From 92a81b1aa109ff1312f080c25abc15c0b7813631 Mon Sep 17 00:00:00 2001 From: vladislavovich-d <48733961+vladislavovich-d@users.noreply.github.com> Date: Tue, 28 May 2019 17:31:57 +0300 Subject: [PATCH 1/5] Add files via upload --- Advanced Regrassion/Advanced Regression.ipynb | 1438 ++++++++++++++++ Advanced Regrassion/data_description.txt | 523 ++++++ Advanced Regrassion/sample_submission.csv | 1460 ++++++++++++++++ Advanced Regrassion/test.csv | 1460 ++++++++++++++++ Advanced Regrassion/train.csv | 1461 +++++++++++++++++ 5 files changed, 6342 insertions(+) create mode 100644 Advanced Regrassion/Advanced Regression.ipynb create mode 100644 Advanced Regrassion/data_description.txt create mode 100644 Advanced Regrassion/sample_submission.csv create mode 100644 Advanced Regrassion/test.csv create mode 100644 Advanced Regrassion/train.csv diff --git a/Advanced Regrassion/Advanced Regression.ipynb b/Advanced Regrassion/Advanced Regression.ipynb new file mode 100644 index 0000000..210b5be --- /dev/null +++ b/Advanced Regrassion/Advanced Regression.ipynb @@ -0,0 +1,1438 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#Importing libraries\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#Load data\n", + "train = pd.read_csv('./train.csv')\n", + "test = pd.read_csv('./test.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities ... 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": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...ScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleCondition
0146120RH80.011622PaveNaNRegLvlAllPub...1200NaNMnPrvNaN062010WDNormal
1146220RL81.014267PaveNaNIR1LvlAllPub...00NaNNaNGar21250062010WDNormal
2146360RL74.013830PaveNaNIR1LvlAllPub...00NaNMnPrvNaN032010WDNormal
3146460RL78.09978PaveNaNIR1LvlAllPub...00NaNNaNNaN062010WDNormal
41465120RL43.05005PaveNaNIR1HLSAllPub...1440NaNNaNNaN012010WDNormal
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" + ], + "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", + " LandContour Utilities ... ScreenPorch PoolArea PoolQC Fence MiscFeature \\\n", + "0 Lvl AllPub ... 120 0 NaN MnPrv NaN \n", + "1 Lvl AllPub ... 0 0 NaN NaN Gar2 \n", + "2 Lvl AllPub ... 0 0 NaN MnPrv NaN \n", + "3 Lvl AllPub ... 0 0 NaN NaN NaN \n", + "4 HLS AllPub ... 144 0 NaN NaN NaN \n", + "\n", + " MiscVal MoSold YrSold SaleType SaleCondition \n", + "0 0 6 2010 WD Normal \n", + "1 12500 6 2010 WD Normal \n", + "2 0 3 2010 WD Normal \n", + "3 0 6 2010 WD Normal \n", + "4 0 1 2010 WD Normal \n", + "\n", + "[5 rows x 80 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 81)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Shape of train dataset\n", + "train.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Target variable\n", + "Some analysis on target variable" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize=(12,9))\n", + "sns.distplot(train['SalePrice'], fit=stats.norm)\n", + "\n", + "#Get the fitted parameters used by the function \n", + "(mu, sigma) = stats.norm.fit(train['SalePrice'])\n", + "\n", + "#Plot with the distribution\n", + "plt.legend(['Normal dis. ($/mu=$ {:.2f} and $/sigma=$ {:.2f} )'.format(mu, sigma)], loc = 'best')\n", + "plt.ylabel('Frequenc')\n", + "\n", + "#Probability plot\n", + "fig = plt.figure()\n", + "stats.probplot(train['SalePrice'], plot=plt)\n", + "plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Log func which is np\n", + "train['SalePrice'] = np.log1p(train['SalePrice'])\n", + "\n", + "#Check\n", + "plt.subplots(figsize=(12,9))\n", + "sns.distplot(train['SalePrice'], fit=stats.norm)\n", + "\n", + "#Get the fitted parameters used by the function \n", + "(mu, sigma) = stats.norm.fit(train['SalePrice'])\n", + "\n", + "#Plot with the distribution\n", + "plt.legend(['Normal dis. ($/mu=$ {:.2f} and $/sigma=$ {:.2f} )'.format(mu, sigma)], loc = 'best')\n", + "plt.ylabel('Frequenc')\n", + "\n", + "#Probability plot\n", + "fig = plt.figure()\n", + "stats.probplot(train['SalePrice'], plot=plt)\n", + "plt.show()\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check the missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['LotFrontage', 'Alley', 'MasVnrType', 'MasVnrArea', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2',\n", + " 'Electrical', 'FireplaceQu', 'GarageType', 'GarageYrBlt',\n", + " 'GarageFinish', 'GarageQual', 'GarageCond', 'PoolQC', 'Fence',\n", + " 'MiscFeature'],\n", + " dtype='object')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.columns[train.isnull().any()]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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train.isnull().sum()/len(train)*100\n", + "isnull = isnull[isnull > 0]\n", + "isnull.sort_values(inplace = True, ascending = False)\n", + "isnull" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "isnull = isnull.to_frame()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "isnull.columns = ['count']" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "isnull.index.names = ['Name']" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "isnull['Name'] = isnull.index" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (13, 5))\n", + "sns.set(style = 'whitegrid')\n", + "sns.barplot(x = 'Name', y = 'count', data = isnull)\n", + "plt.xticks(rotation=90)\n", + "plt.show" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "train_corr = train.select_dtypes(include = [np.number])" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 38)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_corr.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "del train_corr['Id']" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr = train_corr.corr()\n", + "plt.subplots(figsize = (20, 9))\n", + "sns.heatmap(corr, annot = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_feature = corr.index[abs(corr['SalePrice']>0.5)]\n", + "plt.subplots(figsize=(12,8))\n", + "top_corr = train[top_feature].corr()\n", + "sns.heatmap(top_corr, annot = True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 7, 6, 8, 5, 9, 4, 10, 3, 1, 2])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.OverallQual.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (18,8))\n", + "sns.boxplot(x=train.OverallQual, y=train.SalePrice)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/vladislavovich_d/.local/lib/python3.7/site-packages/seaborn/axisgrid.py:2065: UserWarning: The `size` parameter has been renamed to `height`; pleaes update your code.\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nQm00RCSkXSIiIiIiMjgKyIuIiIhUAM/zaE/lSecKpbF8weH/PfM2r711CIBpE6v58hVnM6Wh6rjHCvhN6qIhgqqPLaOU63rEk937I3S1fU8r9/56E1bBoTYa5NarlzJ9UvSk3ivo91FXo10iIiIiIjI0FJAXERERGeMc16MtaZHL26Wx5rYsP3p0M/uakgC8/8zJXP+J+YSDfZ/+GUB1JEBNVbDfUjYi5eJ5xWC8VXB6fXzzzmZ+9OhmbMelIRbm69cuZVL98W9C9aU6HCBWrfUgIiIiIkNHAXkRERGRMaxgu8STOQr20Uzhre+28LPH3yKdszEMuOKiOXz03FnHLT3jNw1qoyHCIZ0eyuh27M2nrt7Y3sTPntiC63pMaaji1muW0hALn/B7mAbEqoNUR4KDna6IiIiISDe64hIREREZo6yCQ1uXGtqe5/HMa+/x+Eu78DyIRgJ88fKFnHlaw3GPUxXyE4uG8CkLWEa59pRFxuo9GP/KpoPc/9Q2PA9mTIpy6zVLiFWHTvg9Aj6T2poQIZVsEhEREZFhoIC8iIiIyBiUtQq0JS06+1lmLZv/u2YrG3ccAeDUqTXcvOJsGmr7zg42DYhFQ1SH1ahSRr9kJk8qW+j1sRfW7+PhZ3cAcNq0GF/73BKqIyf+uY6E/NTq5pSIiIiIDCMF5EVERETGmFQ2TyKdx+sIxje2pLlv9SYaWzIAfOjs6Vxz6VwC/r4zfEMBH7VRNaqUsSGTK5BM53t97OlX9/DYi7sAOGNmHX/92cUnXHrJAGqqAtScREa9iIiIiMiJUEBeREREZIzwPI9EunuW8Ma3D7NqzVZyeQefaXDNpfO4cMmMPo9hGFATCRCtCh63przIaJGzbNpSFt4x457n8fhLu3n61T0AnHX6BG5esYjgCZaa8ZlQFw2rf4KIiIiIjAiddYqIiIiMAa7rdauf7boeT/xuF0+/+h4AdTUhvvSZRZw+o7bPY6g2tow1VsEhnsyVdoN0cj2PR57dwQtv7Adg6bxJfOHTC/H7TmzHh3aKiIiIiMhIU0BeREREZJRzHJd40sIqOACksgV+9vhbbNvTChTLdNz0mYV9NrA0gOpIgJqqIKZqY8sYUbBd2hK5Up+ETq7rcf9T23h18yEAPrhwKn/5ifn4zBMLqkfDAWJR7RQRERERkZGlgLyIiIjIKFawHeIJi4LjArC3McmPHt1ES3sOgOXLZnLFRXPw9ZEZ7DcNaqMhleOQMcVxXOKJHPYx0Xjbcfk/T27hje2HAfjw0hlcc+k8zBMIqquZsYiIiIiUk67MREREREYpy7KJp3J0xOJ5bfMhHnhmOwXbJRgw+cuPz2fZgql9vr4q5CdWHewzWC8yGjmuR2uXm1Cd8gWHnzy2mc27WgC45LxZXHHRnBPKcA/4TOpqQidcZ15EREREZKgoIC8iIiIyCmVyBdpTFq5XzAp+5Ll3eHFDsV72pLoIX77ibGZMjvb6WmUAy1jleR5tSYu87XQbz+Vt7v31Jt5+Lw7AZReezif+7LQTCsZHQn5qoyF8KtskIiIiImWkgLyIiIjIKJNMWyQzBTygLWnx48c2s/tAOwALZ0/gry47i6o+gu1qUiljVWcwPpe3u41ncgXueeRPpTXw2YvP4KPnzhrwcQ0DaiIBavrosSAiIiIiMpIUkBcREREZJTzPoz2VJ50rALBzXxs/fmwziXQegE9d8D4+8aH39VovuzPoGK1Sk0oZmxKpPBmrezA+mclz90Mb2Xc4hQFc9/EzuWDxjAEf02ca1EdDhNRDQURERERGiYpInbrjjju4+OKLmTdvHjt27Ojx+D333NPnYyIiIiKjQWfd7HSugOd5vPDGPv7jwQ0k0nkiIT9f/exiPnXB6b0G4wM+kwm1EWqqQwrGy5iUTFukOm5EdYonc9z5wBvsO5zCNAz+6tNnnVAwPhTwMbEuomC8iIiIiIwqFXF2unz5cq6//nquu+66Ho9t2bKFN998kxkzBn7yLiIiIjKSbMelNZGjYLvkCw4PPL2d17c0AjB9UjU3rzibKQ1VPV5nANXhADXVQUzVxZYxKp0rkMx0D8Y3t2X5wYMbaG7P4fcZfPHyRSyZO2lAx+tcF7GodouIiIiIyOgzagLy8XicF198kSNHjnDTTTfR1NSE53lMnTq139eec845vY7n83m++93vcuedd3L99df3+fpEIkEikeg21tjYeGL/AJFxTutIZHC0hsYvq+DQlshhux7NbVl+tHoT+w6nADhn/mT+28fnEw72PGXzmVAbDREJqXFrJ62jsSdrFZsXe13GGlvS/OChjbQlLYIBky9fcTYL3jdhQMczjeK66KvHghyf1pDI4GkdiQye1pFUulERkP/DH/7A1772NRYuXMiGDRu46aabeO+99/j5z3/Offfdd9LHveuuu/j0pz/NKaecctznrVq1invuueek30dEtI5EBktraHzKWgXakhauB1vfbeGnj79FJmdjGgZXfGQOy5fN7DXDNxz0UxcN4vNVRPXBIaN1NLZYeZu2pIXXJRq/vynJXQ9vJJkpEA75+B9XLWHOKXUDOl7AZ1JXEyIY8A3TjCuf1pDI4GkdiQye1pFUulERkP/nf/5nfvCDH3D++eezbNkyABYvXsymTZtO+pgbN27krbfe4lvf+la/z73hhhtYsWJFt7HGxsZeS+CISO+0jkQGR2to/Ell8yTSeRzX45lX3+OJl3bhATVVAb54+ULmndrQ4zWmATXVQaKR4MhPeAzQOho7CrZDPJnD7RKM332gnXt++SYZy6Y6EuCWq5dw6tTYgI5XFfITi4bwqXTToGgNiQye1pHI4GkdSaUbFQH5AwcOcP755wOUssACgQCO45z0Mf/4xz+ya9culi9fDhQX7he+8AX+5V/+hQsuuKDbc2OxGLHYwE72RaR3Wkcig6M1NH54nkcinSeVLZC1bH7xX1v50ztHADhtWowvrVhEQyzc43VBv4+6miABv7J/+6J1NDbYjks8YeG4R8fefq+VH/5qE1bBIVYd5G+uWcr0SdF+j2UYUFMVpKZKN6mGgtaQyOBpHYkMntaRVLpREZCfPXs2v/vd77jwwgtLY6+88gpz58496WN+6Utf4ktf+lLp74svvpj77rtvUMcUEZHKVLBdXtqwnwuWTCfUS61ukaHiuh7tKYuMZXOoOc19qzfR1JoB4ILF07n6knkE/N3L0BhANFJs3KoGlTLWOa5HPGFR6BKN37yzmR89uhnbcWmIhfmba5cyub5nE+Nj+U2DumiIUEjf2yIiIiIydoyKs9f/+T//JzfffDMXXXQRuVyOb3/72zz//PP88Ic/HNDrv/e977F27Vqam5u58cYbqaurY82aNcM8axERqQTrtzXy40ff4lBLmj9bPK3c05EK5jgu8aSFVXDYsP0wq36zFSvv4PcZXHPpPC5YPKPHaxRwlEriuh7xRI68fXQX7Bvbm/jZE1twXY8pDVXces3SXneIHCsU8FFXE8KvPgoiIiIiMsaMiqu7JUuW8MQTT/DEE09w5ZVXMm3aNH71q18xderUAb1+5cqVrFy58rjPef7554diqiIiUiGaWjP8aPUm/ritCQBTmccyjAq2QzxhkSvYPPHSbp557T0A6mtCfGnFIt43vbbHa1QTWyqJ53m0pYo3pDq9sukg9z+1Dc+DGZOi3HrNEmLVoeMexwCqIwFi2jEiIiIiImPUqAjI5/N5GhoauOmmm0pjhUKBfD5PMKh6kCIiMnSsgsMjz+5g9bqdFOxiyYQzZtZx9SUqaSbDw7Js4qkc7ak8P31iC9v3tAIwd1YdX7x8EbHq7uc6pgGxaIjqcKAc0xUZFolUnqxll/5+4Y19PPzbHQCcOi3GLZ9bQnXk+J9504C6mhCRkNaGiIiIiIxdoyIgf+ONN/K3f/u3LFmypDS2ZcsW7rzzTu6///4yzkxERCqF53m8svkQP3v8LY60ZQGojYb47MVzWLZgCtFwkGBgVPwsSgXJ5Aq0pyz2HEpw3+rNtCZyAHx02SxWfGQ2PrN7uY1QwEdtNNSjjrzIWJZMW6RyhdLfz7y2h0fX7QKKN0T/+rOLCfdTlingN6mvCampsYiIiIiMeaMi8rBjxw4WL17cbezss89m+/btZZqRiIhUkv2Hk9y3ehN/eqcZAJ9psHzZLD7xodOoqw5TUx0gGFCQR4ZWMm2RzBR4ZfMhHnh6O7bjEgr4+MtPzOec+VO6PdcwoCYSIFqlMhxSWdLZPMlMMRjveR5P/G43T72yB4CzTp/AzSsW9fv9WxXyUxsNYap8k4iIiIhUgFERkK+pqaG5uZlJkyaVxpqbm4lEImWclYiIjHVZy+bBtW/zxEu7cFwPgAXva+BzH53LzMk11FQHVPpAhpznebSn8rSnLR55bgcvbjgAwKT6CF++4mxmTIp2e37AZxKLBgkHR8VpmciQyVoF2tN5PMD1PB55dgcvvLEfgKVzJ/FXn1543N0ghgGx6iDRiEpYioiIiEjlGBVXfpdeeinf/OY3WblyJTNnzmTv3r3867/+Kx//+MfLPTURERkiD67dzuMv7SZr2URCfi7/8Olce+mZw/Jenufx0sYD/PzJt2hNWABMqA1z1fK5vH/eRGqqi/W5lYksQ23D9sM89eq7vL23jVQmX+pTUB0O8JkPz+4WjDeAqnCxOaUyf2U0WL+tiVVrtnLgSAqA6ZOq+e+fPKvHjo6BsCybtqSF54Hrevzn09t4ZdMhAM47ayrXf3J+j5JNXflNg7qaECHdqBIZVUbyfE5kOOmzLDL6rN/WxC/WbOHgkTQAMyZFueGTC07qXHS0GxVnuF//+tf513/9V6666iry+TyhUIgrrriCb3zjG+WemoiIDIEH124vNu8zwG9CLm+XmvkN9YnvnkMJ7v31n9j6brFxZsBv8hcfPJVLP3gq9TVhopEAPp/qc8vQ27i9ifuf2kZre5a2VB6vuCmDqrCf6oiPR9ftJBT0sXD2RHxmsYeBdmjIaLF+WxN3P7yRRDqPYRRvGO1vSnHXQxu49Zr3n9CFUL7gEE/lcD1wHJf/819bWL/tMAAfXjqDay6dh3mcG6KhoI/6aEjf1SKjzEiez4kMJ32WRUaf9duauOuhDSQzBUwDPGBfU5K7H97ILVcvrbig/KgIyIdCIW6//Xa+/e1vE4/Hqa+vV9aiiEgFefyl3R0nvMXgit8A23V5/KXdQ3bSm8oWeOCpbfzmlT24HZHQJXMncdXFZ3BKR3kaNQOU4WIVHB59aRdNrZlSvWwA0wTH8QgH/VgFh+fW72PZgqnUVgcVbJRRZfW6nWRyNqZpHA2Wux5Zy2b1up0Dvggq2C7xRA7HhYLt8ONH32LzrmL/jkvOm8UVF83p8zzfAKKRADXV6qUgMhqNxPmcyEjQZ1lk9Fm9bidZy8Y0jNLuYdfzyORO7Fx0rChbQH7//v2ccsopAOzbt6/bY+l0uvTfM2fOHNF5iYjI0MtaNseWCfYZxfHBcl2P5/64l1+s2UoinQdgSkMVV18yl8VzJhGrDhIOjYr7z1KhslaBptYMW3a3kC+4pXG/CYZpYDvFsbqaIAbQEAuXaaYifWtqzWA7Ln7f0UC4YYDjehxuzQzoGI5TDMbbrkcub3Pvrzfx9ntxAC678HQ+8Wen9RloNw2oq9GuEZHRbDjP50RGkj7LIqNPU2sGx/W67aI0DbAdd8DnomNJ2SIUl112GRs3bgTgkksuwTAMvM693R0Mw2Dbtm3lmJ6IiAyhSMhP1irgeQ6eVwzyGAaDDrzs2BvnvtWbeGdfG1Asc/DJD72PS86dSV1NWHXiZdDWb2ti9bqdNLVmmNJQxRUXzemWnZHM5Nl9oJ37Vm8qBeOrQn5sx8F1wfMgFPBRHwvjOA4+7dKQMuvrMz2loYr2pIXreXS2NPA88JkGkxuq+j2u63rEkxYFxyWTK3DPI39i94F2AD578Rl89NxZfb426PdRVxPULiaRUW64zudERpo+yyKjz5SGKlrbs+Q7enAZBpimgd9nDuhcdKwpW0C+MxgPsH379nJNQ0REBqG/YGWnZfMns27DgdLfnlf837L5k0/qfdtTFqvWbOXZP+4t1ek+96ypXPmROcyYFCVaFcSnJpnjxkA/hwHoeUkAACAASURBVCdz3B+t3oTfb1AT8RNPZPnR6k1wxdl84MzJJFJ5XttyiJ8/sYWMZWMYxWB8dcSP6/poTVhEgn5Omx4jk82TzNjcfMW8IfgXi5yc432mF82ewLZ3W7Cd4pdqsaKSQXUowBUXzTnucT3Poy1lYRUckpk8dz/8JvuakhjA5//iTC5cMqPP11aF/NRGQ2psLHIChut3rz9DfT4nUi4D+SyXa52JjFeLZk/grZ3Npb89r7P0p9njXLQS1mfZ9/A7jsPHPvYxfvOb3xAMBss9HRERGaDOBoCZnI3tuLQnrT4brrQkLKJVATJZuyP70qAq4qclYZ3QezqOy9Ov7uH+p7aRzhW3lM6YFOXaS+eycPYkYqoTP+4cL8DY+Tk82RO21et24vcbhIPF06Vw0E8Om6df28Np02OsfmEn//W73XhATVWAmz6ziHzBYe3re2lNZJl7aj3hoJ8j8QwNtRE+/xcLxtyJolSGzjWwfU8rpmHQUBvGMIzSZ3rVmq3kLJvaaJBkukDednFcmFQf4qtXLun3c9ueypO1bOLJHHc9tJHGlgymYfDfP7WAc8+a2utrTANi1UGqIzr/FzkRA/ndGy4tCYtIyCRrHS3PFgmZJ3w+J1Ju/V2b9LfOKiEYKDLabN7VQkNtmEQ6j92RJe/zmUysC3dbXw+u3c4jz72D63oE/CaO447Y7+BQKntA3ufz4fP5yOVyCsiLiIwhq9ZspS1pgVG8e+16Dvmkw6o1W3v8EDa1ZphSH8FoOJoB6XkDr0sMsGV3C/et3sSeQwmgmFX56Q+fzsXnzKS+Jqw68eNUX0HzzsY/nRdUBcchnbVpacvy9p5WPrv8jH6bdjW1ZqiJHP1cGcCkujBHWjP8r/+3gU0dGRzvmx7jS59ZRH1HbfhFsydSHS42plTWr5Rb16CC53k4Hd+9Pp+B64LfZ1BwXKZNqCJaFaa+pvg5zuVt6mORfi9sEimLdK5Ac1uWHzy0kea2LH6fwRcvX8SSuZN6fY3fNKmLhQgFdANV5ET197s3nPY1JrHyLkbHuZ9hgJV32deYHNb3FRlq/V2brF63k4Lj0J62KdguAb9JVdjP6nU7Acp2U0ykkjW1ZqiLBqmvCZXGPM8jlS0m4q3f1sSqNVtL8QC/Wex11J7KUxsNjrnGr6MienH99dfz9a9/nZtvvpmpU6d2q/erpq4iIiNvIFkfe5sSeAAdJWM6S8fsbUr0ON6UhioOHkmRyXU/qZ0+KdrvXFras/yf/9rCix3bSg3gzxZP58qLZjN9UpQq1Ykf1zqD5umcTVvSomAXm1KmMsUTt9IFVSqPgYHPNHA8j0eee4czZtYfN8tpSkMV8USWcNCPaRjUVAc40pblUHOGQkfWxoVLZvC5j84l0NEZzG8axKJB1SCVUWH9tia+/8Ab5CybYMCHaRo4jofjerieR9BvUnBcHMcrZiJ1yY0JBXzHvWn6xvYmfvuHvezc30Yk6OdIW5Z0tkAwYPLlK85mwfsm9Pq6cNBPXTSIz2f2+riIHF9TawbTgANH0qVzqtpocEQa3mXzNm6Xtm+eVzwNzObVCFPGlv6uTfY2JkhnCxgYmIaBbReDfraT6Di3dHsN1g9nMDBfcHA9r3QzTqTSdL326mQVHCY3VJWy4juvwQBsF3BdfD6DdLYw5hq/joqV/I//+I8AvPzyy93G1dRVRGTkDXQrdGcAvmssvLP+4rEWzZ7A1t0tYIDPgLxdzKb/2AdP7XMeBdvlyd/t4sG1b5PLOwCcNi3GtZfOY+HpE6hWnXjh6AVVeyqPYRTrXhccFzdXYP22JppaM6SzdvGCquPz4jfAdrx+s5yuuGgOP1q9CdvnMLE2wt6mJIfjueIxfCbXXjqPDy2eXppLJOSntlqBRhkdOr/Lc5aNzwTbcXEctxRM8zxw3eJNTr9pEE9aRKuORuQ7L4B688a2Jh55bgeJTB5cl/caE3geBP0mt3xuKXNm1vV4jUGxtFO0KqibqCKDUBXys68piWkapbV9JJ5l5pSaYX/vQsE5oXGR0aq/axPb8fCgdK1hGGC7Hrbjsa8xSTKT77YG25IWjtPLRdAQsAoO6UyBXMEmGg4oIC8Vq/PaK4dNKODDKjjYtsei2RP41XPv4PYWaKBYZ95z+z5vHa1GxUpWU1cRkdFjoFuhOzMtj/1d7K1Ex+ZdLdTVBEtZKMGOTJLNu1q4tpc5bHj7MD9+dDMHjqSAYhBnxZ/P4SPLZlJbHSplI8v4tn5bE4m0RUt7Z5DcwPWMYuCvOsDqdTuZ0lBFS1u2280b14OA3+Rwa+a4n/d//sqHMK88m2def49N7zSTyhYAqI+FuHnF2Zw2LQZ01MKOhqgOKyteRo/Oz3YwYGLbXvG72Wfi2i6dq6H42Q+QyuaxCi77mlLUx0L4fcVswL6auT67fi+pbJ583uFwW65UumLqxOpeg/E+E2qjIe0cERkCHh6e51Gwj56AmUZxfPjf+8TGRcrpeDt++7s2CfhMch4d9eWL5454xfGCU7ybbXbcXDYNcA2vOD6ELMsmlbU5HE/zwob9vLTxANVhPz/8u+Uq+SYV6Zz5U+CKs1m9bieHWzNM7li3q9ftxHG94k7nPn5xPI8+z1tHq7IH5H//+9/zzjvvsGDBAs4777xyT0dEZNw7tm429F66YGJtmKbWbI/XT6wN93rMumioVJsYeq8h39Sa4WdPvMWrmw8BxQDPRe8/hSsuOoNpE6oIqU68dOi6k8PsqGVrOx7BgMHEWISqsJ/DrRm+fMXZvL2nFcfz8HdcUHkeVEcCREJ+tu9pxfOKDYHqoiGqI4HS593zPCbVV9HSnisF4+edWs8XL19ITUcmcSjgozaqm0Qy+nR+l9dFQxxpyxaz4Y3iRUxn1p/jeiTSeTCK2e3gcTieZdaUGr7w6d6bEFt5mz2HEliWTXN7MRhvmgaT68KkO9ZJV0G/j7oarRGRodKezJdugnX9//ZkftjfuzMZo7dxkdGkvx2//V2bzJxaw3uH2kllbAodTV+jVX5mTq1hb2MCA3Bd7+g6pJgYMhRylk0qW2DnvjjP/nEf67c14XRsbwv4TTxXt8Ckcp0zf0qP8897V2/qaN7a92c/4DfHVP14KHNA/sc//jE//OEPmTNnDnfffTff+ta3uO6668o5JRGRce94tdu66mvLWG/jUxqq2LG3FSt/NHMkFDSZO6uhdPzVL+zkV8/tIN9RF+6MmXV8/mPzmH9ag+rES0lnttP2Pa2YBjTEwoSCPmy7eDXkM02qIwHiyRy5vMu9qzdRHysGJG2neLJWHQnguh5tyRymUawpb9seR9qKN5h8PoPTptWw+oV3+M+n38buyHhaOm8SX7x8IT7TxDCgJqLyG1Jex8v+6/wur44Us9LbUlbpO7h4E8sjXzj6fR2LBphQFyGXt6mpLt5wuu3el7sde/EZE4knc7guHGkr7kzxmQaT6yO4nseE2ki3+VWHA8TU3FhkSBUct9cePkOdndubhliIIx2l244dFxlq/fW0Ot7j/e347e96p7OkjWFC0DBwPEhnbRbNLvZHefdgO5ms3ZFBb1AV8TNramxQ/96sVSCRKvDHbY08v34f7+xrKz1WUxXgwiUzuOyC0wkrQaliDKRvm0Ak5KO13cU+TkB+LF6OlXUlP/zww/ziF79gyZIlvPHGG3z7298+qYD8HXfcwTPPPMOBAwd48sknmTt3LgBf/epX2b9/P6ZpUlVVxT/8wz8wf/78of5niIhUlL5qtx27Bawtmceg+zZlo2O8B8/tFowHsPIunuvw2luH+Mljb3E4XsxIqY2GuOriOVz0/lOIVodUJ15KumY7uW4xAH84ngU8OnYPY9su8WSOtmSe6oifRKrY6NUwDCbEwhiGweSGKhJpC8dxiYQDHIlnwQDDg9ZEjlOnxgCDX6wp9rExDIhVBdjXmGTbu60snTuZ2pqQtgtLWfWV/ffOspls3tXC3sYEmZxNrDpIwG/iusUdIn6fQSjgI53r3oQxmS0QDvmpCvvZ25joceyH1m4nlT2dRDpPY3Ma6AzGh3E9D8fxuPS8WUBHGafqINWRYI95i8jg5KyeO1GONz6UqsNBmslBl+x8vOK4yFDqL8N9IBnwx9vxe8VFc7jroQ0ciWdLpTAiIT9f+PQioFjSJhL2k8na5LsE3Tfvauk1WJ/NHQ3WnwjP88haNkfiWV7cuJ8X1u+juf3oTa8Zk6JcfM5Mzj1rCgG/j1iV1lqlGGjftvFu/bYmEqnuO8N6Y4/BnSNlDcjH43GWLFkCwAc+8AGam5tP6jjLly/n+uuv7xHMv+OOO6ipKTa3efbZZ7ntttt49NFHBzdpEZEKd878Kbx4Wj0vvXkQ1y3WHf7wkuk9Tgxcr2e1Uo/eM+Tf2t3a63ttfTfOW7v/ABQDOx89dxZXfmQOE+uqVN5Aulm/rYnvP/AGOcsmGPDh8xXLbThdTr46/yuRLlAd8ZPJOXh4xc+qC0fasvz50hm0JCz2NaUI+k3qY2Fi1YGOG0ketdEQjuvy+pZGoBi8nFgXJuj34XkeG94+wiXnnqqMXym73rL/4laOXz67A59pYjvFWvGtiVy3ixfb8bAdu8fxDAzaUhY+n4HteN2OPbG2mDn/n09t53A8g+fBhNowfr9RypSf0pFVGPCZumElMoz6SoQfgQR5MpZNVcRPOlv8DimWgPOTtXp+p4gMxup1Oyk4Lu3pYo33QEeN984M94FkwB88kizViO98/fRJR5sfpzseg+Jvo+sd/Rzva0ySzdn4fAYBw8DtCLrva0wCnFBvrN54nkfGstlzMMHa19/jlU0HyeWPNkdeOHsCy5fN4sxT60s7MQ0DTF0eVYyB9m0bL/raLbB63U6qI37CIT+NLek+X+/1Fakfxcq+18XzvF7/18kcwDfOOeec0+t4ZzAeIJVK9bmlPJFIkEgkuo01NjYOZPoi0kHrqHI8uHY76zYcKP3tuh7rNhxg+qQo1156ZmncNHpvqmL28l3b1+9jZyx1wfsauO4v5jNvZt24rROvNdS3zgySnGXjM4tbit0+siBMk46LKw/Xo9vzPA/WbTiA32fgM4rb+w+3ZnDdYvCxNhqmNWGVMpPCQR8Ta8OYpkG0OkBV0M++xoSC8aPYeFpHvWX/JdOFjqCCg+eeWKPFguPiuGDbHgGfWQqoV4WL79HYkqEtVdwBddq0GB89dyaPrdvFhNowQb+J43o8+4f3mFxf1aPEmYwd42kNDdZ4LDVg4JWC8Z3SWZtoRA2bu9I6Grx9jUmSmTymaeAzwXZc2pJWqYZ0U2uGQsHm4JFMqWxMbTRQana8aPYE3trZXPodtB2HnOXwsQ+eBsBdD20oBeM7FWyXux7awP3f+TgFx8X1PFzHO7obhOJv5UB7Y/XGdT0yuTwbdzSz9vX3+NM7R0rXScGAyfmLpnHxObNKN7kB/KZBVdhPJBzA7xs/EflKX0cD7ds2HnTrDYbHjvda+cefv86sKTW0JS0m1IaIJ60+YwrQd7xhNCtr1COTybBgwYLS357nlf72PA/DMNi2bdug3uPv//7vefnll/E8j5/+9Ke9PmfVqlXcc889g3ofkfFO66hyPPTM232Odw3IH3sS2994p2PL3Pz1lWdzwdIZVI/zOvFaQ73rzIzvbBZ5vAxA0+xSS9fu+6zMdopbkz2vGLQPBXxUR/w0tx3dImyaEKsOEAyY1EXDeHg0xTPUxSJ9HlfKbzyto97q33b24HBPMlPW9eDijpI38USWumgIv2my+2B7KRh/xsw6vvrZxdz76034OsrfhAI+6qIh4qkcjzz/DkvnTR70v0/KYzytocFYv62Jux/eSCZnYzsu7UmLux/eyC1XL63ooHxLR6+VgY6PV1pHg3e8gDgUbw7Fu5TJdL3i31MaijeTX950sNedvC9vOsi1l55Z+k07Vue457rdAnyd/+257oD7bXXluh7tKYsXN+7nt3/Yy96OTHuA+poQF33gFC5YPKPU98UwIBzwEwn7CAf94/IaqdLX0cl8jipV524Bx/E4HM+Wkvb2HComQrmeSyJ9/LJsnlf8bR5Lv8FlDcg/99xzw/4e//RP/wTAY489xr/927/xk5/8pMdzbrjhBlasWNFtrLGxUQ1mRU6A1tHoN9BMrr7iOIPdCd0ZiO88tw34TRpiIS754GmqE8/4XkPHfjYXzZ7A5l0t7GtMksrmj9vAp6sTDUL6fSamaRDwm7QmrB7HyhdcAjEfuYJNIp3vtZeCjC6Vuo56+/4+tt9HX8GFE2EAj7+0G7+v2KchEvKztylZugiaNaWGr31uCcGAj+b2LNUhH9GqAFWhAMlsAc9jXGZ2VZKxtobKlaW+as1WEuli9q7fZ+B6Hol0nlVrto6pYMCJ6ivnop9cjHFnrK2j4fTg2u08/tJuspZNJOTn8g+f3i3Bpy/HC4gDNLX2fhOoc7xrwLurvsaPZZgm4PQ6PtB+WwCO69HYnOLp1/bwwhv7ae/yW/2+6TGWL5vF0rmT8HVkvgd8JpGQb9xlw/em0tfRiXyOhlI5d3f19d6duwXea0ly7CZo1/X6DcZ3+vf7/8jf/uWyMfM7XNaA/IwZM7r97bouzc3NTJ489Fk1n/nMZ/j2t79NPB6nvr6+22OxWIxYbHAdsUXGO62j0W39tibuemgDWcvGcT3akznuemgDt17z/mH9wUplCzz4zHbgaCDeNKAhFsb1oKU9p2B8h/G6ho5taHTwSJKtu1swTY/CMJakdVyPaMSHVfBIZrqf5JmmQX1NiPqaEO8dShIK+pg1NTYuyhGMdZW4jvpq+nXzFWdz8xVns3rdTvY1JsnkBt/Q0QMy2QLzTq3DdT12HUiU+jScPqOWr1/7/lJ/j8l1EQzDIxz00Z4ubiMer5ldlWQsraFyNsQ7cCSF53nYXbJ3jY5xGZgde+M8v34frYkcf/3ZxdRGQ+We0pAZS+toOD24djsP/3YHGOA3IZe3i39DKSjfV8C+0EcyRl/jx+qrfMVAy1p4fZRG9Fyv+P3S8ft7uDXD5F6Cmo7jsmNvnCd/v5vX3mos7SA2DYOl8yaxfNksTp9RCxS/PyJBP5FQsU62FFX6OhrI52ioDcfv5kAD/Md7787dAgNNwupLNu+MqRr8o2K1JxIJvvOd7/DMM8/g9/t58803ee6559i0aRNf//rXT+qY6XSaRCLBtGnTAHj++eepra2lrq5uKKcuIjIm/GLNFpKZAqZhYBoGrgvJTIFfrNkyLD9Yruvx/Pq9/GLN1lImiAFEqwJEQn7a03msfM+sExl/jm1olMnZHc1ah/d9a6qDpHOFHid+4aCPupoQVsfdgIl1YepjEf75Kx8a3gmJ9KH35q0W33/gDaojAapCflIZa8gyVAMBk2gkwNt720rB+PPOmsr1n5yPr0tvpys/MocH175NMpMd0cwukU7lbIjnuG63LD7P60g8ONl6UWNEwG/2Wpqw80Zdf5paM7zwxj5e3LCf/YeP3rz48/efwofOnj5k85TR4fGXdncE44ufD78Btuvy+Eu7ufbSM48bsD/Z0phDxTCNUinE0k03ozgOxWBqb98z+YLDa28dYs3L77L13dbSeCTk54Il0/nI+2fSUFusPR/wmUTCfqpC/lKGvIwvfX2OhsuqNVuJJy0c1yPgN6mrCeH3Gyf9u3kiAf7j/WZ37hY41rGlbvsz1nZqjoqA/O23304sFuP555/nk5/8JABLly7ljjvuGFBA/nvf+x5r166lubmZG2+8kbq6OlatWsWtt95KNpvFNE1qa2u57777xmXtLRGRg0fSxUwur3sm18EjfXcqH4y//d8vsWNvGwChoA8DqI0GSWUKHI6rzqgcdWxDo+G+0DINqI4ESKXzPU7w6qIhQkEf8USOhljxYmm8NleS0ePYNZLO2bQlLTzPI1+wOXycfgknyu8zqIuG2P5eG6mOvg2hoI8bPrWg1LDbNKA2GmLGpOn4/b4RzewS6aqcDfECfh9W3qHrlaXXMV7JqsMB2lJWr+N9yeQKvLTxAOve2M/Wd1u6/fZOqo/w50tO4YMLpw3DbKXcspbNsfdqfEZxHI4fsC+3gM8k20sR+kAfgfNUJs/a19/jqVf30Nhy9Dtocn2Ej5wzk/MXTeuoBV/Mhq8K+QkpG15G0PptTextSmIa4DMNbMflSDzLxLrwSf9u9hVk/8WaLT2y5o/3m925W+A7P32t2+Mnc4Y7lnZqjopvgFdffZXf/e53BAJHG/o1NDTQ0tIyoNevXLmSlStX9hj/5S9/OaTzFBEZq0Y6k6szGH/eWVO5/uNncvtPX+NIlwYtnULByr5wlf4d29Ao4DexneHZPWEaxQylzhI1PtMgVh0gHPTh95kkszaH4xn8PrPUVEslOKTcjl0jbUkLj+LN1eM1Lz5RpmnQEAvT0p4rZcZXhf3MmBQtBeMDvmI2VTBQ/O4e6cwuka7K2RAvEvRTKDjF3jgdiQ5mx3hl6+s7p/u47bi8sf0wz6/fy/qtTaWG0wDRSIBz5k/h3LOmcvqMGNFwUOULK1Qk5CdrFfA8p1uWeSRUPMfqL2A/GD6TXndbDjQRva4mRCLd8+ZTXU330kqNLSmeeOldnl+/l3Tu6LznnVrP8nNmsnDORHyGgV/Z8FJmq9ftJOAzOi7/DUwDXDziCYu5p9b39/KSriVq4okcE2IhCB593LZdDjVnmDbR7ZY1HwkVd1Me+5sdDvm47d6X2duYKM5pkKe2Y2mn5qg4Y6ipqSEej3erHX/w4EEmTZpUxlmJiFSOvuLuw7Wz+pTJUa7/xHyWLZiK32ey8PQJrNtwoMfzzl84dXgmIGPGsQ2NfL7huSj3+wxM0yxdLL1veox40iJWXTyDbEnksPJOR0knD8/zVIJDRoWua8R2vCEJVBzLMKAhFuoWjK+O+AkHfHzsg6cCUBXyE4uGFDiTUaNcDfEAZk6tYcd7BaxC8UTK8yAYMJk5tWbY37uc+moe3ZbK43ke7+xr49k/7OX3fzpIMnP0uQG/ydlzJnLeWVNZOHsCkVCASMhHOKjgZCVbNn9yt/P/zvIvy+YX4z6RkJ90tsCxzVOrI4GO8ZM32GsfD690w43O/zfoGIWtu1t47KVdvL6lEbfjd9PvMzh3wVQuXjaTUybXdCSCBAh3fNZFjjWSDVb3NSZxXa/Yh8Epfl4NwHYH/rt5bIma9qTBkbYchmGUkpniSQu/z+yRNW9gYNsecStHOmt37Ir2CIcCpDIFkun8oIPxp02LjalEkVHxrXDVVVdxyy238Dd/8ze4rsvGjRv5j//4D6655ppyT01ERE5QdcTP92+5kOrI0Vvlew4le31uX+MyfnRtaLS3MUEmN/TBxqDfxHE98oXiBZ/PNPj4+afy0saDHG5Nk8gU8DquuFzXIxT0kcraKsEho0LnGrlv9Z9oah2ekl91NSHiCeuYzPgaLj1vFovmTCRWHSTa5TtdZDQoR0O8Es8tBeM7WQUXvMquId+boN/ENA1u/pfnONRytBSiAcydVc+5Z03lA2dOpjYaIhLyEQr68SsIPy70d/7vM3qPvvU1fiIGtpejb0daMz0awAb9Jsl0nm/84EXe2ddWGq+pCvDhpafw5++fQW11iIDfR1XYRzgU0E1s6dNINiZfv62JTK6AS7Ffg+OB7XgYgGEWs+eBft/32BI1DbXFcjetiRxVYT9WwcEquAT9JnsOJYp16qMhqsJ+Ulmb5ctm8shz7+B21LC3HY9srkAmWzip8jTHuuGTC4bgKCNnVATkb7rpJkKhEN/97nexbZvbbruNq6++mhtuuKHcU5MyyRec0nbooXieiAytlvaeQaFgwKS2OkQ6V+gWjAfY25To9Th9jcv40ln24rZ7X2bb7maGMpzRmTXZVTDg45XNh7Bdh5aEhWkYGB1dg0zToKY6wOSGKppaMwM+QRUZbq0Jq7iDxBvapse11UESqXwpGH/dX5zJhUtmAOA3DepqQoSU2SejVLnKJr21u/WExiuNYRSDk65HqRxNZzB++qRqzjtrKueeNZWpDdXKhB/H9h0uBt6P7bXQOZ7I9J6E0df4SMpYR88dw8HiDs6s5dCasGhNFEvZzJgUZfmymSxbMIVQwEdVKEA47Cek+ITQf/b7SDYmX71uJzXVAdpTeQzDxEdHbzlgSl1kwDcDjq0DXx32M6k+Qkt7jlTWJhzy4fcZOB3bYXKWwyErUwr8P/7SbmLVAeprwqRzNo3N6SEJxHcaa9dro+Ls2jAMbrjhBgXgpSQY8HHZNx/v93lP3nn5CMxGRDoVbJcnf7ebh367vTTmMw1qo0Fsx6O5PdsjmwSObvfs2le7c9uqyPptTaxas5U9h4b2Bk0wYHYLxhsUM4EDfpO3drVSHfEzqS5MezpPwXYJ+E1CAR+t7RahgG/Ys1VEBmr1up24roffZwAmjjs0fRZqqgKksoVSMP6Sc2eVgvHhoJ+6aPC4QbSR3GotMpr0df5Syec1BdvB7zcxKJ4PHrtD4KPLZvHBRVM5fXotVWG/gvBSKuVy7LJwB1uXYoSEgz4MA3KW0+3fsGj2RJYvm8mZp9YTDPiVDS89DCT7fSQbkze1ZqiLhgj6fbSlLHKWWwySGxCtKibSDeRmwJSGKg4eSZHJ2aVrp6qwnzNPa+Cfv/Ihbrv3ZVLRAvFErnv/OoobyNLZAtlcsXRUMlMoXpyNja+DYVG2gPyrr746oOedf/75wzwTEZGx7c4H1vPSmwdxXQ/TNPjwkul887pzhuW9brnzBfYfTgHFH/CaqmIjrvYu2ZW9MU0Dx/F6/OCaOnEd99Zva+LuhzcST/ZsnDUYfp9JvkuwIOg3qY+FyeVtDseLOzySmTx+X4gZk6Kl5+1rSvZa93A4slVEBmpvYwLX87AKQ3fVUhXyk87Z3QIj806tx6C4Dp5+bQ97m1J9BtpHcqu1iJSH63ps29PKC2/s4/dvHsC2e27PCQWKe8Rh/wAAIABJREFUjdC/ePlZKkcj3YzVG1ebdzUTCvjI5Xve/DYNuOVzi4u14ZUNL30YSPb7SDYm73yv6kiA6kiglAQV8B/9/A7kZsCEWIjNO5tLf7ueS77gsGj2BG6792W27G4h6DdLO49743oM+XXfWFW2gPzf//3f9/scwzB47rnnRmA2IiJj050PrO/WLMl1vdLfwxGU3384hWHA8mWz2Pj2YVKZQo9yIL2ZObmGvY2JUnMkwwCzY1zGt9XrdpJID91JmWFQbBrUpaZHTVWAqnCAtpSFle+aMf//s/fmcXJV553399y19t7U6tYKEpKQkAQIhAETFiMbZkxsxsR8LILH4LEzxjMee+YTJ5M3Zt6XN3F4x7HjsRNnDJnYgSQO4EUOxgIbbCTjQGxrASSQhJAAqbW1Wuqt9lt3ef+4VdVV3VXd1d3VS3Wf7+cDSKe228196pzzO8/zewTxZI6gqRWtbXKOx8KWQNl7TlW2ikRSC7sPdpNM5+oqYAQMlUzOGZGl+J2fHOTdly7m1cPnQHijCu3TWWotkVRDVmlMDV3dcXbuPcHOPV3FQ+xSDF0hEtQxdY2MZZPK2CPsCiXzg7kUg4au4rouf/y/XxzxWMBQCQd1dE1hYWtYJhVJRqW7N4WCx8mBRDGTvClslO0nprMx+fDPUhWB7Xg0R02S6Rz9iSxWzr/Oz3zledJZZ0Q87z7YzUv7Thcr3j3Pz3rXDcGL+04TCxt4rlfxIGu62H2wu6G+f2ZMkH/++edn6qMlEolkxqj3ovWFl09WHZ8KQX7N8mZ+7/YNrL2wrSZbqQL33HYJf/nEy6QyNrbjoql+eVujNV6R1JfdB7s58Pb5uvlhK8LPuvDyKRmKAm1NQRzHo6cvxfAiDsf1iIYMWmLBYkNATVWxnfKF5FRlq0gktVDoY1AvDM23cioV+BUBzdEAmgo/+dd3aI4GaImaQHWhfTpLrSWSSsgqjfrSH8/ywssn2LHnBEdO9Jc9trwzytXrO/nF3hOoilIU4Qte2gFDZgnPR+ZCDApA1xVs28/0LY4L/59wwM8oztkuqYyN6/kVyXPpIEJSf4KmyonuBIoQKEJg2x49/RmWdgxV5da7Mflo92TpZx0/MwhC4HkuPb15D3ch8DwPK+dwojtBe3OgLJ4BvvKdPcWeIfmXIATk8hXJ/fHsjLvPPLL99YaKw1nhIS+RSCTzgalYtFZziam3NaMiBLGwwZ9/5voJ+YFuXtfBZz+yqW4LDknj89izh3j8uTdw6ybGC9wShTFoqDRFTQaTFqlM9eZgzVGTBz99XfHvhTidjmwViWQsdh/s5tA7vdhOfb7UNVWQc9wyMV5TFdqafDun3kEL8D0+C4I8VBbap7PUWiKphKzSmDyZrM2vXj/Dzj1dvHy4p6xqpjUW4OoNnfzWpYtZubSJgKHRH8/ws11dIyp2rtnQOc1XLpkNbNt5hJzjMpAs95NuhBgUgKYp5Gy3zOIQ4I8+tpnHnz1MJucfPJ3rT2M7HgJoiphz4iBCMrWIQivjvGjtAXgl43lqbUw+1gFQLfdk4b8Pb9tHNKRjOx7d51MUOj0I4dvJKggGkhbNEZO+eIY//favECJvP1vCiH5ws8CLqmCt2yjMCkE+kUjwV3/1V+zatYu+vj68kv+RO3funLkLk0gkkjrSCBvHkz0jJ7FwUMfQFAaT1qSac9W64JDMfXYf7Oa7PztcNzFeCMrE+JaoiaYqxQ3UaBzvHuSj/88zLO+MDS1u65itIpFMlMLmql77m0Ivj9K3C5oaTRGDgYRFOjt0cGXlxq4Smc5Sa4mkErJKY2I4rsf+Iz3s2HOCl/adKrMXCJoaV65byPWXLWHDRW2EAnqZJ/ybXQMjfIEF8M7p+DRdvWQ20XUmzmAyW7SkdFyXrGWPEO5mE0LA/3joJTz85sSl4+GATiSk8671nfxw51GOd5fbbQr8RI5G2NNJZpZU1qa9JchAwhqyrGkyytZatTKW2O4nOR32+8kJQXPUoDUWoC+b5Svf2UM4qNPRGmLjRW08+cJbpDM5IC+o5z9DiHwMOx5CASvn0dOfRkB+vzZ7Y7qURmkYXWBWCPIPPPAA3d3d/Kf/9J/4gz/4A7785S/zrW99i1tvvXWmL00ikUjqxng3jtPZrDWdtfnuzw7zz78YskYwdZVQUCOZypFM50a8RlcFuQoLbl2VnoqS0Xl0+4G6ZfwKhhIyVFXQFguQsRz64iM9byu+XgiyljNicSs3VJKZprDhF3X4ShVi5CalOWJi6JUPrjwPMtboQrs8vJLMNLJKo3Y8z+Od04Ps2HOCX+w9Qe9gpviYqgg2rlrAdRsX864NHcTCZtXGrCd7EvmJt2RQVE7okMx9MpaN6/m3RKGJo5sfn20Uegy5nscrb/YUx3VNIRbW0VSVdNampy+NrqlkcjZCCFQhimKl63l4ePIwUDImhflpSXu4OJaxbFpiwXG/12gHQG929fFEXowH/x7tHcwykLBw8mO6CgffPl/WjHU4hUMnzwPb9bPlcRtFhi/Bg7dPDbDrQDe/OXCGgUSW//sT17CsY3b2rZsVgvyLL77I008/TUtLC6qq8t73vpeNGzdy3333ce+998705UkkEkldGM/GcTqbtb7w8gm+/dTrnB/wN2eqIoiG9bxIWb3ZZmtTgO7ekaJna1OgwrMlkiHquXEvLBQLWU19g5kyf8PR0DUFAdiOK7ObJLOOwoZ/stk+pYdW4PvFtzUFcVw/+2l4Br6mCgxNKeutUE1ol4dXkplEVmmMzbn+dLE567Ez5VnsFy1t4rqNi7l+02IWNIeqivClOK434jvDz4xuONlGUgcs26+u8Ir/Kh+fDRQOCrySHkNrL2zl+JlBoiGdnO2RTOfIWOV7nnTWob05wECyJMM5bJLJN7uUh4GS0ajn/DTaAdAPjvdV/P4tHetPjEysq0Tpd/sscJ+ZMJ/9i51lfz/Xn5aC/Gi4rks06v+CQqEQ8Xic9vZ2jh07NsNXJpFIJPVjPBNzqRg/fLzegvyX/3EP4IuTH/itlTz3m2MMJKwxJ2IPQUvUYCCR8xscCUFTRAdkhrxkdHI1Cua1IIDWmInjwdm+1LgWkIrwyzB1zRchZHaTZDZR2PBPdlNU+nJDV2iNBYhXqXxSBDRFDBa3R8t6K0gksxFZpVGZVCbHi6+eYufeE+w/eq7sO6SjNcS1GxZx0+alLO+IFee/Wql2QNhoNgGS+qAqCm4F/0FVmbjFZT04fLyvmO1bev+rqiAWMviT/3gNn/jic5zrz1Q9TBrKcB5qwlnIcJaHgZKxqOf8VO0AKGhqdE/hvqUQQ41E4XLbmgJctrqd6y5dxKaLF87oNY3GrBDk165dy65du7j22mu58soreeCBBwiHw1x44YUzfWkSiURSN2bzxvHKtQv5vX+3kSXtEbbtPDL2CxhaHLQ1DZXeTbQUTzJ/eOzZQ3V7L00VtDUFGEzmavZkFALCQY1s1iGbb+IlhEIynUNVBQFT5Y+/+WLVpkkSSb0Yq0FXYcPv1mk3FAnphAM6vQMjq0iE8KujmiIGuqpKUUHSMMgqjXL+/B928+vXTpfFeDSk8671i7jxiiWsX9GGoaszeIWSuUTQVCsmWQTNmbvHhIDf//oLZWOmoRILGziORzKTI2jqpDM5nAr5IYUzqtFE983rOvjFhS0jrEXH81001hpA0vjUa36qdC8m0zapTG32nLUgBGiqgm27ePh9h7wGO2hVFUHAUHng965h5ZLmhpjrZoUg/8UvfrHYyPX+++/nq1/9KvF4nD//8z+f4SuTSCSS+jLbNo6qKvijj13FNRsWjfu1MjtEMhG27ajtwGcsQgGNoKmOmt1UiiJg6y0Xs3pZC49sf53jJQ3oLNuluzdFwFAxDQ3HcSs2TZJI6sVYDboKpK3ayozHoiVmoghBT1+KauFiaAqL26NSFJA0FFLUKueXr/gVlrqmsGnNQm68YglXXdJJ0KzPtl9RqNiQfYYToiUzRDpTORmi2vh0UDjDFgJCAZ1wQCNjOZwfyJRVchi6ip0daa1TEPE2r+vgzauW+U0wszZBU+P2G1YWm2i+8PLJ4nzquh4vvHySxe0R7rpl7ZjXWOsaQCKBkUl9QVPD83LYjudX+9ZBNy/UtyuKwHH99/VUMasbNINf+Rk0NDRVwbIdspbD2gvbZvqyamZGBfnXXnsNwzBYs2YNAL29vTz44IMcPnyYTZs2sWjR+AUiiUQikYyNwM+WzNnuhMR4GH/Gv9w0SwAy1uR8RYWAlqiJlXM5P1C9x8FwVBX2Hz3PXbes5dHtB1AUAflGl36jLsg5Hq1BrWLTpMneq/L+l5QyWoMugEe2v86x0/HR3qImhID25qDf6DhZOV6CpkpbU4CWWHBcNjXynpbMNFLUGsnaC1u5cdNirr98CU2R+vf08ao4zlUbl8xtclXEumrj04GmCv77x67imz94lXTW4Wxf5SxioSgoilO0tREi/0/+dGn3wW6eeekdbNv1+w3ZLs+89A6rl7WwbceRESKo6/lJJ7UI8qOtAebrd5dkdEqT+v74my9iO36lr+24uJOwAhVAZ1uIcFDnZE8Cy/MwdAXX9ZOZnFnW1lVRBAFdxTBUPM/DyrnEU1ZdDiVmghkV5B988EE+85nPFAX5L3zhC5w9e5atW7fy4x//mC9/+cs88MADM3mJEolE0tAMJLL8wzMHy8aCpoqqKCTSuUn7wtWa8S83zfObx549xJMvvFXRs3o8aKpCc9RgIGGN24c+Z8PRrn7AbyrrW3QokM/qc1yXnO1iDitvrIevvLz/JcOp1qDr+JlB/vKJl+mP137YVA1VESxoDjCQsEY9CAsY2rjvc3lPS2YD80nUGkxa/MurJ9m558SIx1RVEDI1VFXhy//l+im9jmrLxgbVQiQNyp9+69cjxgKGSiSkY+X8ZKM/+7vfjPoeuqqQQaCqophl7Loeer658aPbDzCYtFAUgaYKXM9jMGnx6PYDVefUWpNORmvSKZGMReH+CZoqvYPjr0ZR8jaFOcdvc9zdmyr+HfzHoiGdjOXgOO6Mi92GpmAaKooiyNkuVs4lVaNV6WxnRgX5o0ePsnmz35xwcHCQX/7ylzz11FOsWLGCm2++ma1bt0pBfpZg5ZyG8GCSSGY705lRuP3Ft/nHZw6SyIugmioIBXSS6RyOO7ks5fEynzbNknIee/YQTzx3eNK9fkMBDV1TOD+QmfBBUiY3dN8PvxyBnxmVzTkjmiYtbA1N7APzyPtfMpxqDbqyloOVm3w+kqErNIUNzg9ksMfIVIynciiKYHFJ47qxkPe0ZDYw10UtK+ew60A3O/Z0sedQd1ksK0IQDGgYmoJluyQztmysKpk3/ObAGcAXFkMBHUNXSGcdzvVnan6PZZ1RTvUkSGVscraLrimEwlpxLiwkbyhCFD/LEx4nexKTvv5qa4DJrjcl84OO1hCnehIMJieW6OR64JXMJ64HbsnfHdcjnrJobw6iqibn+jPYtos9TXOMEBDQVXRNwYN8FnxtP6upN5Z/2owK8o7joOs6AK+88goLFixgxYoVACxatIjBwcGa3udLX/oSP/3pTzl58iRPPfUUa9asoa+vjz/8wz/k+PHjGIbBBRdcwJ/8yZ/Q2to6ZT/PXMbQVT7w+0+O+byn/uL2abgaiaQx2X2wm68/vpd01sZxPQbiGb7++F4+t/WKKREwHtq2D8gLmapCKpNjMGnV/XNqYa5vmiXVefKFt0AwKQ/CpoiBlXMZSEzu/i30q1ncHuZEdwJcDyEoWta0Nwexba/ufRHk/S8Zzh03reLrj++lpy+N43qoiiBoali2M+lMpKCpYeoK52o8vHI9l8GkxWfurP0+l/e0ZDYwF0Ut1/U48PZ5duw5wYuvniRZ4sVtGirvuqSDfUfOYdsumaxNMi1FeMn8Y9XSZs71p3A9j1TGJjGBOCjMw67rAh6u6+I4btmar1LyBlBcOw5H1Jh8IvtwzS/qmZC3+2A38aTF+YHaD58qMVrEOHlv+jO9KfCmpwJKVX0rGkUROI5LNueSnoDNqdpgDU1mVJBftWoVzzzzDO9///t5+umnufbaa4uPdXd3E41Ga3qfLVu28LGPfYy77767OCaE4JOf/CRXX3014Iv2X/nKV3jwwQfr+0NIJBJJjTyy/fWioOjhT3ZWzuKR7a9PiSAvBNx0xVL+wwc28O8f+End3388+Cf58fIslIDG4vbavucljUs6a+NNUGH0SyYN4imrpsatYxEK+EkA9962vuxwTFUEYVPn079zGUDNfRFqpV6ikfTsnlsIIQCRPygSCCEqNkscD+GgDp5H/3gOrzz/4HY891IjC6EyjuYOc0nU6uqOs2NPF7/Ye6LM81oRgo2r2rjxiqVcf9liAqZeU5KURDIXCZoqpq7xv/7bjXzw809O2nozY/k+3AC24yHEkABYLXlj6cIwAsE7p0cmj17QGavpc8fbh0vSuFSz+HvzqmXsP3q+4lqkdJ3ieS7xZA4rv3/WFEFLzEQwtUL5dCTDG7qCoal4+D0aknVoBu1O9kthmplRQf7zn/88n/70p3nggQdQFIV/+qd/Kj729NNPc8UVV9T0PgXbm1Kam5uLYjzA5ZdfzmOPPTb5i5ZIJJIJ0tUdL5s4vZLxeqNrCn/26etYd+HsqAraeFEbB946DwJUAZbtYsUtbr2mcbqgS8bP7oPdeJ43oQWjqSvoukp/YvJe2uCXGt9+w0rA3wh9busVVTdC9d4Q1UM0kp7dc4ttO48QDmq0NQ01XcxYNn2T8I6PhnSyOQcrV7uqrykCD1heo4hQoFGFUBlHc4vN6zp486plPPnCW6SzNkFT4/YbVjbM/8u+eIYXXj7Jjj1dHD0xUPbYisUxbrxiKe+5chmtsfo3Z5VIamWmDzGFgHBAR1UEqaxNOuvPk5PV3R7a9mrR870gbmYsh4e2vcrffuGWqskb9962nje7+jh2erBsfSuAd1+6qObPr7UPl6SxqWTx15fN8v2fv8nC1uCItQhQXKdYVo7+hG/VoiqCrOWQpfZKjNmGEH6vB0VR8Fw/Cz6Rm1x/seHknMbqMD6jgvzmzZvZsWMH77zzDhdeeCGRyJB35Y033sj73//+unyO67o89thj3HzzzRUfHxwcHGGPc+bMmbp8tkQyX5BxNDbVFo71PMhVBERCBsl0btaI8QD7j56nOWoWM+SNfIb8/qPnuWumL26WMNdiaPfBbh78u19P6P6OBHUs2yFRo1/gWAgBbc0B7rplbXFsOjdC9ciEkp7dtdEocVTN8mWixMIGqUxuTL/44XgCVCHGLaQ3anafjKOxaZQYAn+eeX5XFy1Rg87WINmcw/O7uli9rGXW/v/MZG1+9dppduw5wSuHz5ZlIS5oDnL95Yt57+blLF80vkOy6ULXlIpN1XWtsWwCpppGiqPR2H2wm6/8425SWRvPg56+FG+d6OfzH9085TFW6H3lun4Dx3r3SCitRPEqjI+WvPHo9gNFUdTz/HWmAF7ad7psrSmZHHMhjiqt9/x+bl7FtQhAznEYSNqks0MVG6WZ34m0PdnWXNOGpg6tuXK2Q8Zy8Lyp62WnNNhpxYwK8gCRSIQNGzaMGF+5cmXdPuNP//RPCYVCfPSjH634+KOPPso3vvGNun2eRDIfkXFUA9XWkRNYX57tTfGtp14rGwsHNBzXmzGf+NHo7k3RHDFoiZrFMc/zpN9wCXMthr72+B5y4xQHhfCFxXgqV7eNlwA6WoJ4M7x0newBgPTsro1GiaOO1hBvnxoglbZxPQ9FCELBiS3LmyITjxnP8/jwe9dM6N5sxOw+GUdj0ygxBP4BSyJj5eMo3+AxqM26AxbH9Xj1zR527uniX/efLmblgr92u2bDIm7evIyNqxbkraxmL3duWc1jP31jRGbwnVtWz9QlzUoaKY5G45s/eLXMRsLzIJmx+eYPXuVb998yqffuKRHESzF1FdNUsSxnUnua5ohR0b6tOWIAtSVKVZvnTvYkGOEZIqhLw1fJEHMhjipZ/BXsW0sprEUylk0ynUMM27cUDn4K9+dsNmYxdAVTV/E8384wka5vFvxoLG4PT9tn1YMZF+Snmi996UscO3aMhx56CKWKwf8999zDhz70obKxM2fOlHnSSySS0ZnvcVRLOWe99PjHn3uD7/38Taycv6EzNAVDV0hm7Lpk209F9lMj+w1PF3MthgYS41t8aaogYGqTbtw6HA/oi2dZc8HsqRiZCDKGaqNR4qgtZrL/yFCMuJ5HIpVDU6DC129VmiMmgylrwgdYsZDB/qPn+dmfPTcv/NRlHI1No8QQwNGuPlJlGYSQSNkc7eqbwavy8TyPt04OsHPvCV54+QS9g0N2VJoquHzNQt5z5VKu3bgIXZt4dcx0U8j+HW4TJLOCy2mkOBqNs1VE82rj4+GTDz5X9veQqaFpCpmszWAd1oJNUbOiIN9Ukhw0UTzPw3V9TV7khXn/UHA2y6SNx1yIo0oWf4oiCA9LDiisRd46OYDrefn+QuVoijIrLVkUAaahoakCx/XIWg7xOlvR1Mq9t62fkc+dKHNakP/qV7/Ka6+9xt/8zd9gGEbV58ViMWKx2VkWKJE0CvM5jqbbk/Y7PzkEQHPUxHU9kmmLRLp+k3M4oDOQyI7IfgrnG2JOhEb1G55O5lIM/fH//uW4nh8wfDGiXhY1w8nm3Ia/12QM1UajxNG/7j9dcXxcYnzUYDA5cTEeoD9hERlMzxs/dRlHY9MoMQSQyfdLKE0q97yh8Zniez8/zM69Jzh+prxH0Jrlzdy4aSk3XbmUWHjyouBMcdcta6UAPwaNFEczhev61WHhoAYCUmmbVHbyTR0LnDpbOVu92vh4UBWB7eR7JHnl45L6MRfiqJLF3w2blvL8ri4y1si1yFe+sxu3yhQ2m8R4TRWYhoYiBLbjkLVs0rPgPKrR1q9zQpD/4he/yLPPPsu5c+f4+Mc/TnNzM1/72td4+OGHufDCC9m6dSsAS5cu5a//+q9n+GolEslcY9vOI+Qcl4GkXSxBCwWmrmRaVQW3vXsFd/+btXzkC0/X/f2XdUZRe0TR773w8yxuj4z94io0qt+wZPz8xXd2s/9ob83Pj4Z00ll73N7X4yFgqA1/r8kYmltkJykYNkdNEpPIjC9lPvmpyziaW3iltfsl9hGVMgunk79/+mDxz51tIa6/fAnvvWr5pNZREslcQlcV/uOHNvDIjw+QTOeosz08QFXbxPHaKVYiYGrkbAvPG/r6EcIfl0iGU8n6aPWyliprEYGi+IfLMzWVDXdjKmDoCqahIhBYOYdUJjdj11iJcHDiyYMzxZz4xrj//vu5//77R4y/8cYbM3A1EolkvtF1Jk48ZaEoAlUB23Hpj2dxpkBgNHWFv/ivN3JB59RlC9xx0yq+/vheXNcFPFzXxXEmn2HciH7DkvHzi5dP1vS8qfCLH46qCvAos6doZGQMSQBaYyaDyfE3cK2ErpZn880HP3UZR3OHUEAnnc0VhQsh/NL5oDmzm/JoSOfajYu5efMyLlnROut94SWSqeChbftGjJm6StD0M4L/zbUr+Ovvj3zObKKaJenyzhineuIVkpeiM33Jkhmi0r0ClI1tvKiN/UfP092bImRqeHgjhG9NFShCIIRACLDGUzo5QUq96WFIjBfCj9mAqeK5kLEc4smps6KpdhBQ62tvv6F+fUini7mxQ5VIJJIZJOe4eHh+6WJ+QyjExMvKKmV2qYogEtRJpHNTKsYX8DePIn8tQm4mJTVTS6aEriqEghqDSWtKMys8F1pipsxKlDQ0pRuUtiaTeDKHXaey5Vik3DZD+qlLGonbb1jJE88dRiigCnA8wJu6TbnnebxxvI+de05UfNw0VIKGxrf/x/sayhdeIqnGcKGudHwstr/4dvHPIVMjYKiksnZFX/eZYKyfbTRL0oL9WVuTJu3PJBXvlb984mWylo3jejiuR29/itePnqMlFkDXFLq6fUuz9uZA2b21vDPG26cG8s3Kh27QavfrRFEExcqU0vdVFUHAUDENlZztkrUc+uPTE7NBUy3rCzMe7rr14oa0UpOCvEQikUwSz3XLvN4KmVpeNQO4UXjn9CB/88P9ZWORoI7jugwkp2cy3LbzCOGgRltToDiWsea2jYGkPjz27KExnxMwVXRVqXvz1koI4Yv/coMkaURUBVy3VIwPkEjn6pYtFTIVdFWp6GEqkTQC09Vg9PS5JDv3dLFj7wlOn0uWPaZrCiFTQ1FEXmzMSjFeMmdY3hnl2Ol4xfHhDBcMFzQHyVg2uqaQStv0xrMjXjOTVBM3C+Pbdh5B00RFW7cHP32dtD+TFKl0r5w5n8J2PHRVQRGCXL7nQDxloSoKiuJX8Q4kLZa0R4r31saL2jjw1nmEAoYQWLZ/Q04mexx8Ad5j6P4uLU7WVEHQ1DB0X4RPZWySmfr1c6iVzATFeAENKcaDFOQlEolk0ghFAUZOIP54bSTSOR776SF+/OLbRfuOgKGi6yrJlDUl3orV6O5NER3W+X0+2BhIJsfug91892eHR31OLKyTs13iU9S8dTgBU+NTc7hBpWTuYugKVonPfFtTgFTGJmtNbLMyHAHkHPiUFBQkDc7qZS2sXNJUtARYvaylLu87kMjyL6+eYueeLg4d6yt7bOnCCH3xjC/QWQ7xaV6nSSTTxb23refrj+8lnfUzfVXFF+7uvW09ffEMhUT5UqFPVQTRkM5Df7SFu+5/msQ0rfmGM5nsfvD3Q4qAkz3Joi1NU8Qo7oek/ZmkQKW9c8FWUMk3+i3cirmci6v6SRceYOVcTvYkyNku3b1pBpNZmqNG0Q7J0BQs2x33HONbuAmc/AuHv97Q/GplTVHIWA7prD1t+7NqTDTd5MYrltT1OqYTKchLJBLJpJn8Luy+//mzYsZwZ2uItGWTztjE65QVr6miot+wpo5clXa0huiw8LbbAAAgAElEQVQbTJf5bksbA8lYPLr9QFVPa4FvHZOso6A4Fpoq+PzdV8rNkqThCJoa6exQZlJbk1ncLNUDTREUVBQpKEgamdEsJSZyX1s5h98cOMPOPSfYc6i7bE5rjppcs2ERN1+5lDUXtHLn//VjkulMPX8ciWTWsXldB5/bekXZwe27Ny7iX149yZ/93W/KdkC6qhCLGDiuRyJlYeazbWcKTVUqfr6m1pYwFTI1jp8ZLB42OK5Lttdm+TRYh0oai0p7Zygutfw/lxwQ6ZqC7bi4rofretj5LHhFCI6fift2MvlbV2gQqtHKRVNF/l71bXSdYZY3pq4SCep4eGQsl3gyVxTsZwvDD9JUxT9UUBRY1hGlpzdV/F0IATduWsLv3715hq528khBXiKRSCaJXWWxadu1C48DCX/hesd7LuLDN6/md/5oe70uD4AlCyN0nYmXnY4rwh8fTsEXMYO0MZDUzsmeRPHPpb6EqiJoiQXoj2fr5ntdC62xgBQaJQ2FoghCAa0sm7AtFiBnuyTT9ctaEorAdT2WVvj+l0gaidEsJWr9/nddj9ffPs+O3V28uO8UqZIy/YChcsXahdy4aSmXX7yQkDm0dZ5JoVEimW48z8PKORw7PcD+I+fKHjN1X4i3ci798eysEficKtahhXFdqyzY65ov2KcyubJ9k+f5KVipzMxmEUtmH5X2zpoqcBwP1/NQxJDQ7AFZyy7eW4rftg08QTiokR10KM1vytkeOdthYUuQs33pss9VFb8BrOPlhf1hiVGKIgjoKpGQjuN6ZLK+dZQ7S2K0EooQeHjF34+m+hU3n9t6xZzc10lBXiKRSCaJ7Q55uxXwSsZr4ZoNnXzy9g10tIbre3F5Ris5Hc7mdR3SF1EyYUrFeENXiYV0egcz07r462wN4lFjTbJEMgswdRVDV8rKhZsjJo7nMVjn/iGKEETCOvfcdkld31cimW4mY7F3/MwgO/acYOfeE5zrHxI5FCFYv7KV6y5bwnWXLiIWNouWAxLJfOOlfad4aNs+ksP6l7TETH77uhU8++tjpLMO5wdmn8inKgqe65Zl8Yv8OMCdW1bz2E/fGPH4nVtWA9AXz5b5bot8cVnfLPPCl8w8lfbON2xayjMvvUMqY2M7LooQuHjF6nSFIVsbTVVojpr0j3FvFXpjefgJgY7r4Qyr1NdU/5A6EtSxbJeMZXOuP90QtmqK4h+IhYM6g0mLUEBjeWdsTusQUpCXSCSSSaIIgYM3wrhGqcGk0D/1NfjCx6+emovLU6nkdLTJTdoYSMZLS8zkbO/Qgi8S1DF0lfODmaqNsyaKpvoZvnjlfoOqIhBCoGkKLbFgfT9UIpkiIkEdBGVifFPEQFEEvYOTs8QQwt/ctDUF6R3I4Hoeay5omdObG8n8YbwWe72DGV54+SQ79nTx1smBsscuXBTj3RsXccOmJSxsDcnGrJJ5zdm+FE/98i2e+uVbZRnvQVOlLWZywaIm7tyyhu/85NCsFfqaowY9feVzqJcfh9qaQquKQCnpCeZWybqXSAp7590Hu9m28wg/29VFU8QkFjHIZB0S6RxNhkJLNFB8TVd3HBAsafcT8nqGZcCDv4ZThKAvnsXzKDsYK31OKKARNDSyOYeM5dDdl6r7/muqCBh+UkoyY2PZDk7SY0l7hHtuu2TOr1WlIC+RSCSTxKhS8mhoQwu4A2+fL3tMCIgGDTy8acu0kCK7ZCqwHZdvP/U6Z3uHFpEtURPX8yYtJlYiYKiEgxqpjONnnLhesRrFcT0EHsm0zSc+KC2WJLMbIfws+KzlkCrxh4+GdAxNpad/5MZsvChC0BoLoCp+XMomx5K5RC0We+mszb/uP82OPV28+mZPmUCxoCnA1Rs6ueHypaxYEiNgaIhaOz5KJHMMz/M49E4fP/zFEX79+pmyjHdNFURCOk1hA1UIjp4YQAgxa8V4gHDA4BwZEEMZ7nj+eIHRmkIvbg9zojsBrle0G3E9WLpwaqqZJY3P8L4mhTnpvjsu5Zvb9o2o6GqJmvT0Z8hY/hymKr4HvKap4Pl7rGr2aIauEglqmLpGxrJJZ20Gk1bDiPC6ptAWMzk/mKUpYhI0NRSRIRLSi/P5ZHrCNApSkJdIJJJJksxUbrSXzNj0DmZ45Mevs2PPieJ4wFAJmhrxlFW1CaZE0gj0DWb4n3+/iwNv9wL+ZmdBU5BU1q6r53WBpojOf916JQ9v20coIOiPZ3GHrTxVVcFrlNWoZN6iqQqtMZP+RBYrN7TZCgU0gqZWZqExEQQg8g2w0lmbllhQZsVL5hzVLPY2rWln76GzPL/nOL/af4ZsbqinTyigsXldB9ddupgNK1sJBY2amzxKJHMR23H5l1dP8eQvjnDkxFDlSFPEQAhQEOi6SiJlcexMAkXAss7oDF6xT0drkO7ekXNlR6tfIZnK2nS0hRhIWORsF11TaIoYxQbpYzWFrmT3GTb1inafEgmM3tekUkWXpiks64wQC5ucOZckYKgMJB0ca2QfOkWB1lgQ0xA4DmQsJ681NJ6FkqYqLGgOoiqw9sJWHvz0dfzxN1/EdpxJ9YRpRKQgL5FIJFPIff/z58WFn6YKYmGDdNaZEf/BQgldIQtEijOSyXDonV4efOQ3xXtZVQQLmgMMJCwyFRaS9SCe8mPpU3kBxnE8BlMWAg/T0GiOmoQDfqbIXF/ASRqbtiaTc/2ZMiuAgKESDRn01MnrM2jq86LcVzK/KVT/eZ7H0ZMD7Njdxdcef5mBxNA6S1MFG1ct4JoNi9i8toOmsIFpym2wZH4TT1lsf/Ftnn7pbfpKRL3lnVG2bF7Guy9dzFf/aTfvnE7QW7JvcT3IZCsnI00nW65aXtEDfstVy4EhS6uCHQhAxrKLloZjNYUer92nRDJaX5P77ri0WNEVDmiksw6ZrIPuwr5T5yq+nyLANDTCQQ1dU7igM8bhrj56BxpPhC/FNBRUhbKKtvH0hJlLmoZciUgkEskUks7aRII6W993Md/9+RtF/7fpZqwsEImkVjzP4+kX3+b/PPkajusRMFSEgFjYpHcwU7W0cjLo+exFRfE3UA9++rriffuJP3uOaLDcZqDWpn4SyXTjuB69A2nO9qXL5gJD9xt6netP160xXsBQ5fe8ZM5ztjfFjr1d7Nh9gpM9ibLHVi1t5uoNnVyzfhELWgIETR1VNmiVzHOOn4nzz784wi9ePlGs0BICLl/dznvftZz1K9oIh3QChsbhrgGcCtW85wbqb0k4XvYfPU84pJNK27iehyIEoaDG/qPnuYuxLa1qEQCl3adkPFTra7JoQZgNF7Xxns3L2LGni6MnB0dUyQdMlUtWtPHKG2cJBjRCAR1FCDKWzWDCIue4XLy8peHFeIBk2tdH7rvjsmJ81doTZq5pGlKQl0gkkilky1XL+Pf/dh1tTUH+9kevzdh1jJUFIpHUgpVz+KvvvcLOvAVTZ1uI//zhS/nfP9jH2d50WbZvvfHwaIkGRgjt423qJ5HMFFbOoacvxTe37SsT4zXV93nvHcjUzcZM1xVaoqasFpHMSRLpHC++epLnd3cVLdMKdLaFuHr9Iq7d0MHShTECAQ1Tlw1aJfMbz/PYfbCbJ194i1ff7CmOB0yV37p0Ce/ZvJRlC6OEgzpGSbxUEuNHG59Ous7ESWdsVFWg5/3s0xmbrjNxoLql1XgFQImkVgqHQFlhEw0afoNSxyORsrj7fzwzoiFre3OQjasWcOmqBVy8vJlw0OAPv/FLUhmbgXi27PmKAr967cx0/0jjwtCUik1nh6OqgkTaLlub1tITBuaepiEFeYlEIpkCVFXQHDH53Ec2zYoGYeMpA5NIKnHmfJIH/+43vH16EIBNF7fziQ9sYHF7GNNQp0SMz/ffQtMEzZEAqiqKpcYFal3ASSQzSSqT42xvir/+wT4OvTMkIKoKtDUF6Ru28ZoshSx7+T0vmSvkbJc9h7r5+a7j7Dl0tqwaKxY22Lyug2s2dLJqSTOhkE7Q0FBkNrxknpPO2vzsN8fZ/uLbZRUkC5oCvGfzMq67bDGt0cAIIX42EAvrDCZH9iOKhXUAco4Lwm9eDr69hys8fzzPaBnucv0oqTeb1rTzgetX8pNfvcPRkwNkc+XrOiHgoiXNXLraF+EXLwgRNA1MQ8HU/TnLdT0Gk9aI917QFORsn98zobA/mmmEyIvwOT8Wa90LqoKipW+BsQ7QCsw1TUMK8hKJRDJBPM9j14HusjEhIBoyUAT0xbOzQowHmQUimRy7Dpzhq/+0l0Q6hxDw725cxQd+awWtsQCqqnDP+9fz//7tr+r+uYoi0FSFxQvCVTdKtS7gJJKZwPM8BhMW5/rT/NX3X+FoScM8RREsaA4ST1lk69h3QVUEuubbPMnveUkj43keh97p4+e7j/Piq6dIlDQLN3SFy1a3c82GRaxf2UIkaBI0tVknKk4FQlDR/nCWLDkls4BUJsf3n3+TZ156pyxuVi9rZstVy7l89QIiQYNQUC/OF7ONgKlj2w6pbEnjc1MhaPqCvKYKBP4BdCEmRH68FuT6UVIP4qksew+d5TcHunn1cA8Dw8T0oKmxfmUbG1ctYOPKNmJhg4ChYRoqpqGO0AqCAY3CiAfFPwcD2tB3/yxQ5AvX4npgGioBQ2NZZ5T9Ryr74ZfieP7vZTi1WETNNU1DCvISiUQyAU71JPg/T77G7oNDgnzAUImEdOLJHNnc1DS1nCgyC0QyEVzX5fHnDvP4c2/geRAO6nzy9g1cefFCmiLmlGYfCiAa0mmOBkik7VE3StLjUzIbsR2X/niW8wNp/vKJVzjeHUcAd916MY8/+wZtTQGS6RypTHmW0O/eejH/9NM3JvXZTWGDjGXL73lJQ3KqJ8HPdh3nF3tPFDMCwRcA1l7QytXrO9m0tp3mcIBgwBcCZksCxHSwvDPKsdPxiuMSCcDfPvkaz/3mOOAf0m5e18GWq5Zx4aIY4YBOKKijqbNTiC/Q0RrC0ASLS4S30qasyztjnOqJk8rY5GwXXVMIBXQWt9ceB3L9KJkIp88nefGVU+x9o5uD7/RhO+WZ8B2tIV+Av2gBq5c2YegqATMvwusjRfhS0lmHjtYgA0mreF83hQ0yWYcFzQF6+jIjDmQV4Qvj04nnDYny4aDO4vYID376Ou78v35MZqwkEw9uv2HlhD53rmkaUpCXSCSScZDJ2nz354f54c6jxclXVQQtMZNM1uFc/1CTo+nYGyoKuBVcDpRha2yZBSIZL4NJi//12N7iodPyjiifumMjF3bGiEXM4vMKzXXqiQBCQZ3Pbb1C3qOShiSTtelPZDg/kOXrT7zM6XNJFCG457cv4er1nbz06il649myzEWA5ojBXbesnZAgLwQsbAkSMDUyWYeWWFB+z0sahoFElh17T7BzT1dZJQnA0oURrl7fyVWXdNLeHCRoqgQDs19QnCruvW09X398L+msjeN6qIogaGrce9v6mb40ySxh/co23uzq55IVrdx4xVJaY6YvxAd01HHETTVPaCOfVT+V1RpjCW+Fx9uatDkhzEkagx88/yaPbD9QNqYIweplzb4Iv2oBna0hNFUhaKoYxvj6mBQywJe0R4pjhYOoO25axZf/YRdpyymLO6EIFMejfsaHtaGpgljYQFeVYtyZhjqqIB8O6tx+w0ruumXthD5zrmkaUpCXSCSSGvA8j3959RTf/tFrnBvwRfe2pgC/e+tavvvcIc4NZEf4phmTKAFVFXAqzKrD19DLO2IcOz0IYuikGs8fH47MApHUypETffz5P+zh9LkkANduXMTv3nox7c1BwkGj7LmF5jpBUyWdnXhliBD+4VZTxEBXVT51x6XyfpU0HJ7nN++Kp3Oc60/ztcdepqc/jaYKPnn7Ri5f046uKmi6gjPsNDUc1DDzmYCaKsbV4NXQFD68ZfWENzgSyUyQzTn8675TPL+7i31HzpWto1qiJu9a38m71neydGGEoKERzGcYzqds+EpsXtfB+69bwZMvvEUua2NqKu+/boWcMyVFtly1nBuvWMr5gQyhgEY4oE+oqvHiC1s5fLyXrDU0X5mGwprlrUBlMb50vCmsM1DBB74p7wM/GmMJb3NNmJM0Bqfye6NwQGP9Rb4X/CUrWgkHdXRVJWAomMbE7dNGO4javK6DP/j3V/HI9tc50Z1AUxVaYiaaKjh1LlVzmryqgKIo6KqCZTvYjlfVBWf4eFPEoDlqIhCksyMrmJd3xjj41nnsYdeiqQrrVrTy4Kevm9DvpZS5pGnMCUH+S1/6Ej/96U85efIkTz31FGvWrBl1XCKRzG92H+xm284jdPem6Khh8Xbs9CAP/3A/+4/6nmiaqvBvr72Qj7xvNU2RAN9+6vWKTUw0beI+ptWmRY/yxfQ9t13CXz7xMqmMje24aKpCKKBxz22XTPizJfMXx/XYsbuLh/95H5msg6oIPvK+Ndy4aQmtMT/zdjiF5jrNEZNMNjVhS8NQQEdTBYvbo3JDJWlIHMelP2GRsWy6e1N87bG99MWz6JrCp3/nUi5Z0YamCFpiAYKmTkvUZFFbuPj60lL8cFBnMGGNGU+K8LOR2poC7D96nrum8OeTSOrJQCLLf/1fv+Bc/5AlTcBUueLihVy9vpM1y1swNJVQUCNoaFWzese7ppsL7D7YzfO7umiJGnS2BsnmHJ7f1cXqZS1z/meX1I6qCNqbg5OyFyyIg5omKmahj5UhP9ySrUBhXFUFToXDZzXvAz+W8DaXhDlJY3DfHRv54PUrUVRQFQVDVTFNlYChok9i71+gloOobTuPsGiBW+aj7ua1iGoxWcqyjhj33HYJm9d18F++soPT55I4roeuKTRHTXoH0oBgWcfILP1Kgvrug9388TdfpLs3RdBUMU0NL2sjhC/oux5EgpqsXqnAnBDkt2zZwsc+9jHuvvvumsYlEsn8pWCvoWmCaFCjbzDt221UyMZ9dPvr/OiXb/mdw/NctnoB9952CSuXNBcXuJoqUPKTX6HPihAjmwoVOqcPp9JC2atywj18fPO6Dj77kU0yO0QyaVLpHH//9EG2v/Q24GdAfOpDl7JmWTMtsUDFTI/dB7tJpnOc709j6AohUyU5gSx5IeDzd18p71tJw5K1bPrjFrbrcuJsnK8//jLxVI6AqfKfP3wZq5e1oCjQEguga0rFDKhk2iabS3DHf38K23FRFFHxsLcU1wMr52LqKsfPDBY3RPNFmJQ0LlbOJZ6yUBXBJSvauHpDJ5euWkDQUAmael7gGH2rOp413VyiUJlW+P0EDI0MNtt2HpnTP7dkfAghJm0ds3ldB29etYwnX3iLdNYmaGrcfsPK4n0WDekMVsiAj4b8DPhclUqvwrgiBCgerjdU6auI/LhEMgvRNZWlCyOkLZuAoU2JddpYB03dvSkUPE4OJIo+8wXGEuNNQ+We2y5h284jfHPbPvoGM7Q1BYgEh6pWPNekpz9DxhqZpT/8EHzjRW08v6urOA9ncw66Kog0B+gdzAKwdGGYe29bL+enCswJQX7z5s3jGpdIJPOXWjYxruvx/z36G379+pnipCaAWMTgirXtrFrWUvaezVGTeHIok7EgyjdHzbLnBU2VZNouvp9XHK/wVTxa3dgwZHaIZDJ4nsfpngRf/+4rHHi7F4BVS5v5vX+3gfbmUL4UcuRisyCEBAyVTNbGsl0EEAlppNL2uJoLqYJ5IaJI5iaJtMVg0sLz4O1TA/zVd18hlbEJBzQ+u3UTF3TGUAS0RoYOtoZnQAVNjayVYTDpoghflBhLjC/guB79iSypjE3fYHpeCZOSxqW9Jci3vvA+EkkLoQoMVSWYz4avNaN3vgrThcq0Ukxd5WxvaoauSDJXGasaI2BoFQX5sQ7TCixuD/vWG4ooZva6nsfi9vDYL5ZIZghVVYgMs/CcToKmyonuBIoQKEJg22OvF1VVgOdX+pceZA/EoacvjRCCcCBvm6gpLO2IEAubZQl/wIhD8O///E2iYYNIyNc9CrHfEgvyt1+4ZYp+A3OHOSHIT5bBwUEGBwfLxs6cOTNDVyORNCaNEkdjbWKOdPXz0A/38caxvuLjoYBGa9RkIGXx3Z8d4Y6byu2vBAIhBHo+U971fFFfDFPPVy5p5vCxXrI5t6i1m7rCyiVN9f9BJQ3HTMRQznbY9+Y5vvG9V4q9Ed5z5VI+fPNqwkHfI1CtIowUhJBIyMTQVfrjWaycg+cJlnfGeOf0YMXXDUcA7S0hVFXMeRFFMvVMZxy5rsdAIksq6x+0Hj7ex19//1WylkMsbPC5j2xiycJI8YDWrHT4in/22tOfxrJdf3OlCBQgh1uxqqoS8WSOWNiYd8KkpP5MZww1RUwMXUFTlQmV+s9XYbqjNcSpngSpjF3MjgwFNBaXNAGUzCyNsi8ai7EOvfri2RE5RALoi2drev9KDYrDpl5sUDwfLakkQ8yVOKo3RY0hn8BRy0rRcwE80lmbgKEQCQUAaI0FONuXpncgQ8gMF7PhP/FBP6O9EIPf3LaPZDpX9tqAoeG4Hsl0jpaSRMT5MA/XCynIA48++ijf+MY3ZvoyJJKGplHiqNC5vDRzI5tzaG0K8I3vvcKzvz5WzIrXVN970XZczg9kcFwXu0Kj1VTWJhbWGUjkyHkeihA0RXTS2XLfxLaYSTZX/gbZnEtbrDyTHsb2ZJTMPaY7hpJpi2d/fYx/eOZQcUP/0X+7jqvXdxIJ6MQixqiN80qFkHBAIxzQ/Gz7c6maxXiA5ohBOKjjeZ5cvEkmzXTFUc526ItnyeUnhdeOnuPhH+4nZ7u0xgJ8busmOlpDgF9dFTTLG9gNt9o435/OZ8R74FQvkqqEEH4PhuZIebaW3BBJJsJ0z0XDY2M8VFvTLczH3lxl40VtHHjrPAi/wsyyHay4w63XXDDTlybJ0yj7orEY69DLcd0Rc5WXH6+Fzes6+NzWKypab85XSyrJEHMljupNKmvT3hJkIGEV93CO445anSwUX8h3HI++wSzxZA7X833jTV2QthzePh0vs6WqtFbNWmBoKuG8xY2uKcW1cIH5MA/XCynIA/fccw8f+tCHysbOnDkjveclknHQKHE03Lc3Y9kk0zbnBzIczNt1LG4PY1kuqgqJVA4rP8k4XmV7mZCp0dWfRlUFuhC4HgwmcyzrCJQ971/3n654TZXGdU0lazllOfZeflwyN5muGHIcl/ODGf7xmYPs2HMCgAVNAe6741KWdUSJhg2iobHLMCsJId196WK2cC0IIJPzPefl4k1SD6YjjtLZHP3xbHHjs/fQWb71o9dwXI/2liD/besVtDb53//RoF6xrHl41mGpX3ylbMPRxPkLOmNEw8a8FCYl9adR1nMwck03vOHkXGX/0fM0R41ihryRz5CXjZ1nD40UR6Mx1qGXKgQjJXl/HGpLMKpmvTlfLakkQ8yVOKo3hbhcUmLt1NWd8CuVyTvcDos9Q1NojpicG8iQs12s/NyRtRxcz09EvKAzWmZLNTwGDV3Fsh36E9miIB8O+rZVlfzmJWMjBXkgFosRi8Vm+jIkkoamUeKo1Lf35Nk4GcshlfEFxKCp8cHrV/KB61fw7K+P8Z2fvFHMPnLyiYu337ByxHt6hYVovqnr0F/LV6CF7PjSRajnMSJrHiBoaOTyk2qxyVF+XDI3mY4YymRtjp0Z5KFt+zhyYgCA9Svb+A8fWE80pNMcNWvOVqzclDKHosBoiVGKAqriZ1N4QM52yVi2XLxJ6sJUxpHnecSTFol0rvjt/qvXTvPo9gN4HixeEOZzWzfRFPGrnsIBnVhkZAUUjMw6LJsXhj1X15TiwfBwFAH33HYJwLwUJiX1p1HWczCyF8N8aWzf3ZuiOWLSEh1K/JBVZrOLRoqj0Rjr0KvaYfE42ghVZb5aUkmGmCtxVG8qxWUo4DdUVRRfO/C8odZzqipYkrc0Oz+YKb5Pqd2NovgWvKUHX8NjsDnqe8pbORfP8/INXFXu3HIh+4+en1fzcL2YE8rOF7/4RZ599lnOnTvHxz/+cZqbm9m+fXvVcYlEMr9ZuaSJBU0B9h85Vxy77tJF3HXLxSxZGEVTFe7ccjG24/HkC2+RztrF8q27blk74v3SWYf25gADyaGysaawSSbrlD1vPDY0yzqjnOoR0h9UUhdc1yOestj3Zg8P//N+BhIWAO9/94X89m+tRNcELdEA5jgOfCoJISd7kmiKIOd5Fe91AF31qzxUVfi9FoSgJRaUizfJrMZxXPoSWbLW0Pf6L/ae4LFn3wBgeWeUz35kE5F8xlDQ1GiKVK80GZ516Lpe8TCrNCPe70tSHkylc8myzuhQ3MxDYVIimY+N7eerVY9k+hnr0EsIgaJ4QwKgKPzjb240VcG23RFVX5qqjPnZ8j6XSCpTKS4/8cFVPLr9AKfPJXFc34qmOWrSO5Ch9IissN7EEziu/5CqiLJkqsLB1/AYDAc0mqMmGcshkbbLvg9kddbEmBOC/P3338/9999f87hk7mDlHAx9dAuPWp4jmR/YjstTv3yLx559o+jvfkFnlI/+m3VctmbBiMzgu25ZW1GAH85Q2diQWJ6xbFpiwbLnLWwJ0t2bLp5YeyXjwymcfLc1mTLbUTIprJxDXzzDz3Z18b2fHcZxPQKmysd/ez2XrW5HVxVaYgF0bezN0XCGCyFb73+ajGWjKQo5xy3e54IhEdFx/XE8aAobfG7rFfNOTJE0FlnLpj9uYZfsVp799TG27TgCwKqlTfznD19OMOAvq01dpTlijtqDYXh2k6oIPAcWLQgRDmgk0znO9qXRVAUhwPUcXNc/yNIUge16qEIUG9/B/BQmJZKZopJvbmF8qpmvVj2SmWG0uWVJe4Su7jiqKvIHyL7gV9gTLW4Pc6I7gSJEcR3oeh6LS6w2qiHvc4mkOtXisuD5Xpo573le0VKmsN5c2OavN0/2JLDyyX8FCgdflWJQVxU+c/flcr1ZJ+aEIHw+B1QAACAASURBVC+Zvxi6ygd+/8lRn/PUX9w+TVcjmc28cvgsD/9wPyfOJgCIBHU+dNNF3PKuC4hFTBRl4t1Sa10w3nfHZXzlO3tI5e0OBBAK6tx3x2Uj3nO+lmFL6ks8ZdE7kOYff/IGv3rN71WwaEGY++64lI7WEKau0hI1UWvIVKqF229YyRPPHcYVHqqCn3kBtLcEee+7lvPSvtOc7PFjcOnCMPfetl7e05JZTzJtF8V4z/N46pdv8fRL7wBwyYpW7rvj0uLBv64ptETHnlOGf8d3LggzmLBQFf8zVFXkbaQC9MUzOK5HJKhi5VxytouiCD68ZbWMH4lkhrhzy2oe++kbIzJ/79yyeso/W64RJbOFe267hL984mVSGRvbcdFUhUhYL1qp3Xvber7++F7SWRvH9VAVQdjUyw6TqyHvc4lkfFTLnAeqrjdDAQ0rbhWF+1IdQ8bg1CMFeYlEMqc525vib3/0WrFxqhBw46alfPjm1SxaEK5L9UStk9XmdR18/u4ra57UZLajZKLYjstAwuLE2Th/88P9HO+OA3DFxQv52PvXETA1QqZG0yQPo4ZTqCgpWD2Fg+VWT7VUnEgksxXP8/j+82/y811dAFy+pp1PfHBDMatIU3zrp1oPuIZ/x+8+2D1sE7Wx+Pjwx+SGSCKZWYbPd6NZG04Fco0omQ1sXtfBZz+yqer8tHldB5/besWE5y95n0sk46NazFRbby5uj3LrNW1VPeBlDE4tUpCXSCRzEivnsG3nEb7388NY+aapq5Y2cdetF7N+RRvhYHVv34kw3smqHs2OJJJKpLM5BhJZ9h89z7d+9DrJdA4h4EM3reJ971qOEIJIUC82nqw3tVo9wdCCsDvvUyhFRslsxXU9vvPTQ7z46ikA3rW+k3tuW4eq+OK7ojBh66cC1eYRGScSyexk9bIWVi5pKsbm6mUtM31JEsm0M9YeaKzH5RwnkdSHWmOpUkxKD/iZQQryEolkTuF5HrsOdPM3/7yf7t4UAE0RgztuWsVNVyylKWLy8uGeGVn47T7YXfR1iwY1+gbTPLxtH9xxqVx4SiaN63oMJi2SaYuf/OoYT75wFM/z7Zk+efsG1l7YihAQCxtE6nAgNdkNlIwHSaNgOy5/9+PX2XWgG4DrL1/MXbeuRcl7xCsCWiOBcVdc1RJDMk4kktnJ7oPdZVYcA/EMX398r+yLImk4ZlIQl3OcRFIf6hVL8oBsepGCvEQimTOc6knw8A/3s/eNswAoimDLVcu4/fqL6GwNYZralC38apm8tu08gqaJYqfygKGRwWbbziNyopNMimzOYSCeZTBl8ffbD/Dy4R7Ab1r8qQ9dSmtTAEVAc9Qc0bx4Iow3jirFh4wHSSNg5Ry+8b1XijH13quW8zs3ryo2bBX4cWWa41tS1xpDj2x/veghr2sKzRETTRMyTiSSGeaR7a8zkLAAv+rRcTysnMUj21+XsSlpGGZaEN+28wg5x2EgaZPLN5YMBTQ5x0kkVaimOdRjXzXT3wfzESnISySShieTtXn8uTd48oWj2I5vBrPuwla23rKG1UubiYSMongyFSJgrZNXd2+KaLD8a9fUVc7mM/klkomQzuboi2c5fS7JQ9v2cea8fz+9+9JF3HXLxeiaiqYImmMBzDr0TIDxxVG1+EhbNguaAmXPlfEgmU3YjsuffvvXvJIX43/7t1Zw23UrivMJQCxiTOiQq5YY2n2wm67uBKoARQhs26OnP82CpoCME4lkhunqjpfZD3ol4xJJozDTyRHHzwz61oqI4jw3kLCwncEp/2yJpNEYTXOoh84w098H8xEpyEskkobF8zx++cpJvvWj1+kdzADQGgtw55bVXLthEbGIOcLPdzyTVa0lW7VOXh2tIU71xEllyrNAFrdHJ/27kMxfHNdj76GzPLr9ABnLQVUEH3nfGq6/fAlCCHRNoSU6OW/r4ZTGUTKdoz+RJWe7dPemeezZQ+w/er4YN/GkVTE+7LRHNucUx8HP9F/YGqrbdUokk+H1t84Xxfg73rOKW66+oOzxWEifsP3TWHPR7oPdfOU7e3BdD0/4tjiu5+F50N2XZnmnnDckEpi58nqvSjOgauMSyWykHiLeY88emnBzY9vx8ABVyVedCbBdr5hgJZFIhhhNc6iHzjDa/m73wW4pyk8BUpCXSCQNybEzg3zzB/t4/a3zAGiqwi1XL+e261bQ3hKsmrHY0RqibzA9pgg4npKtWhezGy9q48Bb50GAKsCyXay4xa3XtE349yCZ3ziux+PPvsGTL7wFQFPE5FMf2sjKJU0AmIZKSzRQ3OjUi0IcOY6fsSvw39/zPJ547jDNUYPmiEnfYJpT51IsbAmWvd7UVXRVwbY9MtiYuko252DbHnfctKqu1yqRTJSLL2jhjptWsbg9zIaLFpQ9FgnoRMMTb4w82lxUmH8yWRtVETiuh1Oi8nkeDCYsuTmSzHtmsrxeCIFXQX0vraCRSGY7te6LqvHYs4d44rnDIEBTIGPZ/t+hJlFeVxUynn/g7B88A54/LpFIyhlNc9hy1bJJ6wzV9neKENK6ZoqQ33QSiaShSKZzPPzDfXz2KzuLYvxlqxfwwO9dw+/eupYlC6Oj2gfccdMqXwS0bDzP/28lEbD0BFoI/78F397hdLSGyOacsrFKi9n9R8/z/7N352FylWX+/9+n9uquql5C0p19JRCSkBAbUVklQqIsAUQJxB+I8pXvMDigyFyOMqCiwxWQGeULKsioQZAwQCAGGAKGJYggBBKSmASSECBbd5Zeqqu7trP8/qikkk7v6aWqqz+v61JSp85yV/W565xzn+c8T2nYj8/jxnYMfB43pWE/67buP9qvQwYxx3G464+rssX4Y0eX8sOrT84W44v8HoZEer8YD4fyqDaayJyqHfg/l8sAA5oTZjZvvG6DumiyxfLJtMXoyjDXXnIiZZEgsbhJWSTItTrRkzwS8Hm4+oKpnDylssX0Ir+HSKhnAyN3dCw6ePzxeV24DIMj63s+r4vioKfN45HIYNKdc7Xe1t5TZ735NJpIX+vqdVF7lq788EAx3oVhuPC4XGCQPTftzOjKMKVhPx63C8vONLAqDfsZrafARFrpqObQG3WG9q7vyksC/XZsHWzUQl5EBgTbdljx9icsenYDDU2ZQbSGlQX56hcm86njK4gU+/B1oX/sqikVcMmJLHllC3tqmxnWzuPN3XmE85KzJmVaM3bS0remtpnSkI+y8KFWlY7jqC9gOSqm5fD2hmoAZp88mkvOmoTb7cIAwkU9a73bmYN59B9/eAvbAZ8ncwG1ty6O24C0aWfnLQv72VufIJFqnR9VUypUgJcBxe91UxLy97gVbEfHol8vWUs46KE05GdvfbxFFxget8GQA+NB6Nghg10ux+YJ+NyYpoV16HCH25WZLjJQdPW6qD3xpMmR96DcRmZ6Vxy8hhpS4tfTkiKd6Kjm8Osla3tcZ2jv+q444FHNoo+oIC8ieW/zJ3X8eslaNm+vBzIXW1/83DjOPWUM5ZEAxd3sw7crRcDuPMLZ1ZPZnj4WKnI4r8fFnd8+nWhzkmFlxUCm782SkJ/iQPcHmeyuqikVHD+uvMU+Xe9xkTItfIddnXk8LkZVhIgU+4/qYk8kX/g8bsoigcyTIL2gvWPRwWNFcTCTxzW18ezj/ENLgxQHvSRSpo4dMujl8rxqTGVE4wJJQehJ44ig30MiZeI57LBoOZnpXd12T24IiAwmHeVLbx0P27q+O9p1SedUkBeRvBVtSvH7Z9az4q3tHGwgWDWlgks/P4mRw8KEi7y4+6iPwa62ej+oKyez3V2nSGcmjiolFk/REEvhMqAsHCDQxYug3nDkPl0U8JBqtCg60JLi4D7+zQun6uJKBjSv20V5xN8nXUAd6fC8Kgp4KIv4qW9MUhr2URTwdLtLAZFClcvzqkMtez06p5NBa94ZE3jsxQ8wbRu3kSnG42Smd5WelhTpuvbypTePh6pZ9B8V5EUk71i2w7Ovb+NPyzfRFE8DMGJoMZd94TimTRhCSbEPfx8XHfuixYZagUhf8bhclEX8Xeq2qTcduU+PGBpizmfGsm7rfu3jUjBcboOy4kCf3QA+kvJKpGtyeV6lczqRQwO3Ll35IfGkSdDvYd4ZE7o0oKuI9J7ePCbp+NZ/VJAXUmmr34s4Iu1Zv3Ufv1mylo+rG4HMI48XnD6Bz39qJCXFfkJFvh733dtVfdFiQ61ApLd53C6GlAbw9FOx8Eht7dOX5yQSkb4RLvL1S8v4wymvRLoml+dVOqcTyRTlVYAXyb3ePCbp+NY/VJAXfF43F9y0tMN5lt09r5+ikcFqf32c/162ntfW7MpO+9z04Vx01iSGlRURKfbhPXLUIBFp0b+fiPS+/i7Gi4iIiIhIYdNVvIjkVNq0eOqVLTy+YjOJlAXA2Mow8889jmNHlRIJ+Qj6+36AShERERERERERkb6mgryI5Mzb/6jmt39ez+59TQAUB71cdOZETps5gnDQRygH3QSIiIiIiIiIiIj0lYIoyC9cuJDly5ezc+dOli1bxuTJkwHYtm0b3//+96mvr6e0tJSFCxcybty43AYrIuzaG+PBP6/n7Q01ABgGnHHSKC48fQJl4QCRkA+/xjUQEREREREREZECUxAF+dmzZ3PllVeyYMGCFtNvu+02rrjiCubNm8fSpUu59dZbeeihh3IUpYjEkyaP/+UDnl65lbRpAzBpVAnzzzmOMZVhwsU+igPefhu0VUREREREREREpD8VREG+qqqq1bT9+/ezYcMGfv/73wNw/vnnc/vtt1NbW0t5eXl/hygyqDmOw8o1O/jDMxvYWxcHoCTk45KzJnHK1EqKAl7CxT48bg3aKiIiIiIiIiIihasgCvJt2b17NxUVFbjdmW4v3G43w4YNY/fu3a0K8tFolGg02mJadXV1v8UqUgg6yqO7H3mXrXsz01wug9lVoznv1PGEi3yEi70atFUEHYtEeoPySKRnlEMiPac8Euk55ZEUuoItyHfHokWLuPfee3MdhsiA1lEebfq4Fm9ROVPGlXPZOZMZfkwxoYCXUJEPlwZtFQF0LBLpDcojkZ5RDon0nPJIpOeUR1LoCrYgP3z4cGpqarAsC7fbjWVZ7Nmzh+HDh7ea96qrruLiiy9uMa26urpVn/Qi0r6O8qgk5Of/mzedmZOHEvB5iBT78GnQVpEWdCwS6TnlkUjPKIdEek55JNJzyiMpdAVbkB8yZAhTpkzhmWeeYd68eTzzzDNMmTKlzf7jI5EIkUgkB1GKFI6O8ujGy09i/NhhhIv9FAfUPY1IW3QsEuk55ZFIzyiHRHpOeSTSc8ojKXQFUZD/6U9/ygsvvMC+ffu4+uqrKS0t5dlnn+VHP/oR3//+9/nVr35FJBJh4cKFuQ5VZFCKFPkYWlqEW4O2ioiIiIiIiIjIIFYQBflbbrmFW265pdX0iRMn8vjjj+cgIhE5XEnIr2K8iIiIiIiIiIgMeqqQScFLpa1enU9ERERERERERETkaBREC3mRjvi8bi64aWmn8y27e14/RCMiIiIiIiIiIiKDlVrIi4iIiIiIiIiIiIj0AxXkC5y6YRERERERERERERHJD+qypsB1pbsWddUiIiIiIiIiIiIi0vfUQl7kgK48TaAnDkRERERERERERORoqYX8AJVKW/i87lyHUVD0NIGIiIiIiIiIiIj0JRXk22FZmZbQ1dXVOY6kbaNGjeq0eAwqIPeFHTt25DqEdlVWVuLx5E9a53seibQln/JIOSQDUT7lECiPZGDKpzxSDslApTwS6Zl8yiFQHsnA1F4eGY7jODmIJ++tWrWKBQsW5DoMkW5ZsWIFo0aNynUYWcojGYjyKY+UQzIQ5VMOgfJIBqZ8yiPlkAxUyiORnsmnHALlkQxM7eWRCvLtSCQSrF+/nqFDh+J2903XMNXV1SxYsIBHHnmEysrKPtlGvtFn7tvPnG93sPsjjw5XiPtXoX2mgfB58imP+juH2pNPfzfFkv+x5FMOQSaPXn75ZW688ca8+H4Ol09/t8Pla1yQv7H1dlz5lEf5cixqT77uE31tsH5u6PpnH0x5lM/7g2I7OvkQWz7lEOT/8ai35MPfPp8M9O+jvTzKn8zKM4FAgKqqqn7ZVmVlZV7ddewP+syDQ3/m0eEK8bsutM9UaJ+nr+Qqh9qTT383xdK2fIolXwQCAaZPnw7k7/ejuLovX2PL17h6It+ORe0pxO++Kwbr54aB9dn7K4/y+TtRbEcnn2PrbwPleNRb9LdvqdC+D1euAxARERERERERERERGQxUkBcRERERERERERER6QcqyIuIiIiIiIiIiIiI9AP3j370ox/lOojBzO/3c8opp+D3+3MdSr/RZ5a+VIjfdaF9pkL7PINFPv3dFEv+x5KP8vX7UVzdl6+x5Wtcg8Fg/e4H6+eGwf3Z25PP34liOzr5HJv0Lf3tWyrE78NwHMfJdRAiIiIiIiIiIiIiIoVOXdaIiIiIiIiIiIiIiPQDFeRFRERERERERERERPqBCvIiIiIiIiIiIiIiIv1ABXkRERERERERERERkX6ggryIiIiIiIiIiIiISD9QQV5EREREREREREREpB+oIC8iIiIiIiIiIiIi0g9UkBcRERERERERERER6QcqyIuIiIiIiIiIiIiI9AMV5EVERERERERERERE+oEK8iIiIiIiIiIiIiIi/UAFeRERERERERERERGRfqCCvIiIiIiIiIiIiIhIP1BBXkRERERERERERESkH6gg3w7TNNmxYwemaeY6FJEBS3kk0jPKIZGeUx6J9IxySKTnlEciPac8kkKignw7qqurmT17NtXV1bkORWTAUh6J9IxySKTnlEciPaMcEuk55ZFIzymPpJB4ch1AT9XV1fGv//qvfPLJJ/h8PsaOHctPfvITysvLWbNmDbfeeivJZJKRI0dy1113MWTIkFyHLCIiIiIiIiIiIiKD0IBvIW8YBtdccw3Lly9n2bJljB49mp///OfYts3NN9/MrbfeyvLly6mqquLnP/95rsMVERERERERERERkUFqwLeQLy0t5ZRTTsm+njlzJo8++ijr16/H7/dTVVUFwPz585k9ezZ33HFHq3VEo1Gi0WiLaXoERqR7lEciPaMcEuk55ZFIzyiHRHpOeSTSc8ojKXQDviB/ONu2efTRRzn77LPZvXs3I0aMyL5XXl6ObdvU19dTWlraYrlFixZx77339ne4IgVFeSTSM8ohkZ5THon0jHJIpOeURyI9pzySQmc4juPkOoje8uMf/5iamhruvfdeXnzxRZ588kkeeOCB7PszZszg1VdfbVWQb+/O24IFC1ixYgWjRo3ql/hFBjLlkUjPKIdEek55JNIzyiGRnlMeifSc8kgKXcG0kF+4cCEff/wxv/nNb3C5XAwfPpxdu3Zl36+trcXlcrUqxgNEIhEikUh/hitScJRHIj2jHBLpOeWRSM8oh0R6Tnkk0nPKIyl0A35QV4D//M//ZP369dx33334fD4Apk2bRiKRYNWqVQAsXryYuXPn5jJMERERERERERERERnEBnwL+c2bN3P//fczbtw45s+fD8CoUaO47777uPPOO7nttttIJpOMHDmSu+66K8fRioh0LJW28HndvTafiIiI5BfLsnG7C6JdlIiIiIgchQFfkD/22GN5//3323xv1qxZLFu2rJ8jEhE5ej6vmwtuWtrpfMvuntcP0YiIiEhvSqUtmhJpysKBXIciIiIiIjmiphkiIiIiIiJ9LG3a1EUT2JaT61BEREREJIdUkBcREREREelDlpUpxpu2ivEiIiIig50K8iIiIiIiIn3Esh1qo0nSlp3rUEREREQkD6ggLyIiIiIi0gds26EumiBlWrkORURERETyhAryIiIiIiIivcxxHOpjSZJpFeNFRERE5BAV5EVERERERHpZfWOSeNLMdRgiIiIikmdUkBcREREREelFDY1JmlWMFxEREZE2qCAvIiIiIiLSSxqbksQS6VyHISIiIiJ5SgV5ERERERGRXhCLp2hsVjFeRERERNqngryIyACU6sIAcV2ZR0RERHpHcyJNNJbC6WCetzdU84dnNxCLq2gvIiIiMlh5ch2AiIh0n8/r5oKblnY4z7K75/VTNCIiIoNbPJmmPpbssBj/l7c+4YmXNgNw5qxRVE2p6J/gRERERCSvqCAvIiIiIiJylJIpk/rGJE4H1fjn3/iIp1/dCsC0CUOYcezQ/glORERERPKOCvIiIiIiIiJHIZW2qGtMYLdTjHcch2f+uo1nX98GwPSJQ/j2V2fi9ajnUBEREZHBSgV5ERERERGRbkqbNnXRBJbd9vuO4/D0q1tZ/ubHAMycPJRr5k3D53H3Y5QiIiIikm9UkBcREREREekG08oU4812msY7jsPjKzbz0qrtAFRNGcbV50/F7VbLeBEREZHBTgV5ERERERGRLrJsh7poknQ7TeNtx2HxC++zcvVOAD4zrZIrv3QCLpfRn2GKiIiISJ5SQV5ERERERKQLbNuhLpogZVrtvv/I85t4fe0uAE6dMYIFc4/HZagYLyIiIiIZKsiLiIiIiIh0wnEc6hqTJNNtF+Mt2+ahZzfy939UA3DmrFFcds5kFeNFREREpAUV5EVERERERDrgOA71jUkSKbPN9y3L5nfL/sE7m/YA8IWTx/DlsydhqBgvIiIiIkdQQV5ERERERKQD0ViK5mTbxfi0afPg0vW8t3kvAHM/O5Z5Z0xUMV5ERERE2qSCvIiIiIiISDsam5LEEuk230ubFg88tY51W/cDcP5p4znv1PEqxouIiIhIu1SQFxERERERaUMsniLa3HYxPpW2+PWTa9n4US0AF505kbmfHdeP0YmIiIjIQKSCvIiIiIj0ilTawud15zoMkV7RnEgTjaXafC+RNLnviffYvL0egK/MPpbZJ4/pz/BEREREZIBy5ToAERERERn44sk0dY2JXIch0iviyTT1sSROW+8lTO75nzXZYvz8c4/rVjHe5VJ3NiIiIiKDmVrIi4iIiEiPNDYlaWxOozqjFIJk0qS+MYnTRjW+KZHmnsfW8PHuKAbwtS9O4dQZI7q87oDPQyTk771gRURERGTAUUFeRERERI6K4zjUNyZpTpq5DkWkV6TSFrWNCew2ivGx5hS/XLya7XtiGAZcdd4JfGba8C6vOxTwEgn5NOCriIiIyCCngryIiIiIdJtl2dQ1JkmmrVyHItIr0qZFXbTtYny0KckvFq9m194mXIbBNy6cStWUii6t1wDCxT7CRb7eDVhEREREBiQV5EVERESkW1Jpi/rGJGnLznUoIr3CtGzqoknMNqrx9Y1JfrH4Xar3N+N2GVwzbxonHTesS+t1GVAa9hP0e3s7ZBEREREZoDSoq4iIiIh0WSJpsr8h3qIYb1k2S17eksOoRI6eZTvURhNt3mCqbUhw95/eoXp/Mx63i/97yYldLsZ7XAblJUEV40VERESkBRXkRURERKRLYvFUq/61G2KZrjxe+PvHuQtM5CjZtkNdNEHabF2M31cf5+4/vcPeujhej4vrLj2R6ZOO6dJ6vR4X5SVB/F53b4csIiIiIgOcuqwRERERkQ45jkM0liKWSLeYvmV7Pb9duo6GWCpHkYkcPcdx2h0Hoaa2mV88+i51jUn8XjfXXTqD48aWdWm9AZ+H0rAft0uDt4qIiIhIayrIi4iIiEi7LNuhvjFJImVmpzmOw0urtvPky1uwbYeA383Xz5uawyhFuu/I/fqg3fua+MXid2mIpQj43Fz/1ZlMGlXapXUWB7yUhHwYhorxIiIiItI2FeRFREREpE1p06Iu2nLw1kTS5I//u5F3Nu0BYOTQEN+6eDoV5UW5ClOk2xoakzQnWxfjd+6J8YvF79LYnKbI7+Hbl81k/IiSTtdnAOEiL+Fifx9EKyIiIiKFRAV5EZEClUpb+Drpu7Yr84jI4JRMmtTFEhw+zuXufU3c/9Raqvc3A3DK1EoWzD1evyMyoDQ2JVt1vwTwSXWUXy5eTVPCpDjo5YbLTmJMZbjT9bkMKA37NXiriIiIiHSJCvIiIgXK53VzwU1LO5xn2d3z+ikaERlImuIpGppSOIcN3vrOphoeem4jyZSF22XwlS9M5syTRqprDhlQmuIpGptbF+O37WrgnsfWEE+ahIu83Dh/FiOHhTpdn8dlUBr24/fpskpEREREuqYgzhwXLlzI8uXL2blzJ8uWLWPy5MkAnH322fh8Pvz+zKOj3/ve9zj99NNzGaqIiIhI3nIch2hTilj8UMHSsmyWvLKFFW9vB6As7Of/XDSdCSM778ZDJJ/Ek2kaYimcI6Zv2VHPvf+zhkTKoiTk4zuXz6JySHGn6/N6XJSFA3g9rr4JWEREREQKUkEU5GfPns2VV17JggULWr13zz33ZAv0IiIiItI2y3ZoiCWJH9avdkMsyW+fXseWHQ0AHD+2jG/Om0a4yNdqecOA4qC67JD8lEia1DUmWxXj3/+4ll89sZZk2qIs7OfGy2d1aTyEgM9DadiP26UnRERERESkewqiIF9VVdWj5aPRKNFotMW06urqHq1TZLBRHon0jHJIcilt2tQ3JkmZVnba5k/q+O3S9USbUgDM/ew4Ljx9Aq42CpBet4uSkC/n3XYoj6QtybRFXWOiRRdMABu27efXT64lbdoMKQnwnctncUxpsNP1FQe8lIR8Bdldk3JIpOeURyI9pzySQlcQBfmOfO9738NxHD71qU/x3e9+l0gk0mqeRYsWce+99+YgOpHCoTwS6RnlkORKMmVS35jEtDPVSsdxWPH2dpa8vAXbcQj6PXz9/BOYcezQNpcv8nuIhPKjpbDySI6UNi3qonHsI4rx67bs4/6n1mJaDkPLgnzn8lmURwIdrssAwsW+Np8QKRTKIZGeUx6J9JzySApdQRfkH3nkEYYPH04qleJnf890yAAAIABJREFUP/sZP/nJT/j5z3/ear6rrrqKiy++uMW06urqNrvAEZG2KY9EekY5JLnQnEjTEEtmi5WJpMlDz23k3ff3ADByaIhrL5nOsLLWXXi4DCgJ+SkK5E83NcojOZxp2dQ2JLHsltNXv7+HB5eux7IdKocUceP8WZSG/R2uy2VAadhP0J8/+3tfUA6J9JzySKTnlEdS6Aq6ID98+HAAfD4fV1xxBf/0T//U5nyRSKTNlvMi0nXKI5GeUQ5Jf2tsStLYnM72qb1rX4z7l6yjprYZgM9Mq+SKOcfj87pbLev3uikJ+fNuMEvlkRxkWTa10QSm3bIav2pjDb/78z+wHYcRQ4u5cf5JRIo7LsZ7XAalkQD+NnKh0CiHRHpOeSTSc8ojKXQFW5Bvbm7GsizC4TCO4/Dcc88xZcqUXIclIiIiklP2gcFbmw8bvHXVxhr++NxGkmkLj9vgq1+YzOkzR7bqI9swIBz0EioqzP6zpTDYtkNdY5K02bIY/+a63Sx6bgOOA6Mrwtww/yRCnQxE7PO4KQ3n380nERERERm4CqIg/9Of/pQXXniBffv2cfXVV1NaWspvfvMbvv3tb2NZFrZtM3HiRG677bZchyoiIiKSM6aVGbw1mc4M3mpZNk++vIWXVm0HoCzi51sXTWf8iJJWy+bLwK0iHXGcTDH+4D5+0F/f28kj/7sJBxg3PMK3L5tJcSfdLQV8HkrD+TE+goiIiIgUjoK4orrlllu45ZZbWk1/+umncxCNiIiISP5JpS3qoslsFx71jUl+u3QdW3c0ADBlXDnfvHAqoTYGrMyngVtF2uM4DvWNSRIps8X0V97ZzuIXPwBg4qgSrv/KTIL+ji+DQgEvkZCeBBERERGR3lcQBXkRERERaV88maa+8dDgrR98UseDS9cTbUoB8MXPjeOC0ybgOqLg7jIgEvJ32pJYJB80xFItumIC+Mtbn/DES5sBmDymlOsunUGgg6c8DCBc7CPcxo0pEREREZHeoIK8iIiISAFrbE7R2JTCIdOC+MW3PuHpV7ZiOw5Bv4erzz+BE48d2mq5zMCtPryewh/IUga+aCxJUyLdYtrzb3zE069uBeCE8eX830tObHOQ4oNcBpSG/QT9ugElIiIiIn1HBXkRERGRAuQ4Dg2xVLZIGU+aPPTsBlZ/sBeAUcNCXHvxdIaWFbVYzjAy3XWEi9VdhwwMjc0pGuOHivGO4/DMX7fx7OvbAJg+cQjfunh6hzeXPC6D0kgAfwcFexERERGR3qCCvIiIiEiBsSy7xcCWu/bGuP+pddTUNgPw2enDufzc41q1Fva4DEpDfvyd9K8tki+aEmkaD3S9BJli/NOvbmX5mx8DMHPyUK6ZNw2P29XuOnweN2URf4fziIiIiIj0Fl1tiYiIiBSQtJkZvDVtZQZvfXtDNX/8342k0jYet8Fl5xzHaTNGtGr9HvR7KCn24VZRUgaIeDJNQyzJgaERcByHx1ds5qVV2wGomjKMq8+f2uE+HfR7KNGAxSIiIiLSj1SQFxERESkQiaRJXWMC2wHTsnnypc28/M4OAMojAa69eDpjh0daLOMyIFLsozioQSxl4EgmTeobkzgHqvG247D4hfdZuXonAKdMreTK86bgdrVfjA8FvERC6ppJRERERPqXCvIiIiIiBSAWTxFtSuE4UBdN8Nul6/lwZwOQGdDyGxdOIxRsOVilz+OmNKyBW2VgSaYtag/ceAKwbYeHn9/I39buBuDUGSNYMOd4XO20ejcO3IQK6SaUiIiIiORATgvyZ555ZpdapLzyyit9H4yIiIjIAOQ4DtFYitiBwVvf/7iWB5eup7E58/pLnxvH+adNaFGcNIDioJeIBm6VASbTJVM8W4y3bJuHnt3I3/9RDcCZs0Zy2TnH4Wpnv3YZUBr2E/R723xfRERERKSv5bQgf9ddd+Vy8yIiIiIDmmU71DcmSaRMHMfhhb9/wtOvbsFxoCjg4eoLpjJ94jEtlvG4DEpCfgIauFUGGNOyqYsmOTA8ApZl87tl/+CdTXsAmH3yaC49+9h2bzJ5XAalkQB+r54IEREREZHcyemV2Kc//elcbl5ERERkwDp88NZ4wmTRcxtY88FeAEZXhLn24ukcUxpssYwGbpWByrJsaqOJ7GDFadPmwaXreW9zZp+f+9mxzDtjYrvFeJ/HTVnEj0f7voiIiIjkWF41jdq4cSOrVq2irq4O5+AITcANN9yQw6hERERE8ksyaVIXS2DZsHNPjPufWsueujgAnztxOJefe1yLfuFdBoTVZ7YMUJbtUNeYJG0eLMZb3P/UOtZv3Q/A+aeN57xTx7dbjA/6PZSG/O32KS8iIiIi0p/ypiD/2GOPcccdd3DqqaeycuVKzjjjDF5//XVmz56d69BERERE8kZTPEXDgcFb//6Pah55fiOptI3H7WL+uZM5bcbIFvN7PS5KQ3586qZDBiDHyXTLlExbAKTSFr9+ci0bP6oF4KIzJzL3s+PaXT6ksRJEREREJM/kTUH+wQcf5MEHH6SqqoqTTz6Z++67j1dffZXnnnsu16GJiIiI5JzjOESbUsTiaUzL5vEVm3n13R0AlEcCXHvJdMZWRrLzG0BxwEu42KeWwTIgHSzGJ1ImAImUyX2Pv8fm7fUAXHr2sXzh02PaXNYwIKKnQkREREQkD+VNQX7//v1UVVUB4HK5sG2bM888k5tvvjnHkYmIiIjklmU7NMSSxJMmddEEDzy9jm27ogBMnTCEqy+YSijozc7vdkFJyE/Q721vlSJ5ryGWojmZKcbHEyb/7/E1fLizAYD55x7HWbNGtbmcy4DSsPZ/EREREclPeVOQr6ysZMeOHYwaNYpx48axYsUKysrK8Hp1Ii0iIiKDV9q0qW9MkjItNn1Uy3//eT2NzWkM4Eunjue808bjOqw7joDPQ0nIp8ErZUCLxpI0JdIANCXS3PPYGj7eHcUAFnzx+FZdMx3kcbkoi6iLJhERERHJX3lTkL/mmmvYunUro0aN4rrrruOGG24gnU7zwx/+MNehiYiIiOREMmVmBrO0bF5482OWrtyK40BRwMM3LpjKtInHZOc1DAgX+QgXqYsOGdgam1M0xjPF+Fhzil8uXs32PTEMA6467wQ+M214m8v5vG7Kwn7djBIRERGRvJY3BflLLrkk++8zzzyTt956i3Q6TXFxcQ6jEhEREcmN5kSahliSWDzNomc38N7mfQCMqQzzrYumc0xpMDuv1+2iJOzHr1bBMsA1JdI0NqUAiDYl+cXi1eza24TLMPjGhVOpmlLR5nJFfg8lIb/GSxARERGRvJc3BXnbtlu89ng8eDwebNvG5VIrFxERERk8ogcK8dv3NHL/knXsrY8DcNqMEVx2zmS8nkzh3QCKAl4iGrhVCkA8mbkJ5QD1jUl+sfhdqvc343YZXDNvGicdN6zVMgYQCnqJhPz9Hq+IiIiIyNHIm4L8CSecgGG0fSG5cePGfo5GREREpP/ZBwZvbU6avLl+N488v4m0aeNxu7j83OM4dcaI7LwauFUKSTJpUt+YxHGgtiHBfz36Lnvr43jcLq69eDrTJx3TahnDyORAcUA5ICIiIiIDR94U5FesWNHi9d69e3nggQf4/Oc/n6OIRERERPqPadnURTMDWT7x0ge8+u5OAIaUBLj24umMqYxk5/V73ZSqr2wpEKm0RW1jAtuBffVx/uvRd9nfkMDrcfFPXz6RE8YPabWM2wVloQB+f95czoiIiIiIdEnenMGOHDmy1euFCxdy6aWX8pWvfCVHUYmIiIj0vWTaoj6aYE99nN8+vY5tu6IATJ84hK9fMDXbAtgwIBz0EirytftkochAkjZt6qKZYnxNbTO/ePRd6hqT+L1urrt0BseNLWu1jNftoiziz3bdJCIiIiIykORNQb4tsViM2traXIchIiIi0mfiyTT1jUn+sa2W/166nlg8jQGcf/oEvvi5cbgOFN41cKsUmsxTIQlM22HXvhi/XLyahliKgM/N9V+dyaRRpa2W8XvdlIX9uPV0iIiIiIgMUHlTkL/55ptbtPRKJBK8/fbbXHjhhTmMSkRERKTvNDYlaWhK8fwbH/Pn17biOFAc8PCNC6cxdcKhbjqK/B4iIT9uDdwqBcKyHeqiSdKWzY49jfxy8Woam9MU+T18+7KZjB9R0mqZIr+HkpBfAxiLiIiIyICWNwX5sWPHtngdDAaZP38+n/vc53IUkYiIiEjfcByH+sYkexviLHpmA2u37ANgbGWYb108nSElQQBcBwatLNKglVJAbNuhLpogZVp8Uh3ll4tX05QwKQ54uGH+SS3GSzgoHPQSCflzEK2IiIiISO/Km4L89ddfn+sQRERERPqcZdnUNSbZsqOe+59ax776OACnzRjBZedMzvaL7fe6KQn58XrUNYcUDsdxqI8lSaYttu1q4P89tobmpEm4yMsN809i1LBwi/kNA0qKfRQHfTmKWERERESkd+VFQT4Wi7Fo0SJef/11amtrKSsr45RTTuFrX/saxxxzTK7DExEREekVadOiLppk5Zqd/Gn5JtKmjdfj4vJzj+NzJ44AMgXIUMBLuFgDt0rhqW9MEk+abNlez72PryGRsogU+/jO5bMYfkxxi3ldLigLBQj48+KSRURERESkV+T87LampoYFCxYQDAY599xzGTp0KHv37uWFF17giSee4OGHHyaRSPDee+9x2WWX5TpcERERkaOSSJrsqWtm8Ysf8NqanQAcUxLg2ktOZHRFplWwx2VQGvLjVwFSClBDLElz0uT9j2u574n3SKVtysJ+brx8FhXlRS3m9bpdlEX82SdGREREREQKRc6v9u6++24+/elP87Of/axFK7Drr7+eH/zgB9xwww3s2bOHO+64I4dRioiIiBy9WDzFtl0N3P/Uej7eHQVg+sQhfP2CqRQf6B8+6PdQUuzD7VYXNVJ4GpuSxOJpNmzbz6+fXEvatBlSEuA7l8/imNJgi3n9XjdlYb9yQUREREQKUs4L8itXruTZZ59t9Ui2YRh897vf5fTTT+d3v/udBneVvPXm+t08+fJmLj17MqdMrcx1OCIikkccxyEaS/HWxmr+e+l6mhImBnDBGROY+9lxuAwDlwHhYh8h9ZEtBSoWT9HYnGbtln088NQ6TMtmaFmQ71w+i/JIoMW8RX4PJSE/Lpe6axIRERGRwpTzgnwymSQcDrf5XklJCYFAQMV4yUu27fDYXz7gT8s3AfDu+3tUkBcRkSzLdqiNJnjqlS0889qHOEBx0Ms3L5zKCeOHAOD1uCgN+fF51S2HFKbmRJpoLMW77+/hwaXrsWyHyiFF3Dh/FqVhf3Y+AwgXeQkX+9tfmYiIiIhIAch5QX7SpEn85S9/4Utf+lKr91588UUmTZqUg6hEOhZPmvzXo+/yxrrdAEwaVcJlX5ic46hERCRfpE2LHTUxfrt0Peu27gNg7PAI1140nfKSAAZQfGDgVrUElkKVSJrUx5K8vbGG3/35H9iOw4ihxdw4/yQihxXeDQNKQv5s900iIiIiIoUs5wX56667ju9973tUV1czZ86c7KCuzz//PL/+9a+58847cx2iSAs1tc389Hd/56MDfQCfNmMEX/viFEpDatElIiKQTJq8t2Uvv35yLfsaEgCccdJIvjJ7Ml6PC7crU3wM+lV8lMKVTJnUNSZ4Y+1uFj23AceB0cNC3DD/JEJFh7pncrmgPBTQQMYiIiIiMmjk/Mz385//PD/72c+48847ueuuu7LTKysr+clPfsLZZ5+dw+hEWlq3ZR93LHqLxuY0LpfBV2cfy5zPjKMsrL5ORUQEmuIp/veNj/jT8vdJmzZej4sFc4/nM9OGA5nBKkvDfjwarFIKWCptUdeYYOWanTzyv5twyDwh8i+XzWzRCt7rdlEW8eP1qMsmERERERk8cl6QB5g7dy5z585l69at1NfXU1ZWxoQJE3IdlkiW4zg897ePeODpddi2Q3HQy7UXTedTxw8jXOxrNSixiIgMLo7jsK8+zu+f+QevrdkFwNDSINdePJ1RFWEMA8JBL6EiHTOksKVNm7poghVvb2fxix8AMGFkCd/+ykyCgUOXHn6vm7KwH7duTomIiIjIIJPTgrxt2y1ejx8/vs33XK6OT9QXLlzI8uXL2blzJ8uWLWPy5Exf3tu2beP73/8+9fX1lJaWsnDhQsaNG9d7H0AGhbRp88DT63j+jY8AGDk0xD9feiKTRpequwEREcGyHbbsqOeex1bzSXUjACdOOoavn38CRQEvXreLkpAPvy8v2kGI9BnLyhTjn3/zY554aTMAx44u5Z+/MoPAYft/kd9DSUhPF4qIiIjI4JTTK8MTTjihw1ZijuNgGAYbN27scD2zZ8/myiuvZMGCBS2m33bbbVxxxRXMmzePpUuXcuutt/LQQw/1SuzSfas21rDklS3U1DZTUV7E9IlDWLd1f/b1JWdNompKRbfWt+jZDWzf04htOxgGjKmI8LkTh/O3tbvZvqcRy3LaXX5oWYDrvjwTIBtX0O/GwKA5aVJRXsScU8by3N+2sWFbbXY5y7HZvKOO6ZOGHv2XISIiHTrymHHJWZPYvL2Ox1dsJm1mbtp73QanzhjBR7sb+aQmcywA8PvcfHZaJfujSWpqmynye3BwiCetFv/u7NizamMNf3j2H+za2wRkbshedd4JLeZPmzZ/XbOT+59aS1PCxADKSwJs39PILxavpizsJxZPY1lOl7fbne+ku+uQwnHwPGjn3hi24+BxGQT9XkrD/hb72pCInzfWV5NMWRgGRIq8BPwe9tTFcQ6cJgV8bi75/CQAnnx5C8mUBYDX46I44GV0ZbjV/vboC5tYuvJD4kmToN/DV2ZP4oyZo1n21w95+tWtAEwZV84/fflEfN5MlzQGEAp6ieRw3B3lkRSCC25a2mrasrvn9cu2v3H78+ytT2ZfDy3187t/n9sv25bB5e5HVrFyzS5s28HlMjhj5ghuWlCVff/I49C8MyZw+bnHd3n5Bf/+LNFmM/s6UuThkdvPy77u6HjR2bZFukL7UWuPvrCJJ1/aTDJtYxgwrCzI7JPH8Le1u9m5N4Zp2dnz14MM4NZrPjPgzudyWpBfsWJFr6ynqqqq1bT9+/ezYcMGfv/73wNw/vnnc/vtt1NbW0t5eXmvbFe6btXGGu5fshaPxyAc9LBrb4wNH+6nNOyjNOSnLhrn/iVr4ZITu5REqzbWcM9jq2mIJTlQf8Fx4KPdUT7eHaX9Mvwhe+sS3PGHv1Mc9FEc9ODCYUdNDIChZUFq9sf4xeJ3MQ8U9d0ug4qyAM1Jk4ee3UQyZQ/6H0sRkb5w5DGjLhrn5w+voilhtpgvbTm88u7OVssnUxavvLuTSLGXooCX7TWZVuvhIi/76+MADC0NdHjsWbWxhl8ufjczZogBDrC9ppF7HlvNv1x2ElVTKogn0jzy/Cb+/NqHOGSKmj6vC4/bIOD1kDYttmyvx+d1EW1Kd2m73flOursOKRwHz4OiTSkcHGwbLMshmU4SbUpiGAZDSwNs21XPui2H8sZxoKEpTcOB/fGgRMriT8vfb7WdtGnTEEvi3mu02N8efWETj734ARjgcYHHbfDsX7fx+nu72by9HoBpE4dw7cXTs/3DG0ZmMOPD+5Dvb8ojKQRtFeMPTu/rovyRxXiAvfVJvnH78yrKS6+6+5FVLc7xbPvQOd9NC6paHYcSKTPzGrj83OM7Xf7IYjxAtNlkwb8/yyO3n9fh8WLz9roOty3SFZ3tw4PRoy9s4tHl72freY4DNbVx/rT8fVwG2drfkRzgxw++yW0DrCif04L8yJEj+2zdu3fvpqKiArc7cxHgdrsZNmwYu3fvblWQj0ajRKPRFtOqq6v7LLbBaMkrW/B4jOzjys0JE4zMf8vCAQI+DwlMlryypUsJtOSVLTQnTBwyd8MwyN4l60ox/qCU6WAkTIaUBNjZEMNlGGBAbTRB2rQPaznmYmhpEdGmFImUBQYsXfnhoP2hbIvySKRnlEOHHHnMCPg8NCebur2eWLNJ2sy0isKBaFMatzvz74amFCOHhto99ix5ZQvxpInLMLLdatiOQ3PC5M+vfciYihD/tXg167fuB2D8iAhgkEimGVZexN66ZvY3JLGdTEvlrm63O99Jd9cxGAyWPDp4HuRyGZiWg8Gh8x8HcBsGDU2pbEt3yBTEj2xR1JbD13Vwfc0JkyEl/uz+tnTlhwcuIF0UBzwE/G52729mb30CgBnHDuX/XDQtO3ix2wVloQB+f267bVIedW6w5JAcnSOL8Z1NH6yURz238sB4PId3qOA4mek3LaDFcQjAY4Bp29lr9M6WP7IYf9DB6R0dLz7c2dDhtvtT2rRpjqfxel0U5fCGd18o9DzqbB8ejJau/DB7Dnowd7tT5xto53M5PSu++eabuzSw2Z133tmncSxatIh77723T7cx2NXUNhMOHtrd0qaN2yDb7QBkBvfaU9vc5fUdfFSlp72Pmpadjckgk/Bp81Cr+CK/h3Cxh9po4lBreQPiybYP4oOV8kikZ5RDhxx5zICuFRKPZDtO5njjypzE2Y6D1zBwOHT8ae/YU1PbjGU7mRu1B7iMTBce9Y0J/vXev7K/IVN8PHPWSC49ezL/8Ye3GDG0mFTaYk9dPFPMNyDdje22p63vpLvrGAwGSx4dPA/yuI1W50KOk7mISZt2uy2Juitt2i32t3jSxOOCoN9N0O+muvZQ9zefOn4Y37hganawVq/bRVnEn20pn0vKo84NlhwS6UvKo56z2zmAHZx+8Dh0uMOv0TtbvjMdHS8623Z/SKUtmuJp4ikTx4FSb+66gusrhZ5H+bAf5ZuOPntXrgUH2vlcTgvyY8eO7bN1Dx8+nJqaGizLwu12Y1kWe/bsYfjw4a3mveqqq7j44otbTKuurm7VJ70cvYryIuqi8ewdZq/HRcq08B32C5RMWwwrL+ry+hoak9iO1b0m8W042HrL4zZImw7WgYN0wOdmTGWIffUJ9tQncBuHYrUcCOa4lVe+UR6J9Ixy6JAjjxnQ9da9h3MZBl6PK3Pj1cm8th3AyRyHoP1jT+Y4k8C2D7XQKAp4wXH4aFemazSvx8XX5h7PKdOG43EZTBhZws49jXjcrsx2TQeH7m23O99Jd9cxGAyWPDp0HpQZQ+fwc6GDueL1uLBtq1eK8l6Pq8X+FvR7wHAIBb3s3t+cPXdyuwy+ceFU3Adae/m9bsrC/mxxPteUR50bLDkk0peURz3nchltFs8PPrUY9HtIpEw8h92RPvwavbPlO9PR8SIWT3e47b6UTJrE4iZJ08yeF1uWjWXZHS84ABV6HnW2Dw9GQb+Hpni6zfe6ci040M7ncvqXvv766/ts3UOGDGHKlCk888wzzJs3j2eeeYYpU6a02X98JBIhEon0WSwCl5w1ifuXrCWBid/rpijgIdVoURTw4DgOybSFaTpcctakLq/vnsdWk45Z2NDyQpSu1+h9HoOigIdYcwrLOlSMLw54mDAyQqw5zYmTjuG1NbswjUyrfutAUWXeGRO68Q0UPuWRSM8ohw458piRTGcGYz2yD/nOhIo8FAW87K3L9BsfKfbS2Jw5ySsp9pNIme0eey45a1K2D3nDcQgX+2iKm5luy8iMNXLtxdMZNSxM0O+hpNjHF04ec6C/UZuSYl+m+w4HSkLebB/ynW23O99Jd9cxGAyWPDp4HhRtSmEc0aemQeZpkJJiPzF3mtiBx++7ekPryNkMoCjgabG/XXLWRP7y1sfs2tfUYttzPzs2W4wvDngpCfm69DRsf1EedW6w5JAcnaGl/ja7pxlaWnitc3tCedRzZ8wcwSvv7mx17Dpj5gggcy3+2IsfYNptX6N3tnykyNNmtzWRokyJrKPjxcE+5Nvbdm9zHIdEyqSp2SRlWjgHpm3bFWXl6h2s2riHMRUhfnnT5/tk+7lS6HnU2T48GM07Y0K2D/m2Bm7t7FR2oJ3P5UdzlQNSqRTvv/8+b775Jm+88Ub2f5356U9/yhlnnEF1dTVXX301552XGRn7Rz/6EQ8//DBz5szh4Ycf5sc//nFffwRpR9WUCq695ETKIkFicZMRQ0Ncds5kRgwNE4ublEWCXNuNAbWqplTwL5edxJjKCG63gWGAywXjhke4fM5xjBuemd6RoWUB/u3rp3DeqePZ25AgfaA7mmFlQcYOj+DxeLjyvKnctKCKy86ZTMDnwbQz/cddds7kQduvl4hIXzvymFEWCfK9r1VxxZzjsi3MAbxug7NmjWTc8EiLFk9+n5uzZo1k7PASHAdGV4QZVRHC7/Nk/+1gdHjsqZpSwQ3zZzGmMkxJyE99YypbjJ9x7DH84KpPM6YiTEnIR3kkgNvtahG3g8GoihCjK8L4vF3fbne+k+6uQwrHwfOg0RVh3C4XbreB3+uiNORnTGUku6+NH1HKWbNG4vcdNrBqsZeK8mCLfnUDPjdXzDmOK+Ycl50XMi3jS0J+RgwNtdjf5nxmLG63O1uMd7sMzjt1HBecPhEDiBR5KQ3786oYD8ojKQztDdza1wO6Avzu3+e2Kr4PLfVrQFfpdTctqOKsWSOz53cuV+ac76YFVUBm0MuOrtE7W/6R28/LFt8PihR5eOT2TC2po+NFZ9vuLY7j0JRIs7cuTm00SdK0iKdMVq7ewc9+/xZ3/nEVb66vxrR6r4s66T/9tR8NJJefezyXzzkOvzdzvWcYUFEe5Io5xzGmMoLX46KtU0sDBtyArgCG4xxNr6y9b9WqVdx4442kUilisRihUIimpiYqKytZsWJFv8ezY8cOZs+ezYoVKxg1alS/b1/6nuM4LF35Ib9fth7bgXCRl3++dCafnlqRF/2cFgLl0dG54Kalnc6z7O55nc7X1XkkfymHcu9va3fyy8fW0JwwMQy46MyJnHvKWPxeDyUhHz6vjhf5TnnUu6JNSf7zT+/yzqY9AMzutcj/AAAgAElEQVQ+eTSXnn0sxoExE0rDfoL+whpYbrBTDon0nPJIusqyHZoTaZrjacwDlfade2OsXL2Dv6+vzjYQgUyjkzNOGsk5p4xhSCSYq5D7jfJICknedE50xx13cM011/D1r3+dk08+mbfeeot7772XYLDwf1Sk/6XSFvc98R4vrdoOwJiKMN+5/CTGjyzF3cV+5UREpHDZtsOi5zbw1MtbcMjctP3mhdOYMq6c4oCXcLGvy/2QihSKxqYkdz38Dms+2AtkWspfdOZEDMPA4zIojQTw6yaViPSQZTvEk2l8HrdufMugYVk2TfE0zck0lp0ZUP3d9/fw2uodbNnRkJ3P63HxqeMrOPPAU6KGYbTo615EBoa8ydqPPvqIK6+8ssW0b33rW8yePZtvfvObOYpKcmnVxhqWvLKFmtpmDBxqD+tWxjAyI1CbRzF2icdtYNlOtk+qUcNClEX83PbbN2lKpPG4DIJ+L6Mrw1xy1qQB99iLiMhAtGpjDYue3cAnNVHsoxyXygB8Pjduw6E52fZK3G6D0cPCXHXeCQDZ40xFeVH2N78hluTOP65i7ZZ9AIwfEeFbF03nmNIAJSG1/pX88egLm1jy8pYWreXcLiM7Jk53eT0uigNtnwM1NiX5j0Vvs37rfgDOO3U85582HsMw8HnclIb9LbqUEukPh18vHP473h8efWETS1d+SDxpEvR7mHfGhH7raqCtJyD766nH6+9awcfVsezrsZUh7r15dq+sO21a1DYkeO29nby3eR+fmVbJeacO3v6UC0FnefLVf1tGPHXonC3oc/E/d1wAdL6vdZYHP/jVa6zbWpt9PX1iOf9x3enZ19+4/fkWYyIc2f1SR+/35m9P2rRojps0J9PYDuytj/Pa6p38be0uYocNcFlRXsTpM0fy2enDKQ7qXFQGnu7mTVvnue2JFHv5zuWfGlD1u7wpyIfDYWKxGJFIhKFDh7JlyxZKS0tpbm7OdWiSA6s21hwYGM8gnTapa0y1eN9xwDzKzpZM69CCfp+bVNpi47ZaTNvGtsGyHFLpJO69BvcvWQvqW1REpE+t2ljDPY+tpr4x2eVBudviAMlOTtgsy+GT6ig/f+QdvG6DUJGXcNBDXTTO/UvWUn3mRJ54aTP7GxIAnDVrFJfOPpZQ0EdpyIfbrYKj5IdHX9jE4hfeb9Vv7NEW4yHTGq8h1vocqLEpxU9//xYbtmUKGxedOZG5nx0HZPo8LQ379YSh9LvDrxcO/x3vj3P3R1/YxGMvfgAGeFyQSJmZ19DnRfn2uiO84KalfV6UP7JACvBxdYzr71px1EV5x8m0hl//YS2vvLOdtzfUZIsvjc0pFeQHsM7y5MhiPEA8ZfPVf1vGsPKiDve1zvLgyGI8wLqttfzgV6/xH9ed3qrYDrC3Psk3bn+e3/373A7fv+7Sk3rltyeVtmiKp4mnTEzLZt2W/axcvSN7rIVM3/czjx3KGSeN5LixZW2OzeI2wJ1nY7aIHKm7x+z2znPbE21Kc8cf/s6/ff2UAVO/y5uC/DnnnMOrr77KBRdcwJe//GWuvPJKPB4Pc+bMyXVokgNLXtmCx5N59GrX3r65KRMp9uJxu9lXH88WgLIjNxvQnDAZUuJnyStbBkxCi4gMREte2UJzwjzsR7hvOUBzPI3P6+KY0kzXeEGfhyYnzQNPr8NxwOd1sWDuFD4zrZJwkY9wka/vAxPphqUrP+yTQdwcWp4DTR5Txk8efJP3P6kD4NKzj+ULnx4DQCjgJRLy5d3grTI4HH69AJmbQwnMfjl3X7rywwNFxsxNWo8Bpm2zdOWHBT0g35EF0s6md8SybGrqmnl51Q5eW7OTnXsPrcPjNjjpuGEsmFO43+Vg0FmeHFmMPyiesnu8rx1ZjD9y+pHF9oMOTu/o/Z7+9iSTJrGESTJtUhdN8vp7O/nre7uoazy0zbKwn9NmjuS0GSMoCflbrcMwwO/xEAy4Cfg86kZR8l538+ZoznNTpjOg6nd5U5D/4Q9/mP33N7/5TWbMmEFTUxOnn356B0tJoaqpbSYczOyedi+PO2wYUB4JkEpb1EYTLd878F/HybQS83vd7KnVUxoiIn2pprYZ07Lpr2HmD27nYEtil2FQG02w70Cr+IryIr518XTGVUYoCfvVJ7bkpXjS7LN1HzwHao6nue2BN9iyox6A+edM5qxPjcYAwsW6USW5dfj1wkH9de4eT5oc2UOT2+jbvCwU8aTJqo01vLTqE9Z8sLfF08sjh4Y4bcYIPj21kuKglyElgRxGKj1VqHlytL898WSapmaTRNrk/Y/reHX1Dt77YF+LescJ48s546RRTJ80BLer5ZdnAF6PO1uE9+ipTRlAups3R/s7MZDqd3lRkLcsizlz5vDcc8/h82VO7KuqqnIcleRSRXkRddF45m6vYfRaUd7tMhhSEqChKUUqbWUbY2Ybdh3YjGFk+lFNpi2GlRf1yrZFRKRtFeVFNDQmsR2rX4ryxoEff7fLwAB27InRfOCkLxT08v2rTmZIJEAkpG44JH8F/R6aDutbtjd5Pa7/n70zj4+rPO/992xz5symxdZi2cZgGy+AjTcImx0HA6EBx41pY8BNaCgNKelNQhySlHtJk1JCmsS3NzRJS9pyIQ0hJjdqHHY7EGHHgEF4xXiTDV5kW5atXbOeOef+cTQjjTTaZzQa6f1+Po6i85455x30Ls/7e5/3eVBkqK1vpz1sIgF33jyHpQsmI0tQ6Be5FAS5p+t6IcFI2e6GrhKOmqhdpoi47VwX9MS2bWrrW9n01nG27KpNhoUDcLsUrrikjGvmVyQTVCoyGC4NTQiOec1Y7SeDGXuckEwm7SGTxtYwb+49zZadJznbGEre4zM0rplfwdIFFZQUpT5DwjkxYugquksVSY4Fectg5+yh2rn5pN+NipFQURQURSESiSQFecH4ZvXymTxeuYcwJgU+rUcM+aGgawp+r8b55jBxy0aRwbKdSU7C+Z/kkRgbPG4V07RZvXzmsN8tEAgEgt5ZvXwmj23YSbS1/4Q9mUACDEPDrckcOdWC1TH4e9wq96y6lIqJXjxuITYKRjerlk0fVGzNgSIBEwp0jp1pJxKLI0lw1ycu4ap5k1BlicKAW5waEYwKuq4XdE0hEouPmO2+atl0Nmw+hGlZKJIjMmI718cy08p9aUOGTCv3pb0/HDHZtqeW379zgn1Hz6dsus+cUsA18ytYPKcM3aUgS04IA7fueP+KUFj5T3/9xHDJacPWGC45bQx56L2tdWfejOK0YWvmzSgGnASt6cLSlBTq/ZYPZOyxLCc3QlswxqETTWzZWcu7B+qImZ3fd+aUApYunMKi2SVoauq8mtiU0jv6g0CQ7wx2zh6KnetSpbzS70ZNz/7sZz/LV77yFe69917Ky8tTJuCpU6fmsGaCXLBkbhmsnk9lVQ0x06asWKGhOUys40ijJDnH3cz0Yed64PdoKIrMuaYwmiqD5IQomFLm5dr5Fbyx5zS19W1Iko0qSxi6RkWJb1jZ0gUCgUAwMJbMLeNLaxby1Avvc7yuBWuAY3t3JMDlUlAkm2Ak/UMURWJKiY8LJwV4fWet8zkJppT6uOOmOVx12SRnnhAIRjmJONWVf6hJJkAE5+THUBO7aqpMccDN+eYIkVgcWZK4+5OXsmRuGS5VoSigiyPyglFD1/XC2YYgpcWeEbPdE/1v45ajhCImhq6yatn0EYkf/9z6VWkTWmY7oSvAjx9Y0SOx67RyX4+Erkdrm3nlrQ/ZuquW1mCnh6Pfo3HVvElcO7+C8gleJAncWqcIL+Jgjy366yfPPrqyR2JXwyXz7KMrgZ5JhLu2tf76wXfvW9ojseu8GcV89z4nJHK6xK0lhTpPPHTzgMp7G3vilk0wFOV8S5i33jvDlp21nKhrTT7D7VL4yGXlLFswhcmlqZsLiU0pxxteEZtSgjHFYOfs3uzc3gh4Ne6/Y3Fe6XeSbY9UxNa+mTMnvfEiSRL79+8f4drAyZMnWbFiBa+++ipTpkwZ8fcLhoZt2/zmDzX8/MX3sW0o8LlYd+ciFswqFRNaDhD9aGikMy6705sROpR7BKMX0YcyT3NbhB/8oprdh88BMH1yAZ//08uYWurH7xXJKccioh8NnHNNIR78122cPteOIkvcs+oyFs4uxdBVCn26EMvGKaIPCQZCKBzjDztO8vvtxznckXcCnE3vS6dP4Nr5FcyfORFVlXEpnXGwlXGyySf60dgmZloEwzEOn2ikakct2/edJhzpFBGnlPpYtnAyV15SjrtLyJ7EppThVtA1sSnVH6IfCcYSo8ZD/sCBA7mugiDPCUdN/uXZXWzp8Hi8qCLANz67hMkl/hzXTCAQCASjgUPHG3n0qbc51+TErv3Y4imsuWEWEwqMlMWRQDAeqW8M8Xc//SN1DUFURebeT81j/syJ+AxNbFYJBIK02LbN/g8beOWtD3ljz+kUL8aJBW6umV/B1fMmURxwoyoyhq7g1jVxEk0wZojG4jS3Rdm2p5bXd5yk5mRzskxVZJbMLWXZwilcVBFIzqOSxLjclBIIBKmMutXn6dOnqaurY8GCBbmuimAQVO+vo7KqhrqGIGVdjp50vS5hc745jBnP/qEM3aXQ3Bbhvn96LSXmlCrDp2+cnTz+0lu9BQKBQJB5EmPu0dom2kPmiL5bVaSU+cfv1aiY6OXH/28X+442JOPaSkDAp6G7NDEvCHJCV9sE26a5PUpkAEd1h4NLlbFsGzNuo8gSn7jmQrbsquW1d09g6Corr5ueth88s+lATkJ2CASjgVyFjcn1u9c8+BwgIcsyoahJvMvcqioSC2aVct3lFcyaVoRLkTF0FbcuklGOVfoKCwP9t9W+yofz2UyU9/Xd3t1fx2+31lBzvJlQxEwJFVdSZLBswWSunl+Bz3ByEjnJWRObUmqPmPGC/KYvXSnbmlO65wPJa4auICHR1BohFDWJRJ38QLIsMbXUz123XJLx+jz1wvvU1jvhpgxdIRqziJpOLgnLZsihFfti+aLJrFu7JOPPzSajRpA/deoUX/3qVzlw4ACSJLFz505efvlltm7dyiOPPJLr6gn6oHp/HY9X7kFVJfyGSmNLiMcr93D4iqm89s4JVFUiFjMzkph1IPg8GhLQ0NIzCYtpwS9fOQjAxVOL0tab1fOF+CIQCAQZJjFXBCOxnIvxhkvB69b479ePEAyn1sUGmttieN0Wjaok5gXBiNLVpopGTZrasm87qYqEadnJ5MYuTab6QB0TCnTiZpyz7ZG0/eCZTQfYsPkQSI7DQzhqOr+DEOUFY57eQgKuXLcx68J4rt5tWTZ3ffslLFvq8ITv3CiUgD+/YRZXXlpOgVdzklG6FBEHe4zTXbAG2HukgQd/upXv3re037baV3lvDOSzmSjv/t0kCY6eauV7T22ntMjHi28cJRJLzVc0fXIBt153EXMuLEbuaPeKLCVjwovkrGOT3vQwVs8HyKrmlO7dP/rVDiRJwmuoyNicrGvDtm1s21nnANg2xOM2x8+08NiGnXxpzcKM1eexDTtpaY8iSc47WrokfhximrABUbXDiZSRT6L8qDkb861vfYvly5ezY8cOVNUZqK699lreeOONHNdM0B+VVTWoqoTbpSJJzk9Vldi45WjyenNbrP8HDRNJgiK/jmlaKcmD0rFxy9Fe611ZVZP1ugoEAsF4IzHmtgVHVoyX5VQxvsiv4/O4ONcU6iHGd6U9HBfzgmDE6WqbtLRn33ZSZEdks7p4Kvk9GtgQjsSxbHrtBxu3HO0Q42UkSUaVZZA6rgsEgjHDuaYQT7+8n3se2UxTe6xHcj1ZAo9b5dZrL+KCMh9lxV4K/DpuXRVi/Binuxjf3/V8IvEdZFki4HUxsdAgHrfYtucM//16TVKMV2SJAq+LiYVOWKZLLpqAKkt43RoTAm7Kij0U+HQhxo9h+tKVsq05pXt+KGISDJuODtceRZYkbDrF+ARSx7Vg2MxofYJhE1mWUGS5xzuzzZZdp0b4jcNj1IwKe/fu5Wc/+xmyLCcnbr/fT2traz+fFOSauoYgfiO1KemaQihiUl5sAGBlOXewojgTYUt7dEAhcUIRs9d6n20IZquaAoFAMG5JjLnZng8SJCSAhNCoyBITCtyEo3EaW0MDfo6YFwQjSVfbJNt9Re44Ntw1XNOEQjeW7dTjoopA8t50/SAUMekeBlqRnOsCgSC/iZkWb+87zStvHWPX4Xq6D0cSThgCr+FCUSRCEZOigDsndRUIsoGqOKK6rEi0tkdpaU89seZ2KfgMDUNXUGQZlyYjSTbFAV0kZx1n9KUr2ZBVzSndu+OWjd0xaMdMyxHk05mUkmMDmnEro/Ux4xaqkpv2b2UhFE42GTWC/IQJEzh27BgXXXRR8lpNTQ2TJk3KYa0EA6Gs2ENjSyhl1zcSi2PoKpGY42EoS1LWFpa6S8FwKTS2RtIPNGkwdLXXepcWe7JST4FgNBKNxQcU03Og9wkEvZEYc7M5HySQJFLmA49bxe9x0dQaIRIbXCxuMS8IRpKutkk2+4okOV5RicfLEkwsNIhE44SjJmq3BHPp+oGhq869XdZccdu5LhAI8pMTda1seusYr717IkWA9Hs0rrpsElt21uI1NHRNIRw1aQlmP8eFQDCSaKpMU2sYQ1dpDUZJp+9dOClAOBoj4HFhuDVcqkxrMIrHcGHo2shXWpBT+tOVsqk5pXu3IkskXJM0VcY07R5rIwBsxx5UFTmj9WlujWDZNrnYk8q3jbBRYzHffffdfOELX+Dzn/88pmny/PPP8/jjj/PXf/3Xua6aoB9WL5/J45V7CGOiawqRWBzTtFm1bDqvvXOCMCYFPi0rMeR9hoZl24OOsbpq2fRkDPnu9U4kwRAIxgMuTekzTmOCkUoUJhi7JOYKnye7oTgSXr8Jijs89uobg2kXVb3hdTtig5gXBCNJV5sq4NWyEkM+sVRJLMxURWJCgUFbMIqiOLFuJUkiHO3bPlq1bDobNh/CtJwkXfGO89Crlk3PeJ0FAkH2CEdM/rj7FK+89SEHjjUmr0sSXDp9AtfOr2DR7FL8Ho19R+ppbIvR2BpOEXcM16iJhCsYQebNKE4bnmbejOIc1GZ4uFQZt64SjcW5+x83EzPTR7ueN72Ym6+5iJe2fUDctojG4pxvDmGaNmtuFPlTxiO96WEJuymbmlO6d3e14wq8Luqbwp22X5fP2jgxzD1uNaP1ScSQtyU7GRZnpFi2oCLtddu2OXyiia27atl75ByfuOYibvrItBGsWXpGzcz5Z3/2ZzzwwAO8/PLLTJo0id/+9rd8+ctf5pOf/GSuqybohyVzy7h39XyKAgZtIZOigMG9q+dzx01zktddmkpZsZGxoysSUOjTiZlWnzGAu6PKcOfHZ3PHTXN6rbdI3CcQCASZJzHmTptUgNfIjveQ1EWMVxSJsmKDSCxOQ0u4hxhfUuTmzo/PZtokf+ozgAKfhs+ji3lBMOJ0tU10l0ppkYHuyvzppISQ5tJkJhYaNLdFQJKYNqmAL9++iC+tWdivfXTHTXNYc+Ms3C4V03Jiza+5cZZI6CoYF/TmqDASDgyZeLdt2xw63si/PLuLz37nFX60YWdSjJ9Y4OaTS6fzT1+8jm9+9gpu/Mg0Kkp8+L06jz94E9hWDzH+2UdXDus7CfKT7963tIf4Pm9GMd+9bynQf1vtq3w4nx1Mua7JSSe/lvYo4WicmGmhuxQKvC7AEesLfTrXzi/n25+/hmULp3DbilmoqkpDS0TYi+OcvnSlbGtO6Z7f1Y6zkZhS5uOC8gAFPj1pU0qSs1a6oDyQsYSuifp8ac1Cppb5kSQJVZUJeDXcLgVZltAUqcODP/MsXzQ5JaGrbdvUnGziyef3cc8jm1n3oy389vUjHDnZzM6DZ7NSh8Eyajzk4/E4N9xwAzfccEOuqyIYAonBZqDXB4Nl2WzYfJBfbjoION6Of3fXFcy5cPg775mon0AgEAgGRjbGXNu2efGND/mPjXsx4za6pnDXLXO56cpp6AMInSHEQ8FoI1u2yd6ac/zDf75FOBqnyK/z1TsXMXtaUa/H6wdShztumiP6kGDcksvTg0N9d0t7lKodJ9j01jGOnenM1aYqEgtmlXLd5RUsmFWC162hu5S0SVmF+C7oSkJ8743+2mpf5cP5bH/lx8608CdXTaNqZy1toc6Tm5NLfHx00WSuvKQcr6FiuJy+4O5mUwodQdCVvtpDtttKX1pcLshl37Btmw9Pt/DH3afYuquW0+faU8orJnpZMreMP18xKyf1686oEeSvvfZabr75ZlauXMnixYtzXZ1xT/X+OiqraqhrCFJW7GH18pm9dqrq/XU8+cI+TtW393q0K1O4VBnTtHjgX7b2cY+EJEnE4jaGrrJq2XSxWBQIBIIRJDGHnDjTSixuYVsWkiwTisSwsjtN4DVUnn31MP++8b0esRIVRWJigRu3rtLUGulIAm4DEmqHl0jiyOZA50CBYKj0Zmv97Q9e5diZtqy+24xb/MuzuzjfHCbe5fhISZGb+25bINq7IG94ZtMBNm45Sihijrjdny7k30iJ9IN5t2XZ7KmpZ9P247y59zRmvHMinlzi47rLK1i2cDITC52TOf15L6596AVagp0nlAMelacfvmWI30SQ76z++ka6pufRFKj8fmdb7K+t9lU+nM/2Vr5u7SJe3PYB+z9s7FEW8Ko89FdX4tE13LrCi9s+4L9fP0prMNpjfMnl2CPID/pqI4PR29I9Mxh2NpGGmmpIUSQsy077+YBXw61ryXoBSb0PwKMrtIXMFPtxNODWZCYWeTh5NtWGLiv2sGRuGVdfNonpUwpwuxQ0dXTkxhs1gvwTTzzB888/z7p165BlmVtuuYVbb72V2bNn57pq447q/XU8XrkHVZXwGyqNLSEer9wDaY7WVO+v40e/2kFrMJb1Dulxq9i2TUuw73iqUdMRWBQZwlGTDZsPAcILUiAQCEaCxBwSi1sdybASxl52k74pssSEQjet7TFCkfShzOJxm7qGEJLUEUdbAssCWQZZkjhV38qPfrUDSZLwGmq/c6BAMFR6s7V+asWpb4pk9d0FPh1VkahvCvVYiNU3hvnBf73DA5+5QrR3wajnmU0HHDtfcsJSjqTd31v+nZXrNmZdlB/ou+sbQ7xafZzN249ztjGYvO52KVx5aTkfXTiFSy5yTskoysAi2XYX4wFagiZrH3pBiPLjkO5iPEAs7lyv/P6qfttqX+W9MZDPdi+XpERyS4v1T+/o8Rm3S8FraGiqzPd//jY/Wreiz/EFyNnYI8gP+mo/iVyGA9Hb0j3TJr2QPhji8d4f0NIewzTjuFSJxzbsJBI1icQsZAlicZvmLDvhDobEes62IRyzkmL8xEKDJXNLueayCi6eVojhUgc8z40ko0aQv+SSS7jkkkv4+te/zttvv83zzz/PXXfdRUlJCc8991yuqzeuqKyqQVWlZKZmt0sljEllVU2PAaKyqoZQxESWJOJZTNdQ4HURjJiD8sC3bHApMqZlsXHLUTE5CgQCwQiQmEOa201kWcLqw+DLFIau4nWrNDSHO7ze+6a7EWvbIEkSwbCJZTke8xMKnGSwfc2BAsFQ6c3WOnM2u2J8cYEbK25zvjnc6z2haFy0d0FesHHL0Q6xw1lkqxLj3u6PmRbvvH+GTduPsePg2ZT5buaUQpYtnMx1l0+i0G+gqYMXJ7qL8f1dF4xtuovx/V0faRyHCxkzbhGNdeoIC2aVsO/oebxuFUPXiMTitIdihKOdFe9rfAHE2CPok77az/TJBQPW29I90x4BPTwYsahwqdQ3homacVRZRpYliI+Ozi11iPA2pGSNdWky//Mvr2TOhUXoLi1r8eozxagR5Lsyffp0ZsyYQUVFBR9++GGuqzPuqGsI4jdSm4auKZxtCKa9N27ZyGniC2YCWQK/10VrMNYhkgychAGqSPTqLSkQCASCzJKYQ2KmhSIP/SjlQJCAQr9O3LI514fAmI6EASeREORJbvra3Srd2xwoEAyV3mytbCEBEwoNwhEzJVZuOmwb0d4FeUEoYtJdUx7vdv/nHn6F5rbO08R+j8Y18ytYsWQq06cUZnWcEQhGCxt+fxC54xSkRad6KUvgNTS+tnYx9//z67SHY7S0t5NOZuhvfBFjj6Av+mo/g9Hb0j1zBHydkphxK7lOyjUSndp716Waril4DBVVlojELBbNyR+HklEjyLe0tPDKK6/w/PPPs2vXLq677jruueceVqxYkeuqjTvKij00toSSO3YAkVic0mJP2nubW8NZiQmsKjKGrqYYlYMhMWjEbcd7UiAQCATZJzGHaKrjkZTwYMg0iixRFHDT2h4lMgRXrK5HHBN11FQ56SHfld7mQIFgqPRma2UDSYKSQoPWYO/hnLrfL9q7IB8wdJVw1ETtMmSPd7u/uS2KJMGl0ydw/eKpXD1vEl5DS5ucVSAYa8iyExf7Fy8dSLnudin4PRqyLBMMxyjw6dQ3hfp8Vn/jixh7BH3RV/sZjN6W7pnZWlulQ1VkLDs+KkT5xFeWcDzhfYYLJJtw1KKlLTrqYtoPhFETRGfp0qW88MILrFy5kq1bt/KTn/yET3ziE+i6nuuqjTtWL5+JadqEoya27fw0TTuZ0KH7vYauYmV4RHASLUi09hMvvi/kjmNB2LBq2fQM1k4gEAgEvZGYQzxuddAnmwaKoasEvC4amkNDE+Olzn+J322cOhu6isetDmgOFAiGSm+2VklhZu1eWZaYWGDQ2BoZsOee4VJEexfkBauWTQfbsfdt2xoXdn/3E1xdkSRnbPnJAx/jkS9cy40fmYbP48qoGB/wpBcce7suGNv0duBipA9iJJp4wu70ulVURaLIr1M+wYPuUmhqi1LXEKQ16JwS622+TVzva3wZj2OPYHD01UYGo7ele+ZICOMeXSYcNZ21kcF7sOgAACAASURBVEvBsm2sbHjhDhAJ0F0KxQE3hX4dRZFpbA1zvjlCe6gzn2W+zUWjQpA3TZP77ruPCRMm8NJLL/Gd73yH3/zmN8RifR+pFWSHJXPLuHf1fIoCBm0hk6KAwb29JJhYMreML9++iCllviHFIUyH36Nhxi1CkaF5irlUCV2TsXHicq25cZaI5SYQCAQjRGIOqSjx4fe48Lg1PLqTLEse5jQhAYU+F7Is0dgaSXvEuC8URaKs2OCCcj9+rwtD1/AaWvJnRYmfL9++iC+tWTigOVAgGCq92VpPPHQz08p9GXmHqkgUB3QaWsIDzsFTUuQWCV0FecMdN81hzY2zcLtUTIsRtft7S9yarYSuLe1RfrflCF9aX9WjzKXKFAfc/L9Hb+VzKy9lalnAifWbBZ5++JYegkfAo4qEruOUyu+v6iG+a4pzHfrvJ32V91V2+EQjN155QfJaYp9KkuCvVl7KT75+Pb9+9FaCEZMz54M0t0WT82DiuU88dHMPUb6kUOeJh24G+h5fcjn2CPKDvtrIYPS2dM80dC3FsWgoKIrU6+cDXg2/101RwOBLaxbywGeuYEqZDyQJTZUp8I5MbHZJchx1i/06BT4XsiTR2BqmsTXi5P3qtg7Mx7lIsvvaZh8BWltb+dznPsepU6dYtmwZJSUl1NfXs2XLFiZNmsSTTz6J3+8f8XqdPHmSFStW8OqrrzJlypQRf/94YevOWv7Php1EY3HcLoUv376Q6y6fnOtqCTKE6EdDY+W6jf3e89z6Vf3el6l7EvcJRp7x3IfCEZOf/GY3Ve+eBGDSRC/f+IvFzJhalOOaCfKN8dKPfvv6Ef7zd+8BMPuCIr51z0cIeMVJU8HwGS99aLRhWTZ7aurZtP04b+49jRnv3FibUurj+sVTuf6KqUwoMHJYS8FAEf1oeIQjJlt21fLSGx9Qc7I5eV3XFK66rJybPjKN2RcWizwJYxzRj/KftlCMt/aeYuvuU+w+VJ8SasbQFRbNKeO6yytYMrcct2ts9+ec+/OvX7+e4uJifv7zn+PxdMZMam9v5/7772f9+vV8+9vfzl0FBVnBsmx+8fJ+fv3qYQBKigz+5+c+wozJBTmumUAgEAhyzan6Nr775NscO9MKwJWXlnP/7QvxeVw5rplAMDr59auH+PmL+wEndvS37r4SjyH6i0CQj9Q3hni1+jib3z6ekuTP7VK4et4kbvrINC65qBh5uMfOBII84ERdKy++8QF/qD5Be7gz9NrkEh8rrpjK9UumUBwwRJ4EgWAUEwzH2L7vDFt31bLz4FnMLplpdU1h0ZxSrru8gisvLU+JrT/Wyfk3/f3vf8+zzz6bIsYDeL1evvWtb3H77bcLQX4Eqd5fx7/+Zjf1TaERSxTh0mTag1G+8r+rBvwZWZZYtqCCdWuXZK9iAoFAIBg01fvr+D/PvEtze2bCzgW8LvYcrueOh14a1nO8bpVox3HlihIvf3nLpWmPhlbvr6Oyqoa6hiBlxR5WL58pwncIskK6tgYkr3UV4gaKrimcqGthzf/qu79IQMCnobs00c4FeU0ux+x0JwyHeqIwZlq8/f4ZNm8/xo6DZ1PWYbOmFrLiygv46KIpeN1axt89WNY/Xc2WXaewLFusycYBax96gZZgpxDePSxEf21xKOWV/7SSt/ae5vu/qO5RdvVlk/j41dO4fOZEbv9fLyU3o4fy7rsffpn6pkjy964hawCe2XSAjVuOEoqYGLrKqmXTMxaWRtibY59M/I2r99fx1Avvc+JsK5Zlj5hGl20SMeF1l4Jl2by7v443954e1jPnzSjmu/ctzUwFR4icb6u3tbVRVpa+UZaXl9PW1jbCNRq/VO+v44e/qOZs48iJ8V63CjYEBxkv3rJsqnbUsv7pnpO0QCAQCHJD9f46vvfU2xkR42VZotDvIhiOEY4OLadIV9rDphM/1LY5WdfGj361g+r9dSn3VO+v4/HKPTS2hPAbKo0tIR6v3NPjPoFguKRra49t2MmPfrWDxpbQkMR4t0tBVSRaBtD/bKC5LUZ7MCLauSBvyeWY3Vu4v4GEAezKibpW/vN37/G5h1/he0+9w7sHHDE+4HVx67UX8di65az/ykf5xDUX9SnGD+XdQ2H909VU7ahNJs8Ua7KxTXcxHqAlaLL2oReA/tviUMtXf+O5FDFeliX8Ho0iv86uw/UsnlPGp77xPJFYT/twoO/uLsYD1DdFuPvhlwFHjN+w+RDhqIkqQzhqsmHzIZ7ZdCDtcweDsDfHPpn4G1fvr+OxDTs5fqaFeHxsiPFul0KB14XPoxG3bJrborQGY0mnqeGw90gDD/50awZqOXLkXJCfOnUqb731VtqyN998k6lTp45wjcYvlVU1BCNm/zdmiAKfi3A0PqzOt2XXqQzWSCAQCATDobKqhkhs+AaVS5XxulWaWqMpRxozgSzLyJJEKGJSWVWTUlZZVYOqOgnBJcn5qapSj/sEguGSrq0FwyahiDmko7pul4IskXKcfyC0h+OinQvylnwds0MRk9+/fYyv/8tW7vv+a/z29SM0t0WRJLj84ol8be1invzWTdy7ej4XVYyucJ6JtVcioWAiSohYk41Nuovx/V3PNLqmUOjT8egKwbBJY2uEUIb0iu5ifPfrG7ccBQlUWUaSZFRZBqnj+jDJ17FLMHAy8TeurKohGDaxcTzK8xVdUwh4NPweDTNu09zuiPCxDIjw3dl7pCHjz8wmOQ9Z87nPfY5vfOMbPPTQQ9x4443IsoxlWWzatIl//Md/5P777891FccNdQ3BEdl1kyUJv1ejpT067PdZ3VMrCwQCgSBn1A3Bq7c7XkMjHrdoDWYm5E06JAnilt3DC7muIYjfSDWNdE0ZkreyQNAX6dqaGbcYSghcQ1exbXvQpw27Itq5IB/JpzHbtm0On2hi0/ZjbNlZmyIqTiw0+NjiKXz8I9Mom+DNYS37p7e1l1iTCQZLY2s47XVZlvDoKqoiE4qaNLWlF86zTSjieMZ3RZHIyIZAPo1dgqGRib9xXUMQM25h2/knyOuaE47Gtm1CkTgtWVzX5TM5F+RXr15NU1MT3/zmN1m3bh2FhYU0NTWhaRpf/OIXue2223JdxXFDWbGH+sbsivKaKqNrCs1t0Yw8T5bzbWgSCASCsUtZsWfIiwlJco7ot4diGfeK745tgyJLlBan5q8pK/bQ2BJK8VCOxOI97hMIhku6tqYqMk4wmYHj0VXiljXskyminQvykXwYs1vao1S9e4LNbx/nw9MtyeuqInPFJWXceOUFLJ5TljdrGlmW0orv+VJ/wejh7oc3pfzu0mQMXSUetwhGzJxv8hi66oSr6dK047Zzfbjkw9glGB6Z+BuXFXtobo1g2fHBmoc5waXJuF0qNjbhSJyW9sxofmOZnAvyAHfffTef/vSn2blzJ42NjRQVFbFw4UJ8Pl+uqzauWL18JkdPNg36uPNAMXQF24a2UOZ2x5YtqMjYswQCgUAwPFYvn8mhYw2DFgdVRcLjVjNycqo/LMvCssGra8kkmglWL5/J45V7CGOiawqRWBzTtHvcJxAMl3RtzeN2PN3D0YHZYR63ihm3iA5DjPe6FcJRU7RzQV4yWsdsy7LZU1PPpu3HeXPvacx4Zx+dWurj+iumcsOV0yj06Tms5dBYtqCCqh21PeZqsSYbmwQ8atrwNAHP8GUkM24jSY7ArWsy4aiVMae9gVBSqKcNW1NS6PTLVcums2HzIUzLQpEcMR7buT5cRuvYJcgcmfgbr14+k8c27CTWFifzwV0yg6bKyU2qSDT3Ivy8GcU5ff9gyXkM+QQ+n4+lS5fyyU9+kqVLlwoxPgcsmVvG1/5iCaVFxpCOTPeF36MRM62MJOYDxwtj+aLJrFu7JCPPEwgEAsHwWTK3jG/edSUFXm3AnzFcCi5NoaU9llUx3utW0VQZJIkpZT6+fPsilsxNTSq/ZG4Z966eT1HAoC1kUhQwuHf1/B73CQTDJV1b+9KahXz59kUUBQzK+vGg8rodL8KhivESUODT8Hl00c4FeUsux+zn1q9Ke33tzXP460d/z0OPv8nWXbWYcQu3S+Fji6fwvS9ey0++fj1/dv2sYYnxvb27t+uZZN3aJSxfNDnpES/WZGObpx++pYf4HvCoPP3wLUD/bfGfv/LRtOXTJxfwhdXz+NUjtxCNWTS2RlNCwTy3flW/zx5u+RMP3ZwU3xOUFOo88dDNANxx0xzW3DgLt0vFtMDtUllz4yzuuGlO2ucOBmFvjn0y8TdeMreML61ZyAXlARRFyrhGN1RURSbgcVHo01EVmZb2KC3t0bRJlkeSeTOK+e59S3Nah8EyKjzkBaOHJXPL+M//ddOwnvFa9XF+/OvdxEwLQ1e5/46FXD1PeE0IBALBeGDJ3DJ+8Q+fSFv2xp5T/J9f7SQUMVFkic/8yVxWf2wm0mixMHHqLxZEgpGgt7bW/VrMtPjBL6p5c+9pAG697iI+/6fzRlW/EQhyRS7H7OfWryJmWrzz/hk2bT/GzoNnefrlA8nyi6cWsuKKqSxfNAWv4cr4u3PFurVLWLc2Z68XjDAJ8b03urfFcNRk8/ZjvPTmhxw+0ZS8rmsKV82bxCeumcbcCyck57D//v7KAT870+UJ8b037rhpTkYE+HQIe3Psk4m/8Ui1E9u2OXi8ka27atm2+xTnm1NzPFxUEeDqeZNYumAyU0r9Wa/PeGHMC/LXX389LpcLXXd2P7/2ta+xdGl+7ZrkC/G4xZMvvM9vXz8CODGvHrr7SqZNKshxzQQCgUCQS+Jxi5+/uJ/KqhoACv06D6xdzPyLS3JcM4FgdBONxXn0qXeo3l8HwKc+OoPPrbxUiPECQY45UdfKpu3H+MO7J1LCbPg9Lq67vIKPXzWN6ZMLRF8VjBtO1LXy8psf8mr1Cdq7hKitKPFywxUXsOKKqRQHjNxVUCAQpGDbNkdONrNlVy3bdtdytjGUUj61zM/Vl5WzbOFkLigPiPksC4x5QR7gscceY9asWbmuRs6p3l9HZVUNJ860EoqaxMx4SngAXVPwezWaW6NEzeFFqdI1hfZQlL/9YdXwKg2UFLm577YFYgdZIBAIRjHV++v419/s7mHMdcelydiWzf/8tzeyVpeAV2NauZ99HzRiWTayLLFsQUXKkfrEnFjXEKSs2MPq5TPFPCMYUVau2zio+32Gxivbj/HfHY4Pw0HXZL5515UAoh8I8pqRHMtDEZNtu2vZtP04+z9sSClTFRmfofKzB2/MSNLH/kg3foyU1/yDP93K3iOd3z8fwwQIBk5ffSxmWtz2jeeQuiX7VRWJRbNL+fhVF/LjX+9iw+ZD/PzF/cnyrm21r7bcXzvvr3ztQy+kxMDvGm4HYNXXNtI1d6wswcYfdn7+mU0H2LjlKKGIiaGrrFo2Pekx/7c/eJVjZ9qS904r9/HjB1b0qI9gfNG1v3h0J8FpKBLv0XcS9x0/04IZt9EUmanlfubNmMCzmw/SVY5TZfB5dGJxK2WzazjIkpMntnu4UElywjP5DI3WYJSNW47y7KuHM/LOvlAUieKAjixJ1DX0XEve+fHZ3HHTnB7zD0CBV+MrdyzOS/t11MSQF2SX6v11PF65h1P1bbS0R4hE41iW0wET/8LROPWN4WGL8V5DQ5KgLZSZ5LD1jWF+8F+d3mECQb4SzXFcNYEgW1Tvr+OHv6juV4z3GhqqItOc5YQ/Le0x9h5pSC4OLcumakct65+uTtb38co9NLaE8BsqjS0hHq/cI+YZwYgxEDG+qx+Sz9CwgWA4M7ZVJGbxnf94i8c27BT9QJC3jMRYbts2h4438uNf7+Ku77zCjzbsSorxkuQkV55Y6HYSkwdjfPrBFzL27t7obfwY7CbfUEgnhuw90sCDP92a9XcLRp7e+tjv3z7Oz198n9u++Rw2pIjxuqZQHHDz4F9eyaNPvU1ja6RHbOlEW+2rLffXzvsr7y7GA7QETdY+5PTR7mI8gGU718ER4zdsPkQ4aqLKTiieDZsP8cymAz3EeIBjZ9r42x+8mrZOgvFB1/4iS86pkZN1bcjYKfNTpzbXSnsoRjhq0hqMcux0M798JVWMBzAtaGqLDFuMV2SJjvQfWHanGC8BukthYoFBccANwLnmEE1p+m62iMdt6hvDacV4gF++cpC7H365x/wD0Nwe43tPvZ2X9uu48JD/2te+hm3bLF68mK9+9asEAoGU8paWFlpaWlKunTlzZiSrmHUqq2pQVYnmdhMbp9NlI3degc9FMGwSG6ao351QNE5lVU1e7nqNF8ZDPxouLk3pd7GUy5iggtySz32osqqGYKR3odBJIOkiFI0TyVBy74GSOF1p27Bl1ynWre2cE90uxwxyu1TCmGKeGQPkcz/qSlc7zWdoyLJESxY2soJhkwkFzuJL9AMB5FcfyuZY3tIeperdE2zafoxjZ1qT11VFYuGsUg6fbEKRIRiOc64p3MeTxhbpxJC+ro9X8qkf9UXXPmbbNhISraEIP9qwM+U+SQKvW8NrqIQicc41h1EUGTOeDcVhYHQX47tf7y7GJ0hc37jlKEigyo4PqyqBaVls3HK0V2G0u0gvGB751o+69pfa+nYn+bUNze1RJpf4kvMTkNTmJCQUWcKybdp6abNDRQIURca2beKW868rLk3GZ7iQZQhF4jS0hlM210Yb9U2RXssiMSsv7dcxL8g//fTTTJo0iWg0yiOPPMI//MM/8MMf/jDlnqeeeoof//jHOarhyFDXEMRvqMRMC9tO9brKBLIsEfC6aGmPZqUT2zacbQhm/LmCzDEe+pFAkE3yuQ/VNQR7HHlMoMgShX6d5rZIThdm0OnBlZgTu6JriphnxgD53I8SSFKn15LPUFEUKSVGdSYx46kOFKIfCPKpD2V6LLcsmz019Wzafpw3955O6R+TS3wsWziZjy2ZQmmRlz/75vM9+o9AkCCf+lFf1DUE8RkKbcEYDa1horHONh/wumgPxQj4XLhUhbZQjLONoV7twXwjFHE847uiSM51wciQb/2o65wUMy0U2XGuSDirJuYnG5LanNzhOSRLEMtA55EkJ4Sa1SHAd5+nNEXCa7hwaTLhaJyW9uiYmcvy0X4d84L8pEmTAHC5XNx55538zd/8TY977rrrLj71qU+lXDtz5gxr146d9PFlxR4aW0JoqkzcsjLqHq+pMl63RnNbJGsTsCRBabEnOw8XZITx0I8EgmySz32orNhDfWNPUd7xvNBobAn36ok0ksgd5zQTc2LCqxIgEouLeWYMkM/9CJwFmZUU4zVUVaaptXePoOGiKqlqg+gHgnzqQ5kay+sbQ7xafZzN24+lhF5zuxSuvLScjy2ayqXTizHcWrJsrAgYguyQT/0oHbZts+/oeSzL5oPa1hTpwKXKlE/08u17ruIbP/kjbcEYjS3Zm6dyhaGrTriaLp6Mcdu5nqk43oK+ybd+1HVO0lTZmSdsRy+D1Pkpoc2Zpo3UYfvJkuMpP1gUGRRZxrJtzLjdI1qFIkt43Cpet0YkFicYMWlqG3uhdPPRfh3TgnwwGCQej+P3+7FtmxdffJG5c+f2uC8QCPQIYzPWWL18Jo9X7sHjVolETTJlQhq6iqpINLVldxI2XAqrl8/M6jsEw2M89COBIJvkcx9avXwmh441EOniOeUzNBRZoiHHi7Sudu2yBRVA55wYxkTXFCKxOKZpi3lmDJDP/UjukhTPa2hoqkxjFsV4cOJfh6OiHwg6yac+NJyxPGZavP3+GTZtP8bOg2dT5oqZUwpYumAy111eQVHASIopAieBa7rwNPNmFOegNqOXfOpHXWkPxfj9O8d46Y1j1NZ3hl9xQtKoFPh0Crw6a26cRUmRh/p+cgflkoBHTRu2JuBxJLCuG+BdScTYXrVsOhs2H8K0LBTJEeOxnevbdtemDU8zrdyXya8w7sm3ftR1TirwuZL9o8CrE46aKfNTQptrbotiWjbY4POotLQPbLNHUyRkRcaK28TiluN02wVJcrQ6v0fDsiAYjnG2MTgqHKSGSkmh3mvYGl2T89J+HdPWxfnz5/nMZz7DypUrufXWW/nggw/4+7//+1xXKycsmVvGvavnU1HiI+DV0V0Ksux01MQ/t0uhpMiNa4BGZ8DjwrZtWoPZ3SEuKXLzwGeuyLt4UAKBQDAeiMctdh+uTxHjiwI6tm1nPXlrbwS8GvNmFCc94mVZYvmiyaxbuwTonBOLAgZtIZOigMG9q+eLeUYwYnTNFyLheC8lxHiPW0XXlKyK8bom8/f3XMWX1iwU/UCQtwxlLD9R18oTv3uPv/yHV/jeU++w44Ajxvs9Gjd95AK++zfX8sjfXMuffnQmpcXeXsX43nL+jEQuoFy++7v3Le0hvs+bUcx371ua9XcLssfBYw3871++y2e/8zL/sXFfUoy/qCLAiiumctn0iUwtD3BBeYBP3ziLRXOcPtZfWxxO+XCf/fTDtyTF9wQBj8rTD98CwMYfrkqK7wlkybkOcMdNc1hz4yzcLhXTcnJUrLlxFnfcNIcfP7Cih/g+rdzHjx9YkbZOgvFB1znJtmFqmZ8pZT5spJT5qVOb8+M1NNwuFb/HxbRJBdz58dk9QiWpMhT6dAr9OkaH930sbhOJxol1O61luBQmFropLfKgKjLnm8PUN4VoD5ujWoxXFImSIjdlxUba8js/PpsnHro57eZvgVfjm3ddmZf265j2kJ86dSq//e1vc12NUUOi8w+FV976kH+r3IMZt/G4Ve6/YyFXXVaR4RoKBAKBIJ9obAnzT/9Vzb6j5wGYPa2Ir965iIqJo99DaDhzokCQCZ5bv4r6xhAP/usfOXM+iKrI3HfbfJYvnoKmKiNWD9EPBPnMQMbyUMRk2+5aXn7rGAePNSavSxJcNn0C111ewZWXTsLvdaFrA+97IyGAj8Z3C/F9bBAMx/jDjpNsevMYR081J6+7NJkrLyln2cIpXFThx+vW8Lg1FGVwm1OZKB/usxPie28kxPfeuOOmOdxx05y0ZUJ8F6RjoOuLvu7r2uaa2yJs3VXL1l217P+wIeU0l9etsmB2KVfMLeOyGRPweVy4XSpK952mMcRYm3/GtCAvGD5m3OI/Nr7HC9s+AKBiope/u+sKLqwoyHHNBAKBQJBL9h09zz/91zvJuKF/cvU0/vITl+DxuHJcM4EgP6hrCPLgT//I2UYnjugX/2w+SxeMrBgvEIxVbNvm8IkmXn7zQ/64u5ZQpDNe7sQCN9dcXsF18yuYUurrU2wUCMYSlmVztLaJl988xtbdtQTDnSFdKiZ6WbpwMlddOgm/R8Pr0TB0bUyLewLBaKQtGE2K8PuONqTElTd0lQWzSlgyt4zLpk/A79Fw65oIrZanCEE+z6jeX0dlVQ11DUHKij3MmzGBvUfOJ39fvXxmj5226v11/Fvl7mTWc12Tue36i7l4ahGVVTUcrW0iFIljWbaT9DVupT3O4lJlQlGTL//vqmEdd5FlCVlyjme7dZULygNp693bd+7rXoFAIBBkF9u2+d3Wo/zf5/YRt2zcusLNV13I0dom7vjWS1k9DjlvRjFIcsocuG3PKU7VtwMwucTHXbdcIuYIwajnVH0bf/P915JhahRZ4pevHGTFFdMAWP90NVU7aof9Ht2lcNvHZiZtPmFLCcYaz2w6wMYtRwlFTAxd5ZZrLsTvdbFp+zFO1HXGeFYVmQWzSlh6eQWXzZzoiBguFUkauti4ct3GHtdGynM9l+8W5Be2bdMeivHGntNsfvsYB7qcElFkiUVzSlm2cDIzpxTiUhW8Hg2P3tk3Pv13zxGKdobFMFwyzz66Mvl7f21xOOX9fba/uvWnIwy3XCAYDN3nq1XLpie94dtDUf646xRbd59iz+H6lETKsiw5HvVzStlbc45DJ5qoOdnkbKjZcSYWeQlF4pxtCPZbh2mT/AQ8WofQn6Uv2gdeQ+OKuaWcb4kMut9V76/jyRf2jal1nxDk84jq/XU8XrkHVZXwGyqn6tt4/+h5Cv0uCn06jS0hHq/cA11iJ1bvr+OHT7+bkgk8ErP45SsH8Roaigztoc6d8e4ZmRN43CqaImckg7pl2VjQkQE6yqn61h717u07p/uOAoFAIBgZguEY//LsLv64+xTgGEK3XnchL277gBNn27P+/r1HGjB0mYqJPk7Vt/FezTmkjg1eGyc28GMbdvKlNQvFHCEYtRw/08L/+GFV0uPJpSkU+HTqm0KsXLeR5YsmZ0SMB4hE4zzzykEMXaG4wC1sKcGY4plNB9iw+RCKIuF1K8RMi2dfPZxyz+QSH9deXsHVl5VTUujBcKu4BhGWpjfSCYWJ69kWxnP5bkH+EI3FqT3byqbtx9myq5aWLnl9Jha4WbpwMlfPq6DA6+oQ4lUMXUt5RnfBGyAUtfj03z3Hs4+u7LctDqe8NxKf7a9u/ekIwy0XCAZDYr5CcmLC27bNi9s+oPZsK61Bkz015zDj6bU4XZMp9GkcP9PC7ppzBMNmyr3tp1sHXI9jg7g3G7SHYlTtqMXnUSkr8gy43x2+YiovbvuA1mAMWWLMrPuEIJ9HVFbVoKoSbpfzZwuGTZCcn0V+N26XShiTyqqaZIOsrKoh2CHGJxxAEidegqFYcudbkkiJR9WVAq8L08pOcj7bduo/oUBNqXeC7t853XcUCAQCQfY5UdfKd598m5NnHY/Dj1xazuf/dB7/2nECa6QIRSwkSSIYNrFx5hFNdo5pWrZNMCzmCMHo5UhtMw/927akGK+pMsUBnXNNoaS3/JZdpzL6ThsIRePClhKMOV5560MMXSEUidMaM1PKli6YzLWXVzBzcoEIvSEYN5hxi/ZQjOr9dbxWfYK9R84l1/iSBPNmTGTZwslcMn2Cc1pdU/G6VXQ9vSzUXfDu7/pI0l/d+tMRhlsuEAyG3209isdQMTQFy4a2UIymtiiv7+y0+TRVTjrIujQZr9s5YGAcWgAAIABJREFUyRWOmmzddZpILJ60FfOdYMhEKpYG3O82bjmKacaRJQm5Yy4fC+s+IcjnEXUNQfxG558sZlooUqpXu64pKUdV6hqC2EA689MRMuy0ZeBM2sUBN+2hGOFovJe7hoeNU//u9U7Q/TtDz+8oEAgEguyydVctj23YSTgaR5El1tw4i5VLp+MzXByvayOeA+Mw3YkuWXIWo2KOEIxGDh5r5Nv//iZtHY4SqiIxocDN+eYwZryzD2VjsdXd6ULYUoJ8JWZabNtTy+/fPs755tSTuxLOPOByKfzVysvwGMqww9IIBPlAezhG3fkgVTtOsHVnLeeaw8mygNfFdZdXcN3lkykucCNJ4NE1vIY6pnOW9KcjDLdcIBgItm3TGoyiKTLBcIzW9liPe+bPnMjiuWVcPnMi3/rZmxi6imXZhCIxWtoj9OI4n9d0NXUH0u9CERNZArnLfD4W1n1CkM8jyoqdIx2J3SJNlYmacVxdEjhEYnFKiz0pn6nvRZSXAEmSHC+tbgs1RZYoDrhpaov0GsYmE0g436N7vRN0/87Q8zsKBAKBIDuYcYv/+9w+frf1KABFfp0vrJ7P4jml6B3jclmxh+bWVEFxJNBUucfRTst24gSLOUIw2njvyDkefmI7wbCJ36MRDJtMLDRobO1pZ8mylHFRvrseKWwpQb7xwalmXnnrQ7bsrKU1mCpoyBIoqozP0HC7FBRZZkKhO0c1FQhGln1Hz1H5hxp2HDybYovNvqCIZYsms+DiEhRFRpHA49bwGBrqOEhi3J+OMNxygaA3LMumPRTl3f1n2bb3FLsO1fdwcE3YZW6Xwhf//HLcmorhdjbIzjeHejg7Jb3Cx4iHfNcDawPpd4auYppxLKvzv91YWPeN/ZF4DLF6+UxM0yYcNbFtG49bBduJ727bznXTtFm9fGbKZzyGEwvOtlM9pDyGhs/jNPSu6zSXKlMU0DnfEs6qGA9OZ/K41R71TtD9O6f7jgKBQCDIPA0tYR786bakGD/nwmL+/p6rueKS8qQYD844bfRy1DkbGLqcnAMT3pCWZRG3LCzLuS7mCMFoYsfBOr7zH28RDJsU+Fx89c7FTCw0aG6LEklzAnHZgoqMvl8CDJcibClB3tEWivLCtqPc/8+v86X1Vbyw7UNag7GO0BsTnM1hTaa4wE1ZoRtsm4bmMMsWTs511QWCEeGlNz/kmz/Zxtvv12HGbTy6yvVLpvLtv76K++9cxOI5ZeiaQsDroqTYS8CnD0qMN1zp7+3t+kjSX9360xGGWy4QdCUet2hpj/D6jhP808/f4Z5Hfs/6Z3bw1ntnCEfjSb1N6oghb+gKEwJu1twwm7IiD8UFbgxdY9HsEsy4ndTuEvrdsgUVGbcPc4nHSK9h9tbvVi2b7pwcsO0xte4THvJ5xJK5ZbB6PpVVNZxtCFJR4uPjV01j75HznG0IUpomQ/GSuWV8be1i/q0jxq9tO0khbrv+Yi6eWsTPX3yf1mAs2dH9Hg2XqnC+OdxrTPnhIsuS48kiS7h1lYoSf68Zy7t/53TfUSAQCASZ5b0j5/jez9+huc3JHXLz1Rey5oZZFAXcPWLwLplbxpdvX8STL+zLeqKgeTOKQZJT5sBte05xqr4dCZhS6uOuWy4Rc4Rg1LD9vVP84Bc7iMTiFPl1vnLHIi6aFODfH7yBT37tdz3u75qQMROJXXWXwm0fm8nFU4uELSXIC8y4xb6j59n89nG2v3c6xatwYoGba+ZXcPX8SRQH3BgulT+8e4Lnt33A6QbHo+626y/mjpvmZL2evSWkHImkqrl8t2B0kQjfcOGkAMsWTmbJ3LJk0mJNkfEaTqJWeYj5E559dGWP5KmGS+bZR1cC/bfF4Zb3VdZf3frTEYZbLhDETItgOMruw+d4873T7DxYT3uo8wSXBMy6oIjFc0tZMKuUP+6u5a33zqDIjmf39Uumctv1F6c8c93aJYCTT8iybGRZYtmCiuR1gNd31ia1Oo8uU1LsJRyJUzeA0C3TJvkJeDT2HW0gF872XkPjirmlnG+JDLrfXTy1iCdf2Dem1n2SbWdLds1vTp48yYoVK3j11VeZMmVKrquTcRJZnX+28T0sy8ZnaPyPTy/gqssmDXnCFgi6M9b70VBIZ1h2pTfDdCj3ZeqexH2CkWek+5Bt2/x3VQ1PvbAfy7YxdJW/vPUSrp1fQcDrEnF4BXlJLuYi27b5465T/POvdhAzLSYUuLn/jkVMLvUxIeAWfUmQV2S7D1mWzbnmIK+9c5KqHSeprW9LlqmKxIJZpVx3eQWzphXhUmQ8bhXDPT7CbgjGDtnqR9GYybkOZzonHKyCz6OK/AmCMUmu9YVILE44HGPPkfNs33eaHQfO9gijNnNKAYvnlrFodikFPh1JIhmSRvRLQVeEh3weU72/jsqqGuoagpT1smPb/Z55Myawu+YcR082E4qYgBO3qmyCh9/84RBPPPce9U0hrH4i1RT4nIzPDS1OMqVCvwtZklJ+97pdBCNmr3UTCAQCweghGI7xzx1HKwEml/j4wup5XDy1EK/hGvBzntl0gN+8dphIbGAhzzTVEVcuKA8wb8YE3thzmtr6NmKmlYwR6HFrrFo2fUS8HgWC4RK3bKrePcmPf70LM25RUmRw/+2LKJ/opcjfKcbf/fDL1Dd1JqUMeFSmVRSm2Gxv7DnNsTMtAzq16NFVZkwtFDaXIC+wbZtgOMaOg/W8Vn2cXYfqU+JfTy7xce3lFXzk0nJ8hnOC12OoGProETNy6aXeffwoKdR54qGbR+TdgtGFpipIkoRbU/C6VfQRDCMIjt23cctRQhETQ1d72Gvrn67u09u3r37Un97R37sFguFi2zaRaJxQ2OT9D8/z9r4zvHuwnua21KTiF1UEWDynjMVzSikKuJObY4ZbwXCpKIPYQO6r3SfKjpxoItih54GzGffRRZP56KKpaT/b9ZkSNk2tEWJxG5cq4/dqSJKccv/6p6t5fUdt91STHSGnxbosUwhBPk+p3l/H45V7UFUJv6HS2BLi8co9sHp+Smftes+p+lb2HTmHqshEO2LDK7LE1DIfkYjJB/XtAz620twWo5kYsux0/vpGJ5O7LAO28/t5KUxpR1KG7nUTCAQCwejh2OkWHnnybU6fawfgqssm8Rd/MpvyIu+gFnbPbDrAM68c7GG89UXMtGhtj/LBqWb2HTlH1zzjCREyFImxYfMhAGH8CUY1MdPi1erj/Ntv9hC3bMonePjK7YsoKTQo9uvJkE/dxTSAlqDJ3ppzzJgcSNpsgzlOHIyYfHCqWdhcglFLQtg4Vd/Gq9XH2bbnNOebw8lyt0vhikvKufbyCqaV+1FkCUPXMNwqekcYjtFCb6cLV67bmHVRPt34Ud8U4e6HXxai/DhEkiQmBNzJUDUjyTObDjj2WUdc7HDUTLHX1j9dnRJ+zbLs5O/r1i7psx/9/T1X9al39PdugWC42LbN7sP1vL6zlncP1NHYkjruXlDuZ0mHJ/zEQgOgY95ScetDm7f60vkAHq/cQ1s4liLGg7N2qtpRy5t7T1NSZKR89vAVU3ntnROoqkQsZtLY6oQklYBwNE44GqfQpyXvryxys/dIQy//TcS6LJMIQT5PqayqQVWlZPZht0sljEllVU1yAdb9nrZgDBuSYrzHreL3aJw+3048bg8phlRX4STxe/L/A81tUSaXeHvUTSAQCASjgz+8e4Kf/Ho3kVgcVZH49A2zuH7xVIoL3Gjq4AzJjVuODkqMT2DZEAyZWLbjedH9IbYNkuw8Xxh+gtFKJBZn81vH+PeN72HZNhUlXr5y+0KK/W4n/0IX76juYlpXJEkiGDaHZJcFQyaFPpewuQSjCsuyaWwJs33fabbsOsX7R8+nDPMzpxRw7eWTWTS7FN2loCkyhlvFow/Oq3C80Nv40de4Ihjb5EKMB8cucwRxp5+qEpiWlbTXtuw6BUDXQy227cTHXre272f3p3f0926BYDjE4xYP/us23v8gVZieUupjyVzHE76kyAM47dtwqbj14Yek6avdA6iqRDBk9vr5SMzq8dmNW45S5Hfhdqmcqu+MM2/jiPI20NIeY2KhhzBmr2J88nNiXZYxhCCfp9Q1BPEbqX8+XVM42yWRQ9d72kLRlPAB08r9hCMmza1hzIFFFUhL9yPUKYK87XiKpaubQCAQCHKLGbf42W/38tIbHwJQFNC591PzmX1BUdrkrQMhFOndQOwPq2MCSReaw7ZBkYb3fIEgm4QiMV5640OefOF9bBumlvr48u0LKfC5Oja3BicqxoZonFm2LWwuwaiiNRjl2c2HeLX6eEqcXb9H46p5k7h2fgXlE7xIEuiqiscQMXYFgnwhFDHpPr11tdesXnaWe7velf70jv7eLRAMh1jc4tiZVgAmTfSyZE4pi+eWUT7BCzgivEtRknHhM7V53Fe7twG/oSbXTANB1xRCEZPyYseD37JtUnyfOn5JdMmBePWLdVnmEIJ8nlLWEQomsfsFjmdWabEn5Z6G5iDhiMX5ls7joKVFBkV+nYONIWIWuDpmMjMeH3Q9ErZyYkzo+rskkVyAdq+bQCAQCHJHfWOIR596m8MnmgCYe2Exf/XJSykr9lLgG3ryVkNXaQ/F+r8xDbIkOUai1FOUlySI287zBf+fvXuPjquu9///3Hv2XJOZ3NqmFwq0DdBALwhBPHI5Bb4UUKA0gqVUxZ+cAyLevkf56uIcgSNLvwvwXNAKcr6egyAocgnUooKiVhS8tEBbSlsgbYGWtukl92Tue//+mCQkbS6TTCZzyeuxliuyZybzmXTe+/PZr7335yP5pqM7xq9eepuHf7UNBzhuRogvrjiVoN9NRXD0d5pAavw0lnGZaRgac0le+Z+fv87z698FUvvyBXOrOGvxLBbOq8LlMjF75qMN+Kwx1YqI5I7faxGJJbD6DRv7j9dM0xg0fDfTuOhjpLxjpPcWyYTPY/H9m8/jcGuEkoC7b7tlGgR8qSlpstFnjfS9b2kP9x0zpSMaT+L3WkTjSXwe6+jX9vzf3pKMxkcee+q4bPzoHsACVb+khkTCIRJL4Dipn4mEQ/2Smr7nfOTDx9PcHu0L490ug+oKP163i47uGAGfBU5q6pqyEg9juBgSw2DA6wwjdZINUj/LSj2Dtk1ERHLjle1NfPk/1vWF8R/58PF88eOnMnNqKeVBb0ZXJS47dy5jebVpQMBvpfqTQcaXvdPYLDt37pjbJjLeHMehrSPKz/+4kx/3hPFzZ5Xx5RUfoLQnjPd6Bj9YmVruHfb3BnzWmMZlAb+lMZfklQ8tmM7CeVVcfu5cvn3jWdx01amceuJUfB6LslIP0ypLKCv1KowfhaH2H8PtV0SyYdm5c8FJTRXjODYJ2x4wXjv31JlAzzS3zvsXXPRuH85IecdI7y2SqaoyPzOmlGAaUOJzMyXkY1plgGBJ9vqs4b73vY8F/EMH4V63edRrl507t+93lpW+f3Kh/2FXqMTd9/yF8yqHbaOOy8aPAvkCVVdbzQ31i6gI+ekMJ6gI+bmh3wJeew928siz2wlHU2e4SnwWZ5wynYv+7njKQz46wwlmTi1lxYUnMnNqEAeD2dODVFf6MdP4VpSVuqmu9OMyTUzTZGqFr++/Xa7Ufx87PYTjcFTbRERk4tm2zU+e286//vCvtHfFCHgtPnflYq74+3lUlfsIBjwZv8fKpfNZedFJeN3pDy/clkmwxMOcmWVcvfQkjpsR6ru7yjB65mX0ullx4Ymap1DyRtJ2aG6P8vQLO3j0128AcMLscr644lQCPovyUi++Ya4c+p9vXHxUeBYKWCysmdIzRgty9dKTOH5GiHTPkQW8FnNmlmnMJXnlzAUzuOOGD/PRs+ZQWebD57ao6gk1Sv2eMU2Plg+GWrg12wu6wuD7j6nlXi3oKhNu5dL5rLjwRHwei4Sduqq4/3jtK6vqWHLarL4r4k3TYMlps/jKqjpg+DoaKe8Y6b1FxoPPazGtsoTyoBevN/vTqQ33ve99bM7MMgJHjDENYMlps/j6tR886rUrl87v+50et0V1pR+v28QwDXweF1MrfHg97r7nf/tz57DktFmDXmSl47LxpXsMClhvUR7plTcOcNdDG+iKxLFcBtdcNJ9Lz56D35s6G3bVBScOeP7KCWmtiIjkSltnlP/46Su8vP0AkJrf+vr6RcysSg0wx3MxsJVL52c0QNPgTvJdImnT0h5l7Z928NS6HUBq2qcbP7YIr9tFqNRDwOce4beQVnimepBiUVKE09JMRPg+FIXvki9GGvd9ZVXdsAu4DldHQ+Ud6b63SKZGuwbQeBjuez9STfQ+Zyyv6y9Vt3VpP1/GRoF8EXEchzUv7OB/1r6O40CoxMNNH1vE6SdPT2txBhERKT5vvtvMXT9+maaeRbD+buEMVi49iWDAQ0XQO26LEIlMBtF4kpa2MGv+uJNn/rQLgAXzqrhh+ULclotgwE2pP/O7TUSKictlUlaq6VREREREeimQL0AbtjXRsK6RpuZuqisD1C+pYVHNFFY/vpHfv7wHgGOnB/nixz/AvGPKsI4IW3766+2seWEn4WgCv9di2blzdWZZRKTI2LbDc395mx/+fAuxuI3lMlhx4UmcvXgmJT43ZaXetBbVGs6GbU08+IutvHewE4CZU0v49EdPoa62etC+StNoSCELR+O0tEd46g87ePbP7wCw+ISp/OMVC7BcJqV+N8GSsYeOG7Y18aNfvM7eg13YjoPbZeL1uDh2ekj1IzKEXPY1OqaSyWCkGlMdiOSHdPvDdJ6n47iJoUC+wGzY1sT9DZuxLIOg36KlPcx9T2zE7bb6ApEzTq7m+isWMrUicNS8jD/99XZ+9ps3wQDLhEgskfpvdFu0iEix6AzH+eHTr/HbDbsBqAz5uGH5Qo6fESIYyCw07LVhWxPf/dmrtHfF+hb03tPUyT2PvsJHzprD79bvHtBX3d+wGTS3tRSoznCMts4oT/y2kefXvwvA6fOn8ZnLTsHlMgl4rYyuAN6wrYl7Hn2Fju444JC0IZlMEk/Y7D3YofoRGcRgx0UTVSs6ppLJYKQaUx2I5Id0+8N0npfLvnWy0X3qBaZhXSOWZeDzpBaUMA2D5o4o7x3sxACWL6nhix8/lerKo8N4gDUv7OzpME0Mw8QyTTB6touISEFzHIe397Xxz/e92BfGnzynklv+vw8yZ2aIipB3XMJ4SPVH3ZEEpmn0LfBtGgbhaII1L+wc0Ff5PBaWZdCwrnFc3ltkojiOQ1tnlJaOKI/++s2+MP7MU6bzmctTYbzfa1EezKyuGtY1Eo4mMA0D20md4DJILR7bHUmofkQGceRx0UT2NTqmkslgpBpTHYjkh3T7w3Sel8u+dbLRFfIFpqm5m6A/9c8WjiTYe7gLp+fA7aarFqemIhhm7tJwNMGR61K4jNR2EREpXImkzZ9f28d9T27qucoWPnrWHD561hw8lkl5yDeu64k0NXeTSKamwullGKkAMR5NML3SP+D5XreLAz3z2IsUAtt2aO2M0hWJ88iz23lx014APrxoBp+4uBbTNPB6XJSXejGMzKZ/amruJmk7mIbRN67DAByIJ2zVj8gg+h8X9ZqoWtExlUwGI9WY6kAkP6TbH6bzvFz2rZONrpAvMNWVASKxBK0dUd47lArjXabBScdX8PcfOGbYMB7A77VIOgO3JZ3UdhERKUzdkRgP/2obdz+8gY7uOAGfxU1XLeayc+bi81hUlfvHfXHv6soAlsvE7ten9PZJfq9FNJ4c8PxoPMm0ysC4tkEkWxJJm8NtETrDMR58ZmtfGH/uB2bxiUt6wni3i4qgL+O1GIC+OxsdJ3ViC4Ce2nJbpupHZBDVlYGc9TU6ppLJYKQaUx2I5Id0+8N0npfLvnWyUSBfYC75u+Np7YhxqC0CgMdtMru6lJUXnoQvjY5v2blzwYGEbeM4NgnbBqdnu4iIFBTbdth3sJP/+6MNPPn7RhwHZlcHueXTH2ThvCkEvBZVZb6jFvceD/VLagj4LGzbIWnb2LaN7Th9C3olEg6RWALHSf1MJBzql9SMeztExlssnuRwa4RwNM4Da1/nr6/vB+D8utmsXHoSpmHgtkwqgt5Bpwcci/olNfi9FrbjYBqpLN4hdYIr4LNUPyKDqF9Sk7O+RsdUMhmMVGOqA5H8kG5/mM7zctm3TjY6dVlAdjd18NAvt9IVSd0C5ve6WDBvCpedPZcPnDQtrd/Ru7iKVkIXESlssXiSLTsP8f3HN3GgJQykptJYufQkPJaLUr+bUAaLTI6krraaL674AA/+YmvfouLHTCvh0x89hbraak6YXUHDukYONHczrTJA/ZIaLQQkeS8cjdPaESWWsPnvNVt49c2DAFz0oeO44u/nYRgGbpdJZciHaxxPdNXVVvOlq0/jR794nb0Hu8BwcLtMvB4XM6cGVT8ig6irrYb6RTnpa3RMJZPBSDWmOhDJD+n2h+k8L5d962SjQL5A/O31fdz9yMtEokksl8knL5nPeafPpqzUO+pbpVcuna9OUkSkgHWGYzz/13d56FfbiCdsLJfJ1UtP5OzFszAMKCv1UuJzZ70ddbXVQw7OhntMJB91hmO0d8WIxZP811Ov8dqOw0BqLYZLz56DYRhYpkFFyJuVu05UMyKjl8u60TGVTAYj1ZjqQCQ/pNsfpvM8jUknhgL5POc4Do89/yaPPLsdh1TI8rmPLWLhvCqCJdm78lFEpL9YPIlnhDnI03mOZCaZtDncHuGhX27jD6/sAaAy5OOG+oUcNz2Ey4SKoA+vR927yGi0d0bpCMeJxZP8oGEzW3c1A7Ds3Hlc8uHjATANqAj5cFvaz4mIiIiIyNjpiD2PRWIJ/uOnr/LS5tRCYnNnlfHZntAl0HPl44ZtTTSsa6SpuZvqNG8lGctrRGRy87hdXPaVNcM+Z+2/LZug1kxOkWiCXXvbuK9hM7v2tgNwytwqPnPZKZT43T1zWvtwWxOzPEy6fYn6HCkE0XiSSCzBfU9s5o13WwD42Hk1XHjmcUAqjK8M+sb1pONoakN1JDK4XNaG6lKKQabfY9WBSP5QPRcWLeqap9q7Ynxt9Z/6wvgPL5zBV1edxtyZZQPC+PsbNtPSHibot2hpD3N/w2Y2bGsa8veO5TUiIpJbHd0xXty8l2/+91/ZtbcdA7j07DncdNViSvxufB6LqjL/hIbx6fQl6nOkUISjCb732Ma+MP7qC0/sC+MNA8qDXrze8buOZTS1oToSGVwua0N1KcUg0++x6kAkf6ieC48C+Tz1wqt72PleG6ZhcNUFJ/CZy05helXpgGkIGtY1YlkGPo+FYaR+WpZBw7rGIX/vWF4jIiK59auX3uaen71KZzhOwGdx01WLufTsuZiGQanfTWXIi2uU64lkIt2+RH2OFILO7hjfeeRlduxpwwBWXTyfJafPBsAAyku9+L3juybDaGpDdSQyuFzWhupSikGm32PVgUj+UD0XHk1Zk6fOWjSTAy1hTjy2nPnHV1IR9B0VtjQ1dxP0D/wn9LpdHGjuHvL3juU1IiKSW7/+6zu4A5UcWx3k+uULmVLuTy3eWuKhxO+Z8Pak25eoz5F81xWO888/eCl154kB137kZD60cEbf46FST9+dieNpNLWhOhIZXC5rQ3UpxSDT77HqQCR/qJ4Lj66Qz1MVIR+fuewUFtdMpSp0dBgPUF0ZIBpPDtgWjSeZVhkY8veO5TUiIpJ7Zy+eyc2fPJ0p5X5cJlQFfTkJ4yH9vkR9juS7P7+2r++OxOsuXzAwjA+4Kc1SjY2mNlRHIoPLZW2oLqUYZPo9Vh2I5A/Vc+FRIJ/ngiUeDGPwaQjql9SQSDhEYgkcJ/UzkXCoX1Iz5O8by2tERCS36s+r4ROX1OK2XLhdJlVl/nGdz3rU7UmzL1GfI/murraaS8+aw/9e+YEBi1aV+twES7xZe9/R1IbqSGRwuawN1aUUg0y/x6oDkfyhei48CuQLWF1tNTfUL6Ii5KcznKAi5OeG+kXDroI8lteIiEhunT4/tY/2elxUlftxW66ctifdvkR9juS78qCXG+oXccrcqr5tAa9FWTB7YTyMrjZURyKDy2VtqC6lGGT6PVYdiOQP1XPh0RzyBa6utnrUBTKW14iISO4YBpT43JSVDn3X1ERLty9RnyOFxO+1KM9yGN9rNLWhOhIZXC5rQ3UpxSDT77HqQCR/qJ4LS9FfIb9r1y5WrFjBRRddxIoVK3j77bdz3SQREZFRKfG7KQ968yaMFyk+Bl63i/JS1ZmIiIiIiGRX0Qfyt912G9dccw3PPfcc11xzDbfeemuumyQiRSh2xAIoIuOpxOfOdRNEipplGVSEfJimwngREREREcmuop6y5vDhw2zdupUHHngAgEsvvZQ77riD5uZmKisrc9w6ESkmHreLy76yZtjnrP23ZRPUmtyIxZN43CPPbZ7u80REJkpZiVdhvIiIiIiITIiiDuT37dtHdXU1Llcq+HG5XEybNo19+/YNCOTb29tpb28f8Nr9+/dPaFtFCp3qSNI5KQHFf2JirFRDIpkbax0pjBdJUV8kkjnVkUjmVEdS7Io6kE/Xgw8+yOrVq3PdDJGCpjoSyYxqSCRzqiORzKiGRDKnOhLJnOpIil1RB/IzZsygqamJZDKJy+UimUxy4MABZsyYMeB51157LcuXLx+wbf/+/axatWoimytS0FRHIplRDYlkTnUkkhnVkEjmVEcimVMdSbEr6kC+qqqK2tpannnmGZYtW8YzzzxDbW3tUfPHh0IhQqFQjlopUhxURyKZUQ2JZE51JJIZ1ZBI5lRHIplTHUmxK+pAHuD222/n61//Ovfeey+hUIg777wz100SERERERERERERkUmo6AP5efPm8fjjj+e6GSIiIiIiIiIiIiIyyRV9ID9WyWQS0CrOUlimT5+OZeVPWed7HVVNmYbf5xn2OdEuI/4GAAAgAElEQVRYAq8nf/6mxWLPnj25bsKQ8qmO8r2GRAaTTzUEqiMpTPlUR6ohKVSqI5HM5FMNgepICtNQdWQ4juPkoD15b8OGDVosQgrOb3/7W4455phcN6OP6kgKUT7VkWpIClE+1RCojqQw5VMdqYakUKmORDKTTzUEqiMpTEPVkQL5IUQiEbZs2cLUqVNxuVxZeY/eFaIfeeQRpk+fnpX3yDf6zNn9zPl2Bnsi6qi/Yvx+FdtnKoTPk091NNE1NJR8+ndTW/K/LflUQ5Cqo9///vd8+ctfzou/T3/59O/WX762C/K3bePdrnyqo3zpi4aSr9+JbJusnxvS/+yTqY7y+fugto1NPrQtn2oI8r8/Gi/58G+fTwr97zFUHeVPZeUZn89HXV3dhLzX9OnT8+qs40TQZ54cJrKO+ivGv3WxfaZi+zzZkqsaGko+/bupLYPLp7bkC5/Px8KFC4H8/fuoXaOXr23L13ZlIt/6oqEU498+HZP1c0NhffaJqqN8/puobWOTz22baIXSH40X/dsPVGx/DzPXDRARERERERERERERmQwUyIuIiIiIiIiIiIiITAAF8iIiIiIiIiIiIiIiE8B1++23357rRkxmXq+XM888E6/Xm+umTBh9ZsmmYvxbF9tnKrbPM1nk07+b2pL/bclH+fr3UbtGL1/blq/tmgwm699+sn5umNyffSj5/DdR28Ymn9sm2aV/+4GK8e9hOI7j5LoRIiIiIiIiIiIiIiLFTlPWiIiIiIiIiIiIiIhMAAXyIiIiIiIiIiIiIiITQIG8iIiIiIiIiIiIiMgEUCAvIiIiIiIiIiIiIjIBFMiLiIiIiIiIiIiIiEwABfIiIiIiIiIiIiIiIhNAgbyIiIiIiIiIiIiIyARQIC8iIiIiIiIiIiIiMgEUyIuIiIiIiIiIiIiITAAF8iIiIiIiIiIiIiIiE0CBvIiIiIiIiIiIiIjIBFAgLyIiIiIiIiIiIiIyARTIi4iIiIiIiIiIiIhMAAXyIiIiIiIiIiIiIiITQIH8EBKJBHv27CGRSOS6KSIFS3UkkhnVkEjmVEcimVENiWROdSSSOdWRFBMF8kPYv38/F1xwAfv37891U0QKlupIJDOqIZHMqY5EMqMaEsmc6kgkc6ojKSYK5EVEREREREREREREJoACeRERERERERERERGRCaBAXkRERERERERERERkAiiQFxERERERERERERGZAArkRUREREREREREREQmgAJ5EREREREREREREZEJoEBeRERERERERERERGQCKJAXEREREREREREREZkACuRFREQkq2Lx5Lg8R0RkMtD+UERERKS4WblugIiIiBQ3j9vFZV9ZM+xz1v7bsglqjYhI/mrrjAKp/aaIiIiIFCddIS8iIiIiIpJjbR1ROsPxXDdDRERERLIsrwL5aDTKbbfdxtKlS7nsssv4xje+AcCuXbtYsWIFF110EStWrODtt9/ue81YHxMREREREckHbR1ROiMK40VEREQmg7wK5O+++268Xi/PPfcca9eu5Utf+hIAt912G9dccw3PPfcc11xzDbfeemvfa8b6mIiIiIiISK61KowXERERmVTyZg75rq4unn76af7whz9gGAYAU6ZM4fDhw2zdupUHHngAgEsvvZQ77riD5uZmHMcZ02OVlZUD3ru9vZ329vYB2/bv35/tjyxSVFRHIplRDYlkTnUkhcRxHNo6Y3TlURivGhLJnOpIJHOqIyl2eRPI7969m/LyclavXs1f//pXSkpK+NKXvoTP56O6uhqXK7WwkcvlYtq0aezbtw/Hccb02JGB/IMPPsjq1asn9gOLFBnVkUhmJnsNxeLJtBYxTPd5MjlN9jqSwuE4Dq0dUbqjiVw3ZQDVkEjmVEcimVMdSbHLm0A+mUyye/duTj75ZL72ta+xadMmPvvZz3LPPfdk/b2vvfZali9fPmDb/v37WbVqVdbfW6RYqI5EMjPZa8jjdnHZV9aM+Ly1/7ZsAlojhWqy15EUhnwN40E1JDIeVEcimVMdSbHLm0B+xowZWJbFpZdeCsDixYupqKjA5/PR1NREMpnE5XKRTCY5cOAAM2bMwHGcMT12pFAoRCgUmuiPLFJUVEcimVENiWROdST5Lp/DeFANiYwH1ZFI5lRHUuzyZlHXyspKzjzzTF588UUAdu3axeHDhzn++OOpra3lmWeeAeCZZ56htraWyspKqqqqxvSYiIiIiIjIRMr3MF5EREREJkbeXCEP8K//+q/ccsst3HnnnViWxV133UUoFOL222/n61//Ovfeey+hUIg777yz7zVjfUxERERERGQiKIwXERERkV55FcjPnj2bH//4x0dtnzdvHo8//vigrxnrYyIiIiIiItnmOA4tHVHCCuNFREREhDwL5KW4bdjWRMO6Rpqau6muDFC/pIa62upcN0tEJoj2ASIikmsT3RcpjJds0JhKJLdUgyK5Uyz1lzdzyEtx27CtifsbNtPSHibot2hpD3N/w2Y2bGvKddNEZAJoHyAiIrk20X2RbTs0t6cfxidtm2f//HZW2iLFQ2MqkdxSDYrkTjHVnwJ5mRAN6xqxLAOfx8IwUj8ty6BhXWOumyYiE0D7ABERybWJ7ItsO3VlfCSWXhgfiSX4wZObefoPO8a9LVJcNKYSyS3VoEjuFFP9KZCXCdHU3I3X7Rqwzet2caC5O0ctEpGJpH2AiIjk2kT1Rbbt0NwRSTuMb+mI8G8Pv8xrOw6PazukOGlMJZJbqkGR3Cmm+lMgLxOiujJANJ4csC0aTzKtMpCjFonIRNI+QEREcm0i+qLUNDURorHkyE8G9jR1cOdDG9h9oBPTMFh18fxxa4sUJ42pRHJLNSiSO8VUfwrkZULUL6khkXCIxBI4TupnIuFQv6Qm100TkQmgfYCIiORatvuiZG8YH08vjN+y4xB3P/IyrR1RfB4XN121mHNOnTUubZHipTGVSG6pBkVyp5jqT4G8TIi62mpuqF9ERchPZzhBRcjPDfWLCnIlZBEZPe0DREQk17LZFyVth5ZRhPEvvLqHe5/YTDSWpCLk5aufOJ1T5lZl3A4pfhpTieSWalAkd4qp/qxcN0Amj7ra6oIsEhEZH9oHiIhIrmWjLxpNGG87Dg2/b+T5v70LwOzqIDdduZjyoHdc2yTFTWMqkdxSDYrkTrHUnwJ5ERERERGRMRhNGB+LJ3lg7eu8+uZBABbVTOEzl5+Cz6NDMhEREZHJRKM/ERERERGRUUraDs1tEWKJkcP49q4o9z6xmbf3tQNw3unHcNUFJ2KaRrabKSIiIiJ5RoG8iIiIiIjIKCSTNs3t0bTC+H2Hulj9+EYOt0UwgCsvOIELzjg2+40UERERkbykQF5ERERERCRNownjt7/dzP1PvUY4msDjNrnu8gUsPmHqBLRSRERERPKVAnkREREREZE0jCaMf2nzXh5+dju27RAq8XDTVYs5bnpoAlopIiIiIvlMgbyIiIiIiMgIkkmbw+0R4gl72Oc5jsPaP+7kly+9DcDMqSV8/spTqSzzTUArRURERCTfKZAXEREREREZRiJp09wWIZ4cPoyPJ2we+uVW1m9tAqD2+Equv2Ihfp8Ou0REREQkJa9Ghueffz4ejwev1wvAV7/6Vc455xw2btzIrbfeSjQaZdasWdx9991UVVUBjPkxERERERGRkaQbxneG4/zgyU007mkD4OzFM1m59CRcLnMimikiIiIiBSLvRoff/e53WbNmDWvWrOGcc87Btm1uvvlmbr31Vp577jnq6ur4zne+AzDmx0REREREREaSbhh/oKWbux5a3xfGL18yj1UXz1cYLyIiIiJHyfsR4pYtW/B6vdTV1QFw9dVX8+yzz2b0mIiIiIiIyHDiifTC+Mbdrdz50AYOtISxXCb/sGwBF33oeAzDmKCWioiIiEghyaspayA1TY3jOJx++un80z/9E/v27WPmzJl9j1dWVmLbNq2trWN+rLy8fMB7tre3097ePmDb/v37s/QJRYqT6kgkM6ohkcypjmS8xBM2Le0jh/Hrt+7nwV9