "print('Tiene en total', df_train.shape[1], 'columnas')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "32672dbb",
+ "metadata": {},
+ "source": [
+ "## 6. Revisamos la info de los registros\n",
+ "\n",
+ "Es similar al paso 4 pero aquí lleva conteo del número de columnas y agrega cuantos valores NO Nulos"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "23d57188",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 1460 entries, 0 to 1459\n",
+ "Data columns (total 81 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Id 1460 non-null int64 \n",
+ " 1 MSSubClass 1460 non-null int64 \n",
+ " 2 MSZoning 1460 non-null object \n",
+ " 3 LotFrontage 1201 non-null float64\n",
+ " 4 LotArea 1460 non-null int64 \n",
+ " 5 Street 1460 non-null object \n",
+ " 6 Alley 91 non-null object \n",
+ " 7 LotShape 1460 non-null object \n",
+ " 8 LandContour 1460 non-null object \n",
+ " 9 Utilities 1460 non-null object \n",
+ " 10 LotConfig 1460 non-null object \n",
+ " 11 LandSlope 1460 non-null object \n",
+ " 12 Neighborhood 1460 non-null object \n",
+ " 13 Condition1 1460 non-null object \n",
+ " 14 Condition2 1460 non-null object \n",
+ " 15 BldgType 1460 non-null object \n",
+ " 16 HouseStyle 1460 non-null object \n",
+ " 17 OverallQual 1460 non-null int64 \n",
+ " 18 OverallCond 1460 non-null int64 \n",
+ " 19 YearBuilt 1460 non-null int64 \n",
+ " 20 YearRemodAdd 1460 non-null int64 \n",
+ " 21 RoofStyle 1460 non-null object \n",
+ " 22 RoofMatl 1460 non-null object \n",
+ " 23 Exterior1st 1460 non-null object \n",
+ " 24 Exterior2nd 1460 non-null object \n",
+ " 25 MasVnrType 1452 non-null object \n",
+ " 26 MasVnrArea 1452 non-null float64\n",
+ " 27 ExterQual 1460 non-null object \n",
+ " 28 ExterCond 1460 non-null object \n",
+ " 29 Foundation 1460 non-null object \n",
+ " 30 BsmtQual 1423 non-null object \n",
+ " 31 BsmtCond 1423 non-null object \n",
+ " 32 BsmtExposure 1422 non-null object \n",
+ " 33 BsmtFinType1 1423 non-null object \n",
+ " 34 BsmtFinSF1 1460 non-null int64 \n",
+ " 35 BsmtFinType2 1422 non-null object \n",
+ " 36 BsmtFinSF2 1460 non-null int64 \n",
+ " 37 BsmtUnfSF 1460 non-null int64 \n",
+ " 38 TotalBsmtSF 1460 non-null int64 \n",
+ " 39 Heating 1460 non-null object \n",
+ " 40 HeatingQC 1460 non-null object \n",
+ " 41 CentralAir 1460 non-null object \n",
+ " 42 Electrical 1459 non-null object \n",
+ " 43 1stFlrSF 1460 non-null int64 \n",
+ " 44 2ndFlrSF 1460 non-null int64 \n",
+ " 45 LowQualFinSF 1460 non-null int64 \n",
+ " 46 GrLivArea 1460 non-null int64 \n",
+ " 47 BsmtFullBath 1460 non-null int64 \n",
+ " 48 BsmtHalfBath 1460 non-null int64 \n",
+ " 49 FullBath 1460 non-null int64 \n",
+ " 50 HalfBath 1460 non-null int64 \n",
+ " 51 BedroomAbvGr 1460 non-null int64 \n",
+ " 52 KitchenAbvGr 1460 non-null int64 \n",
+ " 53 KitchenQual 1460 non-null object \n",
+ " 54 TotRmsAbvGrd 1460 non-null int64 \n",
+ " 55 Functional 1460 non-null object \n",
+ " 56 Fireplaces 1460 non-null int64 \n",
+ " 57 FireplaceQu 770 non-null object \n",
+ " 58 GarageType 1379 non-null object \n",
+ " 59 GarageYrBlt 1379 non-null float64\n",
+ " 60 GarageFinish 1379 non-null object \n",
+ " 61 GarageCars 1460 non-null int64 \n",
+ " 62 GarageArea 1460 non-null int64 \n",
+ " 63 GarageQual 1379 non-null object \n",
+ " 64 GarageCond 1379 non-null object \n",
+ " 65 PavedDrive 1460 non-null object \n",
+ " 66 WoodDeckSF 1460 non-null int64 \n",
+ " 67 OpenPorchSF 1460 non-null int64 \n",
+ " 68 EnclosedPorch 1460 non-null int64 \n",
+ " 69 3SsnPorch 1460 non-null int64 \n",
+ " 70 ScreenPorch 1460 non-null int64 \n",
+ " 71 PoolArea 1460 non-null int64 \n",
+ " 72 PoolQC 7 non-null object \n",
+ " 73 Fence 281 non-null object \n",
+ " 74 MiscFeature 54 non-null object \n",
+ " 75 MiscVal 1460 non-null int64 \n",
+ " 76 MoSold 1460 non-null int64 \n",
+ " 77 YrSold 1460 non-null int64 \n",
+ " 78 SaleType 1460 non-null object \n",
+ " 79 SaleCondition 1460 non-null object \n",
+ " 80 SalePrice 1460 non-null int64 \n",
+ "dtypes: float64(3), int64(35), object(43)\n",
+ "memory usage: 924.0+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_train.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a72075e2",
+ "metadata": {},
+ "source": [
+ "# Parte 2: Limpieza de Datos"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8e6f2554",
+ "metadata": {},
+ "source": [
+ "## 7. Revisar columnas con nulos\n",
+ "\n",
+ "Como el paso anterior nos mostró que existen muchas columnas con valores nulos, es necesario revisar y eliminar aquellas columnas que tengan muchos nulos ya que no se puede estar llenando ese volumen de datos. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "e5b5ca25",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Total_Nulos | \n",
+ " Porcentaje_Nulos | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | PoolQC | \n",
+ " 1453 | \n",
+ " 99.52 | \n",
+ "
\n",
+ " \n",
+ " | MiscFeature | \n",
+ " 1406 | \n",
+ " 96.30 | \n",
+ "
\n",
+ " \n",
+ " | Alley | \n",
+ " 1369 | \n",
+ " 93.77 | \n",
+ "
\n",
+ " \n",
+ " | Fence | \n",
+ " 1179 | \n",
+ " 80.75 | \n",
+ "
\n",
+ " \n",
+ " | FireplaceQu | \n",
+ " 690 | \n",
+ " 47.26 | \n",
+ "
\n",
+ " \n",
+ " | LotFrontage | \n",
+ " 259 | \n",
+ " 17.74 | \n",
+ "
\n",
+ " \n",
+ " | GarageType | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageYrBlt | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageFinish | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageQual | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageCond | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | BsmtExposure | \n",
+ " 38 | \n",
+ " 2.60 | \n",
+ "
\n",
+ " \n",
+ " | BsmtFinType2 | \n",
+ " 38 | \n",
+ " 2.60 | \n",
+ "
\n",
+ " \n",
+ " | BsmtFinType1 | \n",
+ " 37 | \n",
+ " 2.53 | \n",
+ "
\n",
+ " \n",
+ " | BsmtCond | \n",
+ " 37 | \n",
+ " 2.53 | \n",
+ "
\n",
+ " \n",
+ " | BsmtQual | \n",
+ " 37 | \n",
+ " 2.53 | \n",
+ "
\n",
+ " \n",
+ " | MasVnrArea | \n",
+ " 8 | \n",
+ " 0.55 | \n",
+ "
\n",
+ " \n",
+ " | MasVnrType | \n",
+ " 8 | \n",
+ " 0.55 | \n",
+ "
\n",
+ " \n",
+ " | Electrical | \n",
+ " 1 | \n",
+ " 0.07 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Total_Nulos Porcentaje_Nulos\n",
+ "PoolQC 1453 99.52\n",
+ "MiscFeature 1406 96.30\n",
+ "Alley 1369 93.77\n",
+ "Fence 1179 80.75\n",
+ "FireplaceQu 690 47.26\n",
+ "LotFrontage 259 17.74\n",
+ "GarageType 81 5.55\n",
+ "GarageYrBlt 81 5.55\n",
+ "GarageFinish 81 5.55\n",
+ "GarageQual 81 5.55\n",
+ "GarageCond 81 5.55\n",
+ "BsmtExposure 38 2.60\n",
+ "BsmtFinType2 38 2.60\n",
+ "BsmtFinType1 37 2.53\n",
+ "BsmtCond 37 2.53\n",
+ "BsmtQual 37 2.53\n",
+ "MasVnrArea 8 0.55\n",
+ "MasVnrType 8 0.55\n",
+ "Electrical 1 0.07"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos = df_train.isnull().sum()[df_train.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Porcentaje_Nulos = round((Total_Nulos / (len(df_train)))*100, 2)\n",
+ "\n",
+ "tabla_nulos = pd.concat([Total_Nulos, Porcentaje_Nulos], axis = 1)\n",
+ "tabla_nulos.columns = ['Total_Nulos', 'Porcentaje_Nulos']\n",
+ "tabla_nulos"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bb82cf02",
+ "metadata": {},
+ "source": [
+ "Vemos que existen columnas donde faltan la mitado o más valores, estos serán eliminados. Tendremos un nuevo df para poder regresar en caso de ser necesario"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "7f994fb1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " ... | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 65.0 | \n",
+ " 8450 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 208500 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 80.0 | \n",
+ " 9600 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 181500 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 3 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 11250 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 223500 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 4 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 60.0 | \n",
+ " 9550 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " ... | \n",
+ " 272 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 140000 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 5 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 84.0 | \n",
+ " 14260 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 12 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 250000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 76 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n",
+ "0 1 60 RL 65.0 8450 Pave Reg Lvl \n",
+ "1 2 20 RL 80.0 9600 Pave Reg Lvl \n",
+ "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n",
+ "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n",
+ "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n",
+ "\n",
+ " Utilities LotConfig ... EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n",
+ "0 AllPub Inside ... 0 0 0 0 \n",
+ "1 AllPub FR2 ... 0 0 0 0 \n",
+ "2 AllPub Inside ... 0 0 0 0 \n",
+ "3 AllPub Corner ... 272 0 0 0 \n",
+ "4 AllPub FR2 ... 0 0 0 0 \n",
+ "\n",
+ " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n",
+ "0 0 2 2008 WD Normal 208500 \n",
+ "1 0 5 2007 WD Normal 181500 \n",
+ "2 0 9 2008 WD Normal 223500 \n",
+ "3 0 2 2006 WD Abnorml 140000 \n",
+ "4 0 12 2008 WD Normal 250000 \n",
+ "\n",
+ "[5 rows x 76 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train2 = df_train.copy()\n",
+ "df_train2 = df_train2[['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'LandContour', 'Utilities',\n",
+ " 'LotConfig','LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType','HouseStyle',\n",
+ " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd','RoofStyle', 'RoofMatl', 'Exterior1st',\n",
+ " 'Exterior2nd', 'MasVnrType','MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual','BsmtCond',\n",
+ " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1','BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF',\n",
+ " 'Heating','HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF','LowQualFinSF', 'GrLivArea',\n",
+ " 'BsmtFullBath', 'BsmtHalfBath', 'FullBath','HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
+ " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'GarageType','GarageYrBlt', 'GarageFinish','GarageCars',\n",
+ " 'GarageArea', 'GarageQual','GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF','EnclosedPorch',\n",
+ " '3SsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold','SaleType','SaleCondition','SalePrice']]\n",
+ "\n",
+ "df_train2.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "88391976",
+ "metadata": {},
+ "source": [
+ "## 8. Revisión de renglones con Nulos\n",
+ "\n",
+ "Al todavía tener registros en renglones con nulos, eliminamos aquellos que representan el mayor volumen"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "11d6ba8d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "LotFrontage 259\n",
+ "GarageType 81\n",
+ "GarageYrBlt 81\n",
+ "GarageFinish 81\n",
+ "GarageQual 81\n",
+ "GarageCond 81\n",
+ "BsmtExposure 38\n",
+ "BsmtFinType2 38\n",
+ "BsmtQual 37\n",
+ "BsmtCond 37\n",
+ "BsmtFinType1 37\n",
+ "MasVnrType 8\n",
+ "MasVnrArea 8\n",
+ "Electrical 1\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos2 = df_train2.isnull().sum()[df_train2.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "af907294",
+ "metadata": {},
+ "source": [
+ "Eliminaremos todos aquellos en Lot Frontage y después valoraremos cuantos registros se quedaron y de ser necesario hacer otro drop"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "11d253ff",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "registros iniciales: 1460\n",
+ "registros finales: 1201\n"
+ ]
+ }
+ ],
+ "source": [
+ "GarageCond_nulls = df_train2 [df_train2['LotFrontage'].isnull() == True]\n",
+ "df_train3 = df_train2.drop(GarageCond_nulls.index, axis = 0)\n",
+ "print ('registros iniciales:', len(df_train2))\n",
+ "print ('registros finales:', len(df_train3))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "2d92027c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "GarageType 74\n",
+ "GarageYrBlt 74\n",
+ "GarageFinish 74\n",
+ "GarageQual 74\n",
+ "GarageCond 74\n",
+ "BsmtExposure 32\n",
+ "BsmtFinType2 32\n",
+ "BsmtQual 31\n",
+ "BsmtCond 31\n",
+ "BsmtFinType1 31\n",
+ "MasVnrType 6\n",
+ "MasVnrArea 6\n",
+ "Electrical 1\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos3 = df_train3.isnull().sum()[df_train3.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c56734eb",
+ "metadata": {},
+ "source": [
+ "Vemos que siguen existiendo los nulls por lo que se verá eliminar aquellos con más registros"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "356f2742",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "registros iniciales: 1460\n",
+ "registros medio: 1201\n",
+ "registros finales: 1127\n"
+ ]
+ }
+ ],
+ "source": [
+ "GarageType_nulls = df_train3 [df_train3['GarageType'].isnull() == True]\n",
+ "df_train4 = df_train3.drop(GarageType_nulls.index, axis = 0)\n",
+ "print ('registros iniciales:', len(df_train2))\n",
+ "print ('registros medio:', len(df_train3))\n",
+ "print ('registros finales:', len(df_train4))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "62f21bdd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "BsmtExposure 25\n",
+ "BsmtFinType2 25\n",
+ "BsmtQual 24\n",
+ "BsmtCond 24\n",
+ "BsmtFinType1 24\n",
+ "MasVnrType 6\n",
+ "MasVnrArea 6\n",
+ "Electrical 1\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos4"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "246969ac",
+ "metadata": {},
+ "source": [
+ "Esta última eliminación nos ayudo a reducir de manera considerable los Nulls por lo que ya nos podemos quedar con la base resultante de registros"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b01e0297",
+ "metadata": {},
+ "source": [
+ "## 9. Llenar valores nulos.\n",
+ "\n",
+ "Los registros nulos con los que se cuentan se estarán llenando, puede ser de dos maneras:\n",
+ "\n",
+ " a) Promedios\n",
+ " \n",
+ " b) Moda\n",
+ "\n",
+ "En este caso como no podemos tener valores con pedazos (ej: 3.3, 4.1) por lo que usamos las modas "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "5432a910",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Series([], dtype: int64)"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#Utilizamos la última lista donde nos quedaron los nulos después del drop\n",
+ "for columnas in Total_Nulos4.index:\n",
+ " #Aquí lo que buscamos en la lista son los valores Object \n",
+ " if df_train4[columnas].dtype == 'object':\n",
+ " #Ponemos que guarde el valor 0 que es la primer moda, recodando que las modas pueden ser más de 1\n",
+ " valores_nuevos = str(df_train4[columnas].mode()[0])\n",
+ " else:\n",
+ " #Como los int y floats pueden ser floats, los juntamos en los floats\n",
+ " valores_nuevos = float(df_train4[columnas].mode()[0])\n",
+ " #Ya con los valores (modas) guardados para cada columna, llenamos los na faltantes\n",
+ " df_train4[columnas] = df_train4[columnas].fillna(valores_nuevos)\n",
+ "\n",
+ "#Solamente comprobamos que efectivamente no haya más valores nulos\n",
+ "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos4"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ccd5fb5b",
+ "metadata": {},
+ "source": [
+ "## 10. Seleccionar columnas para mantener.\n",
+ "\n",
+ "Debido a que sigue siendo una matriz extensa de datos, nos quedaremos con aquellos que toman mayor relevancia, tengan correlaciones y que puedan ayudar a realizar predicciones."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "fb402b8a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pd.set_option('display.max_columns', None)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "56f3375e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " LandSlope | \n",
+ " Neighborhood | \n",
+ " Condition1 | \n",
+ " Condition2 | \n",
+ " BldgType | \n",
+ " HouseStyle | \n",
+ " OverallQual | \n",
+ " OverallCond | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ " RoofStyle | \n",
+ " RoofMatl | \n",
+ " Exterior1st | \n",
+ " Exterior2nd | \n",
+ " MasVnrType | \n",
+ " MasVnrArea | \n",
+ " ExterQual | \n",
+ " ExterCond | \n",
+ " Foundation | \n",
+ " BsmtQual | \n",
+ " BsmtCond | \n",
+ " BsmtExposure | \n",
+ " BsmtFinType1 | \n",
+ " BsmtFinSF1 | \n",
+ " BsmtFinType2 | \n",
+ " BsmtFinSF2 | \n",
+ " BsmtUnfSF | \n",
+ " TotalBsmtSF | \n",
+ " Heating | \n",
+ " HeatingQC | \n",
+ " CentralAir | \n",
+ " Electrical | \n",
+ " 1stFlrSF | \n",
+ " 2ndFlrSF | \n",
+ " LowQualFinSF | \n",
+ " GrLivArea | \n",
+ " BsmtFullBath | \n",
+ " BsmtHalfBath | \n",
+ " FullBath | \n",
+ " HalfBath | \n",
+ " BedroomAbvGr | \n",
+ " KitchenAbvGr | \n",
+ " KitchenQual | \n",
+ " TotRmsAbvGrd | \n",
+ " Functional | \n",
+ " Fireplaces | \n",
+ " GarageType | \n",
+ " GarageYrBlt | \n",
+ " GarageFinish | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " GarageQual | \n",
+ " GarageCond | \n",
+ " PavedDrive | \n",
+ " WoodDeckSF | \n",
+ " OpenPorchSF | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 65.0 | \n",
+ " 8450 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " CollgCr | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 2003 | \n",
+ " 2003 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 196.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " No | \n",
+ " GLQ | \n",
+ " 706 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 150 | \n",
+ " 856 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 856 | \n",
+ " 854 | \n",
+ " 0 | \n",
+ " 1710 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 8 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " Attchd | \n",
+ " 2003.0 | \n",
+ " RFn | \n",
+ " 2 | \n",
+ " 548 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 61 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 208500 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 80.0 | \n",
+ " 9600 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " Gtl | \n",
+ " Veenker | \n",
+ " Feedr | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 6 | \n",
+ " 8 | \n",
+ " 1976 | \n",
+ " 1976 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " MetalSd | \n",
+ " MetalSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Gd | \n",
+ " ALQ | \n",
+ " 978 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 284 | \n",
+ " 1262 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1262 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1262 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Attchd | \n",
+ " 1976.0 | \n",
+ " RFn | \n",
+ " 2 | \n",
+ " 460 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 298 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 181500 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 3 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 11250 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " CollgCr | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 2001 | \n",
+ " 2002 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 162.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Mn | \n",
+ " GLQ | \n",
+ " 486 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 434 | \n",
+ " 920 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 920 | \n",
+ " 866 | \n",
+ " 0 | \n",
+ " 1786 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Attchd | \n",
+ " 2001.0 | \n",
+ " RFn | \n",
+ " 2 | \n",
+ " 608 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 42 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 223500 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 4 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 60.0 | \n",
+ " 9550 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " Gtl | \n",
+ " Crawfor | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 1915 | \n",
+ " 1970 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " Wd Sdng | \n",
+ " Wd Shng | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " BrkTil | \n",
+ " TA | \n",
+ " Gd | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 216 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 540 | \n",
+ " 756 | \n",
+ " GasA | \n",
+ " Gd | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 961 | \n",
+ " 756 | \n",
+ " 0 | \n",
+ " 1717 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 7 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Detchd | \n",
+ " 1998.0 | \n",
+ " Unf | \n",
+ " 3 | \n",
+ " 642 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 35 | \n",
+ " 272 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 140000 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 5 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 84.0 | \n",
+ " 14260 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " Gtl | \n",
+ " NoRidge | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 8 | \n",
+ " 5 | \n",
+ " 2000 | \n",
+ " 2000 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 350.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Av | \n",
+ " GLQ | \n",
+ " 655 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 490 | \n",
+ " 1145 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1145 | \n",
+ " 1053 | \n",
+ " 0 | \n",
+ " 2198 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 4 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 9 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Attchd | \n",
+ " 2000.0 | \n",
+ " RFn | \n",
+ " 3 | \n",
+ " 836 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 192 | \n",
+ " 84 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 12 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 250000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n",
+ "0 1 60 RL 65.0 8450 Pave Reg Lvl \n",
+ "1 2 20 RL 80.0 9600 Pave Reg Lvl \n",
+ "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n",
+ "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n",
+ "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n",
+ "\n",
+ " Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType \\\n",
+ "0 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n",
+ "1 AllPub FR2 Gtl Veenker Feedr Norm 1Fam \n",
+ "2 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n",
+ "3 AllPub Corner Gtl Crawfor Norm Norm 1Fam \n",
+ "4 AllPub FR2 Gtl NoRidge Norm Norm 1Fam \n",
+ "\n",
+ " HouseStyle OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle \\\n",
+ "0 2Story 7 5 2003 2003 Gable \n",
+ "1 1Story 6 8 1976 1976 Gable \n",
+ "2 2Story 7 5 2001 2002 Gable \n",
+ "3 2Story 7 5 1915 1970 Gable \n",
+ "4 2Story 8 5 2000 2000 Gable \n",
+ "\n",
+ " RoofMatl Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n",
+ "0 CompShg VinylSd VinylSd BrkFace 196.0 Gd TA \n",
+ "1 CompShg MetalSd MetalSd None 0.0 TA TA \n",
+ "2 CompShg VinylSd VinylSd BrkFace 162.0 Gd TA \n",
+ "3 CompShg Wd Sdng Wd Shng None 0.0 TA TA \n",
+ "4 CompShg VinylSd VinylSd BrkFace 350.0 Gd TA \n",
+ "\n",
+ " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n",
+ "0 PConc Gd TA No GLQ 706 \n",
+ "1 CBlock Gd TA Gd ALQ 978 \n",
+ "2 PConc Gd TA Mn GLQ 486 \n",
+ "3 BrkTil TA Gd No ALQ 216 \n",
+ "4 PConc Gd TA Av GLQ 655 \n",
+ "\n",
+ " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n",
+ "0 Unf 0 150 856 GasA Ex \n",
+ "1 Unf 0 284 1262 GasA Ex \n",
+ "2 Unf 0 434 920 GasA Ex \n",
+ "3 Unf 0 540 756 GasA Gd \n",
+ "4 Unf 0 490 1145 GasA Ex \n",
+ "\n",
+ " CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea \\\n",
+ "0 Y SBrkr 856 854 0 1710 \n",
+ "1 Y SBrkr 1262 0 0 1262 \n",
+ "2 Y SBrkr 920 866 0 1786 \n",
+ "3 Y SBrkr 961 756 0 1717 \n",
+ "4 Y SBrkr 1145 1053 0 2198 \n",
+ "\n",
+ " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n",
+ "0 1 0 2 1 3 1 \n",
+ "1 0 1 2 0 3 1 \n",
+ "2 1 0 2 1 3 1 \n",
+ "3 1 0 1 0 3 1 \n",
+ "4 1 0 2 1 4 1 \n",
+ "\n",
+ " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n",
+ "0 Gd 8 Typ 0 Attchd 2003.0 \n",
+ "1 TA 6 Typ 1 Attchd 1976.0 \n",
+ "2 Gd 6 Typ 1 Attchd 2001.0 \n",
+ "3 Gd 7 Typ 1 Detchd 1998.0 \n",
+ "4 Gd 9 Typ 1 Attchd 2000.0 \n",
+ "\n",
+ " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n",
+ "0 RFn 2 548 TA TA Y \n",
+ "1 RFn 2 460 TA TA Y \n",
+ "2 RFn 2 608 TA TA Y \n",
+ "3 Unf 3 642 TA TA Y \n",
+ "4 RFn 3 836 TA TA Y \n",
+ "\n",
+ " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n",
+ "0 0 61 0 0 0 0 \n",
+ "1 298 0 0 0 0 0 \n",
+ "2 0 42 0 0 0 0 \n",
+ "3 0 35 272 0 0 0 \n",
+ "4 192 84 0 0 0 0 \n",
+ "\n",
+ " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n",
+ "0 0 2 2008 WD Normal 208500 \n",
+ "1 0 5 2007 WD Normal 181500 \n",
+ "2 0 9 2008 WD Normal 223500 \n",
+ "3 0 2 2006 WD Abnorml 140000 \n",
+ "4 0 12 2008 WD Normal 250000 "
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train4.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37c258ba",
+ "metadata": {},
+ "source": [
+ "Existen columnas que aunque no contenían nulos, no son de utilidad ya que están llenas con 0s y se decide eliminar.\n",
+ "\n",
+ "Estas son:\n",
+ "BsmtFinSF2, LowQualFinSF, BsmtHalfBath, EnclosedPorch, 3SsnPorch, ScreenPorch, PoolArea\n",
+ "\n",
+ "Adiciona, se han eliminado aquellos que no traen valor después de revisar data_description. Estas son:\n",
+ "'Id', 'MSSubClass','LandSlope','Exterior2nd','KitchenAbvGr','GarageType','GarageYrBlt','GarageFinish', 'PavedDrive'\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "aa4b5772",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
+ " 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope',\n",
+ " 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle',\n",
+ " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle',\n",
+ " 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea',\n",
+ " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n",
+ " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n",
+ " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n",
+ " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n",
+ " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n",
+ " 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd',\n",
+ " 'Functional', 'Fireplaces', 'GarageType', 'GarageYrBlt', 'GarageFinish',\n",
+ " 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond', 'PavedDrive',\n",
+ " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n",
+ " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+ " 'SaleCondition', 'SalePrice'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train4.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "8555803e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Forma antes de eliminar (1127, 76)\n",
+ "Forma después de eliminar (1127, 66)\n"
+ ]
+ }
+ ],
+ "source": [
+ "columnas_relevantes = ['MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'Utilities', 'LotConfig','Neighborhood', \n",
+ " 'Condition1', 'Condition2', 'BldgType','HouseStyle','OverallQual', 'OverallCond', 'YearBuilt',\n",
+ " 'YearRemodAdd', 'RoofStyle','RoofMatl','Exterior1st','MasVnrType', 'MasVnrArea','ExterQual',\n",
+ " 'ExterCond', 'Foundation','BsmtQual', 'BsmtCond','BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
+ " 'BsmtFinType2','BsmtFinSF2','BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC','CentralAir', \n",
+ " 'Electrical', '1stFlrSF','2ndFlrSF', 'LowQualFinSF','GrLivArea', 'BsmtFullBath', 'BsmtHalfBath',\n",
+ " 'FullBath', 'HalfBath','BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd','Functional','Fireplaces', \n",
+ " 'GarageCars', 'GarageArea', 'GarageQual','GarageCond','WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch',\n",
+ " '3SsnPorch','ScreenPorch','PoolArea', 'MiscVal','MoSold', 'YrSold', 'SaleType','SaleCondition','SalePrice']\n",
+ "\n",
+ "df_train5 = df_train4.copy()\n",
+ "df_train5 =df_train5[columnas_relevantes]\n",
+ "print('Forma antes de eliminar',df_train4.shape)\n",
+ "print('Forma después de eliminar',df_train5.shape)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d711078f",
+ "metadata": {},
+ "source": [
+ "# Parte 3: Información relevante\n",
+ "\n",
+ "## 11. Revisaremos las correlaciones respecto al precio\n",
+ "\n",
+ "Debido a que en una venta de casa el precio es lo relevante, lo tomaremos para definir que variables están más correlacionadas con nuestra base actual"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "1a5b7049",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SalePrice 1.000000\n",
+ "OverallQual 0.799069\n",
+ "GrLivArea 0.704202\n",
+ "GarageCars 0.648035\n",
+ "GarageArea 0.620812\n",
+ "TotalBsmtSF 0.617345\n",
+ "1stFlrSF 0.609671\n",
+ "FullBath 0.565315\n",
+ "TotRmsAbvGrd 0.544031\n",
+ "YearBuilt 0.525195\n",
+ "YearRemodAdd 0.520913\n",
+ "Name: SalePrice, dtype: float64"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "mayor_correlacion_precio = df_train5.corr().SalePrice.sort_values(ascending = False)\n",
+ "mayor_correlacion_precio = mayor_correlacion_precio[mayor_correlacion_precio >0.5]\n",
+ "mayor_correlacion_precio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "463ddf64",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " SalePrice | \n",
+ " OverallQual | \n",
+ " GrLivArea | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " TotalBsmtSF | \n",
+ " 1stFlrSF | \n",
+ " FullBath | \n",
+ " TotRmsAbvGrd | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | SalePrice | \n",
+ " 1.000000 | \n",
+ " 0.799069 | \n",
+ " 0.704202 | \n",
+ " 0.648035 | \n",
+ " 0.620812 | \n",
+ " 0.617345 | \n",
+ " 0.609671 | \n",
+ " 0.565315 | \n",
+ " 0.544031 | \n",
+ " 0.525195 | \n",
+ " 0.520913 | \n",
+ "
\n",
+ " \n",
+ " | OverallQual | \n",
+ " 0.799069 | \n",
+ " 1.000000 | \n",
+ " 0.606944 | \n",
+ " 0.594978 | \n",
+ " 0.552446 | \n",
+ " 0.565761 | \n",
+ " 0.516054 | \n",
+ " 0.576511 | \n",
+ " 0.447723 | \n",
+ " 0.590791 | \n",
+ " 0.571944 | \n",
+ "
\n",
+ " \n",
+ " | GrLivArea | \n",
+ " 0.704202 | \n",
+ " 0.606944 | \n",
+ " 1.000000 | \n",
+ " 0.494887 | \n",
+ " 0.487904 | \n",
+ " 0.464377 | \n",
+ " 0.560597 | \n",
+ " 0.614504 | \n",
+ " 0.823793 | \n",
+ " 0.204875 | \n",
+ " 0.289624 | \n",
+ "
\n",
+ " \n",
+ " | GarageCars | \n",
+ " 0.648035 | \n",
+ " 0.594978 | \n",
+ " 0.494887 | \n",
+ " 1.000000 | \n",
+ " 0.839818 | \n",
+ " 0.461317 | \n",
+ " 0.470236 | \n",
+ " 0.520694 | \n",
+ " 0.422642 | \n",
+ " 0.532746 | \n",
+ " 0.463155 | \n",
+ "
\n",
+ " \n",
+ " | GarageArea | \n",
+ " 0.620812 | \n",
+ " 0.552446 | \n",
+ " 0.487904 | \n",
+ " 0.839818 | \n",
+ " 1.000000 | \n",
+ " 0.523317 | \n",
+ " 0.522223 | \n",
+ " 0.445180 | \n",
+ " 0.380526 | \n",
+ " 0.471922 | \n",
+ " 0.408310 | \n",
+ "
\n",
+ " \n",
+ " | TotalBsmtSF | \n",
+ " 0.617345 | \n",
+ " 0.565761 | \n",
+ " 0.464377 | \n",
+ " 0.461317 | \n",
+ " 0.523317 | \n",
+ " 1.000000 | \n",
+ " 0.836835 | \n",
+ " 0.330150 | \n",
+ " 0.281844 | \n",
+ " 0.409777 | \n",
+ " 0.309803 | \n",
+ "
\n",
+ " \n",
+ " | 1stFlrSF | \n",
+ " 0.609671 | \n",
+ " 0.516054 | \n",
+ " 0.560597 | \n",
+ " 0.470236 | \n",
+ " 0.522223 | \n",
+ " 0.836835 | \n",
+ " 1.000000 | \n",
+ " 0.373935 | \n",
+ " 0.403176 | \n",
+ " 0.309147 | \n",
+ " 0.281842 | \n",
+ "
\n",
+ " \n",
+ " | FullBath | \n",
+ " 0.565315 | \n",
+ " 0.576511 | \n",
+ " 0.614504 | \n",
+ " 0.520694 | \n",
+ " 0.445180 | \n",
+ " 0.330150 | \n",
+ " 0.373935 | \n",
+ " 1.000000 | \n",
+ " 0.539686 | \n",
+ " 0.500643 | \n",
+ " 0.467794 | \n",
+ "
\n",
+ " \n",
+ " | TotRmsAbvGrd | \n",
+ " 0.544031 | \n",
+ " 0.447723 | \n",
+ " 0.823793 | \n",
+ " 0.422642 | \n",
+ " 0.380526 | \n",
+ " 0.281844 | \n",
+ " 0.403176 | \n",
+ " 0.539686 | \n",
+ " 1.000000 | \n",
+ " 0.118799 | \n",
+ " 0.179377 | \n",
+ "
\n",
+ " \n",
+ " | YearBuilt | \n",
+ " 0.525195 | \n",
+ " 0.590791 | \n",
+ " 0.204875 | \n",
+ " 0.532746 | \n",
+ " 0.471922 | \n",
+ " 0.409777 | \n",
+ " 0.309147 | \n",
+ " 0.500643 | \n",
+ " 0.118799 | \n",
+ " 1.000000 | \n",
+ " 0.625157 | \n",
+ "
\n",
+ " \n",
+ " | YearRemodAdd | \n",
+ " 0.520913 | \n",
+ " 0.571944 | \n",
+ " 0.289624 | \n",
+ " 0.463155 | \n",
+ " 0.408310 | \n",
+ " 0.309803 | \n",
+ " 0.281842 | \n",
+ " 0.467794 | \n",
+ " 0.179377 | \n",
+ " 0.625157 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " SalePrice OverallQual GrLivArea GarageCars GarageArea \\\n",
+ "SalePrice 1.000000 0.799069 0.704202 0.648035 0.620812 \n",
+ "OverallQual 0.799069 1.000000 0.606944 0.594978 0.552446 \n",
+ "GrLivArea 0.704202 0.606944 1.000000 0.494887 0.487904 \n",
+ "GarageCars 0.648035 0.594978 0.494887 1.000000 0.839818 \n",
+ "GarageArea 0.620812 0.552446 0.487904 0.839818 1.000000 \n",
+ "TotalBsmtSF 0.617345 0.565761 0.464377 0.461317 0.523317 \n",
+ "1stFlrSF 0.609671 0.516054 0.560597 0.470236 0.522223 \n",
+ "FullBath 0.565315 0.576511 0.614504 0.520694 0.445180 \n",
+ "TotRmsAbvGrd 0.544031 0.447723 0.823793 0.422642 0.380526 \n",
+ "YearBuilt 0.525195 0.590791 0.204875 0.532746 0.471922 \n",
+ "YearRemodAdd 0.520913 0.571944 0.289624 0.463155 0.408310 \n",
+ "\n",
+ " TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt \\\n",
+ "SalePrice 0.617345 0.609671 0.565315 0.544031 0.525195 \n",
+ "OverallQual 0.565761 0.516054 0.576511 0.447723 0.590791 \n",
+ "GrLivArea 0.464377 0.560597 0.614504 0.823793 0.204875 \n",
+ "GarageCars 0.461317 0.470236 0.520694 0.422642 0.532746 \n",
+ "GarageArea 0.523317 0.522223 0.445180 0.380526 0.471922 \n",
+ "TotalBsmtSF 1.000000 0.836835 0.330150 0.281844 0.409777 \n",
+ "1stFlrSF 0.836835 1.000000 0.373935 0.403176 0.309147 \n",
+ "FullBath 0.330150 0.373935 1.000000 0.539686 0.500643 \n",
+ "TotRmsAbvGrd 0.281844 0.403176 0.539686 1.000000 0.118799 \n",
+ "YearBuilt 0.409777 0.309147 0.500643 0.118799 1.000000 \n",
+ "YearRemodAdd 0.309803 0.281842 0.467794 0.179377 0.625157 \n",
+ "\n",
+ " YearRemodAdd \n",
+ "SalePrice 0.520913 \n",
+ "OverallQual 0.571944 \n",
+ "GrLivArea 0.289624 \n",
+ "GarageCars 0.463155 \n",
+ "GarageArea 0.408310 \n",
+ "TotalBsmtSF 0.309803 \n",
+ "1stFlrSF 0.281842 \n",
+ "FullBath 0.467794 \n",
+ "TotRmsAbvGrd 0.179377 \n",
+ "YearBuilt 0.625157 \n",
+ "YearRemodAdd 1.000000 "
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "correlaciones = df_train5.corr().loc[mayor_correlacion_precio.index, mayor_correlacion_precio.index]\n",
+ "correlaciones"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "acf85b64",
+ "metadata": {},
+ "source": [
+ "Veremos de manera visual como se comporta la correlación respecto al Precio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "86499484",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize = (8,8))\n",
+ "heatmap = sns.heatmap(correlaciones, annot = True, vmin=-1, vmax=1, cmap='BrBG')\n",
+ "heatmap.set_title('Correlation Heatmap', pad=12);\n",
+ "\n",
+ "# plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e14a78bc",
+ "metadata": {},
+ "source": [
+ "Se puede reducir la matriz a un triangulo debido a que los valores se repiten. Se guarda gráfico para ppt."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "feb01d98",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ ":1: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
+ "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
+ " mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n",
+ "heatmap = sns.heatmap(correlaciones, mask=mask, vmin=-1, vmax=1, annot=True, cmap='BrBG')\n",
+ "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':12}, pad=12)\n",
+ "plt.xticks(rotation=45);\n",
+ "plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "345c1795",
+ "metadata": {},
+ "source": [
+ "Existen diferentes correlaciones positivas respecto al precio, por lo que se exploran algunas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "51b2135a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "YearBuilt = df_train5[['YearBuilt','SalePrice']].groupby('YearBuilt').mean().plot(kind='line', title ='Year built vs Sale Price', color = 'green', figsize = (10,6))\n",
+ "plt.savefig('Year built vs Sale Price.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "71d916fe",
+ "metadata": {},
+ "source": [
+ "Orden por los vecindarios respecto al precio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "91bcad4c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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xDhERERER/ecomxNxxhkiIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTyFfILyr8V9ZFRERERET0V6ntOZH/BlV0dFFr6s+VUtdjj00vLS8oKoKejk6lxFCZdRERERER0T8Tk8g3nJ6ODj6ePqRS6oqbv6FS6iEiIiIion8udmclIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSSlFBQX/SvrIiIiIiKiP0f7dQdA/wx62jpoOvuXSqnrysx1lVIPERERERH9eWyJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipak1iVyyZAm6dOkCCwsLbNiwAQAQGRkJKysrmJmZYdGiRYplY2Nj0bNnT3Tq1AnTp09HcXExACAhIQE2Njbo3LkzRo8ejZycHADA06dPMWLECJibm8PGxgYpKSkAgMLCQtjb28Pc3BzW1taIi4tT5yYSERERERH9p6gtiTx79ixOnz6NvXv3Yvfu3diyZQuuX78OJycnrFixAiEhIbhy5QrCw8MBAPb29nBxccHBgwchIvDz8wMAzJ49G/3790doaCiaNm2KFStWAAAWL14MY2NjHDhwAL1798b8+fMBAFu2bEHVqlVx4MABODk5wcHBQV2bSERERERE9J+jtiTy66+/xubNm6GtrY20tDSUlJTg6dOnqFu3LurUqQNtbW1YWVkhNDQUjx49Qn5+Plq0aAEA6NGjB0JDQ1FUVITo6Gh06tSpQjkAhIWFwcrKCgBgaWmJiIgIFBUVISwsDF27dgUAtGrVChkZGUhISFDXZhIREREREf2nqLU7q46ODpYuXQoLCwu0bt0aycnJMDAwULxuaGiIpKSkF8oNDAyQlJSEjIwM6OvrQ1tbu0I5gArraGtrQ19fH+np6S99r8TERHVuJhERERER0X+G2ifWGT9+PKKiovD48WPcvXv3hdc1NDQgIn+q/Pdoar58c36vnIiIiIiIiP4ctWVXcXFxiI2NBQBUrVoVZmZmOHPmDFJTUxXLJCcnw9DQEEZGRhXKU1JSYGhoiJo1ayI7OxslJSUVyoFnrZhl6xQXFyM7Oxs1atSAoaGhYpKd59chIiIiIiKiv0dtSeTDhw/h7OyMwsJCFBYW4ujRo+jbty/i4+Nx7949lJSUYP/+/TAxMUHt2rWhp6eHmJgYAEBQUBBMTEygo6MDY2NjhISEVCgHAFNTUwQFBQEAQkJCYGxsDB0dHZiammLPnj0AgHPnzkFPTw8ffvihujaTiIiIiIjoP0VbXW9samqKixcvonv37tDS0oKZmRksLCxQs2ZN2NraoqCgAKampujcuTMAwNPTE87OzsjJyUGTJk0waNAgAMDMmTPh4OCAlStXolatWvDy8gIATJgwAQ4ODrCwsED16tXh6ekJABg4cCBmzJgBCwsL6OrqwsPDQ12bSERERERE9J+jtiQSeDYecvz48RXKWrdujb17976wbKNGjeDv7/9Cee3atbFly5YXymvUqIFVq1a9UK6npwd3d/e/ETURERERERH9Hs44Q0REREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJ/xgFxUX/yrqIiIiIiP5JtF93AETK0tPWQSvX4ZVSV7Tjmkqph4iIiIjon4YtkURERERERKQ0tSaRy5Ytg4WFBSwsLODh4QEAcHR0hJmZGbp164Zu3brh8OHDAIDIyEhYWVnBzMwMixYtUrxHbGwsevbsiU6dOmH69OkoLi4GACQkJMDGxgadO3fG6NGjkZOTAwB4+vQpRowYAXNzc9jY2CAlJUWdm0hERERERPSforYkMjIyEidPnkRgYCCCgoJw9epVHD58GFeuXMHWrVuxZ88e7NmzBx07dkR+fj6cnJywYsUKhISE4MqVKwgPDwcA2Nvbw8XFBQcPHoSIwM/PDwAwe/Zs9O/fH6GhoWjatClWrFgBAFi8eDGMjY1x4MAB9O7dG/Pnz1fXJhIREREREf3nqC2JNDAwgIODA3R1daGjo4OPP/4YCQkJSEhIgIuLC6ysrLB06VKUlpbi0qVLqFu3LurUqQNtbW1YWVkhNDQUjx49Qn5+Plq0aAEA6NGjB0JDQ1FUVITo6Gh06tSpQjkAhIWFwcrKCgBgaWmJiIgIFBVxkhQiIiIiIiJVUNvEOp9++qni/3fv3kVISAi2bduGs2fPYs6cOahWrRpGjhwJf39/VKtWDQYGBorlDQ0NkZSUhOTk5ArlBgYGSEpKQkZGBvT19aGtrV2hHECFdbS1taGvr4/09HQYGRmpa1OJiIiIiIj+M9Q+sc6tW7cwdOhQTJs2DQ0aNMDy5cvx3nvvoWrVqhg4cCDCw8MhIi+sp6Gh8afLf4+mJucPItXho0aIiIiI6L9MrY/4iImJwfjx4+Hk5AQLCwvcuHEDd+/eVXRDFRFoa2vDyMgIqampivWSk5NhaGj4QnlKSgoMDQ1Rs2ZNZGdno6SkBFpaWopy4FkrZmpqKj744AMUFxcjOzsbNWrUUOdm0n+MnrYOTD1HVkpd4VN8KqUeIiIiIiJlqa2J7vHjxxg7diw8PT1hYWEB4FnSuGDBAjx58gRFRUXYuXMnOnbsiObNmyM+Ph737t1DSUkJ9u/fDxMTE9SuXRt6enqIiYkBAAQFBcHExAQ6OjowNjZGSEhIhXIAMDU1RVBQEAAgJCQExsbG0NHRUddmEhERERER/aeorSVy3bp1KCgogJubm6Ksb9++GDFiBPr164fi4mKYmZnB0tISAODm5gZbW1sUFBTA1NQUnTt3BgB4enrC2dkZOTk5aNKkCQYNGgQAmDlzJhwcHLBy5UrUqlULXl5eAIAJEybAwcEBFhYWqF69Ojw9PdW1iURERERERP85aksinZ2d4ezs/NLXbGxsXihr3bo19u7d+0J5o0aN4O/v/0J57dq1sWXLlhfKa9SogVWrVv2FiImIiIiIiOiPcMYZIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0iif6DC4qJ/ZV1ERERE9ObTft0BENGfp6utg85LR1dKXaHjV1ZKPURERET0z8CWSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUppSSWRpaSnWrl2LadOmITs7Gz4+PigpKVF3bET0hissLvpX1UNEREREf0xbmYU8PDyQnp6Oy5cvAwBOnDiBlJQUODs7qzU4Inqz6WrrwHrlGLXXEzh6hdrrICIiIiLlKNUSGRUVBTc3N+jp6UFfXx/r16/HqVOn/nC9ZcuWwcLCAhYWFvDw8AAAREZGwsrKCmZmZli0aJFi2djYWPTs2ROdOnXC9OnTUVxcDABISEiAjY0NOnfujNGjRyMnJwcA8PTpU4wYMQLm5uawsbFBSkoKAKCwsBD29vYwNzeHtbU14uLi/tweISIiIiIiot+lVBKpra0NTc3/W1RXVxfa2q9uxIyMjMTJkycRGBiIoKAgXL16Ffv374eTkxNWrFiBkJAQXLlyBeHh4QAAe3t7uLi44ODBgxAR+Pn5AQBmz56N/v37IzQ0FE2bNsWKFc9aJBYvXgxjY2McOHAAvXv3xvz58wEAW7ZsQdWqVXHgwAE4OTnBwcHhz+8VIvrHqMyuruxWS0RERKRkd9bPPvsMvr6+KCkpwZ07d7Bx40Y0atTolesYGBjAwcEBurq6AICPP/4Yd+/eRd26dVGnTh0AgJWVFUJDQ/HJJ58gPz8fLVq0AAD06NEDS5cuRe/evREdHY3ly5crygcMGAB7e3uEhYXB19cXAGBpaYk5c+agqKgIYWFhmDBhAgCgVatWyMjIQEJCAj788MM/v3eI6I2nq62D/mvHVUpd24Ytq5R6iIiIiN5kSrVETp8+HVevXkVaWhr69++P3NxcODk5vXKdTz/9VJEU3r17FyEhIdDQ0ICBgYFiGUNDQyQlJSE5OblCuYGBAZKSkpCRkQF9fX1Fq2dZOYAK62hra0NfXx/p6ekvfa/ExERlNpOIiIiIiIj+gFItkfr6+hg9ejQWLFiA7Oxs3L9/H++++65SFdy6dQsjR47EtGnToK2tjfj4+Aqva2hoQEReWO9V5b+nfJdbZcqJiFSlqKQIOlo6/5p6iIiIiH6PUknkli1b4Ofnh3379iEjIwO2trYYNWoUevfu/cr1YmJiMH78eDg5OcHCwgJnz55Famqq4vXk5GQYGhrCyMioQnlKSgoMDQ1Rs2ZNZGdno6SkBFpaWopy4FkrZmpqKj744AMUFxcjOzsbNWrUgKGhIVJSUlC3bt0K70VEpE46Wjr4ZfN4tdezbtBStddBRERE9CpKNdHt3LkT27dvBwDUqVMHQUFB2Lx58yvXefz4McaOHQtPT09YWFgAAJo3b474+Hjcu3cPJSUl2L9/P0xMTFC7dm3o6ekhJiYGABAUFAQTExPo6OjA2NgYISEhFcoBwNTUFEFBQQCAkJAQGBsbQ0dHB6amptizZw8A4Ny5c9DT0+N4SCIiIiIiIhVRqiWypKQE+vr6ir+rV6/+ym6lALBu3ToUFBTAzc1NUda3b1+4ubnB1tYWBQUFMDU1RefOnQEAnp6ecHZ2Rk5ODpo0aYJBgwYBAGbOnAkHBwesXLkStWrVgpeXFwBgwoQJcHBwgIWFBapXrw5PT08AwMCBAzFjxgxYWFhAV1dX8WgRIiIiIiIi+vuUSiIbNGgAT09P9OnTBwAQEBCAevXqvXIdZ2dnODs7v/S1vXv3vlDWqFEj+Pv7v1Beu3ZtbNmy5YXyGjVqYNWqVS+U6+npwd3d/ZWxERH9G1XmeEmOzSQiIvrvUiqJnD17NmbNmoXu3btDW1sbbdq0waxZs9QcGhER/Rk6Wjqw3TGxUury7rv4d1/jJENERET/bkolke+//z6WLePz0YiI6I/paOnAfvcktdezsOcitddBREREL3plEjl//nxMnz4do0aNeunrL+tOSkRERERERP9er0wiW7duDQDo1KlTpQRDREREREREb7ZXJpHt27cH8OzRGps2baqUgIiIiIiIiOjNpdRzIrOyspCbm6vuWIiIiFSiqKToX1kXERHRm0CpiXWqVq2KH374AQ0bNkS1atUU5RwTSUREbyIdLR3M2GNXKXXN6eb1u68VlxRBuxJmkK2seoiIiAAlk8hevXqpOw4iIqJ/HW0tHSwIVn8y62Tx+4ksERGRqv1hEnnz5k289dZbaN68OYyMjCojJiIiIiIiInpDvXJM5O7duzFgwACsWbMGXbt2xcmTJysrLiIiIiIiInoDvbIlcsuWLdi3bx+MjIxw4cIFLFq0CO3ataus2IiIiIiIiOgN84ezs5Z1YW3ZsiUyMjLUHhARERERERG9uV6ZRGpoaFT4W0tLS63BEBERERER0ZtNqedElnk+qSQiIiIiIqL/lleOibxx4wa+/PJLxd/5+fn48ssvISLQ0NDA+fPn1R4gERERERERvTlemUQePny4suIgIiIiIiKif4BXdmetXbu24l9aWhpOnDgBAwMDJCcno3bt2pUVIxEREREREb0hlBoTGRAQAEdHR6xduxZZWVkYM2YM/Pz81B0bERERERERvWGUSiK3bNmCnTt3Ql9fH++99x4CAgKwadMmdcdGREREREREbxilkkhNTU3o6+sr/q5VqxYf90FERERERPQfpFQSWaNGDcTGxioe8bF371688847ag2MiIiIiIiI3jyvnJ21jJOTEyZMmID79++jXbt20NPTw4oVK9QdGxEREREREb1hlEoiP/74Y+zZswd3795FSUkJ6tevDx0dHXXHRkRERERERG+YVyaRGzZseGn5qVOnAABDhgxRfURERERERET0xnplEnnz5s3KioOIiIiIiIj+AV6ZRLq6ulZWHERERERERPQPoNSYyAsXLmD16tXIzc2FiKC0tBQPHz5EWFiYmsMjIiIiIiKiN4lSj/hwdnZGy5YtkZ2dDSsrK+jr68PMzEzdsREREdHfVFxS9K+si4iIXh+lWiI1NDQwYsQIZGRkoEGDBujatSv69eun7tiIiIjob9LW0sGvBydXSl2TO/1aKfUQEdHrpVRL5FtvvQUA+N///odbt25BT08PJSUlSlWQnZ0NS0tLPHz4EADg6OgIMzMzdOvWDd26dcPhw4cBAJGRkbCysoKZmRkWLVqkWD82NhY9e/ZEp06dMH36dBQXFwMAEhISYGNjg86dO2P06NHIyckBADx9+hQjRoyAubk5bGxskJKSouSuICIiIiIioj+iVBL5xRdfYOLEifj222+xfv16uLm5QUtL6w/Xu3jxIvr164e7d+8qyq5cuYKtW7diz5492LNnDzp27Ij8/Hw4OTlhxYoVCAkJwZUrVxAeHg4AsLe3h4uLCw4ePAgRgZ+fHwBg9uzZ6N+/P0JDQ9G0aVOsWLECALB48WIYGxvjwIED6N27N+bPn/9n9wkRERERERH9jj9MIkUE06ZNw+DBg2FgYIAxY8bgzp07+PXXP+6y4ufnh5kzZ8LQ0BAAkJubi4SEBLi4uMDKygpLly5FaWkpLl26hLp166JOnTrQ1taGlZUVQkND8ejRI+Tn56NFixYAgB49eiA0NBRFRUWIjo5Gp06dKpQDQFhYGKysrAAAlpaWiIiIQFERx2gQERERERGpwivHRN6+fRsjRoyAi4sLWrduDWtra2hoaCAvLw8JCQmoX7/+K9/8+VbAtLQ0fPvtt5gzZw6qVauGkSNHwt/fH9WqVYOBgYFiOUNDQyQlJSE5OblCuYGBAZKSkpCRkQF9fX1oa2tXKAdQYR1tbW3o6+sjPT0dRkZGf2K3EBERERER0cu8siXSw8MDEydOxA8//IDg4GCICPbv349t27bB29v7T1dWp04dLF++HO+99x6qVq2KgQMHIjw8HCLywrIaGhp/uvz3aGoq1WuXiIiIiIiI/sArs6vHjx+ja9euAIAzZ86gQ4cO0NTURK1atZCdnf2nK7tx4wYOHjyo+FtEoK2tDSMjI6SmpirKk5OTYWho+EJ5SkoKDA0NUbNmTWRnZysm9ykrB561YpatU1xcjOzsbNSoUeNPx0pEREREREQvemUSWb4F78KFC2jVqpXi74KCgj9dmYhgwYIFePLkCYqKirBz50507NgRzZs3R3x8PO7du4eSkhLs378fJiYmqF27NvT09BATEwMACAoKgomJCXR0dGBsbIyQkJAK5QBgamqKoKAgAEBISAiMjY2ho6Pzp2MlIiIi1amsZ0jyWZVEROr3yjGR77zzDq5fv47s7GykpKQoksjz58//pTGGjRo1wogRI9CvXz8UFxfDzMwMlpaWAAA3NzfY2tqioKAApqam6Ny5MwDA09MTzs7OyMnJQZMmTTBo0CAAwMyZM+Hg4ICVK1eiVq1a8PLyAgBMmDABDg4OsLCwQPXq1eHp6fmn4yQiIiLV0tbSwfJj6n9e5dj2fFYlEZG6vTKJtLOzw+DBg5GdnY0pU6agWrVqWLduHVatWoXly5crXcmxY8cU/7exsYGNjc0Ly7Ru3Rp79+59obxRo0bw9/d/obx27drYsmXLC+U1atTAqlWrlI6NiIiI/huKS4ugrVk5vZMqsy4iosr2yiSyRYsWiIiIQH5+Pt5++20AQMuWLbFr1y7Uq1evMuIjIiIiUgltTR2si5hSKXX9YsKeUET07/XKJBIAdHV1oaurq/j7yy+/VGtARERERP9WJaVF0KqkFsrKrIuI/lv+MIkkIiIiItXQ0tSBb6R9pdRl02ZhpdRDRP89fIAiERERERERKY1JJBEREdF/TElp5T0KpTLrIqLKwe6sRERERP8xWpo6CIiunG61PVq9vFstx4cS/XMxiSQiIiKiSqelqYOQC1Mrpa4uLT1+97U3IZktLS2CZiXFUJl10b8Xk0giIiIi+s/S0tTB0cuVk8z++MXLk1lNTR2cip1WKTG0bexeKfXQvxvHRBIREREREUorcfxqZdZFqseWSCIiIiIigqamDmJuO1RKXV994lYp9ZB6sCWSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlKbWJDI7OxuWlpZ4+PAhACAyMhJWVlYwMzPDokWLFMvFxsaiZ8+e6NSpE6ZPn47i4mIAQEJCAmxsbNC5c2eMHj0aOTk5AICnT59ixIgRMDc3h42NDVJSUgAAhYWFsLe3h7m5OaytrREXF6fOzSMiIiIiIhUqLS16I+oqlUqMoxLrUhVtdb3xxYsX4ezsjLt37wIA8vPz4eTkhC1btqBWrVoYOXIkwsPDYWpqCnt7e8ybNw8tWrSAk5MT/Pz80L9/f8yePRv9+/eHhYUFli9fjhUrVsDe3h6LFy+GsbExVq9ejaCgIMyfPx+LFy/Gli1bULVqVRw4cADR0dFwcHDArl271LWJRERERESkQpqaOrh616FS6vq8ntvvx6Ghg7hHjpUSx8e1XSulHlVSW0ukn58fZs6cCUNDQwDApUuXULduXdSpUwfa2tqwsrJCaGgoHj16hPz8fLRo0QIA0KNHD4SGhqKoqAjR0dHo1KlThXIACAsLg5WVFQDA0tISERERKCoqQlhYGLp27QoAaNWqFTIyMpCQkKCuTSQiIiIiIlILqcQWyj9bl9paIufPn1/h7+TkZBgYGCj+NjQ0RFJS0gvlBgYGSEpKQkZGBvT19aGtrV2h/Pn30tbWhr6+PtLT01/6XomJifjwww/VtZlEREREREQqp6Ghg4Qkp0qp60OjBX9q+UqbWEdEXijT0ND40+W/R1Pz5Zvye+VERERERET051VahmVkZITU1FTF38nJyTA0NHyhPCUlBYaGhqhZsyays7NRUlJSoRx41opZtk5xcTGys7NRo0YNGBoaKibZeX4dIiIiIiIi+vsqLYls3rw54uPjce/ePZSUlGD//v0wMTFB7dq1oaenh5iYGABAUFAQTExMoKOjA2NjY4SEhFQoBwBTU1MEBQUBAEJCQmBsbAwdHR2Ymppiz549AIBz585BT0+PXVmJiIiIiIhUSG1jIp+np6cHNzc32NraoqCgAKampujcuTMAwNPTE87OzsjJyUGTJk0waNAgAMDMmTPh4OCAlStXolatWvDy8gIATJgwAQ4ODrCwsED16tXh6ekJABg4cCBmzJgBCwsL6OrqwsPDo7I2j4iIiIiI6D9B7UnksWPHFP9v3bo19u7d+8IyjRo1gr+//wvltWvXxpYtW14or1GjBlatWvVCuZ6eHtzd3f9mxERERERERPR7OOsMERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpTft1VDpo0CCkpaVBW/tZ9XPmzMH9+/excuVKFBUVYfDgwbCxsQEAREZGwtXVFQUFBTA3N8ekSZMAALGxsXB2dkZ2djaMjY0xe/ZsaGtrIyEhAfb29khLS0P9+vXh6emJt95663VsJhERERER0b9OpbdEigju3LmDPXv2KP598MEHWLRoEbZt24Y9e/Zg586duH37NvLz8+Hk5IQVK1YgJCQEV65cQXh4OADA3t4eLi4uOHjwIEQEfn5+AIDZs2ejf//+CA0NRdOmTbFixYrK3kQiIiIiIqJ/rUpPIu/cuQMNDQ0MHz4cXbt2xdatWxEZGYlvv/0WNWrUQLVq1dCpUyeEhobi0qVLqFu3LurUqQNtbW1YWVkhNDQUjx49Qn5+Plq0aAEA6NGjB0JDQ1FUVITo6Gh06tSpQjkRERERERGpRqUnkU+fPkXr1q2xfPlybNy4ETt27EBCQgIMDAwUyxgaGiIpKQnJyclKlRsYGCApKQkZGRnQ19dXdJMtKyciIiIiIiLVqPQksmXLlvDw8EC1atVQs2ZN9OrVC0uXLn1hOQ0NDYiISsqJiIiIiIhINSo9iTx37hyioqIUf4sIateujdTUVEVZcnIyDA0NYWRkpFR5SkoKDA0NUbNmTWRnZ6OkpKRCOREREREREalGpSeRWVlZ8PDwQEFBAbKzsxEYGIiFCxciKioK6enpyMvLw6FDh2BiYoLmzZsjPj4e9+7dQ0lJCfbv3w8TExPUrl0benp6iImJAQAEBQXBxMQEOjo6MDY2RkhISIVyIiIiIiIiUo1Kf8THDz/8gIsXL6J79+4oLS1F//798dVXX2HSpEkYNGgQioqK0KtXLzRr1gwA4ObmBltbWxQUFMDU1BSdO3cGAHh6esLZ2Rk5OTlo0qQJBg0aBACYOXMmHBwcsHLlStSqVQteXl6VvYlERERERET/Wq/lOZETJ07ExIkTK5RZWVnBysrqhWVbt26NvXv3vlDeqFEj+Pv7v1Beu3ZtbNmyRWWxEhERERER0f+p9O6sRERERERE9M/FJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiU9q9MIvft24cuXbqgY8eO8PX1fd3hEBERERER/Wtov+4AVC0pKQmLFi1CQEAAdHV10bdvX3zzzTf45JNPXndoRERERERE/3j/uiQyMjIS3377LWrUqAEA6NSpE0JDQzFu3LhXrldSUgIASExMrFCukZuvljif9/Dhw99/MecNiAGAZL/+OEqzXn8MAFCclffa4yh6+vpjAIDCJ+qP449iKKiEGJSJIz/z9e+LvIxctcegTBy5lRDHH8WQk/5m7IvsSojjj2LISnsz9sXTSojjj2J4kvr690XmGxADAGSkvP440pNffwwAkPYGxJGalFM5MVR/9b5Iqaw4qvx+HMmJlRPDO9qv3hdJlbQv9OQV+yK1cmIoLXoWQ1kuVJYb/R4NERG1R1WJfHx8kJubi0mTJgEAdu3ahUuXLmHu3LmvXO/cuXOwsbGpjBCJiIiIiIjeWL6+vjA2Nv7d1/91LZEvy4k1NDT+cL2mTZvC19cXBgYG0NLSUkdoREREREREb6ySkhKkpKSgadOmr1zuX5dEGhkZ4dy5c4q/k5OTYWho+IfrValS5ZXZNhERERER0b9d3bp1/3CZf93srG3atEFUVBTS09ORl5eHQ4cOwcTE5HWHRURERERE9K/wr2yJnDRpEgYNGoSioiL06tULzZo1e91hERERERER/Sv86ybWISIiIiIiIvX513VnJSIiIiIiIvVhEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERPQ3cH46IiL6q/6pvyFMIv+jnj9gX8cBXFpaWul1vmne5BNHUVHRa6n3Td4n/zVZWVkV/uZnU1FycjIAQEND4zVHUvlyc3NfdwhvjAcPHrzuEIjoHywpKel1h/CXMIn8DyotLVVc9ERGRgKo/IugzMxMnDp1ShHP61L+oriykyYRUez369evo7CwsFLrf5k7d+5g2bJlAF5PwlB+n5RdoL8Ob0qy9DrjyMjIwIoVKxAbG4vExEQAb16y9Lo/p7Fjx2LevHmvNYbX4ebNm1i7di1u3LjxukN57TIzMzFr1izFefN1uX79OvLy8l5rDK/7+1jemxTLm+BN2B9vQgxvovT0dIwaNQoxMTGVXndcXBzu37//l6+3mES+BmVfpNfV0qOp+exjDwkJwcKFC/H06dNKrb+0tBSpqanw8/ODu7s71q9f/9oTlsDAQBw+fLhSE9qyuvfv3w8nJ6dKq/dVPvjgA1y4cAE//fQTXF1dAVTecVr+89i5cyfmzp37WhLr8nEEBATg2rVrlR5D+TjCw8MRFBRU6fXr6Oigfv36cHZ2xoIFCyq9/ueVnSMSExORkJAA4Nl36HVemMycOROZmZk4f/78a6n/dW17UVER4uLicOTIEdy6deu1xPAmXJDeu3cPWVlZGDx4MK5cuYLVq1e/tljmz5+PKVOmvLZEsvx5s6io6LVd35SP5dSpUzh27Nhri0GZsspQvuEgJiYGZ86cqfQYyh8fly5dQnR0dKXWXaagoKDS6lVWlSpVYGxsjCdPngCovIaVY8eOYfTo0bC3t8eqVauQkZHxp9+DSWQlK/sinTx5EosXL8bq1asRHR1dKQdN+TpiYmJgZ2eHoUOH4u233660i/W0tDRs3rwZn3zyCb799lts2LAB2dnZr6WFo6zO8PBwrF27Fh06dFAk2JUlLCwMmzdvRr9+/aCrq1updZdXdpKtVq0aOnbsiFu3biEtLQ3As2SipKRE7TGUfR4HDhzAoUOH0Lt379eyT8onkEFBQXjvvfcqPYayOKKiorB582bUqlWr0uotO0/o6+sjMzMTSUlJKCkpwfXr1xXLvI6LIQ0NDYSFhWHAgAFwcXFR3Hip7EQyKSlJcSHyv//9Dx9++KGiRa6ye1WUHau7du2Cq6srTp8+rdZ9Ufben3/+OUaMGIH79+8jJCSk0hPJ52/0rFy5Er/99lulxlBcXIy5c+fCz88P9erVw88//4xz585VeiJZ9pmsX78e+fn5cHZ2fi2JZNnnsXHjRsydOxfDhg1DZGTka0kmNTQ0cObMGSxfvhw1a9as9PrLH5+XL1/GxYsXkZeX99p6cpRd16xbtw6LFy/Gzp07ce/evUqNoWzbN2/eDAcHB0ybNg3Ozs4oLi5Wa73lP4tNmzbB3d0d9vb2OHv27Gvt/VX+PF2tWjV8+umncHd3x5MnTyrlOvTkyZPw9vbGwoULMX78eJw/f/4v7Q8mkZWs7MJwwYIF6NixI3bv3o3g4GDk5+ertd4TJ05g0aJFWLhwIQDgq6++grm5ORYtWoTCwkLo6uqq/csMANeuXcPly5exevVqvPfee5g1axYuX76Mffv2ITs7W+31AxW/vImJidi3bx+qVav2l+7C/J26AeCTTz7BO++8g99++03RulLZyp9kMzMzYWpqCl9fX2RlZcHBwQEAoKWlBUA9F8lXr15FSEgIdu3ahczMTGhoaCAtLQ137tx5YUxeZRARpKamYvXq1TAwMICRkRFEpFIShIKCAuTk5Ci+C2vWrEFcXBy++eYbAKiU72jZD9iuXbtw/fp1eHl5oXXr1lizZg3OnTsH4PV0a42Pj0doaCjc3Nwwa9Ys3L9/H46Ojop4KiORzMzMxJAhQzB8+HCcO3cOJSUlsLS0xJYtW/Dbb79V+k0o4NlF2b59+9C4cWNUr14dubm5yMzMVHk95c8TOTk5+PzzzzFlyhQkJCQgNDS0UhPJ8glLUFAQ3n77bVSpUgWFhYWV0tJw+fJlnDlzBi4uLrh16xYCAgLw0UcfYciQIZWeSGpoaKCgoAA6Ojrw8fFBSkoKZsyYoThXVOYNll27diEsLAzOzs7IzMzEkSNHFPVXVhwigvz8fKxfvx7Z2dlo0aIFAFTKjdDnt3Hz5s1wdXWFv78/rKysEBcX99Ll1OX69es4ceIEgGfXXsePH8eWLVswcuRI3Lp1CwsXLsTNmzcrJRYAOH/+PKKiorB//37s378fN27cwIIFCyrlswkICMCRI0dgZ2eHmJgYnDx58rWcr8s8f3OlT58+aNeuneLzUuf1RkREBLy8vDB16lQ0b94cjRs3xscff/yX9geTyEpUdiEaEREBJycnaGpqonr16hg5ciQOHTqktoG1J0+exPz589GoUSMcPHgQ7u7uAIBFixbhq6++goWFBUpKSqCtra32i9TvvvsOP/30E5KTk3H37l307dsX/fr1w86dO3HhwgVcvXoVKSkpaqu//IVQcXExPvjgAwwbNgyfffYZduzYodYJEsrXHRoaiiNHjuDevXtYsmQJUlNTsXPnztcyuLospu3bt2PMmDEICwtDkyZNMH/+fDx+/BgzZ85EVFQUkpKSVH7SDQ8Px7Rp03D69GncunULDx48QOfOnfHLL7/g6NGjOHHiRKXcVS9/whYRvP/++5g7dy7OnDmD9evXQ0NDA5qammo9scfFxWH8+PEYPnw4Vq1ahfz8fPj4+KBq1aoYP348AEBbW7tSfnDPnj2LpUuXYvLkyfj666/xzTffoGHDhggICMCyZctw+PBhtcfw5MkTXLp0CcCz8bGOjo7Izs7GJ598gjp16uDXX3/Fo0ePYGdnB6ByEtsqVargf//7H+7fv4+oqCh4eHggPz8fLi4uWL9+vVrPXS9TVFSE27dvY/78+fjggw9w9OhRjBgxAi4uLio/l5S/mz99+nT0798fp06dwtChQ/Hw4UMcPHiwQmu1uuXn5+PKlSv49ddf0bBhQxw/fhyjR4/GrFmz1HpD8tKlS9DQ0EDjxo3x3nvvwcPDA9euXauQSJ4/fx5LlixRWwwAcPr0abi4uAAA9PT0UFhYCG1tbaxduxYJCQmYMmUKAPV+LxITExWJEfBsbNfkyZPh6+sLQ0NDTJo0CQ4ODnjw4IHav59liVlxcTGqVKkCBwcHFBUVYdasWQCe3QhV97mz/ERbZ86cwdGjR7F582bUr18fDRo0wLvvvov8/PxKOVfl5eUhMjISO3fuxLlz52BkZITc3Fw4ODjA3d0dYWFhiImJwYEDB9QeC/DsexMSEoKkpCTcvXsX1apVg4+PD65cuYLp06er/LM5efIkAgMDFfv69u3bmDBhAvbt24cGDRrgl19+gZubG9LT01VarzKuX7+OTp06Yffu3YrfOACoX78+oqKiAEAtCa6IICkpCXZ2drC0tETr1q3x8OFD2NjY4NixY5g1axamTJmC48eP4+zZs0q9J5PISlB2csvJyYGmpibq1auH9evXY/bs2fD29katWrWwZs0atVyAhIWFwd3dHR4eHrCwsICLiwsePnyIpUuX4siRI1i4cCGMjY3Rpk0blJaWQltbW+Ux5OTkVEgEvvnmG5w9exYRERFYtWoVTExMMHDgQGzYsAG2trZITU1VeQxlyt/BnjVrFn755RdkZ2ejQ4cOePr0Kfbs2aO2bh7lL8K2bt2KgoIC/PLLL7h27RqcnZ1x8+ZNtR0HL1P+buiBAwcQFBSEefPm4eOPP0ZcXByysrLg7u6OxMREzJo1S+Wt5ZcuXYKnpyfmzZuHOXPmYNq0aWjSpAkAwMrKCsOGDcPOnTtx8OBBtSeSZSfsoKAgzJo1C97e3sjNzcXq1asREBCAzZs3V1hO1eLi4jB16lSYm5vDzc0NVlZWKC4uho6ODvbu3Yvbt29j0qRJAP6vVViVnr8zrqmpiXfeeQerVq0CAHz66ado3749Pv/8c5w8eRKffvqpymN43rlz57Bjxw5s2rQJd+7cwYABA5CamoqTJ08iNzcXRkZGcHd3R0JCgtqTl7K7xlWqVMGMGTPQtm1bNGjQAGZmZpg4cSKuXbuGt99+G7dv31ZrHM9/Tjo6OhARuLi4YP78+ahZsyZGjhwJQ0NDtdS/e/duHD16FAsWLEDNmjVx6NAhNGzYEHZ2drh+/ToiIiLU1kXsZdteWFgIBwcHzJkzB1paWujZsyeqVKmitpuhIqK4AAeAgQMHIiIiAu7u7hUSyf79+yM+Pl6tvVsaNWqEffv2KZIkXV1dRa+izZs34/r16wgPD1db/QUFBTh69CiioqIQEBCAW7du4enTp5g5cyauXr2KFStWoHr16njy5Inau7SWHwO5YMECbNy4EQ8ePICPjw+uXr2qGN+vjnNnmfT0dPTr1w9+fn4AgPfffx/ff/89li1bhhMnTmDlypXYvXu3oveEOokIqlatip49e+Ljjz/Gpk2b8PDhQ0ybNg3vvvsu7O3tMW/ePPz888948OABCgsL1do6Ghsbi1OnTuG7777DZ599huDgYMTHx6NmzZpYuXIlEhISVJ7MaWhowNHRUTGfgL6+Pry8vHDixAn4+PgoeoBVRg+05zVq1AhDhgzB/fv34eTkhLVr1+LRo0ewsbFBQkICAgMD1VKvhoYGjIyMMHHiRAQFBSE0NBTTpk2DtbU1/P390aZNG7z11ltwdXXF3LlzlftMhNSqtLRURETOnz8vAwYMkHPnzklUVJT06tVLAgMDpbS0VOLi4sTS0lLu3bun0rozMzNl5MiRMmrUKMXfHTp0kAULFoi9vb2MGjVKAgMDRURk8uTJKq+/rM7Zs2dLQECAomzMmDHi4eEhUVFRMmvWLPHx8ZG8vDxJSkqSO3fuqDyG5/n5+cnPP/8sBQUFYmlpKfPmzRMRkYsXL4q9vb34+PhIUVGRWup+/PixDB8+XEpKSsTHx0fGjRsniYmJcu7cOUlKShJbW1tJS0tTS93llR2XIiI3btyQDRs2yP79++XgwYMya9Ys6dSpk4waNUrOnDkjIqKWmIKDg8XHx0dERIqLixVxPXnyRKZPny5Pnz6VwMBAGTlypGRlZam8fhGR+/fvy5MnT0REZPv27dKtWzcJDg4Wb29vGTNmjOzcuVMuX74s3377rezYsUMtMRQVFcncuXPFz8/vhdeePHkiV65ckeLiYmnbtq3Y2tqqvP7yx8KlS5fk2rVrkpycLOfPn5dx48bJwoULKyyfl5en8hh+j7OzszRs2FC2bdsmIiL79u2TAQMGSHBwsGRnZ4uISEFBgVpjSElJkcGDB0twcLDcvXtXRETWrFmjOHfeuHFDPD09pXPnztK1a1e1xVH+c9q2bZt4e3vL0qVL5f79+3Lr1i3Fd+TIkSNibW0tSUlJKo9h+/btEhsbK+vXr5fhw4dLXl6e2NnZyeXLl+X69euSmJio8jpFKm77rl27ZP369bJz506Ji4uTS5cuSUZGhoiIHD58WHr06KHWc+j+/fvFy8tLioqK5NChQzJo0CAJCQmRzMxMGTVqlLi6usrDhw8lNzdXLfXn5+crtjczM1Patm0rLi4uitfLvg8zZsyQ8+fPqyWGMrGxsWJlZSUtW7aUuLg4SU5OFhMTE1m1apXi/G1mZibJyclqjUNEJDIyUjp37iynT5+WXr16iYODgxQWFsq9e/fE0tJS5syZo7a6S0pKRETk5MmT0rFjRzlw4ICkpaVJhw4dpEePHorl1q9fL8uXL1dbHM/bunWr/PLLL2JtbS3jxo2TCxcuiIiIt7e3zJs3T8zMzOTWrVsqr7f891Xk2e/KsGHD5NGjRxIbGyuzZs0Sb29vuX37toj83/5TVd1l73fq1Clp1KiRhIaGyqNHj6Rjx44SGBgoKSkpEhISIubm5pVyvfV8fCIiV69elZiYGLl48aJMmDBBpkyZIi4uLuLn5yerVq1Seb1nzpyRFStWyLFjx0Tk2bHx9ddfy9y5c19Y9vHjx5KZmanU+zKJVKOyRCQsLExGjhwpNjY28uOPP8r169fF19dX7OzspH///tK7d28JDQ1Vef0lJSUSHh4u8+fPFxcXF+nZs6fs2rVLRJ4dyB4eHuLo6Kjyep+3bNkymT59ugQHB8svv/wiHh4eitcOHz4sDg4OsmzZMiksLFRL/c+foJYtWyaXLl2S9evXy7BhwyQzM1OmTJkiycnJcvbsWZX+4D1fd2JioowaNUrc3d1l5MiRkp+fLxcvXpQRI0aIiPoviJ+3detWmT59uuzdu1csLS1l6NChcvToUUlMTJQFCxbIvn371Fb3hg0bZOTIkRU+99LSUikqKpKRI0dKeHi4iIg8ffpULfVHRkZKz5495enTp1JaWip2dnZy8eJFERHJysqSQ4cOyaRJkyQrK0uio6MVCYQ6ODg4KM4BZQm1iEhMTIxMnjxZRJ4dG1FRUWqLYc2aNTJo0CAZP368jBgxQqKjo+X8+fMyfvx4mT17ttrq/T3379+XvXv3iru7u9ja2kp0dLSIiBw4cEB69uwpwcHBFfaVOq1bt048PDxk0qRJcu7cOblx44b06NFDbt68KSIiubm58vDhQ0WM6rRt2zYZMGCAPHjwQD7//HNZt26diDy7MBw5cqR06dJFEdffUf5CsOz/Pj4+0qpVK5kwYYLitUmTJsnly5f/dn3K8PX1lf79+8uVK1ekYcOGihsvbm5uMn78eDE3N1fJtr9KfHy8dOjQQSIiIkRE5OjRozJgwAA5cOCApKeny8SJE9V2YRoWFiajR4+WTp06KW5iZGRkSJs2bWTGjBmK5Q4fPizdunWThw8fqjyG8sdFQUGBrFq1SkaNGiUbNmyQJ0+eyO3bt6Vfv34yceJE6d+/v9o/jzJeXl4SGRkply5dkp49e8rjx49l3759cu/ePYmPj1fbd7P8/jh27JgMGzZM2rZtK5GRkXLt2jUxNjaW5cuXy4IFC8TKykpu3Lihljiej+XSpUtiaWkpubm5cv36dfH395fJkydLWFiYREREyKpVq9R+0z44OFj27t0rJSUlEhAQIAMHDpT8/Hw5e/asODg4iI+PjxQWFr6QdP5V5d+n7KZadHS0NGrUSMLCwuTy5csyYsQIGTZsmAwcOFCuX7+uknr/SmwLFixQfIczMzMlLS1NZs6cKT/99JN8++23kpOTo7L9EhYWJu3btxc7Ozv58ccf5dSpUyLy7PrP3Nxczp07JyJ/LZlnEqkGKSkpiv8/fPhQunXrpjiBbd++XQYOHCiXL1+WtLQ0iYuLk/j4eBF58e7NX/X8+0RFRcmoUaPExsamQrmvr69MnjxZCgoKVFZ3eeVb8/z8/OSnn35SJEvlHT58uFJ+aCIjI0VExN3dXXr06CGTJ09WJDA///yzWpOE+Ph4xUnN1dVVvvrqK8Wd6vXr18vo0aOluLhYLZ/D74mJiZFOnTopLgDLLnzi4uLk+PHj0rt3b8WxqSrlt2/fvn0yfPhwSUhIeGE5Ozs7RRKprn2yfPlyGTp0qJw9e1YSExNlxowZsnTpUsnPzxcRkYSEBBkyZIhaWnTKlJSUSF5enowdO1bWrl0rIhXvpD569Eisra0r7CN17I/o6GgZOnSoiIh4enqKra2t5OTkSGJiopw9e1bs7OwqtYX8xo0bMnnyZPHy8hKRZ8nLL7/8InFxcZKTkyNbtmyR3377Te3xlJ0foqOjZf369bJv3z4xNTWV8PBwcXV1FTs7O7W1kj+vtLRUCgoKxNHRUe7fvy++vr4yYsQISUtLk7Vr10pOTo48fPhQUlNT/3Zd5VsUt27dKnPnzpWNGzdKYWGh2NraytChQyUzM1N27Ngh5ubmaklWyistLZWnT5/KpEmTJDExUbZv3y4jRoyQ1NRUCQoKkrS0NLl165ZaWkITEhIkJyenQtnu3btl5syZUlBQIDk5OXL8+HHp3r27HD58WKWtKuWFhYVJ165dJTIyUm7cuCHx8fGK78uTJ0/EyspKbG1tZcaMGdK9e3e1JCvlzz0HDhwQf39/iY+Pl+vXr4udnZ0sXbpURJ7dAMrJyVH08lCnCxcuyKVLlyQ4OFisra3F2tpacRxYW1vLlStX1B6DiMiOHTukW7duEhkZKRs2bJD27dtLZGSk3Lp1S1avXi1eXl4SFxentvrLfzYJCQkSGRkp/fr1U5Q9fPhQ7Ozs5Oeff5arV6+qNYaym3tjxoyRpk2byvDhwyUmJkZWrVolJ06cEJFnrbblr5VVVbeIyObNm2XQoEHi7e0tT548USSSx48fF5Fn35f09HSV1f1nPHjwQESeXZebm5u/kMgnJCSo9JojIiJCevToochBpk6dKkFBQYrX16xZI126dFFcH/9ZHBOpYiUlJRg0aBAmT54MAKhVqxYaNGiAd955ByKCvn37omXLlhg1ahSSkpLQoEED1K1bF4BqBsBLuclbLl68iEuXLqFx48awsbFBo0aN8OuvvwIAjhw5gu3bt2PEiBHQ1dVV+UBvEYG2tjYuXbqEefPmoVevXujfvz9q1KiBI0eOVJh1s0OHDmoZYxUdHa2YACQhIQFubm4AgF69eiE5ORmfffYZ8vPzERQUhMePH6NatWoqq/vcuXOKsRG+vr6ws7ODi4sLxo8fjw4dOqB3797o3bs33NzcEBAQgEmTJkFLS0utA+7luTEPZePKNm3ahOzsbNSsWRPR0dGYPHkytm3bhjlz5qBevXoqjaH8cznz8vKQl5cHW1tbPHz4UDGrYnBwMG7evKk4JtRxbALAmDFjEB8fjyFDhkBXVxcdOnRARkYGjh8/DuDZOI68vDy1jBMuo6mpiSpVqmDQoEFYtWoVjhw5UmF7k5KSUL169QrHpqrOE+W99dZbaNSokWJs18KFC7Fy5Ups27YNrVq1UoyBUzcNDQ0cOXIEzs7OAJ5NQLB06VIMHz4cX375JWbPng1ra2u0b98ezZs3V3s8Ojo6iIqKwuLFi9GyZUtYWlrCy8sLx44dQ3FxMaKjo9U6u+HzEznp6upCW1sbrq6uOHPmDLy9vVGzZk0EBgaiqKgItWvX/luPpBERZGRkoG/fvtizZw/Cw8Ph7++P//3vfzh//jxcXV2xYMEC1KhRA87OzggJCcHSpUtRu3btv7upLyi/7RoaGqhevTr09fWxcOFCxfT01atXx8qVK1GlShV88sknMDIyUln9IoK0tDT069cPrq6u8PHxUbzWokULJCYmIjs7G9WqVcPXX38NOzs7NG7cWC3jpjMzM7Fz507MmDEDrVu3Ru3atfHw4UO4uLjA29sbycnJ8PPzg7m5Ob755hssWbIEn332mcrjKDv3bNu2DWvXroWGhgaysrLQsGFDjB8/HvHx8RgzZgy8vLygqamJt99+W+UxlCciuHr1Ko4dO4YPPvgA1atXR9euXWFkZIT4+HiUlJSgSpUqaqn7+vXr8Pb2VvydnJyM0aNHo3Xr1hg8eDDmzJmD6dOn486dOxg+fDgmTZqEBg0aqCUWoOLjfmbNmoVmzZqhatWqWLNmDQCgdu3a+Oijj1CvXj21Pbaq/LUnALi5uWHo0KGoX78+Zs2ahUOHDmHDhg0AgLZt2+L9999Xed07duxASEgI+vTpg7CwMHh5eaFBgwbw9fXFqFGjsGfPHrz99tt49913VVb3q5T91paWluLcuXPo1q0bFixYgPr162PMmDHw8/NDXl6e4nxXq1YtlY1pDw8Ph4eHBxwdHWFsbIzk5GSkpqYiKSlJMd5x2LBh6Nu3LxYuXPiX5r1Q39XRf5CIQEtLC/v27cN3330Hd3d3TJs2DQBw+PBh/O9//4Oenh7at2+PY8eOwdbWFrt27VLpwVx+4pjDhw/jgw8+wIMHD+Do6IgffvgBx48fh42NDXJzc7F48WJ8/PHHKqu7TGlpKTQ1NREVFYWDBw8iMjISmpqacHR0RGFhIQ4dOoT8/Hy0b99epYnb85KSkjB37lzo6Ojg+++/h5aWFjIzM9GgQQOsWrUKCxYswLVr15CSkoJly5bBwMBAZXXn5+dj8eLFuHnzJjIyMrBs2TLk5eXh4MGDWLJkCby9vdG4cWNUq1YNffv2VXmy9rzyNxfKZgP74osvMGrUKBw+fBg+Pj4YPXo0WrVqhS1btkBXV1dtz2g8efIkVq1ahYMHD6J3794YNmwYZs2ahaKiIjRp0gQnT56El5eX2p6NWLYfwsLCYGBggFq1amH58uVwdnbG/fv3sX//fuzYsQPZ2dmYN2+eWpKnss8jLi4OO3bsQM+ePWFvb4/p06cjJSUFn332GYqLi7FgwQJMmDAB77zzjsrrBp7dSNDS0sI777yD27dvIz8/H0uWLIGenh6qVq2q+GHT09NTWf2vkpubix07dmDGjBlo2rQpYmNjsXfvXvj4+GDMmDH4/vvvUVJSgg8//FDtsYgICgoKsHHjRjx9+lTxqIAvv/wS9erVw6NHj3DhwgW1zvhYlpAcOHAAOTk5+Pbbb2FmZobhw4fDz88Purq6CA4Ohq6ursomDXn33Xfh4uICd3d3fPDBB5g2bRq+/fZbtGnTBj4+PvD29lbcjMzNzVXbObxs248fP46CggK0a9cOX3zxBWbMmIHjx48rtr1mzZpqm8nwvffew6pVq/Do0SOsXLkSsbGxaNOmDbp164amTZti4cKFmD9/PqpVq4bvvvtO5TGUefvtt6Gvr49Hjx7ByMgI8+bNQ3FxMUpLS1FYWIjNmzdjzpw5MDc3V1sMwLPf9sTEROzfvx+LFy9GdnY2Tp8+DQcHB9ja2iqev9esWTO1JW/lz18aGhqoV68ewsLCMGbMGPTu3RunTp1Cjx49oKWlhTFjxqjlGgd4duOtT58+uHLlCho3bgwtLS34+vqiU6dOAIBWrVrh008/xdKlSxUTlqh7VtZDhw5h//79sLGxwVtvvYV+/frhwIEDGDlyJNq0aYMjR47Ax8dHpTdbgIqfydOnT2Fvb4+2bduiS5cu0NHRQZs2bfDzzz8jKCgIe/fuRUpKCt5//32V74+0tDRERERg2bJlyMrKwocffghtbW14e3tj1KhRCAwMrPRnT5dto6amJoyNjfH999/j4sWLGDRoEMzMzJCRkYGcnBxUrVpV5XWfOnUKpaWlMDY2RlJSEoYPHw49PT3s27cPhw4dQklJCYyNjTFkyBBYW1v/pe+shjx/S5r+srIv0u3bt7Fu3ToEBgZi3LhxGDRoEIYPH45PPvkE7777Lk6cOIHly5dj48aN6Nevn8pPcufOncOKFSuwfv16rFmzBjExMfDy8kJRURGuXr0KPz8/jBkzRuV3KvPz8xUH4aVLl2Braws3NzcUFBQgIiICxcXFmDNnDnx9fRETEwNHR0eVJm5lyp/QgoOD8euvv2L8+PE4cOAAWrZsicaNG+Pzzz9HaWkp9PX1UVxcrLI7puXrjoqKgrOzMxo2bIgVK1agqKgIeXl5mDNnDvr06YNWrVqppM4/42U3F3Jzc3HkyBEAwNSpU1V+Miu/T548eQIvLy/89ttvcHFxgbGxMQDgzJkzePDgAfT19fH555+jTp06Ko3h+ThSU1OxceNGfPfdd/jqq68wYMAANGzYELNnz0ZRURHi4uJgaGiolgSy7CbL8ePH4evri8ePH6Ndu3YwNzdHfn4+li9fjqpVq0JHRwc9e/ZE+/btK8T+d9y5cwfZ2dlo1qwZNm/ejJiYGDx+/BgTJ07E2bNncf/+fRgaGkJPTw8hISFYtWqV2i7CXiY7OxtDhgzBqFGj8OOPP6KwsBD79u3Drl278OOPP2Lw4MHQ0dFRawxl+7qoqAg6OjqK1pVvvvlGMRPm85+Hqj6fMmXHCPDsHObu7g4zMzMcP34cGzZsQExMDNavX486deogNTUVc+fORcOGDVVWJ/DsHD5x4kR0794d48ePh4ggLi4OixYtgoGBAWbNmqXy7QYq7suAgAB4eXmhTZs2uHHjBnx9fbFu3TqEh4fjww8/VNwobNSokUpjKO/MmTNo0aIFdHV14efnh7t37+LkyZPo378/Dh8+jF9//VVtrRqXL1/G/fv3YWFhgfXr1yM8PBxXr15F+/btYW1tjdatWyMjIwNOTk5wc3NT6c2mMi/7jL29vXH48GHUqFEDrVq1wvvvv4+goCCsW7cO+vr6Ko/heb/99ht27dqFKVOm4N1334W7uzt0dXUxadIkPHnyBOnp6dDR0cFHH32k8mO0rBdV9erVUVhYiMmTJ+Pdd9+Fk5MTbG1toaWlBVdXV4SFheHs2bOYOHGiypO2Ms9/ZyMjI+Hp6YkffvgBw4YNg46ODtLS0rBt2zbo6+vj+++/V+vM2rdv34auri7eeustbNy4EW+//TYiIiKQkpKCefPmwdjYGHl5eSq7xrh8+TIyMzORlpYGCwsL6OjowNPTE99++y0uX76MNm3aID09Ha6urvjiiy/g6upa6UkkAISEhODIkSOYP38+Ll68iLS0NLz11lsICQnB3r170aNHDyxYsEBl9R09ehRnzpyBk5MTxowZg+zsbOTl5aF379746aefkJKSgqdPnyIgIABJSUkYM2bMX24lZxKpAsXFxYoubxcuXMCUKVPg7u6OoqIiTJs2DX379sWwYcMQHh6O+/fvo3HjxtDW1sbcuXOxbt26v910/fxJ8s6dOzh48CAyMzNx69YtrF69GitWrEBKSgrmzp1bIdlTlczMTHh5ecHMzAzt2rVDVFQUjh8/DicnJxQXF+Pp06eYNm0aPv30U0ydOhXp6elqbeEBnnUt1tLSwsGDBzFv3jykp6dj/PjxOH36NB4/fowmTZrA1dVVZa0sz7fwVKtWDZGRkXBwcMDkyZPRrVs3AM8SNVNTU1hYWKikXmW96ubC5cuXERERgZEjR6q0q0v5ffLw4UPUqFEDpaWl8Pb2hoaGBszNzdGyZUuV1aeMzMxM1KhRA97e3igqKoKdnR1SU1NhZ2eH6tWrY/ny5WqpNy8vDzo6OtDW1kZcXBzGjBmDZcuW4cmTJ7hy5QqSk5Px888/w8DAAJqamnj69CnefvttlV0EiQhmzpwJXV1d1KtXD/v374e3tzeCg4Nx48YN/Pjjj9DR0cGdO3eQmZmJ7t27o379+irY8lfHpKGhgRs3bkBbWxsfffQRDh06hLCwMAwYMAAtW7ZEVFQUtm7dCn19fQwZMkStCUNZPKdOncKRI0dQt25dNGjQAPXq1cPkyZPx5ZdfKqboV0cC9bwbN24gNjYWzZo1Q4MGDbBx40b4+vpi7dq1eP/995GcnIxq1ar97YvU8tsSFBSEBw8e4IsvvsDbb7+NKVOmYOzYsejZsydEBPHx8XjrrbfUcmFcPo579+7h7NmzaNu2LT788EN4eHjg9OnT2LhxI3Jzc5GcnKzoSaBK0dHRSEtLQ+fOnfHkyRP069cPq1evxkcffaRYJjQ0FLGxsQgICIC/v79a9kVKSgpiYmKwdu1aTJgwAd999x0ePXqEtLQ0NGvWTLHcvn37EBgYiKVLl6o8gSv/eRw6dAipqamoXbs2dHR0UFxcjKZNm6JmzZq4ePEivL29sXjxYrUnkXFxccjJycHatWuhq6uLqlWr4uuvv8bNmzcxadIktT5APiIiAmvWrEFOTg5MTEwwbtw43LlzB2vXrkXVqlVhZ2eHOXPmoKioCI8fP8a8efP+9s2d31P+szlw4AA0NDTQrFkzZGRkYMGCBejatSssLCzU+nncu3cPBgYGqFatGjZv3ow9e/ZAR0cHtWrVQpcuXdCgQQOcPn0aS5cuhYmJCebNm6ey663w8HC4ubnh22+/RUREBBo0aIDu3bujXbt2yM/Px6hRoxAQEICIiAhFF19Vdp99led/G5KTkzFnzhxFb8TLly9j6NChaNOmDc6cOYMPPvhAMazt7zpx4gS8vLzg4OCAb775BgAwffp0nD9//qXPBC27WfqX/aWRlKSQmpoq48ePV0zGcfz48QpT5ubk5EirVq3E3d1dRJ496mP16tViYWGhkoHv5QcTJyYmSmpqqqSnp8tPP/0kAwYMUMz2uWHDBsWgd3W4f/++rFy5Uuzt7eXChQty+/ZtadOmjWLWJxGRhQsXio2NjSxdulRKS0tVPkFI+ffbuXOnTJo0SQICAiQ5OVnCwsLkq6++Ugwefvr0qTx69Eil9ZfZunWr9O3bVzZt2iQJCQkSHR0t1tbWsmTJEjl06JB0795d7t+/r5a6y3t+/96+fVtWrFghCxYskCFDhkhRUZEsWbJEMT28uqakF3k2eLtHjx7y3XffSXR0tKSlpYmrq6u4ublVOEbU7ejRozJixAg5duyYFBYWSo8ePWT//v0i8n8z56pjco7MzEyZO3euYuKNq1evyoABAxSv3759W2xtbWXmzJly7do1EVHtBDrnzp2TrVu3Sl5ensydO1eGDBmiOCeJiAQFBYmFhYVi8pzKmOCprI5Tp07JDz/8IAMGDBBXV1fZu3evbN26VX788Ufx8PCQ9u3by8WLF2XGjBmKGTHV6XU+KqD8ft+0aZO0bdtWLC0txcPDQ/H93LRpkxgbG6v08Q1l9W7fvl26dOkie/fulZ07d4qISHh4uJiZmcnWrVtVVt/LlJ+QZsOGDWJqaioWFhayZs0aRXyenp5iYmKi1vNncHCwfP311xISEiIiIn369HnpJBwlJSVqO2feu3dP5s6dK7GxsRIYGCj9+/eXAwcOiMizifvCw8Pl2LFj4ufnJ5aWlmqfZXLDhg3Sv39/2bBhg1hYWCiOjaCgIBk6dKh0795dYmNj1RpD2THg5eUlI0eOFBGRu3fvio+Pj1hYWEiLFi1k8+bNaqs/IiJCLC0t5cSJE5Kfn19hkpzbt2+Lk5OT4nFhIlJpE25t2bJFzMzMxNXVVX766Se5f/++XLx4UQYOHCibN29W2+zmYWFh8ssvv0hCQoKcPn1arK2tFY+F8PHxkSlTpih+SyMjI1X6u3rixAmxtrZWnANLSkpkwYIFYmdnJ8ePH5f79+/LyJEjxdHRUW2TTP2e8udwX19fmTt3rjg6OsqVK1dk7969sn37dmnbtq20bdtWYmJiVFr3iRMnpFWrVuLt7f3Ca6NHj1ZMxPZ8nH8HJ9b5m9577z1MmTIFjx49woMHD2BkZITTp08jOzsbAFCtWjX069cPmzdvxqNHj/DJJ5+gc+fOWLdu3d/uTirl7nasW7cOY8eORd++fREXFwcnJyc8efIEy5cvx/z587Fjxw507tz5b2/v76lTpw4+/vhjxQPai4qKMHXqVLi7u+PQoUOIjo7GuXPnYGFhgeLiYmhoaKj8Ln7Z+5V1EWjcuDH279+Pffv2oXHjxnB1dcX48eNx+PBhVK9eXWXjqspPAHHu3DlERESgX79+iI6ORmBgIIyMjDBt2jSsXbsWW7ZsweLFi9XSXbO88sfGgwcPkJSUhPfeew9hYWG4du0aVq1aBW1tbbz99tuKLsXq6JMPAP7+/oiIiMDWrVthbGyMn3/+Gbdu3cLYsWORm5uLEydOKCbVUTd9fX389ttvmDp1Knx8fNCzZ09cuHAB+fn5MDIywrJly1TeqpCamop33nkH77zzDo4fP47IyEjUqlULNWvWhL+/PwDg448/RqNGjZCcnIxTp06p9GHpubm5qFKlCnx8fBAYGIhp06ahQYMGePToEe7cuQMA6NatGz755JNKffCyhoYGfvvtNwQFBWHNmjWYPn06dHV1cfPmTTRt2hQrV67EV199pWg9vXz5stpbRgHg9OnTmDFjBqpVqwYRwYQJE3Dw4EEAz7rxqXPcWdl39tSpU7h37x62bduGoUOHIi8vD3v27EFhYSEGDRqEKVOmqKQnx8OHD1FUVAQNDQ0UFBQgPDwczs7OsLKywk8//YSEhAQAwLx58+Dn51dhQjRVK2tBOnPmDO7cuYPVq1ejV69eSExMRHBwMABg8uTJ6N27t1oejH779m3Ex8fj+++/x4oVK7Bw4UKEhYVBU1MTHh4eCAkJwcmTJ/Hw4UNFvOo6Z+bl5SE+Ph5JSUno3r07evToAV9fXxw5cgRvvfUWIiIisHv3boSFhWHhwoVqa+0CgMTERJw/fx6+vr7Q0dFBnTp10KlTJ5w8eRK1a9fGoEGDsHTpUrX2EACetcoDwKRJk2BoaIjNmzejbt26GDFiBJYtW4Y5c+bg2rVrePLkiUqPDxFBTk4Odu/eDTs7O7Rr1w6FhYW4efMm7O3t4ejoiOTkZAwZMgSPHj3C7NmzATwbM6kO5bftt99+w4EDBxAYGIgGDRpAR0cHjo6OqFGjBiZNmoSIiAi1fFdOnjyJxYsXY8qUKahVqxb09PTQokULRXfqESNGICMjA5s3bwYAtG7dWmW/q+fOncOwYcPg5eWFli1bIjc3F5qampg0aRLeffddBAQEwMjICDY2NqhTpw48PT3VMsnU7yk/wVFAQAB69OgBTU1N7NixQzEHhpOTE7777juVTkh27Ngx/Prrr/j+++/x5MkTHDlypMJEOStWrECVKlUwduxYPHnyRGXX3+zO+hc9evQI58+fR8OGDVG/fn0sW7YM+/btw969e7Fq1SqEhoZiwYIFePr0Kfz9/WFra4vPP/9cLbHExMRg9erVmDdvHiIjI+Ho6Ijt27dDX18fkZGRSE9PR7du3dQ6eUt4eDgWLlwIc3Nz3L59Gzo6OujUqRNEBDt27ICenh6mTJmC+/fvY+vWrViyZAmqVq2q8kTyt99+w+zZszFv3jx8/vnnCA8Px969e/HFF1+gc+fOuHHjBurVq6eyrgPlk7VTp07hwoULMDIyQu/evREdHY1du3ahQYMG6NKlC54+fYqaNWtWyqQgZdasWYP9+/cjKysLHh4e0NHRgYuLC3744QdFAuft7a3WcRJLly7Fl19+CQMDA8U4GldXV6xYsQJGRkYwMDBQ22xxZXbv3o3PP/8cjRo1QlRUFGJjY3Hr1i1kZ2fj8OHD2LZtG7788kuV11taWorx48dDW1sbixcvxpo1a3Dnzh106NABDx8+REJCAnJzc9GxY0d4enqiX79+OHv2rGKyjr/r+vXriI6OxsCBA3HlyhU4ODigb9+++OmnnzB//ny89957+PTTTyEiWLJkCbZu3aqWccrPExGUlpZi7ty5OHDgAMLCwlC1alVcvHhRMXtznz59UL16daxZswY3b97EjBkz0LhxY7XF9Ntvv0FLSwsPHjzA2rVrAQArV66EkZERevTogblz56rtHF6muLgYT548gaWlJZo0aYJ169YhLy8Pe/fuRWxsLOrVq4f+/furZFxPUVER1q9fj5KSEjRr1gyffvopVq9ejfr166N3797Q09PDo0ePMHbsWAQFBal0LNPLFBcX4/Hjx+jevTu+//57/Prrr0hPT8eePXtw7949fPHFF+jZs6da6i7rGlevXj08ePAAHh4eyMjIUHRdNjc3h4ggPDwcTZo0gYuLi1qGY+Tl5aFKlSrQ0NDA/v37sXDhQmzcuBH169dHYGAgdu/ejbFjx6J169aK5dX5mRQVFSm+p8nJySgtLcXq1asRFRWFjRs3Kmb+VKeyyYNMTU3RoEEDDBo0CMCzm3PW1taK7ppPnjyBi4sLZsyYoZZuiwsXLoSRkRG++uorLFy4ELq6uqhevTp0dXWRmpqK5cuXIyEhAVWrVlXbGMjy8vPzcfnyZQQEBGD8+PHYvn07TExM4Ofnh6ioKPj4+OCTTz5R+RjAiIgITJo0CVWqVMGpU6cAPJv/Yfbs2Vi5cqXiRt/GjRsBAIMHD1Zp/enp6Wjfvj2GDRuGcePGAfi/LpmFhYUwMzODq6ur4jtSWaKjo5GZmYmOHTuipKQEjo6O6NSpE3788UcAz67FDhw4gF27dkFLSwsFBQUq69qbl5cHDw8PdO3aFS1btsTy5cvx8OFDdOjQAe3atatQz9SpUzFp0iSVDQNgS+RfEBcXh8GDByMwMBDDhw9X9MW3sLDAoEGDMGbMGAwcOBCBgYHYtm0bevfurbj4UHXOfvHiRfj4+MDAwAAGBgbo1q0bFi5ciAEDBuDu3bsYOHAgJkyYoPIEMiUlBUeOHIE8e9YowsPDFWNn7OzsYGxsjODgYNSvXx9r166FiYkJIiMjsWDBAkydOhXVqlVTy6MKtLW1oaenh6VLlwIATE1N0b17d5w+fRpHjhxBu3btVJZAAhWnlZ45cyauXbuGefPmITc3F61atUKfPn1w6dIlHD58GA0bNlR7All+f5SNifX19cWUKVMUP76LFi3C+++/D319faxatUqlCeTLju+aNWsqfnDq1KmD/v3744svvsCSJUtQp04dtSSQz8eRkpICV1dXrF69GhcuXED16tUxceJEuLi4YMCAAWqZkAJ41loxa9YsZGVlYfr06Rg+fDjq16+PyMhIvP/++/j+++/x9ttv49ixY3B3d0fLli3x9OlTFBUVqaT+mjVrokuXLnjw4AF0dHTg4eGB7du3Y9euXXB0dMTTp0+xYsUKnDhxQuUzFL9M2eeSlpYGLS0t2NnZoXnz5hg9ejQAoHnz5vjxxx9RpUoV6Orq4qOPPsK4ceOwbNkytSaQ8hofFXDv3j0kJSUBeHb+eu+997By5Uo8evQIW7ZsQdWqVWFtbY0GDRogISHhL03D/rwrV65AR0cHbdu2xYEDB7BgwQJoa2ujRYsWOHv2LM6fP69obalZsyYKCgrUsv2JiYnIzMwE8Gzb69SpgwULFuDixYs4ePAgatasiZ49e8LQ0BA3b95U9PBRpVOnTmHx4sVwc3PD/PnzYWlpCW9vb7Rt2xZz586FtrY2WrduDScnJ+zcuRMzZ85USwIZGRmJIUOGYPv27SgsLISlpSUGDRqEPXv2IC8vD2ZmZujduzdcXV0Vj65SZwJ59OhRLF68GMnJyfjoo4+Qk5ODMWPGQFNTE6mpqdDT00NeXp7a6i+Tk5ODKlWqYNq0adDT00NcXBxWrFgBPz8/HDt2TLFcXFwcLl68qNLZksv3MjIwMMDp06cxdOhQ1KpVC6NGjcKvv/4KV1dXaGtrIysrC/Xq1VNbAll27hQRnD17FiNGjEDLli0xcOBAXL9+HTVr1oSxsTH+97//wcTEBFWrVlV5AnnhwgUsXLgQvr6+MDY2hqWlJYBnLY1du3bFwIED4evri+XLl8Pf3x/t2rVTWd0igpKSEtSsWRMHDhzA9u3bMX/+fADPHsVUUFAAXV1dtG7dGjVq1FBZvcpKSkqCi4sLjh07Bi0tLejo6CjObQAwfPhwvPvuu3j8+DEA1c54XrVqVTg6OirmlxgzZgzq1q2LI0eOvNDTy8PDQ7XjyFXSKfY/JC4uTnr37i3+/v4iIjJq1Cjx8/NTvO7m5ia9evVS9P8ue0ixqvofP/8+RUVFsnbtWhk5cqQcP35cMTYzMDBQvv76a8nKylL5w49LS0slJCREbt++LZmZmVJSUiJz584VOzs7xTJXr14Va2trsbW1lYKCArl27Zps2rRJpQ/bLb8vYmJiJCYmRhISEuTKlSsydepUxVg/EdX3yb9586bi/+fPnxcbGxvF+0+dOlW+++47xZiICxcuqGWc3fPK748NGzaIg4ODDB06VDEudu/evdK0aVM5cuSI2uvfsWOHrFu3ThYtWiRFRUVSVFQkQ4cOladPn8qRI0dkypQpantAefk4du3aJfPmzZMrV67IjRs3FOOLvv76a5k4caJa6n9ZHGlpaTJ06FBxcHAQkWdjRmbOnClhYWEi8my8jYeHh1hZWalkbNHJkydlwYIFMn/+fPH39xdbW1txd3eX27dvy9WrV6VLly7i6+srhYWF4ubmptKHG/+RsLAw6dSpkzg4OMjp06clLS1NJk2aJMOHD1csUzaOR10Pbhd58Vx68uRJGTZsmBQWFsq+ffvEwcFBrK2tpVevXhIaGqqWGBISEqRhw4bSr18/mTNnjiQmJiq2PTo6Wjp06CAbNmwQEZHCwkKVPLw9MTFRhg4dKtnZ2ZKVlSVjx46V0aNHy/r166W4uFg2bNggtra2MmLECOnTp4/axrrduXNHGjZsKEOHDpVVq1ZJZmamFBYWiojIvn375IcffpDg4GAReXY8ZGRkqDyGEydOyNdff13hgd+nT59W/G6JiISEhMhXX30lhw4dUnn95ZWNxR0zZoxYW1vLtWvX5NixY7J48WLF+P2MjAwJDg5Wy7nz+e/DtWvXxMbGRtavXy8nT56UuXPnytChQ2Xs2LHSuXNntY/DFHk218K4ceMkNDRUUlNTZeTIkXLp0iU5fPiwmJiYSO/evSuMV1XXb8qJEyfkyZMnkpqaqnhYfJnAwEDp3bu3Sr6bf4adnZ34+Pgo/m9nZycRERFiYWEhjx8/Vnl9SUlJsm3btgrng+HDh0uXLl0Uf/v7+4u3t7fMmTNHbt++rfIYRJ5d26xdu1YSExPl66+/rjAHSXBwsPTo0UMt2/97yn9vli9fLqampvLbb79JdHS0GBsbS1RUlOTn50tISIhYWVmp9DwWHR0tO3fuFDc3N9m7d+8L771y5UpxdnaWkJAQxflM1ZhE/gk3b96Un376SfHDJiLi4ODwwoQDnp6e0rFjR8nNzZXi4mKV1f/8xbG3t7e4ublJcnKyeHl5iYuLi4SFhSkSSXUM7H5+Ih9XV1fx8/OT2NhYcXFxkVWrVonIs301cuTICj806rogXLt2rQwYMEDs7e1lwIABEhkZKdeuXZOpU6dWSGxV5dixY9KwYUNJSUmR/Px88fPzEzMzswqDmR0cHOSLL76otMH15Z08eVKsra1ly5YtMnLkSFm4cKHiBy4gIECtNxdEng30HzBggNy6dUuaNGkiq1evloKCAunRo4cMHTpUfvjhh0oZ6L5jxw6xtrYWHx8f+fzzzxUJ24MHD8TR0VEGDx4sKSkpaqm7bF/cuHFDzpw5I7du3ZLExEQZN26cTJs2TUREli1bJpMnT5bU1FRJS0uTPXv2yN27d/923WFhYWJmZiYBAQGycuVKuX//vty+fVumT58uq1evlhs3bsi1a9ekbdu2igky1K1sfzx+/FgmTpwop06dEnd3d3FxcZGTJ09KWlqajB49Wn7++WcRUW/yWN6FCxfEyclJcSHq5uYmXl5eIvJsMqQ7d+4oLhrVMdlQaWmpuLi4yPbt22XYsGEydOhQGTZsmGLCiPj4ePn6669l+/btKqnv8uXLYmJiIjt27JDg4GAZNWqUiDy76Td58mRZuXKliDxL8BISEtR6c6GgoEDs7Oxk06ZNYm1tLaNGjZJJkyYpJs05ffq0tGzZUg4fPqyW+ssmBGnZsqVcuHBBUe7m5iaTJ0+u8Nt9+PBhlXw3XyUxMVFmzpwply9fFj8/P3FwcJBly5ZJnz59xM3NTbGcOo7DsmsGEZGzZ89KQkKCiIjExsbK0KFDZcOGDXLz5k1FYquuSelE/m/7njx5ItevX5ewsDAxNzeX3bt3y9y5c2X48OFSWFgoV65cUdzMVeV1lsiziciWL18uIs+uo3r06KG4uZOYmCiBgYESHBwsGzduFHNz80qbuGX37t0yZcoUycrKkrNnz8rKlSslKytLrl+/LiNHjhQbGxu13PR58OCBODk5SWBg4Avn5uHDh4u5ubnK6yyTnp6umMAqMDBQxo0bJ5cvXxaRZ4nt119/Ld7e3nLy5Enp1atXhRv8lWnz5s1iZ2cnw4YNk++//14uX74sYWFhYmVlJXZ2dvLTTz+p9Dgpe++tW7eKnZ2dTJgwQczMzCQ5ObnCcl5eXjJnzhzJzs5WWd3lMYn8E6ZNmybNmjVT/D1gwABp166dWFhYyC+//CIjR46UvXv3SmxsrNruiIk8m/2zZ8+eEhYWJsOGDRN7e3u5du2a+Pj4yPjx4+XEiRMiot4ZFk+dOiXOzs7i4+Mjs2bNko0bN0pISIgMHz5cbGxsxMzMTPHjr844fvvtN/nll19E5NlF+dixYyUrK0sePnwoly9fFkdHxxe+VH9HRESE2NjYyJkzZyQmJkY8PT0lKytL9uzZI/b29hVuKMyYMUPi4+NVVrcyjh49KsOGDZOAgAAREYmKipKZM2eKu7u7YuY0VSe2Fy9elOjoaBF5NsPr1KlTJTMzUzZt2iSjR49W3MEsLi6WyMhIxQWKqpU/zu7duye9e/eWpKQkuXbtmvTr10++//57xUys+fn5ak/wDx8+LN27d5fRo0eLra2tzJ07Vx49eiTjxo1T3NxQ9SyT169fl86dOys+jzKbN2+WTp06ybRp02TDhg0SGxsr169fl3v37qm0/pcp+1xOnz4tPj4+iiQ6NzdXvLy8ZMaMGRIWFiZpaWmKmWkrw+3bt+XixYtia2srkydPFmdnZ9m7d694enqqPYmNjY1V3BleunSpDB48WEpKSiQ5OVkGDBggX331lYwePVp27Ngh0dHRKktgEhMT5ccff5QJEyZIYGCgtGzZUiZPniwiz5KHadOmydChQ2X+/Plq2wflz4lz5swRBwcHKSoqklu3bomFhYWYmJjI5MmTJSwsTA4ePKjy5K20tFTy8vLEzMxMNm7cKJGRkdK+fXvFRfnw4cMVn01RUZFK637e7du3Zf78+Yq/9+/fL1ZWVoobGIcPH5bBgwdLy5YtZd++fWqJ4c6dO2JtbS337t2TjIwMcXFxEWdnZ0XvmdjYWPnuu+/E1dX1pbPUqlLZueLo0aNibW0tkydPllOnTklKSor4+PiIq6urNG3aVAIDA9Uax8WLF8XU1FRWr14tIiI//fSTorW6oKBAFi5cKI6OjmJnZ1epM3/u2bNHPv/8c/Hy8hJPT08ZMmSIYhZhEVFra+iWLVvE0dFRgoODX5iVeNSoUdKuXTuV13n06FEZMmSI9O3bVyIjI8XT01PatGkj58+fV3w3k5KSpGnTptKyZUu1tX7+kZs3b0qXLl0kMTFRCgoKJCwsTH744Qe5evWqFBQUyOPHj1V6HXr58mUxMzOTixcvKsqysrJkypQp0qVLlxeOA3V+b5lE/kl9+vSRPn36yJgxY2Tp0qWSlpYm8fHxEhwcLLa2ttKvXz85c+aMSuvMyMiQvLw8EXl2Ahs7dqxcunRJ8fr06dMVU16vWrVKLXePHzx4ICtWrBARkUuXLkmnTp0UF8CbN2+WefPmye7duyU/P1/u3bunuDhV52M8RJ79ALq6usqcOXMUXTeXLVummIZflU34ERER0qRJE8U04rdu3ZL27dvLihUrJDMzUwIDA2Xq1Kmybt06ldX5R57fH3FxcTJkyBCZNm2aomvDmTNnZMqUKbJo0SIpLS1V+cXhxo0bpWfPnorEZdSoUWJraysTJkyQ/Px8KS4ulh49eqj8bnF55fdDRESE3LhxQ7y8vOTq1auyZMkSxUVIkyZNxN/fXy0XyM+30vfv31/xo1bWUr9+/XpJTk4WGxsbtXQHCwsLU3SZLdvGefPmydChQ8XFxUW++eYbsbW1leXLlyu6DqpT2T45e/as/PDDD7JkyRJp2LChbNu2TUSefT9dXV3F0dFR7Reoz8f0uh4VICLSo0cPcXJyUvz9888/y5EjR+Ts2bNiZmYm69atk61bt0rHjh1V1lpeWloqBQUF4uLiIt27d5dly5ZJYGCgtGnTRnFT486dO+Lh4aGWi7HS0lLJz88Xc3NzReJU1kMhJiZGzp07Jx07dhRvb29ZtGiRtGvXTi1dWMvcvXtXLC0txdfXV06dOiXGxsYVWlTU/f1IT0+X0NBQGTBggPTt21fRgrR161bx9vZWtA7evXtXZs2apbZHD4mIODs7y4ABA+TBgwdy8eJFxW9qWbdANzc3mTBhQqV02YyMjJRu3bpJWFiYzJkzR6ysrBSJUnZ2tkyZMuWFm2SqUv4cfuHCBbG0tBRvb28ZNmyYuLq6yqZNm+TixYuK/aLOmwyxsbGKG/GXL1+Wa9euSXFxsQwfPly8vb1l7969YmxsLCYmJhWSCVUr+x0JDAyUHj16SJcuXSQ4OPiFm7ATJkxQ6U3RkydPSteuXRWPpyp7JJaTk5MMHTq0Qrfi9PT0SrkhWub566779+/LsGHDKpR5eHhI8+bN5eTJkyqv//Dhw4pr3PK9CFJTU8XW1laOHTsmIqpvoX8ZJpF/wbhx4+SLL7546WtlJ2VVefr0qSxatEiuXbsmly5dkoyMDBkyZIjieYciz36IhwwZota7548ePZK2bduKh4eHbNu2TVq0aCFnz54VkWcndl9fX5kyZYrs2rVLbTGU/+Kmp6dLVlaWJCQkyLhx42TgwIGK59+sW7dOPD09VZrARkRESNeuXWXmzJnSpUsXOX36tIg8+4E3NzeX5cuXS2Zmpvj5+YmLi4vKj4OXKb99R44ckYMHD8qpU6cU4+8WL16suAiLjo5W6Z0wkWc/bJGRkbJy5UpFF9ayu+cNGzZUtCrt3r1bevfurbbuFOX5+fnJ4MGD5eHDh3Lv3j25ePGi2Nvbi8izZ5r98ssvaumKFRcXJ/b29jJo0CDZsGGD3Lt3T/r27atodSkoKJDNmzfLjBkzRER9Fx+7d+9WdFEUeXZ8LlmyREpKSiQ+Pl6cnZ3l2rVrah8D+ejRI8V+vn//vowaNUoxjvz06dPSpEmTComkKsdK/5Hy3b1cXFxk06ZNir/j4+Nl79694uDgIJmZmWrrRXH//n0ZOnSoYnzymjVrZMCAAdKhQ4cK3TdVcZyUnRfLPHr0SBwcHGT27Nkyf/58CQwMFBMTE0WPDnW7d++edO3aVTw8PKSoqEiWLl0qw4cPf2Hby26cqlN8fLyYm5vL5s2bJSoqSn744QdFgqLOHjTHjx+XcePGSd++fSUiIkLmzp0rU6ZMkSVLlsjGjRtl7dq1Fb6j6jhfHD16VAYOHChDhgyRCxcuiJubm/Tp00eRSM6fP19Gjx4tPj4+igRTHRISEuTw4cMSHh4uqamp4uPjIydPnpSsrCxxdnaWrVu3Sv/+/RXnizLq6l4u8uzG+K+//iq//fabdO3aVRo2bCiBgYEyceJE6d27twwaNEitPVny8vIUPXm2b98u3t7e0qdPHzl+/LhERETIgAEDJD09Xfbt2ydjx45V+W+7SMVjLjAwUKytrSU+Pl48PDxk1qxZsn//frU9J/XUqVPSunVrxbn6wYMHYmJiIvb29jJnzhz57rvvZOTIkZWaOJYpf9xduXJF8ds1cOBAmTp1quK17du3i4ODg0p7o5Vd4/v4+ChugJaPqbS0VH755RfFsLLKwNlZ/4D8/xmxbt26hcjISDx48ADe3t74+uuv0adPH8VyhYWFAKDSWR6zsrJQvXp1VK1aFRMmTMC0adNQo0YNdOjQAfb29oiLiwMAhIaGIisrC7m5uSqru7zS0lJ8+OGH2L59OyIiInD9+nWMHDkSXl5eiI6OxltvvYXu3bujWbNmaNasmVpiiIuLU8yEumbNGsyZMwdjx47FmTNn8NVXX0FfXx9Lly6Fq6srduzYgW7duqns8SE5OTnYtWsXXFxcMGvWLPTp0wfTp09HdHQ06tatixUrVuDAgQNYt24dOnXqhKlTp6ptts+X2bJlC5YvX464uDg4ODhg+/btmD17NmJjY7Fq1So8efIExsbGKp15Mzw8HI6Ojjh9+jTOnz+Pxo0b4/vvv8eMGTPwv//9D3PnzsXw4cNhZ2eHLVu2YN68eWp5btaVK1dw6tQp+Pv7Iz4+HmvXroWpqSlq166N2rVr4/+1d+dxOaf748df910SCjWHLFnOWDI5IpovjZSIM5yMmLJmG9vIMo0lhUoiEyqiGXuHZElFmrJEsoSxZZszZg5jK8IUFaXtvn5/OPf9k2XGeZz7Lue4nv/VvVxXn/vT5/5cy/v9zsjIoLi4mB07drBp0yZ8fX21niH3+vXrzJw5kw4dOjBlyhQsLCwwNjbG2tqa06dPk5OTg4GBAY0bN+bx48cUFRVpauJpW9u2bTWZiOF5/dbJkyejVCpJT0+nsLCQli1bUr9+fZ20rxYbG8uYMWPIzMwkNzcXPT09EhISuHv3Lp07dyYyMpKAgAC2bNmCgYEBH374oU77A8+vY8+ePWPUqFEMHTqUvXv3Ymtri0Kh0GT9bN68Ofb29jx9+lRTP1Fbzp07R15eHiqViiZNmtCtWzfNNfyvf/0rN27cwMnJCScnJ03Waz09vf+ozfT0dFxdXVm8eDF5eXkUFBTQqFEj2rZtS79+/ejYsSOXL1/Gw8ODrKwssrOztfGn/q6mTZsSHh7OkSNHWL9+Pd26dePUqVMMGDAAJycnVCoVQgitZi+E57XtZs+ezdq1azl//jxXr16lefPmbN++nR07dvDgwQMCAwOZOHEix48f13r5KbW0tDTCwsIYM2YMM2fO5C9/+Qvz5s1j8ODBNG/enN27d7Np0ybWrl2reY2+vr5W+5Cens6KFSv46quvNOVUZs+ejbm5OYGBgZiammqyyl++fBk/Pz/Mzc212gd4fu2cMGECKSkpxMbGUlhYSHl5OQ8ePCAxMZEOHTrQvXt3DA0NWbVqFbdu3dJkTNXm5/Po0SOKiopQKBTs2rWL06dP07dvX9q3b09QUBBmZmY8ffqUsLAwYmJiWLZsmaa0iLYJITA0NMTV1ZWPPvqIM2fO0KZNG+bPn09ERAS//vorQghSU1NxdnZmyZIlWs+qfenSJTZu3MjDhw+B5xmke/bsSfPmzZk1axatWrUiKiqK/fv3az1jshCC27dvY2xsrMkA/PXXXzNkyBCcnZ0xNTXF3t6e0tJS/Pz8tFpT+W2oz7uoqCg8PT0JCwsjPDycsLAwsrKy+OKLLwgJCSE6OpqpU6dqtTKC+r6he/fu3L59m71792r6pP6+srKy0mk5v1dU2nD1v5g6tsnDw0N4eHiIpUuXCiGEmDBhgnB2dtZJm4cPHxZjx44VI0aMEOvWrRPDhw8XQ4YM0azurFu3TtjZ2Yl58+aJzz77TCf78h89eqSZbVPPdNy+fVu4uLgIX19fsWHDBjF69GjNqqiutgg+e/ZM2NnZiV27dom0tDRN8g13d3fh7+8vhHi+0hYTEyMiIiJ0EoeonnFT/41RUVGiZ8+emtXYa9euCTc3t1dm/XUhLy9PFBUVicLCQvHw4UMxePBgzVangoIC4ejoKKKiokRWVpaYPHmy1vt04cIF4ezsrNlCoz4m6tlTd3d3cevWLZGdnS1+/vlnnWVKUweWh4aGinHjxokffvhBrFixQvTu3VvzueTk5Ii5c+cKHx8fnSQcKCoqElOnTtWssr1o586dYvjw4cLT01OsX79e9OjRQxw+fFjrfXjZxo0bxbBhwypkFN2zZ4/o37+/zpMOZGZmikOHDom7d++KhQsXiqFDh4o7d+6Iq1evioULF4qAgADN+XDy5ElNsqPKoE6MERcXJ0aNGiVWrlwpnJ2dhbOzs0hISNA879y5c8Le3l6r2wcfPHggunTpIkaNGiViYmLEL7/8IrKzs8XgwYM14Q9btmwRPj4+moze2pCamiqsra2FpaWlCAsLE2FhYeKf//yn+OGHH8SYMWNEaWmp2LZtmwgODtYcH207duyY8PLyEmvWrBHnzp3T/B/m5eUJZ2dnsWXLFrF161YRFBRUYWuWth04cEBYWFgICwsLsWjRItG1a1cxfPhwsWjRIuHl5SUsLCzE3//+d63GoL6ssLBQeHp6irNnzwohnp+TaWlpYs6cOSI0NFScOHFC3L59W4wdO1YMHjxYJ98nr1vlcXBwEF5eXmLBggWia9euwsPDQ7PKo6usjtnZ2cLZ2Vmze0n9t2ZnZ4usrCzh4eGh2dEwbdo0ncW7/V7cndrFixdF165dNTGSulqlfvF/f8uWLWLMmDHCzc1NTJo0SVy4cEHk5+eL5ORk4eLiIgYMGKCzz+bKlSvC1dVVbN68WeTl5Yl9+/YJLy8v8c9//lPznEGDBonAwECdrMg+e/ZMxMXFiUGDBgkHB4cKMbCXLl0SEydOFCqVqlLut14nOTlZDBs2TGRlZYklS5ZU2Fmxa9cusW3bNq2erydPnhShoaHC399fJCUliZycHPHdd98JT09PsWfPHs3zkpKSRL9+/XSeBOxF2p3e+h+RmZlJYmIikyZN4v79+2zcuJFly5bRokULrl69yubNm9m2bRtr1qzBzc2NjIwMTX0WbUhLS2P58uX4+/ujp6eHqakp48aNY/369axcuZKRI0cybtw4bGxsMDY2platWjRo0EBr7cPz1TdnZ2fy8/NxdHSkTp06dOjQAUtLS8LCwpgwYQJ169bF1taWVatWYWlpibGxsVb7AM9nWKpXr86MGTO4d+8eBQUFDBo0iA0bNmBgYMD06dOZOXMm7u7uuLm5ab19NXU9LvVMkLu7OwC+vr74+/tja2tLdHQ01apV01kf4Pm5sW3bNvLy8nB3d6dNmzYIITR1kYyMjFiwYAG7d+/G3d2d0NBQrdeKunbtGn/961+xsrKipKRE8/5FRUXUr18fZ2dnpk2bxvz58+nQoYNW21a7ePEiy5YtY9GiRVhZWaFSqVAoFFhbW2NiYkJ4eDhTp07l//7v/5g/fz6g/dl8AENDQ6pVq4aNjQ3wvGC6QqFAT09Pc8706tWLGzduEBQUROfOnRFC6GyVA+Dzzz9HqVTi4+NDTEwMJiYm3Lhxg6VLl2q1JujLrl+/zpQpU2jTpg0LFiwgKiqKmJgYvL29+eabb+jXrx/JycmsWLGCadOm0aVLFwCdHw9AU0De2dkZBwcHDhw4gIODA23atCEwMJAtW7bQrVs3TExM6NixI1u3btVqvbfatWvTtWtXbt++jVKpxNfXl6lTpzJ69GjCw8NZvnw55ubm7NmzR2ttAjg6OvLtt98SGBhIbm4u9vb2TJ48mdmzZ6NQKDhw4ABDhgwhPz9fJ9dveH5dSEhIAGDkyJEkJyfTvHlzLC0tsbS0ZPHixZiamup89rxXr15ERkYSGBiItbU1M2bM4ObNmxw4cAAjIyNatmzJt99+y/79+3VWZ06hUPD48WPu379PVlYWAQEBKJVKCgsLadiwIVFRUYSHh7No0SIMDAwwMTHRavviDas8gwcP1qw6du/enXv37jFv3jw2btyos++0zMxMOnfujKurKyqVivj4eM6dO8elS5fo1KkThw4dQqVScfPmTb7++mtatGih9T6oV2T9/Py4evUq3377LVFRUeTm5rJy5UoWLFiAubk5VlZWrFmzRvM/oovr1YkTJ7h48SJjx47l2rVr7Nixg5iYGLKzs7l06RKbN29myJAh9OnThz59+nDv3j2tf7dfuHCBrKwsSktL6datGwcOHMDY2Jg//elP6OnpsW/fPs09h4GBAWPGjNHJimz16tVxdnamrKyMyMhImjRponnszp07PHjwgMePH+ukXuvvEf/aIZKdnc3w4cNRKpWUl5czffp0Vq9ejb+/v6Z2pbYcPXqUoKAgXFxcUKlUBAYGMnz4cNq0aYNSqSQ8PJy4uDjMzMz46aefWLp0qVZrof8ROYh8DaVSydatW1GpVJqBiXpb0YcffshHH33ElStXANi5c6dW21Z/4fr6+mJtbU1eXh4XLlxg3bp1NGzYkPv37xMbG0taWhqNGjXSFJDXtlq1auHv788333xDfn4+vXr1Yu/evaxZs4b27duTl5fH2rVrNdspdL19s0mTJsTFxdGuXTvS0tKoXr06q1evplq1ahQVFWkKcFfGDamau7s7z549Izg4mO3bt2v9gv4y9eSCn58fenp6NGrUiHr16mFmZsaiRYtYsGABADdu3KCkpISysjKt3gCoj+3169c1W1hefH+lUklISAijR49myJAhOi1c/6aB7JMnT6hXrx6fffYZQUFB+Pv7a3WC50VCCJ4+fcqVK1e4cuUKzZo1Q19fX7PdqkmTJhQXF9O3b98Kr9P1+Vm7dm1GjRqFnZ0dd+7cwdTUlAYNGuh0C+v169fx8/Pjiy++wM3NjWXLlhEbG4uLiws//PADixcvZs6cOXz66ad8//33FbZA6ep4qM/X/Px8CgsLcXV1JTg4mHHjxmFubs7KlSuJiIigYcOGmhv28vJy9PT0aNy4sVb68OjRIxQKBXXr1sXLywtfX1/q1auHt7c3CxcuZMCAAdSoUUOzfc7KyoqaNWtqpW21Ll264OXlRWBgIJ9++ilr165l37593L59m7i4OPr06UPt2rW12uaLfm/wVqtWLVq1akVhYaGmmLwu2draMnPmTBYuXEhxcTEuLi5YWFgAzwt0l5aWaiZ/dMHQ0BAXFxfCwsJ4+vQp3bp1Y+DAgXTu3Jnc3FyWLFlCcXGxzgrWKxQKBgwYgIGBAd7e3ty/fx9PT09cXFwAMDExISIigvXr1/Po0SOdTLypGRkZsWvXLszMzEhOTsbU1BRra2u++OILTp8+TdOmTbG0tKR+/frY2Nho/bv9xIkTzJo1i40bN9KmTRvMzMxYu3YtXl5eGBsbc+3aNRYuXIiPjw/NmjWjbdu2Wmv7ZceOHWPx4sUEBARgYGBAcXEx1atXx9DQkObNm1OjRg2OHz/OihUrGD9+PA4ODtotGM/zEJWQkBD69u3LmTNnqFevHufPnwdgxIgRODg4cOvWLeLj4ykpKWHu3Llau06+joGBAS4uLigUCpYvX8706dPJz89nw4YNLF68WOsTLG+iUqk0iwcKhQKFQkG7du3Iy8sjLS2Ndu3aYWtrS3JyMtevX+fu3btaC5lJS0tj7dq1LFy4UDNR7eTkREhICNWrV2f8+PH06dOHCxcu0LBhQ8zNzbW+oPRH5CDyJer4v61btzJx4kQeP35M27ZtOX36NDVr1qR+/fo0btyYc+fO8fTpUwwNDf/juJUXvWmm8unTpzRu3JjWrVvTpEkTsrOz+eSTT7TW7uv06tWLGjVqEBAQQN26dYmIiKC4uJi7d+/Sp08fsrKyaNasmU4uJL/99ht6enqaC0WnTp345JNPOHXqFM+ePcPCwoJLly5x48YNfv75Z83MS2UNINXGjRuHm5sbhoaGOm3nxcmFjh07UlBQwLlz50hJSaFWrVocPXqUkSNH8vHHH3PgwAFCQ0O1fgOgPrZ2dnYEBARw9uxZbGxsUKlUqFQq6tSpQ7du3bC2tsbS0lKrbav9uwNZXQ6cFAoFRkZGuLu7ExcXR4MGDejUqZMmjvrRo0eYmZlRUlKCvr6+zuIg36RFixY6mb1/WUFBAZMmTcLGxgY3NzdUKhVHjhzBxMSES5cu0ahRI3766SdmzJjB0qVL8fT01Fk8kZr6PElNTWXVqlV8+OGHDBw4kM2bNxMfH4++vj4nT54kKSlJcwMNaPVafvLkSRITEzE3N8fOzg4rKyt69erFr7/+yujRowkJCeH8+fPk5OSwfv16evfurbMVMAcHB0pLS5k3bx5z5sxh4sSJDBs2TDPI1bXfG7x9+eWXADofQKr16NEDgKCgIBQKBf379wee71TQ5aBJrX///nTq1ImioqIKOwOOHz/O3bt3KS0t1Wn778oqj4WFBfPnzyclJYUOHTrg4eGBsbExhoaGXL16lWrVqlWYgNPmefqmFdkhQ4ZoVmTt7e25d+8efn5+bNiwQWfnxvHjxwkNDcXX15ePP/6Yhw8folQqqV+/PhEREUyePBkzMzOaNm1KrVq1aNOmjdb7cOHCBRYtWsSSJUvo0KEDY8eOJScnh5KSElJSUgD47LPPcHFxYfz48RQVFWl9sut1DAwM6N+/P0qlEk9PT5RKJevXr6+U7zU19fd2TEwMv/zyC9WqVaNnz5707NmTvn37MmfOHC5dusSDBw+IiIjggw8++I/bVK92fvnll3h7e2NjY0NJSQlKpZL27dszffp0JkyYQKtWrejevXuF/+FKV2kbZ99xb4r/c3V1FT169BDe3t7C09NTbNiwQTg6Ouo0tmn37t3CyclJ2NraCi8vL00m0AcPHghfX19RUlKi08xxL0tJSRE9evQQcXFxr31c2315/PixGDx4sJg1a1aF2li3b98WISEh4qeffhJ+fn5i+vTpYuLEiVVWXLYyFRUVidGjR4ukpCSRmZkpxo8fLyZOnChGjRol1qxZI3x8fER4eLhISkrS1LPSlcLCQk1BbnXsoRBCE6uhqzqQL0pPTxe9e/fWZFIsLy/XZJMLCAgQP/74o877oJaTkyMCAwPFhAkTxMGDB0VeXp44c+aM6NevX6XG/FWV4uJiERUVJSZMmCBSUlLE119/rSnh8PPPP4uAgAARGxsrFixYIM6dO1dp/aqqUgHqUhoDBw4Un332mSazYVpamrh06ZIYO3ZshWuWSqXSaV3hF6WmpopOnTpViKOpTIcOHRI9e/YUu3fvrpL2X3T48GHRqVMnkZSUVCXt5+fni71794r9+/eLmJgY8be//U0nZX/epLi4WMTExAh3d3dx/vx5kZaWJgYOHFipfXiR+v7rzJkzonfv3hUy0OvCuxB3d+LECWFjY6OJNczMzBR9+vQRMTExmlhid3d3sWHDhgpl1bQtPj5eLFmyRAhRMQb2xo0bYvbs2WLdunViwIABIjIyUift/5Fnz56J+Pj4Sq0DmZ2drckor871cP78eTFo0CBNLo7IyEjh4uIi+vXrp9Uax+p7GXXZKfX3VFlZmab0UGBgoM5jdN+GXInk9+P/QkND8fDwoLCwkK5du/Lw4UMWL16s09imN81Unjx5khs3blBYWFip2T+dnJxQKpUEBwcjhODzzz+v8Li2j0GdOnVYunQpFy5cIDg4mCtXrmBubo67uzs3btzg1KlTBAQEAM8/O11k/XzX/N42qAcPHrBq1SrGjx+v8xVReB4fOnr0aKKjo5k7dy4dO3bEyMiIH374gdDQUK1vs3kda2trevTowfbt2xFC8PHHH6NUKtm7dy8ZGRmMHz9e531QMzU1ZdKkSSQmJrJo0SJat25NQUEBnp6eODg4VOoW66pgYGDAoEGDqF69OgEBAVhYWBAaGgpA69atqV27Njdv3sTX11en/bh37x4//vgjBgYGmtWEWbNm0b59ew4ePMjgwYPZsmULjx8/ZujQoSxduhTQ/hZ4hUKBgYEB4eHhTJkyhYcPHzJt2jTCwsL44osvqFmzJsuWLSM4OJi6deuiUCh0ui3sRY6OjoSGhlZqzMyLevTogVKpZObMma+sNFW27t27V+mxUKlU3L17lyNHjvDBBx8QEhKiWZ2tDO/CKg88Pw7Hjh3j73//Oy1atCAtLQ0fHx9sbW112u67sCJbUlKCEIKCggJKS0uZMWMGQ4cOxc3NjdLSUj755BOCgoKoXbs2q1at0vqKk/rad/PmTR49egQ839mj/n3Dhg25fv06vXv3ZvHixTrfQfIm1atX12xtrQw//vgjI0aMwMvLi969e5Ofn893331HQkICpqamzJw5k9WrV9OrVy+6dOmCiYmJ1rag5+bm8re//Y3k5GQmTJig2Xq+ZMkSOnbsqNnppKenp9m9UZX3Fwqh7tF7LiUlhW+++YamTZvy+eefs3fvXq5du0a7du04fvw4jx8/ZuLEiXz99deV1qeCggLS09NRKpXk5eWxadOmSv+ieVFKSgqLFi1ix44d1K9fv1JO3MzMTDIyMti7dy81atTAxsaGxMREwsLCMDMz+5+/QX9ZZmbmK5MLe/bsYefOnaxcuVJn2+Fep6SkhCtXrnD27Fnq1atHp06daNq0aaW1f//+faKjo9m3b98rA1ldJpD5Pbm5uVSrVo1nz55Rr1699+r8LCkpYffu3SQlJTF27Fjs7e3JyMjA29sbX19f7OzsdNb29evX8fT0xNLSkqKiImbNmsX3339PgwYNePbsGQYGBnTp0kWTQGPr1q00adJE51uMb926xaRJkxg0aBBdunTh9OnT3Lp1i507dxIaGoqTk5NO239XHT16lGbNmlXZAO5dIYSgrKxMk6ikKhQXF5OcnIyVlVWlDyDVnjx5wvHjxykvL6dJkyZYWVlV2rWzpKSEhIQE9uzZo4m7Cw8PJygoqFLutQ4fPkxgYCDFxcV4e3vTr18/TRzevn37SE9PZ86cOTqN1T116pQmKcyLISr6+voEBwfzySef0K1bN521/665f/8+7u7utG7dGkdHR/bv309WVhZNmzZl9erVFBYWMmXKFJYvX66TeHL1vfbu3bupW7cukZGRREdHawaSe/bsYePGjaxYsaLKr6FyJfJffi/+z9nZmdu3b1du7RWqfqbyZb169aJjx45a2fP9tszNzTE3N6dfv35ERUWRnZ3NtWvXNHFw78sNupq5uTkFBQXs27fvlcmFyhxAwvOZ7I4dO9KxY8dKbVfNzMyMKVOm0L17d81AduTIkZU6kH2ZetZaPWP7Pp2fLyZC2LRpE1euXOHo0aP4+PhgZ2ens5tCdXKQUaNG4erqSm5uLqampgwcOJDy8nIWLVrE3Llzgeefy+bNm3XyxXv8+HESExNp0aIFNjY21KxZkzZt2rB9+3aGDx+Ovr4+rq6uFBcX8/jx4yq9llc1e3v7qu7CO0GhUOg8o/cfqexVntcxMjLi008/rfC7yupPVa/IOjo6olQqmTt3rmZXlVKpJCEhgcjISEJCQnQ6gATo0KEDPXr0YNu2bZSXl9O5c2eUSiVJSUmkp6czbNgwnbb/LhFCYGJigq2tLf/4xz+4efMmXbt25ejRo3Tq1AmAQ4cOaVaPdaFXr17o6enh7OzM999/z5gxYwDw8/PD3t6eixcvVnoW1jeRK5EvOXjwIIsXL2by5MkMHDjwlccre2XhXZiprGovZscCyM/P12k2wXddXl4ecXFxmsmFiRMnvtc3pNK7paSkhNjYWJYvX05QUJDOV9vOnTvH3r17mTdvHiqVio0bN1YoFXDgwAEcHR01pQJ69+6tk36kpKQwdepU4NVSFnl5eSQmJjJ8+HDNgFaSpHdHVa/IpqamEhQUhK+vL/r6+oSGhhIcHEzLli0rpf3s7Gy2bNlCUlIS7dq1o06dOmRkZBAaGkrr1q0rpQ9VST35qHb37l1WrlxJrVq1KC0tpWXLlkRHR/PnP/+ZrKwsli1bpvPjkpqaip+fH99//z1169ZlzZo1bNy4kaioqHfmM5GDyNdITU0lODiYCRMmvBL/J1W992mL4JvIyQXpXVZSUkJOTg4NGzbU+f/rzz//zLBhw/jyyy8rlAro3Lkzp0+fpqioSKelAl508uRJAgMDmTp1Kj169NCUshBCkJKSQk5ODgkJCfzpT396769hkvSuqep7i8OHD/PVV19Rp04dIiMjK20AqVZaWspPP/3EP/7xDxo0aECrVq0qLV67KqWnp+Pr60uvXr3w8PBAqVRibGzMli1baNu2Lb/99htpaWk0a9YMOzs7GjduXGl5SVJTU1mwYAG7du3CxMSEvLy8Ss2J8kfkIPINqiL+T5IkSfr3JSYmkpKSwgcffFChVEBUVBRFRUVMmDCh0vqSmprKwoULmTZtWoXyIWVlZZSVlVVK8itJkv47nThxggYNGvDhhx9WdVfeG4cPH2bGjBkUFxdrkvI5OzuTm5vL6tWrWbNmDbt37+by5ct4eXlVeoKh/fv3ExYWRnJysqZW5btCDiJ/R05OTqXG/0mSJEn/mSdPnmBkZMTZs2eZO3cu8+fP13mmx5ept6ZNnTpVU4dQkiRJejedOnWKwMBAOnXqhL29PUuXLmX27NlER0fz+eef07dvXwoKCjA2Nq6S/r2rlQjkIFKSJEn6r/emUgE9e/askv6kpaUxc+ZMFixYUKWlLCRJkqQ/duTIEQIDA1mwYAGNGzdm3759xMbG0rRpU9avX/9OrQC+K+QgUpIkSfqfUJWlAl5HlrKQJEn673Hw4EGCgoKYM2cOTk5OFBQU8OjRoyrN+v4uk4NISZIkSZIkSZLee4cPH2bWrFn4+/vTr1+/qu7OO00OIiVJkiRJkiRJkpC7SN6WHERKkiRJkiRJkiRJb035x0+RJEmSJEmSJEmSpOfkIFKSJEmSJEmSJEl6a3IQKUmSJEmSJEmSJL01OYiUJEmSJEmSJEmS3pocREqSJEnvrczMTCwsLNi5c2eF32/YsAFvb+/ffe348eO5du3a7z7H29ubDRs2vPYxCwsLcnNz/70Ov2TEiBHs27fvP3qP32NtbU1mZqbO3l+SJEn67yQHkZIkSdJ7TalUEhwczI0bN/6t161bt46WLVvqqFeSJEmS9O7Sr+oOSJIkSVJVMjQ0ZMyYMcyYMYPt27djYGCgeaykpIRly5Zx5swZysvLsbS0ZN68eRgZGdGjRw9WrFhBu3btWLt2LbGxsdSqVQsbGxsOHTpEamoqABkZGQwZMoTffvuNVq1aERISQs2aNQFYvnw5ly9fRqVS4enpiaOjIwAREREkJSWhp6fHn//8Z3x9falXrx4jRoygTp06/PrrrwwdOhSAQ4cOsX79enJycrC1tWXhwoUolUoOHjzIqlWrKC8vx8jICB8fH6ysrCgtLeWbb77h5MmT6OnpYWVlhY+PD0ZGRpw9e5bAwEAUCgXt2rVDpVJV8qchSZIk/TeQK5GSJEnSe2/SpEnUqFGDsLCwCr9fu3Ytenp6xMfHs2fPHurXr8+yZcsqPOfYsWPEx8cTGxtLfHw8T58+rfD4/fv3iYyMZP/+/dy/f58DBw5oHjM3N2fXrl0sXboUb29vcnNziYuL49ixY8TGxpKYmEirVq0qbK2tXbs2ycnJjBgxAoCnT5+yY8cOkpOTOXr0KOfPn+f69ev4+/uzcuVKEhMTmTZtGh4eHjx58oTvvvuOBw8ekJCQQEJCAiqViiVLllBSUsJXX32Ft7c3u3fvpnPnzjx79kzbh1qSJEn6HyAHkZIkSdJ7T6lUsnTpUuLj40lPT9f8Pi0tjdTUVFxcXOjfvz8HDx7k+vXrFV575MgRPv30U2rXro1CoWD48OEVHndycqJGjRro6enRqlWrCnGQ6tXE1q1b06JFCzIyMjh69CgDBw7UrFaOHDmSU6dOUVJSAoCNjU2F9+/bty96enrUqFGD5s2bk5OTw6lTp+jSpQtNmjQBwNbWFlNTU65cucLRo0cZMmQI1apVQ6lUMmLECI4dO8Yvv/yCvr4+tra2ADg7O1OrVi1tHF5JkiTpf4zczipJkiRJQKNGjZg/fz6zZ8/GxcUFAJVKxZw5c3BwcACer/oVFxdXeJ2+vj5CCM3Penp6rzyuplAoKjxXqfz/c7lCiFfeS92HsrIyzc/qweXvvf/L76F+/7Kysle2qKpUKkpLS1/p28vvLUmSJElqciVSkiRJkv6lT58+2Nvbs2nTJgDs7OyIjo6mpKQElUqFr68voaGhFV7j4ODAgQMHKCgoACA2Nvat29u1axcAP/74I7du3aJ9+/bY2dkRHx9PYWEhAFFRUXz88ccVYjX/SJcuXUhPT+fOnTsAnDx5knv37tG+fXu6devG9u3bKS0tRaVSER0dTdeuXWndujVCCI4cOQI8j7XMy8t76zYlSZKk94ecYpQkSZKkF8ybN49z584B4OHhQXBwMAMGDKC8vJyPPvroldIftra2DBo0iMGDB2NoaEirVq2oUaPGW7V1584dXFxcUCgUhIaGUrduXVxdXbl37x5ubm6oVCqaNWv2ShzmH2nZsiX+/v5MmTKF8vJyDA0NWb16NcbGxkyaNIng4GBcXFwoKyvDysoKX19fqlWrRkREBPPnzyc0NJSPPvqIDz744N9qV5IkSXo/KMTr9rxIkiRJkvRWLl++TEZGBiNHjgQgMjKSixcvsnz58qrtmCRJkiTpiBxESpIkSdJ/4MmTJ8yZM4dff/0VhUJBw4YNCQwMxMzMrKq7JkmSJEk6IQeRkiRJkiRJkiRJ0luTiXUkSZIkSZIkSZKktyYHkZIkSZIkSZIkSdJbk4NISZIkSZIkSZIk6a3JQaQkSZIkSZIkSZL01uQgUpIkSZIkSZIkSXprchApSZIkSZIkSZIkvbX/Bw/sEDYFLwzbAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "colonia = df_train5.groupby('Neighborhood').agg({'SalePrice':'mean'}).sort_values('SalePrice', ascending=False).reset_index()\n",
+ "sns.set(rc={'figure.figsize':(15,5)})\n",
+ "sns.set_style('white')\n",
+ "ax = sns.barplot(x=\"Neighborhood\", y=\"SalePrice\", data=colonia, palette = \"summer\")\n",
+ "plt.xticks(rotation=45);\n",
+ "plt.title('Neighborhood vs Sale Price')\n",
+ "plt.savefig('Neighborhood vs Sale Price.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9b27dab0",
+ "metadata": {},
+ "source": [
+ "La principal correlación respecto al precio es la calidad de los acabados."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "b2c74817",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "calidad_terminados =df_train5[['OverallQual','SalePrice']].groupby('OverallQual').mean().plot(kind='barh', title ='OverallQual vs SalePrice', color = '#5F9EA0' )\n",
+ "plt.savefig('OverallQual vs Sale Price.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "38e1830f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train6 = df_train5.copy()\n",
+ "df_train6['OverallQual'] = df_train6['OverallQual'].astype(np.int64, errors = 'ignore')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "436e7ac4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df_train6[['Neighborhood','OverallQual']].groupby('Neighborhood').mean().sort_values('OverallQual', ascending=False).plot(kind='bar', title ='Neighborhood vs OverallQual', color = '#5F9EA0' )\n",
+ "plt.savefig('Neighborhood vs OverallQual', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "e6d25e19",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['MSZoning', 'LotFrontage', 'LotArea', 'Street', 'LotShape', 'Utilities',\n",
+ " 'LotConfig', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
+ " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
+ " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'MasVnrType', 'MasVnrArea',\n",
+ " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n",
+ " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n",
+ " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n",
+ " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n",
+ " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n",
+ " 'BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd', 'Functional',\n",
+ " 'Fireplaces', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond',\n",
+ " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n",
+ " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+ " 'SaleCondition', 'SalePrice'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train6.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b8d08a97",
+ "metadata": {},
+ "source": [
+ "# Parte 4\n",
+ "\n",
+ "## 12 ANOVA\n",
+ "\n",
+ "Se revisa si existe relación entre el precio y las condiciones de la casa, es decir si afecta los servicios"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "ff77095d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\users\\charl\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\statsmodels\\base\\model.py:1832: ValueWarning: covariance of constraints does not have full rank. The number of constraints is 24, but rank is 1\n",
+ " warnings.warn('covariance of constraints does not have full '\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " sum_sq | \n",
+ " df | \n",
+ " F | \n",
+ " PR(>F) | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | C(Neighborhood) | \n",
+ " 1.299921e+09 | \n",
+ " 24.0 | \n",
+ " 0.017032 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ " | C(Utilities == 'AllPub') | \n",
+ " 4.977619e+06 | \n",
+ " 1.0 | \n",
+ " 0.001565 | \n",
+ " 0.968449 | \n",
+ "
\n",
+ " \n",
+ " | C(Neighborhood):C(Utilities == 'AllPub') | \n",
+ " 2.131186e+09 | \n",
+ " 24.0 | \n",
+ " 0.027924 | \n",
+ " 0.867319 | \n",
+ "
\n",
+ " \n",
+ " | Residual | \n",
+ " 3.504462e+12 | \n",
+ " 1102.0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " sum_sq df F \\\n",
+ "C(Neighborhood) 1.299921e+09 24.0 0.017032 \n",
+ "C(Utilities == 'AllPub') 4.977619e+06 1.0 0.001565 \n",
+ "C(Neighborhood):C(Utilities == 'AllPub') 2.131186e+09 24.0 0.027924 \n",
+ "Residual 3.504462e+12 1102.0 NaN \n",
+ "\n",
+ " PR(>F) \n",
+ "C(Neighborhood) 1.000000 \n",
+ "C(Utilities == 'AllPub') 0.968449 \n",
+ "C(Neighborhood):C(Utilities == 'AllPub') 0.867319 \n",
+ "Residual NaN "
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model_prices = ols(\"SalePrice ~ C(Neighborhood) * C(Utilities == 'AllPub')\", data = df_train6).fit()\n",
+ "anova_table = sm.stats.anova_lm(model_prices, typ = 2 )\n",
+ "anova_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1ef2d463",
+ "metadata": {},
+ "source": [
+ "## 13. Con el top de correlaciones de precio se hace una Regresión Lineal para predecir los valores "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "5ba839f2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " OLS Regression Results \n",
+ "==============================================================================\n",
+ "Dep. Variable: SalePrice R-squared: 0.720\n",
+ "Model: OLS Adj. R-squared: 0.718\n",
+ "Method: Least Squares F-statistic: 360.1\n",
+ "Date: Wed, 14 Jul 2021 Prob (F-statistic): 4.62e-303\n",
+ "Time: 18:05:27 Log-Likelihood: -13648.\n",
+ "No. Observations: 1127 AIC: 2.731e+04\n",
+ "Df Residuals: 1118 BIC: 2.736e+04\n",
+ "Df Model: 8 \n",
+ "Covariance Type: nonrobust \n",
+ "================================================================================\n",
+ " coef std err t P>|t| [0.025 0.975]\n",
+ "--------------------------------------------------------------------------------\n",
+ "const -2.088e+06 1.57e+05 -13.272 0.000 -2.4e+06 -1.78e+06\n",
+ "GrLivArea 71.9624 5.310 13.552 0.000 61.544 82.381\n",
+ "GarageCars 2.268e+04 2780.860 8.155 0.000 1.72e+04 2.81e+04\n",
+ "TotalBsmtSF 37.8624 5.744 6.592 0.000 26.592 49.132\n",
+ "1stFlrSF 4.2180 6.719 0.628 0.530 -8.964 17.400\n",
+ "FullBath -5870.5596 3575.871 -1.642 0.101 -1.29e+04 1145.615\n",
+ "TotRmsAbvGrd 256.6990 1518.282 0.169 0.866 -2722.304 3235.702\n",
+ "YearBuilt 472.1375 64.357 7.336 0.000 345.863 598.412\n",
+ "YearRemodAdd 579.8498 83.678 6.929 0.000 415.665 744.034\n",
+ "==============================================================================\n",
+ "Omnibus: 495.433 Durbin-Watson: 1.996\n",
+ "Prob(Omnibus): 0.000 Jarque-Bera (JB): 47101.239\n",
+ "Skew: -1.068 Prob(JB): 0.00\n",
+ "Kurtosis: 34.599 Cond. No. 4.30e+05\n",
+ "==============================================================================\n",
+ "\n",
+ "Notes:\n",
+ "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+ "[2] The condition number is large, 4.3e+05. This might indicate that there are\n",
+ "strong multicollinearity or other numerical problems.\n"
+ ]
+ }
+ ],
+ "source": [
+ "X = sm.add_constant(df_train6[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n",
+ "Y = df_train6['SalePrice']\n",
+ "model_prices2 = sm.OLS(Y,X).fit()\n",
+ "precition_prices = model_prices2.predict(X)\n",
+ "print_model_prices = model_prices2.summary()\n",
+ "print(print_model_prices)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bd3eae95",
+ "metadata": {},
+ "source": [
+ "Para ver que el modelo funciona se debe de comparar vs los precios de las mismas casas.\n",
+ "Se ordena de mayor a menor ya que hay que saber si los precios que están calculando pudieran estar en rango"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "ec053b6d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Precio_Real | \n",
+ " Precio_Calculado | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 691 | \n",
+ " 755000 | \n",
+ " 476716.121645 | \n",
+ "
\n",
+ " \n",
+ " | 1182 | \n",
+ " 745000 | \n",
+ " 487797.635740 | \n",
+ "
\n",
+ " \n",
+ " | 1169 | \n",
+ " 625000 | \n",
+ " 406139.095908 | \n",
+ "
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+ " \n",
+ " | 898 | \n",
+ " 611657 | \n",
+ " 353498.866757 | \n",
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+ " \n",
+ " | 803 | \n",
+ " 582933 | \n",
+ " 354568.428517 | \n",
+ "
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+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 410 | \n",
+ " 60000 | \n",
+ " 135451.209885 | \n",
+ "
\n",
+ " \n",
+ " | 1380 | \n",
+ " 58500 | \n",
+ " 63052.714688 | \n",
+ "
\n",
+ " \n",
+ " | 812 | \n",
+ " 55993 | \n",
+ " 106019.748865 | \n",
+ "
\n",
+ " \n",
+ " | 30 | \n",
+ " 40000 | \n",
+ " 89693.900070 | \n",
+ "
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+ " \n",
+ " | 916 | \n",
+ " 35311 | \n",
+ " 41398.941918 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1127 rows × 2 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Precio_Real Precio_Calculado\n",
+ "691 755000 476716.121645\n",
+ "1182 745000 487797.635740\n",
+ "1169 625000 406139.095908\n",
+ "898 611657 353498.866757\n",
+ "803 582933 354568.428517\n",
+ "... ... ...\n",
+ "410 60000 135451.209885\n",
+ "1380 58500 63052.714688\n",
+ "812 55993 106019.748865\n",
+ "30 40000 89693.900070\n",
+ "916 35311 41398.941918\n",
+ "\n",
+ "[1127 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n",
+ "comparativo_precios.sort_values('Precio_Real', ascending = False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0d7c8d6d",
+ "metadata": {},
+ "source": [
+ "Se debe de revisar adicional para las casas con el menor precio."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "c6c6cf60",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Precio_Real | \n",
+ " Precio_Calculado | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 916 | \n",
+ " 35311 | \n",
+ " 41398.941918 | \n",
+ "
\n",
+ " \n",
+ " | 30 | \n",
+ " 40000 | \n",
+ " 89693.900070 | \n",
+ "
\n",
+ " \n",
+ " | 812 | \n",
+ " 55993 | \n",
+ " 106019.748865 | \n",
+ "
\n",
+ " \n",
+ " | 1380 | \n",
+ " 58500 | \n",
+ " 63052.714688 | \n",
+ "
\n",
+ " \n",
+ " | 1100 | \n",
+ " 60000 | \n",
+ " 11186.254638 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 803 | \n",
+ " 582933 | \n",
+ " 354568.428517 | \n",
+ "
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+ " \n",
+ " | 898 | \n",
+ " 611657 | \n",
+ " 353498.866757 | \n",
+ "
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+ " \n",
+ " | 1169 | \n",
+ " 625000 | \n",
+ " 406139.095908 | \n",
+ "
\n",
+ " \n",
+ " | 1182 | \n",
+ " 745000 | \n",
+ " 487797.635740 | \n",
+ "
\n",
+ " \n",
+ " | 691 | \n",
+ " 755000 | \n",
+ " 476716.121645 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1127 rows × 2 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Precio_Real Precio_Calculado\n",
+ "916 35311 41398.941918\n",
+ "30 40000 89693.900070\n",
+ "812 55993 106019.748865\n",
+ "1380 58500 63052.714688\n",
+ "1100 60000 11186.254638\n",
+ "... ... ...\n",
+ "803 582933 354568.428517\n",
+ "898 611657 353498.866757\n",
+ "1169 625000 406139.095908\n",
+ "1182 745000 487797.635740\n",
+ "691 755000 476716.121645\n",
+ "\n",
+ "[1127 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n",
+ "comparativo_precios.sort_values('Precio_Real')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "5b81d1ed",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "27525.01137456072"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "metrics.mean_absolute_error(Y,precition_prices)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "54a94118",
+ "metadata": {},
+ "source": [
+ "Si se considera el modelo de manera general, es \"bueno\" ya que los precios pueden llegar hasta los $755,000USD por lo que $27,525USD pudieran estar en rango. Sin embargo si revisamos las casas con menor precio se ve que de $35,311USD que pudiera ser la casa se calculo en $41,398USD."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5ff2a9a0",
+ "metadata": {},
+ "source": [
+ "## 14. Entrenar el modelo e incluirle los precios calculados para las casas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "8fc6f1ec",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " LandSlope | \n",
+ " Neighborhood | \n",
+ " Condition1 | \n",
+ " Condition2 | \n",
+ " BldgType | \n",
+ " HouseStyle | \n",
+ " OverallQual | \n",
+ " OverallCond | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ " RoofStyle | \n",
+ " RoofMatl | \n",
+ " Exterior1st | \n",
+ " Exterior2nd | \n",
+ " MasVnrType | \n",
+ " MasVnrArea | \n",
+ " ExterQual | \n",
+ " ExterCond | \n",
+ " Foundation | \n",
+ " BsmtQual | \n",
+ " BsmtCond | \n",
+ " BsmtExposure | \n",
+ " BsmtFinType1 | \n",
+ " BsmtFinSF1 | \n",
+ " BsmtFinType2 | \n",
+ " BsmtFinSF2 | \n",
+ " BsmtUnfSF | \n",
+ " TotalBsmtSF | \n",
+ " Heating | \n",
+ " HeatingQC | \n",
+ " CentralAir | \n",
+ " Electrical | \n",
+ " 1stFlrSF | \n",
+ " 2ndFlrSF | \n",
+ " LowQualFinSF | \n",
+ " GrLivArea | \n",
+ " BsmtFullBath | \n",
+ " BsmtHalfBath | \n",
+ " FullBath | \n",
+ " HalfBath | \n",
+ " BedroomAbvGr | \n",
+ " KitchenAbvGr | \n",
+ " KitchenQual | \n",
+ " TotRmsAbvGrd | \n",
+ " Functional | \n",
+ " Fireplaces | \n",
+ " FireplaceQu | \n",
+ " GarageType | \n",
+ " GarageYrBlt | \n",
+ " GarageFinish | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " GarageQual | \n",
+ " GarageCond | \n",
+ " PavedDrive | \n",
+ " WoodDeckSF | \n",
+ " OpenPorchSF | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1461 | \n",
+ " 20 | \n",
+ " RH | \n",
+ " 80.0 | \n",
+ " 11622 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Feedr | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 5 | \n",
+ " 6 | \n",
+ " 1961 | \n",
+ " 1961 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Rec | \n",
+ " 468.0 | \n",
+ " LwQ | \n",
+ " 144.0 | \n",
+ " 270.0 | \n",
+ " 882.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 896 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 896 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1961.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 730.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 140 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 120 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1462 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 81.0 | \n",
+ " 14267 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 1958 | \n",
+ " 1958 | \n",
+ " Hip | \n",
+ " CompShg | \n",
+ " Wd Sdng | \n",
+ " Wd Sdng | \n",
+ " BrkFace | \n",
+ " 108.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 923.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 406.0 | \n",
+ " 1329.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1329 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1329 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1958.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 312.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 393 | \n",
+ " 36 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Gar2 | \n",
+ " 12500 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
+ "0 1461 20 RH 80.0 11622 Pave NaN Reg \n",
+ "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n",
+ "\n",
+ " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n",
+ "0 Lvl AllPub Inside Gtl NAmes Feedr \n",
+ "1 Lvl AllPub Corner Gtl NAmes Norm \n",
+ "\n",
+ " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n",
+ "0 Norm 1Fam 1Story 5 6 1961 \n",
+ "1 Norm 1Fam 1Story 6 6 1958 \n",
+ "\n",
+ " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n",
+ "0 1961 Gable CompShg VinylSd VinylSd None \n",
+ "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n",
+ "\n",
+ " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n",
+ "0 0.0 TA TA CBlock TA TA No \n",
+ "1 108.0 TA TA CBlock TA TA No \n",
+ "\n",
+ " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF \\\n",
+ "0 Rec 468.0 LwQ 144.0 270.0 882.0 \n",
+ "1 ALQ 923.0 Unf 0.0 406.0 1329.0 \n",
+ "\n",
+ " Heating HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF \\\n",
+ "0 GasA TA Y SBrkr 896 0 0 \n",
+ "1 GasA TA Y SBrkr 1329 0 0 \n",
+ "\n",
+ " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n",
+ "0 896 0.0 0.0 1 0 2 \n",
+ "1 1329 0.0 0.0 1 1 3 \n",
+ "\n",
+ " KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu \\\n",
+ "0 1 TA 5 Typ 0 NaN \n",
+ "1 1 Gd 6 Typ 0 NaN \n",
+ "\n",
+ " GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual \\\n",
+ "0 Attchd 1961.0 Unf 1.0 730.0 TA \n",
+ "1 Attchd 1958.0 Unf 1.0 312.0 TA \n",
+ "\n",
+ " GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n",
+ "0 TA Y 140 0 0 0 \n",
+ "1 TA Y 393 36 0 0 \n",
+ "\n",
+ " ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold \\\n",
+ "0 120 0 NaN MnPrv NaN 0 6 2010 \n",
+ "1 0 0 NaN NaN Gar2 12500 6 2010 \n",
+ "\n",
+ " SaleType SaleCondition \n",
+ "0 WD Normal \n",
+ "1 WD Normal "
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_test = pd.read_csv('test.csv')\n",
+ "df_test2 = df_test.copy()\n",
+ "df_test2.head(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "3515267e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 94740.822651\n",
+ "1 141752.178860\n",
+ "2 204881.200815\n",
+ "3 203726.816970\n",
+ "4 188482.162937\n",
+ " ... \n",
+ "1454 81437.481327\n",
+ "1455 104371.951203\n",
+ "1456 175690.720947\n",
+ "1457 111704.580956\n",
+ "1458 253680.632666\n",
+ "Length: 1459, dtype: float64"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_2 = sm.add_constant(df_test2[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n",
+ "calculo_precio_test = model_prices2.predict(X_2) \n",
+ "calculo_precio_test"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f70b6f62",
+ "metadata": {},
+ "source": [
+ "## 15. Guardar nuevos precios en test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "ef8d19aa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " LandSlope | \n",
+ " Neighborhood | \n",
+ " Condition1 | \n",
+ " Condition2 | \n",
+ " BldgType | \n",
+ " HouseStyle | \n",
+ " OverallQual | \n",
+ " OverallCond | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ " RoofStyle | \n",
+ " RoofMatl | \n",
+ " Exterior1st | \n",
+ " Exterior2nd | \n",
+ " MasVnrType | \n",
+ " MasVnrArea | \n",
+ " ExterQual | \n",
+ " ExterCond | \n",
+ " Foundation | \n",
+ " BsmtQual | \n",
+ " BsmtCond | \n",
+ " BsmtExposure | \n",
+ " BsmtFinType1 | \n",
+ " BsmtFinSF1 | \n",
+ " BsmtFinType2 | \n",
+ " BsmtFinSF2 | \n",
+ " BsmtUnfSF | \n",
+ " TotalBsmtSF | \n",
+ " Heating | \n",
+ " HeatingQC | \n",
+ " CentralAir | \n",
+ " Electrical | \n",
+ " 1stFlrSF | \n",
+ " 2ndFlrSF | \n",
+ " LowQualFinSF | \n",
+ " GrLivArea | \n",
+ " BsmtFullBath | \n",
+ " BsmtHalfBath | \n",
+ " FullBath | \n",
+ " HalfBath | \n",
+ " BedroomAbvGr | \n",
+ " KitchenAbvGr | \n",
+ " KitchenQual | \n",
+ " TotRmsAbvGrd | \n",
+ " Functional | \n",
+ " Fireplaces | \n",
+ " FireplaceQu | \n",
+ " GarageType | \n",
+ " GarageYrBlt | \n",
+ " GarageFinish | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " GarageQual | \n",
+ " GarageCond | \n",
+ " PavedDrive | \n",
+ " WoodDeckSF | \n",
+ " OpenPorchSF | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " sales_predictions | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1461 | \n",
+ " 20 | \n",
+ " RH | \n",
+ " 80.0 | \n",
+ " 11622 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Feedr | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 5 | \n",
+ " 6 | \n",
+ " 1961 | \n",
+ " 1961 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Rec | \n",
+ " 468.0 | \n",
+ " LwQ | \n",
+ " 144.0 | \n",
+ " 270.0 | \n",
+ " 882.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 896 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 896 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1961.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 730.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 140 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 120 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 94740.822651 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1462 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 81.0 | \n",
+ " 14267 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 1958 | \n",
+ " 1958 | \n",
+ " Hip | \n",
+ " CompShg | \n",
+ " Wd Sdng | \n",
+ " Wd Sdng | \n",
+ " BrkFace | \n",
+ " 108.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 923.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 406.0 | \n",
+ " 1329.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1329 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1329 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1958.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 312.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 393 | \n",
+ " 36 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Gar2 | \n",
+ " 12500 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 141752.178860 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1463 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 74.0 | \n",
+ " 13830 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Gilbert | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 5 | \n",
+ " 5 | \n",
+ " 1997 | \n",
+ " 1998 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " No | \n",
+ " GLQ | \n",
+ " 791.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 137.0 | \n",
+ " 928.0 | \n",
+ " GasA | \n",
+ " Gd | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 928 | \n",
+ " 701 | \n",
+ " 0 | \n",
+ " 1629 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " TA | \n",
+ " Attchd | \n",
+ " 1997.0 | \n",
+ " Fin | \n",
+ " 2.0 | \n",
+ " 482.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 212 | \n",
+ " 34 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 204881.200815 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1464 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 78.0 | \n",
+ " 9978 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Gilbert | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 1998 | \n",
+ " 1998 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 20.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " GLQ | \n",
+ " 602.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 324.0 | \n",
+ " 926.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 926 | \n",
+ " 678 | \n",
+ " 0 | \n",
+ " 1604 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 7 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " Attchd | \n",
+ " 1998.0 | \n",
+ " Fin | \n",
+ " 2.0 | \n",
+ " 470.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 360 | \n",
+ " 36 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 203726.816970 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1465 | \n",
+ " 120 | \n",
+ " RL | \n",
+ " 43.0 | \n",
+ " 5005 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " HLS | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " StoneBr | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " TwnhsE | \n",
+ " 1Story | \n",
+ " 8 | \n",
+ " 5 | \n",
+ " 1992 | \n",
+ " 1992 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " HdBoard | \n",
+ " HdBoard | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 263.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 1017.0 | \n",
+ " 1280.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1280 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1280 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1992.0 | \n",
+ " RFn | \n",
+ " 2.0 | \n",
+ " 506.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 82 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 144 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 188482.162937 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 1454 | \n",
+ " 2915 | \n",
+ " 160 | \n",
+ " RM | \n",
+ " 21.0 | \n",
+ " 1936 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " MeadowV | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " Twnhs | \n",
+ " 2Story | \n",
+ " 4 | \n",
+ " 7 | \n",
+ " 1970 | \n",
+ " 1970 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " CemntBd | \n",
+ " CmentBd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 546.0 | \n",
+ " 546.0 | \n",
+ " GasA | \n",
+ " Gd | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 546 | \n",
+ " 546 | \n",
+ " 0 | \n",
+ " 1092 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 81437.481327 | \n",
+ "
\n",
+ " \n",
+ " | 1455 | \n",
+ " 2916 | \n",
+ " 160 | \n",
+ " RM | \n",
+ " 21.0 | \n",
+ " 1894 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " MeadowV | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " TwnhsE | \n",
+ " 2Story | \n",
+ " 4 | \n",
+ " 5 | \n",
+ " 1970 | \n",
+ " 1970 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " CemntBd | \n",
+ " CmentBd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Rec | \n",
+ " 252.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 294.0 | \n",
+ " 546.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 546 | \n",
+ " 546 | \n",
+ " 0 | \n",
+ " 1092 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " CarPort | \n",
+ " 1970.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 286.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 24 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 104371.951203 | \n",
+ "
\n",
+ " \n",
+ " | 1456 | \n",
+ " 2917 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 160.0 | \n",
+ " 20000 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Mitchel | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 5 | \n",
+ " 7 | \n",
+ " 1960 | \n",
+ " 1996 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 1224.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1224.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1224 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1224 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 7 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " TA | \n",
+ " Detchd | \n",
+ " 1960.0 | \n",
+ " Unf | \n",
+ " 2.0 | \n",
+ " 576.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 474 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 175690.720947 | \n",
+ "
\n",
+ " \n",
+ " | 1457 | \n",
+ " 2918 | \n",
+ " 85 | \n",
+ " RL | \n",
+ " 62.0 | \n",
+ " 10441 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Mitchel | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " SFoyer | \n",
+ " 5 | \n",
+ " 5 | \n",
+ " 1992 | \n",
+ " 1992 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " HdBoard | \n",
+ " Wd Shng | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Av | \n",
+ " GLQ | \n",
+ " 337.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 575.0 | \n",
+ " 912.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 970 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 970 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " 80 | \n",
+ " 32 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " Shed | \n",
+ " 700 | \n",
+ " 7 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 111704.580956 | \n",
+ "
\n",
+ " \n",
+ " | 1458 | \n",
+ " 2919 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 74.0 | \n",
+ " 9627 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Mod | \n",
+ " Mitchel | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 1993 | \n",
+ " 1994 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " HdBoard | \n",
+ " HdBoard | \n",
+ " BrkFace | \n",
+ " 94.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Av | \n",
+ " LwQ | \n",
+ " 758.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 238.0 | \n",
+ " 996.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 996 | \n",
+ " 1004 | \n",
+ " 0 | \n",
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+ " 0.0 | \n",
+ " 0.0 | \n",
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+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 9 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " TA | \n",
+ " Attchd | \n",
+ " 1993.0 | \n",
+ " Fin | \n",
+ " 3.0 | \n",
+ " 650.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 190 | \n",
+ " 48 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 11 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 253680.632666 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1459 rows × 81 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
+ "0 1461 20 RH 80.0 11622 Pave NaN Reg \n",
+ "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n",
+ "2 1463 60 RL 74.0 13830 Pave NaN IR1 \n",
+ "3 1464 60 RL 78.0 9978 Pave NaN IR1 \n",
+ "4 1465 120 RL 43.0 5005 Pave NaN IR1 \n",
+ "... ... ... ... ... ... ... ... ... \n",
+ "1454 2915 160 RM 21.0 1936 Pave NaN Reg \n",
+ "1455 2916 160 RM 21.0 1894 Pave NaN Reg \n",
+ "1456 2917 20 RL 160.0 20000 Pave NaN Reg \n",
+ "1457 2918 85 RL 62.0 10441 Pave NaN Reg \n",
+ "1458 2919 60 RL 74.0 9627 Pave NaN Reg \n",
+ "\n",
+ " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n",
+ "0 Lvl AllPub Inside Gtl NAmes Feedr \n",
+ "1 Lvl AllPub Corner Gtl NAmes Norm \n",
+ "2 Lvl AllPub Inside Gtl Gilbert Norm \n",
+ "3 Lvl AllPub Inside Gtl Gilbert Norm \n",
+ "4 HLS AllPub Inside Gtl StoneBr Norm \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 Lvl AllPub Inside Gtl MeadowV Norm \n",
+ "1455 Lvl AllPub Inside Gtl MeadowV Norm \n",
+ "1456 Lvl AllPub Inside Gtl Mitchel Norm \n",
+ "1457 Lvl AllPub Inside Gtl Mitchel Norm \n",
+ "1458 Lvl AllPub Inside Mod Mitchel Norm \n",
+ "\n",
+ " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n",
+ "0 Norm 1Fam 1Story 5 6 1961 \n",
+ "1 Norm 1Fam 1Story 6 6 1958 \n",
+ "2 Norm 1Fam 2Story 5 5 1997 \n",
+ "3 Norm 1Fam 2Story 6 6 1998 \n",
+ "4 Norm TwnhsE 1Story 8 5 1992 \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 Norm Twnhs 2Story 4 7 1970 \n",
+ "1455 Norm TwnhsE 2Story 4 5 1970 \n",
+ "1456 Norm 1Fam 1Story 5 7 1960 \n",
+ "1457 Norm 1Fam SFoyer 5 5 1992 \n",
+ "1458 Norm 1Fam 2Story 7 5 1993 \n",
+ "\n",
+ " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n",
+ "0 1961 Gable CompShg VinylSd VinylSd None \n",
+ "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n",
+ "2 1998 Gable CompShg VinylSd VinylSd None \n",
+ "3 1998 Gable CompShg VinylSd VinylSd BrkFace \n",
+ "4 1992 Gable CompShg HdBoard HdBoard None \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 1970 Gable CompShg CemntBd CmentBd None \n",
+ "1455 1970 Gable CompShg CemntBd CmentBd None \n",
+ "1456 1996 Gable CompShg VinylSd VinylSd None \n",
+ "1457 1992 Gable CompShg HdBoard Wd Shng None \n",
+ "1458 1994 Gable CompShg HdBoard HdBoard BrkFace \n",
+ "\n",
+ " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond \\\n",
+ "0 0.0 TA TA CBlock TA TA \n",
+ "1 108.0 TA TA CBlock TA TA \n",
+ "2 0.0 TA TA PConc Gd TA \n",
+ "3 20.0 TA TA PConc TA TA \n",
+ "4 0.0 Gd TA PConc Gd TA \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 0.0 TA TA CBlock TA TA \n",
+ "1455 0.0 TA TA CBlock TA TA \n",
+ "1456 0.0 TA TA CBlock TA TA \n",
+ "1457 0.0 TA TA PConc Gd TA \n",
+ "1458 94.0 TA TA PConc Gd TA \n",
+ "\n",
+ " BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 \\\n",
+ "0 No Rec 468.0 LwQ 144.0 \n",
+ "1 No ALQ 923.0 Unf 0.0 \n",
+ "2 No GLQ 791.0 Unf 0.0 \n",
+ "3 No GLQ 602.0 Unf 0.0 \n",
+ "4 No ALQ 263.0 Unf 0.0 \n",
+ "... ... ... ... ... ... \n",
+ "1454 No Unf 0.0 Unf 0.0 \n",
+ "1455 No Rec 252.0 Unf 0.0 \n",
+ "1456 No ALQ 1224.0 Unf 0.0 \n",
+ "1457 Av GLQ 337.0 Unf 0.0 \n",
+ "1458 Av LwQ 758.0 Unf 0.0 \n",
+ "\n",
+ " BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir Electrical \\\n",
+ "0 270.0 882.0 GasA TA Y SBrkr \n",
+ "1 406.0 1329.0 GasA TA Y SBrkr \n",
+ "2 137.0 928.0 GasA Gd Y SBrkr \n",
+ "3 324.0 926.0 GasA Ex Y SBrkr \n",
+ "4 1017.0 1280.0 GasA Ex Y SBrkr \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 546.0 546.0 GasA Gd Y SBrkr \n",
+ "1455 294.0 546.0 GasA TA Y SBrkr \n",
+ "1456 0.0 1224.0 GasA Ex Y SBrkr \n",
+ "1457 575.0 912.0 GasA TA Y SBrkr \n",
+ "1458 238.0 996.0 GasA Ex Y SBrkr \n",
+ "\n",
+ " 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath \\\n",
+ "0 896 0 0 896 0.0 0.0 \n",
+ "1 1329 0 0 1329 0.0 0.0 \n",
+ "2 928 701 0 1629 0.0 0.0 \n",
+ "3 926 678 0 1604 0.0 0.0 \n",
+ "4 1280 0 0 1280 0.0 0.0 \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 546 546 0 1092 0.0 0.0 \n",
+ "1455 546 546 0 1092 0.0 0.0 \n",
+ "1456 1224 0 0 1224 1.0 0.0 \n",
+ "1457 970 0 0 970 0.0 1.0 \n",
+ "1458 996 1004 0 2000 0.0 0.0 \n",
+ "\n",
+ " FullBath HalfBath BedroomAbvGr KitchenAbvGr KitchenQual \\\n",
+ "0 1 0 2 1 TA \n",
+ "1 1 1 3 1 Gd \n",
+ "2 2 1 3 1 TA \n",
+ "3 2 1 3 1 Gd \n",
+ "4 2 0 2 1 Gd \n",
+ "... ... ... ... ... ... \n",
+ "1454 1 1 3 1 TA \n",
+ "1455 1 1 3 1 TA \n",
+ "1456 1 0 4 1 TA \n",
+ "1457 1 0 3 1 TA \n",
+ "1458 2 1 3 1 TA \n",
+ "\n",
+ " TotRmsAbvGrd Functional Fireplaces FireplaceQu GarageType GarageYrBlt \\\n",
+ "0 5 Typ 0 NaN Attchd 1961.0 \n",
+ "1 6 Typ 0 NaN Attchd 1958.0 \n",
+ "2 6 Typ 1 TA Attchd 1997.0 \n",
+ "3 7 Typ 1 Gd Attchd 1998.0 \n",
+ "4 5 Typ 0 NaN Attchd 1992.0 \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 5 Typ 0 NaN NaN NaN \n",
+ "1455 6 Typ 0 NaN CarPort 1970.0 \n",
+ "1456 7 Typ 1 TA Detchd 1960.0 \n",
+ "1457 6 Typ 0 NaN NaN NaN \n",
+ "1458 9 Typ 1 TA Attchd 1993.0 \n",
+ "\n",
+ " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n",
+ "0 Unf 1.0 730.0 TA TA Y \n",
+ "1 Unf 1.0 312.0 TA TA Y \n",
+ "2 Fin 2.0 482.0 TA TA Y \n",
+ "3 Fin 2.0 470.0 TA TA Y \n",
+ "4 RFn 2.0 506.0 TA TA Y \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 NaN 0.0 0.0 NaN NaN Y \n",
+ "1455 Unf 1.0 286.0 TA TA Y \n",
+ "1456 Unf 2.0 576.0 TA TA Y \n",
+ "1457 NaN 0.0 0.0 NaN NaN Y \n",
+ "1458 Fin 3.0 650.0 TA TA Y \n",
+ "\n",
+ " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch \\\n",
+ "0 140 0 0 0 120 \n",
+ "1 393 36 0 0 0 \n",
+ "2 212 34 0 0 0 \n",
+ "3 360 36 0 0 0 \n",
+ "4 0 82 0 0 144 \n",
+ "... ... ... ... ... ... \n",
+ "1454 0 0 0 0 0 \n",
+ "1455 0 24 0 0 0 \n",
+ "1456 474 0 0 0 0 \n",
+ "1457 80 32 0 0 0 \n",
+ "1458 190 48 0 0 0 \n",
+ "\n",
+ " PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold SaleType \\\n",
+ "0 0 NaN MnPrv NaN 0 6 2010 WD \n",
+ "1 0 NaN NaN Gar2 12500 6 2010 WD \n",
+ "2 0 NaN MnPrv NaN 0 3 2010 WD \n",
+ "3 0 NaN NaN NaN 0 6 2010 WD \n",
+ "4 0 NaN NaN NaN 0 1 2010 WD \n",
+ "... ... ... ... ... ... ... ... ... \n",
+ "1454 0 NaN NaN NaN 0 6 2006 WD \n",
+ "1455 0 NaN NaN NaN 0 4 2006 WD \n",
+ "1456 0 NaN NaN NaN 0 9 2006 WD \n",
+ "1457 0 NaN MnPrv Shed 700 7 2006 WD \n",
+ "1458 0 NaN NaN NaN 0 11 2006 WD \n",
+ "\n",
+ " SaleCondition sales_predictions \n",
+ "0 Normal 94740.822651 \n",
+ "1 Normal 141752.178860 \n",
+ "2 Normal 204881.200815 \n",
+ "3 Normal 203726.816970 \n",
+ "4 Normal 188482.162937 \n",
+ "... ... ... \n",
+ "1454 Normal 81437.481327 \n",
+ "1455 Abnorml 104371.951203 \n",
+ "1456 Abnorml 175690.720947 \n",
+ "1457 Normal 111704.580956 \n",
+ "1458 Normal 253680.632666 \n",
+ "\n",
+ "[1459 rows x 81 columns]"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_test2['sales_predictions'] = calculo_precio_test\n",
+ "df_test2"
+ ]
+ }
+ ],
+ "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": "3.8.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Correlation_Heatmap.png b/Correlation_Heatmap.png
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diff --git a/Statistical_analysis_project.ipynb b/Statistical_analysis_project.ipynb
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+++ b/Statistical_analysis_project.ipynb
@@ -0,0 +1,4715 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "f0a03b26",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from scipy import stats\n",
+ "import statsmodels.api as sm\n",
+ "from statsmodels.formula.api import ols\n",
+ "from statsmodels.stats.anova import anova_lm\n",
+ "from sklearn import metrics"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "75f66b3b",
+ "metadata": {},
+ "source": [
+ "# Parte 1: Conocer la base"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e1deb712",
+ "metadata": {},
+ "source": [
+ "## 1. Leer y guardar base"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "4814bd80",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train = pd.read_csv('train.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e6b0fd0b",
+ "metadata": {},
+ "source": [
+ "## 2.Revisar el contenido de la base con head y tail"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "2c48e5b4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " ... | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 65.0 | \n",
+ " 8450 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 208500 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 80.0 | \n",
+ " 9600 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 181500 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 3 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 11250 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 223500 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 4 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 60.0 | \n",
+ " 9550 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 140000 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 5 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 84.0 | \n",
+ " 14260 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 12 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 250000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 81 columns
\n",
+ "
"
+ ],
+ "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 ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n",
+ "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n",
+ "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n",
+ "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n",
+ "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n",
+ "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n",
+ "\n",
+ " YrSold SaleType SaleCondition SalePrice \n",
+ "0 2008 WD Normal 208500 \n",
+ "1 2007 WD Normal 181500 \n",
+ "2 2008 WD Normal 223500 \n",
+ "3 2006 WD Abnorml 140000 \n",
+ "4 2008 WD Normal 250000 \n",
+ "\n",
+ "[5 rows x 81 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "b65b0638",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " ... | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1455 | \n",
+ " 1456 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 62.0 | \n",
+ " 7917 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 8 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 175000 | \n",
+ "
\n",
+ " \n",
+ " | 1456 | \n",
+ " 1457 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 85.0 | \n",
+ " 13175 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 210000 | \n",
+ "
\n",
+ " \n",
+ " | 1457 | \n",
+ " 1458 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 66.0 | \n",
+ " 9042 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " GdPrv | \n",
+ " Shed | \n",
+ " 2500 | \n",
+ " 5 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 266500 | \n",
+ "
\n",
+ " \n",
+ " | 1458 | \n",
+ " 1459 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 9717 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 142125 | \n",
+ "
\n",
+ " \n",
+ " | 1459 | \n",
+ " 1460 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 75.0 | \n",
+ " 9937 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " ... | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 147500 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 81 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
+ "1455 1456 60 RL 62.0 7917 Pave NaN Reg \n",
+ "1456 1457 20 RL 85.0 13175 Pave NaN Reg \n",
+ "1457 1458 70 RL 66.0 9042 Pave NaN Reg \n",
+ "1458 1459 20 RL 68.0 9717 Pave NaN Reg \n",
+ "1459 1460 20 RL 75.0 9937 Pave NaN Reg \n",
+ "\n",
+ " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n",
+ "1455 Lvl AllPub ... 0 NaN NaN NaN 0 \n",
+ "1456 Lvl AllPub ... 0 NaN MnPrv NaN 0 \n",
+ "1457 Lvl AllPub ... 0 NaN GdPrv Shed 2500 \n",
+ "1458 Lvl AllPub ... 0 NaN NaN NaN 0 \n",
+ "1459 Lvl AllPub ... 0 NaN NaN NaN 0 \n",
+ "\n",
+ " MoSold YrSold SaleType SaleCondition SalePrice \n",
+ "1455 8 2007 WD Normal 175000 \n",
+ "1456 2 2010 WD Normal 210000 \n",
+ "1457 5 2010 WD Normal 266500 \n",
+ "1458 4 2010 WD Normal 142125 \n",
+ "1459 6 2008 WD Normal 147500 \n",
+ "\n",
+ "[5 rows x 81 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.tail()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "109a99b3",
+ "metadata": {},
+ "source": [
+ "## 3. Revisamos titulos de columnas ##\n",
+ "\n",
+ "Revisamos que no tengan espacios antes o después del nombre o que contengan algun caracter que nos dificulte el analisis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "bed9fb28",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
+ " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n",
+ " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
+ " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
+ " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
+ " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
+ " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
+ " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n",
+ " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n",
+ " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
+ " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
+ " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n",
+ " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n",
+ " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n",
+ " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
+ " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+ " 'SaleCondition', 'SalePrice'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2add8426",
+ "metadata": {},
+ "source": [
+ "## 4. Revisamos el tipo de datos de cada columna "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "03f69d79",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Id int64\n",
+ "MSSubClass int64\n",
+ "MSZoning object\n",
+ "LotFrontage float64\n",
+ "LotArea int64\n",
+ " ... \n",
+ "MoSold int64\n",
+ "YrSold int64\n",
+ "SaleType object\n",
+ "SaleCondition object\n",
+ "SalePrice int64\n",
+ "Length: 81, dtype: object"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train.dtypes"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4a3f8671",
+ "metadata": {},
+ "source": [
+ "## 5. Revisamos la forma\n",
+ "\n",
+ "Que dimensiones tiene tanto en columnas y renglones"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "6564b1aa",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "La forma de la base es (1460, 81)\n",
+ "Tiene en total 1460 registros\n",
+ "Tiene en total 81 columnas\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('La forma de la base es',df_train.shape)\n",
+ "print('Tiene en total ',df_train.shape[0],'registros')\n",
+ "print('Tiene en total', df_train.shape[1], 'columnas')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "32672dbb",
+ "metadata": {},
+ "source": [
+ "## 6. Revisamos la info de los registros\n",
+ "\n",
+ "Es similar al paso 4 pero aquí lleva conteo del número de columnas y agrega cuantos valores NO Nulos"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "23d57188",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 1460 entries, 0 to 1459\n",
+ "Data columns (total 81 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Id 1460 non-null int64 \n",
+ " 1 MSSubClass 1460 non-null int64 \n",
+ " 2 MSZoning 1460 non-null object \n",
+ " 3 LotFrontage 1201 non-null float64\n",
+ " 4 LotArea 1460 non-null int64 \n",
+ " 5 Street 1460 non-null object \n",
+ " 6 Alley 91 non-null object \n",
+ " 7 LotShape 1460 non-null object \n",
+ " 8 LandContour 1460 non-null object \n",
+ " 9 Utilities 1460 non-null object \n",
+ " 10 LotConfig 1460 non-null object \n",
+ " 11 LandSlope 1460 non-null object \n",
+ " 12 Neighborhood 1460 non-null object \n",
+ " 13 Condition1 1460 non-null object \n",
+ " 14 Condition2 1460 non-null object \n",
+ " 15 BldgType 1460 non-null object \n",
+ " 16 HouseStyle 1460 non-null object \n",
+ " 17 OverallQual 1460 non-null int64 \n",
+ " 18 OverallCond 1460 non-null int64 \n",
+ " 19 YearBuilt 1460 non-null int64 \n",
+ " 20 YearRemodAdd 1460 non-null int64 \n",
+ " 21 RoofStyle 1460 non-null object \n",
+ " 22 RoofMatl 1460 non-null object \n",
+ " 23 Exterior1st 1460 non-null object \n",
+ " 24 Exterior2nd 1460 non-null object \n",
+ " 25 MasVnrType 1452 non-null object \n",
+ " 26 MasVnrArea 1452 non-null float64\n",
+ " 27 ExterQual 1460 non-null object \n",
+ " 28 ExterCond 1460 non-null object \n",
+ " 29 Foundation 1460 non-null object \n",
+ " 30 BsmtQual 1423 non-null object \n",
+ " 31 BsmtCond 1423 non-null object \n",
+ " 32 BsmtExposure 1422 non-null object \n",
+ " 33 BsmtFinType1 1423 non-null object \n",
+ " 34 BsmtFinSF1 1460 non-null int64 \n",
+ " 35 BsmtFinType2 1422 non-null object \n",
+ " 36 BsmtFinSF2 1460 non-null int64 \n",
+ " 37 BsmtUnfSF 1460 non-null int64 \n",
+ " 38 TotalBsmtSF 1460 non-null int64 \n",
+ " 39 Heating 1460 non-null object \n",
+ " 40 HeatingQC 1460 non-null object \n",
+ " 41 CentralAir 1460 non-null object \n",
+ " 42 Electrical 1459 non-null object \n",
+ " 43 1stFlrSF 1460 non-null int64 \n",
+ " 44 2ndFlrSF 1460 non-null int64 \n",
+ " 45 LowQualFinSF 1460 non-null int64 \n",
+ " 46 GrLivArea 1460 non-null int64 \n",
+ " 47 BsmtFullBath 1460 non-null int64 \n",
+ " 48 BsmtHalfBath 1460 non-null int64 \n",
+ " 49 FullBath 1460 non-null int64 \n",
+ " 50 HalfBath 1460 non-null int64 \n",
+ " 51 BedroomAbvGr 1460 non-null int64 \n",
+ " 52 KitchenAbvGr 1460 non-null int64 \n",
+ " 53 KitchenQual 1460 non-null object \n",
+ " 54 TotRmsAbvGrd 1460 non-null int64 \n",
+ " 55 Functional 1460 non-null object \n",
+ " 56 Fireplaces 1460 non-null int64 \n",
+ " 57 FireplaceQu 770 non-null object \n",
+ " 58 GarageType 1379 non-null object \n",
+ " 59 GarageYrBlt 1379 non-null float64\n",
+ " 60 GarageFinish 1379 non-null object \n",
+ " 61 GarageCars 1460 non-null int64 \n",
+ " 62 GarageArea 1460 non-null int64 \n",
+ " 63 GarageQual 1379 non-null object \n",
+ " 64 GarageCond 1379 non-null object \n",
+ " 65 PavedDrive 1460 non-null object \n",
+ " 66 WoodDeckSF 1460 non-null int64 \n",
+ " 67 OpenPorchSF 1460 non-null int64 \n",
+ " 68 EnclosedPorch 1460 non-null int64 \n",
+ " 69 3SsnPorch 1460 non-null int64 \n",
+ " 70 ScreenPorch 1460 non-null int64 \n",
+ " 71 PoolArea 1460 non-null int64 \n",
+ " 72 PoolQC 7 non-null object \n",
+ " 73 Fence 281 non-null object \n",
+ " 74 MiscFeature 54 non-null object \n",
+ " 75 MiscVal 1460 non-null int64 \n",
+ " 76 MoSold 1460 non-null int64 \n",
+ " 77 YrSold 1460 non-null int64 \n",
+ " 78 SaleType 1460 non-null object \n",
+ " 79 SaleCondition 1460 non-null object \n",
+ " 80 SalePrice 1460 non-null int64 \n",
+ "dtypes: float64(3), int64(35), object(43)\n",
+ "memory usage: 924.0+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_train.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a72075e2",
+ "metadata": {},
+ "source": [
+ "# Parte 2: Limpieza de Datos"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8e6f2554",
+ "metadata": {},
+ "source": [
+ "## 7. Revisar columnas con nulos\n",
+ "\n",
+ "Como el paso anterior nos mostró que existen muchas columnas con valores nulos, es necesario revisar y eliminar aquellas columnas que tengan muchos nulos ya que no se puede estar llenando ese volumen de datos. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "e5b5ca25",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Total_Nulos | \n",
+ " Porcentaje_Nulos | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | PoolQC | \n",
+ " 1453 | \n",
+ " 99.52 | \n",
+ "
\n",
+ " \n",
+ " | MiscFeature | \n",
+ " 1406 | \n",
+ " 96.30 | \n",
+ "
\n",
+ " \n",
+ " | Alley | \n",
+ " 1369 | \n",
+ " 93.77 | \n",
+ "
\n",
+ " \n",
+ " | Fence | \n",
+ " 1179 | \n",
+ " 80.75 | \n",
+ "
\n",
+ " \n",
+ " | FireplaceQu | \n",
+ " 690 | \n",
+ " 47.26 | \n",
+ "
\n",
+ " \n",
+ " | LotFrontage | \n",
+ " 259 | \n",
+ " 17.74 | \n",
+ "
\n",
+ " \n",
+ " | GarageType | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageYrBlt | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageFinish | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageQual | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | GarageCond | \n",
+ " 81 | \n",
+ " 5.55 | \n",
+ "
\n",
+ " \n",
+ " | BsmtExposure | \n",
+ " 38 | \n",
+ " 2.60 | \n",
+ "
\n",
+ " \n",
+ " | BsmtFinType2 | \n",
+ " 38 | \n",
+ " 2.60 | \n",
+ "
\n",
+ " \n",
+ " | BsmtFinType1 | \n",
+ " 37 | \n",
+ " 2.53 | \n",
+ "
\n",
+ " \n",
+ " | BsmtCond | \n",
+ " 37 | \n",
+ " 2.53 | \n",
+ "
\n",
+ " \n",
+ " | BsmtQual | \n",
+ " 37 | \n",
+ " 2.53 | \n",
+ "
\n",
+ " \n",
+ " | MasVnrArea | \n",
+ " 8 | \n",
+ " 0.55 | \n",
+ "
\n",
+ " \n",
+ " | MasVnrType | \n",
+ " 8 | \n",
+ " 0.55 | \n",
+ "
\n",
+ " \n",
+ " | Electrical | \n",
+ " 1 | \n",
+ " 0.07 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Total_Nulos Porcentaje_Nulos\n",
+ "PoolQC 1453 99.52\n",
+ "MiscFeature 1406 96.30\n",
+ "Alley 1369 93.77\n",
+ "Fence 1179 80.75\n",
+ "FireplaceQu 690 47.26\n",
+ "LotFrontage 259 17.74\n",
+ "GarageType 81 5.55\n",
+ "GarageYrBlt 81 5.55\n",
+ "GarageFinish 81 5.55\n",
+ "GarageQual 81 5.55\n",
+ "GarageCond 81 5.55\n",
+ "BsmtExposure 38 2.60\n",
+ "BsmtFinType2 38 2.60\n",
+ "BsmtFinType1 37 2.53\n",
+ "BsmtCond 37 2.53\n",
+ "BsmtQual 37 2.53\n",
+ "MasVnrArea 8 0.55\n",
+ "MasVnrType 8 0.55\n",
+ "Electrical 1 0.07"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos = df_train.isnull().sum()[df_train.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Porcentaje_Nulos = round((Total_Nulos / (len(df_train)))*100, 2)\n",
+ "\n",
+ "tabla_nulos = pd.concat([Total_Nulos, Porcentaje_Nulos], axis = 1)\n",
+ "tabla_nulos.columns = ['Total_Nulos', 'Porcentaje_Nulos']\n",
+ "tabla_nulos"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bb82cf02",
+ "metadata": {},
+ "source": [
+ "Vemos que existen columnas donde faltan la mitado o más valores, estos serán eliminados. Tendremos un nuevo df para poder regresar en caso de ser necesario"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "7f994fb1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " ... | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 65.0 | \n",
+ " 8450 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 208500 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 80.0 | \n",
+ " 9600 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 181500 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 3 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 11250 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 223500 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 4 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 60.0 | \n",
+ " 9550 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " ... | \n",
+ " 272 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 140000 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 5 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 84.0 | \n",
+ " 14260 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " ... | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 12 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 250000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 76 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n",
+ "0 1 60 RL 65.0 8450 Pave Reg Lvl \n",
+ "1 2 20 RL 80.0 9600 Pave Reg Lvl \n",
+ "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n",
+ "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n",
+ "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n",
+ "\n",
+ " Utilities LotConfig ... EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n",
+ "0 AllPub Inside ... 0 0 0 0 \n",
+ "1 AllPub FR2 ... 0 0 0 0 \n",
+ "2 AllPub Inside ... 0 0 0 0 \n",
+ "3 AllPub Corner ... 272 0 0 0 \n",
+ "4 AllPub FR2 ... 0 0 0 0 \n",
+ "\n",
+ " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n",
+ "0 0 2 2008 WD Normal 208500 \n",
+ "1 0 5 2007 WD Normal 181500 \n",
+ "2 0 9 2008 WD Normal 223500 \n",
+ "3 0 2 2006 WD Abnorml 140000 \n",
+ "4 0 12 2008 WD Normal 250000 \n",
+ "\n",
+ "[5 rows x 76 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train2 = df_train.copy()\n",
+ "df_train2 = df_train2[['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'LandContour', 'Utilities',\n",
+ " 'LotConfig','LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType','HouseStyle',\n",
+ " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd','RoofStyle', 'RoofMatl', 'Exterior1st',\n",
+ " 'Exterior2nd', 'MasVnrType','MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual','BsmtCond',\n",
+ " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1','BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF',\n",
+ " 'Heating','HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF','LowQualFinSF', 'GrLivArea',\n",
+ " 'BsmtFullBath', 'BsmtHalfBath', 'FullBath','HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
+ " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'GarageType','GarageYrBlt', 'GarageFinish','GarageCars',\n",
+ " 'GarageArea', 'GarageQual','GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF','EnclosedPorch',\n",
+ " '3SsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold','SaleType','SaleCondition','SalePrice']]\n",
+ "\n",
+ "df_train2.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "88391976",
+ "metadata": {},
+ "source": [
+ "## 8. Revisión de renglones con Nulos\n",
+ "\n",
+ "Al todavía tener registros en renglones con nulos, eliminamos aquellos que representan el mayor volumen"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "11d6ba8d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "LotFrontage 259\n",
+ "GarageType 81\n",
+ "GarageYrBlt 81\n",
+ "GarageFinish 81\n",
+ "GarageQual 81\n",
+ "GarageCond 81\n",
+ "BsmtExposure 38\n",
+ "BsmtFinType2 38\n",
+ "BsmtQual 37\n",
+ "BsmtCond 37\n",
+ "BsmtFinType1 37\n",
+ "MasVnrType 8\n",
+ "MasVnrArea 8\n",
+ "Electrical 1\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos2 = df_train2.isnull().sum()[df_train2.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "af907294",
+ "metadata": {},
+ "source": [
+ "Eliminaremos todos aquellos en Lot Frontage y después valoraremos cuantos registros se quedaron y de ser necesario hacer otro drop"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "11d253ff",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "registros iniciales: 1460\n",
+ "registros finales: 1201\n"
+ ]
+ }
+ ],
+ "source": [
+ "GarageCond_nulls = df_train2 [df_train2['LotFrontage'].isnull() == True]\n",
+ "df_train3 = df_train2.drop(GarageCond_nulls.index, axis = 0)\n",
+ "print ('registros iniciales:', len(df_train2))\n",
+ "print ('registros finales:', len(df_train3))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "2d92027c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "GarageType 74\n",
+ "GarageYrBlt 74\n",
+ "GarageFinish 74\n",
+ "GarageQual 74\n",
+ "GarageCond 74\n",
+ "BsmtExposure 32\n",
+ "BsmtFinType2 32\n",
+ "BsmtQual 31\n",
+ "BsmtCond 31\n",
+ "BsmtFinType1 31\n",
+ "MasVnrType 6\n",
+ "MasVnrArea 6\n",
+ "Electrical 1\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos3 = df_train3.isnull().sum()[df_train3.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c56734eb",
+ "metadata": {},
+ "source": [
+ "Vemos que siguen existiendo los nulls por lo que se verá eliminar aquellos con más registros"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "356f2742",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "registros iniciales: 1460\n",
+ "registros medio: 1201\n",
+ "registros finales: 1127\n"
+ ]
+ }
+ ],
+ "source": [
+ "GarageType_nulls = df_train3 [df_train3['GarageType'].isnull() == True]\n",
+ "df_train4 = df_train3.drop(GarageType_nulls.index, axis = 0)\n",
+ "print ('registros iniciales:', len(df_train2))\n",
+ "print ('registros medio:', len(df_train3))\n",
+ "print ('registros finales:', len(df_train4))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "62f21bdd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "BsmtExposure 25\n",
+ "BsmtFinType2 25\n",
+ "BsmtQual 24\n",
+ "BsmtCond 24\n",
+ "BsmtFinType1 24\n",
+ "MasVnrType 6\n",
+ "MasVnrArea 6\n",
+ "Electrical 1\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos4"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "246969ac",
+ "metadata": {},
+ "source": [
+ "Esta última eliminación nos ayudo a reducir de manera considerable los Nulls por lo que ya nos podemos quedar con la base resultante de registros"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b01e0297",
+ "metadata": {},
+ "source": [
+ "## 9. Llenar valores nulos.\n",
+ "\n",
+ "Los registros nulos con los que se cuentan se estarán llenando, puede ser de dos maneras:\n",
+ "\n",
+ " a) Promedios\n",
+ " \n",
+ " b) Moda\n",
+ "\n",
+ "En este caso como no podemos tener valores con pedazos (ej: 3.3, 4.1) por lo que usamos las modas "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "5432a910",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Series([], dtype: int64)"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#Utilizamos la última lista donde nos quedaron los nulos después del drop\n",
+ "for columnas in Total_Nulos4.index:\n",
+ " #Aquí lo que buscamos en la lista son los valores Object \n",
+ " if df_train4[columnas].dtype == 'object':\n",
+ " #Ponemos que guarde el valor 0 que es la primer moda, recodando que las modas pueden ser más de 1\n",
+ " valores_nuevos = str(df_train4[columnas].mode()[0])\n",
+ " else:\n",
+ " #Como los int y floats pueden ser floats, los juntamos en los floats\n",
+ " valores_nuevos = float(df_train4[columnas].mode()[0])\n",
+ " #Ya con los valores (modas) guardados para cada columna, llenamos los na faltantes\n",
+ " df_train4[columnas] = df_train4[columnas].fillna(valores_nuevos)\n",
+ "\n",
+ "#Solamente comprobamos que efectivamente no haya más valores nulos\n",
+ "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n",
+ "Total_Nulos4"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ccd5fb5b",
+ "metadata": {},
+ "source": [
+ "## 10. Seleccionar columnas para mantener.\n",
+ "\n",
+ "Debido a que sigue siendo una matriz extensa de datos, nos quedaremos con aquellos que toman mayor relevancia, tengan correlaciones y que puedan ayudar a realizar predicciones."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "fb402b8a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pd.set_option('display.max_columns', None)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "56f3375e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " LandSlope | \n",
+ " Neighborhood | \n",
+ " Condition1 | \n",
+ " Condition2 | \n",
+ " BldgType | \n",
+ " HouseStyle | \n",
+ " OverallQual | \n",
+ " OverallCond | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ " RoofStyle | \n",
+ " RoofMatl | \n",
+ " Exterior1st | \n",
+ " Exterior2nd | \n",
+ " MasVnrType | \n",
+ " MasVnrArea | \n",
+ " ExterQual | \n",
+ " ExterCond | \n",
+ " Foundation | \n",
+ " BsmtQual | \n",
+ " BsmtCond | \n",
+ " BsmtExposure | \n",
+ " BsmtFinType1 | \n",
+ " BsmtFinSF1 | \n",
+ " BsmtFinType2 | \n",
+ " BsmtFinSF2 | \n",
+ " BsmtUnfSF | \n",
+ " TotalBsmtSF | \n",
+ " Heating | \n",
+ " HeatingQC | \n",
+ " CentralAir | \n",
+ " Electrical | \n",
+ " 1stFlrSF | \n",
+ " 2ndFlrSF | \n",
+ " LowQualFinSF | \n",
+ " GrLivArea | \n",
+ " BsmtFullBath | \n",
+ " BsmtHalfBath | \n",
+ " FullBath | \n",
+ " HalfBath | \n",
+ " BedroomAbvGr | \n",
+ " KitchenAbvGr | \n",
+ " KitchenQual | \n",
+ " TotRmsAbvGrd | \n",
+ " Functional | \n",
+ " Fireplaces | \n",
+ " GarageType | \n",
+ " GarageYrBlt | \n",
+ " GarageFinish | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " GarageQual | \n",
+ " GarageCond | \n",
+ " PavedDrive | \n",
+ " WoodDeckSF | \n",
+ " OpenPorchSF | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " SalePrice | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 65.0 | \n",
+ " 8450 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " CollgCr | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 2003 | \n",
+ " 2003 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 196.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " No | \n",
+ " GLQ | \n",
+ " 706 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 150 | \n",
+ " 856 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 856 | \n",
+ " 854 | \n",
+ " 0 | \n",
+ " 1710 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 8 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " Attchd | \n",
+ " 2003.0 | \n",
+ " RFn | \n",
+ " 2 | \n",
+ " 548 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 61 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 208500 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 2 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 80.0 | \n",
+ " 9600 | \n",
+ " Pave | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " Gtl | \n",
+ " Veenker | \n",
+ " Feedr | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 6 | \n",
+ " 8 | \n",
+ " 1976 | \n",
+ " 1976 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " MetalSd | \n",
+ " MetalSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Gd | \n",
+ " ALQ | \n",
+ " 978 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 284 | \n",
+ " 1262 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1262 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1262 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Attchd | \n",
+ " 1976.0 | \n",
+ " RFn | \n",
+ " 2 | \n",
+ " 460 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 298 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " 2007 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 181500 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 3 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 68.0 | \n",
+ " 11250 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " CollgCr | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 2001 | \n",
+ " 2002 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 162.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Mn | \n",
+ " GLQ | \n",
+ " 486 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 434 | \n",
+ " 920 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 920 | \n",
+ " 866 | \n",
+ " 0 | \n",
+ " 1786 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Attchd | \n",
+ " 2001.0 | \n",
+ " RFn | \n",
+ " 2 | \n",
+ " 608 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 42 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 223500 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 4 | \n",
+ " 70 | \n",
+ " RL | \n",
+ " 60.0 | \n",
+ " 9550 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " Gtl | \n",
+ " Crawfor | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 1915 | \n",
+ " 1970 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " Wd Sdng | \n",
+ " Wd Shng | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " BrkTil | \n",
+ " TA | \n",
+ " Gd | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 216 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 540 | \n",
+ " 756 | \n",
+ " GasA | \n",
+ " Gd | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 961 | \n",
+ " 756 | \n",
+ " 0 | \n",
+ " 1717 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 7 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Detchd | \n",
+ " 1998.0 | \n",
+ " Unf | \n",
+ " 3 | \n",
+ " 642 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 35 | \n",
+ " 272 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 140000 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 5 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 84.0 | \n",
+ " 14260 | \n",
+ " Pave | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " FR2 | \n",
+ " Gtl | \n",
+ " NoRidge | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 8 | \n",
+ " 5 | \n",
+ " 2000 | \n",
+ " 2000 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 350.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Av | \n",
+ " GLQ | \n",
+ " 655 | \n",
+ " Unf | \n",
+ " 0 | \n",
+ " 490 | \n",
+ " 1145 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1145 | \n",
+ " 1053 | \n",
+ " 0 | \n",
+ " 2198 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 4 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 9 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Attchd | \n",
+ " 2000.0 | \n",
+ " RFn | \n",
+ " 3 | \n",
+ " 836 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 192 | \n",
+ " 84 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 12 | \n",
+ " 2008 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 250000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n",
+ "0 1 60 RL 65.0 8450 Pave Reg Lvl \n",
+ "1 2 20 RL 80.0 9600 Pave Reg Lvl \n",
+ "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n",
+ "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n",
+ "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n",
+ "\n",
+ " Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType \\\n",
+ "0 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n",
+ "1 AllPub FR2 Gtl Veenker Feedr Norm 1Fam \n",
+ "2 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n",
+ "3 AllPub Corner Gtl Crawfor Norm Norm 1Fam \n",
+ "4 AllPub FR2 Gtl NoRidge Norm Norm 1Fam \n",
+ "\n",
+ " HouseStyle OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle \\\n",
+ "0 2Story 7 5 2003 2003 Gable \n",
+ "1 1Story 6 8 1976 1976 Gable \n",
+ "2 2Story 7 5 2001 2002 Gable \n",
+ "3 2Story 7 5 1915 1970 Gable \n",
+ "4 2Story 8 5 2000 2000 Gable \n",
+ "\n",
+ " RoofMatl Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n",
+ "0 CompShg VinylSd VinylSd BrkFace 196.0 Gd TA \n",
+ "1 CompShg MetalSd MetalSd None 0.0 TA TA \n",
+ "2 CompShg VinylSd VinylSd BrkFace 162.0 Gd TA \n",
+ "3 CompShg Wd Sdng Wd Shng None 0.0 TA TA \n",
+ "4 CompShg VinylSd VinylSd BrkFace 350.0 Gd TA \n",
+ "\n",
+ " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n",
+ "0 PConc Gd TA No GLQ 706 \n",
+ "1 CBlock Gd TA Gd ALQ 978 \n",
+ "2 PConc Gd TA Mn GLQ 486 \n",
+ "3 BrkTil TA Gd No ALQ 216 \n",
+ "4 PConc Gd TA Av GLQ 655 \n",
+ "\n",
+ " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n",
+ "0 Unf 0 150 856 GasA Ex \n",
+ "1 Unf 0 284 1262 GasA Ex \n",
+ "2 Unf 0 434 920 GasA Ex \n",
+ "3 Unf 0 540 756 GasA Gd \n",
+ "4 Unf 0 490 1145 GasA Ex \n",
+ "\n",
+ " CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea \\\n",
+ "0 Y SBrkr 856 854 0 1710 \n",
+ "1 Y SBrkr 1262 0 0 1262 \n",
+ "2 Y SBrkr 920 866 0 1786 \n",
+ "3 Y SBrkr 961 756 0 1717 \n",
+ "4 Y SBrkr 1145 1053 0 2198 \n",
+ "\n",
+ " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n",
+ "0 1 0 2 1 3 1 \n",
+ "1 0 1 2 0 3 1 \n",
+ "2 1 0 2 1 3 1 \n",
+ "3 1 0 1 0 3 1 \n",
+ "4 1 0 2 1 4 1 \n",
+ "\n",
+ " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n",
+ "0 Gd 8 Typ 0 Attchd 2003.0 \n",
+ "1 TA 6 Typ 1 Attchd 1976.0 \n",
+ "2 Gd 6 Typ 1 Attchd 2001.0 \n",
+ "3 Gd 7 Typ 1 Detchd 1998.0 \n",
+ "4 Gd 9 Typ 1 Attchd 2000.0 \n",
+ "\n",
+ " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n",
+ "0 RFn 2 548 TA TA Y \n",
+ "1 RFn 2 460 TA TA Y \n",
+ "2 RFn 2 608 TA TA Y \n",
+ "3 Unf 3 642 TA TA Y \n",
+ "4 RFn 3 836 TA TA Y \n",
+ "\n",
+ " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n",
+ "0 0 61 0 0 0 0 \n",
+ "1 298 0 0 0 0 0 \n",
+ "2 0 42 0 0 0 0 \n",
+ "3 0 35 272 0 0 0 \n",
+ "4 192 84 0 0 0 0 \n",
+ "\n",
+ " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n",
+ "0 0 2 2008 WD Normal 208500 \n",
+ "1 0 5 2007 WD Normal 181500 \n",
+ "2 0 9 2008 WD Normal 223500 \n",
+ "3 0 2 2006 WD Abnorml 140000 \n",
+ "4 0 12 2008 WD Normal 250000 "
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train4.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "37c258ba",
+ "metadata": {},
+ "source": [
+ "Existen columnas que aunque no contenían nulos, no son de utilidad ya que están llenas con 0s y se decide eliminar.\n",
+ "\n",
+ "Estas son:\n",
+ "BsmtFinSF2, LowQualFinSF, BsmtHalfBath, EnclosedPorch, 3SsnPorch, ScreenPorch, PoolArea\n",
+ "\n",
+ "Adiciona, se han eliminado aquellos que no traen valor después de revisar data_description. Estas son:\n",
+ "'Id', 'MSSubClass','LandSlope','Exterior2nd','KitchenAbvGr','GarageType','GarageYrBlt','GarageFinish', 'PavedDrive'\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "aa4b5772",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
+ " 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope',\n",
+ " 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle',\n",
+ " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle',\n",
+ " 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea',\n",
+ " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n",
+ " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n",
+ " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n",
+ " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n",
+ " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n",
+ " 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd',\n",
+ " 'Functional', 'Fireplaces', 'GarageType', 'GarageYrBlt', 'GarageFinish',\n",
+ " 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond', 'PavedDrive',\n",
+ " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n",
+ " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+ " 'SaleCondition', 'SalePrice'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train4.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "8555803e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Forma antes de eliminar (1127, 76)\n",
+ "Forma después de eliminar (1127, 66)\n"
+ ]
+ }
+ ],
+ "source": [
+ "columnas_relevantes = ['MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'Utilities', 'LotConfig','Neighborhood', \n",
+ " 'Condition1', 'Condition2', 'BldgType','HouseStyle','OverallQual', 'OverallCond', 'YearBuilt',\n",
+ " 'YearRemodAdd', 'RoofStyle','RoofMatl','Exterior1st','MasVnrType', 'MasVnrArea','ExterQual',\n",
+ " 'ExterCond', 'Foundation','BsmtQual', 'BsmtCond','BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
+ " 'BsmtFinType2','BsmtFinSF2','BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC','CentralAir', \n",
+ " 'Electrical', '1stFlrSF','2ndFlrSF', 'LowQualFinSF','GrLivArea', 'BsmtFullBath', 'BsmtHalfBath',\n",
+ " 'FullBath', 'HalfBath','BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd','Functional','Fireplaces', \n",
+ " 'GarageCars', 'GarageArea', 'GarageQual','GarageCond','WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch',\n",
+ " '3SsnPorch','ScreenPorch','PoolArea', 'MiscVal','MoSold', 'YrSold', 'SaleType','SaleCondition','SalePrice']\n",
+ "\n",
+ "df_train5 = df_train4.copy()\n",
+ "df_train5 =df_train5[columnas_relevantes]\n",
+ "print('Forma antes de eliminar',df_train4.shape)\n",
+ "print('Forma después de eliminar',df_train5.shape)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d711078f",
+ "metadata": {},
+ "source": [
+ "# Parte 3: Información relevante\n",
+ "\n",
+ "## 11. Revisaremos las correlaciones respecto al precio\n",
+ "\n",
+ "Debido a que en una venta de casa el precio es lo relevante, lo tomaremos para definir que variables están más correlacionadas con nuestra base actual"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "1a5b7049",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SalePrice 1.000000\n",
+ "OverallQual 0.799069\n",
+ "GrLivArea 0.704202\n",
+ "GarageCars 0.648035\n",
+ "GarageArea 0.620812\n",
+ "TotalBsmtSF 0.617345\n",
+ "1stFlrSF 0.609671\n",
+ "FullBath 0.565315\n",
+ "TotRmsAbvGrd 0.544031\n",
+ "YearBuilt 0.525195\n",
+ "YearRemodAdd 0.520913\n",
+ "Name: SalePrice, dtype: float64"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "mayor_correlacion_precio = df_train5.corr().SalePrice.sort_values(ascending = False)\n",
+ "mayor_correlacion_precio = mayor_correlacion_precio[mayor_correlacion_precio >0.5]\n",
+ "mayor_correlacion_precio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "463ddf64",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " SalePrice | \n",
+ " OverallQual | \n",
+ " GrLivArea | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " TotalBsmtSF | \n",
+ " 1stFlrSF | \n",
+ " FullBath | \n",
+ " TotRmsAbvGrd | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | SalePrice | \n",
+ " 1.000000 | \n",
+ " 0.799069 | \n",
+ " 0.704202 | \n",
+ " 0.648035 | \n",
+ " 0.620812 | \n",
+ " 0.617345 | \n",
+ " 0.609671 | \n",
+ " 0.565315 | \n",
+ " 0.544031 | \n",
+ " 0.525195 | \n",
+ " 0.520913 | \n",
+ "
\n",
+ " \n",
+ " | OverallQual | \n",
+ " 0.799069 | \n",
+ " 1.000000 | \n",
+ " 0.606944 | \n",
+ " 0.594978 | \n",
+ " 0.552446 | \n",
+ " 0.565761 | \n",
+ " 0.516054 | \n",
+ " 0.576511 | \n",
+ " 0.447723 | \n",
+ " 0.590791 | \n",
+ " 0.571944 | \n",
+ "
\n",
+ " \n",
+ " | GrLivArea | \n",
+ " 0.704202 | \n",
+ " 0.606944 | \n",
+ " 1.000000 | \n",
+ " 0.494887 | \n",
+ " 0.487904 | \n",
+ " 0.464377 | \n",
+ " 0.560597 | \n",
+ " 0.614504 | \n",
+ " 0.823793 | \n",
+ " 0.204875 | \n",
+ " 0.289624 | \n",
+ "
\n",
+ " \n",
+ " | GarageCars | \n",
+ " 0.648035 | \n",
+ " 0.594978 | \n",
+ " 0.494887 | \n",
+ " 1.000000 | \n",