sI5G0KfW7+dyVi5k7q2zM72sa4HHn7pop1ZBI5lRHIplTHUmxy6tA/pFHHmHGjBnEYjG+9a1v8c1vfpMLL7ww6+/74IMPsnr16qy/j0gxUx2JZEY1JJI51ZGMh94r4xP20GG84zg8++d3WPPCDgCqKwN8/qrFTK0IjPl9PZaL8qAHt+Ua8+/IlGpIJHOqI5HMqY6k2OVVID9jxgwAPB4P11xzDTfeeCOf+tSn2Lt3b99zmpubMU2T8vJyZsyYMabHjnTttdeyfPnyAdv279/PqlWrxvsjihQt1ZFIZlRDIplTHUmm4okkzW3RYcP4RNLmJ89u56XX9gFwwuxyPlu/iBK/e0zvaQAlfjehEk/Op7lRDYlkTnUkkjnVkRS7vAnku7u7SSaTBINBHMfhl7/8JbW1tSxYsIBIJMKGDRuoq6vj0Ucf5eKLLwYY82NHCoVChEKhCfusIsVIdSSSGdWQSOZUR5KJVBgfIWE7Qz6nOxLnv556je3vtABw5inT+cQltbitsU0zY5kGZaVefN78OCxTDYlkTnUkkjnVkRS7/Bj5AYcPH+YLX/gCyWQS27aZN28et912G6Zpctddd3HbbbcRjUaZNWsWd999N8CYHxMREREREemVThh/qDXM95/YxL5DXQB89Kw5XHr2nDFf1e7zWJSXenC5cjdnvIiIiIhMvLwJ5GfPns3TTz896GOnnXYaa9euHdfHJPc2bGuiYV0jTc3dVFcGqF9SQ11tda6bJSJZopoXESkexbRPj8WTtLQPH8bv2tvGvU9soqM7jss0+ORHavnQghljej/DgGDAQzDgGWuTRXKmmGpfZDj6rovkp2KpTV2OITmxYVsT9zdspqU9TNBv0dIe5v6GzWzY1pTrpolIFqjmRUSKRzHt02PxJM3t4WHD+FffOMC//+QVOrrjBLwWX1zxgTGH8W6XSVWZX2G8FKRiqn2R4ei7LpKfiqk2FchLTjSsa8SyDHweC8NI/bQsg4Z1jblumohkgWpeRKR4FMs+vTeMTw6xfqvjODz/t3f5r6deI56wmVLm4/98qo6TjqsY0/sFvBZV5X68blcGrRbJnWKpfZGR6Lsukp+KqTbzZsoamVyamrsJ+gd+/bxuFweau3PUIhHJJtW8iEjxKIZ9ejSepGWYMD5p2zz2/Fv84ZU9AMyZGeJzVy4e05XtpgFlpV4CPncmTRbJuWKofZF06Lsukp+KqTZ1hbzkRHVlgGg8OWBbNJ5kWmUgRy0SkWxSzYuIFI9C36ePFMZHogl+8OTmvjD+tPnT+N8rTxtTGO9xu5hS7lcYL0Wh0GtfJF36rovkp2KqTV0hLzlRv6SG+xs2EyGB1+0iGk+SSDjUL6nJddMGVSyLRojkSv2SGu559BUOtoRJ2g4u08Dvtbju8oW5bpqIiPRId7xTaOO4/qKxBM0dEewhwviWjgj3Pr6J3Qc6AbjoQ8ex7O/nYRrGqN7HAEr9boIlHoxRvlYkX2k8J8VkuD6vkPs5kUI3WWpTV8hLTtTVVnND/SIqQn46wwkqQn5uqF+UlyF3MS0aIZJLqUDCwHEADAUUIiJ5ZDTjnUIax/UXjSVobh86jN/T1MGdD21g94FOTMNg1cXzWb6kZtRhvGUaVIZ8hEq96uuk6Gg8J8VgpD6vUPs5kUI3mWpTV8hLztTVVhdE0fRfNALA57GIkKBhXWNBtF8kHzSsa6TEb1FV5uvbFompjkRE8sVoxzuFMo7r1RfGO4M/vmXHIf7fmi1EY0l8HhfXL1/IyXOqRv0+Po9FeakHl0vXPUnx0XhOikU6fV6h9XODcRxHJ82koEyW2gQF8iIjKqZFI0RyRXUkIpLfink/HY32TFMzRBj/wqt7ePTXb2I7DhUhL5+/8lRmTSsd1XsYBgQDnjHNMy9SKIp5PyGTy2T4LieTNu3dMSqCvpGfLJInJkNt9lIgLzKC6soAew920h1JEE/YuC2TgM9i5tTRHaiJTGaqIxGR/FZdGehb6LS1I0o8YeMyDWZMKcl10zIyXBhvOw4Nv2/k+b+9C8Cx1UE+d+ViyoPeUb2H22VSFvTidbvGo8kieUvjOSkWxf5djieStLRHc90MkVELeC32HOgiaTu4LZPyoBeXSUEu2joS3UspMoKF86po7YgSSyQxDYdYIklrR5SF80Z/G7PIZKU6EhHJb/VLaugKJzjQ3E08kcTAIZG0ae2IFOy6OZFhwvhYPMn/e+q1vjB+Uc0U/mnVaaMO4wNeiynlfoXxMiloPCfFopi/y9FYgsNtYV558wA/+sXrHGwJ57pJImnZsK2J1o4IiaSNgUM8keRAczdd4URBLto6EgXyIiN4bcdhyoMePJaJ7YDHMikPenhtx+FcN02kYKiORETyW11tNaFSD5YrNdesZZlMq/BTGnDTsK4xx60bvUg0QcsQYXx7V5R//8krvPrmQQDOr5vNZ+sX9c1Xmg7TgIqgl4qQD9PU/LwyOWg8J8WiWL/L4Wicw21h1v5pF99/fBN/3LiXv23dn+tmiaSlYV0jpQE30yr8WFYqrrZcBqFST1HMGX8kTVkjMoKm5m7KS70D5l5zHKco57ASyRbVkYhI/gtHkxwzrXTAAnCFuK8OR+O0dkQHDeP3Hurk+49v4nBbBMOAj19wIufVzR7V7/e6XZSVenFburZJJheN56RYFON3uaM7xuHWMA/9ahvrt6bubDthdjlLTjsmxy0TSU/v/PGGx6DE7wZSddkZTuS4ZdmhUaTICKorA0TjyQHbovFkUc5hJZItqiMRkfxXDPvq4cL47W83c/ePX+ZwWwSP2+TG+kWjCuMNIOh3U1XmUxgvk1Ix7CNEoLi+y47j0NYR5d39HXznJ6/0hfEfXjSDr646rS/YFMl3xVSX6dBIUmQE9UtqSCQcIrEEjpP6mUg4RTmHlUi2qI5ERPJfoe+rw9E4LUOE8S9t3st3H9tIOJqgrNTDV1edzqITpqb9uy3ToDLkI1TqHXAHgchkUuj7CJFexfJdtm2Hlo4or+86zP99cD3v7GvHMODK80/gk5fUYrkU+UnhKJa6TJemrBEZQV1tNdQvomFdIweau5lWGaB+SU1RzmElki2qIxGR/FfI++reMN45Iox3HIef/3Env3rpbQBmTS3lpqsWUxnyHf1LhuD3WpSVeHAp2JBJrpD3ESL9FcN3OZm0aemI8uLmvTz4i63EEzY+r4vrLl/AwnlTADBN9VtSOIqhLkcjLwP51atX873vfY+1a9dy4oknsnHjRm699Vai0SizZs3i7rvvpqoqtfr1WB8TGY262uqi3QmITBTVkYhI/ivEfXV3JE5r59FhfDyR5KFfvj+X7slzKvnHKxbi96Z3CGQaECzxUOr3jHeTRQpWIe4jRAZTyN/leMLmcFuYp/+wg1+8uAuAqeV+PnflYmZMKQEg4LUIlXpz2UyRUSvkuhytvDtd9vrrr7Nx40ZmzZoFgG3b3Hzzzdx6660899xz1NXV8Z3vfCejx0REREREpPB1DRHGd4bj3PPoq31h/DmnzuSmKxenHca7XSZVZX6F8SIikleisQR7D3Zw75Ob+sL4k46t4GvXnsGMKSUYBoRKPFSEfLhMTbEmkq/yKpCPxWJ885vf5Pbbb+/btmXLFrxeL3V1dQBcffXVPPvssxk9JiIiIiIiha0rEqdtkGlqmpq7ueuh9TTuaQNg+ZIarrloftpTzpT43Ewp9+Nxu8a7ySIiImMWjsZp3NPKnT9+mVffOAjAuR+YxRdXnEqp343LhKqgj2BAJ5NF8l1eTVlzzz33cPnll3PMMcf0bdu3bx8zZ87s++/Kykps26a1tXXMj5WXlw943/b2dtrb2wds279//3h/PJGipjoSyYxqSCRzqqPJoysco60zxpHrtzbubuW+hs10heO4LZNPX3oyp89P79Zn04CyUi8Bn3v8G1wgVEMimVMdSTZ0hmNsfOMg9zVspr0rhmkYXPW/TuC802cD4HW7KA96i2YhV9WRFLu8CeRfffVVtmzZwle/+tUJf+8HH3yQ1atXT/j7ihQT1ZFIZlRDIplTHU0OneEY7YOE8eu37ufBX2wlkXQIBtzc+LHFzJ1Vltbv9LpdlJV6cVvFEWSMlWpIJHOqIxlvbZ1Rnl//Lg//ahuJpEPAa/GPyxdSe3wlAKU+N6FSD4ZRPFPUqI6k2OVNIL9+/Xp27NjBBRdcAKTOfF133XV88pOfZO/evX3Pa25uxjRNysvLmTFjxpgeO9K1117L8uXLB2zbv38/q1atGu+PKVK0VEcimVENiWROdVT8BgvjHcfhV39+m5+/sBOA6soAn//4qUwt94/4+wyg1O8mWFJcQcZYqYZEMqc6kvFi2w4t7RF++ps3eO4v7wCpPu5zVy6mujKAaUCo1EtJEd7ZpTqSYpc3gfz111/P9ddf3/ff559/Pj/4wQ+oqanhscceY8OGDdTV1fHoo49y8cUXA7BgwQIikcioHztSKBQiFApl/0OKFDHVkUhmVEMimVMdFbeO7hgdXQPD+GTS5pHntvPS5n0AnHhsOTcsX0SJf+RwwjINykq9+NJc6HUyUA2JZE51JOMhaTvsPdjJDxo2s7nxEAAnz6nkH5YtIOBz43aZlAW9eIt0vRPVkRS7UY0+Dx06xObNm2lpacHpt3rSlVdeOe4N62WaJnfddRe33XYb0WiUWbNmcffdd2f0mIiIiIiIFI6Orijt3fEB27ojcf7rqdfY/k4LAB9aMJ1PXFKb1vy5Po9Feakn7YVeRUREJko8YfPmuy1897FX2XuwC4DzTj+GKy84AZdpqg8TKQJpB/LPP/88N998M8cddxyNjY3U1NTw1ltvcdppp2UlkP/d737X9/9PO+001q5dO+jzxvqYiIiIiIjkv8HC+EOtYb7/xCb2HUoFFZedPYePnDVnxGlnDAOCfjfBEm/W2isiIjJW0XiSv23Zx71PbqYzHMc0DVYuPYlzTp2ladZEikjagfx//ud/8u1vf5tLLrmEM844g6effponn3ySxsbGbLZPREREREQmqcHC+Lf3tXPvE5to74rhMg0+9ZFazlwwY8Tf5XaZlJV68Ho0RY2IiOSfcDTOM3/axSPPbidpO5T43Vx/xUJOOq4C04DyoBe/t/jmixeZjNIeje7du5dLLrlkwLbly5dz1lln8bWvfW3cGyaSDRu2NdGwrpGm5m6qKwPUL6mhrrY67cdFZOx++uvtrHlhJ+FoAr/XYtm5c1m5dH6umyUiUrDGMm4ppLFOe2eUjvDAMH7jmwf5759vIZ6wCfgsbqxfxAnHVoz4uwJei1CpF5epKwql8OWyjgtpHyIynEy+y9mog46uKP+99nV+u343ADOnlHDjlYuZWu7HbZlUBL24reKcL36y0v70aJPpb5L2hFNVVVUcOpRaSGLWrFm8+uqrvPvuu9i2nbXGiYynDduauL9hMy3tYYJ+i5b2MPc3bGbDtqa0HheRsfvpr7fzs9+8SSSWwDIhEkvws9+8yU9/vT3XTRMRKUhjGbcU0ljnyDDecRye/9u73N+wmXjCZkq5n//zyboRw3jTgPJSDxUhn8J4KQq5rONC2oeIDCeT73I26mD/oU6+9aP1fWH8wnlV3PzJOqaW+wl4LaaU+RXGFxntT4822f4maQfyV111FS+//DIAn/70p/nUpz7FsmXLWLlyZdYaJzKeGtY1YlkGPo+FYaR+WpZBw7rGtB4XkbFb88JOMMAyTQzDxDJNMHq2i4jIqI1l3FIoY522I8L4pG3z6G/e4InfvYUDzJ1Vxtc+Vcf0qpJhf4/HcjGl3E+J35PlFotMnFzWcaHsQ0RGksl3eTzrwHEctu06zDf+68+8vvMwABd+8Fhu/NhiAj6LUEnqhLKpE8pFR/vTo022v0naU9Zcf/31ff//iiuu4IMf/CDhcJh58+ZlpWEiQxnrLSxNzd0E/QO/8l63iwPN3Wk9LlLocnn7VziaujK+P5eR2i4iIqM33LhlqP19IYx12jqjdPYL4yPRBD/8+Ra27EgFFafNn8anP3oyHvfQVwoaQIkvteidQgwpNrms46bmbkwD3jvYRTxh47ZS6zLk0z5EJB2ZfJfHqwaTtsOLm9/j+49vojuSwHIZrLq4lr9bOAOXaVBR6sXr1ZonhWqkY+9CGJNNtMn2NxlVdcfjcTZt2sSBAwf4yEc+Qnd3N93d3QQCgWy1T2SA3ltYLMsYcAsL9Yv6dm5D7fiqKwO0tIfx9VvIKxpPMq0y9f0d6XGRQpZO7Rz5/PEM7/1eKzVdTb9cJOmktouIyPAG2ycPNW7xeV1D7u/zfaxzZBjf0h7h+09sYs+BTgAu+tBxLPv7eZjG0CG7y4SyUi16J8Url3Uc8Fq8s68dDHCc1N0rkcMJjpsRyvp7i4yngNdid1MHpmngMiGRtDnYEmZ2dbDvOWPNFdIRT9g0rHuLnzz7BrbjEAy4+Wz9IuYdU47X7aI86MVypT2hheSZdI69c7Uvz+c52vN9nDre0q7wN954g4suuoh/+Zd/4Z//+Z8BWL9+PbfcckvWGieTw4ZtTdxy34tc963fcMt9Lw47P9RIt7AMN+dU/ZIaEgmHSCyB46R+JhIO9UtqAEZ8XCRfpVNDo7n9Kxtzty07dy44kLBtHMcmYdvg9GwXEZEhDbVPXjivatBxSziSoKUjwv7D3ew91EUy6fTt7/N5rNPWMTCM393UwZ0/3sCeA52YhsEnLpnP8iU1w4bxXreLqrKAwngpavVLaujsjrO7qYO397Wzu6mDzu74hNRxVySGQyqMp+en07NdpJA49H6Je77PzsDtmeQKI+mKxPnXH/6Zh3+1Hdtx8LpdLF9Sw7xjyinxuakq8ymML3DpHHtn8j0aTYZ25OvyeY72fB6nZkPaVX777bfzxS9+kWeffRbLSpA4cAYAACAASURBVJ2tOOOMM/rmlRcZi9HuEJqau/EecYty/1tYhtvx1dVWc0P9IipCfjrDCSpCfm7od4ZypMdF8lG6NTRS7fSXjbnbVi6dz4oLT8TnsUjY4PNYrLjwRFYunT/m3ykiMhkMtU9+bcfho8Yt558xm0NtEWzbwTQMEgmHg61hEgmbA83deTvWaeuI0hl5P4zfsuMQ33nkZVo7ovi8Lj7/8cWcvXjWkK83DAgFUiGG+8j50USKkGEYgNETjBs9/519rR0xXGaq5lLtSN2V0tqhQF4KSziaZGq5D8sysJ3Uieup5T4i0SSQWa4wnIMt3dz83RfY9NYhAPweF6FSN7/fsJu9BzspD3onrJ4le9I59h7r9yiTUD3f52jP13FqtqQ9V0BjYyPLli0D6NtBBAIBotFodlomk0L/HQKkQroIib6O7kgj3cIy0pxTdbXVwxbzSI+L5Jt0a2g0t39la+62lUvnK4AXERml4fbJR45bbrnvRdwuE9txMAwDwwDbhpaOKCceVwnk31jnyDD+D6/s4dHfvIHjQEXIy+evOpVZU0uHfL1lGpRrnl2ZRBrWNVLit6gq8/Vti8SGPn4ab4Zh4Ol39W7StrP+niLjrffYqH//EomlAkDIPFcYzJvvNnPnQxs40BIGIFTipqzEQ1nQh4HDmj/u5IyTp2fysSRPpHvsPZbv0WgztP4KYY72fBunZlPaI9dZs2axZcsWFi5c2Ldt8+bNHHvssVlpmEwOo90h1C+p4f6GzURI4HW7iMaTA25hGe2cU/k8f5ZIOtKtoZFqp7/qygB7D3bSHUn0LXIU8FnMHCYQERGR7BjtCdWKkJdDrRFsHBzbJmmDk4SOrhgbtjXl1TintSNKV08YbzsODb9r5Pn17wJw7PQgN125mLJS75Cv93ksyks9uHRrv0wiuQxUZk0t5d397STtJI6TukLeIFWvIoUk01xhtDnCnzbu4buPbSIcTQBQGfISKvFQHvSB49DRHaczHMniJ5aJNJpj79HKpA8o5DnaizG7SzuQ/9KXvsQNN9zA1VdfTTwe5/777+fRRx/ljjvuyGb7pMiNdodQV1sN9YtoWNfIgeZuph1RiP13fImETUtHlHjSwXK5jjoIHe0il6MVjSexbVvzmEpWjebs+3C109/CeVVsaTzUO5UiiaRNJJrgog8dl82PIiIigxjtCdWW9jBTK/wcag2T6Llw1W0ZJJLJvnEOkNODGsdxaOuM9YXxsXiSB9a+zqtvHgRgUc0Urrt8AV6Pa9DXGwYEAx6CAc+EtVkkX6QunOgY5MKJ7IfiH140g3f3tw+YQ94wUttF8s1wAd5ocoUj+97R5Ai2bfPY82/xk19vx3GgrNRDqMQLOEwp8xOJJYjEkgUTikp6RnPsPVqZhOrZPFEwXgarWyCr2V2upB3In3feefzwhz/kscce44wzzuC9997je9/7HgsWLMhm+6TIjWWH0P8Wlt5iva9hM36vCwODcCxBpKN3gOqirMRi36Eu7vifvzK7upRPf/QU6mqrM7rVZySHWrt58veNzJhSwuXnzMvod4kMZyw15Az5SMqLm/ce9RynZ7umnBERmViDHdQtnFfVN/7pHzL09gmWZeAyDWyXAU5qion9h8O4TIP7ntyEaRjjclAzlquVHMehtSNKd89Vgm2dUe59cjPv7GsH4Py62Vx5/gmY5uBz6LpdJmVB71Fzs4pMFgvnVfH6jkPYPYO1RDJJNJbkog8dn/X3fm3HYbwek3D0/WlqvB6T13YcZmXW310kfemE5m/tbmHne22Eowk6w3He2t0yILB/64zZrHlhJ+FoAr/XYtm5c6mrreaW+15MK0eIxJKsfvxV/vDKewAcWx3kxisXcaC5m+f+8g6H28OYhpGXoahkLltTr2Qaqnu9LvYe7AJSdz1dd/nJOQ+1N2xr4ke/eJ3dTR3YNlgugynl/r669XpdWcvucimtQD6ZTHLLLbdwxx13cPvtt2e5STKZZHLmsH8na+Kwp6kTgKkVfiLRBIZhUOK3aO+KpxYcMmD/oa6+jjgbt3vatsOmtw6y+vGNHGgJ4/O4uPSsuUMeVIpkKt0aGs2VHLt7aulIQ20XEZHsOvJihGH35z19wt5D3bhMsJ3UVawuMzXX84GWMFVlPkoDqalgxnpQM5Y7DY8M4/ce6mT1Y5tobo9gGPDxC07kvLrZQ75nwGsRKvXi0rhKJrGXNu8DUlem916h3rs92xdO7HyvtS+MN0hdsBGO2ux8ry2r7ysyWiNdfPfTX2/nZ795EwywzNT88T/7zZtAat2rDdua+N363VQEPUyv9BONJ/nd+t2cMLsirRzhUGuYb//ob7y1uxWA0+dP49qPnkyJ381Jx1YQKvFm5eppKX5jzdD6j9uOrS4lGk8S6RmP5dKGbU3c8+grdHTHcXrO9SaSDgdbwkyrDGBZBnsPdnFs9cDpc/Nt7vuxSCuQd7lcvPjii1rtWbJisDOH6Vxx1b+Tfa+tE7NnEsO2zhhJ28EwoLUjhstlYBoGDqnCbumI8O0f/Q2P20UymaQi+P6CSJncKhaLJ3nid2/x+G/fJJF0sFwGn/royQrjJevSOfs+mjtCbHvwa+gH216Mc7mJiOSz4fbnvY83NXfj91pEYwlMMzUOglSABg7NbRHaOmO4LZPyoJeAd/QHNaO90/DIMH77283c/9RrhKOpK7yuW7aARTVTBn0v04BQiYcSv6aoEXnvYOf7aXgvo2d7loWjyb7/7wzYnvtQRyaf4Y5DRgrN17ywsyeMT61BYhmQsG3WvLCTlUvn07CukXgySVvXwKmhGtY1jjhlSOPuFr71wN841JaaE/6ys+fwkbPmUOJzU1bqxTSNSbVwpYy/oWaNGO54PJszRGSiYV0j4WgC0zBI9vQsBqm1hVo7osyckqqraDzZ1/aucJzm9gi2A7fc92LBZhBpT1lz7bXX8r3vfY8vfOELuN2aE1vGT+/tKb23zVSGvERjSUoD7mGvuOrfycYTNqZhYBj0dZiJhI3tOLh7DkKTtoNtO9hG6moxn8dFa0cUgPJSb0a3ih1o6eK7P9vIprcOATCtws8/LFvIohMGP7AUScd4ht1Nzd2YOLzX1tlXI2UlnozOKmd7HQYRERlow7Ymtr/djOM4qTC91EuJ343X7WL3/o4B++RkMklX2IF+Bze9AZpD6or5RNLmYEuYslLPqBfuHs2dhkeG8S9t3svDz27Hth3KSj3cdOVijp0eGvR9ej+nR1PUiACperLt/v+d+p9pjDQpYeZGc9GGSDaNdBwyUmgejiawjlgP3GW8f3Lp3f3tdIXjGKROaicSqbVPEsl2vnz1adz94/WEY+8vbuz3uPiHyxfy4qb3+I9HXyUaS+K2TD59aWo6kFCJh1KdVJZxduSsEW++08wd//NXjq0Ocu1HTx4yP+t15LgtFxfbNTV3k7SdvjzPcYCen/GETTSeZNbUUiLRRN9akQdbUye7plb4CzqDSDuQf/jhhzl06BAPPPAAlZWVA66WX7duXTbaJpNA/9tTzNQ0pzQ1hzEN8HstDI8x5Jm7/p1sKoB3cOg9cPNwoCWMQSqI7/1pGoBh4LFMKoKpW7UjsSSd4cSYbhVzHIf1W/ez+vFNtPSE+2eeMp2VS0/C77PQxfEyVuMddvu9LvY0pe4k6R1UHmyNcEz16AKY/vL1LLuISDHq7RdMwyDpOD378TAALpdBPGlTall9+2SPNTDAPjIus+1UiGDj0N4V4/NXje6ChHQXFesfxtuOw89f2Mmzf34bSM1detNVi6kM+TiSAQR8bkIlHt1tKNKfM0T4PdR2kSI00nHISPNs+70WkVgCq1/3knRS2yF1Z33q5HXPHWYGJGyHRNLhrd0tRHrCeEiVXtJ2eObFnby87QAOUBH0cuPHFjN3ZojyUi9eb9rRm0jaeusgmXQ41BbpOYEE+/pN1dx7XD7SuC1XF9tVVwZo64hg2+AyDBKO01dbLjOVW1x3+cl9n3f7281YLpPKMh8lvtRnKdQMIu29wt13353NdgDwuc99jj179mCaJoFAgG984xvU1taya9cuvv71r9Pa2kp5eTl33nknxx9/PMCYH5P80P/2lN6DrUQyie1Aa2eUEn/qbozBrrjq38mWlXhSZ8kcKCvz4HIZBANuvB4XB1sjuF1g2mCaBo4D5T1hfHmph85wgh/+84WjbnssnuThX23j6Rd24DipNq5cehIfWjgjteBYiUcdr4zZeIfdRs9EBRg9c45CaqE/jg45Al4X3f1uSe6/vb9srMMgIiKD6+0XKst8HGwJp/bnDjS3R6gI+rBcxoCFTls7o7hMg6SdupreNCAaT11WWxH0Eon13IbvMvF6XKPuW9JZVKx/GB9PJHnwF9vYsK0JgJPnVPKPVyzsCz/6Mw0oK/US8OmuXJEjOcaR89X0355dpmkMejW8TprJRBvpOGSkebaXnTuXn/3mTRK2jctIhfE4qe2QWkA84qSmzTB77rDHSW1f88JODNPA2zPdjc/jIpZIsmHbAQDmzAzx2fpFTKsIUB70YrmOuBRfZJz01sHetq5UGG++PzuEZRkDsoORxm25utiufknNgIt0e+vNNGDGlJIBV/rX1VZz3bd+Q9BvDbhIvFAziLTTwg9+8INHbbNtmz/+8Y/j1pg777yTYDAIwPPPP88tt9zCU089xW233cY111zDsmXLWLNmDbfeeisPPfQQwJgfk/zQ//aUXr23qcTiNu8dTE2v4TINpk8pGfDaIzvZY6pLMTAIRxNUhPxcd/nCvgVb1rywk2jcxkk6VIQ8fWfSxjpn/N5Dnfz7I6/wxrstAMyeVso/XLGQ6ZUBAj43wRKPFhyTjIx32N0dTRAqcdPWGSfupGqurNQ96Jyf82ZXsGtvK93hRF9nGPBbzJlZPuB56V4d2UvzzYuIjE3vVDW27eBxuwiVuAlHk8TiSXDghp7xUEt7mKQNrR3RvrmeLZeB5TKJJ2x6bhSkquz9K9IjsdS4abRGCjscx6GlI0o4mqCzO8Z9DZvZsSe18OM5p87i6qUn4jKPDim8bhdlpV7cR84lICIAmIaBbTgDLog3DAYcT2WLa4hAfiKPe5K2Q3c4hmWZ+L06aTdZpXMcMtw87SuXzmfvwU5e2LiXWNLBNA3OPXVm38LIs6cHeWdfG53dib5jp9KAxezpQV7febhvuhu/x0V3NEEskTrhfeYp0/nkJfMpL/URKvVoHUbJqt466J3CGVJhttsyj8oORhq3ZZI/ZHKcX1dbzZeuPq1vGmuXy+DYqaVHTbnTK+C12HOgq++Ck/KgF5fJmNeCzKUxXb67fft2nn76adauXUsymeQvf/nLuDSmN4wH6OzsxDAMDh8+zNatW3nggQcAuPTSS7njjjtobk7NnzmWxyorKwe8b3t7O+3t7QO27d+/f1w+kwyv/+0pvX2VaaZuuUnaDomeji2RdGjvjLFhW9OAohxpMZT+q6MH/RYHW1OLmHncLiyXMaY541/YuId7n9hMVzgOwHmnH0P9eSfg97gIlXom7cBQdTS+Rht2jyTgtdjdGsblMnAbBrYD7V1xZlcfPU1A79nz8lLvkFc99n/ecFdH9tJ88yNTDYlkrhjr6P2pagAjNe97e5fN1Ao/LhMqQv6+/eh3f/Yq7V0xeta5x4G+OwNLfBYtHVE6umJEYiPvt9Mx1Disfxjf1NzN6sc3pq7qB+rPq+HCDx57VEhhAKX+1EUNCjBypxhrqNhUhrw0NafqqX+dV4a8OXnv3u3Z1hvEv7m7hT9u3EvNMeVcevbcrL/vWKiOsm80xyGDSZ3obmHmlEDf67e/3dKXNyycV8XWnYcxzP+fvTcPk6s477bvOuf06b1nkzRCQgtIwojNLCIQCBiQwdhsNt5wSIJjkjev7Tch+WLn8me/3kIMxnYWOzY2+RwH4kV4U5BBwYDBQhjHGBmxCUloQUhoGY1m7b3PUt8fp/uoe6Z7pmemZ+mZuq8LmKnuPqeGq+tU1a+e5/eAKQSOhHTW5swVHew9OECuYJMI6QxmLJziIZWha3zoutNojYdUhlcDUONodErjoHRYWr7uq6YdjKSfjVd/aMQ+v94ix1u2d9GfzGE7LpoAy3Y42pshETW59frxrWWnk7oF+Z6eHh588EEeeOABdu7ciRCCT33qU7znPe9paIc+9alP8fTTTyOl5Nvf/jaHDx+ms7MTXfdScHVdZ8GCBRw+fBgp5bheGyrI33fffXz9619v6N+hqI/y9BSKDxAkaBpoCCTCP/UqWDZf+M5vcIqFi0Kmzo2Xr/RPsatRkXZjghCC3sEcPQM5Tl3e7k/Yn/zm06Oe5hUsm//vgZf5+W9eByAaMviTa07jzavmEwkaJKIm+hxOR1PjqLGMVewe7URalrZM8rhdTUV7GWtWd/Lk8jY2P38I1z0eMTL0mmtWd7Lr/CVs2LyXbN4mHDS44dKTm6qq+0xCjSGFYuLMxnHkW9UkQnT3ZxHFh3jvQI62eNCfF9as7sQwBK6UyLKCj44rOXwsjSY8seCis07gtcOD7O9KAZ6PeyNxXUl/yhPjdx/o55vrvSCGUnG7804d/szXNUFrLEhIWf1NO7NxDM02yseJrNE+mfcuZTOX7i3E5N67JMS/sLubh3/9Oi/uPgbAb7cdmbGCvBpHk89o0b4w8h5p/abdWI7DQLpo32ZoREKGvzd5aU8PhiHIF1xKRp5BU+OlPT3ccOnJPPjUXvpSBf9emoB3X76Cea0RVYS8QahxNDqlcXDvxm280ZXC0ARtLV7E+FgDLsZ7yDXaPr/kWFGuF1TT8OrRNO7duM3P8C8dhAUMjUTMbEpNYdSZ8+GHH2bDhg089dRTnHzyyVx33XV84xvf4P3vfz9XX301wWBjT8O/8IUvAPDAAw/wpS99idtuu62h16/GLbfcwrve9a6KtiNHjnDzzTdP+r3nOkPTUwRw4oIYfckc81pCfoRUOmvRM5Cv+Gyu4HD/ozsBaory+48Mki842I5bLPYa5MQFMVJZmzs+fLF/mmc5rneP/iw79vXy3rWrKq55oCvJl767hX2HvRPalSe2cuv1pzOvNUQiqjxOQY2jRlPPIhPqP5HO5h3mt4YYSBf8RWdLNEiuilf8ukd3sHnrQUoZya4r2bz1IIvmxyrGxZbtXTz8633YRRsE23Z5+Nf7WLWkbVg/ld/86KgxpFBMnNk4jkrPT2F6a6L+VB7LlrhS8hdlz/ot27voGchjaMIvRleOK8GyXZ564RChgE5ne9jfcDUqY8l1vcj4XMHm2VeOcN/GV7AdSTwS8IrbLW4Z9pmgqdMaUx67M4XZOIZmG4e7U2NqbyT9yfyw2rFSeu2NxnEl6Uye32w7wsO/3sfuouUVeJGcH7zmtIbfs1GocTQ1jBRVO9oeaf+RQdJZq1gE08ucH0gVsB1vv7/nQB/5gltxzXzBZe8bfZxxcocXUFhE12Dt+Uv4wNtWK9vaBqLGUX2UxkFJ0D7am6EtER6zPWy9+sNQRtrnr3t0Bz987FUQYGieTeIPH3sVYJiuMJqmsWV7Fwe6UlAs+lqaiizbnZQ5aCoYVZD/m7/5G1pbW/mXf/kXrrxy7IUvx8s73/lOPvOZz7Bw4UK6urpwHAdd13Ech6NHj3LCCScgpRzXa0NJJBIkEokp+9sUlVSbSD/5zac9H1RH0jOQ8z3ZhuJK+MEjO9n49GssXZioeGCse3QHg6mCP1CldOnuz9ISM1k037NH8k7GXQZSXnq3oQtsV/KTx3f5ouJjz7zOPQ+8RL7gIAS846KTeMfFy4mGTFpiptpAFlHjqPHUk7o1WnRHic72CIe6kxWftRzXHwvl/PSXuxlqD+pKr7184rxv4ysMpgtomsDQvajMwXSB+za+MqzfpftncpX9rHb/uYoaQwrFxJmN46g8hTgaDhANB3zf9/JNyle+/ztcV1J9xVREgONI0o5NIhZECNGwjCXXlfQmc+TyNg//zz5+tnkvAAs7Inz0vWczv7XSp14IiIcDxCLKomYmMRvH0GyjYA/PbhypvZGULDvrbR8PjisZTOXY9Nwb/Pw3r3OoO+2/tmxhnLdduJyzT5lfUQtjpqHG0dQwWgT8QDpHNn98VgwHNX+uKx1clwR0IcB2JbbjjaNMlaAlr1A6rCsGBQogZGrMaw3z0u5jbN15tCmjdGcqc2EcTUaNtYnMBPVax5QzktXNhs17QYCQYLnHa5/89IldFbrCvRu30ZfMefUlNYGU3rryK9//HR+7+TzWrO5k/abdaMDQqc6VkMwMt7duBkZVEu+44w5OOeUUbrvtNt73vvfx3e9+l56enoZ3JJ1Oc/jwYf/3J554gpaWFjo6Oli9ejUPPfQQAA899BCrV6+mvb193K8pZj43XraSVMaiqzdTU4wvJ521ONSd5J71L7Jlexdbtnfxk8d3Icq+4Y7rRZMl05afdtPVm/FOxv1CSAJdCBxX8rOn9vDl723haz96nnzBoSUW5K9vOpcbLj2Z9kSIjpaQEuMV087+I4NeNIctK6I79h+p9Ns7c0UH/ckCBdvzWyvYLv3JAmeu6Bh2zXxh+AK0WvvB7lTF2NGEQAivfShjub9CoVAojnPjZSuxbUmuYCOl99/yFOJSVFGmDkGsPLK1PJpoohlLjivpHcyRzlp897+3+2L8KUtb+fgfrxkmxhuaRkciRDwaVGK8QtFElMTKetvHgutKuvsz3P/oDv76nzfznQdf8cX4005q569vOodP3HI+5566AF0XqEfH3KY09/UNZisiards7wLg1dd7K8R4gGze5dXXewEI6BpIcKUEPJ0AWWyvgmloCCHIle2HWqIBOlrC9AzkOdqX496N2ybnj1XMSkb7Dk/XtcbKSOvUbN4GKbHdykLkecv1+1aKfC8VDC9YLpbtApJc3vb/jq7eDFqNDBRNeIdtzcaoEfI33ngjN954IwcPHuSBBx7ge9/7Hl/84hcBePLJJ7nhhht8n/aJkM1mue2228hms2iaRktLC9/61rcQQvC5z32OT3ziE9x9990kEgnuuusu/3PjfU0xs1mzupPWeIiBMl+2kbAdSe9gHk0I7vrPZ5FS+kK+Jiiz3gC77Mywsz1CT38WQz8+sKWERCTAtj09/jXOXNHBLdecRnsiTGvcJGAoXzjFzGC06I4SL+3pwQxoZPOO74MYDuq8tKeHD0zg/q4rsZ3jC1NNgK4Pnyhf2tNDazzoR8ibxQj5id5foVAoZjvlKcQHjiSxHBdDF/7GoxRVNFY5LJu3OdidpjXueY2Ot2i440r6BnP0JXPc818vsfP1PgAuPGMhf/T21cOCF8JBg5ZYUKX1KxQKwFtLHulN89Cv9vLEljf8aHsh4LxTF3DVBctYujDht4VNg3DIqIjGVMw9/Ez3GlnCeat6UF+pfcnCOK++3lvxvmBAY8lCL3u3VCvBa9exbLco3nv17jriQQxDp2cw79XcElRkcygUo9HIGmv1XGsyovGhutXNmSs6WL9pN1LKYZn34GWX3LfxFdZv2s2Ofb1IV+LqXmHaUsFw14VQUMMwvDVvZ3uEY33Vg0dc121KK9y6Z7HFixfz0Y9+lI9+9KP87ne/44EHHuDOO+/kn//5n3nqqacm3JF58+bxox/9qOprK1as4Mc//nFDX1PMfDJ52498GOpVWA3vUFtWnFoDw603XMnXfriVv3r/Odx42Up27OvFdiUlDTEU1P0CLbomeNdlK3nr7y0hETFVWrVixhHQNbKupOA6SOktHgXDozv2HuwnW0y9LE1y2bzD3oMDw65ZL5GQzkCqcrHrSoiHhh9YdfVmaI2ZtMWP1x2RUjblxKlQKBRTTWnDdM/6F4kZBsGAzqHuJF/4j2cmFJmat2yO9jokoia3Xl9/4a8SJTH+YHeKr//4eY70eM/06/7gJN5x8UkVayZNQDxqEgub4+6vQqGYPbiu5PUjg2zYvIennj9IoSiMlopPX/l7S5nf5h0U6hpEggEi4YDKUFYAcOBIkmTGs87UNbAdz0faqXdOlO4w0T5vuZSqokeCBumcTcjUK/SFkKnRlgiRz9sMDh7PNJN4eyyFol4aWWNttGvVW3duvJRbRR04kmTnvl7i0QBhUyOTH344FjQ19nclWTQvgpQSoeGP3dI4kkBrLOj/HauXt1UV96Gk+U2+bVujGdex8nnnncd5553Hpz/9aX7xi180uk+KOcSW7V1+QVeAxfNj3HLNaaxZ3UmhYNcccLWo9/39qTz3btzG1z92Be9du4qfPL4LTYDQhF+gpSVm8pH3vJmVi1tpiZkEVRSGYoqppyJ5azxIf6psMVgscNIaryy4nS3zQZQV7fa4+5fJVv9stXblIa9QKBQTozz6KZ21isXnJrb5cF0QQjKQzvsR9/VGUpXE+B2v93L3T14gmbEwdMEfv+M0Ljh9YcV9ArpGazyIGVAZhorZw2RFG85kSkEd1drrxXUlO1/v5b+e3M0z27p8m4Jw0OAt5y7mijVLSES9dWxA14iGDcLBQE2rAsXcxHJcHFfiDBEALGd0u1uAl/f2jthu2Q7BIWJ8MKAzvzVENGyy81imYiwIYNkJal+jOM5oc8RI3utjvU86a9HTn8UM6LTGg0RDRsW1GhmNX6sP96x/EctxGEzncSX0DFQvtCqEVyDZDGiETIOAoWHbEqFLnGL2f4mu3oyv8XWNclDRjIVd61YYr7/+eq6//nquueYavzCqaZq84x3vmLTOKWY3W7Z38eXvPusXTBHA64cH+doPt/LmVfPor9OuZjxICW90pdiyvYsPXHUqIVPnez/fSaHYl1OWtvLRd7+ZjpYw8aipFoCKKWfdoztY98hOf0JKZy3WPeIVECoX5fuS2aqfH9ru1jitqtVeD1YNIaha+5krOnhlbw8I0Ise8oVkgbddqDzkFQqFYiRKG7pte3swDY224kGsqCmNjYwQoBfTqWxH+tYxRUM9yQAAIABJREFU5dFSwIiRVCUx/jcvH+Y7D27Dsl0iIYMP33gWq5a2VdwvGgqQUGspxSxjsqMNZyrhoEGmSjBHODi6rOC6kq2vHuW/Nu3mhV3H/PaWmMna85dyydmLCQcNhIBQwCAaMgjWcV3F3KRW3ZR66qlA7Qx8KSGXtwFRUT8rFgkQDQU40pvl4rNa2VG0Z/M/ByxXgryiSD1zxI2XreSe9S+SwyYY0MlbTkWNoLHcJ2RqZHOSbN4mm7cxdI1Y2ODW688EGhuNXw3PQsphIFUYNUi2NPZKmfOtsSDd/dmqS9qxSBW1bKpmMnXPcH/5l3/JQw89xDe+8Q1OP/10rr32Wq6++mpaW1sns3+KWcTQE8KunnRF9fLSWEumC2x+/tCk9kUILx1y/S93setAH+se3YmUYAY0brryTVzy5kW0xIOEg4FJ7YdCUYufPrFr2JwkGV6RfDBdfdFZq326UB7yCoVCMXbWPbqDnzy+C9txcSXkCg6HezKeNZkxdtsGgVdQVdMEBdsp2pwJP2qqFC0F1IykOudNC+gdyLLx6ddY/8vdSGB+a5iPvvfNLOyI+vfSBLTEgkRCai2lmH2M5l89W4lFAlUF+Vik9jh3HJenXzzEA0/uYdeBfr99QVuYqy5cxgWnn0DA0NAFhEMBIqHAuJ5virlFLZ1uoqYVQsDH//Upv5YcQHvCK0De3ZcBIXh2+9EKa93Sz89uPzrBuytmC6NFpJe0sVzBwcp6tYGWLkyMOdOqdB8hdM8msKh2245LKmux60Afa1Z3NiwavxZdvRnSWRuBQAhZl+W0UXzOR8Pe/HFkgocDzegsXbcgf+WVV3LllVeSSqV47LHHeOihh/jiF7/IhRdeyLe+9a3J7KOiCSkX3yNBg0zO4thAjoAuaIsH6RvMcrSvemSvXTwGKy+k0mg0IWiLm+w5OMBLe3oAOHFBjD+74QxOWtRCS9REV/6EimmkdMJbPrFIOfzkd6TojpnEaB7yjispWLY6BFMoFIoiW7Z38ePHd+G47rAIIQkVYkG96JpAIrEc158nLMf1fd1L0VL5gkOuYGM7koDh2c1EgjrZnEV3X4bvPrydzVsPAnDy4hY+/O6ziEeOe8MHDZ2WeFCJaopZy4T9q5uUgXT1DOZq7Zbl8Ist+9nw5F4Odqf89mUL47ztwuWcfcp8NE0Q0DUiRVsaVexZMZ3omkBKyb7DgwBommB+a5hs3mYw7dlhBA1BNm8T0AVCHJ/jpHQnZAWqmF2MFJFeHj3f0RKsiIwf64Hu/iOD5AsO+YJTNZjvx4/vYtWStoZE40NtG57O9gg9/Vl0TWDoGtYoa1Qh4Ghvlng0QEDXONafnbB+0Yy1HsecAxaLxbj22muJx+NYlsXmzZsno1+KJqb8AaMJONCVxClWHrdsSVdvtq605ckSFA1d0J4I0d2f8z3n3nLuibxv7Uo6WiNEVSSXYgZQ60CqCecZoLZH3tKFcXa+3ssPf/EqqUyBT/3pBbTEgiNcSaFQKOYG6zftxnVlqb5cQ2hvCZHKFMgWjtsFCgHJrEUoaKDrwituP5jDkRJDE9iOS3dfliULorS3BPmX+7eyba8XzLBm9QJuueY0AobuXy8a9ixqmnFjpFDUi+W4ILwgH/AyQlwh6/avblYKljNqezZnsfHX+3joV3vpGcj57aed1M5VFyzjTcva0DRB0DCIhHUVjKGoyVTWaTB04ddliRStk+JRk4FUoUJoF0IQDurkCjZG2TTnyPqsmxRzg5Ei0hvl575lexeZnI0r5TAxXgiKazjJ+k27uePDF8ONZ7F+026O9mZYMI7xNJINz42XrWTnvl5/7TgSmgamoRMNB+hPNe4guxkPdOt+Ykgp+c1vfsODDz7IL37xCxYtWsS1117LXXfdNZn9UzQh5Q+Yg91pNE3guLIiumto8ZWhBE2NfKHxC9p4xCAYMPzo/GBA50+vO50LTl9IS0xFcilmDgvawnT1Dj8pXtAWnp4OVWEshwZDT+XBW3xkcjYf/9en/Ov0DOSUIK9QKBR40VUBQ6soKDdRLNtlfnsEx3FxXOjuy3rPbCnpHczRFg9h6IJ4NOD5gLreMz0RC5DMWiQzXsYjwNW/v4zrL13hC5K65lnUKHFNMRcwdK+Kg+tKfz0kiu1zEU0TDKTyPPDkHn7+P/tIFX28hYBz3rSAqy9cxtKFCTQBkWCASNjwD/IUimpMZZ2GcjEe4FN/+nv864+3cqw/i+NIv2ixxDuMu/HylfzwsVexXRddeGI8Em649OSG9kvRvIwUkf7N9S+O6Ode70HU+k27SUTNqsVMpfScJwKG5l93zerOCY2dkQ4S7vjwxbxn7Sp+/PiuirFUDc+tIkg0HCCVsXBdB0PTJnygvWh+dPQ3zTDqFuQvueQSIpEI73jHO1i3bh0rVqyYzH4pmoBqDwqAHft6cV2JGdApWM6YF6aGLjhxfoy9Bwcn7AEH3gZxQXuUXN4ilbVJZryN5AkdEf7q/eeQyVl84yfPs78rRTioIxBk8vakn8IrFCOx9vyl/KBYxHVo+0whbNYo7GUOn1rWrO7kyeVt/PqlI8TCBtm8Ta7g+EL8/LYw73/rKZy8uGWyu61QKBRNQWdROG+UIK/rgkzOJpW1WNoZ8yLY28L0J/MULAfHcZEcT9XXNdB0QSISQCLoGcghpSe83fy2U2mJmfzLuq30JXOsWNzC2y9azsKOWEP6qlDMdJYuTHCoO+nXxvE85AMsmj+7izoODcTQNEEkaOBKya3/8Bj5YqS8oWv8/pkncOUFS1nQFiGga4RDBpGQsqVR1Mf6TbvJ5C1SfV4EsCYEsUjj6zToQ8T49kSQ007uoHfQi9wt/8oLPDGxVM9rw+a9ZPM24aDBDZeeXFHnSzG3WbO6s2ZEenn0fDpr0Z/KU7BcQkGDdY/u4IlnD9R1EFWyhE1mClUDXl1HEo0FRvSJH0sWSi0bnv1HBvnkN5+mqzfDovlRBIL9XUkMTSDx6oiAwJXe4db81rDvG