+ " 0.839818 | \n",
+ " 0.461317 | \n",
+ " 0.470236 | \n",
+ " 0.520694 | \n",
+ " 0.422642 | \n",
+ " 0.532746 | \n",
+ " 0.463155 | \n",
+ "
\n",
+ " \n",
+ " | GarageArea | \n",
+ " 0.620812 | \n",
+ " 0.552446 | \n",
+ " 0.487904 | \n",
+ " 0.839818 | \n",
+ " 1.000000 | \n",
+ " 0.523317 | \n",
+ " 0.522223 | \n",
+ " 0.445180 | \n",
+ " 0.380526 | \n",
+ " 0.471922 | \n",
+ " 0.408310 | \n",
+ "
\n",
+ " \n",
+ " | TotalBsmtSF | \n",
+ " 0.617345 | \n",
+ " 0.565761 | \n",
+ " 0.464377 | \n",
+ " 0.461317 | \n",
+ " 0.523317 | \n",
+ " 1.000000 | \n",
+ " 0.836835 | \n",
+ " 0.330150 | \n",
+ " 0.281844 | \n",
+ " 0.409777 | \n",
+ " 0.309803 | \n",
+ "
\n",
+ " \n",
+ " | 1stFlrSF | \n",
+ " 0.609671 | \n",
+ " 0.516054 | \n",
+ " 0.560597 | \n",
+ " 0.470236 | \n",
+ " 0.522223 | \n",
+ " 0.836835 | \n",
+ " 1.000000 | \n",
+ " 0.373935 | \n",
+ " 0.403176 | \n",
+ " 0.309147 | \n",
+ " 0.281842 | \n",
+ "
\n",
+ " \n",
+ " | FullBath | \n",
+ " 0.565315 | \n",
+ " 0.576511 | \n",
+ " 0.614504 | \n",
+ " 0.520694 | \n",
+ " 0.445180 | \n",
+ " 0.330150 | \n",
+ " 0.373935 | \n",
+ " 1.000000 | \n",
+ " 0.539686 | \n",
+ " 0.500643 | \n",
+ " 0.467794 | \n",
+ "
\n",
+ " \n",
+ " | TotRmsAbvGrd | \n",
+ " 0.544031 | \n",
+ " 0.447723 | \n",
+ " 0.823793 | \n",
+ " 0.422642 | \n",
+ " 0.380526 | \n",
+ " 0.281844 | \n",
+ " 0.403176 | \n",
+ " 0.539686 | \n",
+ " 1.000000 | \n",
+ " 0.118799 | \n",
+ " 0.179377 | \n",
+ "
\n",
+ " \n",
+ " | YearBuilt | \n",
+ " 0.525195 | \n",
+ " 0.590791 | \n",
+ " 0.204875 | \n",
+ " 0.532746 | \n",
+ " 0.471922 | \n",
+ " 0.409777 | \n",
+ " 0.309147 | \n",
+ " 0.500643 | \n",
+ " 0.118799 | \n",
+ " 1.000000 | \n",
+ " 0.625157 | \n",
+ "
\n",
+ " \n",
+ " | YearRemodAdd | \n",
+ " 0.520913 | \n",
+ " 0.571944 | \n",
+ " 0.289624 | \n",
+ " 0.463155 | \n",
+ " 0.408310 | \n",
+ " 0.309803 | \n",
+ " 0.281842 | \n",
+ " 0.467794 | \n",
+ " 0.179377 | \n",
+ " 0.625157 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " SalePrice OverallQual GrLivArea GarageCars GarageArea \\\n",
+ "SalePrice 1.000000 0.799069 0.704202 0.648035 0.620812 \n",
+ "OverallQual 0.799069 1.000000 0.606944 0.594978 0.552446 \n",
+ "GrLivArea 0.704202 0.606944 1.000000 0.494887 0.487904 \n",
+ "GarageCars 0.648035 0.594978 0.494887 1.000000 0.839818 \n",
+ "GarageArea 0.620812 0.552446 0.487904 0.839818 1.000000 \n",
+ "TotalBsmtSF 0.617345 0.565761 0.464377 0.461317 0.523317 \n",
+ "1stFlrSF 0.609671 0.516054 0.560597 0.470236 0.522223 \n",
+ "FullBath 0.565315 0.576511 0.614504 0.520694 0.445180 \n",
+ "TotRmsAbvGrd 0.544031 0.447723 0.823793 0.422642 0.380526 \n",
+ "YearBuilt 0.525195 0.590791 0.204875 0.532746 0.471922 \n",
+ "YearRemodAdd 0.520913 0.571944 0.289624 0.463155 0.408310 \n",
+ "\n",
+ " TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt \\\n",
+ "SalePrice 0.617345 0.609671 0.565315 0.544031 0.525195 \n",
+ "OverallQual 0.565761 0.516054 0.576511 0.447723 0.590791 \n",
+ "GrLivArea 0.464377 0.560597 0.614504 0.823793 0.204875 \n",
+ "GarageCars 0.461317 0.470236 0.520694 0.422642 0.532746 \n",
+ "GarageArea 0.523317 0.522223 0.445180 0.380526 0.471922 \n",
+ "TotalBsmtSF 1.000000 0.836835 0.330150 0.281844 0.409777 \n",
+ "1stFlrSF 0.836835 1.000000 0.373935 0.403176 0.309147 \n",
+ "FullBath 0.330150 0.373935 1.000000 0.539686 0.500643 \n",
+ "TotRmsAbvGrd 0.281844 0.403176 0.539686 1.000000 0.118799 \n",
+ "YearBuilt 0.409777 0.309147 0.500643 0.118799 1.000000 \n",
+ "YearRemodAdd 0.309803 0.281842 0.467794 0.179377 0.625157 \n",
+ "\n",
+ " YearRemodAdd \n",
+ "SalePrice 0.520913 \n",
+ "OverallQual 0.571944 \n",
+ "GrLivArea 0.289624 \n",
+ "GarageCars 0.463155 \n",
+ "GarageArea 0.408310 \n",
+ "TotalBsmtSF 0.309803 \n",
+ "1stFlrSF 0.281842 \n",
+ "FullBath 0.467794 \n",
+ "TotRmsAbvGrd 0.179377 \n",
+ "YearBuilt 0.625157 \n",
+ "YearRemodAdd 1.000000 "
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "correlaciones = df_train5.corr().loc[mayor_correlacion_precio.index, mayor_correlacion_precio.index]\n",
+ "correlaciones"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "acf85b64",
+ "metadata": {},
+ "source": [
+ "Veremos de manera visual como se comporta la correlación respecto al Precio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "86499484",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize = (8,8))\n",
+ "heatmap = sns.heatmap(correlaciones, annot = True, vmin=-1, vmax=1, cmap='BrBG')\n",
+ "heatmap.set_title('Correlation Heatmap', pad=12);\n",
+ "\n",
+ "# plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e14a78bc",
+ "metadata": {},
+ "source": [
+ "Se puede reducir la matriz a un triangulo debido a que los valores se repiten. Se guarda gráfico para ppt."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "feb01d98",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ ":1: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
+ "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
+ " mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n",
+ "heatmap = sns.heatmap(correlaciones, mask=mask, vmin=-1, vmax=1, annot=True, cmap='BrBG')\n",
+ "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':12}, pad=12)\n",
+ "plt.xticks(rotation=45);\n",
+ "plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "345c1795",
+ "metadata": {},
+ "source": [
+ "Existen diferentes correlaciones positivas respecto al precio, por lo que se exploran algunas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "51b2135a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "YearBuilt = df_train5[['YearBuilt','SalePrice']].groupby('YearBuilt').mean().plot(kind='line', title ='Year built vs Sale Price', color = 'green', figsize = (10,6))\n",
+ "plt.savefig('Year built vs Sale Price.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "71d916fe",
+ "metadata": {},
+ "source": [
+ "Orden por los vecindarios respecto al precio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "91bcad4c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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xDhERERER/ecomxNxxhkiIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTyFfILyr8V9ZFRERERET0V6ntOZH/BlV0dFFr6s+VUtdjj00vLS8oKoKejk6lxFCZdRERERER0T8Tk8g3nJ6ODj6ePqRS6oqbv6FS6iEiIiIion8udmclIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSSlFBQX/SvrIiIiIiKiP0f7dQdA/wx62jpoOvuXSqnrysx1lVIPERERERH9eWyJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipTGJJCIiIiIiIqUxiSQiIiIiIiKlMYkkIiIiIiIipak1iVyyZAm6dOkCCwsLbNiwAQAQGRkJKysrmJmZYdGiRYplY2Nj0bNnT3Tq1AnTp09HcXExACAhIQE2Njbo3LkzRo8ejZycHADA06dPMWLECJibm8PGxgYpKSkAgMLCQtjb28Pc3BzW1taIi4tT5yYSERERERH9p6gtiTx79ixOnz6NvXv3Yvfu3diyZQuuX78OJycnrFixAiEhIbhy5QrCw8MBAPb29nBxccHBgwchIvDz8wMAzJ49G/3790doaCiaNm2KFStWAAAWL14MY2NjHDhwAL1798b8+fMBAFu2bEHVqlVx4MABODk5wcHBQV2bSERERERE9J+jtiTy66+/xubNm6GtrY20tDSUlJTg6dOnqFu3LurUqQNtbW1YWVkhNDQUjx49Qn5+Plq0aAEA6NGjB0JDQ1FUVITo6Gh06tSpQjkAhIWFwcrKCgBgaWmJiIgIFBUVISwsDF27dgUAtGrVChkZGUhISFDXZhIREREREf2nqLU7q46ODpYuXQoLCwu0bt0aycnJMDAwULxuaGiIpKSkF8oNDAyQlJSEjIwM6OvrQ1tbu0I5gArraGtrQ19fH+np6S99r8TERHVuJhERERER0X+G2ifWGT9+PKKiovD48WPcvXv3hdc1NDQgIn+q/Pdoar58c36vnIiIiIiIiP4ctWVXcXFxiI2NBQBUrVoVZmZmOHPmDFJTUxXLJCcnw9DQEEZGRhXKU1JSYGhoiJo1ayI7OxslJSUVyoFnrZhl6xQXFyM7Oxs1atSAoaGhYpKd59chIiIiIiKiv0dtSeTDhw/h7OyMwsJCFBYW4ujRo+jbty/i4+Nx7949lJSUYP/+/TAxMUHt2rWhp6eHmJgYAEBQUBBMTEygo6MDY2NjhISEVCgHAFNTUwQFBQEAQkJCYGxsDB0dHZiammLPnj0AgHPnzkFPTw8ffvihujaTiIiIiIjoP0VbXW9samqKixcvonv37tDS0oKZmRksLCxQs2ZN2NraoqCgAKampujcuTMAwNPTE87OzsjJyUGTJk0waNAgAMDMmTPh4OCAlStXolatWvDy8gIATJgwAQ4ODrCwsED16tXh6ekJABg4cCBmzJgBCwsL6OrqwsPDQ12bSERERERE9J+jtiQSeDYecvz48RXKWrdujb17976wbKNGjeDv7/9Cee3atbFly5YXymvUqIFVq1a9UK6npwd3d/e/ETURERERERH9Hs44Q0REREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERERERERKYxJJ/xgFxUX/yrqIiIiIiP5JtF93AETK0tPWQSvX4ZVSV7Tjmkqph4iIiIjon4YtkURERERERKQ0tSaRy5Ytg4WFBSwsLODh4QEAcHR0hJmZGbp164Zu3brh8OHDAIDIyEhYWVnBzMwMixYtUrxHbGwsevbsiU6dOmH69OkoLi4GACQkJMDGxgadO3fG6NGjkZOTAwB4+vQpRowYAXNzc9jY2CAlJUWdm0hERERERPSforYkMjIyEidPnkRgYCCCgoJw9epVHD58GFeuXMHWrVuxZ88e7NmzBx07dkR+fj6cnJywYsUKhISE4MqVKwgPDwcA2Nvbw8XFBQcPHoSIwM/PDwAwe/Zs9O/fH6GhoWjatClWrFgBAFi8eDGMjY1x4MAB9O7dG/Pnz1fXJhIREREREf3nqC2JNDAwgIODA3R1daGjo4OPP/4YCQkJSEhIgIuLC6ysrLB06VKUlpbi0qVLqFu3LurUqQNtbW1YWVkhNDQUjx49Qn5+Plq0aAEA6NGjB0JDQ1FUVITo6Gh06tSpQjkAhIWFwcrKCgBgaWmJiIgIFBVxkhQiIiIiIiJVUNvEOp9++qni/3fv3kVISAi2bduGs2fPYs6cOahWrRpGjhwJf39/VKtWDQYGBorlDQ0NkZSUhOTk5ArlBgYGSEpKQkZGBvT19aGtrV2hHECFdbS1taGvr4/09HQYGRmpa1OJiIiIiIj+M9Q+sc6tW7cwdOhQTJs2DQ0aNMDy5cvx3nvvoWrVqhg4cCDCw8MhIi+sp6Gh8afLf4+mJucPItXho0aIiIiI6L9MrY/4iImJwfjx4+Hk5AQLCwvcuHEDd+/eVXRDFRFoa2vDyMgIqampivWSk5NhaGj4QnlKSgoMDQ1Rs2ZNZGdno6SkBFpaWopy4FkrZmpqKj744AMUFxcjOzsbNWrUUOdm0n+MnrYOTD1HVkpd4VN8KqUeIiIiIiJlqa2J7vHjxxg7diw8PT1hYWEB4FnSuGDBAjx58gRFRUXYuXMnOnbsiObNmyM+Ph737t1DSUkJ9u/fDxMTE9SuXRt6enqIiYkBAAQFBcHExAQ6OjowNjZGSEhIhXIAMDU1RVBQEAAgJCQExsbG0NHRUddmEhERERER/aeorSVy3bp1KCgogJubm6Ksb9++GDFiBPr164fi4mKYmZnB0tISAODm5gZbW1sUFBTA1NQUnTt3BgB4enrC2dkZOTk5aNKkCQYNGgQAmDlzJhwcHLBy5UrUqlULXl5eAIAJEybAwcEBFhYWqF69Ojw9PdW1iURERERERP85aksinZ2d4ezs/NLXbGxsXihr3bo19u7d+0J5o0aN4O/v/0J57dq1sWXLlhfKa9SogVWrVv2FiImIiIiIiOiPcMYZIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0iif6DC4qJ/ZV1ERERE9ObTft0BENGfp6utg85LR1dKXaHjV1ZKPURERET0z8CWSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUhqTSCIiIiIiIlIak0giIiIiIiJSGpNIIiIiIiIiUppSSWRpaSnWrl2LadOmITs7Gz4+PigpKVF3bET0hissLvpX1UNEREREf0xbmYU8PDyQnp6Oy5cvAwBOnDiBlJQUODs7qzU4Inqz6WrrwHrlGLXXEzh6hdrrICIiIiLlKNUSGRUVBTc3N+jp6UFfXx/r16/HqVOn/nC9ZcuWwcLCAhYWFvDw8AAAREZGwsrKCmZmZli0aJFi2djYWPTs2ROdOnXC9OnTUVxcDABISEiAjY0NOnfujNGjRyMnJwcA8PTpU4wYMQLm5uawsbFBSkoKAKCwsBD29vYwNzeHtbU14uLi/tweISIiIiIiot+lVBKpra0NTc3/W1RXVxfa2q9uxIyMjMTJkycRGBiIoKAgXL16Ffv374eTkxNWrFiBkJAQXLlyBeHh4QAAe3t7uLi44ODBgxAR+Pn5AQBmz56N/v37IzQ0FE2bNsWKFc9aJBYvXgxjY2McOHAAvXv3xvz58wEAW7ZsQdWqVXHgwAE4OTnBwcHhz+8VIvrHqMyuruxWS0RERKRkd9bPPvsMvr6+KCkpwZ07d7Bx40Y0atTolesYGBjAwcEBurq6AICPP/4Yd+/eRd26dVGnTh0AgJWVFUJDQ/HJJ58gPz8fLVq0AAD06NEDS5cuRe/evREdHY3ly5crygcMGAB7e3uEhYXB19cXAGBpaYk5c+agqKgIYWFhmDBhAgCgVatWyMjIQEJCAj788MM/v3eI6I2nq62D/mvHVUpd24Ytq5R6iIiIiN5kSrVETp8+HVevXkVaWhr69++P3NxcODk5vXKdTz/9VJEU3r17FyEhIdDQ0ICBgYFiGUNDQyQlJSE5OblCuYGBAZKSkpCRkQF9fX1Fq2dZOYAK62hra0NfXx/p6ekvfa/ExERlNpOIiIiIiIj+gFItkfr6+hg9ejQWLFiA7Oxs3L9/H++++65SFdy6dQsjR47EtGnToK2tjfj4+Aqva2hoQEReWO9V5b+nfJdbZcqJiFSlqKQIOlo6/5p6iIiIiH6PUknkli1b4Ofnh3379iEjIwO2trYYNWoUevfu/cr1YmJiMH78eDg5OcHCwgJnz55Famqq4vXk5GQYGhrCyMioQnlKSgoMDQ1Rs2ZNZGdno6SkBFpaWopy4FkrZmpqKj744AMUFxcjOzsbNWrUgKGhIVJSUlC3bt0K70VEpE46Wjr4ZfN4tdezbtBStddBRERE9CpKNdHt3LkT27dvBwDUqVMHQUFB2Lx58yvXefz4McaOHQtPT09YWFgAAJo3b474+Hjcu3cPJSUl2L9/P0xMTFC7dm3o6ekhJiYGABAUFAQTExPo6OjA2NgYISEhFcoBwNTUFEFBQQCAkJAQGBsbQ0dHB6amptizZw8A4Ny5c9DT0+N4SCIiIiIiIhVRqiWypKQE+vr6ir+rV6/+ym6lALBu3ToUFBTAzc1NUda3b1+4ubnB1tYWBQUFMDU1RefOnQEAnp6ecHZ2Rk5ODpo0aYJBgwYBAGbOnAkHBwesXLkStWrVgpeXFwBgwoQJcHBwgIWFBapXrw5PT08AwMCBAzFjxgxYWFhAV1dX8WgRIiIiIiIi+vuUSiIbNGgAT09P9OnTBwAQEBCAevXqvXIdZ2dnODs7v/S1vXv3vlDWqFEj+Pv7v1Beu3ZtbNmy5YXyGjVqYNWqVS+U6+npwd3d/ZWxERH9G1XmeEmOzSQiIvrvUiqJnD17NmbNmoXu3btDW1sbbdq0waxZs9QcGhER/Rk6Wjqw3TGxUury7rv4d1/jJENERET/bkolke+//z6WLePz0YiI6I/paOnAfvcktdezsOcitddBREREL3plEjl//nxMnz4do0aNeunrL+tOSkRERERERP9er0wiW7duDQDo1KlTpQRDREREREREb7ZXJpHt27cH8OzRGps2baqUgIiIiIiIiOjNpdRzIrOyspCbm6vuWIiIiFSiqKToX1kXERHRm0CpiXWqVq2KH374AQ0bNkS1atUU5RwTSUREbyIdLR3M2GNXKXXN6eb1u68VlxRBuxJmkK2seoiIiAAlk8hevXqpOw4iIqJ/HW0tHSwIVn8y62Tx+4ksERGRqv1hEnnz5k289dZbaN68OYyMjCojJiIiIiIiInpDvXJM5O7duzFgwACsWbMGXbt2xcmTJysrLiIiIiIiInoDvbIlcsuWLdi3bx+MjIxw4cIFLFq0CO3ataus2IiIiIiIiOgN84ezs5Z1YW3ZsiUyMjLUHhARERERERG9uV6ZRGpoaFT4W0tLS63BEBERERER0ZtNqedElnk+qSQiIiIiIqL/lleOibxx4wa+/PJLxd/5+fn48ssvISLQ0NDA+fPn1R4gERERERERvTlemUQePny4suIgIiIiIiKif4BXdmetXbu24l9aWhpOnDgBAwMDJCcno3bt2pUVIxEREREREb0hlBoTGRAQAEdHR6xduxZZWVkYM2YM/Pz81B0bERERERERvWGUSiK3bNmCnTt3Ql9fH++99x4CAgKwadMmdcdGREREREREbxilkkhNTU3o6+sr/q5VqxYf90FERERERPQfpFQSWaNGDcTGxioe8bF371688847ag2MiIiIiIiI3jyvnJ21jJOTEyZMmID79++jXbt20NPTw4oVK9QdGxEREREREb1hlEoiP/74Y+zZswd3795FSUkJ6tevDx0dHXXHRkRERERERG+YVyaRGzZseGn5qVOnAABDhgxRfURERERERET0xnplEnnz5s3KioOIiIiIiIj+AV6ZRLq6ulZWHERERERERPQPoNSYyAsXLmD16tXIzc2FiKC0tBQPHz5EWFiYmsMjIiIiIiKiN4lSj/hwdnZGy5YtkZ2dDSsrK+jr68PMzEzdsREREdHfVFxS9K+si4iIXh+lWiI1NDQwYsQIZGRkoEGDBujatSv69eun7tiIiIjob9LW0sGvBydXSl2TO/1aKfUQEdHrpVRL5FtvvQUA+N///odbt25BT08PJSUlSlWQnZ0NS0tLPHz4EADg6OgIMzMzdOvWDd26dcPhw4cBAJGRkbCysoKZmRkWLVqkWD82NhY9e/ZEp06dMH36dBQXFwMAEhISYGNjg86dO2P06NHIyckBADx9+hQjRoyAubk5bGxskJKSouSuICIiIiIioj+iVBL5xRdfYOLEifj222+xfv16uLm5QUtL6w/Xu3jxIvr164e7d+8qyq5cuYKtW7diz5492LNnDzp27Ij8/Hw4OTlhxYoVCAkJwZUrVxAeHg4AsLe3h4uLCw4ePAgRgZ+fHwBg9uzZ6N+/P0JDQ9G0aVOsWLECALB48WIYGxvjwIED6N27N+bPn/9n9wkRERERERH9jj9MIkUE06ZNw+DBg2FgYIAxY8bgzp07+PXXP+6y4ufnh5kzZ8LQ0BAAkJubi4SEBLi4uMDKygpLly5FaWkpLl26hLp166JOnTrQ1taGlZUVQkND8ejRI+Tn56NFixYAgB49eiA0NBRFRUWIjo5Gp06dKpQDQFhYGKysrAAAlpaWiIiIQFERx2gQERERERGpwivHRN6+fRsjRoyAi4sLWrduDWtra2hoaCAvLw8JCQmoX7/+K9/8+VbAtLQ0fPvtt5gzZw6qVauGkSNHwt/fH9WqVYOBgYFiOUNDQyQlJSE5OblCuYGBAZKSkpCRkQF9fX1oa2tXKAdQYR1tbW3o6+sjPT0dRkZGf2K3EBERERER0cu8siXSw8MDEydOxA8//IDg4GCICPbv349t27bB29v7T1dWp04dLF++HO+99x6qVq2KgQMHIjw8HCLywrIaGhp/uvz3aGoq1WuXiIiIiIiI/sArs6vHjx+ja9euAIAzZ86gQ4cO0NTURK1atZCdnf2nK7tx4wYOHjyo+FtEoK2tDSMjI6SmpirKk5OTYWho+EJ5SkoKDA0NUbNmTWRnZysm9ykrB561YpatU1xcjOzsbNSoUeNPx0pEREREREQvemUSWb4F78KFC2jVqpXi74KCgj9dmYhgwYIFePLkCYqKirBz50507NgRzZs3R3x8PO7du4eSkhLs378fJiYmqF27NvT09BATEwMACAoKgomJCXR0dGBsbIyQkJAK5QBgamqKoKAgAEBISAiMjY2ho6Pzp2MlIiIi1amsZ0jyWZVEROr3yjGR77zzDq5fv47s7GykpKQoksjz58//pTGGjRo1wogRI9CvXz8UFxfDzMwMlpaWAAA3NzfY2tqioKAApqam6Ny5MwDA09MTzs7OyMnJQZMmTTBo0CAAwMyZM+Hg4ICVK1eiVq1a8PLyAgBMmDABDg4OsLCwQPXq1eHp6fmn4yQiIiLV0tbSwfJj6n9e5dj2fFYlEZG6vTKJtLOzw+DBg5GdnY0pU6agWrVqWLduHVatWoXly5crXcmxY8cU/7exsYGNjc0Ly7Ru3Rp79+59obxRo0bw9/d/obx27drYsmXLC+U1atTAqlWrlI6NiIiI/huKS4ugrVk5vZMqsy4iosr2yiSyRYsWiIiIQH5+Pt5++20AQMuWLbFr1y7Uq1evMuIjIiIiUgltTR2si5hSKXX9YsKeUET07/XKJBIAdHV1oaurq/j7yy+/VGtARERERP9WJaVF0KqkFsrKrIuI/lv+MIkkIiIiItXQ0tSBb6R9pdRl02ZhpdRDRP89fIAiERERERERKY1JJBEREdF/TElp5T0KpTLrIqLKwe6sRERERP8xWpo6CIiunG61PVq9vFstx4cS/XMxiSQiIiKiSqelqYOQC1Mrpa4uLT1+97U3IZktLS2CZiXFUJl10b8Xk0giIiIi+s/S0tTB0cuVk8z++MXLk1lNTR2cip1WKTG0bexeKfXQvxvHRBIREREREUorcfxqZdZFqseWSCIiIiIigqamDmJuO1RKXV994lYp9ZB6sCWSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlKbWJDI7OxuWlpZ4+PAhACAyMhJWVlYwMzPDokWLFMvFxsaiZ8+e6NSpE6ZPn47i4mIAQEJCAmxsbNC5c2eMHj0aOTk5AICnT59ixIgRMDc3h42NDVJSUgAAhYWFsLe3h7m5OaytrREXF6fOzSMiIiIiIhUqLS16I+oqlUqMoxLrUhVtdb3xxYsX4ezsjLt37wIA8vPz4eTkhC1btqBWrVoYOXIkwsPDYWpqCnt7e8ybNw8tWrSAk5MT/Pz80L9/f8yePRv9+/eHhYUFli9fjhUrVsDe3h6LFy+GsbExVq9ejaCgIMyfPx+LFy/Gli1bULVqVRw4cADR0dFwcHDArl271LWJRERERESkQpqaOrh616FS6vq8ntvvx6Ghg7hHjpUSx8e1XSulHlVSW0ukn58fZs6cCUNDQwDApUuXULduXdSpUwfa2tqwsrJCaGgoHj16hPz8fLRo0QIA0KNHD4SGhqKoqAjR0dHo1KlThXIACAsLg5WVFQDA0tISERERKCoqQlhYGLp27QoAaNWqFTIyMpCQkKCuTSQiIiIiIlILqcQWyj9bl9paIufPn1/h7+TkZBgYGCj+NjQ0RFJS0gvlBgYGSEpKQkZGBvT19aGtrV2h/Pn30tbWhr6+PtLT01/6XomJifjwww/VtZlEREREREQqp6Ghg4Qkp0qp60OjBX9q+UqbWEdEXijT0ND40+W/R1Pz5Zvye+VERERERET051VahmVkZITU1FTF38nJyTA0NHyhPCUlBYaGhqhZsyays7NRUlJSoRx41opZtk5xcTGys7NRo0YNGBoaKibZeX4dIiIiIiIi+vsqLYls3rw54uPjce/ePZSUlGD//v0wMTFB7dq1oaenh5iYGABAUFAQTExMoKOjA2NjY4SEhFQoBwBTU1MEBQUBAEJCQmBsbAwdHR2Ymppiz549AIBz585BT0+PXVmJiIiIiIhUSG1jIp+np6cHNzc32NraoqCgAKampujcuTMAwNPTE87OzsjJyUGTJk0waNAgAMDMmTPh4OCAlStXolatWvDy8gIATJgwAQ4ODrCwsED16tXh6ekJABg4cCBmzJgBCwsL6OrqwsPDo7I2j4iIiIiI6D9B7UnksWPHFP9v3bo19u7d+8IyjRo1gr+//wvltWvXxpYtW14or1GjBlatWvVCuZ6eHtzd3f9mxERERERERPR7OOsMERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpjUkkERERERERKY1JJBERERERESmNSSQREREREREpTft1VDpo0CCkpaVBW/tZ9XPmzMH9+/excuVKFBUVYfDgwbCxsQEAREZGwtXVFQUFBTA3N8ekSZMAALGxsXB2dkZ2djaMjY0xe/ZsaGtrIyEhAfb29khLS0P9+vXh6emJt95663VsJhERERER0b9OpbdEigju3LmDPXv2KP598MEHWLRoEbZt24Y9e/Zg586duH37NvLz8+Hk5IQVK1YgJCQEV65cQXh4OADA3t4eLi4uOHjwIEQEfn5+AIDZs2ejf//+CA0NRdOmTbFixYrK3kQiIiIiIqJ/rUpPIu/cuQMNDQ0MHz4cXbt2xdatWxEZGYlvv/0WNWrUQLVq1dCpUyeEhobi0qVLqFu3LurUqQNtbW1YWVkhNDQUjx49Qn5+Plq0aAEA6NGjB0JDQ1FUVITo6Gh06tSpQjkRERERERGpRqUnkU+fPkXr1q2xfPlybNy4ETt27EBCQgIMDAwUyxgaGiIpKQnJyclKlRsYGCApKQkZGRnQ19dXdJMtKyciIiIiIiLVqPQksmXLlvDw8EC1atVQs2ZN9OrVC0uXLn1hOQ0NDYiISsqJiIiIiIhINSo9iTx37hyioqIUf4sIateujdTUVEVZcnIyDA0NYWRkpFR5SkoKDA0NUbNmTWRnZ6OkpKRCOREREREREalGpSeRWVlZ8PDwQEFBAbKzsxEYGIiFCxciKioK6enpyMvLw6FDh2BiYoLmzZsjPj4e9+7dQ0lJCfbv3w8TExPUrl0benp6iImJAQAEBQXBxMQEOjo6MDY2RkhISIVyIiIiIiIiUo1Kf8THDz/8gIsXL6J79+4oLS1F//798dVXX2HSpEkYNGgQioqK0KtXLzRr1gwA4ObmBltbWxQUFMDU1BSdO3cGAHh6esLZ2Rk5OTlo0qQJBg0aBACYOXMmHBwcsHLlStSqVQteXl6VvYlERERERET/Wq/lOZETJ07ExIkTK5RZWVnBysrqhWVbt26NvXv3vlDeqFEj+Pv7v1Beu3ZtbNmyRWWxEhERERER0f+p9O6sRERERERE9M/FJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiUxiSSiIiIiIiIlMYkkoiIiIiIiJTGJJKIiIiIiIiU9q9MIvft24cuXbqgY8eO8PX1fd3hEBERERER/Wtov+4AVC0pKQmLFi1CQEAAdHV10bdvX3zzzTf45JNPXndoRERERERE/3j/uiQyMjIS3377LWrUqAEA6NSpE0JDQzFu3LhXrldSUgIASExMrFCukZuvljif9/Dhw99/MecNiAGAZL/+OEqzXn8MAFCclffa4yh6+vpjAIDCJ+qP449iKKiEGJSJIz/z9e+LvIxctcegTBy5lRDHH8WQk/5m7IvsSojjj2LISnsz9sXTSojjj2J4kvr690XmGxADAGSkvP440pNffwwAkPYGxJGalFM5MVR/9b5Iqaw4qvx+HMmJlRPDO9qv3hdJlbQv9OQV+yK1cmIoLXoWQ1kuVJYb/R4NERG1R1WJfHx8kJubi0mTJgEAdu3ahUuXLmHu3LmvXO/cuXOwsbGpjBCJiIiIiIjeWL6+vjA2Nv7d1/91LZEvy4k1NDT+cL2mTZvC19cXBgYG0NLSUkdoREREREREb6ySkhKkpKSgadOmr1zuX5dEGhkZ4dy5c4q/k5OTYWho+IfrValS5ZXZNhERERER0b9d3bp1/3CZf93srG3atEFUVBTS09ORl5eHQ4cOwcTE5HWHRURERERE9K/wr2yJnDRpEgYNGoSioiL06tULzZo1e91hERERERER/Sv86ybWISIiIiIiIvX513VnJSIiIiIiIvVhEklERERERERKYxJJRERERERESmMSSUREREREREpjEklERPQ3cH46IiL6q/6pvyFMIv+jnj9gX8cBXFpaWul1vmne5BNHUVHRa6n3Td4n/zVZWVkV/uZnU1FycjIAQEND4zVHUvlyc3NfdwhvjAcPHrzuEIjoHywpKel1h/CXMIn8DyotLVVc9ERGRgKo/IugzMxMnDp1ShHP61L+oriykyYRUez369evo7CwsFLrf5k7d+5g2bJlAF5PwlB+n5RdoL8Ob0qy9DrjyMjIwIoVKxAbG4vExEQAb16y9Lo/p7Fjx2LevHmvNYbX4ebNm1i7di1u3LjxukN57TIzMzFr1izFefN1uX79OvLy8l5rDK/7+1jemxTLm+BN2B9vQgxvovT0dIwaNQoxMTGVXndcXBzu37//l6+3mES+BmVfpNfV0qOp+exjDwkJwcKFC/H06dNKrb+0tBSpqanw8/ODu7s71q9f/9oTlsDAQBw+fLhSE9qyuvfv3w8nJ6dKq/dVPvjgA1y4cAE//fQTXF1dAVTecVr+89i5cyfmzp37WhLr8nEEBATg2rVrlR5D+TjCw8MRFBRU6fXr6Oigfv36cHZ2xoIFCyq9/ueVnSMSExORkJAA4Nl36HVemMycOROZmZk4f/78a6n/dW17UVER4uLicOTIEdy6deu1xPAmXJDeu3cPWVlZGDx4MK5cuYLVq1e/tljmz5+PKVOmvLZEsvx5s6io6LVd35SP5dSpUzh27Nhri0GZsspQvuEgJiYGZ86cqfQYyh8fly5dQnR0dKXWXaagoKDS6lVWlSpVYGxsjCdPngCovIaVY8eOYfTo0bC3t8eqVauQkZHxp9+DSWQlK/sinTx5EosXL8bq1asRHR1dKQdN+TpiYmJgZ2eHoUOH4u233660i/W0tDRs3rwZn3zyCb799lts2LAB2dnZr6WFo6zO8PBwrF27Fh06dFAk2JUlLCwMmzdvRr9+/aCrq1updZdXdpKtVq0aOnbsiFu3biEtLQ3As2SipKRE7TGUfR4HDhzAoUOH0Lt379eyT8onkEFBQXjvvfcqPYayOKKiorB582bUqlWr0uotO0/o6+sjMzMTSUlJKCkpwfXr1xXLvI6LIQ0NDYSFhWHAgAFwcXFR3Hip7EQyKSlJcSHyv//9Dx9++KGiRa6ye1WUHau7du2Cq6srTp8+rdZ9Ufben3/+OUaMGIH79+8jJCSk0hPJ52/0rFy5Er/99lulxlBcXIy5c+fCz88P9erVw88//4xz585VeiJZ9pmsX78e+fn5cHZ2fi2JZNnnsXHjRsydOxfDhg1DZGTka0kmNTQ0cObMGSxfvhw1a9as9PrLH5+XL1/GxYsXkZeX99p6cpRd16xbtw6LFy/Gzp07ce/evUqNoWzbN2/eDAcHB0ybNg3Ozs4oLi5Wa73lP4tNmzbB3d0d9vb2OHv27Gvt/VX+PF2tWjV8+umncHd3x5MnTyrlOvTkyZPw9vbGwoULMX78eJw/f/4v7Q8mkZWs7MJwwYIF6NixI3bv3o3g4GDk5+ertd4TJ05g0aJFWLhwIQDgq6++grm5ORYtWoTCwkLo6uqq/csMANeuXcPly5exevVqvPfee5g1axYuX76Mffv2ITs7W+31AxW/vImJidi3bx+qVav2l+7C/J26AeCTTz7BO++8g99++03RulLZyp9kMzMzYWpqCl9fX2RlZcHBwQEAoKWlBUA9F8lXr15FSEgIdu3ahczMTGhoaCAtLQ137tx5YUxeZRARpKamYvXq1TAwMICRkRFEpFIShIKCAuTk5Ci+C2vWrEFcXBy++eYbAKiU72jZD9iuXbtw/fp1eHl5oXXr1lizZg3OnTsH4PV0a42Pj0doaCjc3Nwwa9Ys3L9/H46Ojop4KiORzMzMxJAhQzB8+HCcO3cOJSUlsLS0xJYtW/Dbb79V+k0o4NlF2b59+9C4cWNUr14dubm5yMzMVHk95c8TOTk5+PzzzzFlyhQkJCQgNDS0UhPJ8glLUFAQ3n77bVSpUgWFhYWV0tJw+fJlnDlzBi4uLrh16xYCAgLw0UcfYciQIZWeSGpoaKCgoAA6Ojrw8fFBSkoKZsyYoThXVOYNll27diEsLAzOzs7IzMzEkSNHFPVXVhwigvz8fKxfvx7Z2dlo0aIFAFTKjdDnt3Hz5s1wdXWFv78/rKysEBcX99Ll1OX69es4ceIEgGfXXsePH8eWLVswcuRI3Lp1CwsXLsTNmzcrJRYAOH/+PKKiorB//37s378fN27cwIIFCyrlswkICMCRI0dgZ2eHmJgYnDx58rWcr8s8f3OlT58+aNeuneLzUuf1RkREBLy8vDB16lQ0b94cjRs3xscff/yX9geTyEpUdiEaEREBJycnaGpqonr16hg5ciQOHTqktoG1J0+exPz589GoUSMcPHgQ7u7uAIBFixbhq6++goWFBUpKSqCtra32i9TvvvsOP/30E5KTk3H37l307dsX/fr1w86dO3HhwgVcvXoVKSkpaqu//IVQcXExPvjgAwwbNgyfffYZduzYodYJEsrXHRoaiiNHjuDevXtYsmQJUlNTsXPnztcyuLospu3bt2PMmDEICwtDkyZNMH/+fDx+/BgzZ85EVFQUkpKSVH7SDQ8Px7Rp03D69GncunULDx48QOfOnfHLL7/g6NGjOHHiRKXcVS9/whYRvP/++5g7dy7OnDmD9evXQ0NDA5qammo9scfFxWH8+PEYPnw4Vq1ahfz8fPj4+KBq1aoYP348AEBbW7tSfnDPnj2LpUuXYvLkyfj666/xzTffoGHDhggICMCyZctw+PBhtcfw5MkTXLp0CcCz8bGOjo7Izs7GJ598gjp16uDXX3/Fo0ePYGdnB6ByEtsqVargf//7H+7fv4+oqCh4eHggPz8fLi4uWL9+vVrPXS9TVFSE27dvY/78+fjggw9w9OhRjBgxAi4uLio/l5S/mz99+nT0798fp06dwtChQ/Hw4UMcPHiwQmu1uuXn5+PKlSv49ddf0bBhQxw/fhyjR4/GrFmz1HpD8tKlS9DQ0EDjxo3x3nvvwcPDA9euXauQSJ4/fx5LlixRWwwAcPr0abi4uAAA9PT0UFhYCG1tbaxduxYJCQmYMmUKAPV+LxITExWJEfBsbNfkyZPh6+sLQ0NDTJo0CQ4ODnjw4IHav59liVlxcTGqVKkCBwcHFBUVYdasWQCe3QhV97mz/ERbZ86cwdGjR7F582bUr18fDRo0wLvvvov8/PxKOVfl5eUhMjISO3fuxLlz52BkZITc3Fw4ODjA3d0dYWFhiImJwYEDB9QeC/DsexMSEoKkpCTcvXsX1apVg4+PD65cuYLp06er/LM5efIkAgMDFfv69u3bmDBhAvbt24cGDRrgl19+gZubG9LT01VarzKuX7+OTp06Yffu3YrfOACoX78+oqKiAEAtCa6IICkpCXZ2drC0tETr1q3x8OFD2NjY4NixY5g1axamTJmC48eP4+zZs0q9J5PISlB2csvJyYGmpibq1auH9evXY/bs2fD29katWrWwZs0atVyAhIWFwd3dHR4eHrCwsICLiwsePnyIpUuX4siRI1i4cCGMjY3Rpk0blJaWQltbW+Ux5OTkVEgEvvnmG5w9exYRERFYtWoVTExMMHDgQGzYsAG2trZITU1VeQxlyt/BnjVrFn755RdkZ2ejQ4cOePr0Kfbs2aO2bh7lL8K2bt2KgoIC/PLLL7h27RqcnZ1x8+ZNtR0HL1P+buiBAwcQFBSEefPm4eOPP0ZcXByysrLg7u6OxMREzJo1S+Wt5ZcuXYKnpyfmzZuHOXPmYNq0aWjSpAkAwMrKCsOGDcPOnTtx8OBBtSeSZSfsoKAgzJo1C97e3sjNzcXq1asREBCAzZs3V1hO1eLi4jB16lSYm5vDzc0NVlZWKC4uho6ODvbu3Yvbt29j0qRJAP6vVViVnr8zrqmpiXfeeQerVq0CAHz66ado3749Pv/8c5w8eRKffvqpymN43rlz57Bjxw5s2rQJd+7cwYABA5CamoqTJ08iNzcXRkZGcHd3R0JCgtqTl7K7xlWqVMGMGTPQtm1bNGjQAGZmZpg4cSKuXbuGt99+G7dv31ZrHM9/Tjo6OhARuLi4YP78+ahZsyZGjhwJQ0NDtdS/e/duHD16FAsWLEDNmjVx6NAhNGzYEHZ2drh+/ToiIiLU1kXsZdteWFgIBwcHzJkzB1paWujZsyeqVKmitpuhIqK4AAeAgQMHIiIiAu7u7hUSyf79+yM+Pl6tvVsaNWqEffv2KZIkXV1dRa+izZs34/r16wgPD1db/QUFBTh69CiioqIQEBCAW7du4enTp5g5cyauXr2KFStWoHr16njy5Inau7SWHwO5YMECbNy4EQ8ePICPjw+uXr2qGN+vjnNnmfT0dPTr1w9+fn4AgPfffx/ff/89li1bhhMnTmDlypXYvXu3oveEOokIqlatip49e+Ljjz/Gpk2b8PDhQ0ybNg3vvvsu7O3tMW/ePPz888948OABCgsL1do6Ghsbi1OnTuG7777DZ599huDgYMTHx6NmzZpYuXIlEhISVJ7MaWhowNHRUTGfgL6+Pry8vHDixAn4+PgoeoBVRg+05zVq1AhDhgzB/fv34eTkhLVr1+LRo0ewsbFBQkICAgMD1VKvhoYGjIyMMHHiRAQFBSE0NBTTpk2DtbU1/P390aZNG7z11ltwdXXF3LlzlftMhNSqtLRURETOnz8vAwYMkHPnzklUVJT06tVLAgMDpbS0VOLi4sTS0lLu3bun0rozMzNl5MiRMmrUKMXfHTp0kAULFoi9vb2MGjVKAgMDRURk8uTJKq+/rM7Zs2dLQECAomzMmDHi4eEhUVFRMmvWLPHx8ZG8vDxJSkqSO3fuqDyG5/n5+cnPP/8sBQUFYmlpKfPmzRMRkYsXL4q9vb34+PhIUVGRWup+/PixDB8+XEpKSsTHx0fGjRsniYmJcu7cOUlKShJbW1tJS0tTS93llR2XIiI3btyQDRs2yP79++XgwYMya9Ys6dSpk4waNUrOnDkjIqKWmIKDg8XHx0dERIqLixVxPXnyRKZPny5Pnz6VwMBAGTlypGRlZam8fhGR+/fvy5MnT0REZPv27dKtWzcJDg4Wb29vGTNmjOzcuVMuX74s3377rezYsUMtMRQVFcncuXPFz8/vhdeePHkiV65ckeLiYmnbtq3Y2tqqvP7yx8KlS5fk2rVrkpycLOfPn5dx48bJwoULKyyfl5en8hh+j7OzszRs2FC2bdsmIiL79u2TAQMGSHBwsGRnZ4uISEFBgVpjSElJkcGDB0twcLDcvXtXRETWrFmjOHfeuHFDPD09pXPnztK1a1e1xVH+c9q2bZt4e3vL0qVL5f79+3Lr1i3Fd+TIkSNibW0tSUlJKo9h+/btEhsbK+vXr5fhw4dLXl6e2NnZyeXLl+X69euSmJio8jpFKm77rl27ZP369bJz506Ji4uTS5cuSUZGhoiIHD58WHr06KHWc+j+/fvFy8tLioqK5NChQzJo0CAJCQmRzMxMGTVqlLi6usrDhw8lNzdXLfXn5+crtjczM1Patm0rLi4uitfLvg8zZsyQ8+fPqyWGMrGxsWJlZSUtW7aUuLg4SU5OFhMTE1m1apXi/G1mZibJyclqjUNEJDIyUjp37iynT5+WXr16iYODgxQWFsq9e/fE0tJS5syZo7a6S0pKRETk5MmT0rFjRzlw4ICkpaVJhw4dpEePHorl1q9fL8uXL1dbHM/bunWr/PLLL2JtbS3jxo2TCxcuiIiIt7e3zJs3T8zMzOTWrVsqr7f891Xk2e/KsGHD5NGjRxIbGyuzZs0Sb29vuX37toj83/5TVd1l73fq1Clp1KiRhIaGyqNHj6Rjx44SGBgoKSkpEhISIubm5pVyvfV8fCIiV69elZiYGLl48aJMmDBBpkyZIi4uLuLn5yerVq1Seb1nzpyRFStWyLFjx0Tk2bHx9ddfy9y5c19Y9vHjx5KZmanU+zKJVKOyRCQsLExGjhwpNjY28uOPP8r169fF19dX7OzspH///tK7d28JDQ1Vef0lJSUSHh4u8+fPFxcXF+nZs6fs2rVLRJ4dyB4eHuLo6Kjyep+3bNkymT59ugQHB8svv/wiHh4eitcOHz4sDg4OsmzZMiksLFRL/c+foJYtWyaXLl2S9evXy7BhwyQzM1OmTJkiycnJcvbsWZX+4D1fd2JioowaNUrc3d1l5MiRkp+fLxcvXpQRI0aIiPoviJ+3detWmT59uuzdu1csLS1l6NChcvToUUlMTJQFCxbIvn371Fb3hg0bZOTIkRU+99LSUikqKpKRI0dKeHi4iIg8ffpULfVHRkZKz5495enTp1JaWip2dnZy8eJFERHJysqSQ4cOyaRJkyQrK0uio6MVCYQ6ODg4KM4BZQm1iEhMTIxMnjxZRJ4dG1FRUWqLYc2aNTJo0CAZP368jBgxQqKjo+X8+fMyfvx4mT17ttrq/T3379+XvXv3iru7u9ja2kp0dLSIiBw4cEB69uwpwcHBFfaVOq1bt048PDxk0qRJcu7cOblx44b06NFDbt68KSIiubm58vDhQ0WM6rRt2zYZMGCAPHjwQD7//HNZt26diDy7MBw5cqR06dJFEdffUf5CsOz/Pj4+0qpVK5kwYYLitUmTJsnly5f/dn3K8PX1lf79+8uVK1ekYcOGihsvbm5uMn78eDE3N1fJtr9KfHy8dOjQQSIiIkRE5OjRozJgwAA5cOCApKeny8SJE9V2YRoWFiajR4+WTp06KW5iZGRkSJs2bWTGjBmK5Q4fPizdunWThw8fqjyG8sdFQUGBrFq1SkaNGiUbNmyQJ0+eyO3bt6Vfv34yceJE6d+/v9o/jzJeXl4SGRkply5dkp49e8rjx49l3759cu/ePYmPj1fbd7P8/jh27JgMGzZM2rZtK5GRkXLt2jUxNjaW5cuXy4IFC8TKykpu3Lihljiej+XSpUtiaWkpubm5cv36dfH395fJkydLWFiYREREyKpVq9R+0z44OFj27t0rJSUlEhAQIAMHDpT8/Hw5e/asODg4iI+PjxQWFr6QdP5V5d+n7KZadHS0NGrUSMLCwuTy5csyYsQIGTZsmAwcOFCuX7+uknr/SmwLFixQfIczMzMlLS1NZs6cKT/99JN8++23kpOTo7L9EhYWJu3btxc7Ozv58ccf5dSpUyLy7PrP3Nxczp07JyJ/LZlnEqkGKSkpiv8/fPhQunXrpjiBbd++XQYOHCiXL1+WtLQ0iYuLk/j4eBF58e7NX/X8+0RFRcmoUaPExsamQrmvr69MnjxZCgoKVFZ3eeVb8/z8/OSnn35SJEvlHT58uFJ+aCIjI0VExN3dXXr06CGTJ09WJDA///yzWpOE+Ph4xUnN1dVVvvrqK8Wd6vXr18vo0aOluLhYLZ/D74mJiZFOnTopLgDLLnzi4uLk+PHj0rt3b8WxqSrlt2/fvn0yfPhwSUhIeGE5Ozs7RRKprn2yfPlyGTp0qJw9e1YSExNlxowZsnTpUsnPzxcRkYSEBBkyZIhaWnTKlJSUSF5enowdO1bWrl0rIhXvpD569Eisra0r7CN17I/o6GgZOnSoiIh4enqKra2t5OTkSGJiopw9e1bs7OwqtYX8xo0bMnnyZPHy8hKRZ8nLL7/8InFxcZKTkyNbtmyR3377Te3xlJ0foqOjZf369bJv3z4xNTWV8PBwcXV1FTs7O7W1kj+vtLRUCgoKxNHRUe7fvy++vr4yYsQISUtLk7Vr10pOTo48fPhQUlNT/3Zd5VsUt27dKnPnzpWNGzdKYWGh2NraytChQyUzM1N27Ngh5ubmaklWyistLZWnT5/KpEmTJDExUbZv3y4jRoyQ1NRUCQoKkrS0NLl165ZaWkITEhIkJyenQtnu3btl5syZUlBQIDk5OXL8+HHp3r27HD58WKWtKuWFhYVJ165dJTIyUm7cuCHx8fGK78uTJ0/EyspKbG1tZcaMGdK9e3e1JCvlzz0HDhwQf39/iY+Pl+vXr4udnZ0sXbpURJ7dAMrJyVH08lCnCxcuyKVLlyQ4OFisra3F2tpacRxYW1vLlStX1B6DiMiOHTukW7duEhkZKRs2bJD27dtLZGSk3Lp1S1avXi1eXl4SFxentvrLfzYJCQkSGRkp/fr1U5Q9fPhQ7Ozs5Oeff5arV6+qNYaym3tjxoyRpk2byvDhwyUmJkZWrVolJ06cEJFnrbblr5VVVbeIyObNm2XQoEHi7e0tT548USSSx48fF5Fn35f09HSV1f1nPHjwQESeXZebm5u/kMgnJCSo9JojIiJCevToochBpk6dKkFBQYrX16xZI126dFFcH/9ZHBOpYiUlJRg0aBAmT54MAKhVqxYaNGiAd955ByKCvn37omXLlhg1ahSSkpLQoEED1K1bF4BqBsBLuclbLl68iEuXLqFx48awsbFBo0aN8OuvvwIAjhw5gu3bt2PEiBHQ1dVV+UBvEYG2tjYuXbqEefPmoVevXujfvz9q1KiBI0eOVJh1s0OHDmoZYxUdHa2YACQhIQFubm4AgF69eiE5ORmfffYZ8vPzERQUhMePH6NatWoqq/vcuXOKsRG+vr6ws7ODi4sLxo8fjw4dOqB3797o3bs33NzcEBAQgEmTJkFLS0utA+7luTEPZePKNm3ahOzsbNSsWRPR0dGYPHkytm3bhjlz5qBevXoqjaH8cznz8vKQl5cHW1tbPHz4UDGrYnBwMG7evKk4JtRxbALAmDFjEB8fjyFDhkBXVxcdOnRARkYGjh8/DuDZOI68vDy1jBMuo6mpiSpVqmDQoEFYtWoVjhw5UmF7k5KSUL169QrHpqrOE+W99dZbaNSokWJs18KFC7Fy5Ups27YNrVq1UoyBUzcNDQ0cOXIEzs7OAJ5NQLB06VIMHz4cX375JWbPng1ra2u0b98ezZs3V3s8Ojo6iIqKwuLFi9GyZUtYWlrCy8sLx44dQ3FxMaKjo9U6u+HzEznp6upCW1sbrq6uOHPmDLy9vVGzZk0EBgaiqKgItWvX/luPpBERZGRkoG/fvtizZw/Cw8Ph7++P//3vfzh//jxcXV2xYMEC1KhRA87OzggJCcHSpUtRu3btv7upLyi/7RoaGqhevTr09fWxcOFCxfT01atXx8qVK1GlShV88sknMDIyUln9IoK0tDT069cPrq6u8PHxUbzWokULJCYmIjs7G9WqVcPXX38NOzs7NG7cWC3jpjMzM7Fz507MmDEDrVu3Ru3atfHw4UO4uLjA29sbycnJ8PPzg7m5Ob755hssWbIEn332mcrjKDv3bNu2DWvXroWGhgaysrLQsGFDjB8/HvHx8RgzZgy8vLygqamJt99+W+UxlCciuHr1Ko4dO4YPPvgA1atXR9euXWFkZIT4+HiUlJSgSpUqaqn7+vXr8Pb2VvydnJyM0aNHo3Xr1hg8eDDmzJmD6dOn486dOxg+fDgmTZqEBg0aqCUWoOLjfmbNmoVmzZqhatWqWLNmDQCgdu3a+Oijj1CvXj21Pbaq/LUnALi5uWHo0KGoX78+Zs2ahUOHDmHDhg0AgLZt2+L9999Xed07duxASEgI+vTpg7CwMHh5eaFBgwbw9fXFqFGjsGfPHrz99tt49913VVb3q5T91paWluLcuXPo1q0bFixYgPr162PMmDHw8/NDXl6e4nxXq1YtlY1pDw8Ph4eHBxwdHWFsbIzk5GSkpqYiKSlJMd5x2LBh6Nu3LxYuXPiX5r1Q39XRf5CIQEtLC/v27cN3330Hd3d3TJs2DQBw+PBh/O9//4Oenh7at2+PY8eOwdbWFrt27VLpwVx+4pjDhw/jgw8+wIMHD+Do6IgffvgBx48fh42NDXJzc7F48WJ8/PHHKqu7TGlpKTQ1NREVFYWDBw8iMjISmpqacHR0RGFhIQ4dOoT8/Hy0b99epYnb85KSkjB37lzo6Ojg+++/h5aWFjIzM9GgQQOsWrUKCxYswLVr15CSkoJly5bBwMBAZXXn5+dj8eLFuHnzJjIyMrBs2TLk5eXh4MGDWLJkCby9vdG4cWNUq1YNffv2VXmy9rzyNxfKZgP74osvMGrUKBw+fBg+Pj4YPXo0WrVqhS1btkBXV1dtz2g8efIkVq1ahYMHD6J3794YNmwYZs2ahaKiIjRp0gQnT56El5eX2p6NWLYfwsLCYGBggFq1amH58uVwdnbG/fv3sX//fuzYsQPZ2dmYN2+eWpKnss8jLi4OO3bsQM+ePWFvb4/p06cjJSUFn332GYqLi7FgwQJMmDAB77zzjsrrBp7dSNDS0sI777yD27dvIz8/H0uWLIGenh6qVq2q+GHT09NTWf2vkpubix07dmDGjBlo2rQpYmNjsXfvXvj4+GDMmDH4/vvvUVJSgg8//FDtsYgICgoKsHHjRjx9+lTxqIAvv/wS9erVw6NHj3DhwgW1zvhYlpAcOHAAOTk5+Pbbb2FmZobhw4fDz88Purq6CA4Ohq6ursomDXn33Xfh4uICd3d3fPDBB5g2bRq+/fZbtGnTBj4+PvD29lbcjMzNzVXbObxs248fP46CggK0a9cOX3zxBWbMmIHjx48rtr1mzZpqm8nwvffew6pVq/Do0SOsXLkSsbGxaNOmDbp164amTZti4cKFmD9/PqpVq4bvvvtO5TGUefvtt6Gvr49Hjx7ByMgI8+bNQ3FxMUpLS1FYWIjNmzdjzpw5MDc3V1sMwLPf9sTEROzfvx+LFy9GdnY2Tp8+DQcHB9ja2iqev9esWTO1JW/lz18aGhqoV68ewsLCMGbMGPTu3RunTp1Cjx49oKWlhTFjxqjlGgd4duOtT58+uHLlCho3bgwtLS34+vqiU6dOAIBWrVrh008/xdKlSxUTlqh7VtZDhw5h//79sLGxwVtvvYV+/frhwIEDGDlyJNq0aYMjR47Ax8dHpTdbgIqfydOnT2Fvb4+2bduiS5cu0NHRQZs2bfDzzz8jKCgIe/fuRUpKCt5//32V74+0tDRERERg2bJlyMrKwocffghtbW14e3tj1KhRCAwMrPRnT5dto6amJoyNjfH999/j4sWLGDRoEMzMzJCRkYGcnBxUrVpV5XWfOnUKpaWlMDY2RlJSEoYPHw49PT3s27cPhw4dQklJCYyNjTFkyBBYW1v/pe+shjx/S5r+srIv0u3bt7Fu3ToEBgZi3LhxGDRoEIYPH45PPvkE7777Lk6cOIHly5dj48aN6Nevn8pPcufOncOKFSuwfv16rFmzBjExMfDy8kJRURGuXr0KPz8/jBkzRuV3KvPz8xUH4aVLl2Braws3NzcUFBQgIiICxcXFmDNnDnx9fRETEwNHR0eVJm5lyp/QgoOD8euvv2L8+PE4cOAAWrZsicaNG+Pzzz9HaWkp9PX1UVxcrLI7puXrjoqKgrOzMxo2bIgVK1agqKgIeXl5mDNnDvr06YNWrVqppM4/42U3F3Jzc3HkyBEAwNSpU1V+Miu/T548eQIvLy/89ttvcHFxgbGxMQDgzJkzePDgAfT19fH555+jTp06Ko3h+ThSU1OxceNGfPfdd/jqq68wYMAANGzYELNnz0ZRURHi4uJgaGiolgSy7CbL8ePH4evri8ePH6Ndu3YwNzdHfn4+li9fjqpVq0JHRwc9e/ZE+/btK8T+d9y5cwfZ2dlo1qwZNm/ejJiYGDx+/BgTJ07E2bNncf/+fRgaGkJPTw8hISFYtWqV2i7CXiY7OxtDhgzBqFGj8OOPP6KwsBD79u3Drl278OOPP2Lw4MHQ0dFRawxl+7qoqAg6OjqK1pVvvvlGMRPm85+Hqj6fMmXHCPDsHObu7g4zMzMcP34cGzZsQExMDNavX486deogNTUVc+fORcOGDVVWJ/DsHD5x4kR0794d48ePh4ggLi4OixYtgoGBAWbNmqXy7QYq7suAgAB4eXmhTZs2uHHjBnx9fbFu3TqEh4fjww8/VNwobNSokUpjKO/MmTNo0aIFdHV14efnh7t37+LkyZPo378/Dh8+jF9//VVtrRqXL1/G/fv3YWFhgfXr1yM8PBxXr15F+/btYW1tjdatWyMjIwNOTk5wc3NT6c2mMi/7jL29vXH48GHUqFEDrVq1wvvvv4+goCCsW7cO+vr6Ko/heb/99ht27dqFKVOm4N1334W7uzt0dXUxadIkPHnyBOnp6dDR0cFHH32k8mO0rBdV9erVUVhYiMmTJ+Pdd9+Fk5MTbG1toaWlBVdXV4SFheHs2bOYOHGiypO2Ms9/ZyMjI+Hp6YkffvgBw4YNg46ODtLS0rBt2zbo6+vj+++/V+vM2rdv34auri7eeustbNy4EW+//TYiIiKQkpKCefPmwdjYGHl5eSq7xrh8+TIyMzORlpYGCwsL6OjowNPTE99++y0uX76MNm3aID09Ha6urvjiiy/g6upa6UkkAISEhODIkSOYP38+Ll68iLS0NLz11lsICQnB3r170aNHDyxYsEBl9R09ehRnzpyBk5MTxowZg+zsbOTl5aF379746aefkJKSgqdPnyIgIABJSUkYM2bMX24lZxKpAsXFxYoubxcuXMCUKVPg7u6OoqIiTJs2DX379sWwYcMQHh6O+/fvo3HjxtDW1sbcuXOxbt26v910/fxJ8s6dOzh48CAyMzNx69YtrF69GitWrEBKSgrmzp1bIdlTlczMTHh5ecHMzAzt2rVDVFQUjh8/DicnJxQXF+Pp06eYNm0aPv30U0ydOhXp6elqbeEBnnUt1tLSwsGDBzFv3jykp6dj/PjxOH36NB4/fowmTZrA1dVVZa0sz7fwVKtWDZGRkXBwcMDkyZPRrVs3AM8SNVNTU1hYWKikXmW96ubC5cuXERERgZEjR6q0q0v5ffLw4UPUqFEDpaWl8Pb2hoaGBszNzdGyZUuV1aeMzMxM1KhRA97e3igqKoKdnR1SU1NhZ2eH6tWrY/ny5WqpNy8vDzo6OtDW1kZcXBzGjBmDZcuW4cmTJ7hy5QqSk5Px888/w8DAAJqamnj69CnefvttlV0EiQhmzpwJXV1d1KtXD/v374e3tzeCg4Nx48YN/Pjjj9DR0cGdO3eQmZmJ7t27o379+irY8lfHpKGhgRs3bkBbWxsfffQRDh06hLCwMAwYMAAtW7ZEVFQUtm7dCn19fQwZMkStCUNZPKdOncKRI0dQt25dNGjQAPXq1cPkyZPx5ZdfKqboV0cC9bwbN24gNjYWzZo1Q4MGDbBx40b4+vpi7dq1eP/995GcnIxq1ar97YvU8tsSFBSEBw8e4IsvvsDbb7+NKVOmYOzYsejZsydEBPHx8XjrrbfUcmFcPo579+7h7NmzaNu2LT788EN4eHjg9OnT2LhxI3Jzc5GcnKzoSaBK0dHRSEtLQ+fOnfHkyRP069cPq1evxkcffaRYJjQ0FLGxsQgICIC/v79a9kVKSgpiYmKwdu1aTJgwAd999x0ePXqEtLQ0NGvWTLHcvn37EBgYiKVLl6o8gSv/eRw6dAipqamoXbs2dHR0UFxcjKZNm6JmzZq4ePEivL29sXjxYrUnkXFxccjJycHatWuhq6uLqlWr4uuvv8bNmzcxadIktT5APiIiAmvWrEFOTg5MTEwwbtw43LlzB2vXrkXVqlVhZ2eHOXPmoKioCI8fP8a8efP+9s2d31P+szlw4AA0NDTQrFkzZGRkYMGCBejatSssLCzU+nncu3cPBgYGqFatGjZv3ow9e/ZAR0cHtWrVQpcuXdCgQQOcPn0aS5cuhYmJCebNm6ey663w8HC4ubnh22+/RUREBBo0aIDu3bujXbt2yM/Px6hRoxAQEICIiAhFF19Vdp99led/G5KTkzFnzhxFb8TLly9j6NChaNOmDc6cOYMPPvhAMazt7zpx4gS8vLzg4OCAb775BgAwffp0nD9//qXPBC27WfqX/aWRlKSQmpoq48ePV0zGcfz48QpT5ubk5EirVq3E3d1dRJ496mP16tViYWGhkoHv5QcTJyYmSmpqqqSnp8tPP/0kAwYMUMz2uWHDBsWgd3W4f/++rFy5Uuzt7eXChQty+/ZtadOmjWLWJxGRhQsXio2NjSxdulRKS0tVPkFI+ffbuXOnTJo0SQICAiQ5OVnCwsLkq6++Ugwefvr0qTx69Eil9ZfZunWr9O3bVzZt2iQJCQkSHR0t1tbWsmTJEjl06JB0795d7t+/r5a6y3t+/96+fVtWrFghCxYskCFDhkhRUZEsWbJEMT28uqakF3k2eLtHjx7y3XffSXR0tKSlpYmrq6u4ublVOEbU7ejRozJixAg5duyYFBYWSo8ePWT//v0i8n8z56pjco7MzEyZO3euYuKNq1evyoABAxSv3759W2xtbWXmzJly7do1EVHtBDrnzp2TrVu3Sl5ensydO1eGDBmiOCeJiAQFBYmFhYVi8pzKmOCprI5Tp07JDz/8IAMGDBBXV1fZu3evbN26VX788Ufx8PCQ9u3by8WLF2XGjBmKGTHV6XU+KqD8ft+0aZO0bdtWLC0txcPDQ/H93LRpkxgbG6v08Q1l9W7fvl26dOkie/fulZ07d4qISHh4uJiZmcnWrVtVVt/LlJ+QZsOGDWJqaioWFhayZs0aRXyenp5iYmKi1vNncHCwfP311xISEiIiIn369HnpJBwlJSVqO2feu3dP5s6dK7GxsRIYGCj9+/eXAwcOiMizifvCw8Pl2LFj4ufnJ5aWlmqfZXLDhg3Sv39/2bBhg1hYWCiOjaCgIBk6dKh0795dYmNj1RpD2THg5eUlI0eOFBGRu3fvio+Pj1hYWEiLFi1k8+bNaqs/IiJCLC0t5cSJE5Kfn19hkpzbt2+Lk5OT4nFhIlJpE25t2bJFzMzMxNXVVX766Se5f/++XLx4UQYOHCibN29W2+zmYWFh8ssvv0hCQoKcPn1arK2tFY+F8PHxkSlTpih+SyMjI1X6u3rixAmxtrZWnANLSkpkwYIFYmdnJ8ePH5f79+/LyJEjxdHRUW2TTP2e8udwX19fmTt3rjg6OsqVK1dk7969sn37dmnbtq20bdtWYmJiVFr3iRMnpFWrVuLt7f3Ca6NHj1ZMxPZ8nH8HJ9b5m9577z1MmTIFjx49woMHD2BkZITTp08jOzsbAFCtWjX069cPmzdvxqNHj/DJJ5+gc+fOWLdu3d/uTirl7nasW7cOY8eORd++fREXFwcnJyc8efIEy5cvx/z587Fjxw507tz5b2/v76lTpw4+/vhjxQPai4qKMHXqVLi7u+PQoUOIjo7GuXPnYGFhgeLiYmhoaKj8Ln7Z+5V1EWjcuDH279+Pffv2oXHjxnB1dcX48eNx+PBhVK9eXWXjqspPAHHu3DlERESgX79+iI6ORmBgIIyMjDBt2jSsXbsWW7ZsweLFi9XSXbO88sfGgwcPkJSUhPfeew9hYWG4du0aVq1aBW1tbbz99tuKLsXq6JMPAP7+/oiIiMDWrVthbGyMn3/+Gbdu3cLYsWORm5uLEydOKCbVUTd9fX389ttvmDp1Knx8fNCzZ09cuHAB+fn5MDIywrJly1TeqpCamop33nkH77zzDo4fP47IyEjUqlULNWvWhL+/PwDg448/RqNGjZCcnIxTp06p9GHpubm5qFKlCnx8fBAYGIhp06ahQYMGePToEe7cuQMA6NatGz755JNKffCyhoYGfvvtNwQFBWHNmjWYPn06dHV1cfPmTTRt2hQrV67EV199pWg9vXz5stpbRgHg9OnTmDFjBqpVqwYRwYQJE3Dw4EEAz7rxqXPcWdl39tSpU7h37x62bduGoUOHIi8vD3v27EFhYSEGDRqEKVOmqKQnx8OHD1FUVAQNDQ0UFBQgPDwczs7OsLKywk8//YSEhAQAwLx58+Dn51dhQjRVK2tBOnPmDO7cuYPVq1ejV69eSExMRHBwMABg8uTJ6N27t1oejH779m3Ex8fj+++/x4oVK7Bw4UKEhYVBU1MTHh4eCAkJwcmTJ/Hw4UNFvOo6Z+bl5SE+Ph5JSUno3r07evToAV9fXxw5cgRvvfUWIiIisHv3boSFhWHhwoVqa+0CgMTERJw/fx6+vr7Q0dFBnTp10KlTJ5w8eRK1a9fGoEGDsHTpUrX2EACetcoDwKRJk2BoaIjNmzejbt26GDFiBJYtW4Y5c+bg2rVrePLkiUqPDxFBTk4Odu/eDTs7O7Rr1w6FhYW4efMm7O3t4ejoiOTkZAwZMgSPHj3C7NmzATwbM6kO5bftt99+w4EDBxAYGIgGDRpAR0cHjo6OqFGjBiZNmoSIiAi1fFdOnjyJxYsXY8qUKahVqxb09PTQokULRXfqESNGICMjA5s3bwYAtG7dWmW/q+fOncOwYcPg5eWFli1bIjc3F5qampg0aRLeffddBAQEwMjICDY2NqhTpw48PT3VMsnU7yk/wVFAQAB69OgBTU1N7NixQzEHhpOTE7777juVTkh27Ngx/Prrr/j+++/x5MkTHDlypMJEOStWrECVKlUwduxYPHnyRGXX3+zO+hc9evQI58+fR8OGDVG/fn0sW7YM+/btw969e7Fq1SqEhoZiwYIFePr0Kfz9/WFra4vPP/9cLbHExMRg9erVmDdvHiIjI+Ho6Ijt27dDX18fkZGRSE9PR7du3dQ6eUt4eDgWLlwIc3Nz3L59Gzo6OujUqRNEBDt27ICenh6mTJmC+/fvY+vWrViyZAmqVq2q8kTyt99+w+zZszFv3jx8/vnnCA8Px969e/HFF1+gc+fOuHHjBurVq6eyrgPlk7VTp07hwoULMDIyQu/evREdHY1du3ahQYMG6NKlC54+fYqaNWtWyqQgZdasWYP9+/cjKysLHh4e0NHRgYuLC3744QdFAuft7a3WcRJLly7Fl19+CQMDA8U4GldXV6xYsQJGRkYwMDBQ22xxZXbv3o3PP/8cjRo1QlRUFGJjY3Hr1i1kZ2fj8OHD2LZtG7788kuV11taWorx48dDW1sbixcvxpo1a3Dnzh106NABDx8+REJCAnJzc9GxY0d4enqiX79+OHv2rGKyjr/r+vXriI6OxsCBA3HlyhU4ODigb9+++OmnnzB//ny89957+PTTTyEiWLJkCbZu3aqWccrPExGUlpZi7ty5OHDgAMLCwlC1alVcvHhRMXtznz59UL16daxZswY3b97EjBkz0LhxY7XF9Ntvv0FLSwsPHjzA2rVrAQArV66EkZERevTogblz56rtHF6muLgYT548gaWlJZo0aYJ169YhLy8Pe/fuRWxsLOrVq4f+/furZFxPUVER1q9fj5KSEjRr1gyffvopVq9ejfr166N3797Q09PDo0ePMHbsWAQFBal0LNPLFBcX4/Hjx+jevTu+//57/Prrr0hPT8eePXtw7949fPHFF+jZs6da6i7rGlevXj08ePAAHh4eyMjIUHRdNjc3h4ggPDwcTZo0gYuLi1qGY+Tl5aFKlSrQ0NDA/v37sXDhQmzcuBH169dHYGAgdu/ejbFjx6J169aK5dX5mRQVFSm+p8nJySgtLcXq1asRFRWFjRs3Kmb+VKeyyYNMTU3RoEEDDBo0CMCzm3PW1taK7ppPnjyBi4sLZsyYoZZuiwsXLoSRkRG++uorLFy4ELq6uqhevTp0dXWRmpqK5cuXIyEhAVWrVlXbGMjy8vPzcfnyZQQEBGD8+PHYvn07TExM4Ofnh6ioKPj4+OCTTz5R+RjAiIgITJo0CVWqVMGpU6cAPJv/Yfbs2Vi5cqXiRt/GjRsBAIMHD1Zp/enp6Wjfvj2GDRuGcePGAfi/LpmFhYUwMzODq6ur4jtSWaKjo5GZmYmOHTuipKQEjo6O6NSpE3788UcAz67FDhw4gF27dkFLSwsFBQUq69qbl5cHDw8PdO3aFS1btsTy5cvx8OFDdOjQAe3atatQz9SpUzFp0iSVDQNgS+RfEBcXh8GDByMwMBDDhw9X9MW3sLDAoEGDMGbMGAwcOBCBgYHYtm0bevfurbj4UHXOfvHiRfj4+MDAwAAGBgbo1q0bFi5ciAEDBuDu3bsYOHAgJkyYoPIEMiUlBUeOHIE8e9YowsPDFWNn7OzsYGxsjODgYNSvXx9r166FiYkJIiMjsWDBAkydOhXVqlVTy6MKtLW1oaenh6VLlwIATE1N0b17d5w+fRpHjhxBu3btVJZAAhWnlZ45cyauXbuGefPmITc3F61atUKfPn1w6dIlHD58GA0bNlR7All+f5SNifX19cWUKVMUP76LFi3C+++/D319faxatUqlCeTLju+aNWsqfnDq1KmD/v3744svvsCSJUtQp04dtSSQz8eRkpICV1dXrF69GhcuXED16tUxceJEuLi4YMCAAWqZkAJ41loxa9YsZGVlYfr06Rg+fDjq16+PyMhIvP/++/j+++/x9ttv49ixY3B3d0fLli3x9OlTFBUVqaT+mjVrokuXLnjw4AF0dHTg4eGB7du3Y9euXXB0dMTTp0+xYsUKnDhxQuUzFL9M2eeSlpYGLS0t2NnZoXnz5hg9ejQAoHnz5vjxxx9RpUoV6Orq4qOPPsK4ceOwbNkytSaQ8hofFXDv3j0kJSUBeHb+eu+997By5Uo8evQIW7ZsQdWqVWFtbY0GDRogISHhL03D/rwrV65AR0cHbdu2xYEDB7BgwQJoa2ujRYsWOHv2LM6fP69obalZsyYKCgrUsv2JiYnIzMwE8Gzb69SpgwULFuDixYs4ePAgatasiZ49e8LQ0BA3b95U9PBRpVOnTmHx4sVwc3PD/PnzYWlpCW9vb7Rt2xZz586FtrY2WrduDScnJ+zcuRMzZ85USwIZGRmJIUOGYPv27SgsLISlpSUGDRqEPXv2IC8vD2ZmZujduzdcXV0Vj65SZwJ59OhRLF68GMnJyfjoo4+Qk5ODMWPGQFNTE6mpqdDT00NeXp7a6i+Tk5ODKlWqYNq0adDT00NcXBxWrFgBPz8/HDt2TLFcXFwcLl68qNLZksv3MjIwMMDp06cxdOhQ1KpVC6NGjcKvv/4KV1dXaGtrIysrC/Xq1VNbAll27hQRnD17FiNGjEDLli0xcOBAXL9+HTVr1oSxsTH+97//wcTEBFWrVlV5AnnhwgUsXLgQvr6+MDY2hqWlJYBnLY1du3bFwIED4evri+XLl8Pf3x/t2rVTWd0igpKSEtSsWRMHDhzA9u3bMX/+fADPHsVUUFAAXV1dtG7dGjVq1FBZvcpKSkqCi4sLjh07Bi0tLejo6CjObQAwfPhwvPvuu3j8+DEA1c54XrVqVTg6OirmlxgzZgzq1q2LI0eOvNDTy8PDQ7XjyFXSKfY/JC4uTnr37i3+/v4iIjJq1Cjx8/NTvO7m5ia9evVS9P8ue0ixqvofP/8+RUVFsnbtWhk5cqQcP35cMTYzMDBQvv76a8nKylL5w49LS0slJCREbt++LZmZmVJSUiJz584VOzs7xTJXr14Va2trsbW1lYKCArl27Zps2rRJpQ/bLb8vYmJiJCYmRhISEuTKlSsydepUxVg/EdX3yb9586bi/+fPnxcbGxvF+0+dOlW+++47xZiICxcuqGWc3fPK748NGzaIg4ODDB06VDEudu/evdK0aVM5cuSI2uvfsWOHrFu3ThYtWiRFRUVSVFQkQ4cOladPn8qRI0dkypQpantAefk4du3aJfPmzZMrV67IjRs3FOOLvv76a5k4caJa6n9ZHGlpaTJ06FBxcHAQkWdjRmbOnClhYWEi8my8jYeHh1hZWalkbNHJkydlwYIFMn/+fPH39xdbW1txd3eX27dvy9WrV6VLly7i6+srhYWF4ubmptKHG/+RsLAw6dSpkzg4OMjp06clLS1NJk2aJMOHD1csUzaOR10Pbhd58Vx68uRJGTZsmBQWFsq+ffvEwcFBrK2tpVevXhIaGqqWGBISEqRhw4bSr18/mTNnjiQmJiq2PTo6Wjp06CAbNmwQEZHCwkKVPLw9MTFRhg4dKtnZ2ZKVlSVjx46V0aNHy/r166W4uFg2bNggtra2MmLECOnTp4/axrrduXNHGjZsKEOHDpVVq1ZJZmamFBYWiojIvn375IcffpDg4GAReXY8ZGRkqDyGEydOyNdff13hgd+nT59W/G6JiISEhMhXX30lhw4dUnn95ZWNxR0zZoxYW1vLtWvX5NixY7J48WLF+P2MjAwJDg5Wy7nz+e/DtWvXxMbGRtavXy8nT56UuXPnytChQ2Xs2LHSuXNntY/DFHk218K4ceMkNDRUUlNTZeTIkXLp0iU5fPiwmJiYSO/evSuMV1XXb8qJEyfkyZMnkpqaqnhYfJnAwEDp3bu3Sr6bf4adnZ34+Pgo/m9nZycRERFiYWEhjx8/Vnl9SUlJsm3btgrng+HDh0uXLl0Uf/v7+4u3t7fMmTNHbt++rfIYRJ5d26xdu1YSExPl66+/rjAHSXBwsPTo0UMt2/97yn9vli9fLqampvLbb79JdHS0GBsbS1RUlOTn50tISIhYWVmp9DwWHR0tO3fuFDc3N9m7d+8L771y5UpxdnaWkJAQxflM1ZhE/gk3b96Un376SfHDJiLi4ODwwoQDnp6e0rFjR8nNzZXi4mKV1f/8xbG3t7e4ublJcnKyeHl5iYuLi4SFhSkSSXUM7H5+Ih9XV1fx8/OT2NhYcXFxkVWrVonIs301cuTICj806rogXLt2rQwYMEDs7e1lwIABEhkZKdeuXZOpU6dWSGxV5dixY9KwYUNJSUmR/Px88fPzEzMzswqDmR0cHOSLL76otMH15Z08eVKsra1ly5YtMnLkSFm4cKHiBy4gIECtNxdEng30HzBggNy6dUuaNGkiq1evloKCAunRo4cMHTpUfvjhh0oZ6L5jxw6xtrYWHx8f+fzzzxUJ24MHD8TR0VEGDx4sKSkpaqm7bF/cuHFDzpw5I7du3ZLExEQZN26cTJs2TUREli1bJpMnT5bU1FRJS0uTPXv2yN27d/923WFhYWJmZiYBAQGycuVKuX//vty+fVumT58uq1evlhs3bsi1a9ekbdu2igky1K1sfzx+/FgmTpwop06dEnd3d3FxcZGTJ09KWlqajB49Wn7++WcRUW/yWN6FCxfEyclJcSHq5uYmXl5eIvJsMqQ7d+4oLhrVMdlQaWmpuLi4yPbt22XYsGEydOhQGTZsmGLCiPj4ePn6669l+/btKqnv8uXLYmJiIjt27JDg4GAZNWqUiDy76Td58mRZuXKliDxL8BISEtR6c6GgoEDs7Oxk06ZNYm1tLaNGjZJJkyYpJs05ffq0tGzZUg4fPqyW+ssmBGnZsqVcuHBBUe7m5iaTJ0+u8Nt9+PBhlXw3XyUxMVFmzpwply9fFj8/P3FwcJBly5ZJnz59xM3NTbGcOo7DsmsGEZGzZ89KQkKCiIjExsbK0KFDZcOGDXLz5k1FYquuSelE/m/7njx5ItevX5ewsDAxNzeX3bt3y9y5c2X48OFSWFgoV65cUdzMVeV1lsiziciWL18uIs+uo3r06KG4uZOYmCiBgYESHBwsGzduFHNz80qbuGX37t0yZcoUycrKkrNnz8rKlSslKytLrl+/LiNHjhQbGxu13PR58OCBODk5SWBg4Avn5uHDh4u5ubnK6yyTnp6umMAqMDBQxo0bJ5cvXxaRZ4nt119/Ld7e3nLy5Enp1atXhRv8lWnz5s1iZ2cnw4YNk++//14uX74sYWFhYmVlJXZ2dvLTTz+p9Dgpe++tW7eKnZ2dTJgwQczMzCQ5ObnCcl5eXjJnzhzJzs5WWd3lMYn8E6ZNmybNmjVT/D1gwABp166dWFhYyC+//CIjR46UvXv3SmxsrNruiIk8m/2zZ8+eEhYWJsOGDRN7e3u5du2a+Pj4yPjx4+XEiRMiot4ZFk+dOiXOzs7i4+Mjs2bNko0bN0pISIgMHz5cbGxsxMzMTPHjr844fvvtN/nll19E5NlF+dixYyUrK0sePnwoly9fFkdHxxe+VH9HRESE2NjYyJkzZyQmJkY8PT0lKytL9uzZI/b29hVuKMyYMUPi4+NVVrcyjh49KsOGDZOAgAAREYmKipKZM2eKu7u7YuY0VSe2Fy9elOjoaBF5NsPr1KlTJTMzUzZt2iSjR49W3MEsLi6WyMhIxQWKqpU/zu7duye9e/eWpKQkuXbtmvTr10++//57xUys+fn5ak/wDx8+LN27d5fRo0eLra2tzJ07Vx49eiTjxo1T3NxQ9SyT169fl86dOys+jzKbN2+WTp06ybRp02TDhg0SGxsr169fl3v37qm0/pcp+1xOnz4tPj4+iiQ6NzdXvLy8ZMaMGRIWFiZpaWmKmWkrw+3bt+XixYtia2srkydPFmdnZ9m7d694enqqPYmNjY1V3BleunSpDB48WEpKSiQ5OVkGDBggX331lYwePVp27Ngh0dHRKktgEhMT5ccff5QJEyZIYGCgtGzZUiZPniwiz5KHadOmydChQ2X+/Plq2wflz4lz5swRBwcHKSoqklu3bomFhYWYmJjI5MmTJSwsTA4ePKjy5K20tFTy8vLEzMxMNm7cKJGRkdK+fXvFRfnw4cMVn01RUZFK637e7du3Zf78+Yq/9+/fL1ZWVoobGIcPH5bBgwdLy5YtZd++fWqJ4c6dO2JtbS337t2TjIwMcXFxEWdnZ0XvmdjYWPnuu+/E1dX1pbPUqlLZueLo0aNibW0tkydPllOnTklKSor4+PiIq6urNG3aVAIDA9Uax8WLF8XU1FRWr14tIiI//fSTorW6oKBAFi5cKI6OjmJnZ1epM3/u2bNHPv/8c/Hy8hJPT08ZMmSIYhZhEVFra+iWLVvE0dFRgoODX5iVeNSoUdKuXTuV13n06FEZMmSI9O3bVyIjI8XT01PatGkj58+fV3w3k5KSpGnTptKyZUu1tX7+kZs3b0qXLl0kMTFRCgoKJCwsTH744Qe5evWqFBQUyOPHj1V6HXr58mUxMzOTixcvKsqysrJkypQp0qVLlxeOA3V+b5lE/kl9+vSRPn36yJgxY2Tp0qWSlpYm8fHxEhwcLLa2ttKvXz85c+aMSuvMyMiQvLw8EXl2Ahs7dqxcunRJ8fr06dMVU16vWrVKLXePHzx4ICtWrBARkUuXLkmnTp0UF8CbN2+WefPmye7duyU/P1/u3bunuDhV52M8RJ79ALq6usqcOXMUXTeXLVummIZflU34ERER0qRJE8U04rdu3ZL27dvLihUrJDMzUwIDA2Xq1Kmybt06ldX5R57fH3FxcTJkyBCZNm2aomvDmTNnZMqUKbJo0SIpLS1V+cXhxo0bpWfPnorEZdSoUWJraysTJkyQ/Px8KS4ulh49eqj8bnF55fdDRESE3LhxQ7y8vOTq1auyZMkSxUVIkyZNxN/fXy0XyM+30vfv31/xo1bWUr9+/XpJTk4WGxsbtXQHCwsLU3SZLdvGefPmydChQ8XFxUW++eYbsbW1leXLlyu6DqpT2T45e/as/PDDD7JkyRJp2LChbNu2TUSefT9dXV3F0dFR7Reoz8f0uh4VICLSo0cPcXJyUvz9888/y5EjR+Ts2bNiZmYm69atk61bt0rHjh1V1lpeWloqBQUF4uLiIt27d5dly5ZJYGCgtGnTRnFT486dO+Lh4aGWi7HS0lLJz88Xc3NzReJU1kMhJiZGzp07Jx07dhRvb29ZtGiRtGvXTi1dWMvcvXtXLC0txdfXV06dOiXGxsYVWlTU/f1IT0+X0NBQGTBggPTt21fRgrR161bx9vZWtA7evXtXZs2apbZHD4mIODs7y4ABA+TBgwdy8eJFxW9qWbdANzc3mTBhQqV02YyMjJRu3bpJWFiYzJkzR6ysrBSJUnZ2tkyZMuWFm2SqUv4cfuHCBbG0tBRvb28ZNmyYuLq6yqZNm+TixYuK/aLOmwyxsbGKG/GXL1+Wa9euSXFxsQwfPly8vb1l7969YmxsLCYmJhWSCVUr+x0JDAyUHj16SJcuXSQ4OPiFm7ATJkxQ6U3RkydPSteuXRWPpyp7JJaTk5MMHTq0Qrfi9PT0SrkhWub566779+/LsGHDKpR5eHhI8+bN5eTJkyqv//Dhw4pr3PK9CFJTU8XW1laOHTsmIqpvoX8ZJpF/wbhx4+SLL7546WtlJ2VVefr0qSxatEiuXbsmly5dkoyMDBkyZIjieYciz36IhwwZota7548ePZK2bduKh4eHbNu2TVq0aCFnz54VkWcndl9fX5kyZYrs2rVLbTGU/+Kmp6dLVlaWJCQkyLhx42TgwIGK59+sW7dOPD09VZrARkRESNeuXWXmzJnSpUsXOX36tIg8+4E3NzeX5cuXS2Zmpvj5+YmLi4vKj4OXKb99R44ckYMHD8qpU6cU4+8WL16suAiLjo5W6Z0wkWc/bJGRkbJy5UpFF9ayu+cNGzZUtCrt3r1bevfurbbuFOX5+fnJ4MGD5eHDh3Lv3j25ePGi2Nvbi8izZ5r98ssvaumKFRcXJ/b29jJo0CDZsGGD3Lt3T/r27atodSkoKJDNmzfLjBkzRER9Fx+7d+9WdFEUeXZ8LlmyREpKSiQ+Pl6cnZ3l2rVrah8D+ejRI8V+vn//vowaNUoxjvz06dPSpEmTComkKsdK/5Hy3b1cXFxk06ZNir/j4+Nl79694uDgIJmZmWrrRXH//n0ZOnSoYnzymjVrZMCAAdKhQ4cK3TdVcZyUnRfLPHr0SBwcHGT27Nkyf/58CQwMFBMTE0WPDnW7d++edO3aVTw8PKSoqEiWLl0qw4cPf2Hby26cqlN8fLyYm5vL5s2bJSoqSn744QdFgqLOHjTHjx+XcePGSd++fSUiIkLmzp0rU6ZMkSVLlsjGjRtl7dq1Fb6j6jhfHD16VAYOHChDhgyRCxcuiJubm/Tp00eRSM6fP19Gjx4tPj4+igRTHRISEuTw4cMSHh4uqamp4uPjIydPnpSsrCxxdnaWrVu3Sv/+/RXnizLq6l4u8uzG+K+//iq//fabdO3aVRo2bCiBgYEyceJE6d27twwaNEitPVny8vIUPXm2b98u3t7e0qdPHzl+/LhERETIgAEDJD09Xfbt2ydjx45V+W+7SMVjLjAwUKytrSU+Pl48PDxk1qxZsn//frU9J/XUqVPSunVrxbn6wYMHYmJiIvb29jJnzhz57rvvZOTIkZWaOJYpf9xduXJF8ds1cOBAmTp1quK17du3i4ODg0p7o5Vd4/v4+ChugJaPqbS0VH755RfFsLLKwNlZ/4D8/xmxbt26hcjISDx48ADe3t74+uuv0adPH8VyhYWFAKDSWR6zsrJQvXp1VK1aFRMmTMC0adNQo0YNdOjQAfb29oiLiwMAhIaGIisrC7m5uSqru7zS0lJ8+OGH2L59OyIiInD9+nWMHDkSXl5eiI6OxltvvYXu3bujWbNmaNasmVpiiIuLU8yEumbNGsyZMwdjx47FmTNn8NVXX0FfXx9Lly6Fq6srduzYgW7duqns8SE5OTnYtWsXXFxcMGvWLPTp0wfTp09HdHQ06tatixUrVuDAgQNYt24dOnXqhKlTp6ptts+X2bJlC5YvX464uDg4ODhg+/btmD17NmJjY7Fq1So8efIExsbGKp15Mzw8HI6Ojjh9+jTOnz+Pxo0b4/vvv8eMGTPwv//9D3PnzsXw4cNhZ2eHLVu2YN68eWp5btaVK1dw6tQp+Pv7Iz4+HmvXroWpqSlq166N2rVr4/+1d+dxOaf748df910SCjWHLFnOWDI5IpovjZSIM5yMmLJmG9vIMo0lhUoiEyqiGXuHZElFmrJEsoSxZZszZg5jK8IUFaXtvn5/OPf9k2XGeZz7Lue4nv/VvVxXn/vT5/5cy/v9zsjIoLi4mB07drBp0yZ8fX21niH3+vXrzJw5kw4dOjBlyhQsLCwwNjbG2tqa06dPk5OTg4GBAY0bN+bx48cUFRVpauJpW9u2bTWZiOF5/dbJkyejVCpJT0+nsLCQli1bUr9+fZ20rxYbG8uYMWPIzMwkNzcXPT09EhISuHv3Lp07dyYyMpKAgAC2bNmCgYEBH374oU77A8+vY8+ePWPUqFEMHTqUvXv3Ymtri0Kh0GT9bN68Ofb29jx9+lRTP1Fbzp07R15eHiqViiZNmtCtWzfNNfyvf/0rN27cwMnJCScnJ03Waz09vf+ozfT0dFxdXVm8eDF5eXkUFBTQqFEj2rZtS79+/ejYsSOXL1/Gw8ODrKwssrOztfGn/q6mTZsSHh7OkSNHWL9+Pd26dePUqVMMGDAAJycnVCoVQgitZi+E57XtZs+ezdq1azl//jxXr16lefPmbN++nR07dvDgwQMCAwOZOHEix48f13r5KbW0tDTCwsIYM2YMM2fO5C9/+Qvz5s1j8ODBNG/enN27d7Np0ybWrl2reY2+vr5W+5Cens6KFSv46quvNOVUZs+ejbm5OYGBgZiammqyyl++fBk/Pz/Mzc212gd4fu2cMGECKSkpxMbGUlhYSHl5OQ8ePCAxMZEOHTrQvXt3DA0NWbVqFbdu3dJkTNXm5/Po0SOKiopQKBTs2rWL06dP07dvX9q3b09QUBBmZmY8ffqUsLAwYmJiWLZsmaa0iLYJITA0NMTV1ZWPPvqIM2fO0KZNG+bPn09ERAS//vorQghSU1NxdnZmyZIlWs+qfenSJTZu3MjDhw+B5xmke/bsSfPmzZk1axatWrUiKiqK/fv3az1jshCC27dvY2xsrMkA/PXXXzNkyBCcnZ0xNTXF3t6e0tJS/Pz8tFpT+W2oz7uoqCg8PT0JCwsjPDycsLAwsrKy+OKLLwgJCSE6OpqpU6dqtTKC+r6he/fu3L59m71792r6pP6+srKy0mk5v1dU2nD1v5g6tsnDw0N4eHiIpUuXCiGEmDBhgnB2dtZJm4cPHxZjx44VI0aMEOvWrRPDhw8XQ4YM0azurFu3TtjZ2Yl58+aJzz77TCf78h89eqSZbVPPdNy+fVu4uLgIX19fsWHDBjF69GjNqqiutgg+e/ZM2NnZiV27dom0tDRN8g13d3fh7+8vhHi+0hYTEyMiIiJ0EoeonnFT/41RUVGiZ8+emtXYa9euCTc3t1dm/XUhLy9PFBUVicLCQvHw4UMxePBgzVangoIC4ejoKKKiokRWVpaYPHmy1vt04cIF4ezsrNlCoz4m6tlTd3d3cevWLZGdnS1+/vlnnWVKUweWh4aGinHjxokffvhBrFixQvTu3VvzueTk5Ii5c+cKHx8fnSQcKCoqElOnTtWssr1o586dYvjw4cLT01OsX79e9OjRQxw+fFjrfXjZxo0bxbBhwypkFN2zZ4/o37+/zpMOZGZmikOHDom7d++KhQsXiqFDh4o7d+6Iq1evioULF4qAgADN+XDy5ElNsqPKoE6MERcXJ0aNGiVWrlwpnJ2dhbOzs0hISNA879y5c8Le3l6r2wcfPHggunTpIkaNGiViYmLEL7/8IrKzs8XgwYM14Q9btmwRPj4+moze2pCamiqsra2FpaWlCAsLE2FhYeKf//yn+OGHH8SYMWNEaWmp2LZtmwgODtYcH207duyY8PLyEmvWrBHnzp3T/B/m5eUJZ2dnsWXLFrF161YRFBRUYWuWth04cEBYWFgICwsLsWjRItG1a1cxfPhwsWjRIuHl5SUsLCzE3//+d63GoL6ssLBQeHp6irNnzwohnp+TaWlpYs6cOSI0NFScOHFC3L59W4wdO1YMHjxYJ98nr1vlcXBwEF5eXmLBggWia9euwsPDQ7PKo6usjtnZ2cLZ2Vmze0n9t2ZnZ4usrCzh4eGh2dEwbdo0ncW7/V7cndrFixdF165dNTGSulqlfvF/f8uWLWLMmDHCzc1NTJo0SVy4cEHk5+eL5ORk4eLiIgYMGKCzz+bKlSvC1dVVbN68WeTl5Yl9+/YJLy8v8c9//lPznEGDBonAwECdrMg+e/ZMxMXFiUGDBgkHB4cKMbCXLl0SEydOFCqVqlLut14nOTlZDBs2TGRlZYklS5ZU2Fmxa9cusW3bNq2erydPnhShoaHC399fJCUliZycHPHdd98JT09PsWfPHs3zkpKSRL9+/XSeBOxF2p3e+h+RmZlJYmIikyZN4v79+2zcuJFly5bRokULrl69yubNm9m2bRtr1qzBzc2NjIwMTX0WbUhLS2P58uX4+/ujp6eHqakp48aNY/369axcuZKRI0cybtw4bGxsMDY2platWjRo0EBr7cPz1TdnZ2fy8/NxdHSkTp06dOjQAUtLS8LCwpgwYQJ169bF1taWVatWYWlpibGxsVb7AM9nWKpXr86MGTO4d+8eBQUFDBo0iA0bNmBgYMD06dOZOXMm7u7uuLm5ab19NXU9LvVMkLu7OwC+vr74+/tja2tLdHQ01apV01kf4Pm5sW3bNvLy8nB3d6dNmzYIITR1kYyMjFiwYAG7d+/G3d2d0NBQrdeKunbtGn/961+xsrKipKRE8/5FRUXUr18fZ2dnpk2bxvz58+nQoYNW21a7ePEiy5YtY9GiRVhZWaFSqVAoFFhbW2NiYkJ4eDhTp07l//7v/5g/fz6g/dl8AENDQ6pVq4aNjQ3wvGC6QqFAT09Pc8706tWLGzduEBQUROfOnRFC6GyVA+Dzzz9HqVTi4+NDTEwMJiYm3Lhxg6VLl2q1JujLrl+/zpQpU2jTpg0LFiwgKiqKmJgYvL29+eabb+jXrx/JycmsWLGCadOm0aVLFwCdHw9AU0De2dkZBwcHDhw4gIODA23atCEwMJAtW7bQrVs3TExM6NixI1u3btVqvbfatWvTtWtXbt++jVKpxNfXl6lTpzJ69GjCw8NZvnw55ubm7NmzR2ttAjg6OvLtt98SGBhIbm4u9vb2TJ48mdmzZ6NQKDhw4ABDhgwhPz9fJ9dveH5dSEhIAGDkyJEkJyfTvHlzLC0tsbS0ZPHixZiamup89rxXr15ERkYSGBiItbU1M2bM4ObNmxw4cAAjIyNatmzJt99+y/79+3VWZ06hUPD48WPu379PVlYWAQEBKJVKCgsLadiwIVFRUYSHh7No0SIMDAwwMTHRavviDas8gwcP1qw6du/enXv37jFv3jw2btyos++0zMxMOnfujKurKyqVivj4eM6dO8elS5fo1KkThw4dQqVScfPmTb7++mtatGih9T6oV2T9/Py4evUq3377LVFRUeTm5rJy5UoWLFiAubk5VlZWrFmzRvM/oovr1YkTJ7h48SJjx47l2rVr7Nixg5iYGLKzs7l06RKbN29myJAh9OnThz59+nDv3j2tf7dfuHCBrKwsSktL6datGwcOHMDY2Jg//elP6OnpsW/fPs09h4GBAWPGjNHJimz16tVxdnamrKyMyMhImjRponnszp07PHjwgMePH+ukXuvvEf/aIZKdnc3w4cNRKpWUl5czffp0Vq9ejb+/v6Z2pbYcPXqUoKAgXFxcUKlUBAYGMnz4cNq0aYNSqSQ8PJy4uDjMzMz46aefWLp0qVZrof8ROYh8DaVSydatW1GpVJqBiXpb0YcffshHH33ElStXANi5c6dW21Z/4fr6+mJtbU1eXh4XLlxg3bp1NGzYkPv37xMbG0taWhqNGjXSFJDXtlq1auHv788333xDfn4+vXr1Yu/evaxZs4b27duTl5fH2rVrNdspdL19s0mTJsTFxdGuXTvS0tKoXr06q1evplq1ahQVFWkKcFfGDamau7s7z549Izg4mO3bt2v9gv4y9eSCn58fenp6NGrUiHr16mFmZsaiRYtYsGABADdu3KCkpISysjKt3gCoj+3169c1W1hefH+lUklISAijR49myJAhOi1c/6aB7JMnT6hXrx6fffYZQUFB+Pv7a3WC50VCCJ4+fcqVK1e4cuUKzZo1Q19fX7PdqkmTJhQXF9O3b98Kr9P1+Vm7dm1GjRqFnZ0dd+7cwdTUlAYNGuh0C+v169fx8/Pjiy++wM3NjWXLlhEbG4uLiws//PADixcvZs6cOXz66ad8//33FbZA6ep4qM/X/Px8CgsLcXV1JTg4mHHjxmFubs7KlSuJiIigYcOGmhv28vJy9PT0aNy4sVb68OjRIxQKBXXr1sXLywtfX1/q1auHt7c3CxcuZMCAAdSoUUOzfc7KyoqaNWtqpW21Ll264OXlRWBgIJ9++ilr165l37593L59m7i4OPr06UPt2rW12uaLfm/wVqtWLVq1akVhYaGmmLwu2draMnPmTBYuXEhxcTEuLi5YWFgAzwt0l5aWaiZ/dMHQ0BAXFxfCwsJ4+vQp3bp1Y+DAgXTu3Jnc3FyWLFlCcXGxzgrWKxQKBgwYgIGBAd7e3ty/fx9PT09cXFwAMDExISIigvXr1/Po0SOdTLypGRkZsWvXLszMzEhOTsbU1BRra2u++OILTp8+TdOmTbG0tKR+/frY2Nho/bv9xIkTzJo1i40bN9KmTRvMzMxYu3YtXl5eGBsbc+3aNRYuXIiPjw/NmjWjbdu2Wmv7ZceOHWPx4sUEBARgYGBAcXEx1atXx9DQkObNm1OjRg2OHz/OihUrGD9+PA4ODtotGM/zEJWQkBD69u3LmTNnqFevHufPnwdgxIgRODg4cOvWLeLj4ykpKWHu3Llau06+joGBAS4uLigUCpYvX8706dPJz89nw4YNLF68WOsTLG+iUqk0iwcKhQKFQkG7du3Iy8sjLS2Ndu3aYWtrS3JyMtevX+fu3btaC5lJS0tj7dq1LFy4UDNR7eTkREhICNWrV2f8+PH06dOHCxcu0LBhQ8zNzbW+oPRH5CDyJer4v61btzJx4kQeP35M27ZtOX36NDVr1qR+/fo0btyYc+fO8fTpUwwNDf/juJUXvWmm8unTpzRu3JjWrVvTpEkTsrOz+eSTT7TW7uv06tWLGjVqEBAQQN26dYmIiKC4uJi7d+/Sp08fsrKyaNasmU4uJL/99ht6enqaC0WnTp345JNPOHXqFM+ePcPCwoJLly5x48YNfv75Z83MS2UNINXGjRuHm5sbhoaGOm3nxcmFjh07UlBQwLlz50hJSaFWrVocPXqUkSNH8vHHH3PgwAFCQ0O1fgOgPrZ2dnYEBARw9uxZbGxsUKlUqFQq6tSpQ7du3bC2tsbS0lKrbav9uwNZXQ6cFAoFRkZGuLu7ExcXR4MGDejUqZMmjvrRo0eYmZlRUlKCvr6+zuIg36RFixY6mb1/WUFBAZMmTcLGxgY3NzdUKhVHjhzBxMSES5cu0ahRI3766SdmzJjB0qVL8fT01Fk8kZr6PElNTWXVqlV8+OGHDBw4kM2bNxMfH4++vj4nT54kKSlJcwMNaPVafvLkSRITEzE3N8fOzg4rKyt69erFr7/+yujRowkJCeH8+fPk5OSwfv16evfurbMVMAcHB0pLS5k3bx5z5sxh4sSJDBs2TDPI1bXfG7x9+eWXADofQKr16NEDgKCgIBQKBf379wee71TQ5aBJrX///nTq1ImioqIKOwOOHz/O3bt3KS0t1Wn778oqj4WFBfPnzyclJYUOHTrg4eGBsbExhoaGXL16lWrVqlWYgNPmefqmFdkhQ4ZoVmTt7e25d+8efn5+bNiwQWfnxvHjxwkNDcXX15ePP/6Yhw8folQqqV+/PhEREUyePBkzMzOaNm1KrVq1aNOmjdb7cOHCBRYtWsSSJUvo0KEDY8eOJScnh5KSElJSUgD47LPPcHFxYfz48RQVFWl9sut1DAwM6N+/P0qlEk9PT5RKJevXr6+U7zU19fd2TEwMv/zyC9WqVaNnz5707NmTvn37MmfOHC5dusSDBw+IiIjggw8++I/bVK92fvnll3h7e2NjY0NJSQlKpZL27dszffp0JkyYQKtWrejevXuF/+FKV2kbZ99xb4r/c3V1FT169BDe3t7C09NTbNiwQTg6Ouo0tmn37t3CyclJ2NraCi8vL00m0AcPHghfX19RUlKi08xxL0tJSRE9evQQcXFxr31c2315/PixGDx4sJg1a1aF2li3b98WISEh4qeffhJ+fn5i+vTpYuLEiVVWXLYyFRUVidGjR4ukpCSRmZkpxo8fLyZOnChGjRol1qxZI3x8fER4eLhISkrS1LPSlcLCQk1BbnXsoRBCE6uhqzqQL0pPTxe9e/fWZFIsLy/XZJMLCAgQP/74o877oJaTkyMCAwPFhAkTxMGDB0VeXp44c+aM6NevX6XG/FWV4uJiERUVJSZMmCBSUlLE119/rSnh8PPPP4uAgAARGxsrFixYIM6dO1dp/aqqUgHqUhoDBw4Un332mSazYVpamrh06ZIYO3ZshWuWSqXSaV3hF6WmpopOnTpViKOpTIcOHRI9e/YUu3fvrpL2X3T48GHRqVMnkZSUVCXt5+fni71794r9+/eLmJgY8be//U0nZX/epLi4WMTExAh3d3dx/vx5kZaWJgYOHFipfXiR+v7rzJkzonfv3hUy0OvCuxB3d+LECWFjY6OJNczMzBR9+vQRMTExmlhid3d3sWHDhgpl1bQtPj5eLFmyRAhRMQb2xo0bYvbs2WLdunViwIABIjIyUift/5Fnz56J+Pj4Sq0DmZ2drckor871cP78eTFo0CBNLo7IyEjh4uIi+vXrp9Uax+p7GXXZKfX3VFlZmab0UGBgoM5jdN+GXInk9+P/QkND8fDwoLCwkK5du/Lw4UMWL16s09imN81Unjx5khs3blBYWFip2T+dnJxQKpUEBwcjhODzzz+v8Li2j0GdOnVYunQpFy5cIDg4mCtXrmBubo67uzs3btzg1KlTBAQEAM8/O11k/XzX/N42qAcPHrBq1SrGjx+v8xVReB4fOnr0aKKjo5k7dy4dO3bEyMiIH374gdDQUK1vs3kda2trevTowfbt2xFC8PHHH6NUKtm7dy8ZGRmMHz9e531QMzU1ZdKkSSQmJrJo0SJat25NQUEBnp6eODg4VOoW66pgYGDAoEGDqF69OgEBAVhYWBAaGgpA69atqV27Njdv3sTX11en/bh37x4//vgjBgYGmtWEWbNm0b59ew4ePMjgwYPZsmULjx8/ZujQoSxduhTQ/hZ4hUKBgYEB4eHhTJkyhYcPHzJt2jTCwsL44osvqFmzJsuWLSM4OJi6deuiUCh0ui3sRY6OjoSGhlZqzMyLevTogVKpZObMma+sNFW27t27V+mxUKlU3L17lyNHjvDBBx8QEhKiWZ2tDO/CKg88Pw7Hjh3j73//Oy1atCAtLQ0fHx9sbW112u67sCJbUlKCEIKCggJKS0uZMWMGQ4cOxc3NjdLSUj755BOCgoKoXbs2q1at0vqKk/rad/PmTR49egQ839mj/n3Dhg25fv06vXv3ZvHixTrfQfIm1atX12xtrQw//vgjI0aMwMvLi969e5Ofn893331HQkICpqamzJw5k9WrV9OrVy+6dOmCiYmJ1rag5+bm8re//Y3k5GQmTJig2Xq+ZMkSOnbsqNnppKenp9m9UZX3Fwqh7tF7LiUlhW+++YamTZvy+eefs3fvXq5du0a7du04fvw4jx8/ZuLEiXz99deV1qeCggLS09NRKpXk5eWxadOmSv+ieVFKSgqLFi1ix44d1K9fv1JO3MzMTDIyMti7dy81atTAxsaGxMREwsLCMDMz+5+/QX9ZZmbmK5MLe/bsYefOnaxcuVJn2+Fep6SkhCtXrnD27Fnq1atHp06daNq0aaW1f//+faKjo9m3b98rA1ldJpD5Pbm5uVSrVo1nz55Rr1699+r8LCkpYffu3SQlJTF27Fjs7e3JyMjA29sbX19f7OzsdNb29evX8fT0xNLSkqKiImbNmsX3339PgwYNePbsGQYGBnTp0kWTQGPr1q00adJE51uMb926xaRJkxg0aBBdunTh9OnT3Lp1i507dxIaGoqTk5NO239XHT16lGbNmlXZAO5dIYSgrKxMk6ikKhQXF5OcnIyVlVWlDyDVnjx5wvHjxykvL6dJkyZYWVlV2rWzpKSEhIQE9uzZo4m7Cw8PJygoqFLutQ4fPkxgYCDFxcV4e3vTr18/TRzevn37SE9PZ86cOTqN1T116pQmKcyLISr6+voEBwfzySef0K1bN521/665f/8+7u7utG7dGkdHR/bv309WVhZNmzZl9erVFBYWMmXKFJYvX66TeHL1vfbu3bupW7cukZGRREdHawaSe/bsYePGjaxYsaLKr6FyJfJffi/+z9nZmdu3b1du7RWqfqbyZb169aJjx45a2fP9tszNzTE3N6dfv35ERUWRnZ3NtWvXNHFw78sNupq5uTkFBQXs27fvlcmFyhxAwvOZ7I4dO9KxY8dKbVfNzMyMKVOm0L17d81AduTIkZU6kH2ZetZaPWP7Pp2fLyZC2LRpE1euXOHo0aP4+PhgZ2ens5tCdXKQUaNG4erqSm5uLqampgwcOJDy8nIWLVrE3Llzgeefy+bNm3XyxXv8+HESExNp0aIFNjY21KxZkzZt2rB9+3aGDx+Ovr4+rq6uFBcX8/jx4yq9llc1e3v7qu7CO0GhUOg8o/cfqexVntcxMjLi008/rfC7yupPVa/IOjo6olQqmTt3rmZXlVKpJCEhgcjISEJCQnQ6gATo0KEDPXr0YNu2bZSXl9O5c2eUSiVJSUmkp6czbNgwnbb/LhFCYGJigq2tLf/4xz+4efMmXbt25ejRo3Tq1AmAQ4cOaVaPdaFXr17o6enh7OzM999/z5gxYwDw8/PD3t6eixcvVnoW1jeRK5EvOXjwIIsXL2by5MkMHDjwlccre2XhXZiprGovZscCyM/P12k2wXddXl4ecXFxmsmFiRMnvtc3pNK7paSkhNjYWJYvX05QUJDOV9vOnTvH3r17mTdvHiqVio0bN1YoFXDgwAEcHR01pQJ69+6tk36kpKQwdepU4NVSFnl5eSQmJjJ8+HDNgFaSpHdHVa/IpqamEhQUhK+vL/r6+oSGhhIcHEzLli0rpf3s7Gy2bNlCUlIS7dq1o06dOmRkZBAaGkrr1q0rpQ9VST35qHb37l1WrlxJrVq1KC0tpWXLlkRHR/PnP/+ZrKwsli1bpvPjkpqaip+fH99//z1169ZlzZo1bNy4kaioqHfmM5GDyNdITU0lODiYCRMmvBL/J1W992mL4JvIyQXpXVZSUkJOTg4NGzbU+f/rzz//zLBhw/jyyy8rlAro3Lkzp0+fpqioSKelAl508uRJAgMDmTp1Kj169NCUshBCkJKSQk5ODgkJCfzpT396769hkvSuqep7i8OHD/PVV19Rp04dIiMjK20AqVZaWspPP/3EP/7xDxo0aECrVq0qLV67KqWnp+Pr60uvXr3w8PBAqVRibGzMli1baNu2Lb/99htpaWk0a9YMOzs7GjduXGl5SVJTU1mwYAG7du3CxMSEvLy8Ss2J8kfkIPINqiL+T5IkSfr3JSYmkpKSwgcffFChVEBUVBRFRUVMmDCh0vqSmprKwoULmTZtWoXyIWVlZZSVlVVK8itJkv47nThxggYNGvDhhx9WdVfeG4cPH2bGjBkUFxdrkvI5OzuTm5vL6tWrWbNmDbt37+by5ct4eXlVeoKh/fv3ExYWRnJysqZW5btCDiJ/R05OTqXG/0mSJEn/mSdPnmBkZMTZs2eZO3cu8+fP13mmx5ept6ZNnTpVU4dQkiRJejedOnWKwMBAOnXqhL29PUuXLmX27NlER0fz+eef07dvXwoKCjA2Nq6S/r2rlQjkIFKSJEn6r/emUgE9e/askv6kpaUxc+ZMFixYUKWlLCRJkqQ/duTIEQIDA1mwYAGNGzdm3759xMbG0rRpU9avX/9OrQC+K+QgUpIkSfqfUJWlAl5HlrKQJEn673Hw4EGCgoKYM2cOTk5OFBQU8OjRoyrN+v4uk4NISZIkSZIkSZLee4cPH2bWrFn4+/vTr1+/qu7OO00OIiVJkiRJkiRJkpC7SN6WHERKkiRJkiRJkiRJb035x0+RJEmSJEmSJEmSpOfkIFKSJEmSJEmSJEl6a3IQKUmSJEmSJEmSJL01OYiUJEmSJEmSJEmS3pocREqSJEnvrczMTCwsLNi5c2eF32/YsAFvb+/ffe348eO5du3a7z7H29ubDRs2vPYxCwsLcnNz/70Ov2TEiBHs27fvP3qP32NtbU1mZqbO3l+SJEn67yQHkZIkSdJ7TalUEhwczI0bN/6t161bt46WLVvqqFeSJEmS9O7Sr+oOSJIkSVJVMjQ0ZMyYMcyYMYPt27djYGCgeaykpIRly5Zx5swZysvLsbS0ZN68eRgZGdGjRw9WrFhBu3btWLt2LbGxsdSqVQsbGxsOHTpEamoqABkZGQwZMoTffvuNVq1aERISQs2aNQFYvnw5ly9fRqVS4enpiaOjIwAREREkJSWhp6fHn//8Z3x9falXrx4jRoygTp06/PrrrwwdOhSAQ4cOsX79enJycrC1tWXhwoUolUoOHjzIqlWrKC8vx8jICB8fH6ysrCgtLeWbb77h5MmT6OnpYWVlhY+PD0ZGRpw9e5bAwEAUCgXt2rVDpVJV8qchSZIk/TeQK5GSJEnSe2/SpEnUqFGDsLCwCr9fu3Ytenp6xMfHs2fPHurXr8+yZcsqPOfYsWPEx8cTGxtLfHw8T58+rfD4/fv3iYyMZP/+/dy/f58DBw5oHjM3N2fXrl0sXboUb29vcnNziYuL49ixY8TGxpKYmEirVq0qbK2tXbs2ycnJjBgxAoCnT5+yY8cOkpOTOXr0KOfPn+f69ev4+/uzcuVKEhMTmTZtGh4eHjx58oTvvvuOBw8ekJCQQEJCAiqViiVLllBSUsJXX32Ft7c3u3fvpnPnzjx79kzbh1qSJEn6HyAHkZIkSdJ7T6lUsnTpUuLj40lPT9f8Pi0tjdTUVFxcXOjfvz8HDx7k+vXrFV575MgRPv30U2rXro1CoWD48OEVHndycqJGjRro6enRqlWrCnGQ6tXE1q1b06JFCzIyMjh69CgDBw7UrFaOHDmSU6dOUVJSAoCNjU2F9+/bty96enrUqFGD5s2bk5OTw6lTp+jSpQtNmjQBwNbWFlNTU65cucLRo0cZMmQI1apVQ6lUMmLECI4dO8Yvv/yCvr4+tra2ADg7O1OrVi1tHF5JkiTpf4zczipJkiRJQKNGjZg/fz6zZ8/GxcUFAJVKxZw5c3BwcACer/oVFxdXeJ2+vj5CCM3Penp6rzyuplAoKjxXqfz/c7lCiFfeS92HsrIyzc/qweXvvf/L76F+/7Kysle2qKpUKkpLS1/p28vvLUmSJElqciVSkiRJkv6lT58+2Nvbs2nTJgDs7OyIjo6mpKQElUqFr68voaGhFV7j4ODAgQMHKCgoACA2Nvat29u1axcAP/74I7du3aJ9+/bY2dkRHx9PYWEhAFFRUXz88ccVYjX/SJcuXUhPT+fOnTsAnDx5knv37tG+fXu6devG9u3bKS0tRaVSER0dTdeuXWndujVCCI4cOQI8j7XMy8t76zYlSZKk94ecYpQkSZKkF8ybN49z584B4OHhQXBwMAMGDKC8vJyPPvroldIftra2DBo0iMGDB2NoaEirVq2oUaPGW7V1584dXFxcUCgUhIaGUrduXVxdXbl37x5ubm6oVCqaNWv2ShzmH2nZsiX+/v5MmTKF8vJyDA0NWb16NcbGxkyaNIng4GBcXFwoKyvDysoKX19fqlWrRkREBPPnzyc0NJSPPvqIDz744N9qV5IkSXo/KMTr9rxIkiRJkvRWLl++TEZGBiNHjgQgMjKSixcvsnz58qrtmCRJkiTpiBxESpIkSdJ/4MmTJ8yZM4dff/0VhUJBw4YNCQwMxMzMrKq7JkmSJEk6IQeRkiRJkiRJkiRJ0luTiXUkSZIkSZIkSZKktyYHkZIkSZIkSZIkSdJbk4NISZIkSZIkSZIk6a3JQaQkSZIkSZIkSZL01uQgUpIkSZIkSZIkSXprchApSZIkSZIkSZIkvbX/Bw/sEDYFLwzbAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "colonia = df_train5.groupby('Neighborhood').agg({'SalePrice':'mean'}).sort_values('SalePrice', ascending=False).reset_index()\n",
+ "sns.set(rc={'figure.figsize':(15,5)})\n",
+ "sns.set_style('white')\n",
+ "ax = sns.barplot(x=\"Neighborhood\", y=\"SalePrice\", data=colonia, palette = \"summer\")\n",
+ "plt.xticks(rotation=45);\n",
+ "plt.title('Neighborhood vs Sale Price')\n",
+ "plt.savefig('Neighborhood vs Sale Price.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9b27dab0",
+ "metadata": {},
+ "source": [
+ "La principal correlación respecto al precio es la calidad de los acabados."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "b2c74817",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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Pd3cMAAAAALAUt5e7LVu2KCAgQNWrV5ePj4+ioqK0fft2d8cAAAAAAEtxe7l77rnnlJ6ervz8fBmGoY0bN6px48bujgEAAAAAluL2c+7at2+vH374QVFRUfL29lbjxo01aNAgd8cAAAAAAEtxe7mTpEGDBlHoAAAAAOA+MuUm5gAAAACA+4tyBwAAAAAWYMqyzHsxvUe0/P39zY4BAABcxF7kkI+Xp9kxAKDcYeYOAAA8UCh2AFA2lDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAB4Y9iKH2REAACi3vMwOcLfGJCXL18/P7BgAABf4fEA/syMAAFBuMXMHAAAAABZAuQMAAAAAC3D7ssykpCQtWrSo5HFWVpYiIyM1adIkd0cBAAAAAMtwe7nr0aOHevToIUk6fPiwhg4dqmHDhrk7BgAAAABYiqnLMqdMmaLRo0erWrVqZsYAAAAAgHLPtHKXnp6ugoICde3a1awIAAAAAGAZppW7pUuXasCAAWYNDwAAAACWUuo5d1OnTi31zRMnTizToHa7XRkZGZo2bVqZ3g8AAAAAuF6p5c7PRTcLP3TokJ566ilVqlTJJfsHAAAAgIdNqeWutKtY5ufnl3nQEydOqHbt2mV+PwAAAADgek7dCmH9+vVKTExUfn6+DMNQcXGxcnJytHv37jINGhISopCQkDK9FwAAAABwM6fKXUJCgkaNGqUlS5Zo4MCBWr9+vSpXruzqbAAAAAAAJzl1tcyKFSsqJCREzZo1U4UKFTRlyhR99913rs4GAAAAAHCSUzN3Pj4+stvtqlevnjIzM9W6dWvZ7XZXZ7ul6T2i5e/vb8rYAADXshc55OPlaXYMAADKJafKXefOnTVo0CBNmzZNsbGx2rlzp8uupAkAeHhR7AAAKDunyt3gwYMVERGh2rVr65NPPlFGRobCwsJcnQ0AAAAA4CSnyt2BAwckSRcvXpQktWjRQqdPn1b16tVdlwwAAAAA4DSnyt3w4cNLfi4sLNS5c+fUsGFDffXVVy4LBgAAAABwnlPlbuPGjdc9/v777yl2AAAAAPAAcepWCDdq1qxZyVJNAAAAAID57uqcO0kyDEP79+9XQUGBy0IBAAAAAO7OXZ9zZ7PZVL16dU2ZMsVVmQAAAAAAd6lM59wBAAAAAB4sdyx3eXl5Wrp0qXbt2iWHw6HmzZurd+/eWr9+vWrVqqWAgAB35AQAAAAAlKLUcpeTk6NXXnlFzz77rNq1aydJ+u677xQdHa3KlStr4cKFbgkJAAAAAChdqeXuT3/6k3r06KHf//73Jdv69OmjESNGyMvLS1WqVHF5QAAAAADAnZVa7rZv364VK1Zcty0nJ0dHjhxRUVGRK3MBAAAAAO5Cqfe5s9ls8vT0vG5b5cqVlZiYKB8fH5cGAwAAAAA47443Mc/Nzb3usbe3t2rUqCGbzeayUADwILIXOcyOAAAAcFulLssMCwvTO++8o/j4+JKZuqtXr2ry5MkKDw93S8AbjUlKlq+fnyljA3i4fT6gn9kRAAAAbqvUcvf6669rzJgx6ty5sxo1aiRJ2rdvn1q3bq3XX3/dLQEBAAAAAHdWarnz9PTUzJkztW/fPu3cuVOS9Oabb6pJkyZuCQcAAAAAcE6p5e7AgQOSJA8PD7Vs2fKm7Q0bNizToBs3btScOXOUn5+v9u3ba+LEiWXaDwAAAADgmlLL3fDhw2/7nM1m04YNG+56wBMnTmjy5MlKSkpS9erV1a9fP3377bcKDAy8630BAAAAAK4ptdxt3Ljxvg/4zTffKCQkRLVr15YkzZw5UxUqVLjv4wAAAADAw6TUcjd16tRS31yW5ZTHjx+Xt7e3Xn/9dWVnZ6tjx44aNWrUXe8HAAAAAPAvpZY7PxfccsDhcGjHjh368ssvValSJQ0ZMkQpKSmKioq672MBAAAAwMOi1HI3bNiw2z6Xn59fpgF/9atfKSAgQNWqVZMkde7cWXv37qXcAQAAAMA9KLXc/WL9+vVKTExUfn6+DMNQcXGxcnJytHv37rsesGPHjho3bpwuX76sypUr6+9//7s6d+581/sBAAAAAPyLU+UuISFBo0aN0pIlSzRw4ECtX79elStXLtOATZs21e9//3v17t1bhYWFateunaKjo8u0LwAAAADANU6Vu4oVKyokJESZmZmqUKGCpkyZck+FLCYmRjExMWV+PwAAAADgeh7OvMjHx0d2u1316tVTZmamPDw8ZLfbXZ0NAAAAAOAkp2buOnfurEGDBmnatGmKjY3Vzp07XXIlTQAAAABA2ThV7mJiYhQREaHatWvrk08+UUZGhsLCwlyd7Zam94iWv7+/KWMDeLjZixzy8fI0OwYAAMAtOVXufve732nt2rWSpAYNGqhBgwYuDQUADyKKHQAAeJA5dc5d3bp1tWvXLhUXF7s6DwAAAACgDJyauTty5Ih69+4tLy8v+fj4yDAM2Ww27dq1y9X5AAAAAABOcKrcLV682NU5AAAAAAD3wOllmfv27dOyZctUrVo17d69W3Xr1nV1NgAAAACAk5wqd/PmzdOSJUu0du1aFRQUaM6cOfr4449dnQ0AAAAA4CSnyt3//M//6LPPPlPFihX12GOPadmyZVq9erWrswEAAAAAnORUufvlQiq/ePTRR+Xl5dTpegAAAAAAN3CqodWpU0ebNm2SzWaT3W7X/PnzOecOAAAAAB4gTpW7d955R2PHjtWhQ4fUrFkzNW3aVDNmzHB1NgAAAACAk5wqd5UqVdIXX3yhK1euyOFwqEqVKq7OBQAAAAC4C06dc9e5c2eNHTtWBw4coNgBAAAAwAPIqXK3YcMGPf/884qPj9fLL7+s+fPn68KFC67OBgAAAABwklPl7pFHHlGvXr2UlJSkWbNmad26dQoMDHR1NgAAAACAk5y+n8GBAwe0fPlyrVmzRk2aNNHs2bNdmQuARdmLHPLx8jQ7BgAAgOU4Ve7Cw8N15coVxcTEKCUlRbVq1XJ1rtsak5QsXz8/08YHcG8+H9DP7AgAAACWdMdlmWfOnJHD4VDlypW1bt06zZ07V6dPn3ZHNgAAAACAk0otd6dOnVKPHj3Url07jRo1SoMHD5YkxcTE6OTJk24JCAAAAAC4s1KXZc6aNUt/+MMf1K1bt5JtwcHBatiwoWbNmqUPP/ywTIP27dtX58+fl5fXteH/+Mc/qmnTpmXaFwAAAADgDuXuhx9+UHx8/E3bo6OjNW/evDINaBiGjh49qk2bNpWUOwAAAADAvSl1WaZhGLd9zsfHp0wDHj16VDabTQMHDlRERIQWLVpUpv0AAAAAAP6l1KkzT09PnTlz5qarY545c6bM5e7y5csKCAjQlClTVFBQoL59++rpp59Wu3btyrQ/AAAAAMAdZu5iY2M1YcIE5ebmlmw7f/68xo4dq969e5dpwOeff14JCQmqVKmSqlWrppiYGH377bdl2hcAAAAA4JpSZ+569eqlf/7zn3rxxRf161//WkVFRTp27Jj69u2r6OjoMg24Y8cOFRYWKiAgQNK1pZ+cewcAAAAA9+aOrWrcuHHq37+/9uzZI0lq2rTpPd3E/Oeff1ZiYqKWLl2qwsJCpaSk6N133y3z/gAAAAAATpQ7SapVq5aCgoLuy4AdO3bUnj171K1bNxUXF6t37956/vnn78u+AQAAAOBhZcp6yFGjRmnUqFFmDA0AAAAAllTqBVUAAAAAAOUD5Q4AAAAALKDcXaZyeo9o+fv7mx0DQBnZixzy8fI0OwYAAIDlMHMHwK0odgAAAK5BuQMAAAAAC6DcAQAAAIAFUO4AAAAAwAIodwAAAABgAZQ7AAAAALAAyh0AAAAAWADlDgAAAAAsgHIHAAAAABZAuQMAAAAAC6DcAQAAAIAFUO4AAAAAwAIodwAAAABgAZQ7AAAAALAAyh1QztmLHGZHAAAAwAPAy+wAd2tMUrJ8/fzMjgE8MD4f0M/sCAAAAHgAMHMHAAAAABZAuQMAAAAAC6DcAQAAAIAFmFbu4uPjFRcXZ9bwAAAAAGApppS7rVu3KiUlxYyhAQAAAMCS3F7ucnJyNHPmTA0ePNjdQwMAAACAZbm93E2aNEmjR4/Wo48+6u6hAQAAAMCy3FrukpKSVKdOHQUEBLhzWAAAAACwPLfexDwtLU3Z2dmKjIzUpUuXlJ+fr/fff18TJkxwZwwAAAAAsBy3lrsFCxaU/Lx8+XJt376dYgcAAAAA9wH3uQMAAAAAC3DrzN2/i4qKUlRUlFnDAwAAAIClMHMHAAAAABZg2sxdWU3vES1/f3+zYwAPDHuRQz5enmbHAAAAgMmYuQPKOYodAAAAJModAAAAAFgC5Q4AAAAALIByBwAAAAAWQLkDAAAAAAug3AEAAACABVDuAAAAAMACKHcAAAAAYAGUOwAAAACwAModAAAAAFgA5Q4AAAAALIByBwAAAAAWQLkDAAAAAAug3AEAAACABVDuADewFznMjgAAAACL8zI7wN0ak5QsXz8/s2MAd+XzAf3MjgAAAACLY+YOAAAAACyAcgcAAAAAFkC5AwAAAAALMKXczZ49WyEhIQoNDdWCBQvMiAAAAAAAluL2C6ps375d3333nVatWqWioiKFhIQoMDBQzzzzjLujAAAAAIBluH3mrlWrVlq4cKG8vLx0/vx5ORwOVapUyd0xAAAAAMBSTFmW6e3trcTERIWGhiogIEC1atUyIwYAAAAAWIZpF1QZMWKEtm7dqlOnTmnZsmVmxQAAAAAAS3B7uTty5IgyMzMlSRUrVlRQUJAOHTrk7hgAAAAAYCluL3dZWVmaOHGi7Ha77Ha7NmzYoBdeeMHdMQAAAADAUtx+tczAwEDt2bNH3bp1k6enp4KCghQaGuruGAAAAABgKW4vd9K18+1GjBhhxtAAAAAAYEmmXVAFAAAAAHD/UO4AAAAAwAJMWZZ5L6b3iJa/v7/ZMYC7Yi9yyMfL0+wYAAAAsDBm7gA3oNgBAADA1Sh3AAAAAGABlDsAAAAAsADKHQAAAABYAOUOAAAAACyAcgcAAAAAFkC5AwAAAAALoNwBAAAAgAVQ7gAAAADAAih3AAAAAGABlDsAAAAAsADKHQAAAABYgJfZAQAAAACUT8XFxTp37pxycnLkcDjMjmMZvr6+8vf3l7e39129j3IHAAAAoEyysrJks9n01FNPydvbWzabzexI5Z5hGDp//ryysrL09NNP39V7WZYJSZK9iN+0AAAA4O7k5eWpbt268vHxodjdJzabTdWrV1dBQcFdv7fczdyNSUqWr5+f2TEs5/MB/cyOAAAAgHLIw4P5ovutrEWZPwkAAAAAsADKHQAAAID7xlWn+zi737Vr1yoqKkoREREKDw/XX/7yl1Jf/+qrr2rbtm2lvqZ+/fqKjIxUt27dFB4ertjYWB06dOiWr42MjHQqpyuYsixzzpw5WrNmjSQpMDBQY8eONSMGAAAAgPvMx8tT/Rd8cd/368xpRGfOnFF8fLyWL1+uxx57THl5eXr11Vf19NNPq3Pnzvc0/sqVK0t+Xrp0qcaNG6cVK1aU+jp3c/vMXXp6urZs2aKUlBStWLFCBw4c0DfffOPuGAAAAAAs5uLFiyosLCy5GEnlypU1bdo0/frXv9aaNWvUs2dPRUREKDg4WBkZGTe9f968eerevbsiIiKUkJAgwzBuOU7Lli117NgxSddm/oYNG6bg4GBlZmaqfv36kqScnBwNHTpUXbt2VWRkpLZu3SpJ2rx5s2JiYtStWzcNGzZMFy9evG+f3+3lrkaNGoqLi5OPj4+8vb317LPP6qeffnJ3DAAAAAAW89xzz6lz58566aWXFBMTow8//FDFxcV64okntHTpUn366adatWqVBg4cqPnz51/33s2bN2v//v366quvtGLFCp05c0arVq26aQzDMLRq1So1b968ZFv9+vW1bt06/cd//EfJttmzZ6tevXpas2aNEhISNGvWLF24cEEzZszQ/PnztWLFCrVv317Tp0+/b5/f7csyf/Ob35T8fOzYMaWlpWnp0qXujgEAAADAgt59910NGTJEW7Zs0ZYtW9SzZ09Nnz5dH3/8sTZu3Kgff/xR27dvv+kqn1u3btXevXsVFRUlSSooKNDjjz9e8vwv59LZ7XY9++yz+uMf/1jyXJMmTW7KkZGRUVLc6tevr7/+9a/629/+plOnTqlv376Srt0EvmrVqvfts5t2K4TDhw/rjTfe0Lhx4/TUU0+ZFQMAAACARWzatEn5+fkKCQlRdHS0oqOjtWzZMi1evFgzZsxQZGSkWrZsqfr162vx4sXXvdfhcKhfv34aMGCAJOny5cvy9PQseb60c+l8fX1v2ubldX3VOnLkiBwOh5o3b65PP/1UknT16lXl5eWV+fPeyJSrZe7cuVP9+/fXW2+9pe7du5sRAQAAAIDF+Pr6asaMGcrKypJ0bQnl//7v/8rHx0ceHh4aPHiw2rRpo82bN8vhuP7qm23atNHKlSuVl5enoqIiDR06VOvWrStzlhYtWigtLU3StWI3cOBANWnSRN9//71+/PFHSdInn3yihISEMo9xI7fP3J06dUpDhw7VzJkzFRAQ4O7hAQAAALiQvcjh1JUty7JfHy/PUl/Tpk0bDRs2TIMHD1ZhYaEk6cUXX9THH3+suLg4de3aVb6+vmrZsuVN1/3o1KmTDh48qJ49e8rhcOjFF1+8p4moESNGaOLEiYqIiJCXl5cSEhJUs2ZNvf/++xo1apSKi4tVq1Ytffjhh2Ue40Y243aXgHGRqVOnKjk5WfXq1SvZFhsbq169epX6vqysLHXu3FnPDx4iXz8/F6d8+LjiP0AAAABYW2Zm5nUXEcH9c6vv9pdOtGHDBvn7+9/0HrfP3E2cOFETJ05097AAAAAAYGmmnHMHAAAAALi/KHcAAAAAYAGm3QqhrKb3iL7l+lLcG2dOUAUAAABuVFxcfNM943BvynpZFP4UIEkUOwAAANy1ypUr6+TJk7Lb7WUuJLieYRg6f/78Le+ddyflbuYOAAAAwIPB399f586d0/Hjx1VUVGR2HMvw9fUt02pFyh0AAACAMvHw8FDNmjVVs2ZNs6NALMsEAAAAAEug3AEAAACABZSbZZkOh0OSdPr0aZOTAAAAAID7/dKFfulGNyo35S47O1uS1KdPH5OTAAAAAIB5srOz9eSTT9603WaUk2uWFhQUaP/+/apRo4Y8PblsPwAAAICHi8PhUHZ2tho1anTLWyWUm3IHAAAAALg9LqgCAAAAABZAuQMAAAAAC6DcAQAAAIAFUO4AAAAAwAIodwAAAABgAZQ7AAAAALAAyh0AAAAAWEC5KHepqakKCQlRly5dtHjxYrPjANfJzc1VWFiYsrKyJEnp6ekKDw9XUFCQZs6cWfK6zMxMRUdHKzg4WP/5n/+poqIiSdJPP/2kPn366OWXX9abb76pvLw8SdLly5c1aNAgde3aVX369FF2drYkyW636+2331bXrl3VvXt3HTlyxM2fGA+DOXPmKDQ0VKGhoUpISJDEsY3yb/bs2QoJCVFoaKgWLFggieMa1hEfH6+4uDhJrj9+DcNQfHy8Xn75ZYWEhGjnzp0mfGLckvGAO336tNGxY0fj4sWLRl5enhEeHm4cPnzY7FiAYRiG8f333xthYWFGw4YNjRMnThhXrlwxAgMDjX/+859GYWGh8dprrxmbNm0yDMMwQkNDjd27dxuGYRjjx483Fi9ebBiGYQwaNMhYvXq1YRiGMWfOHCMhIcEwDMN49913jblz5xqGYRgpKSnGyJEjDcMwjL/85S/GO++8YxiGYWzfvt2IiYlx18fFQ+If//iH8corrxhXr1417Ha70bdvXyM1NZVjG+Xatm3bjNjYWKOwsNC4cuWK0bFjRyMzM5PjGpaQnp5utG7d2hg3bpxhGK4/ftesWWMMHDjQcDgcxtGjR42XXnrJKCwsdMtnReke+Jm79PR0tWnTRn5+fqpUqZKCg4O1du1as2MBkqRly5Zp8uTJqlmzpiRp7969evLJJ/XEE0/Iy8tL4eHhWrt2rU6ePKmCggI1a9ZMkhQVFaW1a9eqsLBQGRkZCg4Ovm67JG3atEnh4eGSpLCwMG3evFmFhYXatGmTIiIiJEktW7bUxYsX9dNPP7n5k8PKatSoobi4OPn4+Mjb21vPPvusjh07xrGNcq1Vq1ZauHChvLy8dP78eTkcDl2+fJnjGuVeTk6OZs6cqcGDB0uSW47fb7/9ViEhIfLw8NDTTz+txx9/XLt373bzJ8etPPDl7uzZs6pRo0bJ45o1a+rMmTMmJgL+5b333lOLFi1KHt/ueL1xe40aNXTmzBldvHhRVapUkZeX13Xbb9yXl5eXqlSpogsXLtxyX6dPn3bp58TD5Te/+U3JPwqOHTumtLQ02Ww2jm2Ue97e3kpMTFRoaKgCAgL4OxuWMGnSJI0ePVqPPvqopJv/LeKK4/fs2bMlv9j+9+0w3wNf7gzDuGmbzWYzIQlwZ7c7Xu92++14eNz6P9nbbQfuxeHDh/Xaa69p3Lhxqlev3k3Pc2yjPBoxYoS2bt2qU6dO6dixYzc9z3GN8iQpKUl16tRRQEBAyTZ3HL+32hfH9YPhgf9TqFWrls6dO1fy+MbfFAAPktsdrzduz87OVs2aNVWtWjXl5ubK4XBct1269hvkX95TVFSk3Nxc+fn5qWbNmiUnOt/4HuB+2blzp/r376+33npL3bt359hGuXfkyBFlZmZKkipWrKigoCBt27aN4xrlWlpamv7xj38oMjJSiYmJ2rhxo5KSklx+/NaqVYvj+gH1wJe7tm3bauvWrbpw4YKuXLmir7/+Wh06dDA7FnBLTZs21Y8//qjjx4/L4XBo9erV6tChg+rWrasKFSqUXE1qxYoV6tChg7y9vdWiRQulpaVdt12SAgMDtWLFCknX/vJu0aKFvL29FRgYqJUrV0qSduzYoQoVKujxxx93/4eFZZ06dUpDhw7V9OnTFRoaKoljG+VfVlaWJk6cKLvdLrvdrg0bNig2NpbjGuXaggULtHr1aq1cuVIjRoxQp06d9MEHH7j8+O3QoYNSU1PlcDh0/PhxHTt2TI0bN3b/F4Cb2Ixbzas+YFJTUzV37lwVFhYqJiZGAwcONDsScJ1OnTpp4cKF8vf319atW/XBBx/o6tWrCgwM1Pjx42Wz2XTw4EFNnDhReXl5atCggT744AP5+Pjo5MmTiouL0/nz51WnTh199NFHqlq1qnJychQXF6cTJ07okUce0fTp0+Xv76+rV69q0qRJ2r9/v3x8fDR16lQ1bNjQ7K8AFjJ16lQlJydftxQzNjZWTz31FMc2yrXExEStXbtWnp6eCgoK0vDhw/k7G5axfPlybd++XdOmTXP58WsYhhISErR582ZJ0vjx49W+fXuTvwFI5aTcAQAAAABK98AvywQAAAAA3BnlDgAAAAAsgHIHAAAAABZAuQMAAAAAC6DcAQAAAIAFUO4AAAAAwAIodwAAAABgAZQ7AAAAALCA/wNntakP+QBQygAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "calidad_terminados =df_train5[['OverallQual','SalePrice']].groupby('OverallQual').mean().plot(kind='barh', title ='OverallQual vs SalePrice', color = '#5F9EA0' )\n",
+ "plt.savefig('OverallQual vs Sale Price.png', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "38e1830f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_train6 = df_train5.copy()\n",
+ "df_train6['OverallQual'] = df_train6['OverallQual'].astype(np.int64, errors = 'ignore')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "436e7ac4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df_train6[['Neighborhood','OverallQual']].groupby('Neighborhood').mean().sort_values('OverallQual', ascending=False).plot(kind='bar', title ='Neighborhood vs OverallQual', color = '#5F9EA0' )\n",
+ "plt.savefig('Neighborhood vs OverallQual', dpi=300, bbox_inches='tight');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "e6d25e19",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['MSZoning', 'LotFrontage', 'LotArea', 'Street', 'LotShape', 'Utilities',\n",
+ " 'LotConfig', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
+ " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
+ " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'MasVnrType', 'MasVnrArea',\n",
+ " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n",
+ " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n",
+ " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n",
+ " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n",
+ " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n",
+ " 'BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd', 'Functional',\n",
+ " 'Fireplaces', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond',\n",
+ " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n",
+ " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+ " 'SaleCondition', 'SalePrice'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_train6.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b8d08a97",
+ "metadata": {},
+ "source": [
+ "# Parte 4\n",
+ "\n",
+ "## 12 ANOVA\n",
+ "\n",
+ "Se revisa si existe relación entre el precio y las condiciones de la casa, es decir si afecta los servicios"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "ff77095d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "c:\\users\\charl\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\statsmodels\\base\\model.py:1832: ValueWarning: covariance of constraints does not have full rank. The number of constraints is 24, but rank is 1\n",
+ " warnings.warn('covariance of constraints does not have full '\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " sum_sq | \n",
+ " df | \n",
+ " F | \n",
+ " PR(>F) | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | C(Neighborhood) | \n",
+ " 1.299921e+09 | \n",
+ " 24.0 | \n",
+ " 0.017032 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ " | C(Utilities == 'AllPub') | \n",
+ " 4.977619e+06 | \n",
+ " 1.0 | \n",
+ " 0.001565 | \n",
+ " 0.968449 | \n",
+ "
\n",
+ " \n",
+ " | C(Neighborhood):C(Utilities == 'AllPub') | \n",
+ " 2.131186e+09 | \n",
+ " 24.0 | \n",
+ " 0.027924 | \n",
+ " 0.867319 | \n",
+ "
\n",
+ " \n",
+ " | Residual | \n",
+ " 3.504462e+12 | \n",
+ " 1102.0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " sum_sq df F \\\n",
+ "C(Neighborhood) 1.299921e+09 24.0 0.017032 \n",
+ "C(Utilities == 'AllPub') 4.977619e+06 1.0 0.001565 \n",
+ "C(Neighborhood):C(Utilities == 'AllPub') 2.131186e+09 24.0 0.027924 \n",
+ "Residual 3.504462e+12 1102.0 NaN \n",
+ "\n",
+ " PR(>F) \n",
+ "C(Neighborhood) 1.000000 \n",
+ "C(Utilities == 'AllPub') 0.968449 \n",
+ "C(Neighborhood):C(Utilities == 'AllPub') 0.867319 \n",
+ "Residual NaN "
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model_prices = ols(\"SalePrice ~ C(Neighborhood) * C(Utilities == 'AllPub')\", data = df_train6).fit()\n",
+ "anova_table = sm.stats.anova_lm(model_prices, typ = 2 )\n",
+ "anova_table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1ef2d463",
+ "metadata": {},
+ "source": [
+ "## 13. Con el top de correlaciones de precio se hace una Regresión Lineal para predecir los valores "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "5ba839f2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " OLS Regression Results \n",
+ "==============================================================================\n",
+ "Dep. Variable: SalePrice R-squared: 0.720\n",
+ "Model: OLS Adj. R-squared: 0.718\n",
+ "Method: Least Squares F-statistic: 360.1\n",
+ "Date: Wed, 14 Jul 2021 Prob (F-statistic): 4.62e-303\n",
+ "Time: 18:05:27 Log-Likelihood: -13648.\n",
+ "No. Observations: 1127 AIC: 2.731e+04\n",
+ "Df Residuals: 1118 BIC: 2.736e+04\n",
+ "Df Model: 8 \n",
+ "Covariance Type: nonrobust \n",
+ "================================================================================\n",
+ " coef std err t P>|t| [0.025 0.975]\n",
+ "--------------------------------------------------------------------------------\n",
+ "const -2.088e+06 1.57e+05 -13.272 0.000 -2.4e+06 -1.78e+06\n",
+ "GrLivArea 71.9624 5.310 13.552 0.000 61.544 82.381\n",
+ "GarageCars 2.268e+04 2780.860 8.155 0.000 1.72e+04 2.81e+04\n",
+ "TotalBsmtSF 37.8624 5.744 6.592 0.000 26.592 49.132\n",
+ "1stFlrSF 4.2180 6.719 0.628 0.530 -8.964 17.400\n",
+ "FullBath -5870.5596 3575.871 -1.642 0.101 -1.29e+04 1145.615\n",
+ "TotRmsAbvGrd 256.6990 1518.282 0.169 0.866 -2722.304 3235.702\n",
+ "YearBuilt 472.1375 64.357 7.336 0.000 345.863 598.412\n",
+ "YearRemodAdd 579.8498 83.678 6.929 0.000 415.665 744.034\n",
+ "==============================================================================\n",
+ "Omnibus: 495.433 Durbin-Watson: 1.996\n",
+ "Prob(Omnibus): 0.000 Jarque-Bera (JB): 47101.239\n",
+ "Skew: -1.068 Prob(JB): 0.00\n",
+ "Kurtosis: 34.599 Cond. No. 4.30e+05\n",
+ "==============================================================================\n",
+ "\n",
+ "Notes:\n",
+ "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+ "[2] The condition number is large, 4.3e+05. This might indicate that there are\n",
+ "strong multicollinearity or other numerical problems.\n"
+ ]
+ }
+ ],
+ "source": [
+ "X = sm.add_constant(df_train6[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n",
+ "Y = df_train6['SalePrice']\n",
+ "model_prices2 = sm.OLS(Y,X).fit()\n",
+ "precition_prices = model_prices2.predict(X)\n",
+ "print_model_prices = model_prices2.summary()\n",
+ "print(print_model_prices)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bd3eae95",
+ "metadata": {},
+ "source": [
+ "Para ver que el modelo funciona se debe de comparar vs los precios de las mismas casas.\n",
+ "Se ordena de mayor a menor ya que hay que saber si los precios que están calculando pudieran estar en rango"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "ec053b6d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Precio_Real | \n",
+ " Precio_Calculado | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 691 | \n",
+ " 755000 | \n",
+ " 476716.121645 | \n",
+ "
\n",
+ " \n",
+ " | 1182 | \n",
+ " 745000 | \n",
+ " 487797.635740 | \n",
+ "
\n",
+ " \n",
+ " | 1169 | \n",
+ " 625000 | \n",
+ " 406139.095908 | \n",
+ "
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+ " \n",
+ " | 898 | \n",
+ " 611657 | \n",
+ " 353498.866757 | \n",
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+ " \n",
+ " | 803 | \n",
+ " 582933 | \n",
+ " 354568.428517 | \n",
+ "
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+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 410 | \n",
+ " 60000 | \n",
+ " 135451.209885 | \n",
+ "
\n",
+ " \n",
+ " | 1380 | \n",
+ " 58500 | \n",
+ " 63052.714688 | \n",
+ "
\n",
+ " \n",
+ " | 812 | \n",
+ " 55993 | \n",
+ " 106019.748865 | \n",
+ "
\n",
+ " \n",
+ " | 30 | \n",
+ " 40000 | \n",
+ " 89693.900070 | \n",
+ "
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+ " \n",
+ " | 916 | \n",
+ " 35311 | \n",
+ " 41398.941918 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1127 rows × 2 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Precio_Real Precio_Calculado\n",
+ "691 755000 476716.121645\n",
+ "1182 745000 487797.635740\n",
+ "1169 625000 406139.095908\n",
+ "898 611657 353498.866757\n",
+ "803 582933 354568.428517\n",
+ "... ... ...\n",
+ "410 60000 135451.209885\n",
+ "1380 58500 63052.714688\n",
+ "812 55993 106019.748865\n",
+ "30 40000 89693.900070\n",
+ "916 35311 41398.941918\n",
+ "\n",
+ "[1127 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n",
+ "comparativo_precios.sort_values('Precio_Real', ascending = False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0d7c8d6d",
+ "metadata": {},
+ "source": [
+ "Se debe de revisar adicional para las casas con el menor precio."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "c6c6cf60",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Precio_Real | \n",
+ " Precio_Calculado | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 916 | \n",
+ " 35311 | \n",
+ " 41398.941918 | \n",
+ "
\n",
+ " \n",
+ " | 30 | \n",
+ " 40000 | \n",
+ " 89693.900070 | \n",
+ "
\n",
+ " \n",
+ " | 812 | \n",
+ " 55993 | \n",
+ " 106019.748865 | \n",
+ "
\n",
+ " \n",
+ " | 1380 | \n",
+ " 58500 | \n",
+ " 63052.714688 | \n",
+ "
\n",
+ " \n",
+ " | 1100 | \n",
+ " 60000 | \n",
+ " 11186.254638 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 803 | \n",
+ " 582933 | \n",
+ " 354568.428517 | \n",
+ "
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+ " \n",
+ " | 898 | \n",
+ " 611657 | \n",
+ " 353498.866757 | \n",
+ "
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+ " \n",
+ " | 1169 | \n",
+ " 625000 | \n",
+ " 406139.095908 | \n",
+ "
\n",
+ " \n",
+ " | 1182 | \n",
+ " 745000 | \n",
+ " 487797.635740 | \n",
+ "
\n",
+ " \n",
+ " | 691 | \n",
+ " 755000 | \n",
+ " 476716.121645 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1127 rows × 2 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Precio_Real Precio_Calculado\n",
+ "916 35311 41398.941918\n",
+ "30 40000 89693.900070\n",
+ "812 55993 106019.748865\n",
+ "1380 58500 63052.714688\n",
+ "1100 60000 11186.254638\n",
+ "... ... ...\n",
+ "803 582933 354568.428517\n",
+ "898 611657 353498.866757\n",
+ "1169 625000 406139.095908\n",
+ "1182 745000 487797.635740\n",
+ "691 755000 476716.121645\n",
+ "\n",
+ "[1127 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n",
+ "comparativo_precios.sort_values('Precio_Real')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "5b81d1ed",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "27525.01137456072"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "metrics.mean_absolute_error(Y,precition_prices)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "54a94118",
+ "metadata": {},
+ "source": [
+ "Si se considera el modelo de manera general, es \"bueno\" ya que los precios pueden llegar hasta los $755,000USD por lo que $27,525USD pudieran estar en rango. Sin embargo si revisamos las casas con menor precio se ve que de $35,311USD que pudiera ser la casa se calculo en $41,398USD."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5ff2a9a0",
+ "metadata": {},
+ "source": [
+ "## 14. Entrenar el modelo e incluirle los precios calculados para las casas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "8fc6f1ec",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " LandSlope | \n",
+ " Neighborhood | \n",
+ " Condition1 | \n",
+ " Condition2 | \n",
+ " BldgType | \n",
+ " HouseStyle | \n",
+ " OverallQual | \n",
+ " OverallCond | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ " RoofStyle | \n",
+ " RoofMatl | \n",
+ " Exterior1st | \n",
+ " Exterior2nd | \n",
+ " MasVnrType | \n",
+ " MasVnrArea | \n",
+ " ExterQual | \n",
+ " ExterCond | \n",
+ " Foundation | \n",
+ " BsmtQual | \n",
+ " BsmtCond | \n",
+ " BsmtExposure | \n",
+ " BsmtFinType1 | \n",
+ " BsmtFinSF1 | \n",
+ " BsmtFinType2 | \n",
+ " BsmtFinSF2 | \n",
+ " BsmtUnfSF | \n",
+ " TotalBsmtSF | \n",
+ " Heating | \n",
+ " HeatingQC | \n",
+ " CentralAir | \n",
+ " Electrical | \n",
+ " 1stFlrSF | \n",
+ " 2ndFlrSF | \n",
+ " LowQualFinSF | \n",
+ " GrLivArea | \n",
+ " BsmtFullBath | \n",
+ " BsmtHalfBath | \n",
+ " FullBath | \n",
+ " HalfBath | \n",
+ " BedroomAbvGr | \n",
+ " KitchenAbvGr | \n",
+ " KitchenQual | \n",
+ " TotRmsAbvGrd | \n",
+ " Functional | \n",
+ " Fireplaces | \n",
+ " FireplaceQu | \n",
+ " GarageType | \n",
+ " GarageYrBlt | \n",
+ " GarageFinish | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " GarageQual | \n",
+ " GarageCond | \n",
+ " PavedDrive | \n",
+ " WoodDeckSF | \n",
+ " OpenPorchSF | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1461 | \n",
+ " 20 | \n",
+ " RH | \n",
+ " 80.0 | \n",
+ " 11622 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Feedr | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 5 | \n",
+ " 6 | \n",
+ " 1961 | \n",
+ " 1961 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Rec | \n",
+ " 468.0 | \n",
+ " LwQ | \n",
+ " 144.0 | \n",
+ " 270.0 | \n",
+ " 882.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 896 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 896 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1961.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 730.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 140 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 120 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1462 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 81.0 | \n",
+ " 14267 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 1958 | \n",
+ " 1958 | \n",
+ " Hip | \n",
+ " CompShg | \n",
+ " Wd Sdng | \n",
+ " Wd Sdng | \n",
+ " BrkFace | \n",
+ " 108.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 923.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 406.0 | \n",
+ " 1329.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1329 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1329 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1958.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 312.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 393 | \n",
+ " 36 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Gar2 | \n",
+ " 12500 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
+ "0 1461 20 RH 80.0 11622 Pave NaN Reg \n",
+ "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n",
+ "\n",
+ " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n",
+ "0 Lvl AllPub Inside Gtl NAmes Feedr \n",
+ "1 Lvl AllPub Corner Gtl NAmes Norm \n",
+ "\n",
+ " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n",
+ "0 Norm 1Fam 1Story 5 6 1961 \n",
+ "1 Norm 1Fam 1Story 6 6 1958 \n",
+ "\n",
+ " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n",
+ "0 1961 Gable CompShg VinylSd VinylSd None \n",
+ "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n",
+ "\n",
+ " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n",
+ "0 0.0 TA TA CBlock TA TA No \n",
+ "1 108.0 TA TA CBlock TA TA No \n",
+ "\n",
+ " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF \\\n",
+ "0 Rec 468.0 LwQ 144.0 270.0 882.0 \n",
+ "1 ALQ 923.0 Unf 0.0 406.0 1329.0 \n",
+ "\n",
+ " Heating HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF \\\n",
+ "0 GasA TA Y SBrkr 896 0 0 \n",
+ "1 GasA TA Y SBrkr 1329 0 0 \n",
+ "\n",
+ " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n",
+ "0 896 0.0 0.0 1 0 2 \n",
+ "1 1329 0.0 0.0 1 1 3 \n",
+ "\n",
+ " KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu \\\n",
+ "0 1 TA 5 Typ 0 NaN \n",
+ "1 1 Gd 6 Typ 0 NaN \n",
+ "\n",
+ " GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual \\\n",
+ "0 Attchd 1961.0 Unf 1.0 730.0 TA \n",
+ "1 Attchd 1958.0 Unf 1.0 312.0 TA \n",
+ "\n",
+ " GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n",
+ "0 TA Y 140 0 0 0 \n",
+ "1 TA Y 393 36 0 0 \n",
+ "\n",
+ " ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold \\\n",
+ "0 120 0 NaN MnPrv NaN 0 6 2010 \n",
+ "1 0 0 NaN NaN Gar2 12500 6 2010 \n",
+ "\n",
+ " SaleType SaleCondition \n",
+ "0 WD Normal \n",
+ "1 WD Normal "
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_test = pd.read_csv('test.csv')\n",
+ "df_test2 = df_test.copy()\n",
+ "df_test2.head(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "3515267e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 94740.822651\n",
+ "1 141752.178860\n",
+ "2 204881.200815\n",
+ "3 203726.816970\n",
+ "4 188482.162937\n",
+ " ... \n",
+ "1454 81437.481327\n",
+ "1455 104371.951203\n",
+ "1456 175690.720947\n",
+ "1457 111704.580956\n",
+ "1458 253680.632666\n",
+ "Length: 1459, dtype: float64"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_2 = sm.add_constant(df_test2[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n",
+ "calculo_precio_test = model_prices2.predict(X_2) \n",
+ "calculo_precio_test"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f70b6f62",
+ "metadata": {},
+ "source": [
+ "## 15. Guardar nuevos precios en test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "ef8d19aa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Id | \n",
+ " MSSubClass | \n",
+ " MSZoning | \n",
+ " LotFrontage | \n",
+ " LotArea | \n",
+ " Street | \n",
+ " Alley | \n",
+ " LotShape | \n",
+ " LandContour | \n",
+ " Utilities | \n",
+ " LotConfig | \n",
+ " LandSlope | \n",
+ " Neighborhood | \n",
+ " Condition1 | \n",
+ " Condition2 | \n",
+ " BldgType | \n",
+ " HouseStyle | \n",
+ " OverallQual | \n",
+ " OverallCond | \n",
+ " YearBuilt | \n",
+ " YearRemodAdd | \n",
+ " RoofStyle | \n",
+ " RoofMatl | \n",
+ " Exterior1st | \n",
+ " Exterior2nd | \n",
+ " MasVnrType | \n",
+ " MasVnrArea | \n",
+ " ExterQual | \n",
+ " ExterCond | \n",
+ " Foundation | \n",
+ " BsmtQual | \n",
+ " BsmtCond | \n",
+ " BsmtExposure | \n",
+ " BsmtFinType1 | \n",
+ " BsmtFinSF1 | \n",
+ " BsmtFinType2 | \n",
+ " BsmtFinSF2 | \n",
+ " BsmtUnfSF | \n",
+ " TotalBsmtSF | \n",
+ " Heating | \n",
+ " HeatingQC | \n",
+ " CentralAir | \n",
+ " Electrical | \n",
+ " 1stFlrSF | \n",
+ " 2ndFlrSF | \n",
+ " LowQualFinSF | \n",
+ " GrLivArea | \n",
+ " BsmtFullBath | \n",
+ " BsmtHalfBath | \n",
+ " FullBath | \n",
+ " HalfBath | \n",
+ " BedroomAbvGr | \n",
+ " KitchenAbvGr | \n",
+ " KitchenQual | \n",
+ " TotRmsAbvGrd | \n",
+ " Functional | \n",
+ " Fireplaces | \n",
+ " FireplaceQu | \n",
+ " GarageType | \n",
+ " GarageYrBlt | \n",
+ " GarageFinish | \n",
+ " GarageCars | \n",
+ " GarageArea | \n",
+ " GarageQual | \n",
+ " GarageCond | \n",
+ " PavedDrive | \n",
+ " WoodDeckSF | \n",
+ " OpenPorchSF | \n",
+ " EnclosedPorch | \n",
+ " 3SsnPorch | \n",
+ " ScreenPorch | \n",
+ " PoolArea | \n",
+ " PoolQC | \n",
+ " Fence | \n",
+ " MiscFeature | \n",
+ " MiscVal | \n",
+ " MoSold | \n",
+ " YrSold | \n",
+ " SaleType | \n",
+ " SaleCondition | \n",
+ " sales_predictions | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1461 | \n",
+ " 20 | \n",
+ " RH | \n",
+ " 80.0 | \n",
+ " 11622 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Feedr | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 5 | \n",
+ " 6 | \n",
+ " 1961 | \n",
+ " 1961 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Rec | \n",
+ " 468.0 | \n",
+ " LwQ | \n",
+ " 144.0 | \n",
+ " 270.0 | \n",
+ " 882.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 896 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 896 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1961.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 730.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 140 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 120 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 94740.822651 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1462 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 81.0 | \n",
+ " 14267 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Corner | \n",
+ " Gtl | \n",
+ " NAmes | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 1958 | \n",
+ " 1958 | \n",
+ " Hip | \n",
+ " CompShg | \n",
+ " Wd Sdng | \n",
+ " Wd Sdng | \n",
+ " BrkFace | \n",
+ " 108.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 923.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 406.0 | \n",
+ " 1329.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1329 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1329 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1958.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 312.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 393 | \n",
+ " 36 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Gar2 | \n",
+ " 12500 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 141752.178860 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1463 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 74.0 | \n",
+ " 13830 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Gilbert | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 5 | \n",
+ " 5 | \n",
+ " 1997 | \n",
+ " 1998 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " No | \n",
+ " GLQ | \n",
+ " 791.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 137.0 | \n",
+ " 928.0 | \n",
+ " GasA | \n",
+ " Gd | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 928 | \n",
+ " 701 | \n",
+ " 0 | \n",
+ " 1629 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " TA | \n",
+ " Attchd | \n",
+ " 1997.0 | \n",
+ " Fin | \n",
+ " 2.0 | \n",
+ " 482.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 212 | \n",
+ " 34 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 204881.200815 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1464 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 78.0 | \n",
+ " 9978 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Gilbert | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 6 | \n",
+ " 6 | \n",
+ " 1998 | \n",
+ " 1998 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " BrkFace | \n",
+ " 20.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " GLQ | \n",
+ " 602.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 324.0 | \n",
+ " 926.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 926 | \n",
+ " 678 | \n",
+ " 0 | \n",
+ " 1604 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 7 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " Attchd | \n",
+ " 1998.0 | \n",
+ " Fin | \n",
+ " 2.0 | \n",
+ " 470.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 360 | \n",
+ " 36 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 203726.816970 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1465 | \n",
+ " 120 | \n",
+ " RL | \n",
+ " 43.0 | \n",
+ " 5005 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " IR1 | \n",
+ " HLS | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " StoneBr | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " TwnhsE | \n",
+ " 1Story | \n",
+ " 8 | \n",
+ " 5 | \n",
+ " 1992 | \n",
+ " 1992 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " HdBoard | \n",
+ " HdBoard | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " Gd | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 263.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 1017.0 | \n",
+ " 1280.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1280 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1280 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " Gd | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " Attchd | \n",
+ " 1992.0 | \n",
+ " RFn | \n",
+ " 2.0 | \n",
+ " 506.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 82 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 144 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2010 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 188482.162937 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 1454 | \n",
+ " 2915 | \n",
+ " 160 | \n",
+ " RM | \n",
+ " 21.0 | \n",
+ " 1936 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " MeadowV | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " Twnhs | \n",
+ " 2Story | \n",
+ " 4 | \n",
+ " 7 | \n",
+ " 1970 | \n",
+ " 1970 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " CemntBd | \n",
+ " CmentBd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 546.0 | \n",
+ " 546.0 | \n",
+ " GasA | \n",
+ " Gd | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 546 | \n",
+ " 546 | \n",
+ " 0 | \n",
+ " 1092 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 5 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 81437.481327 | \n",
+ "
\n",
+ " \n",
+ " | 1455 | \n",
+ " 2916 | \n",
+ " 160 | \n",
+ " RM | \n",
+ " 21.0 | \n",
+ " 1894 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " MeadowV | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " TwnhsE | \n",
+ " 2Story | \n",
+ " 4 | \n",
+ " 5 | \n",
+ " 1970 | \n",
+ " 1970 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " CemntBd | \n",
+ " CmentBd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " Rec | \n",
+ " 252.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 294.0 | \n",
+ " 546.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 546 | \n",
+ " 546 | \n",
+ " 0 | \n",
+ " 1092 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " CarPort | \n",
+ " 1970.0 | \n",
+ " Unf | \n",
+ " 1.0 | \n",
+ " 286.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 0 | \n",
+ " 24 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 104371.951203 | \n",
+ "
\n",
+ " \n",
+ " | 1456 | \n",
+ " 2917 | \n",
+ " 20 | \n",
+ " RL | \n",
+ " 160.0 | \n",
+ " 20000 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Mitchel | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 1Story | \n",
+ " 5 | \n",
+ " 7 | \n",
+ " 1960 | \n",
+ " 1996 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " VinylSd | \n",
+ " VinylSd | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " CBlock | \n",
+ " TA | \n",
+ " TA | \n",
+ " No | \n",
+ " ALQ | \n",
+ " 1224.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 1224.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 1224 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1224 | \n",
+ " 1.0 | \n",
+ " 0.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 7 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " TA | \n",
+ " Detchd | \n",
+ " 1960.0 | \n",
+ " Unf | \n",
+ " 2.0 | \n",
+ " 576.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 474 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 9 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Abnorml | \n",
+ " 175690.720947 | \n",
+ "
\n",
+ " \n",
+ " | 1457 | \n",
+ " 2918 | \n",
+ " 85 | \n",
+ " RL | \n",
+ " 62.0 | \n",
+ " 10441 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Gtl | \n",
+ " Mitchel | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " SFoyer | \n",
+ " 5 | \n",
+ " 5 | \n",
+ " 1992 | \n",
+ " 1992 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " HdBoard | \n",
+ " Wd Shng | \n",
+ " None | \n",
+ " 0.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Av | \n",
+ " GLQ | \n",
+ " 337.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 575.0 | \n",
+ " 912.0 | \n",
+ " GasA | \n",
+ " TA | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 970 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 970 | \n",
+ " 0.0 | \n",
+ " 1.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 6 | \n",
+ " Typ | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " Y | \n",
+ " 80 | \n",
+ " 32 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " MnPrv | \n",
+ " Shed | \n",
+ " 700 | \n",
+ " 7 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 111704.580956 | \n",
+ "
\n",
+ " \n",
+ " | 1458 | \n",
+ " 2919 | \n",
+ " 60 | \n",
+ " RL | \n",
+ " 74.0 | \n",
+ " 9627 | \n",
+ " Pave | \n",
+ " NaN | \n",
+ " Reg | \n",
+ " Lvl | \n",
+ " AllPub | \n",
+ " Inside | \n",
+ " Mod | \n",
+ " Mitchel | \n",
+ " Norm | \n",
+ " Norm | \n",
+ " 1Fam | \n",
+ " 2Story | \n",
+ " 7 | \n",
+ " 5 | \n",
+ " 1993 | \n",
+ " 1994 | \n",
+ " Gable | \n",
+ " CompShg | \n",
+ " HdBoard | \n",
+ " HdBoard | \n",
+ " BrkFace | \n",
+ " 94.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " PConc | \n",
+ " Gd | \n",
+ " TA | \n",
+ " Av | \n",
+ " LwQ | \n",
+ " 758.0 | \n",
+ " Unf | \n",
+ " 0.0 | \n",
+ " 238.0 | \n",
+ " 996.0 | \n",
+ " GasA | \n",
+ " Ex | \n",
+ " Y | \n",
+ " SBrkr | \n",
+ " 996 | \n",
+ " 1004 | \n",
+ " 0 | \n",
+ " 2000 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " TA | \n",
+ " 9 | \n",
+ " Typ | \n",
+ " 1 | \n",
+ " TA | \n",
+ " Attchd | \n",
+ " 1993.0 | \n",
+ " Fin | \n",
+ " 3.0 | \n",
+ " 650.0 | \n",
+ " TA | \n",
+ " TA | \n",
+ " Y | \n",
+ " 190 | \n",
+ " 48 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 0 | \n",
+ " 11 | \n",
+ " 2006 | \n",
+ " WD | \n",
+ " Normal | \n",
+ " 253680.632666 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1459 rows × 81 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
+ "0 1461 20 RH 80.0 11622 Pave NaN Reg \n",
+ "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n",
+ "2 1463 60 RL 74.0 13830 Pave NaN IR1 \n",
+ "3 1464 60 RL 78.0 9978 Pave NaN IR1 \n",
+ "4 1465 120 RL 43.0 5005 Pave NaN IR1 \n",
+ "... ... ... ... ... ... ... ... ... \n",
+ "1454 2915 160 RM 21.0 1936 Pave NaN Reg \n",
+ "1455 2916 160 RM 21.0 1894 Pave NaN Reg \n",
+ "1456 2917 20 RL 160.0 20000 Pave NaN Reg \n",
+ "1457 2918 85 RL 62.0 10441 Pave NaN Reg \n",
+ "1458 2919 60 RL 74.0 9627 Pave NaN Reg \n",
+ "\n",
+ " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n",
+ "0 Lvl AllPub Inside Gtl NAmes Feedr \n",
+ "1 Lvl AllPub Corner Gtl NAmes Norm \n",
+ "2 Lvl AllPub Inside Gtl Gilbert Norm \n",
+ "3 Lvl AllPub Inside Gtl Gilbert Norm \n",
+ "4 HLS AllPub Inside Gtl StoneBr Norm \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 Lvl AllPub Inside Gtl MeadowV Norm \n",
+ "1455 Lvl AllPub Inside Gtl MeadowV Norm \n",
+ "1456 Lvl AllPub Inside Gtl Mitchel Norm \n",
+ "1457 Lvl AllPub Inside Gtl Mitchel Norm \n",
+ "1458 Lvl AllPub Inside Mod Mitchel Norm \n",
+ "\n",
+ " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n",
+ "0 Norm 1Fam 1Story 5 6 1961 \n",
+ "1 Norm 1Fam 1Story 6 6 1958 \n",
+ "2 Norm 1Fam 2Story 5 5 1997 \n",
+ "3 Norm 1Fam 2Story 6 6 1998 \n",
+ "4 Norm TwnhsE 1Story 8 5 1992 \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 Norm Twnhs 2Story 4 7 1970 \n",
+ "1455 Norm TwnhsE 2Story 4 5 1970 \n",
+ "1456 Norm 1Fam 1Story 5 7 1960 \n",
+ "1457 Norm 1Fam SFoyer 5 5 1992 \n",
+ "1458 Norm 1Fam 2Story 7 5 1993 \n",
+ "\n",
+ " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n",
+ "0 1961 Gable CompShg VinylSd VinylSd None \n",
+ "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n",
+ "2 1998 Gable CompShg VinylSd VinylSd None \n",
+ "3 1998 Gable CompShg VinylSd VinylSd BrkFace \n",
+ "4 1992 Gable CompShg HdBoard HdBoard None \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 1970 Gable CompShg CemntBd CmentBd None \n",
+ "1455 1970 Gable CompShg CemntBd CmentBd None \n",
+ "1456 1996 Gable CompShg VinylSd VinylSd None \n",
+ "1457 1992 Gable CompShg HdBoard Wd Shng None \n",
+ "1458 1994 Gable CompShg HdBoard HdBoard BrkFace \n",
+ "\n",
+ " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond \\\n",
+ "0 0.0 TA TA CBlock TA TA \n",
+ "1 108.0 TA TA CBlock TA TA \n",
+ "2 0.0 TA TA PConc Gd TA \n",
+ "3 20.0 TA TA PConc TA TA \n",
+ "4 0.0 Gd TA PConc Gd TA \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 0.0 TA TA CBlock TA TA \n",
+ "1455 0.0 TA TA CBlock TA TA \n",
+ "1456 0.0 TA TA CBlock TA TA \n",
+ "1457 0.0 TA TA PConc Gd TA \n",
+ "1458 94.0 TA TA PConc Gd TA \n",
+ "\n",
+ " BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 \\\n",
+ "0 No Rec 468.0 LwQ 144.0 \n",
+ "1 No ALQ 923.0 Unf 0.0 \n",
+ "2 No GLQ 791.0 Unf 0.0 \n",
+ "3 No GLQ 602.0 Unf 0.0 \n",
+ "4 No ALQ 263.0 Unf 0.0 \n",
+ "... ... ... ... ... ... \n",
+ "1454 No Unf 0.0 Unf 0.0 \n",
+ "1455 No Rec 252.0 Unf 0.0 \n",
+ "1456 No ALQ 1224.0 Unf 0.0 \n",
+ "1457 Av GLQ 337.0 Unf 0.0 \n",
+ "1458 Av LwQ 758.0 Unf 0.0 \n",
+ "\n",
+ " BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir Electrical \\\n",
+ "0 270.0 882.0 GasA TA Y SBrkr \n",
+ "1 406.0 1329.0 GasA TA Y SBrkr \n",
+ "2 137.0 928.0 GasA Gd Y SBrkr \n",
+ "3 324.0 926.0 GasA Ex Y SBrkr \n",
+ "4 1017.0 1280.0 GasA Ex Y SBrkr \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 546.0 546.0 GasA Gd Y SBrkr \n",
+ "1455 294.0 546.0 GasA TA Y SBrkr \n",
+ "1456 0.0 1224.0 GasA Ex Y SBrkr \n",
+ "1457 575.0 912.0 GasA TA Y SBrkr \n",
+ "1458 238.0 996.0 GasA Ex Y SBrkr \n",
+ "\n",
+ " 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath \\\n",
+ "0 896 0 0 896 0.0 0.0 \n",
+ "1 1329 0 0 1329 0.0 0.0 \n",
+ "2 928 701 0 1629 0.0 0.0 \n",
+ "3 926 678 0 1604 0.0 0.0 \n",
+ "4 1280 0 0 1280 0.0 0.0 \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 546 546 0 1092 0.0 0.0 \n",
+ "1455 546 546 0 1092 0.0 0.0 \n",
+ "1456 1224 0 0 1224 1.0 0.0 \n",
+ "1457 970 0 0 970 0.0 1.0 \n",
+ "1458 996 1004 0 2000 0.0 0.0 \n",
+ "\n",
+ " FullBath HalfBath BedroomAbvGr KitchenAbvGr KitchenQual \\\n",
+ "0 1 0 2 1 TA \n",
+ "1 1 1 3 1 Gd \n",
+ "2 2 1 3 1 TA \n",
+ "3 2 1 3 1 Gd \n",
+ "4 2 0 2 1 Gd \n",
+ "... ... ... ... ... ... \n",
+ "1454 1 1 3 1 TA \n",
+ "1455 1 1 3 1 TA \n",
+ "1456 1 0 4 1 TA \n",
+ "1457 1 0 3 1 TA \n",
+ "1458 2 1 3 1 TA \n",
+ "\n",
+ " TotRmsAbvGrd Functional Fireplaces FireplaceQu GarageType GarageYrBlt \\\n",
+ "0 5 Typ 0 NaN Attchd 1961.0 \n",
+ "1 6 Typ 0 NaN Attchd 1958.0 \n",
+ "2 6 Typ 1 TA Attchd 1997.0 \n",
+ "3 7 Typ 1 Gd Attchd 1998.0 \n",
+ "4 5 Typ 0 NaN Attchd 1992.0 \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 5 Typ 0 NaN NaN NaN \n",
+ "1455 6 Typ 0 NaN CarPort 1970.0 \n",
+ "1456 7 Typ 1 TA Detchd 1960.0 \n",
+ "1457 6 Typ 0 NaN NaN NaN \n",
+ "1458 9 Typ 1 TA Attchd 1993.0 \n",
+ "\n",
+ " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n",
+ "0 Unf 1.0 730.0 TA TA Y \n",
+ "1 Unf 1.0 312.0 TA TA Y \n",
+ "2 Fin 2.0 482.0 TA TA Y \n",
+ "3 Fin 2.0 470.0 TA TA Y \n",
+ "4 RFn 2.0 506.0 TA TA Y \n",
+ "... ... ... ... ... ... ... \n",
+ "1454 NaN 0.0 0.0 NaN NaN Y \n",
+ "1455 Unf 1.0 286.0 TA TA Y \n",
+ "1456 Unf 2.0 576.0 TA TA Y \n",
+ "1457 NaN 0.0 0.0 NaN NaN Y \n",
+ "1458 Fin 3.0 650.0 TA TA Y \n",
+ "\n",
+ " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch \\\n",
+ "0 140 0 0 0 120 \n",
+ "1 393 36 0 0 0 \n",
+ "2 212 34 0 0 0 \n",
+ "3 360 36 0 0 0 \n",
+ "4 0 82 0 0 144 \n",
+ "... ... ... ... ... ... \n",
+ "1454 0 0 0 0 0 \n",
+ "1455 0 24 0 0 0 \n",
+ "1456 474 0 0 0 0 \n",
+ "1457 80 32 0 0 0 \n",
+ "1458 190 48 0 0 0 \n",
+ "\n",
+ " PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold SaleType \\\n",
+ "0 0 NaN MnPrv NaN 0 6 2010 WD \n",
+ "1 0 NaN NaN Gar2 12500 6 2010 WD \n",
+ "2 0 NaN MnPrv NaN 0 3 2010 WD \n",
+ "3 0 NaN NaN NaN 0 6 2010 WD \n",
+ "4 0 NaN NaN NaN 0 1 2010 WD \n",
+ "... ... ... ... ... ... ... ... ... \n",
+ "1454 0 NaN NaN NaN 0 6 2006 WD \n",
+ "1455 0 NaN NaN NaN 0 4 2006 WD \n",
+ "1456 0 NaN NaN NaN 0 9 2006 WD \n",
+ "1457 0 NaN MnPrv Shed 700 7 2006 WD \n",
+ "1458 0 NaN NaN NaN 0 11 2006 WD \n",
+ "\n",
+ " SaleCondition sales_predictions \n",
+ "0 Normal 94740.822651 \n",
+ "1 Normal 141752.178860 \n",
+ "2 Normal 204881.200815 \n",
+ "3 Normal 203726.816970 \n",
+ "4 Normal 188482.162937 \n",
+ "... ... ... \n",
+ "1454 Normal 81437.481327 \n",
+ "1455 Abnorml 104371.951203 \n",
+ "1456 Abnorml 175690.720947 \n",
+ "1457 Normal 111704.580956 \n",
+ "1458 Normal 253680.632666 \n",
+ "\n",
+ "[1459 rows x 81 columns]"
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_test2['sales_predictions'] = calculo_precio_test\n",
+ "df_test2"
+ ]
+ }
+ ],
+ "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": "3.8.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Year built vs Sale Price.png b/Year built vs Sale Price.png
new file mode 100644
index 0000000..05a25e0
Binary files /dev/null and b/Year built vs Sale Price.png differ
diff --git a/data_description.txt b/data_description.txt
new file mode 100644
index 0000000..cba0710
--- /dev/null
+++ b/data_description.txt
@@ -0,0 +1,523 @@
+MSSubClass: Identifies the type of dwelling involved in the sale.
+
+ 20 1-STORY 1946 & NEWER ALL STYLES
+ 30 1-STORY 1945 & OLDER
+ 40 1-STORY W/FINISHED ATTIC ALL AGES
+ 45 1-1/2 STORY - UNFINISHED ALL AGES
+ 50 1-1/2 STORY FINISHED ALL AGES
+ 60 2-STORY 1946 & NEWER
+ 70 2-STORY 1945 & OLDER
+ 75 2-1/2 STORY ALL AGES
+ 80 SPLIT OR MULTI-LEVEL
+ 85 SPLIT FOYER
+ 90 DUPLEX - ALL STYLES AND AGES
+ 120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER
+ 150 1-1/2 STORY PUD - ALL AGES
+ 160 2-STORY PUD - 1946 & NEWER
+ 180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
+ 190 2 FAMILY CONVERSION - ALL STYLES AND AGES
+
+MSZoning: Identifies the general zoning classification of the sale.
+
+ A Agriculture
+ C Commercial
+ FV Floating Village Residential
+ I Industrial
+ RH Residential High Density
+ RL Residential Low Density
+ RP Residential Low Density Park
+ RM Residential Medium Density
+
+LotFrontage: Linear feet of street connected to property
+
+LotArea: Lot size in square feet
+
+Street: Type of road access to property
+
+ Grvl Gravel
+ Pave Paved
+
+Alley: Type of alley access to property
+
+ Grvl Gravel
+ Pave Paved
+ NA No alley access
+
+LotShape: General shape of property
+
+ Reg Regular
+ IR1 Slightly irregular
+ IR2 Moderately Irregular
+ IR3 Irregular
+
+LandContour: Flatness of the property
+
+ Lvl Near Flat/Level
+ Bnk Banked - Quick and significant rise from street grade to building
+ HLS Hillside - Significant slope from side to side
+ Low Depression
+
+Utilities: Type of utilities available
+
+ AllPub All public Utilities (E,G,W,& S)
+ NoSewr Electricity, Gas, and Water (Septic Tank)
+ NoSeWa Electricity and Gas Only
+ ELO Electricity only
+
+LotConfig: Lot configuration
+
+ Inside Inside lot
+ Corner Corner lot
+ CulDSac Cul-de-sac
+ FR2 Frontage on 2 sides of property
+ FR3 Frontage on 3 sides of property
+
+LandSlope: Slope of property
+
+ Gtl Gentle slope
+ Mod Moderate Slope
+ Sev Severe Slope
+
+Neighborhood: Physical locations within Ames city limits
+
+ Blmngtn Bloomington Heights
+ Blueste Bluestem
+ BrDale Briardale
+ BrkSide Brookside
+ ClearCr Clear Creek
+ CollgCr College Creek
+ Crawfor Crawford
+ Edwards Edwards
+ Gilbert Gilbert
+ IDOTRR Iowa DOT and Rail Road
+ MeadowV Meadow Village
+ Mitchel Mitchell
+ Names North Ames
+ NoRidge Northridge
+ NPkVill Northpark Villa
+ NridgHt Northridge Heights
+ NWAmes Northwest Ames
+ OldTown Old Town
+ SWISU South & West of Iowa State University
+ Sawyer Sawyer
+ SawyerW Sawyer West
+ Somerst Somerset
+ StoneBr Stone Brook
+ Timber Timberland
+ Veenker Veenker
+
+Condition1: Proximity to various conditions
+
+ Artery Adjacent to arterial street
+ Feedr Adjacent to feeder street
+ Norm Normal
+ RRNn Within 200' of North-South Railroad
+ RRAn Adjacent to North-South Railroad
+ PosN Near positive off-site feature--park, greenbelt, etc.
+ PosA Adjacent to postive off-site feature
+ RRNe Within 200' of East-West Railroad
+ RRAe Adjacent to East-West Railroad
+
+Condition2: Proximity to various conditions (if more than one is present)
+
+ Artery Adjacent to arterial street
+ Feedr Adjacent to feeder street
+ Norm Normal
+ RRNn Within 200' of North-South Railroad
+ RRAn Adjacent to North-South Railroad
+ PosN Near positive off-site feature--park, greenbelt, etc.
+ PosA Adjacent to postive off-site feature
+ RRNe Within 200' of East-West Railroad
+ RRAe Adjacent to East-West Railroad
+
+BldgType: Type of dwelling
+
+ 1Fam Single-family Detached
+ 2FmCon Two-family Conversion; originally built as one-family dwelling
+ Duplx Duplex
+ TwnhsE Townhouse End Unit
+ TwnhsI Townhouse Inside Unit
+
+HouseStyle: Style of dwelling
+
+ 1Story One story
+ 1.5Fin One and one-half story: 2nd level finished
+ 1.5Unf One and one-half story: 2nd level unfinished
+ 2Story Two story
+ 2.5Fin Two and one-half story: 2nd level finished
+ 2.5Unf Two and one-half story: 2nd level unfinished
+ SFoyer Split Foyer
+ SLvl Split Level
+
+OverallQual: Rates the overall material and finish of the house
+
+ 10 Very Excellent
+ 9 Excellent
+ 8 Very Good
+ 7 Good
+ 6 Above Average
+ 5 Average
+ 4 Below Average
+ 3 Fair
+ 2 Poor
+ 1 Very Poor
+
+OverallCond: Rates the overall condition of the house
+
+ 10 Very Excellent
+ 9 Excellent
+ 8 Very Good
+ 7 Good
+ 6 Above Average
+ 5 Average
+ 4 Below Average
+ 3 Fair
+ 2 Poor
+ 1 Very Poor
+
+YearBuilt: Original construction date
+
+YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)
+
+RoofStyle: Type of roof
+
+ Flat Flat
+ Gable Gable
+ Gambrel Gabrel (Barn)
+ Hip Hip
+ Mansard Mansard
+ Shed Shed
+
+RoofMatl: Roof material
+
+ ClyTile Clay or Tile
+ CompShg Standard (Composite) Shingle
+ Membran Membrane
+ Metal Metal
+ Roll Roll
+ Tar&Grv Gravel & Tar
+ WdShake Wood Shakes
+ WdShngl Wood Shingles
+
+Exterior1st: Exterior covering on house
+
+ AsbShng Asbestos Shingles
+ AsphShn Asphalt Shingles
+ BrkComm Brick Common
+ BrkFace Brick Face
+ CBlock Cinder Block
+ CemntBd Cement Board
+ HdBoard Hard Board
+ ImStucc Imitation Stucco
+ MetalSd Metal Siding
+ Other Other
+ Plywood Plywood
+ PreCast PreCast
+ Stone Stone
+ Stucco Stucco
+ VinylSd Vinyl Siding
+ Wd Sdng Wood Siding
+ WdShing Wood Shingles
+
+Exterior2nd: Exterior covering on house (if more than one material)
+
+ AsbShng Asbestos Shingles
+ AsphShn Asphalt Shingles
+ BrkComm Brick Common
+ BrkFace Brick Face
+ CBlock Cinder Block
+ CemntBd Cement Board
+ HdBoard Hard Board
+ ImStucc Imitation Stucco
+ MetalSd Metal Siding
+ Other Other
+ Plywood Plywood
+ PreCast PreCast
+ Stone Stone
+ Stucco Stucco
+ VinylSd Vinyl Siding
+ Wd Sdng Wood Siding
+ WdShing Wood Shingles
+
+MasVnrType: Masonry veneer type
+
+ BrkCmn Brick Common
+ BrkFace Brick Face
+ CBlock Cinder Block
+ None None
+ Stone Stone
+
+MasVnrArea: Masonry veneer area in square feet
+
+ExterQual: Evaluates the quality of the material on the exterior
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+ExterCond: Evaluates the present condition of the material on the exterior
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+Foundation: Type of foundation
+
+ BrkTil Brick & Tile
+ CBlock Cinder Block
+ PConc Poured Contrete
+ Slab Slab
+ Stone Stone
+ Wood Wood
+
+BsmtQual: Evaluates the height of the basement
+
+ Ex Excellent (100+ inches)
+ Gd Good (90-99 inches)
+ TA Typical (80-89 inches)
+ Fa Fair (70-79 inches)
+ Po Poor (<70 inches
+ NA No Basement
+
+BsmtCond: Evaluates the general condition of the basement
+
+ Ex Excellent
+ Gd Good
+ TA Typical - slight dampness allowed
+ Fa Fair - dampness or some cracking or settling
+ Po Poor - Severe cracking, settling, or wetness
+ NA No Basement
+
+BsmtExposure: Refers to walkout or garden level walls
+
+ Gd Good Exposure
+ Av Average Exposure (split levels or foyers typically score average or above)
+ Mn Mimimum Exposure
+ No No Exposure
+ NA No Basement
+
+BsmtFinType1: Rating of basement finished area
+
+ GLQ Good Living Quarters
+ ALQ Average Living Quarters
+ BLQ Below Average Living Quarters
+ Rec Average Rec Room
+ LwQ Low Quality
+ Unf Unfinshed
+ NA No Basement
+
+BsmtFinSF1: Type 1 finished square feet
+
+BsmtFinType2: Rating of basement finished area (if multiple types)
+
+ GLQ Good Living Quarters
+ ALQ Average Living Quarters
+ BLQ Below Average Living Quarters
+ Rec Average Rec Room
+ LwQ Low Quality
+ Unf Unfinshed
+ NA No Basement
+
+BsmtFinSF2: Type 2 finished square feet
+
+BsmtUnfSF: Unfinished square feet of basement area
+
+TotalBsmtSF: Total square feet of basement area
+
+Heating: Type of heating
+
+ Floor Floor Furnace
+ GasA Gas forced warm air furnace
+ GasW Gas hot water or steam heat
+ Grav Gravity furnace
+ OthW Hot water or steam heat other than gas
+ Wall Wall furnace
+
+HeatingQC: Heating quality and condition
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+CentralAir: Central air conditioning
+
+ N No
+ Y Yes
+
+Electrical: Electrical system
+
+ SBrkr Standard Circuit Breakers & Romex
+ FuseA Fuse Box over 60 AMP and all Romex wiring (Average)
+ FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair)
+ FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor)
+ Mix Mixed
+
+1stFlrSF: First Floor square feet
+
+2ndFlrSF: Second floor square feet
+
+LowQualFinSF: Low quality finished square feet (all floors)
+
+GrLivArea: Above grade (ground) living area square feet
+
+BsmtFullBath: Basement full bathrooms
+
+BsmtHalfBath: Basement half bathrooms
+
+FullBath: Full bathrooms above grade
+
+HalfBath: Half baths above grade
+
+Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
+
+Kitchen: Kitchens above grade
+
+KitchenQual: Kitchen quality
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+
+TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
+
+Functional: Home functionality (Assume typical unless deductions are warranted)
+
+ Typ Typical Functionality
+ Min1 Minor Deductions 1
+ Min2 Minor Deductions 2
+ Mod Moderate Deductions
+ Maj1 Major Deductions 1
+ Maj2 Major Deductions 2
+ Sev Severely Damaged
+ Sal Salvage only
+
+Fireplaces: Number of fireplaces
+
+FireplaceQu: Fireplace quality
+
+ Ex Excellent - Exceptional Masonry Fireplace
+ Gd Good - Masonry Fireplace in main level
+ TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
+ Fa Fair - Prefabricated Fireplace in basement
+ Po Poor - Ben Franklin Stove
+ NA No Fireplace
+
+GarageType: Garage location
+
+ 2Types More than one type of garage
+ Attchd Attached to home
+ Basment Basement Garage
+ BuiltIn Built-In (Garage part of house - typically has room above garage)
+ CarPort Car Port
+ Detchd Detached from home
+ NA No Garage
+
+GarageYrBlt: Year garage was built
+
+GarageFinish: Interior finish of the garage
+
+ Fin Finished
+ RFn Rough Finished
+ Unf Unfinished
+ NA No Garage
+
+GarageCars: Size of garage in car capacity
+
+GarageArea: Size of garage in square feet
+
+GarageQual: Garage quality
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+ NA No Garage
+
+GarageCond: Garage condition
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+ NA No Garage
+
+PavedDrive: Paved driveway
+
+ Y Paved
+ P Partial Pavement
+ N Dirt/Gravel
+
+WoodDeckSF: Wood deck area in square feet
+
+OpenPorchSF: Open porch area in square feet
+
+EnclosedPorch: Enclosed porch area in square feet
+
+3SsnPorch: Three season porch area in square feet
+
+ScreenPorch: Screen porch area in square feet
+
+PoolArea: Pool area in square feet
+
+PoolQC: Pool quality
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ NA No Pool
+
+Fence: Fence quality
+
+ GdPrv Good Privacy
+ MnPrv Minimum Privacy
+ GdWo Good Wood
+ MnWw Minimum Wood/Wire
+ NA No Fence
+
+MiscFeature: Miscellaneous feature not covered in other categories
+
+ Elev Elevator
+ Gar2 2nd Garage (if not described in garage section)
+ Othr Other
+ Shed Shed (over 100 SF)
+ TenC Tennis Court
+ NA None
+
+MiscVal: $Value of miscellaneous feature
+
+MoSold: Month Sold (MM)
+
+YrSold: Year Sold (YYYY)
+
+SaleType: Type of sale
+
+ WD Warranty Deed - Conventional
+ CWD Warranty Deed - Cash
+ VWD Warranty Deed - VA Loan
+ New Home just constructed and sold
+ COD Court Officer Deed/Estate
+ Con Contract 15% Down payment regular terms
+ ConLw Contract Low Down payment and low interest
+ ConLI Contract Low Interest
+ ConLD Contract Low Down
+ Oth Other
+
+SaleCondition: Condition of sale
+
+ Normal Normal Sale
+ Abnorml Abnormal Sale - trade, foreclosure, short sale
+ AdjLand Adjoining Land Purchase
+ Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit
+ Family Sale between family members
+ Partial Home was not completed when last assessed (associated with New Homes)
diff --git a/sample_submission.csv b/sample_submission.csv
new file mode 100644
index 0000000..a5547c9
--- /dev/null
+++ b/sample_submission.csv
@@ -0,0 +1,1460 @@
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diff --git a/test.csv b/test.csv
new file mode 100644
index 0000000..a19c5c7
--- /dev/null
+++ b/test.csv
@@ -0,0 +1,1460 @@
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+1462,20,RL,81,14267,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,108,TA,TA,CBlock,TA,TA,No,ALQ,923,Unf,0,406,1329,GasA,TA,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1958,Unf,1,312,TA,TA,Y,393,36,0,0,0,0,NA,NA,Gar2,12500,6,2010,WD,Normal
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+1466,60,RL,75,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,763,763,GasA,Gd,Y,SBrkr,763,892,0,1655,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,Fin,2,440,TA,TA,Y,157,84,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
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+1469,20,RL,85,10176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,637,Unf,0,663,1300,GasA,Gd,Y,SBrkr,1341,0,0,1341,1,0,1,1,2,1,Gd,5,Typ,1,Po,Attchd,1990,Unf,2,506,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1470,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,804,Rec,78,0,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1970,Fin,2,525,TA,TA,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal
+1471,120,RH,26,5858,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1051,BLQ,0,354,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1999,Fin,2,511,TA,TA,Y,203,68,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1472,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,Rec,156,Unf,0,327,483,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,275,0,0,0,0,0,NA,NA,NA,0,2,2010,COD,Normal
+1473,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,492,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,225,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1997,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1474,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,514,Unf,0,341,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1975,Unf,2,440,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1475,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,836,836,GasA,Ex,Y,SBrkr,836,0,0,836,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,1,308,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1476,60,RL,102,12858,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,162,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1590,1590,GasA,Ex,Y,SBrkr,1627,707,0,2334,0,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,751,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial
+1477,20,RL,94,12883,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1544,1544,GasA,Ex,Y,SBrkr,1544,0,0,1544,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,3,868,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial
+1478,20,RL,90,11520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,615,Gd,TA,PConc,Ex,TA,No,GLQ,110,Unf,0,1588,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,730,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1479,20,RL,79,14122,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,240,Gd,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1794,1822,GasA,Ex,Y,SBrkr,1822,0,0,1822,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,678,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1480,20,RL,110,14300,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,1095,Ex,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,1473,2846,GasA,Ex,Y,SBrkr,2696,0,0,2696,1,0,2,1,3,1,Ex,10,Typ,2,Gd,Attchd,2003,Fin,3,958,TA,TA,Y,220,150,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1481,60,RL,105,13650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Gd,GLQ,578,Unf,0,1093,1671,GasA,Ex,Y,SBrkr,1687,563,0,2250,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,2002,Fin,3,756,TA,TA,Y,238,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1482,120,RL,41,7132,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,TA,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,0,4,2010,WD,Normal
+1483,20,RL,100,18494,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1324,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,430,TA,TA,Y,36,23,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1484,120,RL,43,3203,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,437,TA,TA,Y,100,116,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1485,80,RL,67,13300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,326,Unf,0,58,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1486,60,RL,63,8577,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,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,433,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1487,60,RL,60,17433,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,114,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1629,1629,GasA,Ex,Y,SBrkr,1645,830,0,2475,0,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,962,TA,TA,Y,23,172,0,0,256,0,NA,NA,NA,0,1,2010,WD,Normal
+1488,20,RL,73,8987,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,1595,1595,GasA,Ex,Y,SBrkr,1595,0,0,1595,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1489,20,FV,92,9215,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,RFn,2,676,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial
+1490,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1414,Unf,0,54,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,528,TA,TA,Y,0,102,0,0,216,0,NA,NA,NA,0,5,2010,WD,Normal
+1491,60,RL,70,11920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,122,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,828,0,1659,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2004,RFn,2,484,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1492,30,RH,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,N,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,1,429,TA,TA,Y,121,0,80,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1493,20,RL,39,15410,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,6,6,1974,2002,Hip,CompShg,Plywood,Plywood,BrkCmn,250,TA,Gd,CBlock,TA,TA,Gd,BLQ,126,GLQ,859,223,1208,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1974,Fin,2,461,TA,TA,Y,296,0,186,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml
+1494,60,RL,85,13143,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,504,Gd,TA,PConc,Gd,TA,No,LwQ,250,GLQ,981,0,1231,GasA,Ex,Y,SBrkr,1251,1098,0,2349,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,762,TA,TA,Y,32,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1495,60,RL,88,11134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,Gd,TA,PConc,Gd,TA,No,GLQ,1129,Unf,0,261,1390,GasA,Ex,Y,SBrkr,1402,823,0,2225,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1992,RFn,3,713,TA,TA,Y,198,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1496,120,FV,25,4835,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1298,Unf,0,190,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,506,TA,TA,Y,168,50,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1497,160,FV,39,3515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,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,840,840,0,1680,0,0,2,1,2,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,588,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1498,160,FV,30,3215,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,280,Unf,0,320,600,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,0,4,2010,ConLD,Normal
+1499,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,368,ALQ,42,190,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1500,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,376,Unf,0,224,600,GasA,Ex,Y,SBrkr,600,636,0,1236,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1501,160,FV,NA,2980,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,1159,Gd,TA,PConc,Gd,TA,No,GLQ,466,Unf,0,290,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1502,160,FV,NA,2403,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,244,Unf,0,286,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1503,20,FV,57,12853,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2010,2010,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,Po,No,GLQ,1032,Unf,0,610,1642,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,1,1,1,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,3,852,TA,TA,Y,160,192,0,224,0,0,NA,NA,NA,0,4,2010,New,Partial
+1504,60,FV,68,7379,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,484,Unf,0,491,975,GasA,Ex,Y,SBrkr,975,873,0,1848,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,592,TA,TA,Y,280,184,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1505,20,FV,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,659,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,596,TA,TA,Y,277,137,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1506,20,RL,NA,10456,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,GLQ,506,Unf,0,1323,1829,GasA,Gd,Y,SBrkr,1829,0,0,1829,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1967,RFn,2,535,TA,TA,Y,0,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1507,60,RL,80,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1137,Unf,0,143,1280,GasA,Ex,Y,SBrkr,1280,1215,0,2495,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,2,660,TA,TA,Y,224,32,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1508,50,RL,NA,18837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,6,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,ALQ,687,LwQ,46,491,1224,GasA,TA,Y,SBrkr,1287,604,0,1891,0,1,3,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,678,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1509,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,329,Unf,0,386,715,GasA,TA,Y,SBrkr,930,715,0,1645,0,0,1,2,4,1,TA,7,Typ,0,NA,Attchd,1971,RFn,2,441,TA,TA,Y,0,78,0,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal
+1510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,VinylSd,VinylSd,BrkFace,172,TA,TA,CBlock,TA,TA,No,Rec,698,Unf,0,534,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1511,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,1059,Unf,0,150,1209,GasA,Gd,Y,SBrkr,1209,0,0,1209,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,504,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal
+1512,20,RL,88,9680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,Wd Sdng,Plywood,BrkFace,268,TA,TA,CBlock,TA,TA,No,BLQ,1010,Unf,0,500,1510,GasA,Ex,Y,SBrkr,1510,0,0,1510,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,2,517,TA,TA,Y,0,40,0,0,204,0,NA,GdPrv,NA,0,4,2010,WD,Normal
+1513,80,RL,NA,10600,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1131,644,0,1775,0,0,2,0,3,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,5,2010,COD,Family
+1514,90,RL,98,13260,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,6,1962,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,CBlock,TA,TA,No,BLQ,1500,Unf,0,228,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Oth,Abnorml
+1515,50,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,7,1952,2002,Gable,CompShg,MetalSd,MetalSd,BrkFace,265,Gd,TA,CBlock,TA,TA,No,LwQ,670,Unf,0,470,1140,GasA,Gd,Y,SBrkr,1929,532,0,2461,0,0,2,0,3,1,TA,7,Min2,2,Gd,Detchd,1994,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal
+1516,50,RL,120,17360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,Stone,340,TA,Gd,CBlock,TA,TA,No,Rec,300,Unf,0,482,782,GasA,TA,Y,SBrkr,1019,537,0,1556,0,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,2,470,TA,TA,Y,0,0,150,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1517,85,RL,75,11380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,6,8,1966,2008,Gable,CompShg,HdBoard,HdBoard,BrkFace,216,TA,TA,CBlock,TA,TA,Gd,GLQ,944,Unf,0,136,1080,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,1,0,2,1,Gd,5,Typ,1,Gd,Attchd,1966,Unf,1,315,TA,TA,Y,238,0,0,0,0,0,NA,NA,Shed,1500,1,2010,WD,Normal
+1518,90,RL,70,8267,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1604,1604,GasA,TA,Y,SBrkr,1604,0,0,1604,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1958,Unf,2,576,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1519,20,RL,70,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,2003,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,1188,Unf,0,292,1480,GasA,Ex,Y,SBrkr,1480,0,0,1480,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,620,TA,TA,Y,252,73,0,0,0,0,NA,MnPrv,Shed,300,2,2010,WD,Normal
+1520,20,RL,NA,8050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,150,TA,TA,CBlock,TA,TA,No,BLQ,856,Rec,162,125,1143,GasA,TA,Y,SBrkr,1143,0,0,1143,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal
+1521,20,RL,87,10725,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,91,TA,TA,CBlock,TA,TA,No,Rec,936,Unf,0,270,1206,GasA,Fa,Y,SBrkr,1206,0,0,1206,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1522,20,RL,80,10032,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1959,1959,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,432,TA,TA,CBlock,TA,TA,No,Rec,734,Unf,0,510,1244,GasA,Ex,Y,SBrkr,1580,0,0,1580,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,2,440,TA,TA,Y,0,28,0,0,160,0,NA,GdWo,NA,0,6,2010,WD,Normal
+1523,50,RL,60,8382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseA,832,505,0,1337,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,263,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1524,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,339,Unf,0,525,864,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1952,Unf,1,318,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1525,20,RL,119,10895,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,648,Unf,0,324,972,GasA,TA,Y,SBrkr,972,0,0,972,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Unf,1,305,TA,TA,Y,0,0,205,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal
+1526,190,RL,70,13587,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,532,Unf,0,456,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml
+1527,30,RL,65,7898,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1920,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,985,0,0,985,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,676,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1528,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,8,1948,2004,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,481,Rec,174,161,816,GasA,TA,Y,SBrkr,816,408,0,1224,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,280,TA,TA,Y,414,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal
+1529,20,RL,81,7635,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,588,LwQ,350,237,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1960,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1530,20,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,218,TA,TA,CBlock,TA,TA,Gd,BLQ,717,LwQ,263,415,1395,GasA,TA,Y,SBrkr,1395,0,0,1395,1,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1963,RFn,2,440,TA,TA,Y,657,0,113,0,240,0,NA,NA,NA,0,5,2010,WD,Normal
+1531,50,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1900,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,771,TA,TA,PConc,TA,TA,No,ALQ,48,Unf,0,661,709,GasA,TA,Y,SBrkr,1157,687,0,1844,1,0,1,0,3,1,TA,9,Min2,2,Gd,Basment,1900,Unf,1,240,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,1,2010,COD,Abnorml
+1532,30,RM,56,4485,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,BLQ,579,Unf,0,357,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,P,51,0,135,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal
+1533,20,RM,69,5805,Pave,Grvl,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,1Story,5,7,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,274,Rec,1073,0,1347,GasA,Gd,Y,SBrkr,1347,0,0,1347,1,1,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,2,551,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1534,45,RM,50,6900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1938,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,827,827,GasA,Gd,Y,SBrkr,827,424,0,1251,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1535,50,RM,69,11851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,780,Unf,0,247,1027,GasA,Ex,Y,SBrkr,1027,606,0,1633,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,100,126,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1536,50,RM,NA,8239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1920,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,176,Unf,0,832,1008,GasA,TA,Y,SBrkr,1060,185,0,1245,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,315,TA,TA,Y,0,0,334,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1537,30,RM,68,9656,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,2,1923,1970,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,678,678,GasA,TA,N,SBrkr,832,0,0,832,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1928,Unf,2,780,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml
+1538,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1900,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,930,930,GasW,TA,N,SBrkr,930,636,0,1566,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,288,TA,TA,Y,54,228,246,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml
+1539,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1890,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,Stone,Fa,Fa,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,1157,1111,0,2268,0,0,3,0,3,1,Gd,7,Typ,0,NA,Detchd,2003,Unf,2,624,TA,TA,N,0,108,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1540,190,RM,100,9045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,3,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,Mn,Unf,0,Unf,0,840,840,Grav,Fa,N,FuseF,1128,1128,0,2256,0,0,2,0,4,2,Fa,12,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,18,18,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml
+1541,70,RM,60,10560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1922,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Rec,283,Unf,0,455,738,GasA,Ex,Y,SBrkr,868,602,0,1470,0,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1970,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1542,50,RM,53,5830,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,1.5Fin,5,6,1950,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,788,Unf,0,200,988,GasA,Ex,Y,SBrkr,1030,582,0,1612,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1950,Unf,1,363,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1543,75,RL,NA,7793,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,2.5Unf,7,7,1922,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,474,Unf,0,634,1108,GasA,TA,N,FuseA,1160,908,0,2068,0,0,1,1,3,1,Gd,8,Typ,1,Gd,Detchd,1928,Unf,1,315,TA,TA,Y,0,0,60,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1544,30,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,188,Unf,0,577,765,GasA,TA,N,FuseF,765,0,0,765,1,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,P,135,0,41,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal
+1545,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,BLQ,452,LwQ,12,144,608,GasA,TA,Y,SBrkr,608,524,0,1132,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,128,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Abnorml
+1546,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,264,Unf,0,308,572,GasA,Ex,Y,FuseA,848,348,0,1196,0,1,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1547,50,RM,53,6360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,Stone,300,TA,TA,CBlock,TA,TA,No,Rec,360,LwQ,159,316,835,GasA,TA,Y,FuseA,955,498,0,1453,0,0,1,1,3,1,Gd,7,Min2,2,Fa,Detchd,1942,Unf,1,240,TA,TA,Y,0,0,35,0,148,0,NA,NA,NA,0,3,2010,WD,Normal
+1548,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,480,780,GasA,TA,Y,SBrkr,780,636,0,1416,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,312,TA,TA,P,221,0,48,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1549,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1936,1980,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,Rec,276,Unf,0,252,528,GasA,Gd,Y,SBrkr,548,492,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Fin,2,624,TA,TA,P,306,0,32,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1550,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,448,Unf,0,480,928,GasA,TA,Y,FuseF,928,608,0,1536,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,0,10,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1551,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,ALQ,960,Unf,0,164,1124,GasA,TA,Y,SBrkr,1068,0,0,1068,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1923,Unf,1,288,TA,TA,Y,0,0,128,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1552,50,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,888,888,GasA,Ex,Y,SBrkr,888,1074,0,1962,0,0,1,1,4,1,TA,9,Typ,1,TA,Detchd,1915,Unf,2,572,TA,TA,Y,160,0,364,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal
+1553,70,RM,60,12900,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1912,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,780,780,0,1560,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,344,0,0,0,168,0,NA,NA,NA,0,5,2010,WD,Normal
+1554,70,RM,52,3068,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1920,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,Ex,Y,SBrkr,662,662,0,1324,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,180,TA,TA,Y,0,0,112,0,0,0,NA,GdPrv,NA,0,2,2010,WD,Normal
+1555,20,RL,100,15263,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,Gd,TA,No,Rec,766,Unf,0,656,1422,GasA,Gd,Y,SBrkr,1675,0,0,1675,0,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1959,Unf,1,365,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1556,50,RL,72,10632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,3,1917,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,Fa,No,Unf,0,Unf,0,689,689,GasA,Gd,N,SBrkr,725,499,0,1224,0,0,1,1,3,1,NA,6,Mod,0,NA,Detchd,1917,Unf,1,180,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,1,2010,COD,Normal
+1557,190,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,1026,Unf,0,186,1212,GasA,TA,N,SBrkr,1212,180,0,1392,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,168,0,0,0,NA,NA,NA,0,2,2010,ConLD,Normal
+1558,50,RL,65,6001,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,368,Unf,0,232,600,GasA,Ex,N,SBrkr,600,319,0,919,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,231,TA,TA,Y,0,0,45,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1559,70,C (all),NA,6449,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,4,1,1907,1950,Gambrel,CompShg,Wd Sdng,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,73,Unf,0,634,707,GasW,TA,N,SBrkr,942,942,0,1884,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,239,0,0,0,NA,NA,NA,0,3,2010,WD,Abnorml
+1560,190,RH,60,6048,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Artery,Norm,2fmCon,1.5Fin,5,7,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,736,Unf,0,120,856,GasA,Gd,Y,SBrkr,936,744,0,1680,1,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1910,Unf,2,450,TA,Fa,P,56,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal
+1561,90,RL,72,10773,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,3,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,72,Fa,Fa,CBlock,TA,TA,No,ALQ,704,Unf,0,1128,1832,GasA,TA,N,SBrkr,1832,0,0,1832,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,58,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1562,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,2008,Hip,CompShg,HdBoard,HdBoard,BrkFace,47,TA,TA,CBlock,TA,TA,Mn,BLQ,240,Rec,474,150,864,GasA,Ex,Y,SBrkr,892,0,0,892,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1966,Unf,1,416,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1563,20,RL,65,7832,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,775,Unf,0,89,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1969,Unf,1,280,TA,TA,Y,226,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1564,90,RL,NA,7424,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1319,Unf,0,0,1319,GasA,TA,Y,SBrkr,1373,0,0,1373,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1978,Fin,2,591,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1565,60,RL,86,11227,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,Gd,No,Rec,267,ALQ,453,0,720,GasA,Ex,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,2,TA,Attchd,1968,Unf,2,480,TA,TA,Y,192,38,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1566,20,RL,NA,20062,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,7,1977,2001,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1092,Unf,0,328,1420,GasA,Gd,Y,SBrkr,1483,0,0,1483,1,0,1,1,1,1,TA,4,Typ,2,TA,Attchd,1977,RFn,2,690,TA,TA,Y,496,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1567,30,RL,94,9259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1927,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,756,0,0,756,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1945,Unf,2,440,TA,TA,N,80,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1568,60,RL,NA,17082,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,6,5,1978,1992,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,PConc,Gd,TA,Av,ALQ,964,Unf,0,153,1117,GasA,Ex,Y,SBrkr,1117,864,0,1981,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,Fin,2,522,TA,TA,Y,336,104,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1569,50,RL,124,18600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,3,4,1938,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,288,LwQ,684,0,972,GasA,TA,Y,FuseA,1052,558,0,1610,0,1,2,0,4,1,Fa,8,Typ,1,Gd,Attchd,1938,RFn,1,480,TA,TA,Y,0,0,60,0,0,0,NA,NA,Shed,450,6,2010,WD,Normal
+1570,20,RL,65,11479,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,1987,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,104,Rec,387,172,663,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1987,Unf,1,467,TA,TA,Y,0,52,52,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1571,50,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1947,1979,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,192,Unf,0,564,756,GasA,Ex,Y,SBrkr,1169,0,362,1531,0,0,1,0,3,1,TA,8,Typ,1,TA,Detchd,1947,Unf,1,209,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1572,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1954,1998,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,954,Unf,0,218,1172,GasA,TA,Y,SBrkr,1172,0,0,1172,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Fin,1,366,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1573,20,RL,44,17485,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,96,Gd,TA,PConc,Gd,TA,Gd,GLQ,1346,Unf,0,162,1508,GasA,Ex,Y,SBrkr,1508,0,0,1508,1,0,1,0,1,1,Gd,5,Typ,2,TA,Attchd,2009,RFn,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Con,Partial
+1574,20,RL,NA,11200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,1250,1250,GasA,Ex,Y,SBrkr,1298,0,0,1298,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,504,TA,Fa,N,0,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal
+1575,20,RL,83,11980,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1Story,7,5,1987,1987,Gable,CompShg,Plywood,Plywood,BrkFace,177,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1433,Unf,0,0,1433,GasA,Ex,Y,SBrkr,1433,0,0,1433,1,0,1,1,1,1,Gd,4,Typ,2,TA,Attchd,1987,RFn,2,528,Gd,Gd,Y,0,278,0,0,266,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1576,60,RL,87,12361,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,85,Gd,Gd,PConc,Gd,TA,No,GLQ,860,Unf,0,86,946,GasA,Ex,Y,SBrkr,964,838,0,1802,0,1,2,1,3,1,Gd,8,Typ,1,Gd,2Types,2000,RFn,4,1017,TA,TA,Y,450,92,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1577,20,RL,64,7360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2010,2010,Gable,CompShg,VinylSd,VinylSd,Stone,80,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1198,1222,GasA,Ex,Y,SBrkr,1222,0,0,1222,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,615,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1578,50,RL,82,14235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1.5Fin,6,8,1900,1993,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Fa,Gd,No,Unf,0,Unf,0,676,676,GasA,TA,Y,SBrkr,831,614,0,1445,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1957,Unf,2,484,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1579,85,RL,82,11105,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Fa,Av,GLQ,870,Unf,0,0,870,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1998,Unf,2,580,Gd,TA,Y,71,0,0,0,0,0,NA,GdPrv,NA,0,7,2010,WD,Normal
+1580,60,RL,NA,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,353,Unf,0,525,878,GasA,Ex,Y,SBrkr,892,800,0,1692,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,RFn,2,513,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1581,20,RL,38,15240,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1977,2004,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,198,Rec,688,140,1026,GasA,Ex,Y,SBrkr,1026,0,0,1026,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1977,Unf,1,308,TA,TA,Y,316,85,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1582,20,RL,68,7480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,480,Unf,0,396,876,GasA,TA,Y,SBrkr,876,0,0,876,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1583,20,RL,80,10389,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,CemntBd,CmentBd,BrkFace,320,Gd,TA,PConc,Gd,TA,No,GLQ,1682,Unf,0,296,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,RFn,3,850,TA,TA,Y,188,25,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1584,60,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1040,1040,GasA,Ex,Y,SBrkr,1044,1054,0,2098,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,621,TA,TA,Y,331,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1585,120,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,672,Unf,0,176,848,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,0,4,2010,WD,Normal
+1586,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Feedr,Norm,1Fam,1Story,3,6,1945,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,640,0,0,640,0,0,1,0,2,1,TA,5,Min1,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal
+1587,20,RL,68,8842,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,381,381,GasA,Ex,Y,SBrkr,992,0,0,992,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,319,TA,TA,Y,60,0,56,0,0,0,NA,MnPrv,NA,0,1,2010,Oth,Abnorml
+1588,20,RL,60,10044,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1070,Unf,0,126,1196,GasA,TA,Y,SBrkr,1196,0,0,1196,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,336,TA,TA,Y,257,0,168,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1589,50,RL,89,11792,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,744,744,GasA,Ex,N,FuseF,792,328,0,1120,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1956,Unf,2,480,TA,Fa,P,0,0,0,0,160,0,NA,NA,NA,0,6,2010,WD,Abnorml
+1590,80,RL,65,6305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1975,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1591,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1958,Hip,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal
+1592,30,RL,67,4853,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Artery,Norm,1Fam,1Story,5,6,1924,1999,Gable,CompShg,MetalSd,VinylSd,BrkFace,203,TA,TA,BrkTil,TA,TA,Mn,Rec,133,Unf,0,974,1107,GasA,Fa,N,FuseA,1296,0,0,1296,0,0,2,0,2,1,Fa,5,Typ,1,Gd,Detchd,1979,Unf,1,260,TA,TA,Y,0,0,36,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal
+1593,30,RL,NA,7890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,238,Unf,0,618,856,GasA,TA,Y,SBrkr,856,0,0,856,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1939,Unf,2,399,TA,TA,Y,0,0,0,0,166,0,NA,NA,NA,0,3,2010,WD,Normal
+1594,90,RH,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,4,6,1967,1967,Flat,Tar&Grv,Plywood,CBlock,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,862,1788,0,2650,0,0,3,0,6,2,TA,10,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,Shed,500,2,2010,WD,Normal
+1595,50,RL,51,9839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,2,1931,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,772,0,1666,1,0,1,0,3,1,TA,7,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,156,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1596,50,RL,78,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,6,1941,1985,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,371,Gd,Gd,BrkTil,Gd,TA,No,ALQ,426,BLQ,252,850,1528,GasA,Ex,Y,SBrkr,1225,908,0,2133,1,0,1,1,4,1,TA,8,Typ,2,TA,Attchd,1941,Unf,1,312,TA,TA,Y,0,0,86,0,0,0,NA,NA,NA,0,7,2010,WD,Normal
+1597,90,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1950,1991,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,TA,Gd,CBlock,TA,TA,No,ALQ,375,Unf,0,657,1032,GasA,Ex,Y,SBrkr,1102,1075,0,2177,0,0,2,1,5,2,TA,11,Typ,0,NA,Detchd,1950,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1598,80,RL,85,19645,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,7,6,1994,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,TA,TA,PConc,Gd,TA,No,GLQ,343,Unf,0,80,423,GasA,Ex,Y,SBrkr,896,756,0,1652,1,0,2,1,3,1,Gd,6,Typ,0,NA,BuiltIn,1994,RFn,2,473,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1599,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,6,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,747,Unf,0,235,982,GasA,Gd,Y,SBrkr,1034,0,0,1034,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1989,Fin,2,598,TA,TA,Y,141,36,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1600,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,76,Unf,0,1115,1191,GasA,Gd,Y,SBrkr,1191,0,0,1191,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Unf,2,531,TA,TA,Y,112,81,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1601,30,RM,58,8154,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,5,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,480,Unf,0,0,480,GasA,TA,Y,SBrkr,540,0,0,540,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1951,Unf,1,200,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLw,Normal
+1602,50,RM,50,9140,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1921,1975,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,BLQ,308,Unf,0,321,629,GasA,Fa,Y,SBrkr,727,380,0,1107,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,625,TA,TA,Y,0,56,0,0,200,0,NA,MnPrv,NA,0,4,2010,COD,Normal
+1603,30,C (all),66,8712,Grvl,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1896,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Gd,Y,SBrkr,952,0,0,952,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1896,RFn,1,330,TA,TA,N,0,0,265,0,0,0,NA,NA,NA,0,6,2010,WD,Alloca
+1604,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Artery,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,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,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,5,2010,WD,Normal
+1605,60,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,615,Unf,0,434,1049,GasA,Ex,Y,SBrkr,1036,880,0,1916,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Unf,3,741,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1606,80,RL,74,9620,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,679,Unf,0,564,1243,GasA,TA,Y,SBrkr,1285,0,0,1285,0,1,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1977,Unf,2,473,TA,TA,Y,375,26,0,0,0,0,NA,GdPrv,Shed,80,5,2010,WD,Normal
+1607,90,RL,NA,12760,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,No,Unf,0,Unf,0,1958,1958,GasA,TA,Y,SBrkr,2048,0,0,2048,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1976,Unf,2,776,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,ConLD,Normal
+1608,20,RL,88,11896,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,No,GLQ,78,Unf,0,1258,1336,GasA,Ex,Y,SBrkr,1346,0,0,1346,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2008,Fin,3,660,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1609,20,RL,73,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1214,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2010,RFn,2,520,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial
+1610,60,RL,73,9802,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,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,SBrkr,744,700,0,1444,0,0,2,1,3,1,TA,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1611,20,RL,85,15300,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1965,1977,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,42,Unf,0,1026,1068,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,2,1,TA,7,Typ,1,TA,Attchd,1965,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1612,20,RL,93,10114,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1430,1430,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1613,20,RL,NA,11875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1344,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,2001,Unf,2,686,TA,TA,Y,328,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1614,120,RM,31,2394,Pave,NA,Reg,Low,AllPub,Inside,Mod,MeadowV,Norm,Norm,Twnhs,1Story,5,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,915,Unf,0,30,945,GasA,Ex,Y,SBrkr,945,0,0,945,1,1,1,0,2,1,TA,5,Typ,1,Po,Attchd,1973,RFn,1,253,TA,TA,Y,174,0,56,0,108,0,NA,NA,NA,0,5,2010,WD,Normal
+1615,160,RM,21,1476,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,176,Unf,0,370,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1616,160,RM,21,1900,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,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1617,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,294,Unf,0,252,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,286,TA,TA,Y,0,0,64,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1618,20,RL,50,6953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,469,Unf,0,395,864,GasA,Ex,Y,SBrkr,874,0,0,874,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,ConLD,Normal
+1619,20,RL,76,12887,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,207,GLQ,590,36,833,GasA,TA,Y,SBrkr,833,0,0,833,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Unf,2,495,TA,TA,Y,431,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal
+1620,90,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,2,1985,1986,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Po,PConc,TA,TA,No,Unf,0,Unf,0,1216,1216,GasA,Gd,Y,SBrkr,1216,1216,0,2432,0,0,4,2,4,2,TA,10,Typ,0,NA,Attchd,1985,Unf,2,616,TA,Fa,Y,200,0,0,0,0,0,NA,NA,Shed,600,2,2010,WD,Normal
+1621,60,RL,63,10475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,458,Unf,0,166,624,GasA,Gd,Y,SBrkr,624,650,0,1274,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,Y,22,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal
+1622,50,RL,68,10544,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,476,Unf,0,388,864,GasA,TA,Y,SBrkr,864,615,0,1479,0,0,2,0,5,1,TA,8,Typ,0,NA,Attchd,1969,Fin,1,275,TA,TA,Y,287,0,280,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1623,20,RL,76,9892,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Gd,GLQ,1341,LwQ,284,54,1679,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,1,2,1,3,1,Gd,6,Typ,2,TA,Attchd,1994,Unf,2,482,TA,TA,Y,129,64,222,0,0,0,NA,GdWo,NA,0,2,2010,WD,Normal
+1624,60,RL,74,12961,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,Mn,GLQ,944,Unf,0,208,1152,GasA,Ex,Y,SBrkr,1152,645,0,1797,1,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1993,Fin,2,616,TA,TA,Y,162,312,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1625,20,RL,74,13008,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,No,Rec,564,Unf,0,318,882,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,502,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1626,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,440,TA,TA,CBlock,TA,TA,No,LwQ,844,Unf,0,590,1434,GasA,TA,Y,SBrkr,1434,0,0,1434,1,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1974,RFn,2,528,TA,TA,Y,80,21,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1627,60,RL,88,10179,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,847,Unf,0,98,945,GasA,Ex,Y,SBrkr,945,663,0,1608,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1628,60,RL,NA,11792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,188,Gd,TA,PConc,Gd,TA,Gd,GLQ,850,Unf,0,158,1008,GasA,Ex,Y,SBrkr,1008,1275,0,2283,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1629,80,RL,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,GLQ,284,Unf,0,100,384,GasA,Gd,Y,SBrkr,958,670,0,1628,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,390,TA,TA,Y,48,72,0,0,0,0,NA,NA,Shed,490,6,2009,WD,Normal
+1630,120,RL,28,7296,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1965,Unf,0,243,2208,GasA,Ex,Y,SBrkr,2522,0,0,2522,1,0,2,0,1,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,564,TA,TA,Y,182,57,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1631,120,RL,61,7380,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,341,Unf,0,1077,1418,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,495,TA,TA,Y,168,43,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1632,120,RL,57,8013,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,741,Unf,0,846,1587,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,528,TA,TA,Y,52,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1633,80,RL,57,8923,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,189,Unf,0,195,384,GasA,Gd,Y,SBrkr,751,631,0,1382,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1998,Fin,2,396,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1634,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,476,Unf,0,476,952,GasA,Gd,Y,SBrkr,952,684,0,1636,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,440,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1635,60,RL,NA,8803,Pave,NA,IR1,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,GLQ,600,Unf,0,107,707,GasA,Gd,Y,SBrkr,707,809,0,1516,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,0,46,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1636,20,RL,58,7250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,45,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1190,0,0,1190,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1993,Unf,2,430,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1637,60,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,6,1977,1977,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,157,TA,TA,PConc,Gd,TA,No,ALQ,400,Unf,0,722,1122,GasA,Ex,Y,SBrkr,946,988,0,1934,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,567,TA,TA,P,0,176,0,0,200,0,NA,NA,NA,0,7,2009,WD,Normal
+1638,60,RL,NA,13250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRNn,Norm,1Fam,2Story,7,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,SBrkr,1154,896,0,2050,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,RFn,2,529,TA,TA,Y,192,192,0,0,0,0,NA,NA,NA,0,5,2009,WD,Abnorml
+1639,20,RL,80,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,TA,TA,PConc,TA,TA,No,LwQ,363,Unf,0,1064,1427,GasA,TA,Y,SBrkr,1671,0,0,1671,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,484,TA,TA,Y,252,55,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1640,60,RL,NA,12388,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1991,Gable,CompShg,Plywood,Plywood,BrkFace,229,TA,TA,CBlock,Gd,TA,No,ALQ,602,Unf,0,441,1043,GasA,TA,Y,SBrkr,1539,1134,0,2673,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1980,RFn,2,441,TA,TA,Y,178,84,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1641,20,RL,80,11088,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1978,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,PConc,TA,TA,No,ALQ,832,Unf,0,308,1140,GasA,Gd,Y,SBrkr,1707,0,0,1707,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,Fin,2,479,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1642,60,FV,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,622,Unf,0,304,926,GasA,Ex,Y,SBrkr,1016,868,0,1884,1,0,2,1,3,1,Ex,7,Typ,1,Ex,Attchd,2003,RFn,2,581,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1643,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,RRNn,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1058,1058,GasA,Ex,Y,SBrkr,1058,816,0,1874,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,588,TA,TA,Y,0,134,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1644,60,FV,NA,8470,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,225,ALQ,276,471,972,GasA,Ex,Y,SBrkr,972,839,0,1811,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,565,TA,TA,Y,225,48,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1645,20,RL,NA,9373,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,5,7,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,161,TA,TA,CBlock,Gd,TA,Av,ALQ,1333,LwQ,168,120,1621,GasA,TA,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1975,RFn,2,478,TA,TA,Y,0,0,0,0,490,0,NA,NA,NA,0,6,2009,WD,Normal
+1646,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,196,TA,TA,CBlock,TA,TA,No,ALQ,888,Unf,0,228,1116,GasA,Ex,Y,SBrkr,1116,0,0,1116,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2009,WD,Normal
+1647,20,RL,85,11050,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,636,Unf,0,540,1176,GasA,Fa,Y,SBrkr,1193,0,0,1193,0,0,2,0,3,1,TA,5,Typ,1,TA,Attchd,1975,Unf,2,506,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1648,20,RL,NA,7830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1180,1180,GasA,TA,Y,SBrkr,1180,0,0,1180,0,0,1,1,2,1,TA,6,Typ,0,NA,Attchd,1970,RFn,2,477,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal
+1649,20,RL,NA,8510,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,178,TA,TA,CBlock,Gd,TA,No,ALQ,500,Unf,0,543,1043,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1650,20,RL,60,7038,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,726,Unf,0,138,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2001,Unf,2,576,TA,TA,Y,210,0,0,0,0,0,NA,GdPrv,NA,0,9,2009,WD,Abnorml
+1651,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1971,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,240,Unf,0,624,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1986,Unf,2,576,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1652,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,254,Unf,0,229,483,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,0,7,2009,WD,Normal
+1653,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,Rec,110,LwQ,294,79,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1654,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,306,Unf,0,498,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,0,2,1,3,1,TA,7,Typ,1,TA,Detchd,1976,RFn,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1655,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,435,LwQ,622,0,1057,GasA,TA,Y,SBrkr,1055,0,0,1055,0,1,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1975,RFn,2,440,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1656,160,RL,24,2349,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,389,Unf,0,466,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,440,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1657,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,320,Unf,0,484,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,1,2,1,3,1,TA,7,Typ,1,TA,Detchd,1978,Unf,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1658,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,279,Unf,0,576,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1659,120,RL,24,2104,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,7,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,536,Unf,0,300,836,GasA,TA,Y,SBrkr,836,0,0,836,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,345,TA,TA,Y,150,20,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1660,20,RL,NA,10710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1966,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,165,Gd,TA,PConc,TA,TA,No,BLQ,644,Unf,0,220,864,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1966,RFn,2,656,TA,TA,Y,0,162,0,0,0,0,NA,NA,Shed,1200,7,2009,WD,Normal
+1661,60,RL,110,14257,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,726,Ex,TA,PConc,Ex,TA,No,GLQ,1360,Unf,0,416,1776,GasA,Ex,Y,SBrkr,1794,978,0,2772,1,0,3,1,4,1,Ex,10,Typ,3,Gd,BuiltIn,2007,Fin,3,754,TA,TA,Y,135,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1662,60,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,986,Unf,0,379,1365,GasA,Ex,Y,SBrkr,1365,1325,0,2690,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,864,TA,TA,Y,0,197,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial
+1663,20,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1232,Unf,0,788,2020,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,896,TA,TA,Y,192,98,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1664,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosA,PosA,1Fam,1Story,10,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,2288,Unf,0,342,2630,GasA,Ex,Y,SBrkr,2674,0,0,2674,2,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2007,Fin,3,762,TA,TA,Y,360,50,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1665,20,RL,95,11578,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,302,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1736,1736,GasA,Ex,Y,SBrkr,1736,0,0,1736,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,834,TA,TA,Y,319,90,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1666,20,RL,129,16870,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,238,Gd,TA,PConc,Ex,TA,Gd,GLQ,1531,Unf,0,251,1782,GasA,Ex,Y,SBrkr,1782,0,0,1782,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2004,Fin,3,932,TA,TA,Y,99,82,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1667,60,RL,59,23303,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,20,Gd,TA,PConc,Ex,TA,Av,GLQ,1230,Unf,0,278,1508,GasA,Ex,Y,SBrkr,1508,1012,0,2520,1,0,2,1,5,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,640,TA,TA,Y,192,273,0,0,0,0,NA,NA,NA,0,6,2009,WD,Family
+1668,20,RL,87,10367,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,284,Ex,TA,PConc,Ex,TA,Mn,GLQ,1015,Unf,0,724,1739,GasA,Ex,Y,SBrkr,1743,0,0,1743,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,927,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal
+1669,20,RL,77,10872,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,122,Gd,TA,PConc,Ex,Gd,Av,GLQ,1037,Unf,0,467,1504,GasA,Ex,Y,SBrkr,1531,0,0,1531,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,700,TA,TA,Y,184,52,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1670,20,RL,102,13514,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,285,Ex,TA,PConc,Ex,TA,No,GLQ,1142,Unf,0,632,1774,GasA,Ex,Y,SBrkr,1808,0,0,1808,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,850,TA,TA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1671,20,RL,90,12878,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,418,Gd,TA,PConc,Gd,TA,No,ALQ,1262,Unf,0,498,1760,GasA,Ex,Y,SBrkr,1760,0,0,1760,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,583,TA,TA,Y,165,190,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1672,20,RL,110,15274,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,724,Gd,TA,PConc,Ex,TA,No,GLQ,1972,Unf,0,480,2452,GasA,Ex,Y,SBrkr,2452,0,0,2452,2,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2003,Fin,3,886,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1673,60,RL,96,13262,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1105,1295,0,2400,0,0,3,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,3,730,TA,TA,Y,114,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1674,20,RL,70,9658,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,383,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1598,1598,GasA,Gd,Y,SBrkr,1606,0,0,1606,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,871,TA,TA,Y,230,60,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1675,120,RL,47,6904,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,ALQ,836,Unf,0,522,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1676,120,RL,34,5122,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,GLQ,881,Unf,0,425,1306,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,0,3,2009,WD,Normal
+1677,120,RL,80,10307,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1678,20,RL,100,14836,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,730,Ex,TA,PConc,Ex,TA,Gd,GLQ,2146,Unf,0,346,2492,GasA,Ex,Y,SBrkr,2492,0,0,2492,1,0,2,1,2,1,Ex,8,Typ,1,Ex,Attchd,2004,Fin,3,949,TA,TA,Y,226,235,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml
+1679,20,RL,117,15262,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,470,Gd,TA,PConc,Ex,TA,Gd,GLQ,1557,Unf,0,643,2200,GasA,Ex,Y,SBrkr,2200,0,0,2200,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2003,Fin,3,685,TA,TA,Y,208,55,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1680,120,RL,44,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2009,Hip,CompShg,MetalSd,MetalSd,BrkFace,308,Ex,TA,PConc,Ex,TA,No,GLQ,800,Unf,0,1084,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,649,TA,TA,Y,231,90,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial
+1681,120,RL,48,6472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,BrkFace,500,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1451,1451,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,2,539,TA,TA,Y,192,42,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1682,20,RL,129,16770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1196,Unf,0,516,1712,GasA,Ex,Y,SBrkr,1712,0,0,1712,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2002,RFn,3,701,TA,TA,Y,218,183,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1683,120,RL,48,3480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,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,TA,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1684,60,RL,63,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,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,100,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1685,60,RL,57,8918,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,745,745,GasA,Ex,Y,SBrkr,745,745,0,1490,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,392,TA,TA,Y,36,20,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1686,120,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,0,1204,1220,GasA,Ex,Y,SBrkr,1220,0,0,1220,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1687,80,RL,59,9434,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1688,60,RL,62,7984,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,868,762,0,1630,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,436,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1689,60,RL,61,10125,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,Mn,Unf,0,Unf,0,846,846,GasA,Ex,Y,SBrkr,846,748,0,1594,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,434,TA,TA,Y,300,48,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1690,60,RL,NA,8965,Pave,NA,IR1,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,GLQ,652,Unf,0,130,782,GasA,Ex,Y,SBrkr,806,683,0,1489,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,400,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1691,60,RL,NA,8174,Pave,NA,IR1,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,GLQ,494,Unf,0,204,698,GasA,Ex,Y,SBrkr,698,644,0,1342,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,393,TA,TA,Y,100,56,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1692,60,RL,NA,12891,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,651,Unf,0,219,870,GasA,Ex,Y,SBrkr,878,1126,0,2004,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,3,644,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1693,80,RL,61,9734,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,241,Rec,113,30,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2004,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1694,60,RL,42,8433,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,GLQ,683,Unf,0,111,794,GasA,Ex,Y,SBrkr,819,695,0,1514,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,394,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1695,80,RL,62,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1999,2000,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,7,Typ,1,TA,BuiltIn,1999,RFn,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1696,60,RL,NA,15896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,ALQ,913,Unf,0,264,1177,GasA,Ex,Y,SBrkr,1223,1089,0,2312,1,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,3,658,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1697,80,RL,64,7848,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,6,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1698,60,RL,106,12720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,Mn,GLQ,1173,Unf,0,282,1455,GasA,Ex,Y,SBrkr,1466,1221,0,2687,1,0,2,1,4,1,Gd,10,Typ,2,TA,BuiltIn,2000,RFn,3,810,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1699,20,RL,NA,10750,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,634,Gd,TA,PConc,Gd,TA,Av,BLQ,236,GLQ,1526,262,2024,GasA,Ex,Y,SBrkr,2063,0,0,2063,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,1994,Fin,3,815,TA,TA,Y,182,56,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1700,60,RL,79,9085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,286,Gd,TA,PConc,Gd,TA,No,GLQ,816,Unf,0,254,1070,GasA,Ex,Y,SBrkr,1094,967,0,2061,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,2,647,TA,TA,Y,296,102,209,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1701,60,RL,NA,11692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,372,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,549,1173,GasA,Ex,Y,SBrkr,1215,1017,0,2232,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,623,TA,TA,Y,173,165,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1702,20,RL,86,11194,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1696,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,972,TA,TA,Y,120,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1703,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,294,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1614,1614,GasA,Ex,Y,SBrkr,1658,0,0,1658,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,726,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1704,20,RL,85,10130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1294,Unf,0,408,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,844,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1705,20,RL,76,9139,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,TA,Av,GLQ,379,Unf,0,1043,1422,GasA,Ex,Y,SBrkr,1432,0,0,1432,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,492,TA,TA,Y,297,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1706,20,RL,85,11128,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,PosN,PosN,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,198,Ex,TA,PConc,Ex,TA,Gd,GLQ,2158,Unf,0,300,2458,GasA,Ex,Y,SBrkr,2490,0,0,2490,1,0,2,0,2,1,Ex,9,Typ,2,Gd,Attchd,2005,Fin,3,795,TA,TA,Y,70,226,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal
+1707,20,FV,90,7993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1436,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,121,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial
+1708,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1402,1402,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,625,TA,TA,Y,205,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1709,20,FV,112,12606,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,120,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1530,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,984,TA,TA,Y,212,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1710,20,FV,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,238,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1348,1372,GasA,Ex,Y,SBrkr,1448,0,0,1448,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,692,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1711,60,FV,84,10603,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,121,Gd,TA,PConc,Ex,Gd,No,GLQ,682,Unf,0,218,900,GasA,Ex,Y,SBrkr,909,886,0,1795,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,Fin,3,782,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1712,20,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,288,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1836,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2009,Fin,2,517,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial
+1713,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1430,Unf,0,222,1652,GasA,Ex,Y,SBrkr,1662,0,0,1662,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,RFn,3,711,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1714,20,FV,68,8736,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,771,ALQ,360,422,1553,GasA,Ex,Y,SBrkr,1553,0,0,1553,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,588,TA,TA,Y,192,88,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1715,60,FV,65,8127,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,402,812,GasA,Ex,Y,SBrkr,812,841,0,1653,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,628,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1716,20,RL,80,9605,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2007,RFn,2,576,TA,TA,Y,0,178,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1717,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,GLQ,54,Unf,0,1087,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2006,RFn,2,484,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1718,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1719,60,RL,96,10628,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,871,941,0,1812,0,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,478,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1720,20,RL,76,10141,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,Tar&Grv,VinylSd,VinylSd,BrkFace,264,Gd,TA,PConc,Gd,TA,Gd,BLQ,516,Rec,774,222,1512,GasA,Ex,Y,SBrkr,1512,0,0,1512,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,3,845,TA,TA,Y,210,36,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1721,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,248,102,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1722,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1723,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,836,Unf,0,278,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1724,20,RL,61,7328,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1450,1450,GasA,Ex,Y,SBrkr,1450,0,0,1450,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,3,788,TA,TA,Y,0,93,0,0,0,0,NA,NA,NA,0,2,2009,New,Partial
+1725,60,RL,43,11492,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,637,Unf,0,276,913,GasA,Ex,Y,SBrkr,913,1209,0,2122,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1997,RFn,2,559,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1726,60,RL,70,7703,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,52,Rec,364,400,816,GasA,Ex,Y,SBrkr,833,897,0,1730,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,528,TA,TA,Y,0,91,0,0,168,0,NA,NA,NA,0,11,2009,WD,Normal
+1727,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1332,1332,GasA,Gd,Y,SBrkr,1332,0,0,1332,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1728,60,RL,70,9109,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,36,GLQ,596,122,754,GasA,Ex,Y,SBrkr,754,786,0,1540,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,495,TA,TA,Y,140,32,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1729,60,RL,NA,10274,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,141,TA,Gd,CBlock,Gd,TA,No,Rec,331,Unf,0,345,676,GasA,TA,Y,SBrkr,698,702,0,1400,0,0,2,1,3,1,TA,6,Typ,0,NA,Attchd,1986,RFn,2,465,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1730,90,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,6,7,1981,1981,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,964,918,0,1882,0,0,2,0,4,2,TA,8,Typ,2,TA,Attchd,1981,Unf,2,612,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1731,20,RL,63,9750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,68,BLQ,884,28,980,GasA,Gd,Y,SBrkr,980,0,0,980,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1969,Unf,2,400,TA,TA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal
+1732,20,RL,NA,8499,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,660,Unf,0,204,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1982,Unf,2,732,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1733,20,RL,NA,9079,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,864,Unf,0,0,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,440,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1734,20,RL,NA,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,544,Unf,0,480,1024,GasA,Gd,Y,SBrkr,1020,0,0,1020,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,171,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,Oth,Family
+1735,20,RL,NA,7791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1963,1995,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,624,Unf,0,288,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Normal
+1736,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,TA,TA,CBlock,TA,TA,No,LwQ,140,BLQ,590,182,912,GasA,Gd,Y,SBrkr,912,0,0,912,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,252,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1737,20,RL,NA,15676,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,8,1980,1980,Gable,CompShg,VinylSd,VinylSd,BrkFace,115,Gd,Gd,CBlock,Gd,Gd,Gd,ALQ,1733,Rec,92,189,2014,GasA,Gd,Y,SBrkr,2014,0,0,2014,1,0,2,0,2,1,Gd,6,Maj1,2,Gd,Attchd,1980,RFn,3,864,TA,TA,Y,462,0,0,255,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1738,60,RL,NA,11949,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,8,1991,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,Gd,PConc,Gd,TA,No,GLQ,601,ALQ,216,158,975,GasA,Ex,Y,SBrkr,975,780,0,1755,0,1,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,Unf,2,524,TA,TA,Y,502,60,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal
+1739,160,FV,32,2880,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1376,1376,GasA,Ex,Y,SBrkr,1376,1629,0,3005,0,0,2,1,3,1,Gd,9,Mod,1,TA,BuiltIn,2004,Fin,3,704,TA,TA,Y,0,177,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1740,120,FV,NA,3830,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,280,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1726,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,2,561,TA,TA,Y,0,254,0,0,0,0,NA,NA,NA,0,1,2009,New,Partial
+1741,120,FV,NA,4217,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,252,Gd,TA,PConc,Gd,TA,No,GLQ,962,Unf,0,183,1145,GasA,Ex,Y,SBrkr,1256,0,0,1256,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,641,TA,TA,Y,0,169,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1742,160,FV,34,2998,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,507,Unf,0,249,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1743,160,FV,35,3768,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,549,Unf,0,142,691,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,0,9,2009,WD,Normal
+1744,20,RL,NA,14694,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1977,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,450,Ex,Ex,CBlock,Gd,Gd,Gd,GLQ,1252,ALQ,136,306,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,1977,Fin,2,642,TA,TA,Y,501,120,0,225,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1745,20,RL,110,15417,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,5,1981,1981,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Mn,LwQ,121,Unf,0,1619,1740,GasA,TA,Y,SBrkr,1740,0,0,1740,0,0,1,1,2,1,Gd,7,Typ,0,NA,Attchd,1981,RFn,2,540,TA,TA,Y,228,20,218,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1746,80,RL,80,9600,Pave,NA,Reg,Low,AllPub,FR2,Mod,Veenker,Feedr,Norm,1Fam,SLvl,8,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,200,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,392,392,GasA,Ex,Y,SBrkr,1487,1012,0,2499,0,0,2,1,4,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,527,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,1,2009,WD,Abnorml
+1747,60,RL,NA,12732,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,560,LwQ,42,150,752,GasA,TA,Y,SBrkr,1285,782,0,2067,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1974,RFn,2,784,TA,TA,Y,297,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1748,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1967,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,256,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,1271,1369,0,2640,0,0,2,1,5,1,Gd,8,Typ,1,TA,Attchd,1967,RFn,2,515,TA,TA,Y,0,120,0,0,168,0,NA,NA,NA,0,5,2009,WD,Normal
+1749,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,TA,CBlock,Gd,TA,Mn,ALQ,553,Rec,147,588,1288,GasA,TA,Y,SBrkr,1336,0,0,1336,0,1,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1969,RFn,2,502,TA,TA,Y,312,11,0,0,0,0,NA,NA,Shed,650,8,2009,WD,Normal
+1750,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,Av,BLQ,955,Unf,0,261,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Abnorml
+1751,60,RL,NA,13774,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1977,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,283,TA,Gd,PConc,Gd,TA,No,GLQ,432,Unf,0,476,908,GasA,Ex,Y,SBrkr,1316,972,0,2288,0,0,1,2,4,1,Gd,8,Typ,2,TA,Attchd,1977,RFn,2,520,TA,TA,Y,321,72,0,0,156,0,NA,NA,NA,0,11,2009,WD,Normal
+1752,20,RL,62,7130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,BLQ,648,Unf,0,216,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Fin,1,312,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal
+1753,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1568,1568,GasA,TA,Y,SBrkr,1568,0,0,1568,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1967,Unf,2,440,TA,TA,Y,160,40,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal
+1754,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,252,TA,TA,CBlock,TA,TA,No,ALQ,698,Unf,0,467,1165,GasA,Gd,Y,SBrkr,1165,896,0,2061,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,RFn,2,498,TA,TA,Y,0,77,0,0,196,0,NA,NA,NA,0,5,2009,COD,Abnorml
+1755,85,RL,NA,16500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,509,TA,TA,CBlock,Gd,TA,Av,GLQ,962,Unf,0,270,1232,GasA,Fa,Y,SBrkr,1320,0,0,1320,0,1,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1756,20,RL,60,7436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1960,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,734,Unf,0,160,894,GasA,Gd,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1988,Unf,2,396,TA,TA,Y,0,0,0,360,0,0,NA,GdWo,NA,0,8,2009,WD,Normal
+1757,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Unf,0,461,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1960,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1758,20,RL,NA,9450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,160,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,265,1040,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1982,RFn,3,768,TA,TA,Y,0,0,84,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal
+1759,20,RL,NA,13495,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,70,TA,Gd,CBlock,TA,TA,No,BLQ,625,LwQ,201,222,1048,GasA,Fa,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,TA,7,Min1,1,Gd,Detchd,1956,Unf,2,576,TA,TA,Y,0,99,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1760,20,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1995,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,217,TA,TA,CBlock,TA,TA,No,ALQ,310,BLQ,512,491,1313,GasA,TA,Y,SBrkr,1313,0,0,1313,1,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1961,RFn,2,610,TA,TA,Y,172,28,0,0,121,0,NA,MnPrv,NA,0,2,2009,WD,Normal
+1761,20,RL,115,10500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,Gd,CBlock,TA,TA,No,LwQ,998,Unf,0,294,1292,GasA,TA,Y,SBrkr,1292,0,0,1292,1,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1964,Unf,2,520,TA,TA,Y,0,32,0,0,92,0,NA,NA,NA,0,7,2009,COD,Abnorml
+1762,60,RL,NA,8970,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,388,Unf,0,356,744,GasA,TA,Y,SBrkr,825,1315,0,2140,0,0,2,1,4,1,TA,7,Typ,1,TA,Attchd,1965,Fin,2,549,TA,TA,Y,0,40,264,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal
+1763,80,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,TA,TA,Gd,ALQ,568,Unf,0,640,1208,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,1,0,4,1,Gd,7,Typ,1,Po,BuiltIn,1961,Fin,2,368,TA,TA,Y,85,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1764,20,RL,68,9768,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,100,ALQ,247,613,960,GasA,Gd,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,330,TA,TA,Y,0,70,0,0,0,0,NA,MnPrv,NA,0,2,2009,WD,Normal
+1765,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkComm,Brk Cmn,None,0,Gd,TA,CBlock,TA,TA,No,Rec,1173,Unf,0,507,1680,GasA,TA,Y,SBrkr,1691,0,0,1691,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Unf,2,550,Gd,TA,Y,0,67,260,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1766,20,RL,92,10573,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1961,1961,Hip,CompShg,MetalSd,MetalSd,BrkFace,3,TA,TA,CBlock,TA,TA,No,Rec,1312,Unf,0,141,1453,GasA,Ex,Y,SBrkr,1453,0,0,1453,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,530,TA,TA,Y,0,49,0,0,288,0,NA,GdPrv,NA,0,4,2009,WD,Normal
+1767,20,RL,80,14695,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1966,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,TA,TA,No,ALQ,1387,Unf,0,175,1562,GasA,Gd,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,Gd,Attchd,1966,Unf,2,542,TA,TA,Y,0,110,0,0,342,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1768,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,164,Gd,TA,CBlock,TA,TA,No,ALQ,856,Unf,0,313,1169,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,286,TA,TA,Y,257,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1769,20,RL,NA,12285,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1960,1960,Gable,CompShg,Plywood,Plywood,BrkFace,128,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,785,1329,GasA,Gd,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,TA,5,Typ,2,Gd,Attchd,1960,Unf,2,441,TA,TA,Y,0,0,203,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1770,20,RL,66,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1959,1998,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,708,Unf,0,280,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,Unf,1,297,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1771,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,435,BLQ,202,565,1202,GasA,TA,Y,SBrkr,1202,0,0,1202,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,304,TA,TA,Y,0,35,120,0,0,0,NA,GdWo,NA,0,11,2009,COD,Abnorml
+1772,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Rec,172,LwQ,483,727,1382,GasA,Gd,Y,FuseA,1382,0,0,1382,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,350,TA,TA,Y,280,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1773,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1956,1956,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,155,LwQ,750,295,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,1,294,TA,TA,Y,0,189,140,0,0,0,NA,NA,NA,0,11,2009,WD,Family
+1774,90,RL,76,9482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,657,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1866,1866,GasA,Ex,Y,SBrkr,1866,0,0,1866,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,495,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal
+1775,20,RL,53,8128,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1954,1954,Hip,CompShg,MetalSd,MetalSd,BrkFace,80,TA,TA,CBlock,TA,TA,No,ALQ,490,Unf,0,572,1062,GasA,Gd,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1776,20,RL,67,13070,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,323,631,GasA,TA,Y,FuseA,1112,0,0,1112,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1951,Unf,2,480,TA,TA,Y,0,0,0,0,255,0,NA,NA,NA,0,10,2009,WD,Normal
+1777,30,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,700,Unf,0,93,793,GasA,TA,Y,SBrkr,793,0,0,793,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1945,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1778,20,RL,60,7626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1952,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,GLQ,931,Unf,0,100,1031,GasA,Gd,Y,SBrkr,1031,0,0,1031,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1952,Unf,1,230,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal
+1779,20,RL,75,9533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,140,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1210,0,0,1210,0,0,1,1,2,1,TA,7,Typ,0,NA,Attchd,1953,Fin,1,616,TA,TA,Y,208,0,100,0,0,0,NA,MnPrv,NA,0,8,2009,ConLD,Normal
+1780,60,RL,78,11419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,7,7,1948,1999,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,699,Unf,0,0,699,GasA,Ex,Y,FuseA,801,726,0,1527,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,2,410,TA,TA,Y,0,0,134,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal
+1781,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,390,Unf,0,810,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Fin,1,246,TA,TA,Y,126,0,0,0,0,0,NA,GdWo,NA,0,8,2009,WD,Normal
+1782,20,RL,53,5470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,792,792,GasA,Gd,Y,FuseA,792,0,0,792,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1958,Unf,1,366,Fa,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1783,60,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1939,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,676,0,1352,0,1,2,0,4,1,Gd,7,Typ,0,NA,Detchd,1939,Unf,2,720,TA,TA,Y,187,0,128,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1784,70,RL,80,8146,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,8,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,405,405,GasA,Gd,Y,SBrkr,717,322,0,1039,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1940,Unf,1,281,TA,TA,N,0,0,168,0,111,0,NA,NA,NA,0,5,2009,WD,Normal
+1785,30,RL,60,10230,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1054,1054,GasA,Ex,Y,SBrkr,1078,0,0,1078,0,0,1,0,3,1,Ex,6,Typ,0,NA,Detchd,1987,Unf,1,264,TA,TA,N,0,0,0,0,112,0,NA,GdWo,NA,0,12,2009,WD,Normal
+1786,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1313,1313,GasA,TA,Y,SBrkr,1313,0,1064,2377,0,0,2,0,3,1,Gd,8,Min2,1,TA,Detchd,1954,Unf,2,528,TA,TA,Y,0,0,432,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1787,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1910,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,SBrkr,930,760,0,1690,0,0,2,0,4,1,Gd,5,Typ,0,NA,Detchd,2008,Unf,2,624,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1788,30,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,2,5,1940,1950,Gable,CompShg,Stucco,Stucco,None,0,Fa,TA,PConc,Fa,TA,No,Unf,0,Unf,0,416,416,GasA,Gd,N,FuseA,599,0,0,599,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,81,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1789,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,SBrkr,846,0,0,846,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1980,Fin,2,576,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1790,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1890,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,FuseA,725,0,0,725,0,0,1,1,1,1,TA,4,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1791,90,RL,81,9671,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,2Story,6,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,Stone,480,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1248,1248,GasA,TA,Y,SBrkr,1248,1296,0,2544,0,0,2,2,6,2,TA,12,Typ,0,NA,Attchd,1969,RFn,3,907,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1792,20,RL,83,10143,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,295,TA,TA,CBlock,TA,TA,No,Rec,384,Unf,0,996,1380,GasA,Fa,Y,SBrkr,1380,0,0,1380,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,364,TA,TA,Y,0,0,0,0,216,0,NA,GdWo,NA,0,6,2009,WD,Normal
+1793,20,RL,77,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,4,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,Fa,TA,CBlock,TA,Fa,No,BLQ,872,Rec,60,108,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Min1,1,Po,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,156,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal
+1794,20,RL,62,8010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1958,2007,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,TA,TA,Mn,GLQ,745,Unf,0,206,951,GasA,Gd,Y,SBrkr,951,0,0,951,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1985,Unf,2,480,TA,TA,Y,0,0,42,0,0,0,NA,NA,Shed,450,9,2009,WD,Normal
+1795,20,RL,90,10454,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Hip,CompShg,Plywood,Plywood,Stone,143,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,559,1105,GasA,Gd,Y,FuseA,1105,0,0,1105,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1796,20,RL,80,9000,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Flat,Tar&Grv,Wd Sdng,Wd Sdng,BrkFace,82,TA,TA,CBlock,Gd,TA,Gd,Unf,0,Unf,0,160,160,GasA,Fa,Y,SBrkr,1142,0,0,1142,0,0,1,0,2,1,TA,5,Typ,1,Gd,Basment,1958,RFn,1,384,TA,TA,Y,0,28,64,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1797,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,621,Unf,0,174,795,GasA,Gd,N,SBrkr,765,368,0,1133,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,2,900,TA,TA,Y,0,0,0,0,231,0,NA,NA,NA,0,12,2009,COD,Abnorml
+1798,20,RL,71,7350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1041,1041,GasA,Gd,Y,SBrkr,1041,0,0,1041,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2009,WD,Normal
+1799,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,ALQ,630,BLQ,102,0,732,GasA,TA,Y,SBrkr,732,0,0,732,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1952,Unf,1,240,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1800,80,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1959,1959,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,433,Rec,95,0,528,GasA,TA,Y,SBrkr,1183,0,0,1183,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1801,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,4,7,1949,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,832,629,0,1461,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1949,Unf,1,384,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1802,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1948,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,TA,Y,SBrkr,1064,0,431,1495,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,180,36,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml
+1803,60,RL,76,7570,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,993,813,0,1806,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,483,TA,TA,Y,0,55,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1804,90,RL,75,8604,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,124,TA,Gd,CBlock,Gd,TA,Av,GLQ,941,Unf,0,0,941,GasA,Gd,Y,SBrkr,941,0,0,941,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1978,Unf,2,564,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1805,20,RL,80,7936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,826,Unf,0,219,1045,GasA,TA,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1963,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1806,50,RM,68,4080,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1935,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,861,517,0,1378,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1920,Unf,1,162,Fa,Fa,P,54,0,40,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1807,90,RM,57,10307,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,6,5,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,LwQ,633,Unf,0,339,972,GasA,Gd,N,FuseA,972,972,0,1944,1,0,2,0,4,2,TA,12,Typ,0,NA,Detchd,1920,Unf,2,324,Fa,TA,N,0,28,169,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1808,50,RM,90,15660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1910,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,240,240,GasA,TA,Y,SBrkr,810,496,0,1306,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1959,Unf,2,472,Fa,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1809,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1910,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,504,504,GasA,Ex,Y,SBrkr,764,700,0,1464,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1810,70,RM,57,6406,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,421,Unf,0,269,690,GasA,TA,Y,FuseA,868,690,0,1558,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,36,0,0,182,0,NA,MnPrv,NA,0,10,2009,WD,Normal
+1811,190,RM,63,7627,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,2fmCon,2Story,4,6,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,TA,BrkTil,Fa,Po,No,Unf,0,Unf,0,600,600,GasA,Gd,N,SBrkr,1101,600,0,1701,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,148,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1812,50,RM,56,10134,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,N,SBrkr,801,646,0,1447,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,80,0,244,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1813,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1950,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,384,Unf,0,384,768,GasA,TA,Y,FuseA,768,560,0,1328,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,12,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal
+1814,30,RM,62,7404,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,861,861,GasA,TA,Y,SBrkr,861,0,0,861,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,2,288,TA,TA,N,0,0,128,0,0,0,NA,NA,NA,0,11,2009,Oth,Normal
+1815,30,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseA,612,0,0,612,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1965,Unf,1,308,TA,Fa,N,0,0,25,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1816,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1923,1950,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Fa,TA,No,Unf,0,Unf,0,624,624,GasA,TA,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,287,TA,TA,Y,0,0,81,0,0,0,NA,GdWo,NA,0,2,2009,WD,Normal
+1817,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,677,677,GasA,TA,Y,SBrkr,833,677,0,1510,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,720,TA,TA,N,0,0,160,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1818,70,RM,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,6,7,1900,1950,Gable,CompShg,Stucco,BrkFace,None,0,TA,TA,BrkTil,Fa,Gd,Mn,Unf,0,Unf,0,917,917,GasA,Gd,Y,FuseA,1090,917,0,2007,0,0,2,0,3,1,Ex,8,Typ,0,NA,Detchd,1930,Unf,1,357,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1819,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1917,2007,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,664,624,0,1288,1,0,1,0,3,1,Ex,5,Typ,1,Gd,Attchd,1917,Unf,1,280,TA,TA,N,0,103,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1820,30,C (all),NA,3300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,3,1910,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1821,50,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Ex,Y,SBrkr,1044,0,436,1480,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,207,Fa,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,9,2009,ConLI,Family
+1822,70,RM,60,9720,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Ex,Y,SBrkr,780,741,0,1521,0,0,1,0,4,1,Gd,8,Typ,0,NA,Detchd,1950,Unf,3,640,TA,TA,Y,0,0,238,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal
+1823,30,C (all),72,9392,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,3,1900,1950,Mansard,CompShg,AsbShng,AsbShng,None,0,TA,Fa,CBlock,Fa,TA,No,Unf,0,Unf,0,245,245,GasA,TA,N,SBrkr,797,0,0,797,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,36,94,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml
+1824,30,RL,NA,6615,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,6,1923,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1022,1022,GasA,TA,N,FuseA,1432,0,0,1432,0,0,1,0,3,1,Gd,6,Typ,1,Gd,BuiltIn,1923,Unf,1,216,Fa,TA,Y,266,61,0,0,0,0,NA,GdWo,NA,0,9,2009,WD,Normal
+1825,70,RL,50,4960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,7,1930,1982,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,297,297,GasA,Ex,Y,SBrkr,1001,653,0,1654,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1955,Unf,1,336,TA,TA,N,244,60,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1826,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1924,1950,Gable,CompShg,Stucco,Stucco,BrkFace,444,TA,TA,BrkTil,TA,TA,No,Rec,220,Unf,0,248,468,GasA,Gd,Y,SBrkr,822,320,0,1142,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1924,Fin,1,320,TA,TA,Y,0,0,98,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1827,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1925,1999,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,995,0,0,995,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,264,TA,TA,Y,0,15,51,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Abnorml
+1828,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,273,Unf,0,679,952,GasA,TA,Y,FuseA,994,588,0,1582,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1938,Unf,1,250,Fa,TA,Y,189,0,34,150,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1829,30,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,LwQ,134,Unf,0,938,1072,GasA,TA,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1982,Unf,5,1184,Fa,TA,P,0,0,105,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1830,70,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1048,1048,GasA,Gd,Y,FuseA,1048,720,0,1768,0,0,2,0,3,1,TA,8,Typ,0,NA,Detchd,1930,Unf,2,576,Fa,Fa,Y,0,0,150,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1831,70,RM,68,9928,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Fa,Y,SBrkr,1272,672,0,1944,0,0,2,0,3,1,TA,8,Min2,0,NA,Detchd,1915,Unf,1,216,TA,TA,N,24,28,0,0,0,0,NA,NA,Shed,400,6,2009,WD,Normal
+1832,90,RM,50,3000,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,1,1922,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1040,1040,GasA,TA,N,SBrkr,1088,1040,0,2128,0,0,2,0,4,2,TA,11,Sev,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml
+1833,70,RM,57,6876,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,5,1927,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,522,Unf,0,198,720,GasA,Fa,Y,SBrkr,1146,784,0,1930,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1927,Unf,1,316,TA,TA,Y,0,0,213,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal
+1834,70,RM,NA,5775,Pave,NA,IR2,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,2Story,6,7,1915,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,483,483,GasA,Ex,Y,SBrkr,741,686,0,1427,0,0,1,0,3,1,Gd,7,Typ,0,NA,Attchd,1915,Unf,1,379,TA,TA,Y,0,24,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1835,190,RM,41,5852,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,5,1902,2000,Gable,CompShg,MetalSd,MetalSd,Stone,188,TA,Fa,BrkTil,TA,Fa,No,Rec,169,Unf,0,851,1020,GasA,TA,N,FuseF,978,886,0,1864,0,0,2,1,6,1,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,188,102,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1836,50,RM,60,5160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1204,1204,GasA,TA,Y,FuseA,1204,462,0,1666,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1927,Unf,1,384,Fa,TA,Y,0,0,148,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1837,85,RM,86,5160,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SFoyer,4,6,1923,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,Fa,Av,BLQ,749,Rec,63,46,858,GasA,TA,Y,SBrkr,892,0,0,892,1,0,1,0,1,1,Gd,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,160,0,NA,NA,NA,0,7,2009,COD,Abnorml
+1838,190,RM,60,10320,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,2fmCon,2Story,6,7,1915,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,276,ALQ,262,160,698,GasA,Ex,Y,FuseF,754,649,0,1403,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1915,Unf,1,308,TA,TA,Y,0,0,288,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1839,20,RL,50,4280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,9,1946,2001,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,FuseA,704,0,0,704,0,1,1,0,2,1,Fa,4,Typ,0,NA,CarPort,1946,Unf,1,220,TA,TA,Y,0,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1840,90,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,Gd,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
+1841,90,RL,NA,10547,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,Gd,Gd,GLQ,1152,Unf,0,0,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,2,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1960,Unf,1,252,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1842,50,RL,60,9780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,3,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,FuseA,687,425,0,1112,1,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1934,Unf,1,226,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1843,20,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,172,TA,TA,CBlock,TA,TA,No,BLQ,527,Unf,0,525,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1984,Fin,1,668,TA,TA,Y,0,215,0,0,0,0,NA,NA,NA,0,4,2009,WD,Abnorml
+1844,85,RL,NA,8014,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1978,1978,Gable,CompShg,Plywood,HdBoard,BrkFace,23,TA,TA,CBlock,Gd,TA,Gd,GLQ,456,Unf,0,0,456,GasA,TA,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,5,Typ,1,Fa,Basment,1978,Fin,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1845,80,RL,88,15400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,5,1961,1961,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,No,Unf,0,Unf,0,552,552,GasA,TA,Y,SBrkr,904,611,259,1774,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1961,Unf,1,384,TA,TA,Y,290,40,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1846,80,RL,88,15312,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,54,TA,TA,CBlock,TA,TA,Av,BLQ,588,Unf,0,550,1138,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1960,RFn,2,480,TA,TA,Y,0,0,0,0,140,0,NA,MnPrv,NA,0,3,2009,COD,Normal
+1847,80,RL,NA,15584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,366,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,825,825,GasA,Ex,Y,SBrkr,2071,0,0,2071,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1956,Unf,1,336,TA,TA,Y,131,28,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1848,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,2,2,1947,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,660,0,0,660,0,0,1,0,2,1,Fa,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1849,20,RL,NA,15635,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,0,2,1,TA,6,Mod,0,NA,Attchd,1980,Unf,2,498,Fa,TA,Y,0,0,90,0,110,0,NA,NA,NA,0,10,2009,WD,Normal
+1850,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,257,Unf,0,816,1073,GasA,TA,Y,FuseA,1073,0,0,1073,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,340,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal
+1851,60,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1946,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,342,Unf,0,405,747,GasA,Ex,Y,SBrkr,892,747,0,1639,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1946,Unf,1,240,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1852,20,RL,62,7440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,173,Unf,0,916,1089,GasW,TA,Y,SBrkr,1089,0,0,1089,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1954,RFn,1,252,TA,TA,P,328,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal
+1853,120,RL,42,4235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,1Story,5,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,149,Gd,TA,CBlock,Gd,TA,Mn,GLQ,552,ALQ,393,104,1049,GasA,TA,Y,SBrkr,1049,0,0,1049,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Fin,1,266,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1854,80,RL,74,10778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,SLvl,7,6,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,460,ALQ,286,308,1054,GasA,Gd,Y,SBrkr,1061,0,0,1061,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1990,Unf,2,462,TA,TA,Y,114,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1855,80,RL,66,19255,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,6,5,1983,1983,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,100,Gd,TA,CBlock,Gd,TA,Av,Rec,70,GLQ,450,0,520,GasA,Gd,Y,SBrkr,1338,0,0,1338,0,0,1,1,2,1,Gd,5,Min2,1,Po,Attchd,1983,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,600,9,2009,WD,Normal
+1856,60,RL,85,10560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,474,Unf,0,605,1079,GasA,Ex,Y,SBrkr,1079,800,0,1879,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,473,TA,TA,Y,400,100,144,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal
+1857,70,RL,120,26400,Pave,NA,Reg,Bnk,AllPub,FR2,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,5,7,1880,2007,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1288,728,0,2016,0,0,1,0,4,1,TA,7,Mod,1,TA,Attchd,1900,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1858,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1114,1114,0,2228,0,0,2,0,6,2,TA,8,Typ,0,NA,Detchd,1979,Unf,2,720,TA,TA,Y,73,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca
+1859,90,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,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,GdPrv,NA,0,6,2009,WD,Alloca
+1860,90,RL,64,7040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,BrkFace,216,TA,TA,CBlock,Gd,TA,Av,GLQ,1094,Unf,0,0,1094,GasA,TA,Y,SBrkr,1229,0,0,1229,2,0,0,2,2,2,Gd,6,Typ,2,TA,Detchd,1979,Unf,2,672,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca
+1861,90,RL,64,7007,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1513,0,0,1513,0,0,2,0,4,2,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
+1862,90,RL,NA,11855,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1863,90,RL,NA,7939,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1864,90,RL,NA,7976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1865,20,RL,84,10933,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2009,2009,Hip,CompShg,VinylSd,VinylSd,Stone,242,Ex,TA,PConc,Ex,TA,Gd,GLQ,1021,Unf,0,534,1555,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,1,1,1,1,Ex,8,Typ,1,Gd,Attchd,2009,Fin,3,1138,TA,TA,Y,185,24,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial
+1866,20,RL,65,10816,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,364,Ex,TA,PConc,Ex,TA,Gd,GLQ,1104,Unf,0,616,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,846,TA,TA,Y,208,104,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1867,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,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,RFn,3,904,TA,TA,Y,192,142,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1868,20,RL,77,11422,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,352,Gd,TA,PConc,Ex,TA,Av,GLQ,1359,Unf,0,479,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2007,RFn,2,524,TA,TA,Y,154,222,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1869,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,902,Unf,0,380,1282,GasA,Ex,Y,SBrkr,1290,0,0,1290,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,662,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1870,20,RL,95,10324,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Av,GLQ,872,Unf,0,382,1254,GasA,Ex,Y,SBrkr,1254,0,0,1254,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2008,RFn,3,810,TA,TA,Y,168,92,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1871,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Ex,TA,Gd,GLQ,24,Unf,0,1474,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,844,TA,TA,Y,144,98,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1872,60,RL,79,11646,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,704,704,GasA,Ex,Y,SBrkr,704,718,0,1422,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,36,28,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1873,60,RL,NA,16698,Pave,NA,IR1,HLS,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,800,Unf,0,649,1449,GasA,Gd,Y,SBrkr,944,815,0,1759,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Unf,2,525,TA,TA,Y,150,193,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1874,20,RL,65,9757,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,755,Unf,0,235,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1995,RFn,1,440,TA,TA,Y,66,0,0,0,92,0,NA,NA,NA,0,10,2009,WD,Normal
+1875,20,RL,65,14753,Pave,NA,IR2,Low,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,950,Unf,0,513,1463,GasA,Ex,Y,SBrkr,1463,0,0,1463,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,539,TA,TA,Y,0,81,0,0,0,0,NA,GdPrv,NA,0,12,2009,WD,Normal
+1876,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,606,Unf,0,322,928,GasA,Ex,Y,SBrkr,928,844,0,1772,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,RFn,2,492,TA,TA,Y,150,96,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1877,20,RL,65,10739,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,GLQ,1259,Unf,0,172,1431,GasA,Ex,Y,SBrkr,1444,0,0,1444,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,577,TA,TA,Y,144,40,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1878,20,RL,75,11166,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1468,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,114,0,0,168,0,NA,NA,NA,0,7,2009,WD,Family
+1879,20,RL,NA,16269,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,BrkTil,Gd,TA,Av,GLQ,625,Unf,0,282,907,GasA,TA,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,1,343,TA,TA,Y,72,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1880,20,RL,76,6950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1979,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,40,TA,TA,CBlock,TA,TA,No,ALQ,710,BLQ,72,132,914,GasA,TA,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1979,Unf,2,444,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1881,20,RL,90,11664,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1234,Unf,0,335,1569,GasA,Ex,Y,SBrkr,1611,0,0,1611,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,3,1231,TA,TA,Y,262,93,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1882,60,RL,NA,12334,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1068,1068,GasA,Ex,Y,SBrkr,1068,1116,0,2184,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,2,570,TA,TA,Y,192,132,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1883,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,885,0,1725,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,550,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1884,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,944,944,GasA,Ex,Y,SBrkr,944,926,0,1870,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,608,TA,TA,Y,256,43,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1885,20,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,CollgCr,Feedr,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Gd,GLQ,1246,Unf,0,216,1462,GasA,Ex,Y,SBrkr,1513,0,0,1513,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,521,TA,TA,Y,135,34,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1886,20,RL,NA,12782,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,HdBoard,HdBoard,BrkFace,164,Gd,TA,PConc,Ex,TA,Gd,GLQ,1360,Unf,0,462,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,523,TA,TA,Y,194,144,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1887,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,209,Gd,TA,PConc,Gd,TA,Av,GLQ,1111,Unf,0,306,1417,GasA,Ex,Y,SBrkr,1417,0,0,1417,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Unf,2,511,TA,TA,Y,60,0,0,0,117,0,NA,NA,NA,0,8,2009,WD,Normal
+1888,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Av,GLQ,1478,Unf,0,100,1578,GasA,Ex,Y,SBrkr,1602,0,0,1602,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,810,TA,TA,Y,0,48,0,0,195,0,NA,NA,NA,0,1,2009,WD,Normal
+1889,60,RL,85,11069,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,788,0,1396,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,440,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1890,20,RL,80,10682,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1960,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,399,Unf,0,615,1014,GasA,TA,Y,SBrkr,1149,0,0,1149,1,0,1,0,3,1,TA,7,Min1,0,NA,2Types,1968,Fin,1,544,TA,TA,Y,0,240,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1891,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,Wood,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,0,4,2009,WD,Normal
+1892,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,332,Rec,243,301,876,GasA,TA,Y,FuseA,876,0,0,876,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal
+1893,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,Mn,Rec,1078,Unf,0,0,1078,GasA,TA,Y,FuseA,1368,0,0,1368,1,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1950,RFn,1,195,TA,TA,Y,0,41,211,0,0,0,NA,NA,Shed,900,6,2009,WD,Normal
+1894,90,RL,65,10926,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1959,1959,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1678,1678,GasA,TA,Y,SBrkr,1678,0,0,1678,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1895,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,HdBoard,HdBoard,BrkFace,259,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,604,1150,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1896,50,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,94,720,GasA,Ex,Y,SBrkr,854,444,0,1298,0,0,1,0,3,1,TA,6,Typ,2,Gd,Detchd,1940,Unf,1,256,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1897,50,RH,70,6300,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,88,TA,TA,PConc,TA,Fa,No,LwQ,832,Unf,0,0,832,GasA,TA,Y,SBrkr,832,436,0,1268,0,0,1,1,3,1,TA,7,Typ,2,Gd,Basment,1938,Unf,1,250,TA,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml
+1898,70,RL,43,5707,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,6,6,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,583,583,GasA,Gd,Y,FuseF,647,595,0,1242,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,180,Fa,TA,Y,329,96,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1899,30,RL,64,8574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1916,2000,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1232,0,0,1232,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Detchd,1916,Unf,2,440,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1900,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1918,1990,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,628,600,0,1228,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1918,Unf,1,215,Fa,TA,Y,0,113,0,0,195,0,NA,MnPrv,NA,0,5,2009,WD,Normal
+1901,50,RL,60,13680,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,728,Unf,0,112,840,GasA,Ex,Y,SBrkr,840,727,0,1567,1,0,1,1,2,1,TA,6,Min2,2,TA,Detchd,1961,Unf,2,440,TA,TA,Y,0,21,150,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal
+1902,20,RL,80,14680,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,4,1960,1960,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,793,Unf,0,480,1273,GasA,Ex,Y,SBrkr,1273,0,0,1273,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,Unf,1,307,TA,TA,Y,483,0,0,0,115,0,NA,MnPrv,NA,0,6,2009,WD,Normal
+1903,90,RL,NA,8145,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,Duplex,2.5Unf,7,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,246,Unf,0,674,920,GasA,Ex,Y,SBrkr,1240,1240,0,2480,0,0,2,1,5,2,TA,13,Typ,2,Gd,Detchd,1940,Unf,2,400,TA,TA,Y,0,0,57,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1904,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,BrkTil,TA,TA,Mn,Rec,154,ALQ,694,264,1112,GasA,Ex,Y,SBrkr,1112,0,0,1112,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,390,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Family
+1905,20,RL,90,13339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1960,1960,Gable,CompShg,HdBoard,Plywood,Stone,132,TA,TA,CBlock,TA,TA,No,LwQ,65,BLQ,875,621,1561,GasA,TA,Y,SBrkr,1561,0,0,1561,1,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,Fin,2,463,TA,TA,Y,0,148,0,0,120,0,NA,NA,NA,0,5,2009,WD,Normal
+1906,50,RL,78,15600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1949,2005,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,312,Rec,507,248,1067,GasW,Fa,N,SBrkr,986,537,0,1523,1,0,2,0,3,1,Fa,7,Maj2,1,TA,Attchd,1949,Unf,1,295,TA,TA,Y,0,0,81,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1907,20,RL,100,17500,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Crawfor,PosA,Norm,1Fam,1Story,6,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,420,TA,TA,PConc,TA,TA,Av,LwQ,784,BLQ,435,91,1310,GasA,Ex,Y,SBrkr,1906,0,0,1906,1,0,1,1,3,1,TA,6,Typ,2,Gd,Basment,1954,Unf,2,576,TA,TA,Y,0,201,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1908,160,RM,24,1733,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,516,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,452,TA,TA,Y,279,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal
+1909,160,RM,24,1488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,Mn,ALQ,471,Unf,0,90,561,GasA,TA,Y,SBrkr,561,668,0,1229,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal
+1910,160,RM,24,1612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,561,561,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,154,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1911,80,RL,NA,13607,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,6,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,TA,Gd,CBlock,TA,TA,No,ALQ,454,Unf,0,118,572,GasA,Gd,Y,SBrkr,1182,800,0,1982,1,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1986,Fin,2,501,TA,TA,Y,400,112,0,0,0,0,NA,NA,Shed,1500,4,2009,WD,Normal
+1912,20,RL,NA,17597,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,9,1971,2009,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,803,ALQ,419,581,1803,GasA,TA,Y,SBrkr,2365,0,0,2365,1,0,2,0,3,1,Ex,7,Min1,2,Gd,Attchd,1971,Fin,2,551,TA,TA,Y,200,144,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal
+1913,70,RM,50,8660,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1900,1993,Gambrel,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,760,760,GasA,Ex,N,SBrkr,928,928,312,2168,0,0,2,0,5,1,Gd,11,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,467,160,78,0,0,0,NA,NA,NA,0,12,2009,WD,Normal
+1914,30,C (all),60,10200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,GasA,Fa,N,FuseP,572,0,0,572,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,200,TA,TA,N,0,0,72,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1915,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,174,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,6,2009,New,Partial
+1916,30,NA,109,21780,Grvl,NA,Reg,Lvl,NA,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,4,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,810,0,0,810,0,0,1,0,1,1,TA,4,Min1,0,NA,Detchd,1975,Unf,1,280,TA,TA,N,119,24,0,0,0,0,NA,NA,NA,0,3,2009,ConLD,Normal
+1917,60,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,445,BLQ,250,412,1107,GasA,Ex,Y,SBrkr,1040,1012,0,2052,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,Fin,3,642,TA,TA,Y,210,91,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1918,85,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,767,Unf,0,135,902,GasA,Ex,Y,SBrkr,926,0,0,926,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1977,Unf,1,351,TA,TA,Y,319,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1919,85,RL,72,9360,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,841,LwQ,116,0,957,GasA,TA,Y,SBrkr,1287,0,0,1287,1,0,1,1,2,1,TA,5,Typ,2,Fa,Attchd,1977,RFn,2,541,TA,TA,Y,302,39,0,0,120,0,NA,GdWo,NA,0,11,2009,WD,Normal
+1920,20,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,55,Unf,0,1527,1582,GasA,TA,Y,SBrkr,1595,0,0,1595,1,0,2,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml
+1921,20,RL,113,13438,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,246,Ex,TA,CBlock,Ex,TA,Gd,GLQ,1758,Unf,0,432,2190,GasA,Ex,Y,SBrkr,2036,0,0,2036,1,0,2,0,3,1,Ex,9,Typ,1,Ex,Attchd,2008,Fin,3,780,TA,TA,Y,90,154,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1922,20,RL,79,14463,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,BrkFace,406,Ex,TA,PConc,Ex,TA,Gd,GLQ,1115,Unf,0,526,1641,GasA,Ex,Y,SBrkr,1641,0,0,1641,1,0,2,0,3,1,Ex,7,Typ,0,NA,Attchd,2008,Fin,3,885,TA,TA,Y,0,95,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1923,60,RL,NA,9839,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,2Story,6,8,1980,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,462,Unf,0,250,712,GasA,Ex,Y,SBrkr,1375,862,0,2237,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,1980,Fin,2,440,TA,TA,Y,305,24,0,0,0,0,NA,NA,Shed,2500,2,2009,WD,Normal
+1924,80,RL,125,14419,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,1987,1989,Hip,CompShg,Plywood,Plywood,BrkFace,310,TA,TA,PConc,Gd,TA,Gd,GLQ,904,ALQ,624,117,1645,GasA,Ex,Y,SBrkr,1479,0,0,1479,2,0,2,1,3,1,Gd,7,Min1,1,Fa,Attchd,1987,Fin,2,578,TA,TA,Y,224,238,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1925,60,RL,75,9157,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1072,942,0,2014,0,0,2,1,3,1,Gd,9,Typ,0,NA,Attchd,2003,Fin,2,486,TA,TA,Y,124,114,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml
+1926,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,290,Ex,TA,PConc,Ex,TA,Gd,GLQ,1640,Unf,0,338,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,920,TA,TA,Y,308,52,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1927,20,RL,75,12518,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,182,TA,TA,CBlock,TA,TA,No,ALQ,532,Unf,0,476,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,384,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1928,20,RL,83,13383,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,594,1188,GasA,Ex,Y,SBrkr,1404,0,0,1404,0,0,2,0,3,1,TA,7,Typ,1,Po,Attchd,1969,Unf,2,504,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1929,85,RL,50,7689,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,8,1972,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,720,BLQ,76,0,796,GasA,Gd,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1998,Unf,1,336,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1930,80,RL,62,7706,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1993,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Rec,114,GLQ,270,0,384,GasA,Ex,Y,SBrkr,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1993,Fin,1,429,TA,TA,Y,280,0,0,0,0,0,NA,NA,Shed,700,8,2009,WD,Normal
+1931,85,RL,70,7669,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1992,1993,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,718,LwQ,110,0,828,GasA,TA,Y,SBrkr,883,0,0,883,1,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1998,Unf,2,698,TA,TA,Y,100,32,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal
+1932,60,RL,62,10429,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,No,ALQ,330,Unf,0,294,624,GasA,TA,Y,SBrkr,624,663,0,1287,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2001,Unf,2,440,TA,TA,Y,150,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1933,60,RL,70,10457,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,7,1969,1969,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,Ex,CBlock,TA,TA,Gd,BLQ,496,LwQ,288,0,784,GasA,Ex,Y,SBrkr,784,848,0,1632,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1969,RFn,2,898,TA,TA,Y,0,173,368,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1934,60,RL,72,8702,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,706,Unf,0,220,926,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,0,4,2008,WD,Normal
+1935,60,RL,65,8139,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,119,TA,TA,PConc,Gd,TA,No,ALQ,476,Unf,0,204,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,420,TA,TA,Y,192,49,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+1936,60,RL,59,9535,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,851,Unf,0,75,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,472,TA,TA,Y,100,82,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1937,60,RL,NA,15038,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,138,Unf,0,778,916,GasA,Gd,Y,SBrkr,916,720,0,1636,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,386,TA,TA,Y,168,84,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+1938,20,RL,53,14137,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,5,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,898,1348,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,404,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+1939,120,RL,45,6264,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1997,1997,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,656,Unf,0,1008,1664,GasA,Ex,Y,SBrkr,1682,0,0,1682,1,0,1,1,1,1,Gd,6,Min1,1,TA,Attchd,1997,Fin,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1940,120,RL,39,5070,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1280,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal
+1941,60,RL,73,11184,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,932,701,0,1633,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,460,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family
+1942,60,RL,NA,14067,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,194,TA,TA,PConc,Gd,TA,No,ALQ,504,Unf,0,332,836,GasA,Gd,Y,SBrkr,851,858,0,1709,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1991,Fin,2,416,TA,TA,Y,0,40,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal
+1943,120,RL,65,5950,Pave,NA,IR1,HLS,AllPub,Inside,Mod,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,319,Unf,0,1018,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,RFn,2,462,TA,TA,Y,0,73,154,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+1944,60,RL,101,13543,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,130,Gd,TA,PConc,Ex,TA,Gd,GLQ,16,Unf,0,1152,1168,GasA,Ex,Y,SBrkr,1168,1332,0,2500,0,0,3,1,5,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,683,TA,TA,Y,192,32,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1945,20,RL,53,15401,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,296,Ex,TA,PConc,Ex,TA,Gd,GLQ,1337,Unf,0,547,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,670,TA,TA,Y,214,76,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+1946,20,RL,NA,31220,Pave,NA,IR1,Bnk,NA,FR2,Gtl,Gilbert,Feedr,Norm,1Fam,1Story,6,2,1952,1952,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1632,1632,GasA,TA,Y,FuseA,1474,0,0,1474,0,0,1,0,3,1,TA,7,Min2,2,Gd,Attchd,1952,Unf,2,495,TA,TA,Y,0,0,144,0,0,0,NA,NA,Shed,750,5,2008,WD,Normal
+1947,120,RL,60,8118,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,PosN,PosN,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,178,Ex,TA,PConc,Ex,TA,Gd,GLQ,1034,Unf,0,676,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,557,TA,TA,Y,156,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1948,20,RL,NA,47280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1950,1950,Hip,CompShg,AsbShng,AsbShng,BrkFace,44,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1488,1488,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1950,RFn,2,738,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,7,2008,WD,Family
+1949,20,RL,63,12680,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1988,1988,Gable,CompShg,Plywood,Wd Sdng,BrkFace,102,Gd,TA,CBlock,Gd,Gd,Mn,GLQ,983,Unf,0,692,1675,GasA,Ex,Y,SBrkr,1688,0,0,1688,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,1988,RFn,2,528,TA,TA,Y,0,48,0,0,141,0,NA,NA,NA,0,6,2008,WD,Normal
+1950,20,RL,NA,10825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1983,1983,Gable,CompShg,WdShing,Plywood,BrkFace,174,Gd,TA,CBlock,Gd,TA,Mn,GLQ,747,Unf,0,513,1260,GasA,TA,Y,SBrkr,1260,0,0,1260,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1983,Unf,2,598,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1951,20,RL,56,18559,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1978,1978,Hip,CompShg,Plywood,Plywood,BrkFace,383,Gd,Gd,CBlock,Gd,TA,No,GLQ,1206,Rec,186,656,2048,GasA,TA,Y,SBrkr,2064,0,0,2064,1,0,2,0,3,1,Gd,7,Typ,2,Fa,Attchd,1978,Fin,2,550,TA,TA,Y,200,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+1952,20,RL,85,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1979,1979,Hip,CompShg,Plywood,Plywood,BrkFace,194,Gd,TA,CBlock,Gd,Fa,No,ALQ,864,LwQ,449,469,1782,GasA,TA,Y,SBrkr,1782,0,0,1782,0,1,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1979,Fin,2,551,TA,TA,Y,467,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+1953,20,RL,90,13068,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,621,TA,TA,PConc,Gd,TA,No,ALQ,890,Rec,48,273,1211,GasA,TA,Y,SBrkr,1211,0,0,1211,1,0,2,0,3,1,Gd,6,Typ,1,Po,Attchd,1976,Fin,2,461,TA,TA,Y,0,0,0,174,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal
+1954,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1980,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,280,TA,TA,CBlock,Gd,TA,Mn,Unf,0,Unf,0,738,738,GasA,TA,Y,SBrkr,1277,767,0,2044,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1980,Unf,2,489,TA,TA,Y,28,73,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+1955,60,RL,75,9743,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,5,6,1969,1969,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,280,Unf,0,440,720,GasA,Gd,Y,SBrkr,720,588,0,1308,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1969,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1956,60,RL,NA,12511,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1978,1978,Mansard,WdShake,Plywood,Plywood,BrkFace,168,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,432,1420,GasA,Ex,Y,SBrkr,1420,1420,0,2840,0,1,2,1,4,1,Gd,8,Min2,2,Gd,Attchd,1978,Fin,4,1314,TA,Gd,Y,0,16,0,0,208,0,NA,MnPrv,NA,0,12,2008,WD,Normal
+1957,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1444,1444,GasA,TA,Y,SBrkr,1444,0,0,1444,0,0,2,0,2,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,473,TA,TA,Y,0,24,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal
+1958,60,RL,NA,14311,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,402,Gd,TA,PConc,Gd,TA,No,GLQ,1023,Unf,0,213,1236,GasA,Ex,Y,SBrkr,1236,1104,0,2340,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1996,RFn,3,787,TA,TA,Y,192,180,218,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal
+1959,90,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,Mn,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,Detchd,1982,Unf,2,480,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1960,20,RL,68,10295,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,TA,Mn,Rec,252,Unf,0,684,936,GasA,TA,Y,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1969,Unf,1,288,TA,TA,Y,16,0,0,0,0,0,NA,NA,NA,0,9,2008,COD,Normal
+1961,20,RL,63,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,119,ALQ,613,132,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1962,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,TA,TA,No,LwQ,458,Unf,0,25,483,GasA,TA,Y,SBrkr,483,504,0,987,0,1,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,52,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+1963,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,422,TA,TA,CBlock,TA,TA,No,LwQ,483,Unf,0,0,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1975,Unf,1,352,TA,TA,Y,411,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+1964,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,356,TA,TA,CBlock,TA,TA,No,Rec,350,Unf,0,280,630,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,0,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+1965,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,286,LwQ,294,275,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1975,RFn,2,460,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1966,120,RL,24,2529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,378,Unf,0,677,1055,GasA,Fa,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,440,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+1967,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,302,Gd,TA,PConc,Ex,TA,No,GLQ,1012,Unf,0,570,1582,GasA,Ex,Y,SBrkr,1582,0,0,1582,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,905,TA,TA,Y,209,95,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial
+1968,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Ex,TA,Gd,GLQ,1728,BLQ,495,195,2418,GasA,Ex,Y,SBrkr,2464,0,0,2464,1,0,2,1,4,1,Ex,9,Typ,1,Ex,Attchd,2007,Fin,3,650,TA,TA,Y,358,78,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+1969,20,RL,104,14418,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,480,Ex,TA,PConc,Ex,TA,Gd,GLQ,1375,Unf,0,575,1950,GasA,Ex,Y,SBrkr,1950,0,0,1950,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,706,TA,TA,Y,156,207,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1970,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1420,Unf,0,430,1850,GasA,Ex,Y,SBrkr,1850,898,0,2748,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,850,TA,TA,Y,212,182,0,0,0,0,NA,NA,NA,0,10,2008,WD,Abnorml