28XLRSHx/iPnYvPWjTha0w1dQvyd999N2edddZk9kUxQ6klvJefWB/qTvKF/3jGfxBowhtcriuxx7Dm0os+bXnL8SPrJ4or4WhvxkvlKUavvP2i5bzrspUc6k7xnZ9tQ2igIXmjy/M3nN8WntRTeIViNJ5+sXph46dfPDRjFnvz28O8fjhZtX0o9z+2g607uwkYgt7B46f4IVPn3Ves4qIzT6jwH1YoFIq5Tim6ShMM85AfD44jcRwHXRfkLYeQaRANef/0JXMMpAoc688h8KIAHRdaYwFM0+BwdxoJhII6f/Gus3Acl/sf3UkkbLCsM8ax/gzf/MmL/IVaMynmCKXx2dFiTMiPt1nRigVYHdf1o+HBe0a85ZwTuWLNElpjQcyATjRsEDINZWOlGBN7D/aTzh4P/HGlZDBtsffgQMPuoWnCt8vQBMwr+sUbukbI1CkMrd0FhINeZscHrjp1xuzJFNNPLWG72pqoNH/05b21V2mJFzJ1fvz4LoKmhuPIioLh927cNuz6JWHfdSEY8Hzby9eLQkBA1/x5aWgfz1zRwRPPHsByHNJZm57+LDv39fKetauqfrer2fD0p/JkcjZ9g1niYcOfC5d2xrEdp+K9+w4P4riS7v4c/akCrfEghq7hSmfUqPrREMDDv97HqiVtTbUOHVGQf+ONNzjxxBMBaGtr48CBA1Xft2TJksb3TDEjqJUqFgoafrpKOmsxkCpUDCJHguN6E1gtT6jShi9k6hRs1y/4WrBdenpyVT8zHjRRKewvnBfh3DctoLM9wtd+9DxC89JtDg6kvLRrAQOpAovnR8fl5aVQjES9p9BvHE1V+XTt9ukgV+6nCP5iIjckaj6bs3joV69VLfhluy6XnrOYsGn4J+UKhUIxFxhtPlizupNd5y/h/keHZ0tNBNeR9A3maUvgC4nJtCeoaZpnw2G7kvZEiGzBpqd4iBqPBPjrD5zL4vkx/vkHz9GeCJKIBklmC4DAMIRaMynmDCNFP85mNAGhoIHjSNJlQjzAuy5byaVnLyZaLNAaCRmYAWVLoxgf2Vz1AqnZnFW1fSy8vOcYQniWUwCmodHeEqIvmSdfzErL5qtnp9VqV8xd6rVXKl/3RYIGfce8zEMzoNMaD3oBEoM50hkXQ9fQhMC2Jf3JPL0DeRYvcNEEvPp6H7d/5xk6WoLYtkTXBI7romsauN5nHVcSChp+oES1PpbE/1zeQSDQNYHtuqx7ZCcPbNqN0DQCukZrPIjE60cmZ5OImrTGTH/9mIiaw2xsJBLblr5lT3+q4I03CQKJZTsc7c0QChpI6VKwJybISyCZKTTdOnREQf66665j69atAFx55ZUI4VWdLkcIwfbt2yevh4pppZZP1MHuFEs7vbTk/lTen8zGQukTF56xkNcOD3KoO83R/ty4rlWLoWJ8a9REE4J7H3oFXdcq0m4s20UTAiHwq0KXe3kpFBNlLF6ItQ6yGlX0pBH0DubRNC99WUrvFF4I/Ah4y3Z46Fev8ZMndjFYRYyPhgxiEZP5rWHlI6pQKOYUW7Z38dX7nyObt3FcyUAyx1fvf47bbjq3Yj54aU8PAUMjbzWuro4E0jmbaDiAZUsWtEdIZWySmQK6BugaLTGDdM7y7XIWtIX525vPO17jQ0jCpsFAKu+v59SaSTHXmKgfbzMhpeTZV7rQdY1MFaFU1+Cai5YTKdnS6Koul2Ji1JIEJioVCAGfvufXvv1SLBwgHDLo7stW6AYlPWAopfZ1j+5QljUKYGRv9dIcMVQHyFsOliNZ0BoiVpYl7tm3eAES4H1fLcv7r+PiZTIK0AUMpgqEgwatcZPu/hwBHTpawhiGhm3LiqzFan10XUkma6NrGprmWcoUY2rJ5h003SXrSn+tpwnvn4FUnmzORmgCy3FJZy1MQ/OD64IBnVTW5n8XD60PHEkymCn4Y9cq1mXQdcG81hAC4dslTgTbkU23Dh1RkC+J8QA7duyY9M4oZh61fKKklLxxNI3jSuwJFl94cutB2hMhOlpCHOlpzAAqFVdyizOtrgk6WkK4rsuRngyGrnHHvb/FDOg4jktb3Cvoatuee1WpuGupErZC0QjWb9qN5bgMpO2KFLRmO8mtQB73Ey1ZQuma4NFn9rHukZ1+8b9youEAsXAAy3bpHcwpMV6hUMw57t24jWTGQhMCTQhcF5IZi3s3bquYD7p6M1iTdBB7tC/LshPiIF36U95BquNK2uNBUlnLPwSIhgN86k8vIGjqaALiUZN4JMiRnlRFKrJaMynmGnNBkHMclye3HuQnT+ziQNdwm0IzoBELm5gBjQXtEWVLo5jRlDSCUmZ/ezyIBI71Z4fVRxiJdY/u4IePvQoCDA1yBdv7HWbdM0AxOrU0swNHkr63ejprETJ1YhEvsCFkGgR0jb5kvkKQL31HC7bjB7x57YL+ZN4T5p2iNY0jKdgF5gVCfPpDF/gZW22J8LCMrWp9DBgauYKDUbxHua4nAUPTyDtORZsQGrbjksfhhA6v1pHluHT1Zor2M55NtONK/v7ff+N9rsrY0op1JvuTeQSNmzeabR1at4d8NSzL4oMf/CDf//73G9UfxQyjuk9UASlLQvzEN4lSQt9gDsNoTCTFUK/VaNggFjZJZy2yBRvXlTjCe9iETM2vSt0S9U4WkdDSYpIr2HPKC1Ix+Rw4kiSZKaBpAl3zJr3+ZH5GRb2PhXBQZzB9fOIWxTRmy3b51x+9AHin+xeftYinXzhINBwgGg6QLzj0DOSwHdc//VcoFIq5xKHutBdpVBYBhSs51J2ueF9ne6Sh0T7l9mLAsDogrbEgA+njxcEChsYt16wmaOoEdI2WeJBgQOeai0/invUv+qnIc80/W6FY9+gO7n90p7/nSGct315qNghyuYLNY8/sZ/2m3Rzrz/rtJbEoEtSJRUwv4yZrkc5JJcYrZjSl7y7AmSvmcaQ3TSZnD7NeKlF0/6javmHz3qIY7+kXhvBsODds3jsrxr9ibNTSzDI5y/dW7+nPksvbXl2NkPe+tkSQo31ZcoXjaylNE7hVtAGt6OLgupU+8VJCd1+OXQf6uOPDF4+pj2bAE+QLtlsxPoAKS6fye2maAMfL2g+ZBm2JEF09aVwJhSFZJdWE+NIs4boSTfMKKttO42ygmm0dOiFBXkrJc88916i+KGYgpYIT5RuuwXSBcMggX3Cwqlu7jRlXMqxoyngQZWK8JqC9JYTjSLr7Mki8h4KuC0TR67QtHgLwTgbDAU7sjCEQZPN21ZNFhWIiWI4LwrNSguLhkZBeexNS7u0YMnVsR/ppzAJYc1on111yMid0REhlC7x2aJBj/Vk/KkUASzvj09BzhUKhmH6G7lMkDIsRuvGylby0+9ik3bOclpjJYDrvr6NaYiZ//PbVnLFiHpGgQSIWRC8eIMxV/2yFosT6X+4eZp3hSq+9mQW5wXSBh361l4d+tZdkxhMqhYBz37SAqy5cxu79ffzqhUPkLZeBVMETkATcdNWbprnnipnKaJkk9dbXmgjlYmPA0PjkB8/ng3//KHmrthC4tDNR1UZjaWeC/V1JhsYS6gKy+QaJI4qmopZmlogGfAHcDGgUbC8YryTIG7pgaWeceNT011LJdIGBtOV/XzVNIF2JlBJD17BrfGXXPbqTl/b01Bw/Q/vYnyqQztoETY18wfXv548VSVWNonzMHOxO0xoP1jxEqIYs+8FxJNm83VDL6mZbh05IkFfMfqptuHoHcn7hh0ZEyDeCUk9KD5JgQKc1bjKYtoZNjI4jcZHEwl5qUGssSCpr8+1PXTm1nVbMOQzdGzWuK/3JThTbmxHLkZiGhgTfZ7jEpz70eyxfmCASDhAJBbj+khV88b7fVhR/NgMat1xz2hT3WqFQKKafxfNjHOhK4krpZ/ZJCScuiFW8b6o2FvFogIFUZa2Pu/7PJWgCErEg0dDwottzyT9boRjK0HXPaO0zne6+LP/15G4e/c3rvuBi6Bq/f+YJXHXBUhbPjxMJG1x4+gmYps4DT+7Fclyi4cCstOpRNIbRrF22bO/iy999lmzBKUb6ZthzoI+P//H5De1HSSOIhAzPOjNijijGA1x01gnsPzJYcfCmCa+9e7MX1WyUbeEcCeGgktfmItU0s2TGorVUdwdPc+ruz1KwHKSUfmbhrdefVuEzf/t3nkETx7Ut15G0xExA0BoP1vRa91wnKuvTDT3suuL8Jby0p8f3dJeuRBMabTGTnOWQLzhIIBYxSGVGP1yyHZfuvmzF/n6sNFKMb0bUE0MxKkM3XDf93/9G4qJrAuFWT0WZSoam17TGTXRNo3uEArGaJkhmLUJBA10XTec1pWhOli5McKg7SSZX7iEfYNH85osSf+3QAAFDG5aapglIRIOcfnIHkWDAt2PYdaBvWHEky3bZdaBPCToKhWLOccs1p/G1H24lk7OxHRdD14hFA8MOKbds72r4vcvDKYTwBIpkujJlX9cFpuEFN6g6HwrF7GX/kUF++sRuntz6hm9VFQrqvOWcE1l7/hIWtkcJh4wKm4ObrjyVm65UArxidEazdrn7p8+TyZd5VEvI5B3u/unzDe9La9wTNbv7sqO+F7yi6m2J4JB9m8FLe3q44dKT+eFjr2K7LrrwxHgk3HDpyQ3vt6I5GKqZffKbT1dYxETDAQq2Q67gksraVTML12/aTUAXuK7w99CulGTzDqcsa+OOD1/Me//fh2oe/B7pyaBrgns3bgOoKCLbN5jliWcPcMX5S3ijK+nrZNm8Q8FyWdAWJhIy6BnIs2RhfNTsTAHYtjtDwnObl1EF+a9+9as1X3Ma6PXT19fH3/3d37F//35M02TZsmX8/d//Pe3t7Tz//PN85jOfIZ/Ps3jxYr785S/T0dEBMO7XFOMnoGvkigVTdQH2NI/Ckhhv6F7h1lTWpj87vJBkOZrmqfi9gzna4qGm85pSNCelVLGOFqNpPXcPHUvxvYd38KsXDlYchGkaJCImoaBBOmv5GSglNmzeWzW1W3ktKhSKucia1Z28/aLlbNjsRZkahsbbL1pesTHbsr3Li3RqMOWP4pCpk85WRkEFTZ0rzjuRea0h5QmtUMxSduzr5ceP7+K3rxzx2xJRk7XnL+WycxczvzVMOBTA0IfX+JoKixHF7CCbt0e0dunuq75nr9VeL9/86Qv+z0LAvJaQ5xdfZrc5tO5ceTt4RTBbY0Hf4hY8y+ajvRk+UPTqnu1FnRXjp5qNTUDX+T83n1PzednVm6EtHuTYQA7XLdYXkhLbPa4XXHjGQjY9d3DYZ7WiLa7rSt7oSnHvxm0YhvAPBEKmQQ6bn/5yN3aZZ7zAK8DaM5BD18MsWRjnjg9fzIf+4ZGa41ATXpFZZ45HtzeCUQX5I0eOjPj6O9/5zoZ0RAjBn/3Zn3HBBRcAcNddd/GVr3yFf/iHf+DjH/84d955J2vWrOHuu+/mK1/5CnfeeSeu647rNcXEWLIwzqHulHdaLCFgeKkm0zkgY+EA4ZBRLBQ5ej8MXaNgOSDhL4opPQrFZLNmdSe7zl8ybPHWLN8/Q9f48F1PVGSe6JogETUJmjqpjEVXb4ZqDjy1CibValcoFIrZzJbtXTzx7AHa4iYL28PkLYcnnj3AqiVt/pywftNuDGPyBHEzoJHNVwbXJKIm4aDBR95z9qTdV6FQTA9SSn634yg/fvxVXnmt129f0BbmqguWccnZi2mJBwmbhh+dOZQt27sqsnsGknm+9sOt/NX7a4tMirlLOGhMi7XLf/96H+AF7LUlQgwk88OyeoOmRjY/3CM7aHonCNWKYOYtx8+s/8BVpyoBXlGT8dTaKX3n5reG6U/lsWzPlWLRvKhvQfP8q93oWqUYLsDPZpSAoQkOdadZ2hkjnbX8a2lC+OOgFG9RukrBdklnbS49p4M/+8KjNcX40uc0ITAC2qjWT1PNlu1dTTUXjfokLInbzzzzDOeddx6maY72kXHR2trqi/EAZ599NuvWrePll18mGAyyZs0aAG666SbWrl3LnXfeOe7XhjI4OMjgYKUX02gHEXOZ41G+Qf+0L5216U/mpzxlRRPQnghRsN26088AWuNBdA3aEuGmGrAzGTWORqceAWYmUpr07WJhl/ZEiOsuOZknnt1HwYZUcaIvRcxHo8O9hhWjo8aQQjFxmmUcrd+0G8txGUhXpsKv37Tbnw/2HxmsKJ7dSLzAhONChK5BeyKM40pSmcIIn1TMdpplDCnqx3Fcnnr+ID/95e4K/+GlC+Nc/fvLuOiMRUTDAUJ1iKT3bXyFvmT++LVdh7zlcN/GV2b0WnaqUePIYzqtXUKmTjTsBexVs7HNFYaL8eXt1SKcmy2zudlp9nE01lo7pe+cYXgifN5ySGUsBIJbv/AYA6k8+Sp2NRLvsEgUo+Q72kL0DOToT+XpG/T26NJ/Z/EzVYS7fMHm4V/vo7/sGT/sXsVruY4LM0uLB2i6uaiuo0lN0/jIRz7C1q1bJ7s/ALiuy7p167jiiis4fPgwixYt8l9rb2/HdV36+/vH/Vpra2vF/e677z6+/vWvT/4fNksoP+3bf2QQ25FkctaUi/HBgE5LzKS/yon3SGga9A7kaIsH1YTaQNQ4Gp1StOPQ1LFyAWYmoQmBlJXZLzddeQpXrFlKWzzIT594lVR2uFg01IsYqFkCWpkhHEeNIYVi4jTLODpwJMlAKg/FlGHHdcnlbZxilt+W7V2kspb/e6MQeLZ9pQNWgHBQpyUWJJkukM7ZnLlyXkPvqWgummUMKUYnV7D5xW/381+b9nC0L+O3r17eztt/fxnnnbqASNisaktTi9ePVC8oWKt9rqLGkUcpgryWtUtne5iu3uFBdbXa6+XDN57FDx7dQc/AyMLiSO3jiXBWNJbZPI5qWn+VfedCQR0hBLbjEA8bHO3NjH5hvDpti+fHONA1WNWWqRoBwwvAy+TspvaFb7a5qO5cofPPP5/nn3+es8+e/BTW22+/nUgkwh/90R/x2GOPTfr9brnlFt71rndVtB05coSbb7550u/drJQmonvWv4jlOKTHP1+OGQG0xL2K1d392TEVlS2dGrpSKquaBqPG0eh09WaIhysfu8GAXvfkOhWUTtfBqxNRQtcFbbEg77l8FcFiBFU1Md773PC2SDjgHdyVveYVE1TR9CXUGFIoJk6zjKNsvhjIUHwmlp6N2bx3oLl+025kg60ARfFf5YesbfEghqFxrD+H7bgsLG4KFXOXZhlDJZSf+XCSmQIbn36NB5/ay2Day3gRwDlvWsC1f3Ayp53cPqItzUiMJmIqPJptHE0mq5a0cfLiFn+MrlrS5r+2oK268F6rfTSE8Oa1d1x8Et9sQA2WsUY4KxrLbB1HpRpB5QVX71n/IhT1qdJ37pPffBrHcStsk2oR0DWEAEdK+pI54hETp86YVU3AvJZwUVtr7od5s3W/bkF+0aJF/Pmf/zlr165l4cKFFUWebrvttoZ16K677uL111/nW9/6FpqmccIJJ3Do0CH/9d7eXjRNo7W1ddyvDSWRSJBIJBr2N8wVStG+A+nJSaeuhqELWuMhUplCzerSI7GwPeIJi8qqpuGocTQ6ne0RDnUnvfoLZRYFi+bHp7tr2I7L48/uZ92jOysmMkMXtMSCaJoglbF8MX6slFJW0ZjylNVmQY0hhWLiNMs4souieLkcJovtW7Z38cprPXVHNdWDn6VUvKauC+a1hMkVbN/yT9NUXR1F84whGF3UmIt8e8PLPPKbff4+ydAFF555Atf/wcmctKilLlsaxcRppnE0mWzZ3sVX73+ObN7GcSUDyRxfvf85brvpXNas7uSlPb1VP1erfSR0XdAWD9KfVLZrs4XZOo5Gy5ovHTRv29uDaWi0JUJEQyM/u60h6vuBrpEjxUtFXTXhaRTRcIDewRwgcKUzJcJ2qQ+Nppl85OuekfP5PG9961sB6OrqmpTO/NMAonFzAAAgAElEQVQ//RMvv/wy//Zv/+Z71Z9xxhnkcjm2bNnCmjVruP/++7n66qsn9JqifkaKOjlwJEmuYI9LGB8P0bCBaej0DmTHvUnVdaG83xTTxpkrOnh59zE/Dcx2HHJ5h7dduHw6u8WTz73B9x/ZweFjab+tFBEvhGAwU6jqVzcWRktZVSgUirmEJgSukMOyhsDLPqzmdztehlqGRYIGiaLlX/ka7tMfurBpNjAKBTSfFeBUsGHzHgBCQZ3Lzj2Ray8+iUXz4wSM+m1pFIpGce/GbQymC/7e3XYkll3g3o3bJjRGB1KVVjRBUycS9Pzimy1CVjF7qaWljZQ1X14423UluYLjWyaNhdGi40vjxJVeFr+UXmBGKBigYE+NvjdZY7WZ1gB1CfKWZfnFULds2VKRxtAoC5tdu3Zxzz33sHz5cm666SYATjzxRL7xjW/wpS99ic9+9rPk83kWL17Ml7/8ZcDzth/Pa4r6GCnqZNeBPgbS+SmZ8DQhaI2b5ApORRGh8dCWCKtUVsWkUE/K9OPP7h/mySaL7dMlTAvgK9//nfezgAvPOIFd+/tAeF7wjaycPlLKqkKhUMwl2hPBYen4XqSSwDBEzbob46H8Om2JILomONqXrRD9z1zRrtZGiqajGawAp5pE1OTK31vKNRcvp6MlMi5bmpFoiQUYSA2vFdQSUxaEiuG8cTQ1LJDOlV77RPh/vrrZ/zkWDgByzDqBoUG1MnTq7ErRCMq1NA3Jq6/3cvt3nmFpZ5xw0CsSXG5Fk7ccFrRHuG/jKwymC2ia8L+jjis51p/B0AV2g2sLQbndrEC69ddmnKk00xpgVEH+Bz/4AVu3bvXF7FtvvZW2tjaklORyOT72sY/x3ve+d8IdWbVqFTt37qz62rnnnsuDDz7Y0NcUozM06sRxJMcGsnz+27+Zsj4Ei9XRB5KFCs/T8XDmynnc8eGLG9QzheI4o6VjlqjlhTiRokUTpTSqzn3TfN679hTetKyND/zfhxsqxINKK1coFIpycoXqdn+W7RIM6Oi6wLUbt+nShGBea4hs3qYvM1xMu+MjlzTsXgrFVNHZHqFvMFtV1Jit1PL3FQKiIYO7/+5yEtFghb1sI2mNh6oK8q3x0KTcT9Hc1CpMPtGC5Ud7M15duZhJtuCMK5NXaBpUER+FphR5xcQpaWmehpZDINAEHD6WJhIy/Gd5MOCJ8yUXhzvu/S1SSmynMovSsiXLT0hw+FiKvDV+0dzQBI6UVQNrHVeSt1w0TUx4jE4XQlDXGkBKyUAqz+Fjabp6M3T1ZkjnbK79g5NY0DZ1a4hRBfkNGzbw+c9/3v/dNE02bdoEwPbt2/nc5z7XEEFeMfMojzpJZy2O9mUnLIqPhZaoieW49I5QHX0sKJsaxWRx78ZtJDMWmhCeDYELyYw14XTMqUDXBJ+59ULOXDnPT2dutBgPKq1coVAoyqkmaJXIWw6NjJEPBnRaYiYDqULV5/sfvu1N4762KqipmE5uvGwl96x/kRz2MFFjtuE4Lk89f5Cf/nJ3RbumCeKRAAFdI52zaYlNrjCezTssbA8zkC749ZBaoia5/NRYHCgU4BVulUAyPf6gPataePwI7QrFWChpaYcG0p4YX8xWclxJNGxg6DrxqOnb0ZTWT47rVrVn1jT4149dzof+4RG6+3IT6ttILhdTqfdNCtJbG0gpSWUtunrSHO5Jc6QnTVdvlqN9Gbr7svQM5MjmhwfH2LbL/3rXmVPW3VEF+TfeeINTTz1upbBixQr/51NPPZUDBw5MTs8U00551El/Kj9lg9PQBYmoyWDawq63NPQoNDpdU6Eo51C3571uuy5SeiezmhB++3RzoCs5rE3XvHEmhODcUxdMeh9UWrlCoVDUh23Lhq1/YpEAwYDOsf7q9XfCpjZuyzSV+aSYbtas7oQbz2L9pt3DRI3ZQq5g84vf7ue/ntxTsWYydEE8YiKlJJ2zp0xELO0PF8+PVfSxLRGekvsrFAFD45/++lL+9PbHprsrCkVNSs9Ky3bRihlLrvS+v8GATipr868fu3zY5wKGTr7gUK5eyWL7lu1d9EwwWNVudsF9CLou0DXhZYUVdZjv/Oxl7vrPbN21LgOGRkdLiM72CG89f8kk97iSUQX5TCZDJpMhEvHC9u+///6K17LZ6bNaUEwu5VEn5Yu8yaqGDBAJGeiaoHewMVHxJdriporEVUwarpQ4rkRQLMonwZESpvkcqKs3w7pHd/DLLccPTnVNEI+aCLwo/kaJPqMxF9PKFQqFYjz8xY1n8ff/PjF7QAG0xoPYjkvPQO1Iqh/ded2476EynxQzgTWrO2fl9y2ZKbDx6dd48Km9DKYLgDeuz1vdyWuHBrBsl4F0oaEFoOthLmUlKGYe4aCOEIJ5rRPfP2iaqDp+VCCfohGUnpV68Xsm8TS01nhwxD1w2DSwLMd/f4mC5fCV7/8OTYCcRD1uJiKENy5FUVyRRe0FPPurofY6B4bUqAiaOh2JEB0tIdpbwnS0hJjXEqKjJcy8lhAtsSC6rqFrgtZ4cGr+qCKjCvKrVq3i6aef5sorrxz22q9+9StWrlST72wmGNQ51J32v/C1Jq6JIgS0RINkCzaZXHVf1fGia9AaC6pIXMWkYegajuNNnOUOA4Y+vR6E//uLv/ALv5RSmgFSmcKkFIQZCbWBUygUiuPUKsxl6II1qzsnFPygaYK2eJBUZuTC3AF9fNcvoTKfFDOB2WabdKw/y4bNe/j5/+zzo/sMXfAHb17Muy9byfLFLVz/sQ3TJsbMhawExdj4x+9vYfPzh3BdiaYJLj17EX9785qG3yceCZAvOBTs+qJeo2GDdHa4rhANe/uhS89exKbnDg57/dKzF02sowoFx5+V927cxhtdKQxN0NYSRNcYcQ+8ZGGcQ92CTM6mYDm4rkRoYBo6ubyNlBJNeD7wsw3vLMyLbiyXHKUs1Z2o/TeXAiPjUZOrLljGvNYQC1qjdHaEiYdNdF1D0wW6EAjNsxnWNC+6fjoZVZC/5ZZb+PznP48QgiuuuAJN03Bdl8cff5zbb7+dT3ziE1PRT8UUU56GvLQzRldfhlTGnhQxPmBoREIGg+l81XTqiaBrggVtYRWJq5hU9BrP8VrtU4XtSNriQW68fCU/eWIX6aw15UJ8CbWBUygUiuPUKswopeQfv7+lWp25uggYGvFIgL5kftQ12/ov3TC+mxRRmU+K6WY22SYd6Eqy/pe72fTcAX+tFg7qrD1/Ke98ywo626P+e6dbh5mtWQmKsfOP399SIWq7rvR/b5QoLwQkoibJjDUmLWJ+a4R0drBKe7iif1NxmKCYm5SelaWD46O9GdoS4RH3wKUgto6WIMf6c1iO62Xfu9KPtDeauO5wqd54tXnMHRrdWIZWjJLXNQ1DFxi6RsDQ0IsBkK7rRc23xU3+5B2nTU7nJ4FRBflrrrmGrq4uPv7xj2NZFq2trfT39xMIBPjoRz/KtddeOxX9VEwhW7Z38ZXv/45c3sYMaIQC+qQV6omFA7iuy0Cq0JDrCeFNssf6s0i8gdk7mCcSMrj1ehWJq5gchKYhhDdGSh7ypfbpQhPwgatO5fq3rCASNPj3n22btr6UUBs4hUKh8KjlFua4VI3Yq4eQqWMGtLps/85c0T6ue5SjMp8U081ssE3asa+Xnzyxi2e2HfHbElGTay5azrWXrCARNaexdwrFyGx+/hBwfO8D3l5o8/OH+NubJ359XRNEw4FxaQXpXPXPlLf/7c1rGtJPhWIkxrIHXrO6k13nL2HD5r3kCo5vh+uJ0WC7TFuAXT2U+lurh9WEeIH392maJ7SXBHchhJ8x6riuZ0/jSmxHkre8A7qhZ3SD6cZaX082owryAB/60Id43/vex9atW+nr66O1tZVzzjmHeDw+2f1TTDGlSJNM1gIB2bxDdhLEeE0IEjGzYdYZejHd5D1rV7FqSRtfvf85snm7aLUja0aiKRSNIKBrftqTJrzTXdeVBCbZssaqkrIpBERDAXRNcNNVb5rU+2saVaM4p/EcQqFQKOYksXAA23EZTFt1vf+Oj1wy4XuqzCfFdNPVm0ETcLA7jWW7BAyNlpg5422TpJT8bsdRfvLELrbt7fHbF7RHuOGSk3nbhcsImnVt0xWKaaVWxHojsupNQ8MwNL+GwljpTxY8v22OB0yJYrtCMVPZsr2LJ549QFvcxHHcisKkQmjA1NR/K6fkJCOKdjJD/e3LqSq4C0//M3QNvSi2a77Y7onqjitxHBfbcclbctzPEGeK66pMlLpn+lgsxiWXTHzxrpjZrN+0G6uKF3YjCQY0ggGD/mTjTq9OO7nD3wR+8ptPE4sEmFdMRwPIFZorWkbRXHhebykyOdvfEEaiBovmxyblfo4r2fS7A/zgkR0V7dGwga5ppLJjS+kcL0s7E7x+eBBEWWaA9NoVCoVCUZtG1uRpiZn+/FMPD/7jxKxqylGZT4rpJBI0ONCVPB456Lh092VZ0jkzg8Ycx+WpFw6x/pe7eO3QcSuNZSckePdlK7n03BOn3c9WoRgLpblsqAg30cKokaCB7bgTri1Xsrgo4YzXD06hmCJKetxA2vOQL1HvGm8s6JonsovSeJXgSumL5CVK2qCsIRCWBPeS2F4S3GUxVN6VXlS7d8Dg4rqNrRlZTrMVZVZH701OowsZ7T8ySHKcp9D1EI8EKFgOg5nG3SNo6tzx4Yv931WRMcVUc+NlK/nq/c/hui4gcV0Xx3EnLW3/L7/yBAe6jlcPj4QMDF0jnbVwJnGCG8ot15zG1364lUzOxnZcDN2rB3HLNc3j26ZoPgqWgzlKNcp63qNQTCenn9TGS3t6J3QNIaAlFiSZLtQdEbRs4eQcFCsU04EvDkgqgolqiQbTRa5g8/hv97P+yT0V+5HTT+7g3ZevLBZybi4RQaGA2nPZ6Se1jfuaiaiXRT/RM+vF82Mc6EriSulnMEsJJy5Q86Bi5lLS4+QIti+1KPdZL2WECCGKEe3ewZkrpe9H79knSuoZbKUCqJ6djE7A8OYsWYxutx3PUiZfcMhMoR4xlPZEcNruPR6UIN/EjLeQUS0Rf8v2LjI5u+GFVcGzlIlHAgyOsRjLaAjg3ZdXip6qyJhiOvA2UqJojyQmdWNVEuMvPGMh21/rJZ2zJhxBMh7WrO7kr95/jrIrUEwpZkDnur/dMOJ7GhkBrFBMBl292Ql9XtcEiajJQCo/pnXbB689Y0L3VShmEtm8QzxiMJi2cKUnRiSigUmrfTVWkpkC//30a/zsqb2+7YYA1pzWyfvWnsKpyydey0GhmE6Smer7j1rtIyEExKOmL0ZOlGqBQ7FoQAUOKWY0uXylHudZ4npieMlnXdc88xjAF9tdiW/5UrCdMY+hko+7rgsCxYKpgYCOwPOsd1wX23axHUnGsmasNczx/zPNgRLkm5jxFDIaScRfv2k3iahJ70AOCX4BhYkSMnUMXdDfoMKtJYKmzrsvX8kHrjq1ol0VGVNMNes37UbTPO904eL/PFk2SWefMp8/fvtqTlnaNqowOdkouwKFQqEYO9394xfkDV0jFg7QN0brvxMXROsK3FAomoVwUOdYX8YXL1wJg2mLJfHQtPbrWH+WDZv38PP/2ef7/xq64JKzT+Q9a1exdIZa6igUY2Xf4cExtZfzvZ9v93/WNUE4ZDDYQL1ABQ4pmolS1HpLzKRo2I7relZsnhDu/eMW/dXHI9OJsgj6gC4IBDRMQ0fXNGy3/D6SVNbGbrB+NxWMdW083ShBvokZjzXLSCJ+V2+G1mKh1bzlNkSMT0RNcnmbVKFxkSqagPltEb79qSurvq6KjCmmmv1HBkllCsW0L7Adh4LlNLwCumloRMIGt//FRQ29rkKhUCimlrGssYrlOQAwAxrhoEF/amwbDkMXdQVuKBTNRHkkYWmcuNJrn07+/I7H/DVgyNS58oKl3HjZqor6Vs1Moy1TFXOTHz72KuDNa5oQpDL1FSUfCypwSDFdSOkJ566UOI5EUvzd9Yoep7IFunqzdPdl6O7PcGwgR89Aju7+3IR1OE0IDEPDNIqR7oaGrmu4rsSyXS/a3ZFk846XYTZDo93Hw2R47U8mSpBvYsZjzTJUxE9nLY71Z3njaBohoLuvMVHxhi6IR0wG0oWGD3ApGdV+Rk2+iqkkV3B8Mb6E41JRFb1eDh1L8YOf76xoM3SNWCRALm/Tn2y+k2qFQqFQVFJvFmL5+8JBnYChMTCOiKX5RSFQ1dRRzCZ6B/NomjdGSsXlhfDapxPbkSSiJtdctJzrLl1BPGJOa38ayXgtUxWKakRCBpblkBu6kaoDTfMiiKu1KxSTgee77onsruviSnCd0u/l3uwOqaxNz0CWnv5cUWzP0jOQo3fQE96zDTg4NopFVM2AXiymKtB1DcdxsYrR7rmCQzJjYY9jjCkmHyXINzFjsWYpRTL0DeYYSEJ7wkvl7Oo9nuYpRPVJbaxEgga6LiYlXUQIT5xU9jOKmUStk9ixnND2DGRZ9+hOHvvtfv8Qq1R7oWC79DdZ+pVCoVAoamPo2qhzRLkYHwsH0DTh+1CPhbZ4kGg4AKiaOorZhy4Emn5cgXMbsZmZALom+NPrTufqC5cRNGffVns8lqkKRTVuvf507n3olXF7UZuGXjX4yTT0iXZNMQdxit7rfhT7EJHddV1Ks4t0JcmsRe9AjmMlob0Y4d4zmKV3IFd3YF7A0OhoCdHREqajJcTzrx5lMH08W0QU3xMyNTRNxzA8EV4gKmxmsnnbF+EVzcPsWyXMIeq1ZilFMliOgwDylsvhngyGLioKRsgJjl0hoCUaJFewyYyjkMtoaEUx/j1rV6kFn2JGIWuEOdZqr8b/uuMXFIriTEdLqCjUSAbThUkptKxQKBSK6cMeQYzXNG9NVppCWqImjivHJcYDRMMGUkpVU0cx61g0P8qBI0ks57jwoQlYsjA2afd0HJenXjg0rN3QBdFwAMt2ueHSFZN2/+lmPJapCkU5nmZg8s63rOTff7Zt3NcJmnrRfuP4RknXBEFTCfKKsZO3HD+gVEpJMlPwBPay6PbjEe5ZClZ94lkwoBcFdy8g9nBPhlzBpj0e4q2/t4TzT1uIEMcLke45OEBHS5hcwUETnhivCehLFihYDtm8xHLcWWUzM5eZUYL8XXfdxSOPPMLBgwd58MEHOeWUUwB47bXX+MQnPkF/fz+tra3cddddLF++fEKvzRbqsWZZv2k3luMwkCogEBi6wHZkhb/1RAu4GrpGIhpgIFVoWMVlTYNQQEdoGgFdY8nCuPIoVMxIao2dsYypgu2SiJrccOkKrrvkJP7w0w833IO+XlpjZtUizK2x2ZNyrVAoFNNJrad7wKiMnG9PhMhbDuns+Lx1P/tnF6qaOopZy8VnLWLd4UqbPym99kaTK9g8/tv9rH9yT4X4HDC8Ist5y2EwXWiI9edMZjyWqQpFCUMXREJG1X3GWFm6MMGh7iSZnBcZHDA0IiGDRfNV0WTF2HhhVze//N0BDh9L+6J7vZnuoaBORyLsi+4Fy2HvoUHSOYv5LWGu/v1lnLlyPi/vOcb9j+4kYGgkWkO4En655Q3mt0Y4c8U8DMMrtrpkQYzegSzhmIldtMPJFWxaYsG6iiXPdZZN4oH8ZDCjBPm1a9fyJ3/yJ9x8880V7Z/97Gf5wz/8Q2644QY2bNjAZz7zGf7zP/9zQq/NBuotqNPVmyGdtREINE0AAl2T5MtO9SayeIyEDAKG1lC/xmUnxPngNaerTaOiKSgvuDe0vV7efflKbrx8JYloEGDaxHgA0zSIhl3S2eOZLtGwMStTrxUKhWKmEDR18mUpzvNaQ2Tz4xfjly2MqZo6ilnNS3t6aG8JDRPkXtrTwwcadI9UpsDGp1/jZ0/t9bNUBGAYXjBSruDSn8rPeiG+xFgsUxVzm0yucu4KBnTMgFZhxzERSt/FjhZDfRcV40ZKyV3/uYVkpvohUSRk0NESpj0R8kV3//fWENFQwH9vSXTXdUFb1KRg2Tz41F7CpsGW7V0sWhAlaOg4rsRxXbI5m8ee3c8fnL3Yv8bbLlzu1+ko/17fev1pfPOnL3C0Lzvp/0+aFU2Dr3987XR3Y0zMKHVlzZo1w9p6enp45ZVX+I//+A8Arr32Wm6//XZ6e3uRUo7rtfb29qn7oyaJsRTU6WyP0NOfRdeOy4NWA7ylhIDWWJC85YyrwFg12uJB/ur956jNo6KpqLUHK2+3HdcT6IdkowRNnUTE5IPXnj55HRwjXvST4ISOqN+WK9i0JcLT2CuFQqGYneia5wdaEuMDuqA1Efr/2bvzMKnKO//7n1Ontl6qurpZmmZXFmkFjdqjTlzjAsYNMcmgkJGM5kmMoz+9fkl+YRyDDCZ5BpcnTxJiYiZqSGJi1KBENGKioolRE1RAFEVQlKUX6Ka7eqm9zu+PootuaOjuqura+v26Li7oc6rq3NXUt+5zvue+v7e6AhF1BlMvAVhoFyXAYDW2dMlhdg+LSPxxmEZGyqfsaw1o9cvbtfa1HQqEErFpNw19etZYzfvMFN3+01fV4h8+ifhuAy2ZiuIx0EGAh/o/P/pL8t9lbrvilqX2rswk4yU+i8gMwzC06NJard/SqPISZzLpXnUg8V7i6j9l2n2N/+rb9RpdVaJSt0OGpGjcUiAY1roNu1W/r1MlTpu6dPC8zrIs7W7q6PVaR/tcG0cY7ZdutYtiYLcZqj12RK6bMWh5lZDvS319vaqrq2WaiVpgpmlq9OjRqq+vl2VZKe07NCHv9/vl9/ee/tHQ0JCFd5e6wSyoc9V5U/X+jhbFLEt2I/HFkO56R3bTkM/jVltHaFALVx6NYYhkfAErpDhK9cQyFfG4pb9u3K1fP/teIkF/oLN02G3yeVwKhWPa1zb0d7pttr4XbbbZDt/G6KfcKKQYAvJVocVRqctUJJao7y4lLuoqvW51ppmMv+PLZ2SohRhuCimGSlymdja0J9faicZiCoUDmjAm9ZIVOxvbterFbVr35s7kbEW309R5p07QvHOPVc3IchmGkfLMlWLAzJv+FVIcHc36LY36wSNvKhCKKha31NYe1A8eeVO3XH1Kv5+BjxvaJUkV5U4Fw7FeM8AGYlKNRx/Xt/e5vRufxeKWrTiac8Zknf2pccka8kfSnXi32wzZTVN205DdbpNp2mQ3bdrXFlSJ06a2HrOmLMvSzoZ2jR5Eua8jfa5b/KHEOkNW7wT8cE/GS5KnzFmQuYq8T8hnw8qVK7VixYpcN2NQBrOgTl1ttT5/wTQ99vwHvcrUpKrUnZgW1tIWyNhik067oWhcdKgFrFDiaDCzS9JlGNKt/986fdSj3ptpM1TpcSkWt9TSFszYmgv98Za61Npx+EmGt9R12DZGnORGocQQkM8KJY5shuQpdao9EEkuzGUzpJG+EnUEIupKIxkvcT6F1BVKDElSMBRNXot0j5OPW4ntg/X+xy16/IUP9Nrmg8keb5lTF502UZeddYxG+qiRjoErpDg6ml88/U6veu/RmKVQJKxfPP1Ov/1MeYlDDrtN7V0RRVOYnf+lS0/odTPAtBkqcdn1pUvzZ1Yxhlau4qi/xHvPyhM9ecucR0y6Z2rAm2kYspk2RWKxtAfZFgun3SjYgb15n5CvqalRY2OjYrGYTNNULBZTU1OTampqZFlWSvsOtWjRIs2bN6/XtoaGhsNq2eeTwS6oM21CpSo9rrRqThmSfB6XorF4v3cPB8NuMxSzNKDpQMhfhRJHg5ldkupIepuRmP4Wi1vJZPzJ00dpR4Nfps1Qa3s4pRPTdPg8Lvk7Q4kJ3VbiZkF3TPeFESfZVygxBOSzQomjinJXr3Mpm00a5StVe1c47WR8NYsrIg2FEkPS4aMFDSPxZ6DrWlmWpTffb9LvX9imt7fvS24f5SvRxf88WXPOmChvmUvGkeoEAEdQSHF0NH2NUD/a9m5209Dym87SzfeuS950Hqy62mrdcvUpDBAaxrIZR6bNkLfUmVxc1W7aDqy/OHBHS7pnYsDb2FFl2tnQrkhscLNNil1FubNgvxfyPgM6YsQI1dbWas2aNZo7d67WrFmj2traZNmZVPf15PV65fV6s/q+0jWYO2zdI4Lb+hgdezQ9F6o0bYZGVLjV1hke9HSzfo9x4EBzzzk2Y6+L7CuUOBro7JJURtKbtkQiPho7OI+sdnKVPveZqTpp2ihd+19rFUhh1FYmWAei+eD0uQP15o5YAR/ZVigxBOSzfI8jy7L0x1d39ErGmzZppK9U/s5w2n3E+NFlrPeBtOR7DB2qe7Rgt/gAhgzGYnH9deMePf7CB9rRYxbjxGqPLjnzGJ13yrhEDWAS8UhRocVRJjkdNpW5HZo4xptyMr4bA4SGt2zGkctpl8uZ3mv0l3RP9/N85olj9dv699NrZBHa25q5wcLZllcJ+e985zt67rnntG/fPv3bv/2bfD6fnn76aS1dulSLFy/WfffdJ6/Xq+XLlyefk+q+QtVzxG6Jy5QhQx2B6BHvsK3f0qh7Hn4jMaVzkB1i96NL3XaVuuxqHoLyGoYtMVJ57jnH6prZMzL62kBfBjq7ZDAj6U2bIZvNOLCewsEYKXXbteTLp6vswEVdrpLxktR6IPnTfaPNOGQ7AGBohSMx/eqZLXry5e3JbabN0EhfSUaS8ZJY7wPDythRZdrV2CHFreSidnErcWOqL6FITH/++yd64sC1VLcZkyp16ZnH6rQTRqvUnWZGJgsqyh1q6zi8hn1FuSMHrQEOKnXb5TBtGZ1NDxSSobyJ9Pb2ZlVVuNTcVpzx1XNA8HCRVwn522+/Xbfffvth26dMmaLHHnusz+ekuq8QHTpit3tU/A1HGLHb/fiuQEQyBvbhPnSF5iqPS3FL2tcWzNwbOWByjVc/+sZnMv66wNEMdHbJQEbSN7V06eG17ykWt3rdrHI6bPKVuxSOxlVekh8XdtGYJVfzOMwAACAASURBVMNmyNFjFddoPJ5csAwAMHT8HSGteHyjXn27PrnNtBkaVVmito7MJONnTR3JdH4MK33VmC5zOQ6rMd3RFdbTf/tIf3j5Q/k7E/WwDUmfmj5Kl555jE6cNlIlrsJJZt969an675V/77U2mMth061Xn5rDVmG42bh1b6+fvWVOxeOW2jrDR3gGgHQ0tnTJV+7Sfn9Y8SJcydU0E0MGR1WWqqmlS7G4JYeZqEWXGPhYfPIqIY+jG8yI3e7HR2KxRCJ+APHaMxlv2gyN8LnV3hkZklG9ZW67Fl16fMZfF+jPQOu3HW0k/f72oB557n2tfe3jXol4u2kka7Lvbw/lVcfhMG0KWlLcsmQzEiPIZCW2AwCGRjxuqX5fp77/2zf1/if7JUlnzKzRhg+a5Ct3ZSwZ/9S9c9N+DaDQ9FdjurktoCfXbdezr+1Q8EDJTbtp6PSZNbrknydr2kSf3E57wZWmqaut1uJFp1FbG0Muec1wCEPSkv95NfFvQ6r0uBQIxQbdn/nKXWrto6yur7zvNa6A4aw7P1HqNtURyN3M+6ESjVkqcZkqc9vl87jU4g8qbklOu01WPK4jpVZG+Qr3+4KEfAEZaO3rno/vDERl2hKLSx46BaT75+6OtjsZX+Iy5S1zqbktmPGFJ202QxOqy/WlS0/gpBE5M5CpZH2NpFdc8pU79eXv/lnhSOLCrqI8sViqr9wlp8PMWNmBTJswxqM9ezvUFYwqEo3LYbeptMyusaPKc900AChK4UhMH3yyX///795SQ3PiXO2Ks4/VZz89Wft+HdCefe3JJCGA1PR1TrezsV2/f+EDrXtrl2IHZgK6nabOPnmc5pw+SROqPSpxFV4ividqayMbvn39Gfqvn7922HZLkhW3ZLMZGuFN3FwOpzAQacIYj8y9Ru/rEzfXJ0BfuvMTkWh+jY63m5LdNBUKx/odB+xy2HrN7jpURZlTwXBUDtOmiWM8isXiyQGSOxv8Ch3y3kf5XHrw2xen+xZyhoR8ARlo7euej29uDSTqWxuGovF4MiNvmoYqy10KhmPqCBysQVjlcUmGoab9XcrkLJhZU6r0vRvPztwLAkOs50j6/f6gbDabmlq7tGtDpySprMShi8+YpPPrxuu/V/5D+9vDh9VLdDnyZ/R5dwc+osLV70LQAID0dAbC2rB1r378+Ea1d0VkNw1de8nxOu2EMfKUOFThcWp/h0OWEtNw43FLliwZMgY9DZnR8UDC+x+36NE/b9U/3m1MJgU8pQ5d8E8TdUHdBFWPKC3IEfFArtz3+FtH3Hfy9FHatbdD+/3BlEtgcn0CDFx3fuJ7v/i77KYhhz1RJresxKFtu9qy2habTTrh2JGaNWWE3t7enJyt1bCv/YiLrE4aU64V37xAX1zyjNo6D+YgDSXyk6bNkCVDld6S5HdAzwGSo6pKFY1a+uoRSnYXIhLyBWSgta97Pv79HS2KWZbsNkN2wybLkirKnfKUOrSvNZhMxnvKHCpx2tUVjPZK0KfLMKRzTx6nry+sy9hrAtly0rRR2tXUrsee/yBZc9TlNHXhP03URadP1EhvicpLHTrnlPH6zbO9Vzw3JH3u/GlD3sbzThmndW/u7nN7TwMt1QMASF0sbsnfEdJfN+7RQ2veUSQaV5nbrhs+d6KmTaiUt9QhT5lLl511bK8kRGtHWK3tIfk8Tu33h/osEdCXBXOOG9o3BOQ5y7L0xpYmPfbCVr37UUty+0hfiWafPlFnnzROVRXugh8RD+RCz8Raz9n2Lqep2750mub/59NH7a+OVPLGdiAUuT4BBqeutlozJlcdNlB3sA5dO3IgKsqdmjjGe1iMXtPjMZd/ffURn7/vwGK0t15zanJtzJ55zT4T7UX+/UBCvoB0d1i/ePodfdLYIUkad5TpXHW11fr8BdP02PMfKBqzklPAwpGYdtQnFml1O015Sp2qGVmqrZ+