+1971,60,RL,96,12539,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,10,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,468,Ex,TA,PConc,Ex,TA,Gd,GLQ,1082,Unf,0,538,1620,GasA,Ex,Y,SBrkr,1632,1158,0,2790,1,0,2,1,4,1,Ex,10,Typ,1,Ex,BuiltIn,2005,Fin,4,1150,TA,TA,Y,30,200,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal
+1972,60,RL,102,12151,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,BrkFace,368,Gd,TA,PConc,Ex,TA,Av,GLQ,1249,Unf,0,165,1414,GasA,Ex,Y,SBrkr,1414,917,0,2331,1,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,1003,TA,TA,Y,192,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+1973,60,RL,74,8899,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,108,Ex,TA,PConc,Gd,TA,Av,GLQ,40,Unf,0,908,948,GasA,Ex,Y,SBrkr,948,1140,0,2088,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2007,Fin,3,656,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1974,60,RL,85,10574,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,126,Gd,TA,PConc,Ex,TA,No,GLQ,856,Unf,0,292,1148,GasA,Ex,Y,SBrkr,1170,1162,0,2332,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2004,Fin,3,756,TA,TA,Y,224,142,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1975,20,RL,106,12720,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,MetalSd,MetalSd,Stone,680,Ex,TA,PConc,Ex,TA,Gd,GLQ,2257,Unf,0,278,2535,GasA,Ex,Y,SBrkr,2470,0,0,2470,2,0,1,1,1,1,Ex,7,Typ,2,Gd,Attchd,2003,Fin,3,789,TA,TA,Y,154,65,0,0,216,144,Ex,NA,NA,0,2,2008,WD,Normal
+1976,20,RL,92,10845,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,504,Gd,TA,PConc,Gd,TA,Mn,GLQ,1149,Unf,0,454,1603,GasA,Ex,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,732,TA,TA,Y,216,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1977,60,RL,130,16900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,1110,Gd,TA,PConc,Ex,TA,Mn,GLQ,1075,Unf,0,404,1479,GasA,Ex,Y,SBrkr,1515,1134,0,2649,1,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,2001,Fin,3,746,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+1978,60,RL,112,16451,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,221,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1765,1765,GasA,Ex,Y,SBrkr,1804,886,0,2690,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,795,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1979,120,RL,58,10110,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,492,Ex,TA,PConc,Gd,TA,No,GLQ,372,Unf,0,1486,1858,GasA,Ex,Y,SBrkr,1866,0,0,1866,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,870,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial
+1980,120,RL,135,12304,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,144,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1347,1367,GasA,Ex,Y,SBrkr,1367,0,0,1367,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1981,120,RL,89,8232,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,714,Ex,TA,PConc,Ex,TA,No,GLQ,1204,Unf,0,596,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,3,944,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial
+1982,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,846,Unf,0,496,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1983,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1318,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+1984,160,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,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,0,10,2008,WD,Normal
+1985,120,RL,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,TA,Gd,GLQ,1073,Unf,0,342,1415,GasA,Ex,Y,SBrkr,1455,0,0,1455,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2003,Fin,3,644,TA,TA,Y,156,20,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal
+1986,120,RM,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,24,Gd,TA,PConc,Gd,TA,No,GLQ,1087,Unf,0,306,1393,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,RFn,3,668,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1987,20,RL,53,3710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,WdShing,Wd Shng,BrkFace,20,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1146,1146,GasA,Ex,Y,SBrkr,1246,0,0,1246,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2007,Fin,2,428,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial
+1988,60,RL,80,9024,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,789,789,GasA,Ex,Y,SBrkr,813,702,0,1515,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1989,60,RL,NA,8010,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2003,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,BuiltIn,2002,Fin,2,400,TA,TA,Y,138,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1990,60,RL,NA,8396,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1139,0,1986,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1991,120,RL,55,7301,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,6,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial
+1992,60,RL,71,8220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,647,Gd,TA,PConc,Gd,TA,Av,GLQ,544,Unf,0,438,982,GasA,Ex,Y,SBrkr,1008,884,0,1892,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,RFn,2,431,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1993,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,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,2002,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+1994,60,RL,41,12460,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,870,Unf,0,167,1037,GasA,Ex,Y,SBrkr,1037,1285,0,2322,0,0,2,1,4,1,TA,8,Typ,1,TA,BuiltIn,1999,Fin,2,400,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1995,60,RL,77,8390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,873,778,0,1651,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,450,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1996,75,RL,84,9660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2.5Unf,8,5,1997,1997,Hip,CompShg,HdBoard,HdBoard,BrkFace,1290,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1173,1173,GasA,Ex,Y,SBrkr,1182,1017,0,2199,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,516,TA,TA,Y,0,131,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+1997,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,295,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1519,1519,GasA,Ex,Y,SBrkr,1533,639,0,2172,0,0,2,1,4,1,Ex,8,Typ,1,TA,BuiltIn,2000,RFn,3,687,TA,TA,Y,162,153,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1998,20,RL,136,11675,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,495,Gd,TA,PConc,Gd,TA,Av,GLQ,1660,Unf,0,322,1982,GasA,Ex,Y,SBrkr,2006,0,0,2006,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1998,Fin,3,938,TA,TA,Y,144,33,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1999,60,RL,97,10990,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,851,Unf,0,213,1064,GasA,Ex,Y,SBrkr,1064,1061,0,2125,1,0,2,1,4,1,Gd,12,Typ,2,TA,Attchd,1996,RFn,2,576,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2000,60,RL,NA,11929,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,466,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1242,1242,GasA,Ex,Y,SBrkr,1251,1250,0,2501,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,751,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2001,60,RL,91,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,WdShake,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Av,BLQ,228,GLQ,852,0,1080,GasA,Ex,Y,SBrkr,1108,1089,0,2197,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1993,Fin,3,783,TA,TA,Y,385,99,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2002,20,RL,74,13253,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,Gd,TA,PConc,Ex,TA,No,GLQ,1096,Unf,0,482,1578,GasA,Gd,Y,SBrkr,1578,0,0,1578,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Unf,3,642,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2003,60,RL,73,9801,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1341,1341,GasA,Ex,Y,SBrkr,1341,520,0,1861,0,0,3,0,3,1,Gd,7,Typ,1,Gd,BuiltIn,2007,RFn,3,851,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2004,60,RL,80,9428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,310,Gd,TA,PConc,Gd,TA,Av,GLQ,729,Unf,0,226,955,GasA,Ex,Y,SBrkr,955,919,0,1874,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,2,2008,New,Partial
+2005,20,RL,87,10037,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,666,Unf,0,794,1460,GasA,Ex,Y,SBrkr,1460,0,0,1460,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,480,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2006,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1339,1363,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,588,TA,TA,Y,192,113,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial
+2007,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1660,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,660,TA,TA,Y,133,120,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2008,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,Stone,210,Gd,TA,PConc,Gd,TA,No,GLQ,902,Unf,0,316,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,462,TA,TA,Y,168,168,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial
+2009,60,RL,68,10110,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,80,ALQ,555,200,835,GasA,Ex,Y,SBrkr,835,861,0,1696,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,542,TA,TA,Y,143,66,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2010,60,RL,67,12774,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,835,828,0,1663,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,478,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2011,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,TA,TA,PConc,Gd,Gd,No,GLQ,80,Unf,0,1095,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,90,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2012,20,RL,81,9260,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1162,1162,GasA,Ex,Y,SBrkr,1162,0,0,1162,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,483,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2013,60,RL,65,8453,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,38,Gd,TA,PConc,Gd,TA,No,GLQ,362,Unf,0,392,754,GasA,Ex,Y,SBrkr,754,855,0,1609,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,525,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2014,60,RL,50,8480,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,602,Unf,0,284,886,GasA,Ex,Y,SBrkr,886,794,0,1680,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+2015,60,RL,43,14565,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Av,GLQ,537,Unf,0,295,832,GasA,Ex,Y,SBrkr,832,825,0,1657,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,483,TA,TA,Y,144,74,0,0,0,0,NA,NA,Shed,2000,11,2008,WD,Normal
+2016,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,472,Unf,0,355,827,GasA,Ex,Y,SBrkr,827,850,0,1677,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,627,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2017,60,RL,75,8285,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,397,Unf,0,439,836,GasA,Gd,Y,SBrkr,844,893,0,1737,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,Fin,2,506,TA,TA,Y,192,85,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2018,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Gd,No,BLQ,53,ALQ,799,132,984,GasA,TA,Y,SBrkr,984,0,0,984,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1963,RFn,1,384,TA,TA,Y,145,56,0,0,0,0,NA,MnPrv,Shed,400,8,2008,WD,Normal
+2019,20,RL,75,8100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1961,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,764,Unf,0,100,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1962,Unf,1,420,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2020,190,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,2fmCon,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Fa,Mn,ALQ,890,Unf,0,0,890,GasA,Gd,N,SBrkr,890,0,0,890,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2021,20,RL,60,6360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,489,Unf,0,375,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,1,276,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,650,1,2008,COD,Abnorml
+2022,20,RL,95,19508,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,5,1974,1974,Gable,CompShg,HdBoard,ImStucc,BrkFace,144,TA,TA,CBlock,TA,TA,Av,ALQ,800,Unf,0,630,1430,GasA,TA,Y,SBrkr,1430,0,0,1430,0,1,2,0,3,1,TA,6,Typ,2,TA,Attchd,1974,Unf,2,484,TA,TA,Y,117,108,165,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2023,50,RL,70,10759,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,4,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,190,ALQ,811,0,1001,GasA,TA,Y,SBrkr,1001,640,0,1641,0,0,2,0,4,1,TA,5,Typ,1,Gd,Detchd,1972,Unf,2,490,TA,TA,Y,0,0,92,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal
+2024,60,RL,NA,9205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,6,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,304,Gd,TA,PConc,Gd,TA,No,ALQ,704,Unf,0,226,930,GasA,Ex,Y,SBrkr,1364,1319,0,2683,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1990,RFn,2,473,TA,TA,Y,237,251,0,0,196,0,NA,NA,NA,0,6,2008,WD,Normal
+2025,60,RL,105,11025,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,9,5,1993,1994,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,568,Gd,TA,PConc,Gd,TA,Gd,BLQ,520,Unf,0,1328,1848,GasA,Ex,Y,SBrkr,1827,959,0,2786,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1993,Fin,2,636,TA,TA,Y,294,49,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2026,120,FV,37,3435,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1211,1235,GasA,Ex,Y,SBrkr,1245,0,0,1245,0,0,2,0,1,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,495,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2027,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,390,Unf,0,210,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2028,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,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,0,3,2008,WD,Abnorml
+2029,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,Stone,216,TA,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,194,744,GasA,Gd,Y,SBrkr,757,792,0,1549,1,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2030,120,FV,NA,4765,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2000,2000,Hip,CompShg,MetalSd,MetalSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1027,Unf,0,587,1614,GasA,Ex,Y,SBrkr,1638,0,0,1638,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,2000,Fin,2,495,TA,TA,Y,230,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2031,120,FV,NA,4538,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,179,Gd,TA,PConc,Ex,TA,Av,GLQ,1004,Unf,0,306,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2001,RFn,2,545,TA,TA,Y,277,45,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2032,120,FV,42,4385,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,964,Unf,0,455,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,1,1,2,1,Ex,5,Typ,1,TA,Attchd,2001,Fin,2,588,TA,TA,Y,155,58,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2033,120,FV,35,4109,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1141,Unf,0,416,1557,GasA,Ex,Y,SBrkr,1557,0,0,1557,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,1999,RFn,2,484,TA,TA,Y,124,113,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2034,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,SLvl,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,684,720,0,1404,1,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,20,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2035,60,FV,79,10646,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,TA,TA,PConc,TA,TA,No,GLQ,681,Unf,0,177,858,GasA,Ex,Y,SBrkr,872,917,0,1789,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2001,Fin,2,546,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2036,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,466,Gd,TA,PConc,Gd,TA,No,GLQ,612,Unf,0,348,960,GasA,Ex,Y,SBrkr,962,624,0,1586,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1999,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2037,160,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,813,Unf,0,147,960,GasA,Ex,Y,SBrkr,962,645,0,1607,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,ConLD,Normal
+2038,160,FV,36,3951,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,10,5,1998,1999,Gable,CompShg,BrkFace,MetalSd,None,0,Ex,TA,PConc,Gd,TA,Mn,BLQ,128,GLQ,842,0,970,GasA,Ex,Y,SBrkr,1469,924,0,2393,1,0,2,1,2,1,Ex,7,Typ,1,TA,Attchd,1998,Fin,2,846,TA,TA,Y,0,90,0,0,94,0,NA,NA,NA,0,2,2008,WD,Normal
+2039,120,RL,22,11064,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1995,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,560,GLQ,670,0,1230,GasA,Ex,Y,SBrkr,1239,0,0,1239,1,0,1,1,1,1,Gd,4,Typ,1,Fa,Attchd,1995,Fin,2,477,TA,TA,Y,172,24,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2040,60,RL,NA,24572,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,2Story,9,3,1977,1977,Mansard,CompShg,Wd Sdng,Wd Sdng,BrkFace,1050,Gd,Gd,CBlock,Gd,TA,No,GLQ,410,Unf,0,584,994,GasA,TA,Y,SBrkr,1599,1345,0,2944,0,0,2,2,3,1,Gd,9,Typ,1,Gd,Attchd,1977,RFn,3,864,TA,TA,Y,140,70,16,0,0,0,NA,NA,NA,0,6,2008,WD,Family
+2041,20,RL,103,16280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1976,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Ex,Ex,CBlock,Gd,NA,Mn,GLQ,1044,Rec,382,0,1426,GasA,Ex,Y,SBrkr,1671,0,0,1671,1,0,3,0,3,1,Ex,6,Typ,1,Gd,Attchd,1976,RFn,2,550,TA,TA,Y,280,90,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal
+2042,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,952,952,GasA,Ex,Y,SBrkr,952,860,0,1812,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2002,RFn,2,469,TA,TA,Y,144,112,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2043,80,RL,NA,11104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1969,1969,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,828,Unf,0,599,1427,GasA,Gd,Y,SBrkr,1427,0,0,1427,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1969,RFn,2,516,TA,TA,Y,0,0,0,0,216,0,NA,NA,NA,0,5,2008,WD,Normal
+2044,20,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,301,Unf,0,1439,1740,GasA,Fa,Y,SBrkr,1740,0,0,1740,0,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1968,RFn,2,512,TA,TA,Y,25,0,0,0,192,0,NA,GdWo,NA,0,10,2008,WD,Family
+2045,20,RL,NA,15387,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,603,BLQ,294,723,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1967,Unf,2,578,TA,TA,Y,0,62,192,0,0,0,NA,NA,Shed,450,8,2008,WD,Normal
+2046,90,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,Duplex,1Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1625,1625,GasA,Ex,Y,SBrkr,1625,0,0,1625,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1965,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal
+2047,60,RL,73,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,732,Unf,0,0,732,GasA,Ex,Y,SBrkr,732,732,0,1464,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,Unf,2,470,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2048,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,2005,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,260,Rec,456,196,912,GasA,Ex,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1978,Unf,2,576,TA,TA,Y,233,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2049,90,RL,72,11072,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1728,1728,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
+2050,60,RL,NA,13355,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,583,Unf,0,242,825,GasA,TA,Y,SBrkr,845,825,0,1670,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1971,Fin,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2051,20,RL,74,7785,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1014,0,0,1014,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,267,TA,TA,Y,0,0,40,0,200,0,NA,GdWo,NA,0,3,2008,WD,Normal
+2052,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1114,1114,GasA,TA,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,RFn,2,451,TA,TA,Y,0,0,0,0,164,0,NA,NA,NA,0,5,2008,COD,Abnorml
+2053,20,RL,NA,11332,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,528,Unf,0,590,1118,GasA,Ex,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,1,264,TA,TA,Y,290,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal
+2054,70,RL,50,4882,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,BrkSide,RRAn,Feedr,1Fam,2Story,4,7,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,120,Unf,0,228,348,GasA,TA,Y,SBrkr,453,453,0,906,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1937,Unf,1,231,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2055,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,203,Fa,Fa,CBlock,TA,TA,No,Rec,658,Unf,0,638,1296,GasA,TA,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,2,450,TA,TA,Y,0,22,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal
+2056,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,32,Rec,308,232,572,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Attchd,1950,RFn,1,264,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2057,20,RL,63,7584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,LwQ,531,Unf,0,505,1036,GasA,Ex,Y,SBrkr,1036,0,0,1036,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,312,TA,TA,Y,120,24,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal
+2058,60,RL,90,14670,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1966,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,410,Gd,Gd,CBlock,TA,TA,No,BLQ,575,Unf,0,529,1104,GasA,Ex,Y,SBrkr,1104,884,0,1988,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1966,RFn,2,480,TA,TA,Y,0,230,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal
+2059,20,RL,74,8856,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,143,TA,TA,CBlock,TA,TA,No,ALQ,621,LwQ,52,503,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,292,TA,TA,Y,0,88,0,0,95,0,NA,NA,NA,0,5,2008,WD,Normal
+2060,20,RL,82,9840,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1053,Unf,0,195,1248,GasA,TA,Y,SBrkr,1440,0,0,1440,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,1959,RFn,1,480,TA,TA,Y,150,0,0,0,256,0,NA,NA,NA,0,6,2008,WD,Normal
+2061,20,RL,90,13200,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,187,TA,TA,CBlock,TA,TA,No,LwQ,958,Unf,0,437,1395,GasA,Ex,Y,SBrkr,1570,0,0,1570,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1958,RFn,2,441,TA,TA,Y,490,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2062,20,RL,75,10425,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,774,Unf,0,330,1104,GasA,Gd,Y,SBrkr,1104,0,0,1104,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2063,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,Stone,52,TA,TA,CBlock,TA,TA,No,Rec,148,Unf,0,572,720,GasA,Ex,Y,FuseA,882,0,0,882,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1952,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal
+2064,20,RL,102,9373,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,84,TA,TA,CBlock,TA,TA,No,Rec,500,LwQ,196,456,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,2,636,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2065,20,RL,NA,12774,Pave,NA,Reg,Lvl,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,624,LwQ,128,232,984,GasW,TA,N,SBrkr,950,0,0,950,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,400,TA,TA,Y,0,32,0,0,0,0,NA,GdWo,NA,0,7,2008,WD,Normal
+2066,20,RL,95,14250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,998,998,GasA,TA,Y,SBrkr,1790,0,0,1790,0,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,Fin,2,540,TA,TA,Y,0,40,0,0,0,0,NA,NA,Shed,1500,9,2008,WD,Normal
+2067,20,RL,71,8838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1957,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1764,0,0,1764,0,0,2,1,4,1,TA,7,Maj2,1,TA,Attchd,1957,Fin,1,301,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+2068,90,RL,76,12436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1824,1824,GasA,Fa,Y,FuseA,1824,0,0,1824,0,0,2,0,5,2,TA,9,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2069,20,RL,60,10122,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,869,0,0,869,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1948,Unf,1,390,Fa,TA,N,0,0,66,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal
+2070,50,RL,45,7506,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,412,0,1159,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1932,Unf,1,288,Fa,TA,N,84,0,96,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2071,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1940,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,N,88,108,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2072,50,RL,60,10836,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,892,892,GasA,Ex,Y,SBrkr,1254,182,0,1436,0,1,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1968,Unf,4,1488,Fa,TA,N,0,0,100,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal
+2073,20,RL,78,10180,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,744,Unf,0,168,912,GasA,TA,Y,SBrkr,1044,0,0,1044,0,1,1,1,3,1,TA,5,Typ,1,Fa,Attchd,1990,Fin,2,372,TA,TA,Y,200,48,0,0,0,0,NA,GdWo,Shed,450,6,2008,WD,Normal
+2074,20,RL,76,11355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,7,1958,2001,Gable,Tar&Grv,HdBoard,HdBoard,BrkFace,125,TA,TA,CBlock,TA,TA,No,BLQ,637,Unf,0,675,1312,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1958,RFn,2,495,TA,TA,Y,0,304,144,0,0,0,NA,MnPrv,Othr,6500,4,2008,WD,Normal
+2075,20,RL,NA,12929,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1993,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,276,TA,TA,CBlock,TA,TA,Gd,GLQ,697,Unf,0,384,1081,GasA,TA,Y,SBrkr,1081,0,0,1081,1,0,1,0,3,1,TA,5,Typ,0,NA,CarPort,1960,Unf,1,401,TA,TA,Y,36,82,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2076,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,432,Unf,0,444,876,GasA,TA,Y,SBrkr,876,0,0,876,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml
+2077,20,RL,80,8000,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,PConc,TA,TA,No,BLQ,476,Rec,488,292,1256,GasA,Gd,Y,FuseA,1256,0,0,1256,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,311,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2078,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,520,Rec,319,188,1027,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,299,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+2079,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,315,Unf,0,453,768,GasA,Ex,Y,SBrkr,819,501,0,1320,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,108,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal
+2080,45,RL,64,6390,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1.5Unf,6,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,936,936,GasA,TA,Y,FuseA,984,0,0,984,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal
+2081,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,673,Unf,0,181,854,GasA,Fa,Y,FuseA,854,424,0,1278,0,0,1,0,4,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnWw,NA,0,4,2008,WD,Normal
+2082,90,RL,113,8513,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,5,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1800,1800,GasA,TA,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml
+2083,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1955,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,370,Unf,0,398,768,GasA,Gd,Y,SBrkr,1024,564,0,1588,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1955,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2084,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,825,825,GasA,TA,Y,FuseA,825,0,0,825,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2085,20,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1117,0,0,1117,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,COD,Normal
+2086,20,RM,56,9836,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,96,Unf,0,96,192,GasA,Gd,N,SBrkr,1133,0,0,1133,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2008,Unf,1,308,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml
+2087,50,RM,57,9184,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2005,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,948,375,0,1323,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2088,70,RM,80,4800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1910,2003,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,680,680,GasA,Fa,N,SBrkr,680,680,0,1360,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1910,Unf,1,330,Fa,TA,Y,192,50,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2089,30,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal
+2090,75,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,7,1915,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,1,1,4,1,Gd,7,Typ,0,NA,Detchd,1915,Unf,1,308,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2091,190,RM,63,11426,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1910,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,828,828,GasA,Gd,Y,FuseA,828,658,108,1594,0,0,2,0,3,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,172,109,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2092,50,RM,63,7628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1940,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,Y,FuseA,1095,561,0,1656,0,0,2,0,2,1,TA,8,Mod,0,NA,Detchd,1958,Unf,2,440,TA,TA,Y,187,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2093,50,RM,81,7308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,5,1920,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,360,Unf,0,576,936,GasA,Gd,N,FuseA,960,780,0,1740,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Detchd,1920,Unf,1,225,Fa,Fa,N,0,0,236,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2094,30,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,7,6,1920,2006,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,931,931,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,2,1,Gd,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,28,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2095,190,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,590,Unf,0,294,884,GasA,TA,Y,SBrkr,884,552,0,1436,0,0,2,0,3,2,TA,8,Typ,2,Gd,Detchd,1940,Unf,2,828,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2008,Con,Normal
+2096,30,RM,60,6756,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1910,1950,Mansard,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Unf,0,Unf,0,481,481,GasA,TA,N,FuseA,899,0,0,899,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1930,Unf,1,200,Fa,TA,P,0,0,96,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2097,50,RM,44,5914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,9,1890,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,396,0,1080,0,0,1,0,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,165,30,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2098,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,459,904,GasA,Ex,Y,FuseA,904,595,0,1499,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1959,Unf,3,869,TA,Gd,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2099,20,RM,62,7311,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,5,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,407,407,GasA,TA,N,FuseA,407,0,0,407,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1949,Unf,1,297,Fa,TA,Y,76,0,120,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml
+2100,20,RM,103,12205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,1,1949,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Gd,Y,SBrkr,1588,0,0,1588,0,0,2,0,5,1,TA,6,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml
+2101,190,RM,69,9142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,TA,No,Unf,0,Unf,0,797,797,GasA,TA,N,FuseA,830,797,0,1627,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1950,Unf,2,420,Fa,Po,N,192,0,60,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2102,75,RM,53,5350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,8,1920,1965,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,116,Unf,0,508,624,GasA,Ex,Y,SBrkr,730,720,0,1450,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,Y,0,192,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal
+2103,50,RM,69,9143,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1900,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,709,308,0,1017,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1961,Unf,1,308,TA,TA,N,0,0,139,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2104,190,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1920,1960,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,234,Unf,0,739,973,GasA,TA,Y,FuseP,1377,973,0,2350,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1930,Unf,2,393,TA,TA,Y,0,0,219,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2105,70,RM,60,6000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1905,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,572,572,GasA,Ex,Y,SBrkr,884,656,0,1540,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,240,77,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2106,70,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,2,1,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,723,723,GasA,TA,N,SBrkr,723,363,0,1086,0,0,1,0,2,1,TA,5,Maj1,0,NA,Detchd,1920,Unf,2,400,Fa,Po,N,0,24,144,0,0,0,NA,NA,NA,0,11,2008,ConLD,Normal
+2107,70,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1890,1999,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1313,1313,GasW,Gd,Y,SBrkr,1313,1182,0,2495,0,0,2,0,5,1,TA,10,Typ,1,Gd,Detchd,1950,Unf,2,342,TA,Fa,Y,0,299,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2108,20,RM,65,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Rec,200,Unf,0,784,984,GasA,Gd,Y,SBrkr,984,0,0,984,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2109,20,RM,52,8516,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1958,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,869,869,GasA,TA,Y,SBrkr,1093,0,0,1093,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2110,30,RL,55,7111,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1928,1983,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,LwQ,406,BLQ,273,329,1008,GasA,TA,Y,SBrkr,1143,0,0,1143,0,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1992,Unf,1,288,TA,TA,Y,265,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal
+2111,50,RM,NA,7425,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,RRAn,Artery,1Fam,1.5Fin,7,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,1195,473,0,1668,0,0,1,1,3,1,Gd,8,Typ,0,NA,Attchd,1945,Unf,1,252,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml
+2112,50,RL,NA,7010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,175,Unf,0,849,1024,GasA,TA,Y,SBrkr,1144,594,0,1738,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,1,240,TA,TA,P,0,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2113,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1941,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,832,378,0,1210,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2114,70,RM,59,5870,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,2Story,6,9,1900,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,554,554,GasA,Ex,Y,SBrkr,736,554,0,1290,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,Y,38,112,0,0,0,0,NA,MnPrv,Shed,400,4,2008,WD,Normal
+2115,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1940,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,521,Unf,0,460,981,GasA,Ex,Y,SBrkr,1014,658,0,1672,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,0,11,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal
+2116,30,RM,50,6000,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1924,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,949,949,GasA,Ex,Y,SBrkr,949,0,0,949,0,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1924,Unf,2,370,TA,TA,Y,0,0,48,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2117,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1937,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,201,LwQ,162,462,825,GasA,Ex,Y,SBrkr,825,672,0,1497,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,2004,Unf,1,672,TA,TA,Y,272,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal
+2118,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,264,Unf,0,475,739,GasA,Ex,Y,SBrkr,874,468,0,1342,0,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2119,45,RM,50,5000,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,992,992,GasA,Ex,Y,SBrkr,1013,0,0,1013,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,160,Fa,TA,Y,0,0,101,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2120,50,RM,60,5520,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1920,1997,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,68,Unf,0,497,565,GasA,TA,Y,SBrkr,565,651,0,1216,1,0,1,0,3,1,TA,6,Typ,1,Gd,BuiltIn,1920,RFn,1,355,Fa,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal
+2121,20,RM,99,5940,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1946,1950,Gable,CompShg,MetalSd,CBlock,None,0,TA,TA,PConc,NA,NA,NA,NA,NA,NA,NA,NA,NA,GasA,TA,Y,FuseA,896,0,0,896,NA,NA,1,0,2,1,TA,4,Typ,0,NA,Detchd,1946,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,ConLD,Abnorml
+2122,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1929,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,80,Unf,0,624,704,GasA,Ex,Y,SBrkr,624,512,0,1136,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,336,TA,TA,Y,0,365,80,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2123,30,RM,NA,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1945,1995,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,808,0,0,808,0,0,1,0,1,1,TA,6,Min2,0,NA,Attchd,1925,Unf,1,164,TA,TA,P,0,48,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2124,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,300,LwQ,240,449,989,GasA,TA,Y,SBrkr,1245,764,0,2009,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,20,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal
+2125,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,5,1923,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,203,Unf,0,897,1100,GasA,TA,Y,SBrkr,1226,676,0,1902,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1960,Unf,2,576,TA,TA,Y,0,139,55,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+2126,50,RL,60,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,4,1915,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,810,810,GasA,Ex,Y,SBrkr,1170,546,0,1716,0,0,2,0,4,1,Gd,8,Typ,0,NA,Detchd,1970,Unf,2,672,TA,TA,Y,0,195,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2127,60,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,8,1910,1983,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,Rec,196,Unf,0,1046,1242,GasA,Gd,Y,SBrkr,1242,742,0,1984,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,NA,NA,1,360,NA,NA,Y,64,0,180,0,0,0,NA,MnPrv,Shed,1000,9,2008,WD,Normal
+2128,50,RM,63,4347,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,Gd,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,825,784,0,1609,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1910,Unf,1,228,Fa,Fa,N,0,182,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2129,30,RM,NA,6291,Grvl,NA,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,Stucco,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1930,Unf,2,440,TA,TA,N,0,0,84,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2130,70,RM,60,10266,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,372,Unf,0,396,768,GasA,TA,Y,FuseA,768,768,0,1536,0,0,1,1,4,1,TA,7,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,216,80,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml
+2131,50,RM,60,6876,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1938,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1272,1272,GasA,TA,Y,SBrkr,1272,0,697,1969,0,0,2,0,4,1,TA,9,Min1,1,Gd,Detchd,1938,Unf,2,400,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,11,2008,COD,Normal
+2132,50,RM,NA,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1915,1978,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,880,880,GasA,Gd,Y,SBrkr,880,428,0,1308,0,0,2,0,2,1,TA,6,Typ,0,NA,Detchd,1950,Unf,2,400,Fa,Fa,Y,0,0,117,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2133,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,7,1925,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1040,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1993,Unf,2,320,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2134,50,RM,62,7006,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,PConc,TA,TA,No,Rec,121,Unf,0,647,768,GasA,TA,Y,SBrkr,788,448,0,1236,1,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Family
+2135,30,RM,60,10320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,5,8,1912,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,451,451,GasA,TA,Y,SBrkr,759,0,0,759,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,576,TA,TA,N,40,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Family
+2136,190,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,3,3,1915,1950,Gable,CompShg,AsphShn,AsphShn,None,0,Fa,Fa,PConc,TA,Fa,No,Unf,0,Unf,0,536,536,GasA,Ex,N,FuseF,808,536,0,1344,0,0,2,0,3,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,204,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2137,20,RL,82,9488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1947,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1046,1046,GasA,Gd,N,SBrkr,1054,0,0,1054,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,240,TA,TA,Y,0,60,122,0,0,0,NA,NA,NA,0,9,2008,WD,Abnorml
+2138,85,RL,NA,11235,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,6,1963,1963,Gable,CompShg,HdBoard,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,784,Unf,0,197,981,GasA,TA,Y,SBrkr,1075,0,0,1075,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1996,Unf,2,440,TA,TA,Y,64,0,0,0,64,0,NA,MnPrv,NA,0,5,2008,WD,Abnorml
+2139,80,RL,80,13014,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1978,1978,Gable,CompShg,HdBoard,Plywood,BrkFace,39,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1978,Unf,2,484,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2140,20,RL,68,10265,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2005,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,CBlock,TA,TA,No,ALQ,758,Unf,0,234,992,GasA,Ex,Y,SBrkr,992,0,0,992,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,1,294,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,Shed,600,7,2008,WD,Normal
+2141,85,RL,NA,7703,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,8,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkCmn,40,TA,TA,CBlock,Gd,TA,Gd,ALQ,450,Unf,0,0,450,GasA,Ex,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,6,Typ,1,Po,Basment,1978,Fin,2,504,TA,TA,Y,311,0,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal
+2142,20,RL,NA,9981,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,BLQ,221,Unf,0,852,1073,GasA,Gd,Y,SBrkr,1073,0,0,1073,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,RFn,1,270,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal
+2143,85,RL,NA,7400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,LwQ,104,ALQ,956,0,1060,GasA,TA,Y,SBrkr,1126,0,0,1126,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,506,TA,TA,Y,178,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2144,190,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,4,1920,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,TA,Fa,No,BLQ,1300,Unf,0,0,1300,GasA,Fa,Y,SBrkr,1140,0,0,1140,1,0,1,0,3,1,TA,6,Typ,0,NA,CarPort,1920,Unf,2,400,TA,TA,Y,0,0,190,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca
+2145,20,RL,94,9239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1963,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,634,Unf,0,326,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,Fin,1,300,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2146,20,RL,88,14175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosA,Norm,1Fam,1Story,6,8,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Gd,GLQ,776,Unf,0,212,988,GasA,TA,Y,FuseA,1188,0,0,1188,1,0,1,0,1,1,TA,4,Typ,1,TA,Attchd,1956,Unf,2,621,TA,TA,Y,102,89,231,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2147,190,RL,NA,10532,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,3,1960,1960,Flat,Tar&Grv,Plywood,Plywood,Stone,275,TA,TA,CBlock,TA,TA,Mn,Rec,988,Unf,0,0,988,GasA,Gd,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,TA,7,Mod,2,TA,Basment,1960,Unf,2,626,TA,TA,Y,50,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml
+2148,50,RL,63,8375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,7,1941,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,336,Unf,0,240,576,GasA,Gd,Y,SBrkr,864,486,0,1350,1,0,1,1,2,1,Gd,6,Min1,0,NA,2Types,1973,Unf,3,627,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal
+2149,80,RL,NA,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1970,1970,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,Av,ALQ,704,Unf,0,160,864,GasA,Ex,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,Gd,5,Typ,0,NA,2Types,1979,Unf,3,912,TA,TA,Y,143,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal
+2150,20,RL,82,20270,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,599,Unf,0,925,1524,GasA,TA,Y,SBrkr,1524,0,0,1524,1,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1979,Fin,2,478,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2151,50,RL,50,5190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,7,5,1948,1950,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,TA,Y,SBrkr,617,462,0,1079,0,0,1,0,2,1,TA,5,Typ,1,Gd,Attchd,1948,Unf,1,249,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2152,30,RL,85,19550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1940,2007,Flat,Tar&Grv,NA,NA,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1035,Unf,0,545,1580,GasA,Ex,Y,SBrkr,1518,0,0,1518,1,0,1,0,2,1,Fa,5,Typ,2,Gd,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2153,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,870,Unf,0,639,1509,GasA,TA,Y,FuseA,1509,0,0,1509,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1956,Unf,1,322,TA,TA,Y,158,0,0,0,576,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2154,90,RL,50,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,864,Unf,0,0,864,GasA,Fa,N,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,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
+2155,60,RL,50,9360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,8,1962,2001,Gable,CompShg,VinylSd,VinylSd,BrkCmn,216,Gd,TA,CBlock,TA,TA,No,Rec,324,Unf,0,297,621,GasA,TA,Y,SBrkr,621,648,0,1269,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1962,Unf,1,280,TA,TA,Y,0,236,0,0,0,0,NA,GdWo,NA,0,11,2008,WD,Normal
+2156,60,RL,NA,9771,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,190,Gd,TA,PConc,Gd,TA,No,LwQ,779,Unf,0,298,1077,GasA,Ex,Y,SBrkr,1093,1721,0,2814,0,1,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1995,Fin,2,614,TA,TA,Y,48,32,0,0,216,0,NA,GdPrv,NA,0,6,2008,WD,Normal
+2157,20,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,251,Gd,TA,PConc,Gd,TA,No,GLQ,1271,Unf,0,331,1602,GasA,Ex,Y,SBrkr,1626,0,0,1626,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,534,TA,TA,Y,424,40,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2158,60,RL,NA,14171,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,355,Unf,0,457,812,GasA,Ex,Y,SBrkr,1101,1099,0,2200,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,2,453,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2159,80,RL,85,10541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1302,735,0,2037,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,2,472,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2160,60,RL,65,10616,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,628,628,GasA,Ex,Y,SBrkr,628,728,0,1356,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,484,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial
+2161,20,RL,65,9345,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1615,1615,GasA,Ex,Y,SBrkr,1615,0,0,1615,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,864,TA,TA,Y,168,30,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2162,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,2085,Unf,0,186,2271,GasA,Ex,Y,SBrkr,2276,0,0,2276,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2008,RFn,3,1348,Gd,TA,Y,0,0,70,0,255,0,NA,NA,NA,0,6,2008,WD,Abnorml
+2163,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,402,Ex,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,598,1751,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2008,Fin,3,874,TA,TA,Y,216,36,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial
+2164,80,RL,NA,11454,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,Gd,GLQ,770,Unf,0,631,1401,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1995,Fin,3,811,TA,TA,Y,168,42,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2165,20,RL,NA,11500,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,6,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,LwQ,262,ALQ,723,197,1182,GasA,Ex,Y,SBrkr,1643,0,0,1643,1,0,2,0,2,1,TA,6,Typ,1,Gd,Attchd,1966,Unf,2,438,TA,TA,Y,339,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2166,20,RL,65,9750,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,722,Unf,0,268,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,528,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2167,20,RL,NA,8696,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,TA,TA,PConc,Gd,TA,Gd,GLQ,1308,Unf,0,110,1418,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1997,RFn,2,558,TA,TA,Y,208,110,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2168,60,RL,NA,13142,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,TA,TA,PConc,Gd,TA,No,GLQ,688,Unf,0,176,864,GasA,Ex,Y,SBrkr,872,899,0,1771,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,600,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2169,60,RL,68,8998,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Mn,GLQ,527,Unf,0,255,782,GasA,Ex,Y,SBrkr,782,870,0,1652,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2170,60,RL,75,12192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,663,Unf,0,265,928,GasA,Ex,Y,SBrkr,928,895,0,1823,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,626,TA,TA,Y,192,36,0,0,0,0,NA,NA,Shed,4500,5,2008,WD,Normal
+2171,20,RL,NA,12250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,TA,TA,CBlock,Gd,TA,Mn,ALQ,781,Unf,0,83,864,GasA,Ex,Y,SBrkr,1174,0,0,1174,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,2,528,TA,TA,Y,211,0,280,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2172,20,RL,NA,9216,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Av,ALQ,294,Unf,0,782,1076,GasA,TA,Y,SBrkr,1076,0,0,1076,0,0,1,1,3,1,TA,5,Typ,1,Fa,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2008,WD,Abnorml
+2173,20,RL,40,14330,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,2001,Gable,CompShg,Plywood,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,88,ALQ,596,180,864,GasA,TA,Y,SBrkr,1558,0,0,1558,1,0,2,0,2,1,TA,5,Min2,0,NA,Attchd,1975,Fin,2,440,TA,TA,Y,140,0,239,0,227,0,NA,NA,NA,0,8,2008,WD,Normal
+2174,60,RL,NA,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1290,871,0,2161,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2001,RFn,2,570,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2175,60,RL,NA,9720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,9,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,Gd,TA,PConc,Gd,TA,Mn,GLQ,1194,Unf,0,163,1357,GasA,Ex,Y,SBrkr,1366,581,0,1947,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,3,725,TA,TA,Y,168,116,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2176,20,RL,NA,14860,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Ex,TA,Gd,GLQ,1538,Unf,0,240,1778,GasA,Ex,Y,SBrkr,1786,0,0,1786,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,3,715,TA,TA,Y,182,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2177,60,RL,41,10905,Pave,NA,IR2,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,0,1129,1129,GasA,Ex,Y,SBrkr,1129,1198,0,2327,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,RFn,2,596,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2178,60,RL,96,11690,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,192,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,850,850,GasA,Ex,Y,SBrkr,886,878,0,1764,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Unf,2,560,TA,TA,Y,120,29,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2179,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,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,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2180,90,RM,83,10126,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,Duplex,SFoyer,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1593,LwQ,162,83,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1998,Unf,3,721,TA,TA,Y,160,67,0,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml
+2181,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1421,1445,GasA,Ex,Y,SBrkr,1445,0,0,1445,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,Unf,2,470,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2182,20,RL,85,11058,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,212,Gd,TA,PConc,Gd,TA,No,GLQ,56,Unf,0,1508,1564,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,3,814,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2183,20,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1327,1351,GasA,Ex,Y,SBrkr,1361,0,0,1361,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,610,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2184,20,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,609,Unf,0,483,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,264,TA,TA,Y,259,0,0,0,161,0,NA,MnPrv,NA,0,4,2008,COD,Abnorml
+2185,85,RL,64,12102,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1976,1976,Gable,CompShg,HdBoard,Plywood,BrkFace,222,TA,TA,CBlock,Gd,Gd,Gd,ALQ,456,Unf,0,0,456,GasA,Ex,Y,SBrkr,1033,0,0,1033,0,1,1,0,3,1,TA,6,Typ,0,NA,BuiltIn,1976,RFn,2,504,Fa,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family
+2186,20,RL,65,6500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1976,1976,Hip,CompShg,HdBoard,Plywood,BrkFace,84,TA,TA,CBlock,TA,NA,No,BLQ,1033,Unf,0,94,1127,GasA,TA,Y,SBrkr,1127,0,0,1127,0,1,1,1,3,1,TA,6,Typ,1,Po,Detchd,1991,Unf,2,480,TA,TA,Y,0,0,138,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2187,80,RL,NA,9638,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,368,Rec,120,541,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1977,RFn,2,542,TA,TA,Y,292,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+2188,60,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1976,2001,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,288,Unf,0,396,684,GasA,TA,Y,SBrkr,684,714,0,1398,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal
+2189,20,RL,123,47007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,1996,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,3820,0,0,3820,NA,NA,3,1,5,1,Ex,11,Typ,2,Gd,Attchd,1959,Unf,2,624,TA,TA,Y,0,372,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2190,90,RL,65,6012,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,Fa,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,TA,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
+2191,90,RL,74,6845,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Wd Shng,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseF,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2192,190,RL,56,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,4,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,784,Unf,0,0,784,GasA,TA,N,FuseP,784,0,0,784,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,112,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2193,50,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1938,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,FuseF,585,468,0,1053,0,0,1,1,2,1,Ex,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Family
+2194,50,RL,57,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1947,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,929,208,0,1137,0,0,1,1,4,1,TA,8,Min1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2195,20,RL,68,9520,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,Stone,115,TA,TA,CBlock,Gd,TA,No,Rec,767,Unf,0,144,911,GasA,TA,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,286,TA,TA,Y,134,0,0,0,0,0,NA,MnPrv,Gar2,3000,5,2008,WD,Normal
+2196,80,RL,62,7692,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,SLvl,4,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Ex,TA,Av,Unf,0,Unf,0,416,416,GasA,Gd,Y,FuseA,1204,0,0,1204,0,0,1,0,3,1,TA,6,Typ,0,NA,Basment,1954,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml
+2197,30,RL,67,5142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1923,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,224,Unf,0,725,949,GasA,TA,Y,SBrkr,949,343,0,1292,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1923,Unf,1,205,TA,TA,N,0,0,183,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2198,30,RL,60,7290,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,8,1921,1950,Gable,CompShg,WdShing,Wd Shng,BrkFace,174,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Ex,Y,SBrkr,1424,0,0,1424,0,0,2,0,2,1,TA,7,Typ,1,Gd,Attchd,1921,Unf,1,312,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2199,90,RL,64,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2.5Unf,6,7,1930,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,281,Rec,679,0,960,GasA,Ex,Y,SBrkr,960,960,0,1920,2,0,2,2,4,2,TA,10,Typ,2,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,248,0,121,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml
+2200,70,RL,66,8969,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,6,1926,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,379,Unf,0,265,644,GasA,Ex,Y,SBrkr,672,644,0,1316,1,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,2001,Unf,1,369,TA,TA,P,0,0,0,0,192,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2201,50,RL,63,15564,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1914,1995,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,588,0,1264,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,400,TA,TA,Y,424,0,0,0,0,0,NA,NA,Shed,400,1,2008,WD,Normal
+2202,70,RL,54,7609,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,8,9,1925,1997,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,Fa,TA,No,ALQ,406,Unf,0,392,798,GasA,Ex,Y,SBrkr,798,714,0,1512,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,180,TA,TA,P,85,16,41,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal
+2203,70,RL,NA,9650,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,3,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,784,784,GasA,TA,Y,SBrkr,819,784,0,1603,0,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1980,Unf,2,599,TA,TA,Y,0,217,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2204,50,RL,NA,11700,Pave,Grvl,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1937,1995,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,606,Unf,0,336,942,GasA,Ex,Y,SBrkr,1265,673,0,1938,0,0,2,0,4,1,Gd,7,Min2,1,Gd,Detchd,1937,Unf,1,240,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2205,50,RL,NA,9260,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,TA,Y,FuseF,932,442,0,1374,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1938,Unf,1,225,TA,TA,Y,64,0,0,0,100,0,NA,NA,NA,0,3,2008,WD,Normal
+2206,20,RL,79,7801,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,6,5,1951,1951,Hip,CompShg,WdShing,Plywood,BrkFace,88,TA,Fa,PConc,TA,TA,No,Rec,500,Unf,0,591,1091,GasA,Fa,N,FuseA,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,1,TA,Attchd,1951,Fin,1,344,TA,TA,Y,66,105,0,0,221,0,NA,MnPrv,NA,0,5,2008,WD,Normal
+2207,70,RL,100,9670,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1935,1950,Gable,CompShg,BrkFace,Stucco,Stone,40,TA,TA,PConc,TA,Fa,No,LwQ,210,Unf,0,398,608,GasA,TA,Y,SBrkr,983,890,0,1873,0,0,1,1,4,1,TA,9,Typ,2,Gd,Detchd,1935,Fin,2,786,Fa,TA,Y,0,0,207,0,0,0,NA,NA,NA,0,6,2008,WD,Alloca
+2208,50,RL,70,12392,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1950,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,435,Unf,0,397,832,GasA,Ex,Y,SBrkr,1218,943,0,2161,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1994,Fin,2,506,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2209,20,RL,56,26073,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,1116,Unf,0,782,1898,GasA,Ex,Y,FuseA,1898,0,0,1898,0,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1956,Unf,2,484,TA,TA,Y,0,51,224,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal
+2210,160,RM,24,1879,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,366,Unf,0,150,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,213,0,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal
+2211,30,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1926,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,299,GLQ,40,555,894,GasA,TA,Y,SBrkr,919,0,0,919,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,195,TA,TA,P,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2212,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,8,1940,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,720,720,GasA,Gd,Y,SBrkr,760,330,0,1090,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2213,50,RM,58,8155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,Y,FuseA,780,420,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2214,80,RM,75,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Hip,CompShg,HdBoard,Plywood,None,0,Fa,TA,CBlock,Gd,TA,Mn,Rec,257,Unf,0,367,624,GasA,Ex,Y,SBrkr,1092,564,0,1656,0,0,1,1,3,1,TA,7,Mod,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,0,180,0,0,100,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2215,30,RM,60,7392,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,7,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,TA,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1934,RFn,1,360,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2216,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,WdShing,Wd Shng,BrkFace,162,TA,TA,CBlock,TA,TA,No,ALQ,330,Unf,0,821,1151,GasA,Gd,Y,FuseA,1151,804,0,1955,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1958,Fin,1,356,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2217,20,NA,80,14584,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,1,5,1952,1952,Gable,CompShg,AsbShng,VinylSd,None,0,Fa,Po,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Po,N,FuseA,733,0,0,733,0,0,1,0,2,1,Fa,4,NA,0,NA,Attchd,1952,Unf,2,487,Fa,Po,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml
+2218,70,C (all),60,5280,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,7,1895,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,NA,Fa,No,Unf,0,Unf,0,173,173,GasA,Ex,N,SBrkr,825,536,0,1361,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1895,Unf,1,185,Fa,TA,Y,0,123,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2219,50,C (all),52,5150,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,1.5Fin,4,7,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,NA,TA,No,Unf,0,Unf,0,356,356,GasA,TA,N,FuseA,671,378,0,1049,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1910,Unf,1,195,Po,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2220,70,C (all),60,9000,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,Fa,Fa,Mn,Unf,0,Unf,0,592,592,GasA,Ex,Y,SBrkr,432,432,0,864,0,0,1,1,3,1,Fa,5,Min2,0,NA,Detchd,1920,Unf,1,216,Fa,Fa,N,0,30,160,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2221,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,525,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,8,2008,New,Partial
+2222,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1474,Unf,0,120,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,7,2008,WD,Normal
+2223,20,RL,NA,23730,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,668,Gd,TA,PConc,Ex,TA,Mn,GLQ,700,Unf,0,1140,1840,GasA,Ex,Y,SBrkr,2032,0,0,2032,1,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Fin,3,786,TA,TA,Y,0,46,192,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2224,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,910,910,GasA,Ex,Y,SBrkr,910,910,0,1820,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Unf,3,816,TA,TA,Y,318,32,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2225,90,RL,76,10260,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,4,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,936,936,0,1872,0,0,2,2,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml
+2226,20,RL,74,9990,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,1383,Unf,0,297,1680,GasA,Gd,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,432,TA,TA,Y,428,120,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2227,120,RL,42,4084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,893,Unf,0,384,1277,GasA,Gd,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1986,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2228,20,RL,74,11563,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,258,Gd,TA,PConc,Ex,TA,Gd,GLQ,1036,Unf,0,482,1518,GasA,Ex,Y,SBrkr,1537,0,0,1537,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,3,788,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2229,60,RL,107,12852,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,770,Unf,0,150,920,GasA,Ex,Y,SBrkr,920,860,0,1780,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,612,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial
+2230,80,RL,73,9802,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,0,352,352,GasA,Gd,Y,SBrkr,712,730,0,1442,0,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2231,60,RL,81,12018,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,796,816,0,1612,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,3,666,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,10,2008,New,Partial
+2232,20,RL,75,12890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,128,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1495,1495,GasA,Ex,Y,SBrkr,1495,0,0,1495,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1989,Unf,2,438,TA,TA,Y,252,0,192,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2233,20,RL,93,18265,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,Plywood,HdBoard,BrkFace,228,Gd,Gd,CBlock,Gd,Gd,Av,GLQ,920,Rec,60,276,1256,GasA,Ex,Y,SBrkr,1256,0,0,1256,0,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1986,Unf,2,578,TA,TA,Y,282,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2234,20,RL,82,11202,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,206,Gd,TA,PConc,Ex,TA,Av,GLQ,1029,Unf,0,403,1432,GasA,Ex,Y,SBrkr,1440,0,0,1440,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,467,TA,TA,Y,185,95,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2235,20,RL,NA,7915,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1999,2000,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1223,Unf,0,443,1666,GasA,Ex,Y,SBrkr,1675,0,0,1675,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,435,TA,TA,Y,165,52,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2236,20,RL,79,11449,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,1011,Unf,0,873,1884,GasA,Ex,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,2,520,TA,TA,Y,0,276,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2237,20,RL,85,11447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,674,Gd,TA,PConc,Ex,TA,Av,GLQ,1571,Unf,0,393,1964,GasA,Ex,Y,SBrkr,1964,0,0,1964,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,892,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2238,90,RM,97,8940,Pave,NA,IR1,Lvl,AllPub,Corner,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
+2239,20,RL,77,9278,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Feedr,Artery,1Fam,1Story,5,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,52,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml
+2240,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1997,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,197,TA,TA,PConc,Ex,TA,No,GLQ,864,Unf,0,325,1189,GasA,Ex,Y,SBrkr,1189,0,0,1189,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1997,RFn,2,392,TA,TA,Y,0,122,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2241,85,RL,150,14137,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,Gd,TA,Av,ALQ,865,LwQ,247,88,1200,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,0,NA,2Types,1964,Fin,3,850,TA,TA,Y,0,119,0,0,171,0,NA,NA,NA,0,11,2008,ConLD,Normal
+2242,120,RM,NA,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,6,1975,1975,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,769,Unf,0,271,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,499,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2243,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,318,Unf,0,232,550,GasA,TA,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1976,Unf,1,336,TA,TA,Y,92,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2244,180,RM,21,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,501,Unf,0,25,526,GasA,Gd,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,RFn,1,297,TA,TA,Y,120,101,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2245,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,437,Unf,0,25,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,1,1,TA,4,Typ,1,Po,BuiltIn,1973,RFn,1,297,TA,TA,Y,0,101,0,120,0,0,NA,GdWo,NA,0,7,2008,WD,Normal
+2246,20,RL,NA,17979,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,785,Unf,0,328,1113,GasA,Ex,Y,SBrkr,1160,0,0,1160,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,257,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,Shed,500,2,2008,WD,Normal
+2247,160,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,6,9,1970,2007,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,358,Unf,0,188,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,2,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,187,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2248,20,RL,59,6490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,534,Unf,0,282,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Unf,1,264,TA,TA,Y,315,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal
+2249,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1982,2005,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,638,Unf,0,207,845,GasA,Gd,Y,SBrkr,845,0,0,845,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2250,20,RL,74,12395,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,647,Unf,0,217,864,GasA,TA,Y,SBrkr,889,0,0,889,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2251,70,NA,NA,56600,Pave,NA,IR1,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,1,1900,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Ex,Y,SBrkr,1150,686,0,1836,0,0,2,0,4,1,TA,7,Maj1,0,NA,Detchd,1900,Unf,1,288,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2252,20,RL,85,10667,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,BrkFace,302,TA,TA,CBlock,TA,TA,No,BLQ,838,Unf,0,749,1587,GasA,TA,Y,SBrkr,1587,0,0,1587,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1971,Unf,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2253,80,RL,56,8872,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,754,630,0,1384,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1997,Fin,2,390,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2254,80,RL,NA,10147,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,LwQ,186,Unf,0,206,392,GasA,Gd,Y,SBrkr,924,770,0,1694,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1994,Fin,2,398,TA,TA,Y,256,64,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal
+2255,60,RL,NA,8637,Pave,NA,IR1,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,ALQ,871,Unf,0,52,923,GasA,Gd,Y,SBrkr,947,767,0,1714,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,256,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Abnorml
+2256,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,Rec,414,Unf,0,277,691,GasA,Gd,Y,SBrkr,691,862,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1996,Fin,2,420,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2257,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,957,1342,0,2299,0,0,3,1,5,1,TA,7,Typ,1,TA,Attchd,1999,Fin,2,482,TA,TA,Y,188,30,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2258,20,RL,NA,9556,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1168,1168,GasA,Gd,Y,SBrkr,1187,0,0,1187,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,420,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2259,60,RL,NA,7655,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,903,903,GasA,Gd,Y,SBrkr,910,732,0,1642,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,392,TA,TA,Y,290,84,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2260,20,RL,160,18160,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkCmn,138,TA,TA,CBlock,TA,TA,Av,BLQ,550,Unf,0,752,1302,GasA,Fa,Y,SBrkr,1128,0,0,1128,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1964,Unf,2,480,TA,TA,P,0,108,246,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca
+2261,120,RL,38,4740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,248,Unf,0,918,1166,GasA,Gd,Y,SBrkr,1179,0,0,1179,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1988,RFn,2,480,TA,TA,Y,0,108,0,0,135,0,NA,NA,NA,0,10,2007,WD,Normal
+2262,120,RL,35,5118,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1990,1990,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,926,Unf,0,386,1312,GasA,Gd,Y,SBrkr,1321,0,0,1321,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1990,RFn,2,484,TA,TA,Y,0,64,140,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2263,60,RL,98,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Ex,TA,Mn,GLQ,986,Unf,0,163,1149,GasA,Ex,Y,SBrkr,1164,1377,0,2541,1,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,729,TA,TA,Y,120,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2264,20,RL,52,51974,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,PosN,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,710,Ex,TA,PConc,Ex,TA,Av,GLQ,1101,Unf,0,1559,2660,GasA,Ex,Y,SBrkr,2338,0,0,2338,1,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,1110,Gd,TA,Y,0,135,0,0,322,0,NA,NA,NA,0,6,2007,New,Partial
+2265,190,RL,195,41600,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1969,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1047,Unf,0,53,1100,GasW,TA,Y,SBrkr,1424,0,0,1424,1,0,1,1,3,1,TA,7,Mod,0,NA,2Types,1969,Unf,3,828,TA,TA,N,144,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2266,120,RL,61,8035,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,165,Gd,TA,PConc,Ex,TA,Gd,GLQ,797,Unf,0,815,1612,GasA,Ex,Y,SBrkr,1612,0,0,1612,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,2,556,TA,TA,Y,0,164,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2267,20,RL,85,14082,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,945,Gd,TA,PConc,Ex,Gd,Gd,GLQ,1558,Unf,0,662,2220,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,1,1,1,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,724,TA,TA,Y,390,80,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2268,20,RL,81,13870,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,250,Ex,TA,PConc,Ex,TA,Gd,GLQ,1152,Unf,0,590,1742,GasA,Ex,Y,SBrkr,2042,0,0,2042,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,724,TA,TA,Y,240,52,0,0,174,0,NA,NA,NA,0,10,2007,New,Partial
+2269,20,RL,NA,10960,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,256,Unf,0,1028,1284,GasA,TA,Y,SBrkr,1284,0,0,1284,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,480,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,4,2007,COD,Abnorml
+2270,60,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1981,2003,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,Gd,TA,CBlock,Gd,TA,No,ALQ,321,Unf,0,404,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1981,RFn,2,484,TA,TA,Y,167,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2271,20,RL,93,12299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1978,1985,Gable,CompShg,Plywood,Plywood,Stone,67,TA,TA,CBlock,Gd,TA,No,GLQ,1328,Unf,0,201,1529,GasA,TA,Y,SBrkr,1664,0,0,1664,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1978,Fin,2,663,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2272,60,RL,61,11339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1979,1979,Hip,WdShake,HdBoard,Plywood,BrkFace,549,TA,TA,CBlock,Gd,TA,No,ALQ,758,Unf,0,22,780,GasA,TA,Y,SBrkr,1085,845,0,1930,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1979,Fin,2,481,TA,TA,Y,192,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2273,20,RL,79,11850,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,BrkFace,98,TA,TA,CBlock,Gd,TA,No,ALQ,781,Unf,0,372,1153,GasA,TA,Y,SBrkr,1177,0,0,1177,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1984,Fin,2,495,TA,TA,Y,204,103,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal
+2274,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,253,TA,TA,CBlock,Gd,TA,No,GLQ,903,Unf,0,356,1259,GasA,Ex,Y,SBrkr,1353,0,0,1353,1,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,RFn,2,478,TA,TA,Y,240,141,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2275,20,RL,128,13001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Mn,ALQ,492,BLQ,121,1012,1625,GasA,TA,Y,SBrkr,1220,0,0,1220,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1971,Unf,2,944,TA,TA,Y,0,0,249,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2276,80,RL,64,8991,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,SLvl,7,6,1976,1976,Gable,CompShg,Plywood,Plywood,Stone,130,TA,TA,CBlock,Gd,TA,Gd,GLQ,624,Rec,604,0,1228,GasA,TA,Y,SBrkr,1324,0,0,1324,0,1,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1976,Fin,2,585,TA,TA,Y,407,36,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2277,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,6,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,931,LwQ,153,0,1084,GasA,TA,Y,SBrkr,1084,793,0,1877,1,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,Unf,2,488,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2278,20,RL,63,9457,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,566,Unf,0,359,925,GasA,TA,Y,SBrkr,1422,0,0,1422,1,0,1,0,3,1,TA,7,Min2,0,NA,Detchd,1988,Unf,2,576,TA,TA,Y,252,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal
+2279,20,RL,66,7920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,CBlock,TA,TA,No,ALQ,81,GLQ,619,214,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,3,1,Ex,5,Typ,0,NA,Attchd,1970,RFn,1,368,TA,Gd,Y,120,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2280,20,RL,NA,17199,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,314,Unf,0,600,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,4,Typ,0,NA,Basment,1961,Unf,1,270,Fa,TA,Y,140,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal
+2281,120,RH,33,4113,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2001,2001,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1337,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2001,Fin,2,511,TA,TA,Y,136,68,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2282,120,RH,26,10943,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1997,1998,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,930,Unf,0,475,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1997,Fin,2,522,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2283,160,RM,21,2205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,567,TA,TA,CBlock,TA,TA,No,ALQ,312,Unf,0,213,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2284,160,RM,21,2058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,265,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,546,0,1218,0,0,1,1,4,1,Ex,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2285,120,RL,24,2304,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,632,Unf,6,423,1061,GasA,TA,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1978,Unf,1,319,TA,TA,Y,108,32,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2286,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Hip,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,CBlock,TA,TA,No,BLQ,725,Unf,0,263,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,1,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2287,20,RL,96,12469,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,378,Ex,TA,PConc,Ex,TA,Gd,GLQ,1151,Unf,0,639,1790,GasA,Ex,Y,SBrkr,1816,0,0,1816,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,730,TA,TA,Y,186,36,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2288,20,RL,91,11825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,302,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,856,TA,TA,Y,0,112,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2289,20,RL,110,14333,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,590,2108,GasA,Ex,Y,SBrkr,2122,0,0,2122,1,0,2,1,2,1,Gd,7,Typ,1,Ex,Attchd,2007,Fin,3,938,TA,TA,Y,130,142,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial
+2290,60,RL,107,13641,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1304,Unf,0,630,1934,GasA,Ex,Y,SBrkr,1943,713,0,2656,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,RFn,3,1040,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial
+2291,60,RL,110,13440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,190,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1108,1108,GasA,Ex,Y,SBrkr,1148,1402,0,2550,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2006,Fin,3,670,TA,TA,Y,120,39,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial
+2292,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,400,Ex,TA,PConc,Ex,TA,Gd,GLQ,1430,Unf,0,564,1994,GasA,Ex,Y,SBrkr,2046,0,0,2046,1,0,2,1,2,1,Ex,7,Typ,2,Gd,Attchd,2005,Fin,3,878,TA,TA,Y,188,65,0,0,175,0,NA,NA,NA,0,8,2007,WD,Normal
+2293,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1812,Unf,0,740,2552,GasA,Ex,Y,SBrkr,2552,0,0,2552,1,0,2,0,3,1,Ex,8,Typ,2,Ex,Attchd,2007,Fin,3,932,TA,TA,Y,130,28,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial
+2294,60,RL,118,13654,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,365,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1704,1704,GasA,Ex,Y,SBrkr,1722,1036,0,2758,0,0,2,1,4,1,Ex,9,Typ,1,Ex,BuiltIn,2005,Fin,3,814,TA,TA,Y,282,55,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2295,20,RL,59,17169,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,970,Ex,TA,PConc,Ex,TA,Av,GLQ,1684,Unf,0,636,2320,GasA,Ex,Y,SBrkr,2290,0,0,2290,2,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1174,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2296,60,RL,134,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1582,1582,GasA,Ex,Y,SBrkr,1582,570,0,2152,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,2007,Unf,2,728,TA,TA,Y,0,368,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2297,60,RL,82,9709,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,120,Ex,TA,PConc,Ex,TA,Gd,GLQ,778,Unf,0,140,918,GasA,Ex,Y,SBrkr,958,1142,0,2100,1,0,2,1,3,1,Ex,8,Typ,2,Gd,BuiltIn,2007,Fin,3,786,TA,TA,Y,172,104,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2298,20,RL,94,13615,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,Stone,510,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1802,1802,GasA,Ex,Y,SBrkr,1802,0,0,1802,0,0,2,1,3,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,843,TA,TA,Y,158,105,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2299,60,RL,99,13069,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,502,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1706,1706,GasA,Ex,Y,SBrkr,1718,1238,0,2956,0,0,2,1,5,1,Ex,11,Typ,1,Ex,BuiltIn,2004,RFn,3,916,TA,TA,Y,194,50,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2300,60,RL,110,14277,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Ex,TA,Mn,GLQ,938,Unf,0,379,1317,GasA,Ex,Y,SBrkr,1217,1168,0,2385,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,Fin,3,818,TA,TA,Y,192,228,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2301,60,RL,NA,12568,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,246,Gd,TA,PConc,Ex,TA,Av,GLQ,669,Unf,0,226,895,GasA,Ex,Y,SBrkr,895,923,0,1818,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,774,TA,TA,Y,196,104,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2302,20,RL,70,9926,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,1178,Unf,0,436,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,878,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2303,20,RL,71,9254,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,GLQ,119,Unf,0,1602,1721,GasA,Ex,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,554,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2304,60,RL,92,10732,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1298,1298,GasA,Ex,Y,SBrkr,1298,530,0,1828,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,876,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial
+2305,120,RL,34,3901,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,866,Unf,0,436,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2306,120,RL,34,3903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,1030,Unf,0,272,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2307,120,RL,41,6289,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,762,Unf,0,600,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,1,0,2,0,2,1,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
+2308,120,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,0,5,2007,CWD,Normal
+2309,120,RL,48,7841,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,394,Ex,TA,PConc,Ex,TA,No,GLQ,848,Unf,0,729,1577,GasA,Ex,Y,SBrkr,1577,0,0,1577,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,564,TA,TA,Y,203,39,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2310,120,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,24,Unf,0,1300,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2311,120,RL,48,3242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,235,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,136,36,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2312,60,RL,59,15810,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,728,0,1496,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,572,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial
+2313,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2314,60,RL,58,13204,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,44,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,850,0,1458,0,0,2,0,3,1,Gd,6,Typ,0,NA,BuiltIn,2007,Fin,2,454,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial
+2315,60,RL,62,8857,Pave,NA,IR1,Lvl,AllPub,Inside,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,0,738,738,GasA,Ex,Y,SBrkr,738,757,0,1495,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial
+2316,60,RL,63,9729,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,1048,0,1746,1,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Unf,3,350,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2317,20,RL,88,12216,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,918,Unf,0,408,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,388,TA,TA,Y,120,23,0,0,0,0,NA,NA,Shed,2000,6,2007,WD,Normal
+2318,60,RL,72,8229,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,22,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,752,752,GasA,Ex,Y,SBrkr,752,752,0,1504,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial
+2319,60,RL,64,7713,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,16,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,7,Typ,0,NA,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2320,20,RL,64,7697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1246,1246,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2321,120,RL,NA,3621,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,Gd,GLQ,1084,Unf,0,322,1406,GasA,Ex,Y,SBrkr,1589,0,0,1589,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,630,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2322,20,RL,53,3710,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,0,8,2007,New,Partial
+2323,80,RL,65,16219,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,779,Unf,0,56,835,GasA,Ex,Y,SBrkr,1119,0,0,1119,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,Fin,2,437,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2324,80,RL,87,11084,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,192,Unf,0,192,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Family
+2325,20,RL,59,10936,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1510,1510,GasA,Ex,Y,SBrkr,1525,0,0,1525,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,534,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial
+2326,80,RL,NA,11950,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2003,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2327,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,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,2003,Fin,2,434,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2328,60,RL,NA,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,574,Unf,0,280,854,GasA,Ex,Y,SBrkr,864,1131,0,1995,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,435,TA,TA,Y,264,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2329,60,RL,58,9487,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,GLQ,520,Unf,0,395,915,GasA,Ex,Y,SBrkr,940,750,0,1690,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,442,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2330,60,RL,59,9649,Pave,NA,IR1,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,0,941,941,GasA,Ex,Y,SBrkr,961,683,0,1644,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,460,42,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2331,60,RL,100,12191,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,515,Gd,TA,PConc,Gd,TA,Av,GLQ,1181,Unf,0,598,1779,GasA,Ex,Y,SBrkr,1779,772,0,2551,1,0,2,1,4,1,Gd,8,Typ,2,TA,Attchd,1998,Fin,3,925,TA,TA,Y,76,61,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2332,60,RL,89,10557,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,422,Gd,TA,PConc,Ex,TA,Gd,GLQ,672,Unf,0,736,1408,GasA,Ex,Y,SBrkr,1671,1407,0,3078,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,806,TA,TA,Y,108,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2333,60,RL,74,11002,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1048,Unf,0,341,1389,GasA,Ex,Y,SBrkr,1411,1171,0,2582,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,758,TA,TA,Y,286,60,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2334,60,RL,83,10790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,275,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1066,1066,GasA,Ex,Y,SBrkr,1108,1277,0,2385,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1998,Fin,3,600,TA,TA,Y,120,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2335,60,RL,88,11762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,309,Gd,TA,PConc,Ex,TA,No,GLQ,335,Unf,0,770,1105,GasA,Ex,Y,SBrkr,1105,1097,0,2202,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,517,TA,TA,Y,0,65,0,0,144,0,NA,NA,NA,0,9,2007,WD,Normal
+2336,60,RL,82,9044,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,526,Gd,Gd,PConc,Gd,TA,No,GLQ,1225,Unf,0,100,1325,GasA,Ex,Y,SBrkr,1335,1203,0,2538,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1996,RFn,3,933,TA,TA,Y,198,92,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2337,20,RL,75,9910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1369,1369,GasA,Ex,Y,SBrkr,1369,0,0,1369,0,0,2,0,3,1,Gd,5,Typ,0,NA,Attchd,2007,Unf,2,605,TA,TA,Y,0,203,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2338,20,RL,91,11830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,Gd,TA,PConc,Gd,TA,No,GLQ,1220,Unf,0,322,1542,GasA,Ex,Y,SBrkr,1542,0,0,1542,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Unf,3,852,TA,TA,Y,168,110,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2339,20,RL,76,10612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Mn,GLQ,28,Unf,0,1496,1524,GasA,Gd,Y,SBrkr,1534,0,0,1534,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,484,TA,TA,Y,168,46,0,0,0,0,NA,NA,NA,0,1,2007,WD,Family
+2340,20,RL,98,12291,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,754,Ex,TA,PConc,Ex,TA,Av,GLQ,1572,Unf,0,394,1966,GasA,Ex,Y,SBrkr,1966,0,0,1966,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,3,1092,TA,TA,Y,76,52,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial
+2341,20,RL,85,9965,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,0,0,1528,0,0,3,2,3,1,Gd,6,Typ,1,TA,Attchd,2007,Unf,2,480,TA,TA,Y,0,228,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2342,20,RL,74,8847,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,Gd,TA,PConc,Gd,TA,Av,GLQ,769,Unf,0,769,1538,GasA,Ex,Y,SBrkr,1538,0,0,1538,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,484,TA,TA,Y,146,40,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2343,20,RL,70,8251,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,Gd,Av,GLQ,778,Unf,0,716,1494,GasA,Ex,Y,SBrkr,1506,0,0,1506,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,672,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2344,60,RL,70,9605,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,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,982,995,0,1977,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,574,TA,TA,Y,240,53,0,0,0,0,NA,NA,NA,0,7,2007,WD,Family
+2345,60,RL,75,8778,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,No,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,528,0,1830,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,859,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2346,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1314,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,598,TA,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial
+2347,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1335,1335,GasA,Ex,Y,SBrkr,1335,0,0,1335,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,575,TA,TA,Y,0,210,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2348,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,350,Unf,0,546,896,GasA,Ex,Y,SBrkr,896,896,0,1792,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,2,590,TA,TA,Y,184,96,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial
+2349,60,FV,81,10411,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,Gd,TA,NA,Unf,0,Unf,0,725,725,GasA,Ex,Y,SBrkr,725,863,0,1588,0,0,3,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Unf,2,561,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2350,60,FV,112,12217,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,WdShing,Wd Shng,NA,NA,Gd,TA,PConc,Ex,TA,Av,GLQ,745,Unf,0,210,955,GasA,Ex,Y,SBrkr,955,925,0,1880,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial
+2351,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1574,1574,GasA,Ex,Y,SBrkr,1584,0,0,1584,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,2,594,TA,TA,Y,0,256,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial
+2352,20,FV,100,11824,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1685,1685,GasA,Ex,Y,SBrkr,1685,0,0,1685,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,3,658,TA,TA,Y,112,63,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2353,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,353,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1285,0,2443,0,0,2,1,4,1,Gd,9,Min2,1,Gd,BuiltIn,2004,RFn,3,744,TA,TA,Y,193,127,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2354,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,136,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2355,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,55,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2356,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,Gd,TA,PConc,Gd,TA,No,GLQ,729,Unf,0,365,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2357,20,RL,65,7441,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1461,1461,GasA,Ex,Y,SBrkr,1486,0,0,1486,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,566,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2358,60,RL,NA,11613,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,480,Unf,0,384,864,GasA,Ex,Y,SBrkr,920,900,0,1820,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,492,TA,TA,Y,144,85,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2359,160,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,Ex,Y,SBrkr,630,636,0,1266,0,0,1,1,2,1,TA,5,Typ,2,TA,Attchd,1980,RFn,1,283,TA,TA,Y,340,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2360,20,RL,64,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,138,Rec,351,405,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Unf,1,308,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2361,20,RL,84,7476,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,812,Unf,0,228,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1991,Fin,2,686,TA,TA,Y,188,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2362,60,RL,NA,19522,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,272,Gd,TA,PConc,Gd,TA,No,GLQ,727,Unf,0,496,1223,GasA,Gd,Y,SBrkr,1271,1232,0,2503,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,564,TA,TA,Y,0,99,0,0,182,0,NA,NA,NA,0,2,2007,WD,Normal
+2363,20,RL,44,10751,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,TA,CBlock,Fa,TA,Gd,ALQ,787,Unf,0,250,1037,GasA,TA,Y,SBrkr,1037,0,0,1037,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1974,RFn,2,431,TA,TA,Y,136,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2364,20,RL,43,12712,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,6,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,968,Unf,0,76,1044,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,1,0,2,1,Gd,5,Typ,1,TA,Attchd,1973,RFn,2,542,TA,TA,Y,455,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml
+2365,120,FV,45,4379,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,851,Unf,0,527,1378,GasA,Ex,Y,SBrkr,1378,0,0,1378,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,540,TA,TA,Y,160,56,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2366,120,FV,80,3523,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,30,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1081,1141,GasA,Ex,Y,SBrkr,1151,0,0,1151,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,484,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial
+2367,120,FV,32,3784,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1451,1511,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,476,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial
+2368,120,FV,40,3606,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,GLQ,937,Unf,0,415,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2369,120,FV,30,5330,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1550,1550,GasA,Ex,Y,SBrkr,1550,0,0,1550,0,0,2,1,2,1,Gd,5,Typ,0,NA,Attchd,2007,Fin,2,528,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2370,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,179,744,GasA,Gd,Y,SBrkr,757,744,0,1501,1,0,2,1,3,1,TA,6,Typ,1,TA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2371,160,FV,24,2117,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,417,Unf,0,339,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2372,20,FV,73,7321,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1339,1339,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,625,TA,TA,Y,176,174,0,0,0,0,NA,NA,NA,0,12,2007,COD,Normal
+2373,60,FV,NA,8010,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,964,Unf,0,90,1054,GasA,Ex,Y,SBrkr,1072,976,0,2048,1,0,2,1,3,1,Gd,8,Typ,2,Gd,Detchd,2003,Unf,2,552,TA,TA,Y,0,48,0,0,180,0,NA,NA,NA,0,8,2007,WD,Normal
+2374,60,FV,106,8413,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Ex,TA,Mn,GLQ,901,Unf,0,319,1220,GasA,Ex,Y,SBrkr,1220,1142,0,2362,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1998,RFn,2,1105,Gd,TA,Y,147,0,36,0,144,0,NA,NA,NA,0,6,2007,WD,Normal
+2375,120,RL,50,9466,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1994,1995,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,457,ALQ,1037,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,1994,Fin,2,478,TA,TA,Y,0,30,0,0,217,0,NA,NA,NA,0,5,2007,WD,Normal
+2376,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,6,1980,1980,Hip,CompShg,VinylSd,MetalSd,BrkFace,600,Gd,TA,CBlock,Gd,TA,No,GLQ,1732,Unf,0,270,2002,GasA,Ex,Y,SBrkr,2362,0,0,2362,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1980,RFn,2,546,Gd,TA,Y,180,16,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2377,20,RL,94,17778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,5,1981,1981,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Gd,ALQ,1632,Rec,829,0,2461,GasA,Gd,Y,SBrkr,2497,0,0,2497,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,1981,RFn,2,676,TA,TA,Y,266,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2378,20,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,41,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1152,0,0,1152,1,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,412,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal
+2379,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,BrkFace,525,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,93,1008,GasA,TA,Y,SBrkr,1403,1008,0,2411,1,0,2,1,4,1,TA,8,Typ,1,Po,Attchd,1970,RFn,2,570,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2380,85,RL,NA,8723,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,SFoyer,6,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,BLQ,973,Unf,0,0,973,GasA,Ex,Y,SBrkr,1082,0,0,1082,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,480,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2381,20,RL,130,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,196,TA,TA,PConc,Gd,TA,No,ALQ,910,Unf,0,385,1295,GasA,Fa,Y,SBrkr,1295,0,0,1295,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1968,Fin,2,528,TA,TA,Y,0,194,0,0,200,0,NA,NA,NA,0,4,2007,WD,Normal
+2382,20,RL,108,11358,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1972,1987,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,346,Unf,0,778,1124,GasA,TA,Y,SBrkr,1610,0,0,1610,0,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1972,RFn,2,515,TA,TA,Y,202,0,0,0,256,0,NA,NA,NA,0,5,2007,WD,Normal
+2383,20,RL,80,9547,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1594,1594,GasA,Ex,Y,SBrkr,1594,0,0,1594,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1993,RFn,2,472,TA,TA,Y,190,80,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2384,60,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1993,1993,Gable,CompShg,MetalSd,MetalSd,BrkFace,194,Gd,TA,PConc,Gd,TA,No,GLQ,819,Unf,0,329,1148,GasA,Ex,Y,SBrkr,1091,984,0,2075,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1993,Unf,2,473,TA,TA,Y,235,86,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2385,20,RL,88,10738,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,792,Unf,0,301,1093,GasA,Gd,Y,SBrkr,1093,0,0,1093,1,0,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,484,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,Shed,400,11,2007,WD,Normal
+2386,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,BLQ,617,Rec,264,171,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Fin,1,311,TA,TA,Y,0,133,0,0,0,0,NA,NA,NA,0,2,2007,COD,Normal
+2387,20,RL,70,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,474,BLQ,38,437,949,GasA,TA,Y,SBrkr,1107,0,0,1107,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,1,308,TA,TA,Y,88,64,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2388,90,RL,NA,10899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,8,Typ,0,NA,CarPort,1964,Unf,3,530,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2389,20,RL,74,7450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,438,LwQ,206,250,894,GasA,Gd,Y,SBrkr,1074,0,0,1074,0,0,1,0,2,1,Gd,6,Min1,1,Gd,Detchd,1966,Unf,2,396,TA,TA,Y,0,72,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal
+2390,20,RL,NA,14357,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,LwQ,167,386,864,GasA,TA,Y,SBrkr,1187,0,0,1187,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,440,TA,TA,Y,128,0,0,0,0,0,NA,NA,NA,0,8,2007,CWD,Normal
+2391,20,RL,76,8243,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,56,TA,Gd,CBlock,TA,TA,No,ALQ,700,Unf,0,264,964,GasA,Ex,Y,SBrkr,964,0,0,964,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1985,Fin,2,784,TA,TA,Y,170,0,0,0,0,0,NA,GdPrv,NA,0,2,2007,WD,Normal
+2392,20,RL,70,8680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2393,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1966,1966,Hip,CompShg,HdBoard,Plywood,BrkFace,202,TA,TA,CBlock,TA,TA,No,BLQ,654,Unf,0,520,1174,GasA,Ex,Y,SBrkr,1200,0,0,1200,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1966,RFn,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal
+2394,80,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,TA,TA,Gd,GLQ,494,Unf,0,548,1042,GasA,TA,Y,SBrkr,1042,0,0,1042,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,RFn,2,440,TA,TA,Y,192,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2395,60,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1964,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,TA,Gd,CBlock,TA,TA,No,ALQ,414,Unf,0,431,845,GasA,Ex,Y,SBrkr,845,1309,0,2154,0,0,2,1,5,1,TA,8,Typ,1,Gd,Attchd,1964,RFn,2,539,TA,TA,Y,0,0,0,0,161,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2396,20,RL,NA,11382,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,Wd Sdng,Plywood,BrkFace,212,TA,TA,CBlock,TA,TA,No,ALQ,54,Rec,543,533,1130,GasA,TA,Y,SBrkr,1374,0,0,1374,0,1,1,0,3,1,TA,7,Typ,1,TA,Attchd,1964,RFn,1,286,TA,TA,Y,0,28,84,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal
+2397,20,RL,NA,22002,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1959,1991,Gable,CompShg,MetalSd,MetalSd,BrkFace,136,TA,Gd,CBlock,TA,TA,Mn,ALQ,1386,Unf,0,206,1592,GasA,Gd,Y,SBrkr,1652,0,0,1652,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,510,TA,TA,Y,0,0,0,0,201,0,NA,NA,NA,0,7,2007,WD,Normal
+2398,45,RL,85,12172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1940,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,PConc,TA,TA,No,LwQ,130,Rec,259,433,822,GasA,TA,Y,SBrkr,908,0,0,908,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,2,512,TA,TA,Y,284,24,0,0,192,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2399,20,RL,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,3,1946,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,Fa,Fa,No,LwQ,299,Unf,0,367,666,GasA,Fa,N,SBrkr,666,0,0,666,0,1,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,52,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal
+2400,50,RL,51,3500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,3,5,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,144,Unf,0,226,370,GasA,TA,N,FuseA,442,228,0,670,1,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,21,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal
+2401,20,RL,50,5175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,8,1958,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,150,ALQ,404,254,808,GasA,Ex,Y,SBrkr,808,0,0,808,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,N,143,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal
+2402,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,Gd,CBlock,TA,TA,No,BLQ,368,Unf,0,710,1078,GasA,Ex,Y,SBrkr,1150,0,0,1150,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,288,TA,TA,Y,0,0,0,0,175,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2403,90,RL,63,8668,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1968,Unf,3,792,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2404,85,RL,NA,10050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,6,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,87,TA,TA,CBlock,TA,TA,Av,GLQ,602,Unf,0,191,793,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,1,2,0,3,1,TA,6,Typ,1,TA,Basment,1966,Fin,2,432,TA,TA,Y,140,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2405,80,RL,100,9600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1961,1961,Hip,CompShg,WdShing,Wd Shng,BrkFace,291,TA,TA,CBlock,TA,TA,Av,ALQ,600,Unf,0,618,1218,GasA,TA,Y,SBrkr,1254,0,0,1254,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1961,RFn,2,525,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,5,2007,WD,Normal
+2406,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1957,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,873,Unf,0,63,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1957,RFn,1,315,TA,TA,Y,0,0,0,219,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2407,20,RL,65,6860,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,54,TA,TA,CBlock,TA,TA,No,GLQ,908,Unf,0,100,1008,GasA,Ex,Y,SBrkr,1008,0,0,1008,1,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2408,20,RL,60,8250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,288,Unf,0,765,1053,GasA,Gd,Y,SBrkr,1053,0,0,1053,1,0,1,0,3,1,Gd,6,Typ,0,NA,2Types,1994,RFn,2,692,TA,TA,Y,240,0,0,0,109,0,NA,NA,NA,0,7,2007,WD,Normal
+2409,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,HdBoard,HdBoard,BrkCmn,69,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1144,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2410,20,RL,80,9736,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1969,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,289,TA,TA,CBlock,TA,TA,No,BLQ,668,Rec,138,525,1331,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,1,0,4,1,TA,8,Typ,3,TA,Attchd,1957,Unf,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2411,20,RL,72,9770,Pave,NA,Reg,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,512,Unf,0,410,922,GasA,TA,Y,FuseA,922,0,0,922,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1957,Unf,1,308,TA,TA,Y,0,34,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal
+2412,20,RL,70,12198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,780,Unf,0,424,1204,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,1,0,3,1,TA,7,Typ,1,TA,Attchd,1955,RFn,1,310,TA,TA,Y,278,82,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal
+2413,20,RL,75,10050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,928,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2414,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,9,1953,2006,Gable,CompShg,VinylSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,408,Unf,0,456,864,GasA,Gd,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,Ex,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2415,90,RL,70,8078,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,260,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2416,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,507,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,Unf,2,410,TA,TA,N,0,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2417,20,RL,68,7942,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,85,ALQ,955,0,1040,GasA,TA,Y,FuseF,1040,0,0,1040,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1953,Fin,1,293,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2418,20,RL,71,8540,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1956,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,114,ALQ,691,120,925,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1956,Unf,1,252,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2419,50,RL,55,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,150,Unf,0,1040,1190,GasA,Gd,Y,SBrkr,1040,500,0,1540,1,0,1,0,4,1,Fa,7,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2420,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,793,Unf,0,130,923,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1955,Unf,1,390,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,NA,0,3,2007,WD,Normal
+2421,20,RL,75,9532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,595,Rec,354,156,1105,GasA,Gd,Y,SBrkr,1647,0,0,1647,1,0,1,0,3,1,TA,6,Min1,1,Fa,Attchd,1953,Fin,1,280,TA,TA,Y,225,0,0,0,0,368,NA,GdPrv,NA,0,2,2007,WD,Normal
+2422,20,RL,NA,15783,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,292,Unf,0,632,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,420,TA,TA,Y,0,324,0,0,0,0,NA,MnPrv,Shed,400,6,2007,WD,Normal
+2423,50,RL,60,14190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,7,1890,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,925,925,GasA,Gd,Y,SBrkr,1000,544,0,1544,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,231,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2424,50,RL,NA,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1953,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,198,Unf,0,1018,1216,GasA,Ex,Y,SBrkr,1216,0,512,1728,1,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1953,Unf,1,371,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal
+2425,70,RL,113,21281,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,4,1935,2007,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,666,666,GasA,Gd,Y,SBrkr,1308,1778,0,3086,0,0,3,1,4,1,Gd,9,Min1,0,NA,BuiltIn,2007,Unf,3,1200,TA,TA,Y,0,208,290,0,156,0,NA,NA,NA,0,11,2007,WD,Family
+2426,50,RL,60,10284,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1925,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,1030,LwQ,66,55,1151,GasA,Ex,Y,SBrkr,845,436,0,1281,1,0,2,0,1,1,TA,6,Mod,0,NA,Detchd,1978,Unf,2,580,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml
+2427,70,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1895,1999,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,736,736,GasA,Ex,Y,SBrkr,751,783,0,1534,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,112,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2428,80,RL,93,10090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,7,5,1963,1999,Gable,CompShg,Plywood,Plywood,BrkFace,364,TA,TA,CBlock,TA,TA,Av,Rec,242,ALQ,483,0,725,GasA,TA,Y,SBrkr,1035,616,0,1651,0,1,2,0,4,1,TA,6,Typ,2,TA,BuiltIn,1963,Unf,1,276,TA,TA,Y,460,46,0,0,165,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2429,20,RL,75,8700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,HdBoard,HdBoard,BrkFace,53,TA,TA,CBlock,TA,TA,No,ALQ,192,Unf,0,728,920,GasA,Gd,Y,SBrkr,888,0,0,888,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml
+2430,20,RL,66,8300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,86,TA,TA,CBlock,TA,TA,Mn,Rec,952,Unf,0,0,952,GasA,Gd,Y,SBrkr,952,0,0,952,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2431,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1950,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,432,Unf,0,432,864,GasA,Fa,Y,FuseA,1238,0,0,1238,0,0,1,1,3,1,TA,6,Min2,1,TA,Attchd,1950,Unf,1,357,TA,TA,Y,0,171,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2432,20,RL,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2003,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,574,Unf,0,466,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2007,WD,Normal
+2433,20,RL,70,7315,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,625,Unf,0,545,1170,GasA,TA,Y,SBrkr,1170,0,0,1170,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,1,338,TA,TA,Y,0,0,0,0,225,0,NA,NA,NA,0,3,2007,WD,Normal
+2434,20,RL,70,7903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,739,Unf,0,503,1242,GasA,Gd,Y,FuseA,1242,0,0,1242,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family
+2435,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1098,Rec,154,125,1377,GasA,TA,Y,SBrkr,1377,0,0,1377,1,0,1,0,3,1,TA,6,Typ,2,TA,Attchd,1965,Unf,1,351,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2007,WD,Normal
+2436,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,925,0,0,925,0,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1961,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2437,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,110,BLQ,442,312,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,294,TA,TA,Y,58,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2438,85,RL,66,6760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,734,Unf,0,162,896,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,RFn,1,288,TA,TA,Y,24,90,160,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2439,30,RM,60,6978,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1926,1980,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,850,850,GasA,TA,Y,SBrkr,960,0,0,960,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1981,RFn,2,576,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2440,50,RM,50,6000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,276,Unf,0,569,845,GasA,TA,Y,SBrkr,866,430,0,1296,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,0,0,175,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2441,30,RM,56,4480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,Fa,Fa,No,LwQ,782,Unf,0,240,1022,GasA,TA,N,FuseF,1022,0,0,1022,1,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1922,Unf,1,184,TA,Fa,N,0,122,20,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal
+2442,30,RM,56,3153,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,0,0,967,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1920,Unf,1,180,Fa,TA,N,0,0,26,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2443,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1940,1950,Gable,CompShg,VinylSd,VinylSd,Stone,279,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,808,808,GasA,Ex,Y,SBrkr,1072,0,0,1072,0,0,1,0,2,1,TA,5,Typ,2,Gd,Detchd,1940,Unf,2,379,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2444,50,RM,120,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1900,2006,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,130,Unf,0,550,680,GasA,Ex,Y,SBrkr,680,494,0,1174,0,0,1,0,2,1,Gd,6,Typ,1,Gd,Detchd,2000,Unf,2,576,TA,TA,Y,116,26,40,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2445,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,122,Rec,448,0,570,GasA,Gd,N,SBrkr,761,380,0,1141,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,252,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2007,ConLw,Normal
+2446,70,RM,57,9639,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,4,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1075,1075,GasA,Ex,Y,SBrkr,1156,642,0,1798,0,0,2,1,4,1,TA,7,Typ,0,NA,Detchd,1935,Unf,2,342,TA,TA,N,0,0,160,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2447,70,RM,NA,10337,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1910,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,725,725,GasA,Ex,N,SBrkr,909,863,0,1772,0,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1992,Unf,2,816,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2448,70,RM,53,9863,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1927,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,196,Rec,210,322,728,GasA,TA,Y,SBrkr,914,728,0,1642,0,1,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1927,Unf,1,374,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml
+2449,70,RM,35,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,168,Unf,0,448,616,GasA,Ex,Y,SBrkr,616,616,0,1232,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,2,480,Fa,Fa,Y,280,0,143,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2450,50,RM,56,8398,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,Gd,No,BLQ,259,Unf,0,667,926,GasA,TA,Y,SBrkr,991,659,0,1650,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,2,468,TA,TA,N,128,103,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2451,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1930,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Rec,316,Unf,0,371,687,GasA,Gd,Y,SBrkr,687,671,0,1358,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,2004,Unf,1,336,TA,TA,Y,0,32,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Partial
+2452,75,RM,75,13500,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,8,1879,1987,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,819,819,GasA,TA,Y,FuseA,1312,1142,0,2454,0,0,2,0,3,1,TA,8,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,N,0,148,150,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal
+2453,20,RM,52,8626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,1,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,331,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2454,80,RM,76,11800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,SLvl,4,7,1949,2002,Gable,CompShg,Stucco,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1382,0,0,1382,0,0,2,0,1,1,TA,6,Mod,1,TA,Attchd,1957,RFn,1,384,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2455,40,RL,55,6854,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,LwQ,317,Rec,227,212,756,GasA,TA,N,FuseA,916,144,0,1060,1,0,1,0,1,1,TA,6,Mod,1,Gd,Detchd,1969,Unf,1,308,Fa,TA,Y,0,65,0,0,150,0,NA,NA,NA,0,8,2007,WD,Normal
+2456,50,RM,55,8674,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,RRNn,Artery,1Fam,1.5Fin,5,6,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,910,Unf,0,0,910,GasA,TA,Y,SBrkr,910,525,0,1435,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2457,50,RM,50,6125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1939,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,306,Unf,0,422,728,GasA,Ex,Y,SBrkr,728,546,0,1274,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,224,Fa,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,CWD,Normal
+2458,70,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1939,1950,Gable,CompShg,MetalSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,276,Unf,0,324,600,GasA,Ex,Y,SBrkr,608,624,0,1232,0,0,1,1,3,1,TA,6,Typ,2,TA,Attchd,1939,Unf,1,217,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal
+2459,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,7,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,0,0,884,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,136,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2460,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1938,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,52,Unf,0,809,861,GasA,Gd,Y,SBrkr,861,548,0,1409,1,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1968,Unf,2,528,TA,TA,Y,225,0,84,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2461,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1939,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,48,Unf,0,624,672,GasA,Ex,Y,SBrkr,899,423,0,1322,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2462,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,966,966,GasA,Ex,Y,SBrkr,1014,412,0,1426,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1930,Unf,1,230,Fa,TA,Y,174,0,96,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal
+2463,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,351,Unf,0,405,756,GasA,Gd,Y,FuseA,903,378,0,1281,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1926,Unf,2,379,TA,TA,Y,25,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2464,70,RM,47,7755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1918,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,FuseA,1100,1164,0,2264,0,0,2,1,4,1,TA,8,Typ,0,NA,Detchd,1950,Unf,1,408,TA,TA,Y,0,152,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2465,50,RL,60,8850,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,752,624,0,1376,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,P,0,54,144,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2466,50,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,750,750,GasA,TA,Y,SBrkr,960,356,0,1316,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1965,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,ConLw,Family
+2467,70,RM,NA,5700,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,2Story,7,6,1929,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,336,Unf,0,336,672,GasA,Gd,N,FuseA,672,672,0,1344,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1979,Unf,2,456,TA,TA,Y,0,0,70,0,0,0,NA,GdPrv,NA,0,9,2007,WD,Normal
+2468,45,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,592,592,GasA,TA,N,FuseA,933,240,0,1173,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,240,TA,Fa,Y,0,25,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand
+2469,50,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,3,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,969,969,GasA,TA,N,FuseA,969,245,0,1214,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,N,0,0,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand
+2470,80,RM,120,13200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,6,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,234,TA,TA,CBlock,TA,TA,No,BLQ,375,Unf,0,366,741,GasA,Fa,Y,SBrkr,1497,797,0,2294,0,0,3,0,5,1,TA,9,Typ,1,Gd,Attchd,1963,Unf,2,658,TA,TA,Y,0,110,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2471,60,RM,60,9780,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,7,9,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,LwQ,354,Rec,398,224,976,GasA,Ex,Y,SBrkr,976,976,0,1952,0,0,1,1,4,1,Gd,8,Typ,2,TA,Detchd,1950,Fin,1,299,TA,TA,Y,285,0,0,0,216,0,NA,NA,NA,0,4,2007,WD,Normal
+2472,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,375,Unf,0,763,1138,GasA,Gd,Y,SBrkr,1138,1042,0,2180,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,2006,Unf,2,720,TA,TA,N,0,0,170,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2473,190,RM,52,4330,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,4,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Rec,681,ALQ,127,0,808,GasA,TA,Y,SBrkr,838,477,0,1315,1,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1958,RFn,2,436,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml
+2474,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,4,1,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,771,771,GasA,Fa,Y,SBrkr,866,504,114,1484,0,0,2,0,3,1,TA,6,NA,0,NA,Detchd,1910,Unf,1,264,TA,Fa,N,14,211,0,0,84,0,NA,NA,NA,0,9,2007,COD,Abnorml
+2475,70,RL,107,12888,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,7,8,1937,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,288,Unf,0,717,1005,GasA,TA,Y,SBrkr,1262,1005,0,2267,1,0,1,1,3,1,TA,7,Typ,2,Gd,Attchd,1937,Fin,2,498,TA,TA,Y,521,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2476,190,RL,59,4484,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,6,1942,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,485,Unf,0,187,672,GasA,TA,N,SBrkr,778,504,0,1282,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1942,Unf,1,240,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2477,190,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,SFoyer,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,925,Unf,0,0,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,Y,40,176,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal
+2478,85,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1964,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,30,TA,TA,CBlock,Gd,TA,Av,BLQ,785,Unf,0,635,1420,GasA,Gd,Y,SBrkr,1452,0,0,1452,1,0,1,0,2,1,TA,6,Min2,1,TA,Detchd,1964,Unf,2,572,TA,TA,Y,92,0,88,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2479,20,RL,62,14299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,3,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,513,LwQ,144,348,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,440,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2480,80,RL,65,14149,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1964,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,50,Gd,Gd,CBlock,TA,TA,Gd,LwQ,68,BLQ,722,190,980,GasA,TA,Y,SBrkr,1020,0,0,1020,0,1,2,0,3,1,TA,5,Typ,1,Po,Detchd,1970,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2481,20,RL,NA,11677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,442,TA,TA,CBlock,TA,TA,Av,Rec,249,BLQ,761,30,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal
+2482,190,RL,70,8425,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,6,1971,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,748,Unf,0,20,768,GasA,Gd,Y,SBrkr,868,0,0,868,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,138,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2483,20,RL,86,8665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,CBlock,TA,TA,Mn,Rec,168,BLQ,288,420,876,GasA,TA,Y,SBrkr,897,0,0,897,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2484,20,RL,NA,8398,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,323,TA,Gd,CBlock,TA,TA,No,LwQ,114,BLQ,529,300,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,2,528,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2485,20,RL,NA,8169,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,216,ALQ,435,261,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1966,Unf,1,315,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2486,20,RL,81,14175,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Sawyer,PosA,Norm,1Fam,1Story,5,5,1956,1998,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,386,ALQ,522,332,1240,GasA,Gd,Y,SBrkr,1375,0,0,1375,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1956,Unf,1,323,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2487,60,RL,99,16779,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,5,4,1920,1996,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,356,TA,Fa,CBlock,Gd,TA,No,BLQ,267,Unf,0,404,671,GasA,Fa,Y,SBrkr,1567,1087,0,2654,0,0,3,0,4,1,TA,11,Mod,1,Gd,Attchd,1946,Unf,2,638,TA,TA,Y,128,570,0,0,0,0,NA,NA,Shed,500,5,2007,WD,Normal
+2488,50,RL,70,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,7,8,1940,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,258,Unf,0,422,680,GasA,Ex,Y,FuseA,798,504,0,1302,0,0,1,1,2,1,Gd,6,Typ,2,Gd,Attchd,1940,Unf,1,224,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2489,20,RL,91,11375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1954,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,736,Unf,0,231,967,GasA,TA,Y,SBrkr,1299,0,0,1299,0,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1954,Unf,2,494,TA,TA,Y,81,0,280,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2490,20,RL,85,13770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1958,1998,Gable,CompShg,Plywood,Plywood,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,Rec,190,BLQ,873,95,1158,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,1,303,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,NA,Normal
+2491,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,998,0,0,998,0,0,1,0,3,1,TA,5,Min2,0,NA,2Types,1952,Unf,2,460,Fa,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2492,20,RL,NA,11075,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,136,TA,TA,PConc,Gd,TA,No,BLQ,299,LwQ,891,0,1190,GasA,Ex,Y,SBrkr,1522,0,0,1522,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1984,Fin,2,552,TA,TA,Y,0,77,0,0,168,0,NA,GdPrv,NA,0,2,2007,WD,Normal
+2493,20,RL,NA,17541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1948,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,Gd,Mn,BLQ,300,Unf,0,109,409,GasA,Ex,Y,SBrkr,1325,0,0,1325,0,0,2,0,3,1,Gd,6,Typ,1,TA,Detchd,1996,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2494,20,RL,NA,22692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,587,Unf,0,486,1073,GasA,TA,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,TA,6,Mod,1,TA,Detchd,1953,Unf,2,649,TA,TA,P,0,64,0,0,0,0,NA,NA,NA,0,3,2007,COD,Normal
+2495,20,RL,84,17808,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1946,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,484,484,GasA,TA,N,SBrkr,1242,0,0,1242,0,0,1,0,2,1,TA,4,Mod,0,NA,Attchd,1946,Unf,1,336,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2496,20,RL,102,12671,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1954,1994,Hip,CompShg,MetalSd,MetalSd,Stone,300,TA,Gd,CBlock,Gd,Fa,No,LwQ,353,Unf,0,935,1288,GasA,Ex,Y,SBrkr,2422,0,0,2422,0,0,3,0,4,1,Gd,6,Min2,2,Gd,Attchd,1954,Fin,2,527,TA,TA,Y,0,63,0,0,144,0,NA,NA,NA,0,7,2007,WD,Normal
+2497,50,RL,70,10512,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,491,Unf,0,497,988,GasA,Ex,Y,SBrkr,988,638,0,1626,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1954,Unf,1,332,TA,TA,Y,366,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2498,20,RL,60,5400,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,453,Unf,0,411,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,399,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2499,30,RL,NA,11515,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,943,0,0,943,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1958,Unf,1,308,TA,TA,N,0,0,60,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2500,120,RL,39,3869,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,TwnhsE,1Story,5,6,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,149,Gd,Ex,CBlock,TA,TA,No,LwQ,283,GLQ,755,0,1038,GasA,Gd,Y,SBrkr,1038,0,0,1038,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,264,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2501,20,RL,58,9280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,557,Unf,0,785,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1951,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2502,50,RL,60,11100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1951,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,1080,Unf,0,0,1080,GasA,TA,N,SBrkr,1080,400,0,1480,1,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1951,Unf,1,253,TA,TA,Y,0,0,68,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2503,50,RL,50,7550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1920,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,951,951,GasW,Fa,N,SBrkr,986,376,0,1362,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,280,Fa,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal
+2504,50,RL,104,23920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1.5Fin,6,5,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1105,1105,GasA,Ex,Y,SBrkr,1105,717,0,1822,0,0,2,0,4,1,Gd,7,Min2,1,Po,Attchd,1984,Unf,2,515,TA,TA,P,0,195,1012,0,0,444,NA,NA,NA,0,4,2007,WD,Normal
+2505,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,497,Unf,0,282,779,GasA,Ex,Y,SBrkr,1029,929,0,1958,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,499,TA,TA,Y,202,93,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal
+2506,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,870,TA,TA,Y,204,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2507,20,RL,93,10481,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2140,2140,GasA,Ex,Y,SBrkr,2140,0,0,2140,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,3,894,TA,TA,Y,136,32,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2508,20,RL,66,10235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2509,20,RL,75,11750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Gd,TA,Mn,GLQ,20,Unf,0,1526,1546,GasA,Ex,Y,SBrkr,1546,0,0,1546,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,796,TA,TA,Y,144,42,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2510,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,36,Unf,0,1453,1489,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,674,TA,TA,Y,144,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2511,20,RL,64,7242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1270,1270,GasA,Ex,Y,SBrkr,1270,0,0,1270,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,524,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2512,60,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,916,0,1795,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,164,111,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2513,60,RL,NA,8883,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,Gd,TA,PConc,Gd,TA,No,GLQ,608,LwQ,321,0,929,GasA,Ex,Y,SBrkr,946,927,0,1873,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1988,RFn,2,619,TA,TA,Y,108,48,0,0,144,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2514,20,RL,155,20064,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,8,6,1976,1976,Shed,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,Gd,Gd,LwQ,51,GLQ,915,0,966,GasA,Ex,Y,SBrkr,1743,0,0,1743,2,0,0,1,0,1,Gd,5,Typ,2,Fa,Attchd,1976,Fin,2,529,TA,TA,Y,646,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2515,20,RL,NA,14217,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,550,Unf,0,472,1022,GasA,Gd,Y,SBrkr,1022,0,0,1022,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1995,Unf,2,747,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2516,60,RL,57,10021,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1997,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,539,Unf,0,96,635,GasA,Ex,Y,SBrkr,646,662,0,1308,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,497,TA,TA,Y,142,54,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2517,20,RL,60,8428,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,GLQ,420,Unf,0,570,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,384,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2518,20,RL,70,16561,Pave,NA,IR2,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,548,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1996,Unf,1,242,TA,TA,Y,306,0,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal
+2519,60,RL,47,10820,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,342,Unf,0,646,988,GasA,Ex,Y,SBrkr,988,885,0,1873,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,RFn,2,597,TA,TA,Y,202,123,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2520,60,RL,43,12352,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,638,Unf,0,215,853,GasA,Ex,Y,SBrkr,853,900,0,1753,1,0,2,1,3,1,TA,7,Typ,1,Fa,Attchd,1998,RFn,2,534,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2521,60,RL,68,9543,Pave,NA,IR1,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,Unf,0,Unf,0,845,845,GasA,Ex,Y,SBrkr,845,845,0,1690,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,517,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2522,60,RL,NA,8826,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,No,GLQ,841,Unf,0,144,985,GasA,Ex,Y,SBrkr,985,857,0,1842,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,486,TA,TA,Y,193,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2523,20,RL,97,11800,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,663,Unf,0,201,864,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1974,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Family
+2524,80,RL,59,8660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,TA,Gd,CBlock,Gd,TA,Av,GLQ,502,Unf,0,513,1015,GasA,TA,Y,SBrkr,1025,0,0,1025,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,370,TA,TA,Y,127,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2525,80,RL,72,9720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,7,1977,1977,Gable,CompShg,Plywood,VinylSd,BrkFace,51,TA,TA,CBlock,TA,NA,Av,ALQ,755,Unf,0,240,995,GasA,TA,Y,SBrkr,1009,0,0,1009,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2526,20,RL,45,8982,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,539,Unf,0,501,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,748,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal
+2527,20,RL,39,16300,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,4,1977,1977,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,60,BLQ,417,399,876,GasA,TA,Y,SBrkr,907,0,0,907,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1977,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal
+2528,20,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,330,Rec,432,102,864,GasA,TA,Y,SBrkr,879,0,0,879,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,9,2007,Con,Normal
+2529,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,671,Unf,0,193,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Ex,5,Typ,0,NA,Detchd,1977,Fin,2,576,Gd,Ex,Y,155,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2530,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,8,1972,2006,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,385,Unf,0,0,385,GasA,Gd,Y,SBrkr,875,0,0,875,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1975,Unf,2,728,TA,TA,Y,352,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2531,20,RL,NA,11354,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,Gd,GLQ,1412,Unf,0,261,1673,GasA,Ex,Y,SBrkr,1673,0,0,1673,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,583,TA,TA,Y,306,113,0,0,116,0,NA,NA,NA,0,1,2007,WD,Normal
+2532,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,654,Unf,0,325,979,GasA,Ex,Y,SBrkr,992,940,0,1932,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,2,610,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2533,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,214,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,869,0,1729,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,Fin,2,542,TA,TA,Y,386,63,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2534,20,RL,73,11927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,519,Gd,TA,PConc,Gd,TA,Gd,BLQ,408,GLQ,465,683,1556,GasA,Ex,Y,SBrkr,1592,0,0,1592,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,484,TA,TA,Y,120,35,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2535,60,RL,NA,12728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,256,Gd,TA,PConc,Gd,TA,Mn,GLQ,1198,Unf,0,333,1531,GasA,Ex,Y,SBrkr,1531,908,0,2439,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,560,TA,TA,Y,184,121,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2536,60,RL,NA,15295,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,254,Gd,TA,PConc,Gd,TA,Mn,GLQ,762,Unf,0,98,860,GasA,Ex,Y,SBrkr,1212,780,0,1992,1,0,2,1,3,1,Gd,7,Min2,2,TA,Attchd,1996,RFn,2,608,TA,TA,Y,225,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2537,20,RL,73,17227,Pave,NA,IR2,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,Gd,GLQ,915,Unf,0,426,1341,GasA,Ex,Y,SBrkr,1341,0,0,1341,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,1999,RFn,2,482,TA,TA,Y,240,84,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2538,60,RL,70,8145,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,738,0,1476,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,552,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2539,20,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,709,Unf,0,460,1169,GasA,Ex,Y,SBrkr,1190,0,0,1190,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,100,41,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2540,20,RL,64,8334,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1330,1330,GasA,Ex,Y,SBrkr,1330,0,0,1330,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,0,23,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2541,60,RL,64,8333,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,TA,No,Unf,0,Unf,0,738,738,GasA,Gd,Y,SBrkr,738,753,0,1491,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2542,60,RL,64,9045,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2543,85,RL,75,9825,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,162,TA,TA,CBlock,Gd,TA,Gd,ALQ,936,Unf,0,0,936,GasA,Gd,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1967,Unf,1,384,TA,TA,Y,405,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Abnorml
+2544,20,RL,67,8308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,Stone,20,TA,Gd,CBlock,TA,TA,No,BLQ,132,LwQ,841,115,1088,GasA,TA,Y,SBrkr,1088,0,0,1088,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,2002,Unf,2,520,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal
+2545,50,RL,74,16287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,130,BLQ,105,666,901,GasA,TA,Y,SBrkr,901,450,0,1351,1,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1975,Unf,2,576,TA,TA,N,0,0,43,0,100,0,NA,NA,NA,0,7,2007,WD,Normal
+2546,20,RL,80,8240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1960,1960,Hip,CompShg,HdBoard,HdBoard,Stone,198,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1179,1179,GasA,Gd,Y,SBrkr,1179,0,0,1179,0,0,1,0,2,1,TA,5,Min2,0,NA,Attchd,1960,Fin,2,622,TA,TA,P,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal
+2547,80,RL,65,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Gable,CompShg,HdBoard,Plywood,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,504,Unf,0,456,960,GasA,TA,Y,SBrkr,1044,0,0,1044,1,0,1,0,3,1,TA,7,Typ,1,Fa,Detchd,1976,Unf,2,528,TA,Fa,Y,228,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2548,90,RL,NA,9555,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,2Story,5,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1100,1133,0,2233,0,0,2,1,5,2,TA,11,Typ,0,NA,Attchd,1979,Fin,2,579,TA,Gd,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2549,60,RL,60,7023,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,No,GLQ,611,Unf,0,123,734,GasA,Gd,Y,SBrkr,734,674,0,1408,1,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2005,Fin,2,489,TA,TA,Y,0,85,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2550,20,RL,128,39290,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,10,5,2008,2009,Hip,CompShg,CemntBd,CmentBd,Stone,1224,Ex,TA,PConc,Ex,TA,Gd,GLQ,4010,Unf,0,1085,5095,GasA,Ex,Y,SBrkr,5095,0,0,5095,1,1,2,1,2,1,Ex,15,Typ,2,Gd,Attchd,2008,Fin,3,1154,TA,TA,Y,546,484,0,0,0,0,NA,NA,NA,17000,10,2007,New,Partial
+2551,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,76,TA,TA,PConc,Gd,TA,Gd,GLQ,467,Unf,0,80,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,Gd,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2552,20,RL,64,6400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,2000,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,77,ALQ,831,52,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1959,Unf,1,392,TA,TA,Y,144,0,35,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2553,90,RL,74,6882,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1955,1955,Gable,CompShg,AsbShng,Plywood,BrkCmn,128,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,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,0,9,2007,WD,Normal
+2554,90,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,6,1946,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1195,1195,GasA,TA,N,SBrkr,1195,0,0,1195,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,118,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Abnorml
+2555,40,RL,62,10042,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,144,ALQ,278,238,660,GasA,TA,Y,SBrkr,740,125,0,865,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,84,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2556,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,224,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,2,1,TA,4,Typ,1,Fa,Detchd,1959,Unf,1,355,TA,TA,Y,0,0,196,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2557,20,RL,60,8172,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,682,Unf,0,182,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,N,196,0,0,0,0,0,NA,NA,NA,0,10,2007,COD,Family
+2558,90,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,5,6,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,Rec,371,Unf,0,925,1296,Grav,Fa,N,FuseA,1296,1296,0,2592,2,0,2,0,6,2,TA,12,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,742,240,0,0,0,NA,NA,Shed,1512,1,2007,WD,AdjLand
+2559,30,RL,54,7223,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1926,1950,Hip,CompShg,Stucco,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,319,Unf,0,971,1290,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,0,0,64,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal
+2560,50,RL,51,6821,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1921,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,113,Unf,0,538,651,GasA,Gd,Y,SBrkr,759,539,0,1298,0,0,2,0,2,1,TA,8,Typ,1,Gd,Detchd,1994,Unf,1,240,TA,TA,P,216,0,168,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2561,70,RL,63,4000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,GLQ,246,Unf,0,285,531,GasA,TA,Y,SBrkr,567,531,0,1098,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1930,Unf,1,216,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2562,70,RL,53,6720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1921,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,SBrkr,851,585,0,1436,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1992,Unf,1,228,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,4,2007,CWD,Normal
+2563,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1926,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,TA,Y,SBrkr,686,775,0,1461,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,225,TA,TA,N,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2564,70,RL,60,7230,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,7,1927,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,851,851,GasA,Gd,Y,SBrkr,867,851,0,1718,0,0,2,1,4,1,Gd,8,Typ,1,TA,Detchd,1927,Unf,2,264,TA,TA,Y,291,0,60,0,153,0,NA,GdPrv,NA,0,10,2007,WD,Normal
+2565,20,RL,126,13108,Pave,NA,IR2,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,Y,SBrkr,1226,0,0,1226,0,0,1,1,2,1,TA,7,Min1,1,Gd,Attchd,1951,Fin,2,400,TA,TA,Y,174,24,120,0,228,0,NA,NA,NA,0,6,2007,WD,Normal
+2566,50,RL,110,7810,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,4,6,1930,2003,Gable,CompShg,AsbShng,CmentBd,None,0,TA,Gd,BrkTil,TA,Gd,No,GLQ,189,Unf,0,741,930,GasA,Ex,Y,SBrkr,1230,525,0,1755,0,0,2,0,4,1,Gd,7,Typ,1,TA,Detchd,1930,Unf,1,231,Fa,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2567,190,RL,79,6221,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,2fmCon,1.5Fin,5,5,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,533,Unf,0,195,728,GasA,Ex,Y,SBrkr,760,595,0,1355,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,144,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2568,20,RL,NA,25485,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,4,1960,1960,Gable,CompShg,Wd Sdng,MetalSd,BrkFace,423,TA,Fa,CBlock,TA,Gd,Mn,LwQ,540,Rec,1020,0,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,1,1,3,1,TA,6,Typ,3,TA,Attchd,1960,RFn,2,580,TA,TA,Y,0,75,584,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2569,20,RL,NA,21579,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1968,1968,Hip,CompShg,HdBoard,BrkFace,None,0,TA,TA,PConc,Gd,TA,No,BLQ,813,Unf,0,675,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,0,1,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1968,RFn,2,552,TA,TA,Y,0,0,216,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal
+2570,160,RM,24,1782,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,GLQ,330,Unf,0,186,516,GasA,Gd,Y,SBrkr,529,516,0,1045,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal
+2571,20,RL,NA,17871,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1680,1680,GasA,Gd,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,628,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2572,120,RM,35,3907,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,577,Unf,0,427,1004,GasA,Gd,Y,SBrkr,1020,0,0,1020,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1988,Unf,2,509,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2573,20,RL,NA,20693,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,5,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,652,TA,TA,CBlock,Gd,TA,No,Rec,434,Unf,0,1262,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,TA,7,Typ,2,TA,Attchd,1971,Fin,2,625,TA,TA,Y,0,146,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal
+2574,20,RL,70,18044,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,8,5,1986,1986,Gable,CompShg,WdShing,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,279,279,GasA,Gd,Y,SBrkr,2726,0,0,2726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,1986,Fin,2,691,Gd,Gd,Y,216,64,169,0,0,228,Ex,NA,NA,0,8,2007,WD,Normal
+2575,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,375,Unf,0,345,720,GasA,Gd,Y,FuseA,720,495,0,1215,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1965,Fin,2,720,TA,TA,Y,0,0,30,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2576,50,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1925,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,Po,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,665,0,1601,0,0,2,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,176,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2577,70,RM,50,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1923,1999,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,ALQ,548,Unf,0,311,859,GasA,Ex,Y,SBrkr,942,886,0,1828,0,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,NA,NA,NA,NA,NA,NA,Y,174,0,212,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca
+2578,30,RM,46,3672,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,7,1922,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1922,Unf,1,100,Fa,Fa,N,0,0,96,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2579,50,RM,64,11067,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,2,4,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,640,0,205,845,0,0,1,0,1,1,TA,4,Maj2,0,NA,Detchd,1950,Unf,1,256,TA,Fa,N,48,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2580,190,C (all),75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,2fmCon,2Story,5,6,1895,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,957,957,GasA,Fa,N,SBrkr,1034,957,0,1991,0,0,2,0,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,133,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2581,20,C (all),65,6565,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1957,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,967,Unf,0,106,1073,GasA,Gd,Y,FuseA,1073,0,0,1073,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1985,Unf,2,720,TA,TA,Y,0,444,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml
+2582,30,C (all),60,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,9,1930,2007,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,ALQ,737,Unf,0,100,837,GasA,Ex,Y,SBrkr,1001,0,0,1001,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Po,N,154,0,42,86,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2583,120,RM,59,5568,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Gd,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,495,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,10,2007,New,Partial
+2584,85,RL,NA,12150,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1979,1979,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1001,Unf,0,0,1001,GasA,TA,Y,SBrkr,1299,0,0,1299,1,0,2,0,2,1,Gd,5,Typ,1,Po,BuiltIn,1979,RFn,2,486,TA,TA,Y,84,0,222,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal
+2585,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,166,Gd,TA,PConc,Gd,TA,No,GLQ,585,Unf,0,856,1441,GasA,Ex,Y,SBrkr,1392,0,0,1392,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,Fin,3,650,TA,TA,Y,168,49,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2586,20,RL,44,12864,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1392,Unf,0,17,1409,GasA,Ex,Y,SBrkr,1409,0,0,1409,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2002,RFn,2,576,TA,TA,Y,0,144,0,0,145,0,NA,NA,NA,0,7,2007,WD,Normal
+2587,20,RL,NA,9928,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1239,Unf,0,215,1454,GasA,TA,Y,SBrkr,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,506,TA,TA,Y,114,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2588,80,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,6,1975,1975,Gable,CompShg,Plywood,Plywood,Stone,50,TA,TA,CBlock,TA,TA,Av,Rec,224,GLQ,530,98,852,GasA,TA,Y,SBrkr,918,0,0,918,0,1,1,0,3,0,TA,4,Typ,0,NA,Attchd,1975,Unf,1,360,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2589,85,RL,82,8410,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1974,1974,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,924,Unf,0,46,970,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1974,Unf,2,528,TA,TA,Y,193,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2590,120,RL,46,4054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1987,1987,Gable,CompShg,VinylSd,VinylSd,BrkFace,352,Gd,TA,BrkTil,Gd,TA,Av,GLQ,949,Unf,0,552,1501,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1987,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2591,20,RL,149,19958,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,8,1958,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,1224,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,SBrkr,2279,0,0,2279,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,1958,RFn,2,461,TA,TA,Y,274,0,0,0,138,0,NA,GdPrv,NA,0,7,2007,WD,Normal
+2592,20,RL,67,8368,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,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,Fin,2,433,TA,TA,Y,100,39,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial
+2593,20,RL,68,8298,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,Av,GLQ,583,Unf,0,963,1546,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2207,RFn,2,502,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2594,20,RL,42,10331,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,7,1985,1985,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,215,BLQ,80,970,1265,GasA,Gd,Y,SBrkr,1240,0,0,1240,0,1,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1985,Unf,2,528,TA,TA,Y,232,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2595,20,RL,NA,6718,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,86,Gd,TA,PConc,Ex,TA,Mn,GLQ,250,Unf,0,1017,1267,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2001,Unf,2,471,TA,TA,Y,256,28,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2596,20,RL,80,11305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,886,Gd,TA,PConc,Gd,TA,Av,GLQ,1329,Unf,0,593,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,2,1,Gd,6,Typ,1,Ex,Attchd,2002,Fin,3,692,TA,TA,Y,201,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2597,20,RL,NA,7777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,203,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,571,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2598,60,RL,NA,11800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,94,Gd,TA,PConc,Gd,TA,Gd,GLQ,766,Unf,0,356,1122,GasA,Ex,Y,SBrkr,1146,1340,0,2486,1,0,3,1,5,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,2,452,TA,TA,Y,143,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2599,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,242,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1824,1824,GasA,Ex,Y,SBrkr,1824,0,0,1824,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,932,TA,TA,Y,160,36,0,0,108,0,NA,NA,NA,0,9,2007,New,Partial
+2600,20,RL,200,43500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,3,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,2034,0,0,2034,0,0,1,0,2,1,TA,9,Min1,0,NA,2Types,1953,RFn,4,1041,TA,TA,N,483,266,0,0,0,561,NA,GdPrv,NA,0,6,2007,WD,Normal
+2601,120,RM,62,6710,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Mitchel,Norm,Norm,TwnhsE,SFoyer,6,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,TA,TA,PConc,Ex,TA,Av,Rec,16,GLQ,904,0,920,GasA,Ex,Y,SBrkr,936,0,0,936,2,0,0,1,0,1,TA,3,Typ,0,NA,Attchd,1996,Fin,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2602,160,RM,21,1504,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2603,180,RM,NA,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,503,Unf,0,27,530,GasA,TA,Y,SBrkr,530,462,0,992,1,0,1,0,2,1,TA,4,Typ,0,NA,BuiltIn,1970,Fin,1,297,TA,TA,Y,112,97,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2604,160,RM,21,1495,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,189,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,162,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2605,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2007,COD,Normal
+2606,85,RL,72,9129,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,PConc,Gd,TA,Av,GLQ,923,Unf,0,0,923,GasA,TA,Y,SBrkr,1008,0,0,1008,1,0,1,0,1,1,Gd,4,Typ,1,Fa,Attchd,1977,Fin,2,678,TA,TA,Y,201,66,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2607,80,RL,NA,15957,Pave,NA,IR1,Low,AllPub,Corner,Mod,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,96,1244,GasA,TA,Y,SBrkr,1356,0,0,1356,2,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,528,TA,TA,Y,1424,0,0,0,0,0,NA,MnPrv,NA,0,9,2007,WD,Normal
+2608,20,RL,61,33983,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1977,1994,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,PConc,TA,TA,Mn,ALQ,1112,Unf,0,48,1160,GasA,TA,Y,SBrkr,1676,0,0,1676,1,0,1,1,3,1,Gd,6,Mod,2,TA,Attchd,1977,RFn,2,672,TA,TA,P,690,90,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2609,60,RL,68,8286,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,Rec,531,Unf,0,185,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1977,Fin,2,531,TA,TA,Y,0,136,0,0,240,0,NA,GdPrv,NA,0,6,2007,WD,Normal
+2610,85,RL,50,6723,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1971,1971,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,796,Unf,0,0,796,GasA,TA,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,129,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal
+2611,20,RL,124,27697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,3,1961,1961,Shed,CompShg,Plywood,Plywood,NA,198,TA,TA,CBlock,TA,TA,No,BLQ,811,Unf,0,585,1396,GasA,TA,N,SBrkr,1608,0,0,1608,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,444,TA,Fa,Y,152,38,0,0,0,0,NA,NA,NA,0,11,2007,COD,Abnorml
+2612,20,RL,NA,11000,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1976,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,LwQ,1090,Unf,0,0,1090,GasA,TA,Y,SBrkr,1178,0,0,1178,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,2,502,TA,TA,Y,0,44,0,0,88,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2613,20,RL,65,11625,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,596,Unf,0,220,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Fin,1,264,TA,TA,Y,330,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2614,20,RL,62,10447,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,516,Unf,0,348,864,GasA,TA,Y,SBrkr,887,0,0,887,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,288,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2615,20,RL,NA,11027,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,28,TA,TA,CBlock,TA,TA,No,BLQ,468,Rec,539,171,1178,GasA,Gd,Y,SBrkr,1293,0,0,1293,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1954,RFn,2,452,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2616,20,RL,85,10533,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1956,Hip,CompShg,VinylSd,VinylSd,BrkFace,244,TA,Gd,CBlock,TA,TA,No,Rec,773,Unf,0,235,1008,GasA,TA,Y,SBrkr,1024,0,0,1024,1,0,1,0,2,1,Gd,5,Typ,2,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,280,0,NA,NA,NA,0,8,2006,WD,Normal
+2617,20,RL,NA,11765,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,302,TA,TA,CBlock,TA,TA,Mn,Rec,1127,Unf,0,490,1617,GasA,Fa,Y,SBrkr,1797,0,0,1797,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1957,Unf,3,963,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2618,20,RL,NA,39384,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,902,TA,TA,CBlock,Gd,TA,Gd,ALQ,1110,Unf,0,595,1705,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,1,1,1,1,Ex,4,Min1,2,Gd,Attchd,1957,Unf,2,550,TA,TA,Y,0,189,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2619,20,RL,90,11727,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,434,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1851,1851,GasA,Gd,Y,SBrkr,1851,0,0,1851,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1969,Fin,2,506,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2620,60,RL,60,8238,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,700,Unf,0,113,813,GasA,Ex,Y,SBrkr,813,712,0,1525,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,400,TA,TA,Y,421,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2621,60,RL,NA,13041,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Gd,Y,SBrkr,781,890,0,1671,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1995,Fin,2,423,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2622,60,RL,54,9783,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,821,821,GasA,Gd,Y,SBrkr,821,955,0,1776,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,443,TA,TA,Y,286,116,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2623,60,RL,50,13128,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1074,990,0,2064,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,527,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal
+2624,60,RL,42,13751,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Av,GLQ,60,Unf,0,1640,1700,GasA,Ex,Y,SBrkr,1700,512,0,2212,1,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,773,TA,TA,Y,237,38,0,0,115,0,NA,NA,NA,0,5,2006,New,Partial
+2625,160,RL,68,13108,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,1994,1994,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,2062,2062,GasA,Ex,Y,SBrkr,2079,608,0,2687,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1994,Fin,2,618,TA,TA,Y,168,12,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2626,20,RL,NA,8076,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,GLQ,705,Unf,0,455,1160,GasA,Gd,Y,SBrkr,1169,0,0,1169,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1993,Fin,2,402,TA,TA,Y,0,26,0,0,144,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2627,120,RL,30,3701,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1191,1191,GasA,TA,Y,SBrkr,1204,0,0,1204,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,120,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2628,60,RL,59,16023,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,600,Gd,Ex,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,180,1398,GasA,Ex,Y,SBrkr,1414,1384,0,2798,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,182,37,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial
+2629,60,RL,60,18062,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,662,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,1862,0,3390,0,0,3,1,5,1,Ex,10,Typ,1,Ex,BuiltIn,2006,Fin,3,758,TA,TA,Y,204,34,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2630,60,RL,63,12292,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,184,Gd,TA,PConc,Ex,Gd,Gd,GLQ,205,Unf,0,889,1094,GasA,Ex,Y,SBrkr,1102,1371,0,2473,0,0,2,1,4,1,Gd,11,Typ,1,Gd,BuiltIn,2006,Fin,3,675,TA,TA,Y,246,39,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2631,60,RL,82,16052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,734,Ex,TA,PConc,Ex,TA,No,GLQ,1206,Unf,0,644,1850,GasA,Ex,Y,SBrkr,1850,848,0,2698,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,736,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2632,60,RL,92,15922,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,550,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1390,1390,GasA,Ex,Y,SBrkr,1390,1405,0,2795,0,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,660,TA,TA,Y,272,102,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial
+2633,120,RL,60,8147,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,230,Gd,TA,PConc,Ex,TA,Gd,GLQ,1191,Unf,0,523,1714,GasA,Ex,Y,SBrkr,1714,0,0,1714,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,517,TA,TA,Y,156,55,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2634,20,RL,90,18261,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1416,Unf,0,494,1910,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2005,Unf,3,722,TA,TA,Y,351,102,0,0,123,0,NA,NA,NA,0,9,2006,WD,Normal
+2635,85,RL,NA,10464,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,6,1980,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,Av,GLQ,850,Unf,0,138,988,GasA,TA,Y,SBrkr,1102,0,0,1102,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,2,582,TA,TA,Y,140,22,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2636,60,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,68,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,945,945,GasA,TA,Y,SBrkr,945,912,0,1857,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1978,RFn,2,482,TA,TA,Y,400,105,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal
+2637,85,RL,NA,9927,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,5,1976,1976,Gable,CompShg,VinylSd,Wd Shng,Stone,252,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1005,Unf,0,42,1047,GasA,TA,Y,SBrkr,1083,0,0,1083,1,0,1,0,2,1,TA,5,Typ,1,Fa,Attchd,1976,RFn,2,596,TA,TA,Y,444,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2638,60,FV,75,9512,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,788,Unf,0,172,960,GasA,Ex,Y,SBrkr,960,1358,0,2318,1,0,2,1,3,1,Gd,8,Typ,1,Ex,BuiltIn,2005,Fin,2,541,TA,TA,Y,0,246,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2639,80,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1975,2000,Gable,CompShg,Plywood,Plywood,BrkFace,248,TA,TA,CBlock,TA,Fa,No,ALQ,548,Unf,0,127,675,GasA,TA,Y,SBrkr,1109,766,0,1875,0,0,3,0,3,1,Gd,8,Typ,1,TA,Attchd,1975,RFn,2,485,TA,TA,Y,48,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2640,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Gable,CompShg,HdBoard,Plywood,BrkFace,176,TA,TA,CBlock,TA,TA,No,ALQ,755,Unf,0,348,1103,GasA,TA,Y,SBrkr,1103,0,0,1103,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1974,Unf,2,462,TA,TA,Y,295,84,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal
+2641,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,20,LwQ,620,224,864,GasA,TA,Y,SBrkr,874,0,0,874,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2642,120,RH,26,8773,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2002,2002,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,951,Unf,0,536,1487,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2002,Fin,2,543,TA,TA,Y,196,68,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2643,160,RM,24,2760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,514,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,1973,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2644,160,RM,24,2160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,No,LwQ,402,Unf,0,363,765,GasA,Gd,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,Gd,7,Min1,1,Fa,Attchd,1973,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2645,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,380,TA,TA,CBlock,TA,TA,No,ALQ,282,Unf,0,212,494,GasA,Ex,Y,SBrkr,494,536,0,1030,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2646,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,ALQ,276,Unf,0,207,483,GasA,TA,Y,SBrkr,483,465,0,948,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2647,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,382,Unf,0,143,525,GasA,Gd,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,352,0,0,0,0,0,NA,GdPrv,NA,0,10,2006,WD,Normal
+2648,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,727,BLQ,156,186,1069,GasA,Gd,Y,SBrkr,1069,0,0,1069,0,1,2,0,2,1,TA,4,Typ,1,Po,Attchd,1975,RFn,2,440,TA,TA,Y,0,55,0,0,225,0,NA,NA,NA,0,7,2006,WD,Normal
+2649,20,RL,65,7514,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1967,1975,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,373,Rec,108,462,943,GasA,TA,Y,SBrkr,1387,0,0,1387,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,1,300,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2650,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,120,BLQ,492,443,1055,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,319,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2651,160,RL,24,2179,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,70,Unf,0,785,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2652,60,RL,72,16387,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Ex,Gd,No,GLQ,1369,Unf,0,369,1738,GasA,Gd,Y,SBrkr,1738,851,0,2589,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,831,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2653,20,RL,110,16163,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1618,1618,GasA,Ex,Y,SBrkr,1618,0,0,1618,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2654,20,RL,108,12228,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1721,1721,GasA,Ex,Y,SBrkr,1740,0,0,1740,0,0,2,0,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,874,TA,TA,Y,0,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2655,20,RL,120,14780,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,568,Ex,TA,PConc,Ex,TA,Gd,GLQ,1505,Unf,0,363,1868,GasA,Ex,Y,SBrkr,1868,0,0,1868,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,1085,TA,TA,Y,354,56,0,0,156,0,NA,NA,NA,0,6,2006,WD,Normal
+2656,60,RL,120,13975,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,525,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1090,1090,GasA,Ex,Y,SBrkr,1117,1089,0,2206,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,148,95,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2657,60,RL,82,9942,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,385,Ex,TA,PConc,Ex,Gd,Av,GLQ,1290,Unf,0,316,1606,GasA,Ex,Y,SBrkr,1625,466,0,2091,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,2,521,TA,TA,Y,194,84,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial
+2658,60,RL,103,12867,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1209,1209,GasA,Ex,Y,SBrkr,1209,1044,0,2253,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,Fin,2,575,TA,TA,Y,243,142,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2659,60,RL,82,10672,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1054,1054,GasA,Gd,Y,SBrkr,1054,1335,0,2389,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,672,TA,TA,Y,176,64,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2660,60,RL,82,11643,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,142,Gd,TA,PConc,Ex,TA,Av,GLQ,880,Unf,0,644,1524,GasA,Ex,Y,SBrkr,1544,814,0,2358,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,784,TA,TA,Y,120,34,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2661,20,RL,121,13758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,Ex,TA,PConc,Ex,TA,Gd,GLQ,1232,Unf,0,560,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,925,TA,TA,Y,204,49,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial
+2662,20,RL,131,14828,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,674,Ex,TA,PConc,Ex,TA,Gd,GLQ,1383,Unf,0,397,1780,GasA,Ex,Y,SBrkr,1780,0,0,1780,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,816,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2663,60,RL,NA,13215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,Gd,TA,PConc,Gd,TA,No,GLQ,994,Unf,0,426,1420,GasA,Ex,Y,SBrkr,1426,488,0,1914,1,0,2,1,3,1,Gd,9,Typ,1,TA,BuiltIn,2004,RFn,3,746,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2664,120,RL,48,5911,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,278,Ex,TA,PConc,Ex,TA,No,GLQ,472,Unf,0,1088,1560,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,556,TA,TA,Y,196,56,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2665,20,RL,61,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,518,Gd,TA,PConc,Ex,Gd,No,GLQ,1023,Unf,0,663,1686,GasA,Ex,Y,SBrkr,1686,0,0,1686,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,899,TA,TA,Y,266,100,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2666,120,RL,48,6373,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,572,Ex,TA,PConc,Ex,Gd,No,GLQ,415,Unf,0,1251,1666,GasA,Ex,Y,SBrkr,1666,0,0,1666,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,575,TA,TA,Y,228,75,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2667,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,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,0,2,2006,New,Partial
+2668,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2669,20,RL,102,11660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1326,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,427,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2670,60,RL,96,11631,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1052,1052,GasA,Ex,Y,SBrkr,1052,1321,0,2373,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2671,60,RL,75,9073,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,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2672,120,RL,43,3087,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,453,Unf,0,767,1220,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2673,120,RL,NA,2938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Av,GLQ,1038,Unf,0,330,1368,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2002,Fin,2,398,TA,TA,Y,130,30,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2674,120,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,GLQ,1059,Unf,0,306,1365,GasA,Ex,Y,SBrkr,1548,0,0,1548,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,Fin,2,388,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2675,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1126,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,440,TA,TA,Y,90,0,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2676,60,RL,59,9171,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,0,848,848,GasA,Ex,Y,SBrkr,848,750,0,1598,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2677,60,RL,NA,8658,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,ALQ,732,Unf,0,250,982,GasA,Ex,Y,SBrkr,1008,881,0,1889,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,2000,Fin,2,431,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2678,60,RL,NA,12104,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1035,1035,GasA,Gd,Y,SBrkr,1082,1240,0,2322,0,0,3,1,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,617,TA,TA,Y,400,45,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2679,60,RL,84,9660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,Gd,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,253,1044,GasA,Ex,Y,SBrkr,1079,897,0,1976,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,1998,Fin,3,885,TA,TA,Y,210,31,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2680,60,RL,83,9545,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,322,Gd,TA,PConc,Gd,TA,Mn,GLQ,505,Unf,0,655,1160,GasA,Ex,Y,SBrkr,1205,1029,0,2234,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,3,768,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2681,60,RL,NA,9233,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,877,Gd,TA,PConc,Ex,TA,Av,GLQ,1182,Unf,0,358,1540,GasA,Ex,Y,SBrkr,1540,1315,0,2855,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,2000,RFn,3,774,TA,TA,Y,247,55,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2682,60,RL,83,10019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Hip,CompShg,VinylSd,VinylSd,BrkFace,397,Gd,TA,PConc,Gd,TA,No,ALQ,527,Unf,0,815,1342,GasA,Ex,Y,SBrkr,1358,1368,0,2726,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1995,RFn,3,725,TA,TA,Y,307,169,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2683,60,RL,114,17242,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1993,1994,Hip,CompShg,MetalSd,MetalSd,BrkFace,738,Gd,Gd,PConc,Ex,TA,Gd,Rec,292,GLQ,1393,48,1733,GasA,Ex,Y,SBrkr,1933,1567,0,3500,1,0,3,1,4,1,Ex,11,Typ,1,TA,Attchd,1993,RFn,3,959,TA,TA,Y,870,86,0,0,210,0,NA,NA,NA,0,5,2006,WD,Normal
+2684,60,RL,NA,10236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,501,Gd,TA,PConc,Gd,TA,Gd,GLQ,380,BLQ,168,742,1290,GasA,Ex,Y,SBrkr,1305,1189,0,2494,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1994,Fin,3,803,TA,TA,Y,200,95,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal
+2685,60,RL,NA,12585,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,420,Gd,TA,PConc,Gd,TA,No,LwQ,247,GLQ,1039,0,1286,GasA,Ex,Y,SBrkr,1565,1234,0,2799,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,3,704,TA,TA,Y,432,136,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2686,60,RL,75,12447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,Stone,192,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1116,848,0,1964,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2005,Fin,2,760,TA,TA,Y,200,70,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial
+2687,20,RL,49,15218,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,Gd,No,GLQ,1562,Unf,0,108,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,1,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,928,TA,TA,Y,0,240,200,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2688,20,RL,85,10936,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1504,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,Fin,2,510,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2689,20,FV,72,8640,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,No,GLQ,24,Unf,0,1254,1278,GasA,Ex,Y,SBrkr,1278,0,0,1278,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,584,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2690,60,FV,100,13162,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1836,Unf,0,200,2036,GasA,Ex,Y,SBrkr,2036,604,0,2640,1,0,3,1,3,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,792,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2691,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,858,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,53,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2692,20,RL,74,7733,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,GLQ,24,Unf,0,1118,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,4,50,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal
+2693,20,RL,91,11024,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,118,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1400,1400,GasA,Ex,Y,SBrkr,1400,0,0,1400,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,612,TA,TA,Y,144,55,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2694,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1131,1131,GasA,Ex,Y,SBrkr,1131,0,0,1131,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial
+2695,60,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,891,891,GasA,Ex,Y,SBrkr,891,795,0,1686,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,462,TA,TA,Y,144,101,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2696,60,RL,74,7632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,96,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,831,754,0,1585,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,449,TA,TA,Y,100,77,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2697,60,RL,70,8304,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,941,896,0,1837,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1997,RFn,2,688,TA,TA,Y,150,165,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal
+2698,60,RL,70,9370,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,758,Unf,0,78,836,GasA,Ex,Y,SBrkr,844,887,0,1731,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,462,TA,TA,Y,307,85,0,0,224,0,NA,NA,Othr,3000,10,2006,WD,Family
+2699,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,494,1398,GasA,Gd,Y,SBrkr,1398,0,0,1398,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,46,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2700,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1991,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,278,Unf,0,939,1217,GasA,Gd,Y,SBrkr,1217,0,0,1217,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1991,RFn,2,484,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2701,60,RL,NA,9019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,274,Unf,0,362,636,GasA,Ex,Y,SBrkr,636,684,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,Fin,2,472,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2702,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,4,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,51,TA,TA,CBlock,TA,TA,No,LwQ,36,Unf,0,952,988,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2703,90,RM,68,8927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1286,368,0,1654,0,0,2,0,4,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2704,20,RL,NA,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,2002,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,612,Unf,0,252,864,GasA,Gd,Y,SBrkr,1211,0,0,1211,0,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,161,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2705,20,RL,NA,9308,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,554,Unf,0,430,984,GasA,TA,Y,SBrkr,984,0,0,984,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,310,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2706,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,162,Rec,270,450,882,GasA,TA,Y,SBrkr,909,0,0,909,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,294,TA,TA,Y,0,155,0,0,0,0,NA,MnPrv,NA,0,11,2006,COD,Normal
+2707,20,RL,NA,8638,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,181,Unf,0,744,925,GasA,Gd,Y,SBrkr,925,0,0,925,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1990,Unf,2,484,TA,TA,Y,203,74,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2708,20,RL,NA,13052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,712,Unf,0,312,1024,GasA,TA,Y,SBrkr,1024,0,0,1024,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal
+2709,20,RL,NA,8020,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,644,Unf,0,268,912,GasA,TA,N,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Normal
+2710,20,RL,NA,8789,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,659,Unf,0,253,912,GasA,TA,Y,SBrkr,941,0,0,941,0,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,64,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2711,80,RL,100,14330,Pave,NA,IR1,Low,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,SLvl,7,4,1974,1974,Gable,CompShg,WdShing,Wd Sdng,BrkFace,145,Gd,Fa,CBlock,Gd,TA,Gd,ALQ,1023,BLQ,497,228,1748,GasA,Gd,Y,SBrkr,2151,495,0,2646,1,2,2,0,3,1,Gd,9,Mod,4,TA,Attchd,1974,RFn,2,550,TA,TA,Y,641,100,0,0,0,800,Gd,GdPrv,NA,0,1,2006,WD,Normal
+2712,60,RL,105,11025,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,692,Gd,TA,PConc,Ex,TA,Gd,GLQ,1118,Unf,0,216,1334,GasA,Ex,Y,SBrkr,1520,1306,0,2826,1,0,2,1,3,1,Gd,9,Typ,3,TA,Attchd,1992,RFn,3,888,TA,TA,Y,177,208,186,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2713,120,FV,34,3628,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2004,RFn,2,588,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2714,160,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
+2715,160,FV,NA,2998,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,353,Unf,0,403,756,GasA,Ex,Y,SBrkr,768,756,0,1524,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2716,160,FV,NA,4447,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,530,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2717,60,FV,114,8314,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,569,569,GasA,Ex,Y,SBrkr,854,840,0,1694,0,0,2,1,3,1,Gd,6,Typ,1,TA,BuiltIn,1997,Unf,1,434,TA,TA,Y,0,382,0,0,110,0,NA,GdPrv,NA,0,11,2006,WD,Normal
+2718,20,FV,60,7180,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1568,1568,GasA,Ex,Y,SBrkr,1568,0,0,1568,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,266,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2719,190,RL,79,13110,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,RRAn,Feedr,2fmCon,1Story,5,6,1972,1972,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,CBlock,Gd,TA,No,GLQ,962,Unf,0,191,1153,GasA,Ex,Y,SBrkr,1193,0,0,1193,1,0,2,0,2,1,TA,6,Typ,0,NA,Attchd,1972,Fin,2,501,TA,TA,Y,140,153,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2720,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,264,TA,TA,CBlock,TA,TA,No,BLQ,553,LwQ,68,713,1334,GasA,Gd,Y,SBrkr,1334,0,0,1334,1,0,2,0,3,1,TA,7,Typ,0,NA,Attchd,1967,RFn,2,477,TA,TA,Y,0,20,35,0,264,0,NA,NA,NA,0,4,2006,WD,Normal
+2721,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,758,Unf,0,293,1051,GasA,Gd,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2722,60,RL,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,300,TA,TA,CBlock,Gd,Fa,Mn,ALQ,361,Rec,483,56,900,GasA,Ex,Y,SBrkr,884,886,0,1770,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,530,TA,TA,Y,0,60,0,0,270,0,NA,NA,Shed,455,6,2006,WD,Normal
+2723,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1968,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,Av,ALQ,760,Unf,0,216,976,GasA,TA,Y,SBrkr,976,0,0,976,1,0,1,0,2,1,Gd,4,Typ,1,Fa,Attchd,1968,RFn,2,504,TA,TA,Y,94,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml
+2724,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,744,Unf,0,89,833,GasA,Gd,Y,SBrkr,898,0,0,898,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,326,TA,TA,Y,143,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2725,20,RL,NA,9759,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,799,Unf,0,252,1051,GasA,TA,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,182,88,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2726,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,140,TA,TA,PConc,TA,TA,Av,ALQ,602,Rec,402,137,1141,GasA,Gd,Y,SBrkr,1141,0,0,1141,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,568,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2727,190,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,RRAn,Norm,2fmCon,1Story,6,7,1965,2000,Hip,CompShg,BrkFace,VinylSd,None,0,TA,Gd,PConc,TA,TA,Mn,ALQ,901,BLQ,252,34,1187,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,3,1,Gd,7,Min1,2,TA,Attchd,1965,RFn,1,299,TA,TA,Y,200,25,211,0,0,0,NA,MnPrv,Shed,460,6,2006,WD,Abnorml
+2728,20,RL,NA,10368,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,CBlock,TA,TA,No,ALQ,260,LwQ,748,0,1008,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1964,Fin,2,430,TA,TA,Y,154,60,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2729,60,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,360,Unf,0,360,720,GasA,Gd,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,1,Po,Attchd,1964,Fin,2,480,TA,TA,Y,0,32,240,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2730,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,ALQ,632,Unf,0,616,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1960,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2731,30,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,574,Unf,0,242,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1949,Unf,1,240,TA,TA,Y,228,0,40,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2732,20,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1947,1950,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,1043,0,0,1043,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1947,Unf,1,273,TA,TA,Y,125,48,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal
+2733,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,915,Unf,0,336,1251,GasA,TA,Y,SBrkr,1433,0,0,1433,1,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1961,Unf,2,441,TA,TA,Y,144,0,205,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2734,20,RL,89,10858,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,Wd Sdng,Plywood,Stone,150,TA,Gd,CBlock,TA,TA,Mn,LwQ,40,Unf,0,1404,1444,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,1,0,2,1,TA,6,Min1,1,Gd,Attchd,1952,RFn,1,240,TA,TA,Y,0,40,324,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Partial
+2735,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,TA,CBlock,TA,TA,No,ALQ,996,Unf,0,60,1056,GasA,Ex,Y,FuseA,1216,0,0,1216,1,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1951,RFn,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2736,60,RL,79,9462,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1949,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,704,704,GasA,Gd,Y,FuseA,1024,704,0,1728,0,0,1,1,3,1,TA,7,Min1,1,Gd,Attchd,1949,Unf,1,234,TA,TA,Y,245,60,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2737,20,RL,82,9888,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,486,Unf,0,450,936,GasA,TA,Y,FuseA,936,0,0,936,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,160,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2738,90,RL,NA,8917,Pave,NA,IR1,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,Typ,0,NA,Detchd,1967,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2739,80,RL,NA,12700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,939,Unf,0,307,1246,GasA,TA,Y,SBrkr,1246,0,0,1246,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,2,441,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
+2740,20,RL,109,9723,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,332,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,TA,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1963,RFn,2,430,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2741,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,623,Unf,0,556,1179,GasA,Gd,Y,SBrkr,1364,0,0,1364,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1957,RFn,1,331,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal
+2742,20,RL,NA,9610,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,632,TA,TA,CBlock,TA,TA,No,Rec,203,Unf,0,918,1121,GasA,Ex,Y,FuseA,1336,0,0,1336,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1958,RFn,2,488,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2743,80,RL,125,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,272,TA,TA,CBlock,TA,TA,Av,BLQ,678,Rec,281,99,1058,GasA,Ex,Y,SBrkr,1370,0,0,1370,1,0,1,0,3,1,TA,6,Typ,1,TA,Basment,1956,RFn,1,300,TA,TA,Y,191,0,0,0,120,0,NA,MnPrv,NA,0,2,2006,WD,Normal
+2744,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,914,Unf,0,210,1124,GasA,Ex,Y,SBrkr,1124,0,0,1124,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1956,Fin,1,353,TA,TA,Y,0,211,180,0,142,0,NA,NA,NA,0,5,2006,WD,Normal
+2745,20,RL,70,8092,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1954,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,Gd,CBlock,TA,TA,No,ALQ,824,Unf,0,226,1050,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1954,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Abnorml
+2746,20,RL,66,12778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,658,Unf,0,350,1008,GasA,Ex,Y,FuseA,1008,0,0,1008,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1952,RFn,1,280,TA,TA,Y,0,154,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal
+2747,20,RL,75,10170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,522,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,216,216,GasA,TA,Y,SBrkr,1575,0,0,1575,0,0,1,1,2,1,Gd,5,Typ,1,Gd,Attchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2748,80,RL,55,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,271,Unf,0,30,301,GasA,Ex,Y,FuseA,1145,0,0,1145,0,0,1,0,3,1,TA,6,Min2,0,NA,Detchd,1993,Unf,2,684,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2006,WD,Normal
+2749,20,RL,65,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,488,Unf,0,517,1005,GasA,Ex,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1956,Unf,1,319,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,7,2006,WD,Normal
+2750,20,RL,80,13600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,144,BLQ,912,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,650,11,2006,WD,Normal
+2751,20,RL,85,15428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1951,1991,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,741,Unf,0,143,884,GasA,Ex,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1951,Fin,1,270,TA,TA,Y,0,0,0,0,195,0,NA,NA,NA,0,6,2006,WD,Normal
+2752,30,RL,118,21299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1941,1963,Hip,WdShake,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,929,929,GasA,Ex,Y,SBrkr,2039,0,0,2039,1,0,1,1,3,1,TA,7,Min1,3,Gd,2Types,1941,Unf,3,791,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,12,2006,COD,Abnorml
+2753,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,2001,Hip,CompShg,Wd Sdng,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,494,Unf,0,521,1015,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,1,0,2,1,TA,6,Min1,0,NA,Attchd,2001,Unf,2,896,TA,TA,Y,75,0,0,323,0,0,NA,NA,Shed,400,6,2006,WD,Normal
+2754,190,RL,94,22136,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,5,1925,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,Mn,GLQ,1018,Unf,0,1153,2171,GasA,TA,Y,SBrkr,1392,1248,0,2640,2,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1977,RFn,3,1008,TA,TA,N,631,48,148,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2755,50,RL,50,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,6,1947,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,FuseA,900,412,0,1312,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1953,Unf,2,649,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2756,30,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1930,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,713,713,GasA,Ex,Y,SBrkr,713,0,0,713,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1936,Unf,1,371,Fa,Fa,N,0,75,161,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2757,30,RL,60,10914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,3,3,1929,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,715,715,GasA,Fa,N,FuseP,715,0,0,715,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1967,Unf,2,660,Fa,TA,N,0,0,75,0,112,0,NA,NA,NA,0,8,2006,WD,Normal
+2758,50,RL,60,7008,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,8,1900,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Ex,Y,SBrkr,448,272,0,720,0,0,1,0,1,1,Fa,5,Typ,0,NA,Attchd,1900,Unf,1,280,Fa,TA,Y,0,0,70,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2759,70,RL,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,Rec,338,Unf,0,325,663,GasA,Ex,Y,SBrkr,774,821,0,1595,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1974,Unf,2,528,TA,TA,Y,49,0,231,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2760,50,RL,60,10818,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,1077,1077,GasA,TA,Y,FuseA,981,779,0,1760,0,0,1,1,4,1,TA,7,Typ,1,TA,Detchd,1935,Unf,2,648,Fa,TA,Y,120,0,96,0,0,0,NA,NA,NA,0,2,2006,COD,Abnorml
+2761,80,RL,83,10184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,379,TA,TA,CBlock,TA,TA,Av,ALQ,580,Unf,0,503,1083,GasA,TA,Y,SBrkr,1146,0,0,1146,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1963,Unf,1,294,TA,TA,Y,345,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2762,20,RL,77,9510,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1962,1985,Gable,CompShg,HdBoard,HdBoard,BrkCmn,161,TA,TA,CBlock,TA,TA,No,ALQ,701,Unf,0,434,1135,GasA,Ex,Y,SBrkr,1207,0,0,1207,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1962,RFn,1,264,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2763,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1961,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,TA,CBlock,TA,TA,No,Rec,913,Unf,0,400,1313,GasA,TA,Y,SBrkr,1773,0,0,1773,1,0,2,0,3,1,TA,6,Min2,2,TA,Attchd,1961,RFn,2,418,TA,TA,Y,355,98,0,0,144,0,NA,NA,NA,0,8,2006,WD,Normal
+2764,20,RL,86,11650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,1472,0,0,1472,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1959,Unf,2,484,TA,TA,Y,0,68,0,0,227,0,NA,NA,NA,0,6,2006,WD,Normal
+2765,60,RL,NA,18275,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,8,1962,1998,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,636,Unf,0,802,1438,GasA,TA,Y,SBrkr,1900,548,0,2448,1,0,3,0,3,1,TA,9,Typ,2,Gd,Attchd,1962,RFn,2,441,TA,TA,Y,520,102,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2766,50,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,6,1950,1950,Gable,CompShg,BrkComm,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,455,Unf,0,455,910,GasA,Gd,Y,SBrkr,910,611,0,1521,0,0,1,1,3,1,Gd,6,Min2,0,NA,Detchd,1950,Unf,1,597,Fa,TA,Y,199,0,168,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2767,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,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,1950,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2768,90,RL,75,8512,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,1556,1556,GasA,TA,Y,SBrkr,1556,0,0,1556,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2769,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1961,1961,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,781,Unf,0,369,1150,GasA,TA,Y,SBrkr,1150,0,0,1150,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,RFn,1,288,TA,TA,Y,0,0,0,0,162,0,NA,NA,NA,0,7,2006,WD,Normal
+2770,20,RL,74,7400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1Story,7,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,809,Unf,0,236,1045,GasA,Gd,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2771,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,468,Unf,0,396,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2006,WD,Normal
+2772,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,2fmCon,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,953,Unf,0,72,1025,GasA,TA,Y,SBrkr,1025,0,0,1025,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,80,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2773,70,RM,62,9856,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1900,2005,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,PConc,Fa,TA,No,Unf,0,Unf,0,716,716,GasA,Ex,Y,FuseA,1007,1007,0,2014,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,1900,Unf,2,624,TA,TA,Y,0,72,167,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2774,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,Stone,264,TA,TA,CBlock,TA,TA,No,Rec,276,Unf,0,936,1212,GasA,Gd,Y,FuseA,1226,442,0,1668,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2775,50,RM,60,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1920,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Fa,No,LwQ,284,Unf,0,863,1147,GasA,TA,N,SBrkr,1147,510,0,1657,0,0,1,0,4,1,Fa,9,Typ,1,TA,Detchd,1920,Unf,1,162,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2776,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1900,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,940,476,0,1416,0,1,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1956,Unf,2,400,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2777,70,RM,58,6451,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1900,1970,Gable,CompShg,AsbShng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Rec,208,Unf,0,504,712,GasA,Gd,Y,SBrkr,848,580,0,1428,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1985,Fin,2,576,TA,TA,Y,264,0,84,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2778,70,RM,66,3960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,502,502,GasA,TA,N,SBrkr,502,502,0,1004,0,0,1,0,2,1,Gd,5,Typ,1,Po,Detchd,1930,Unf,1,200,Fa,TA,N,280,0,68,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2779,190,RM,56,7745,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Gd,N,SBrkr,1084,867,0,1951,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,P,0,6,28,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2780,30,RM,56,7741,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,143,Rec,72,817,1032,GasA,Gd,N,FuseA,1032,0,0,1032,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,280,TA,TA,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2006,COD,Abnorml
+2781,30,RM,50,5633,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,844,844,GasA,TA,Y,SBrkr,844,0,0,844,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1925,Unf,1,216,TA,TA,N,50,81,123,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2782,20,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,RFn,1,528,TA,TA,Y,0,0,0,0,115,0,NA,NA,NA,0,8,2006,COD,Normal
+2783,70,RM,42,7614,Pave,Grvl,Reg,Lvl,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,2Story,3,5,1905,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,738,738,GasA,Gd,Y,FuseA,714,662,0,1376,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,TA,N,0,0,104,0,225,0,NA,NA,NA,0,3,2006,WD,Normal
+2784,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,384,960,GasA,TA,Y,FuseA,960,0,0,960,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2785,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,145,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,750,0,1566,0,0,1,1,5,1,Gd,7,Typ,0,NA,Detchd,1976,Unf,2,450,TA,TA,Y,24,0,296,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal
+2786,30,RM,52,7830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1921,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,416,Unf,0,76,492,GasA,TA,Y,SBrkr,492,0,0,492,1,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1921,Unf,1,200,Fa,TA,N,0,0,78,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2787,50,RM,56,9576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,310,Unf,0,460,770,GasA,TA,Y,SBrkr,885,297,0,1182,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1945,Unf,1,378,Fa,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal
+2788,30,RM,48,5747,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,4,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,798,798,GasA,Gd,Y,SBrkr,840,0,0,840,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1938,Unf,1,250,TA,Fa,N,112,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2789,75,RM,70,6300,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1910,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,878,0,2104,0,0,2,0,5,1,TA,9,Typ,0,NA,Detchd,1910,Unf,2,432,Fa,TA,P,0,341,88,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2790,90,RM,33,5976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,N,FuseA,624,624,0,1248,0,0,2,0,2,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,130,256,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2791,20,RM,65,9750,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2002,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,4500,7,2006,WD,Normal
+2792,50,C (all),63,4761,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,3,3,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,1020,1020,GasA,Fa,N,FuseP,1020,0,0,1020,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,0,0,NA,NA,NA,0,10,2006,ConLD,Normal
+2793,70,RL,69,11737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,7,1924,1996,Gambrel,CompShg,BrkComm,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,848,848,GasW,TA,N,SBrkr,1017,810,0,1827,0,0,1,0,2,1,TA,9,Typ,1,Gd,Detchd,1943,Unf,1,240,Fa,TA,Y,27,36,42,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal
+2794,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,3,5,1930,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,Rec,347,Unf,0,381,728,GasA,Ex,Y,SBrkr,728,434,0,1162,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,258,Fa,Po,Y,0,24,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml
+2795,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1984,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Gd,Y,SBrkr,741,583,0,1324,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,180,Fa,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2796,30,RL,50,11672,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,FuseA,816,0,0,816,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,210,Fa,Fa,N,168,0,112,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2797,50,RM,90,33120,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,1.5Fin,6,5,1962,1962,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1595,1595,GasA,TA,Y,SBrkr,1611,875,0,2486,0,0,2,0,5,1,TA,8,Typ,1,Gd,Detchd,1962,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2798,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,596,596,GasA,Po,Y,FuseF,834,596,0,1430,0,0,2,0,3,1,Fa,7,Typ,0,NA,Detchd,1924,Unf,2,370,Fa,Fa,Y,218,0,0,0,210,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2799,70,RM,60,7518,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,8,1910,2004,Gable,CompShg,AsbShng,Plywood,None,0,Fa,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,396,396,GasA,Gd,Y,SBrkr,665,665,0,1330,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2001,Unf,1,390,TA,TA,N,0,72,45,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2800,30,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,4,1919,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,610,610,GasA,Ex,N,FuseA,819,0,0,819,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml
+2801,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,343,Unf,0,641,984,GasA,TA,Y,FuseF,984,0,0,984,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,308,TA,TA,N,0,0,164,0,0,0,NA,NA,NA,0,3,2006,ConLI,Family
+2802,50,RL,82,12375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,41,TA,Fa,CBlock,TA,TA,No,BLQ,329,Unf,0,477,806,GasA,TA,Y,SBrkr,1081,341,0,1422,1,0,1,0,3,1,TA,7,Typ,1,TA,Detchd,1951,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal
+2803,90,RL,120,11136,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Feedr,Duplex,1Story,6,5,1964,1964,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1921,1921,GasA,TA,Y,SBrkr,1921,0,0,1921,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1964,Unf,2,576,TA,TA,Y,0,180,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2804,20,RL,100,21370,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1640,0,0,1640,0,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1950,RFn,2,394,TA,TA,Y,0,0,225,0,0,0,NA,NA,Shed,600,6,2006,WD,Normal
+2805,30,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1032,0,0,1032,0,0,1,0,2,1,TA,6,Typ,1,TA,Detchd,1939,Unf,1,260,TA,TA,Y,0,0,121,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2806,30,RL,50,5220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,3,1936,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,830,830,GasA,Gd,Y,SBrkr,879,0,0,879,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1936,Unf,1,180,TA,TA,P,0,108,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal
+2807,20,RL,50,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,5,2004,2004,Shed,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,Mn,GLQ,510,LwQ,373,190,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,1,0,2,0,2,1,TA,4,Typ,0,NA,Detchd,2004,Unf,1,246,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2808,20,RL,NA,11327,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,305,TA,TA,CBlock,TA,TA,Av,ALQ,779,Unf,0,285,1064,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1967,Unf,2,528,TA,TA,Y,314,48,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2809,80,RL,80,10366,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1964,1964,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,Av,GLQ,456,Unf,0,456,912,GasA,TA,Y,SBrkr,934,0,0,934,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1964,Unf,1,336,TA,TA,Y,77,0,0,0,0,0,NA,GdPrv,Shed,500,7,2006,WD,Normal
+2810,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,773,Unf,0,286,1059,GasA,Gd,Y,SBrkr,1059,0,0,1059,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Fin,1,286,TA,TA,Y,0,88,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Abnorml
+2811,20,RL,NA,9535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,450,TA,TA,CBlock,TA,TA,No,BLQ,194,LwQ,982,0,1176,GasA,TA,Y,SBrkr,1458,0,0,1458,1,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1967,Unf,2,512,TA,TA,Y,284,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2812,80,RL,NA,7176,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,Gd,Gd,GLQ,794,Unf,0,166,960,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,616,TA,TA,Y,131,0,0,0,180,0,NA,GdPrv,NA,0,7,2006,WD,Normal
+2813,90,RL,NA,9662,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1967,1967,GasA,TA,Y,SBrkr,1967,0,0,1967,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,Fin,2,580,TA,TA,Y,170,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2814,90,RL,75,8235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,99,TA,TA,CBlock,TA,TA,No,Rec,483,Unf,0,1466,1949,GasA,TA,Y,SBrkr,1949,0,0,1949,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,586,TA,TA,Y,32,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2815,30,RL,NA,17529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,Stone,65,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,872,872,GasA,Fa,N,FuseF,872,0,0,872,0,0,1,0,2,1,Fa,5,Mod,1,Gd,Detchd,1924,Unf,1,322,Fa,Fa,N,0,0,116,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2816,20,RL,NA,20355,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,6,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,123,TA,TA,CBlock,Gd,TA,Av,Rec,810,ALQ,826,229,1865,GasA,TA,Y,SBrkr,1830,0,0,1830,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1967,Unf,2,521,TA,TA,Y,0,115,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2817,20,RL,87,13050,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,6,1963,1963,Flat,Tar&Grv,WdShing,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,104,ALQ,850,46,1000,GasA,Ex,Y,SBrkr,1000,0,0,1000,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1993,Unf,2,575,TA,TA,Y,238,0,148,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2818,85,RL,72,10820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,7,1971,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,PConc,Gd,TA,Av,GLQ,535,Rec,159,88,782,GasA,Ex,Y,SBrkr,810,0,0,810,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal
+2819,150,RL,NA,1700,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,Twnhs,1.5Fin,7,5,1980,1981,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,397,Unf,0,33,430,GasA,TA,Y,SBrkr,880,680,140,1700,1,0,2,1,2,1,Gd,7,Typ,0,NA,Basment,1980,Fin,1,450,Gd,TA,Y,188,36,0,0,200,0,NA,NA,NA,0,4,2006,WD,Normal
+2820,20,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,799,Unf,0,168,967,GasA,Ex,Y,SBrkr,1350,0,0,1350,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1954,RFn,2,504,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2821,50,RL,62,6488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1942,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,230,Unf,0,569,799,GasA,Ex,N,FuseA,799,351,0,1150,0,0,1,0,3,1,TA,6,Mod,2,TA,BuiltIn,1942,Unf,1,215,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Family
+2822,70,RL,114,19950,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1337,672,0,2009,0,0,2,0,4,1,TA,8,Typ,2,Gd,2Types,1928,Unf,3,795,TA,TA,P,0,42,0,0,180,0,NA,NA,NA,0,12,2006,WD,Normal
+2823,75,RL,60,19800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2.5Unf,6,8,1935,1990,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,425,Unf,0,1411,1836,GasA,Gd,Y,SBrkr,1836,1836,0,3672,0,0,3,1,5,1,Gd,7,Typ,2,Gd,Detchd,1993,Unf,2,836,TA,TA,Y,684,80,32,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2824,80,RL,78,11679,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,5,5,1962,1962,Gable,CompShg,Plywood,Plywood,Stone,96,TA,TA,CBlock,TA,TA,Gd,ALQ,612,Rec,1164,0,1776,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,1,2,0,3,1,TA,6,Min2,1,Fa,Attchd,1962,Fin,2,528,TA,TA,Y,453,253,144,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2825,20,RL,80,12048,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1952,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,232,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,1,0,3,1,TA,7,Typ,1,Ex,Attchd,2002,RFn,2,569,TA,TA,Y,0,189,36,0,348,0,NA,NA,NA,0,4,2006,WD,Normal
+2826,20,RL,70,10519,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,8,1955,1999,Hip,CompShg,MetalSd,MetalSd,Stone,164,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1057,1057,GasA,Gd,Y,SBrkr,1057,0,0,1057,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2827,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,468,Unf,0,532,1000,GasA,TA,Y,SBrkr,1068,541,0,1609,0,0,1,1,5,1,TA,7,Typ,0,NA,Attchd,1953,Unf,1,305,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2828,60,RL,88,12128,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,4,1989,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,Gd,TA,CBlock,Gd,TA,No,ALQ,549,Unf,0,319,868,GasA,Ex,Y,SBrkr,1313,1246,0,2559,0,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1989,RFn,2,506,TA,TA,Y,0,245,0,0,168,0,NA,MnPrv,NA,0,11,2006,WD,Abnorml
+2829,90,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,SFoyer,6,8,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,LwQ,261,GLQ,1083,0,1344,GasA,Gd,Y,SBrkr,1440,0,0,1440,2,0,2,0,2,2,Gd,8,Typ,0,NA,Attchd,1993,Unf,4,920,TA,TA,Y,288,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2830,60,RL,133,11003,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1308,1308,GasA,Ex,Y,SBrkr,1308,568,0,1876,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2005,RFn,3,848,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2831,20,RL,64,7488,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,393,Unf,0,815,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,632,TA,TA,Y,105,58,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml
+2832,20,RL,90,13377,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1576,Unf,0,260,1836,GasA,Gd,Y,SBrkr,1846,0,0,1846,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,495,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2833,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Ex,TA,Gd,GLQ,1122,Unf,0,448,1570,GasA,Ex,Y,SBrkr,1590,0,0,1590,1,0,2,1,2,1,Ex,6,Typ,0,NA,Attchd,2005,Fin,3,754,TA,TA,Y,176,80,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2834,60,RL,91,10984,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,945,945,GasA,Ex,Y,SBrkr,945,864,0,1809,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,RFn,2,638,TA,TA,Y,144,54,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial
+2835,20,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Gd,GLQ,56,Unf,0,1558,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,576,TA,TA,Y,100,45,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2836,60,RL,78,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,532,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,812,0,1596,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,610,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2837,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,CBlock,Gd,Fa,No,LwQ,853,Unf,0,535,1388,GasA,Gd,Y,SBrkr,1388,0,0,1388,1,0,2,0,3,1,TA,6,Typ,1,Po,Attchd,1968,RFn,2,522,TA,TA,Y,0,58,0,0,0,0,NA,NA,NA,0,7,2006,COD,Abnorml
+2838,20,RL,95,13015,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1996,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2839,60,RL,65,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Ex,Y,SBrkr,795,704,0,1499,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1995,RFn,2,473,TA,TA,Y,413,91,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2840,20,RL,NA,8685,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,846,Unf,0,579,1425,GasA,Ex,Y,SBrkr,1425,0,0,1425,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,RFn,2,591,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2841,60,RL,68,9272,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,500,Unf,0,342,842,GasA,Ex,Y,SBrkr,856,893,0,1749,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,515,TA,TA,Y,140,85,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2842,60,RL,72,13426,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,894,Unf,0,57,951,GasA,Ex,Y,SBrkr,951,828,0,1779,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,586,TA,TA,Y,208,107,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2843,60,RL,50,8340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,BrkFace,62,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,166,675,GasA,TA,Y,SBrkr,686,702,0,1388,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,317,TA,TA,Y,406,36,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2844,80,RL,42,10385,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,123,TA,TA,CBlock,TA,Gd,Av,ALQ,595,LwQ,400,0,995,GasA,TA,Y,SBrkr,1282,0,0,1282,0,1,2,0,3,1,TA,6,Typ,0,NA,Detchd,1989,Unf,3,672,Fa,TA,Y,386,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2845,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,437,Unf,0,427,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2846,60,RL,NA,9930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,199,Gd,TA,PConc,Gd,TA,No,GLQ,456,Unf,0,370,826,GasA,Ex,Y,SBrkr,878,884,0,1762,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,Fin,2,591,TA,TA,Y,320,54,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2847,60,RL,45,9468,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,TA,TA,PConc,Gd,TA,Mn,GLQ,639,Unf,0,201,840,GasA,Ex,Y,SBrkr,840,915,0,1755,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,530,TA,TA,Y,176,73,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2848,20,RL,NA,11088,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,872,Unf,0,476,1348,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2002,Unf,2,418,TA,TA,Y,68,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2849,60,RL,70,8726,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,872,872,GasA,Ex,Y,SBrkr,872,1037,0,1909,0,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,529,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2850,60,RL,67,10566,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,261,Gd,TA,PConc,Gd,TA,Av,GLQ,920,Unf,0,170,1090,GasA,Ex,Y,SBrkr,1090,1124,0,2214,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1999,Fin,3,646,TA,TA,Y,197,80,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2851,60,RL,NA,21533,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Feedr,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1065,1065,GasA,Ex,Y,SBrkr,1065,984,0,2049,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Unf,2,467,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2852,60,RL,90,11250,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,TA,TA,PConc,Gd,TA,Mn,ALQ,796,Unf,0,258,1054,GasA,Ex,Y,SBrkr,1070,869,0,1939,0,1,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,RFn,3,555,TA,TA,Y,128,84,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2853,60,RL,90,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Av,GLQ,685,Unf,0,245,930,GasA,Ex,Y,SBrkr,950,1045,0,1995,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,610,TA,TA,Y,275,170,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2854,120,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,717,Unf,0,131,848,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,0,4,2006,WD,Normal
+2855,20,RL,70,8810,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,No,GLQ,1000,Unf,0,390,1390,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,545,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2856,60,RL,74,8581,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,Gd,Mn,Unf,0,Unf,0,851,851,GasA,Ex,Y,SBrkr,851,886,0,1737,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,578,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2857,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,827,0,1611,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,572,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2858,20,RL,65,8772,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,996,Unf,0,340,1336,GasA,Ex,Y,SBrkr,1336,0,0,1336,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Unf,2,502,TA,TA,Y,136,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2859,70,RL,67,8777,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,2Story,4,6,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,Gd,TA,No,Rec,173,BLQ,337,166,676,GasA,Gd,Y,SBrkr,760,676,0,1436,1,0,2,0,3,1,TA,6,Min1,0,NA,Attchd,1950,Unf,2,528,TA,TA,Y,147,0,0,0,0,0,NA,NA,Shed,420,10,2006,WD,Normal
+2860,90,RL,38,7840,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,Plywood,Wd Shng,BrkFace,355,TA,TA,CBlock,Gd,TA,Gd,GLQ,976,Unf,0,0,976,GasA,TA,Y,SBrkr,1012,0,0,1012,0,2,2,0,4,0,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
+2861,20,RL,73,16133,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,847,Unf,0,329,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,360,TA,TA,Y,0,92,0,0,112,0,NA,NA,NA,0,12,2006,WD,Abnorml
+2862,60,RL,62,7162,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Hip,CompShg,HdBoard,Stucco,BrkFace,190,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,806,918,0,1724,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,616,TA,TA,Y,168,57,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2863,20,RL,75,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,TA,TA,PConc,Gd,TA,Av,GLQ,475,ALQ,297,142,914,GasA,Ex,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,32,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2864,60,RL,90,11060,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1150,1150,GasA,Ex,Y,SBrkr,1164,1150,0,2314,0,0,2,1,3,1,Gd,9,Typ,1,Ex,BuiltIn,2003,Fin,2,502,TA,TA,Y,0,274,0,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal
+2865,180,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,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2866,160,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
+2867,50,RL,56,6956,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,Mn,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,624,312,0,936,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1948,Unf,1,265,TA,Po,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2868,50,RL,72,7822,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,3,1915,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,846,492,0,1338,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,N,0,0,208,0,0,0,NA,GdPrv,NA,0,5,2006,WD,AdjLand
+2869,50,RL,62,8707,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1093,1093,GasA,TA,N,FuseF,1093,576,0,1669,0,0,1,1,4,1,TA,9,Min2,0,NA,Attchd,1924,Unf,1,288,Fa,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand
+2870,20,RL,60,16012,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,4,1954,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,60,TA,TA,CBlock,TA,TA,No,Rec,691,Unf,0,263,954,GasA,Ex,Y,SBrkr,1482,0,0,1482,0,1,2,0,3,1,TA,6,Min1,1,Gd,2Types,1956,Unf,2,609,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Abnorml
+2871,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,4,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,864,864,GasA,TA,N,SBrkr,964,0,450,1414,0,0,1,0,3,1,TA,8,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,NA,NA,0,9,2006,COD,Abnorml
+2872,30,RL,60,8088,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,2,3,1922,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,498,498,GasA,TA,N,FuseF,498,0,0,498,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1922,Unf,1,216,Fa,Fa,N,0,0,100,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal
+2873,50,RL,76,11388,Pave,NA,Reg,Low,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1910,1993,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,616,616,GasA,TA,N,SBrkr,1055,218,0,1273,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1910,Unf,1,275,TA,Fa,N,212,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2874,50,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,930,Unf,0,128,1058,GasA,TA,Y,SBrkr,1058,493,0,1551,1,0,2,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2875,190,RH,58,6430,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Feedr,Norm,2fmCon,1.5Fin,6,6,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,780,Unf,0,0,780,GasA,TA,N,FuseF,816,524,0,1340,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1945,Unf,1,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml
+2876,70,RL,43,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,8,1926,1997,Gable,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,424,Unf,0,200,624,GasA,Ex,Y,SBrkr,743,736,0,1479,1,0,1,0,3,1,Gd,6,Typ,2,Gd,Detchd,1926,Unf,1,312,TA,TA,Y,530,0,56,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2877,70,RL,69,4899,Pave,NA,Reg,HLS,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,305,Unf,0,450,755,GasA,Ex,Y,SBrkr,755,755,0,1510,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,164,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2878,70,RL,54,9399,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,8,1919,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,818,818,GasA,TA,Y,SBrkr,818,818,0,1636,0,0,1,1,4,1,Gd,7,Typ,1,Gd,Detchd,1919,Unf,1,288,Fa,TA,N,0,0,212,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml
+2879,50,RL,84,10164,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1939,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Av,LwQ,646,Unf,0,346,992,GasA,Fa,Y,SBrkr,992,473,0,1465,0,0,2,0,3,1,TA,6,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2880,50,RL,51,6191,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,384,Unf,0,440,824,GasA,TA,N,SBrkr,824,464,0,1288,0,0,1,0,4,1,TA,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
+2881,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,817,817,GasA,Gd,Y,FuseF,940,610,0,1550,0,0,1,1,3,1,TA,7,Min2,1,TA,Detchd,1937,Unf,1,318,TA,TA,P,0,0,429,0,0,0,NA,MnPrv,NA,0,9,2006,WD,Normal
+2882,50,RL,80,12400,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Mn,BLQ,602,Unf,0,299,901,GasA,TA,Y,SBrkr,1125,592,0,1717,0,0,1,1,2,1,TA,7,Typ,1,Gd,Attchd,1940,Unf,1,410,TA,TA,Y,0,0,0,0,113,0,NA,NA,NA,0,2,2006,WD,Normal
+2883,50,RL,81,8170,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1929,1950,Gable,CompShg,Stucco,Wd Sdng,BrkFace,270,Gd,Gd,BrkTil,TA,TA,No,ALQ,526,Unf,0,496,1022,GasA,Ex,Y,FuseA,1122,549,0,1671,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1963,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2884,70,RL,70,12320,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1932,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,SBrkr,959,650,0,1609,0,0,1,1,3,1,Gd,8,Typ,2,Gd,2Types,1963,Unf,3,579,TA,TA,Y,0,0,0,0,104,0,NA,GdWo,NA,0,5,2006,WD,Normal
+2885,70,RL,70,14210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1930,1959,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,697,697,GasA,Ex,Y,SBrkr,1104,697,0,1801,0,0,1,1,3,1,TA,8,Typ,1,Gd,Attchd,1930,Unf,2,365,Fa,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal
+2886,60,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,7,1950,1963,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,405,TA,Gd,CBlock,Gd,TA,No,GLQ,760,Unf,0,408,1168,GasA,Gd,Y,SBrkr,1278,1037,0,2315,1,0,2,0,4,1,TA,9,Typ,3,Gd,Attchd,1950,Fin,1,342,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,7,2006,WD,Normal
+2887,30,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,305,Unf,0,671,976,GasA,TA,N,SBrkr,976,0,0,976,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1942,Unf,1,215,TA,TA,N,160,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,AdjLand
+2888,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1926,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,374,Unf,0,487,861,GasA,Ex,Y,SBrkr,861,424,0,1285,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Fin,2,506,TA,TA,Y,96,0,132,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2889,30,RM,61,8534,Pave,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,432,432,GasA,TA,N,FuseA,672,0,0,672,0,0,1,0,2,1,TA,4,Min1,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal
+2890,30,RM,50,7030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,641,0,0,641,0,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1925,Unf,1,272,TA,TA,N,184,0,70,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2891,50,RM,75,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1957,1957,Gable,CompShg,MetalSd,MetalSd,BrkFace,327,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,671,0,1638,0,0,2,0,4,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,1,384,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2892,30,C (all),69,12366,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,1Story,3,5,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,23,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2893,190,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,5,6,1951,1951,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,1060,336,0,1396,0,0,2,0,4,2,TA,8,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2894,50,C (all),60,8520,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,3,5,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Fa,Fa,No,Unf,0,Unf,0,216,216,GasA,Fa,N,SBrkr,576,360,0,936,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2895,120,RM,41,5748,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Ex,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1778,0,0,1778,2,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2005,Fin,2,495,TA,TA,Y,123,53,0,0,153,0,NA,NA,NA,0,2,2006,New,Partial
+2896,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,Gd,TA,PConc,Ex,TA,Gd,GLQ,1564,Unf,0,30,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,12,2006,WD,Normal
+2897,20,RL,69,23580,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,776,Unf,0,849,1625,GasA,TA,Y,SBrkr,1625,0,0,1625,0,1,2,0,3,1,Fa,6,Typ,1,TA,Attchd,1979,Fin,2,576,TA,TA,Y,136,28,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2898,90,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1664,1664,GasA,TA,Y,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1978,Unf,2,616,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2899,20,RL,70,9116,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,490,TA,TA,Y,120,100,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2900,80,RL,140,11080,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,BrkFace,257,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,552,1128,GasA,TA,Y,SBrkr,1210,0,0,1210,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2901,20,RL,NA,50102,Pave,NA,IR1,Low,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,6,5,1958,1958,Gable,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,909,Unf,0,723,1632,GasA,TA,Y,SBrkr,1650,0,0,1650,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,2,518,TA,TA,Y,0,0,0,0,138,0,NA,NA,NA,0,3,2006,WD,Alloca
+2902,20,RL,NA,8098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,1136,BLQ,116,129,1381,GasA,Ex,Y,SBrkr,1403,0,0,1403,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2000,Unf,2,470,TA,TA,Y,0,173,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2903,20,RL,95,13618,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,198,Gd,TA,PConc,Ex,Gd,Av,GLQ,1350,Unf,0,378,1728,GasA,Ex,Y,SBrkr,1960,0,0,1960,1,0,2,0,3,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,714,TA,TA,Y,172,38,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2904,20,RL,88,11577,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,382,Ex,TA,PConc,Gd,TA,Gd,GLQ,1455,Unf,0,383,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Ex,9,Typ,1,Gd,Attchd,2005,Fin,3,682,TA,TA,Y,161,225,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2905,20,NA,125,31250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,1,3,1951,1951,Gable,CompShg,CBlock,VinylSd,None,0,TA,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1600,0,0,1600,0,0,1,1,3,1,TA,6,Mod,0,NA,Attchd,1951,Unf,1,270,Fa,TA,N,0,0,135,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2906,90,RM,78,7020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,200,TA,Gd,PConc,Gd,TA,Gd,GLQ,1243,Unf,0,45,1288,GasA,Gd,Y,SBrkr,1368,0,0,1368,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
+2907,160,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,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,5,Typ,1,TA,BuiltIn,1977,RFn,1,336,TA,TA,Y,141,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2908,20,RL,58,10172,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,423,864,GasA,Ex,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,0,120,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2909,90,RL,NA,11836,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,149,Unf,0,1503,1652,GasA,TA,Y,SBrkr,1652,0,0,1652,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1970,Unf,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2910,180,RM,21,1470,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,GLQ,522,Unf,0,108,630,GasA,TA,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,NA,NA,0,4,2006,WD,Normal
+2911,160,RM,21,1484,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2912,20,RL,80,13384,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,1979,Gable,CompShg,Plywood,Plywood,BrkFace,194,TA,TA,PConc,TA,TA,Av,Rec,119,BLQ,344,641,1104,GasA,Fa,Y,SBrkr,1360,0,0,1360,1,0,1,0,3,1,TA,8,Typ,1,TA,Attchd,1969,RFn,1,336,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2913,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,408,Unf,0,138,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml
+2914,160,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,34,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal
+2915,160,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Gd,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,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
+2916,160,RM,21,1894,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml
+2917,20,RL,160,20000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1960,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1224,Unf,0,0,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,1,0,4,1,TA,7,Typ,1,TA,Detchd,1960,Unf,2,576,TA,TA,Y,474,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml
+2918,85,RL,62,10441,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,337,Unf,0,575,912,GasA,TA,Y,SBrkr,970,0,0,970,0,1,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,80,32,0,0,0,0,NA,MnPrv,Shed,700,7,2006,WD,Normal
+2919,60,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,94,TA,TA,PConc,Gd,TA,Av,LwQ,758,Unf,0,238,996,GasA,Ex,Y,SBrkr,996,1004,0,2000,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,1993,Fin,3,650,TA,TA,Y,190,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
diff --git a/train.csv b/train.csv
new file mode 100644
index 0000000..d68e0d7
--- /dev/null
+++ b/train.csv
@@ -0,0 +1,1461 @@
+Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice
+1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500
+2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500
+3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500
+4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000
+5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000
+6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000
+7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000
+8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000
+9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900
+10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000
+11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500
+12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000
+13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000
+14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500
+15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000
+16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000
+17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000
+18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000
+19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000
+20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000
+21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300
+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