0KpSBqdOGpIk1HsrSoGDF4pb+/PrH+tWzW9TWcXDxr5Omj9IXL56hkb5SeUodcjpMSdLVF82QZUmrX/5QgVBUJS675p5zrK6ZPWPI29p9s+vlDXsUPzB19JxPje3zJhjTmwFg6IQiMbX6g3rm1R1a9eI2SdKoyhLd9IVPqbqqNJmMlw5PQowdVa45Z0zS29ubFQjG1DWA0meTxpRnpZ8B8lEsFtfLb+3Ww2vfU2OP8p0jfW5dee5UnXZ8tXweFyPigQzpzt2VlySugdwue783jz1lzuS11KHbu3F9AgxOn6V1B8C0SfMvSgzkWP3yh+oc4EDcTA2y7S7rO5gbccX+/UBCvgCFQjFVV5Ukg+/+VZukI0zbuGb2DE2bUKlV67apfl+ifnRXMBEIdtOmijKnPGUOBUMxGUZiW2QAdeNdDlM1I8tkydKupg7F45ZMm6Fxo6kPj8IVjycu7n7z3Puq39eZ3G5IcjoMNbcF1NEV0XGT3Ic995rZMzKaGCkrcfTZSZaVOA7b9vWFdfr6wowdGgAwSO1dYbV2BPXbtVv1lw2JWUtTxlfoa1edKE+pU54ypzylzl7P6esiY9qWRq18+l3tqPf3e8wV37wgc28AKBChSEzP/u0jrX75Q+1tDSS3uxw2lZc6VFHq1LhRZaoZSQ1qIB1WH8NnKz0uxS1LLf7E4L4j1YPuLts5cYxXe/a291Ej3jO0jQeKWF8J7X2twT7XJbIZ0rHjKiRJwXBUb29v1ve+dmYyb/Hb597To3/emiw75bDbNGOST+9/3KpYPDGot6zErvd27Nf6LY1p5flKXAfTz8WeaB8oEvIFZtW6bbLbjeT0FLfTrqCiWrVu2xE/0KfOGK22jpB+smpTcgS8p9ShqeO92lHfrh31QY3ylchX7tLe1sBhi78eypBU6rZr0aXHE0QoCvF4XH9/t0G/efZ9fXRIEsRuSyzcWuKyq609pIeefkenZuFzP/ecY/W7P22VDMk0pJglyUpsBwDkh1gsrtaOsPa3B/U/T76dLJlRVztaiy49Xk672Wcyvi/rtzTq/lWbDluPpC/eUk7hMby0d4a0+uUP9czfPlJ718EBCy6HTSMq3BpZUSKX01RbR0ir1m1XXe2YHLYWKGyRaFw/+f3G5M+GpBE+twKhmDoDkWQfFD0wRL7nHBSrx/aDNeLt1IgHMujQhPa9D6/vs4xtidNM/tvlMNXUY0aZ1Pegwtt+8opGV5X0KokTDB8959ht1pQqvb29pc995DEOx9l8gWls6ZKnpPd/W1+B1a0rGNF9v9+kl97cJUmym4aqKtyaNNqjrnBUwXBclqTWjlCy/E2LP5hcJf3QG+M2m6GJ1R6S8SgK8biljR806Tdr39d7H+9Pbp81ZaTe/Wifytx2VZS7FQxH1ewPKRqNKbC38yiveHSzpo7U29v29bn9UN0dYy7K4AAA+hcMRdXaEdLe1oB+/NhG7d6bKCd48T9P1hXnHCvTMOQtd6q8pP9kvHRw0EUsbh21tqe31K6H77w0U28DyGt7W7r0+3Uf6M//2JkcWGQ3DZ0+s0bv7WjR2JGJhVqD4Zj2t4dkWdYRr4syaTAzGYFC0tYR0v+78h9658NmSYnr/1E+t9o6wgqGY7IZ0qSxvsQ+w5Bls2RZiT7LMBIjcm0HykRRIx7IjmZ/SN4yhzq6ooofOIE0DKnn/JVQJKbRVaX9vtZgc449fe/Gs3XbfX85LCm/YM5x5DH6QEK+wFRXlfZawKEzGFVLW1Bxy9JtP3mlVwe3bVerlv/yH2poTgTOSdNGqtkfVHVlifyBsGIxSz6PS00tXQpH4rIsS6ZpqNLjLqqVi4FDvflek554aZve/3h/spaZJE2b4NPcc6do2niflv7Pq4rH42rxhxQ9UMbJUu8RIIN11XlTtbel67AFTI40SiTTZXAAAOmzLEv+zrA6AxF93ODXjx/fqLaOsGw2QwvnzNCZJ42VIfWbjF+/pVGr1m1TY0uXqqtKtbOhXSMqXHLYbbKilmKxgxl50zRkGob+40uncX6GYeGjPW36/Qvb9NeNuxU7MNrW7TR19snjdEHdRI2uLNWDazarsblTgdDBafoDTTiky2HaZDMS54bdiUjjwHagkPTsiyrKnNrbGlDrgZla3jKnpo33qjMYS8706nnTa9yocu1sbJdpGskFXONxq9c6d5SmAIZeY0uXRvlKNLoyka3oDEZ75fkGOjtl/ZZGdQYiam4NyOkw5fO4VOa2D6pv/d6NZ6f9foYLEvIFpucCDtGYpb37E7UTR/nc2u8P6P5Vm2TNm6U9ezv10Jp3FItbspuGPnf+NM05fZJ+/ofN2tnol8uR+K8vc9vl87gUDMfUEYhy1xpFLRa39KfXd+gXa95VZ/BgIt5uGrrk08fos5+efKC8gEPeMpe27WqVzXbwBNOypPGjU69JyigRAChskWhMre1hhaMxbdq2Tw+s3qxQJCa3y9RX552o2slVMiRVlDtV1k8y/v5Vm2S3G/KU2LXfH1BXMCLTNOTzuLR3f0CmqWRS3mYY+vwF0+gvUNQsy9Lm7fv0+Avb9Nb7TckSmp5Shy74p4k65+RxqihzyVPmUInLoQvqJibjKNvlMHwel/ydh5eX8nlcQ35sIFN69kWmYWn7rlbFrcS6cl+ee4I2b2/WJ41+Oe0Hy170TMwtuvR4/fB3b6krGFU0FpfdtKm8zKFFlx6fq7cEDEuHDtxNJc/X/X3gdtoUCkvhaExNLV3yeVxymDZKTQ0BEvIFpmdC770dLYkSNF53cnpkyIjqR49t0H5/4gSxuqpUX547UzMmVami3KmLTpuUSNpbB1dkdpg23bTwU1zkoWjFYnHtbGzXYy98oJffOlhbzW4a8pW7ZNqknY3tB+4AO2QYhq6efdyQnGAySgQAClNnICx/Z1hxS3px/U49+vxWWZZU5XXrpi+cpLGjygeUjJf6XhPIU+aQvzOs6qoSjfS5E+dyVlzjq8v1pUtPoO9A0YrG4nptc71Wv7S9VwnBkb4SzT59os6YWaMyt0PlpQ6VuOwy8qAchiVLhpGYudJdYipuWbKOuhIXkF9Wrdsm05RC4XhykWSbzdD0iT7NPn2SqqvKdP+qTYrHrT5vetXVVut/zT+ZwUZAjvUcuJtqnq/73LS81C2n3VRrR0jhSFzBcIx84RAhIV+AuhN613/3T/KUHDwpjcXiamgOKHKg/vsZM2u0YM50ja4qU5nbkXwuI3QxnDS3BvSb597Ti2/sSsaGaTMSCRO3XSUuu8pLE0mQnqUFOMEEBiYcicnpMPt/IFCgYnFL/o6QukJRxeOWHn/hA72wfqckaVKNVzd+7kRVlLsSyfgDN3b701d9Tl+5S9GYpUpviZpaujR9UiX9DopaMBTRujd26w9/3a6djR3J7ROqPZpzxiSdfNwouR32wxLxPeVqoEMgFEvU1e4MKxKNy2G3qaLMpWCP8jlAvmto7lQ4ElNbR1iS5HTYNGVchSLRmBx2c0C5AwYbAbmXiTxfz3PTshKHykocsixLHYEoMT5ESMgXsO5pKSUuuzq6Iqo/UCveMKQvXXq8zjppnCo8LrkOSZTQaWK4WPfmLt33+MZknXhPqUNul12GLHlKnfKWuWQzpGZ/UJ6yw6cYEytA/5wOU5d/ffVRH/PUvXOz1Bogs0LhqNo6worE4gqFY3rwqc3a+EFice6Tpo3S9VecIKfDHFQyXjp8arGUKAMwcYxX3/vamUPxVoC8kFiDIaTnXvtEz7y6Q/sOjMqVpOMmVWrOGZNUO7lKTrt51ER8rnXHcM9a2cFwVJXekhy2Chi4/f6gAsGoOg4sTlxWYte0cT4FwhG5XQf7Mq6HgMKQbqwe6dw0G+uyDFck5AvYVedN1QOr39aevZ3JetimzdCCOcfpvFMnqKLcJdOWfyewQLY8sW6bAqGoSlx2zT59ks6vm6Btu/brj3/boRKXqWA4qvausKJRS4supSYaACDBsix1dIXVHojIsqS2jpB+/PhGfdLQLkm68J8m6qrPTJXNlihX4St3qXSAyXip76nF2ap9DeRCLG5pX2uXnnllh/7094/V3pVIAhqSPjV9lGafMUnHjK2Qw7SprNSh0jxNxHcjhlHItu9q1Z0Pvp5MxnvLHJoyzqv2rrA6uqL66lW1OW4hgGyjX8s+EvIFLBKNaZ8/mJwa6fO4tHDOcTrzxLF9jvYFhptb5p+szR/u04zJVSpzO2TapDNPHKuRFSV6/MVtavFTigYA0Fs0FldbR1jBcGKww+69HfrxYxvV4g/KMKT5F07XeadOkJSYlVjpcanENfBkvEQJQQwfkWhMu5s69NRfP9RLb+1WKJy4brGbhk4/oUYXnT5RY0aUFUwivhsxjEL1yqY9+v5v3lQoEpPLaWr2aRPV0h7SJw1++TxuLbz4eD7HwDBEv5Z9RZ+Q/+ijj7R48WK1trbK5/Np+fLlmjx5cq6blZZINKb/eXKz/vjqDkmJ+k6LLj1eJ08fKV+5W25X0f+3AgNy7LgKjR1Vpv3+kMrcdpWVOmXaDJ0yo1qnzKBjAQD0FghF1NYRUiyx5Ije/ahZP3vybQVDMbkcpr48d6ZmTR0pKfVkfDfKAKCYBUNRbd/Vpqde+VCvvV2vWDyx2Knbaersk8fpgrqJ8nlccpi2vC5NczTEMAqJZVl65E/v6zdr35d0cEHymVNGpNyPASgu9GvZVfSZ2zvuuEMLFizQ3LlztXr1ai1ZskS//OUvc92slH3S2K67frleHzf4JUnTJvh03eUnaMyIMlWUu+Sw23LcQiC/2E2bRvpKiA0AwBEl6lqH1RmIyDqw7a8bd+s3z76vuGWpotylm75wkiZUeySln4wHilE8bikQiujtbc165m8facPWvcl48pQ6dME/TdQ5J49TqdtR0Il4oNCEIjH94Ldv6i8b90iSpo736cbPzdLEMV65nEWfEgKAvFTU377Nzc1699139dBDD0mSLrvsMt15551qaWlRVVVVjls3eH96bYfuX71ZoXBMhiFdeuYxuuTTxxxYnNIpG/XigcPYTRLxAIAji0Tjam0PKRxNlNKIW5ZWv7Rda1/7WJI0fnS5/v3zJ6nS65Yk2YxEmUCS8cBB4UhUL2/Yo2f/tkPvf7I/uX2kr0QXnTZR/zyrRk6HWXClaYBC19wW0J0Pvq7tu9okJcp3XntJrUZVlshhN3PcOgAYvoo6IV9fX6/q6mqZZqKjMU1To0ePVn19fa+EvN/vl9/v7/XchoaGrLb1aDoDEf348Q36y4bEHW2fx6XrLz9B0ydVqqLMqbISZ45bCOR/HAH5jhgC0jfYOOoKJkrUHKimoXAkppVPv6s33muSJJ1w7Aj9P3NnJssB2gyp0kN5QBSvVPqi9z9u0YrHNmpH/cHnTRhdrtlnTNIpM0bLtNlIxGNYyZdzuq2f7Nd3Hnxd+9tDMgzpc5+Zpks+PVlVXrdMBi0hz+VLHAFDhasJSStXrtSKFSty3Yw+vbejRfc8/IYaW7okSSdOHalrLz1evjKnfB4XU8yQN/I5joBCQAwB6RtoHMXjB0rUBCPJbe1dYf3k95v04e7EKMJzTh6n+RdNl2lLJC1shlTlcctFMh5FLJW+6IE/vJNMxk+f6NOcMybr+GOqZBgGiXgMS/lwTvfSm7v0g9+9pUg0rhK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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "col = ['SalePrice', 'OverallQual', 'GrLivArea', 'TotalBsmtSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt']\n", + "sns.set(style = 'ticks')\n", + "sns.pairplot(train[col], size=3, kind='reg')" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Find the most importent feature relative to target\n" + ] + }, + { + "data": { + "text/plain": [ + "SalePrice 1.000000\n", + "OverallQual 0.817185\n", + "GrLivArea 0.700927\n", + "GarageCars 0.680625\n", + "GarageArea 0.650888\n", + "TotalBsmtSF 0.612134\n", + "1stFlrSF 0.596981\n", + "FullBath 0.594771\n", + "YearBuilt 0.586570\n", + "YearRemodAdd 0.565608\n", + "GarageYrBlt 0.541073\n", + "TotRmsAbvGrd 0.534422\n", + "Fireplaces 0.489450\n", + "MasVnrArea 0.430809\n", + "BsmtFinSF1 0.372023\n", + "LotFrontage 0.355879\n", + "WoodDeckSF 0.334135\n", + "OpenPorchSF 0.321053\n", + "2ndFlrSF 0.319300\n", + "HalfBath 0.313982\n", + "LotArea 0.257320\n", + "BsmtFullBath 0.236224\n", + "BsmtUnfSF 0.221985\n", + "BedroomAbvGr 0.209043\n", + "ScreenPorch 0.121208\n", + "PoolArea 0.069798\n", + "MoSold 0.057330\n", + "3SsnPorch 0.054900\n", + "BsmtFinSF2 0.004832\n", + "BsmtHalfBath -0.005149\n", + "Id -0.017942\n", + "MiscVal -0.020021\n", + "OverallCond -0.036868\n", + "YrSold -0.037263\n", + "LowQualFinSF -0.037963\n", + "MSSubClass -0.073959\n", + "KitchenAbvGr -0.147548\n", + "EnclosedPorch -0.149050\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print('Find the most importent feature relative to target')\n", + "corr = train.corr()\n", + "corr.sort_values(['SalePrice'],ascending = False, inplace = True)\n", + "corr.SalePrice" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imputing missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "# PoolQC has missing value ratio is 99%+. So, there is fill by None\n", + "train['PoolQC'] = train['PoolQC'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "#Arround 50% missing values attributes have been fill by None\n", + "train['MiscFeature'] = train['MiscFeature'].fillna('None')\n", + "train['Alley'] = train['Alley'].fillna('None')\n", + "train['Fence'] = train['Fence'].fillna('None')\n", + "train['FireplaceQu'] = train['FireplaceQu'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "#Group by neighborhood and fill in missing value by the median LotFrontage of all the neighborhood\n", + "train['LotFrontage'] = train.groupby(\"Neighborhood\")[\"LotFrontage\"].transform(\n", + " lambda x: x.fillna(x.median()))" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "#GarageType, GarageFinish, GarageQual and GarageCond these are replacing with None\n", + "for col in ['GarageType', 'GarageFinish', 'GarageQual', 'GarageCond']:\n", + " train[col] = train[col].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "#GarageYrBlt, GarageArea and GarageCars these are replacing with zero\n", + "for col in ['GarageYrBlt', 'GarageArea', 'GarageCars']:\n", + " train[col] = train[col].fillna(int(0))" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "#BsmtFinType2, BsmtExposure, BsmtFinType1, BsmtCond, BsmtQual these are replacing with None\n", + "for col in ('BsmtFinType2', 'BsmtExposure', 'BsmtFinType1', 'BsmtCond', 'BsmtQual'):\n", + " train[col] = train[col].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "#MasVnrArea : replace with zero\n", + "train['MasVnrArea'] = train['MasVnrArea'].fillna(int(0))" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "#MasVnrType : replace with None\n", + "train['MasVnrType'] = train['MasVnrType'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "#There is put mode value \n", + "train['Electrical'] = train['Electrical'].fillna(train['Electrical']).mode()[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "#There is no need of Utilities\n", + "train = train.drop(['Utilities'], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Checking there is any null value or not\n", + "plt.figure(figsize=(10, 5))\n", + "sns.heatmap(train.isnull())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Now, there is no any missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ('FireplaceQu', 'BsmtQual', 'BsmtCond', 'GarageQual', 'GarageCond', \n", + " 'ExterQual', 'ExterCond','HeatingQC', 'PoolQC', 'KitchenQual', 'BsmtFinType1', \n", + " 'BsmtFinType2', 'Functional', 'Fence', 'BsmtExposure', 'GarageFinish', 'LandSlope',\n", + " 'LotShape', 'PavedDrive', 'Street', 'Alley', 'CentralAir', 'MSSubClass', 'OverallCond', \n", + " 'YrSold', 'MoSold', 'MSZoning', 'LandContour', 'LotConfig', 'Neighborhood',\n", + " 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st',\n", + " 'Exterior2nd', 'MasVnrType', 'MasVnrArea', 'Foundation', 'GarageType', 'MiscFeature', \n", + " 'SaleType', 'SaleCondition', 'Electrical', 'Heating')" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "for c in cols:\n", + " lbl = LabelEncoder() \n", + " lbl.fit(list(train[c].values)) \n", + " train[c] = lbl.transform(list(train[c].values))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prepraring data for prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [], + "source": [ + "#Take targate variable into y\n", + "y = train['SalePrice']" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "#Delete the saleprice\n", + "del train['SalePrice']" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "#Take their values in X and y\n", + "X = train.values\n", + "y = y.values" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "# Split data into train and test formate\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Linear Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "#Train the model\n", + "from sklearn import linear_model\n", + "model = linear_model.LinearRegression()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n", + " normalize=False)" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Fit the model\n", + "model.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict value [11.62221633]\n", + "Real value 11.767187766223199\n" + ] + } + ], + "source": [ + "#Prediction\n", + "print(\"Predict value \" + str(model.predict([X_test[142]])))\n", + "print(\"Real value \" + str(y_test[142]))" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy --> 89.267086771615\n" + ] + } + ], + "source": [ + "#Score/Accuracy\n", + "print(\"Accuracy --> \", model.score(X_test, y_test)*100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### GradientRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "#Train the model\n", + "from sklearn.ensemble import GradientBoostingRegressor\n", + "GBR = GradientBoostingRegressor(n_estimators=100, max_depth=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,\n", + " learning_rate=0.1, loss='ls', max_depth=4, max_features=None,\n", + " max_leaf_nodes=None, min_impurity_decrease=0.0,\n", + " min_impurity_split=None, min_samples_leaf=1,\n", + " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", + " n_estimators=100, n_iter_no_change=None, presort='auto',\n", + " random_state=None, subsample=1.0, tol=0.0001,\n", + " validation_fraction=0.1, verbose=0, warm_start=False)" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Fit\n", + "GBR.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy --> 91.77084638543977\n" + ] + } + ], + "source": [ + "print(\"Accuracy --> \", GBR.score(X_test, y_test)*100)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Advanced Regrassion/data_description.txt b/Advanced Regrassion/data_description.txt new file mode 100644 index 0000000..cba0710 --- /dev/null +++ b/Advanced Regrassion/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/Advanced Regrassion/sample_submission.csv b/Advanced Regrassion/sample_submission.csv new file mode 100644 index 0000000..a5547c9 --- /dev/null +++ b/Advanced Regrassion/sample_submission.csv @@ -0,0 +1,1460 @@ +Id,SalePrice +1461,169277.0524984 +1462,187758.393988768 +1463,183583.683569555 +1464,179317.47751083 +1465,150730.079976501 +1466,177150.989247307 +1467,172070.659229164 +1468,175110.956519547 +1469,162011.698831665 +1470,160726.247831419 +1471,157933.279456005 +1472,145291.245020389 +1473,159672.017631819 +1474,164167.518301885 +1475,150891.638244053 +1476,179460.96518734 +1477,185034.62891405 +1478,182352.192644656 +1479,183053.458213802 +1480,187823.339254278 +1481,186544.114327568 +1482,158230.77520516 +1483,190552.829321091 +1484,147183.67487199 +1485,185855.300905493 +1486,174350.470676986 +1487,201740.620690863 +1488,162986.378895754 +1489,162330.199085679 +1490,165845.938616539 +1491,180929.622876974 +1492,163481.501519718 +1493,187798.076714233 +1494,198822.198942566 +1495,194868.409899858 +1496,152605.298564403 +1497,147797.702836811 +1498,150521.96899297 +1499,146991.630153739 +1500,150306.307814534 +1501,151164.372534604 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Regrassion/test.csv new file mode 100644 index 0000000..a19c5c7 --- /dev/null +++ b/Advanced Regrassion/test.csv @@ -0,0 +1,1460 @@ +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 +1461,20,RH,80,11622,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,LwQ,144,270,882,GasA,TA,Y,SBrkr,896,0,0,896,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,730,TA,TA,Y,140,0,0,0,120,0,NA,MnPrv,NA,0,6,2010,WD,Normal +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 +1463,60,RL,74,13830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,137,928,GasA,Gd,Y,SBrkr,928,701,0,1629,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,482,TA,TA,Y,212,34,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1464,60,RL,78,9978,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,20,TA,TA,PConc,TA,TA,No,GLQ,602,Unf,0,324,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,1998,Fin,2,470,TA,TA,Y,360,36,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1465,120,RL,43,5005,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,No,ALQ,263,Unf,0,1017,1280,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,0,1,2010,WD,Normal +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 +1467,20,RL,NA,7980,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,7,1992,2007,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,935,Unf,0,233,1168,GasA,Ex,Y,SBrkr,1187,0,0,1187,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1992,Fin,2,420,TA,TA,Y,483,21,0,0,0,0,NA,GdPrv,Shed,500,3,2010,WD,Normal +1468,60,RL,63,8402,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,No,Unf,0,Unf,0,789,789,GasA,Gd,Y,SBrkr,789,676,0,1465,0,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1998,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +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 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+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/Advanced Regrassion/train.csv b/Advanced Regrassion/train.csv new file mode 100644 index 0000000..d68e0d7 --- /dev/null +++ b/Advanced Regrassion/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 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+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 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+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 From b785c3aa996f390cc367cbbefa13f4877d4df3ce Mon Sep 17 00:00:00 2001 From: vladislavovich-d <48733961+vladislavovich-d@users.noreply.github.com> Date: Wed, 5 Jun 2019 12:10:06 +0300 Subject: [PATCH 2/5] Add files via upload --- Advanced Regrassion/Advanced Regression.ipynb | 476 +++++++----------- 1 file changed, 168 insertions(+), 308 deletions(-) diff --git a/Advanced Regrassion/Advanced Regression.ipynb b/Advanced Regrassion/Advanced Regression.ipynb index 210b5be..79e6df8 100644 --- a/Advanced Regrassion/Advanced Regression.ipynb +++ b/Advanced Regrassion/Advanced Regression.ipynb @@ -6,7 +6,6 @@ "metadata": {}, "outputs": [], "source": [ - "#Importing libraries\n", "import numpy as np\n", "import seaborn as sns\n", "import pandas as pd\n", @@ -17,18 +16,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "#Load data\n", + "#Load datasets\n", "train = pd.read_csv('./train.csv')\n", "test = pd.read_csv('./test.csv')" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -226,7 +225,7 @@ "[5 rows x 81 columns]" ] }, - "execution_count": 8, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -237,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -435,7 +434,7 @@ "[5 rows x 80 columns]" ] }, - "execution_count": 9, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -444,38 +443,16 @@ "test.head()" ] }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1460, 81)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Shape of train dataset\n", - "train.shape" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Target variable\n", - "Some analysis on target variable" + "## Analys of Target values " ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -510,7 +487,7 @@ "#Get the fitted parameters used by the function \n", "(mu, sigma) = stats.norm.fit(train['SalePrice'])\n", "\n", - "#Plot with the distribution\n", + "#Distribution plot\n", "plt.legend(['Normal dis. ($/mu=$ {:.2f} and $/sigma=$ {:.2f} )'.format(mu, sigma)], loc = 'best')\n", "plt.ylabel('Frequenc')\n", "\n", @@ -523,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -552,21 +529,15 @@ } ], "source": [ - "#Log func which is np\n", + "#Log func normalizing\n", "train['SalePrice'] = np.log1p(train['SalePrice'])\n", "\n", "#Check\n", "plt.subplots(figsize=(12,9))\n", "sns.distplot(train['SalePrice'], fit=stats.norm)\n", - "\n", - "#Get the fitted parameters used by the function \n", "(mu, sigma) = stats.norm.fit(train['SalePrice'])\n", - "\n", - "#Plot with the distribution\n", "plt.legend(['Normal dis. ($/mu=$ {:.2f} and $/sigma=$ {:.2f} )'.format(mu, sigma)], loc = 'best')\n", "plt.ylabel('Frequenc')\n", - "\n", - "#Probability plot\n", "fig = plt.figure()\n", "stats.probplot(train['SalePrice'], plot=plt)\n", "plt.show()\n", @@ -582,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -596,7 +567,7 @@ " dtype='object')" ] }, - "execution_count": 18, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -607,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -616,7 +587,7 @@ "" ] }, - "execution_count": 19, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -641,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -669,12 +640,13 @@ "dtype: float64" ] }, - "execution_count": 42, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "#Get the per cent of missing dates\n", "isnull = train.isnull().sum()/len(train)*100\n", "isnull = isnull[isnull > 0]\n", "isnull.sort_values(inplace = True, ascending = False)\n", @@ -683,43 +655,20 @@ }, { "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "isnull = isnull.to_frame()" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "isnull.columns = ['count']" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [], - "source": [ - "isnull.index.names = ['Name']" - ] - }, - { - "cell_type": "code", - "execution_count": 46, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ + "#Preparing categories to gist\n", + "isnull = isnull.to_frame()\n", + "isnull.columns = ['count']\n", + "isnull.index.names = ['Name']\n", "isnull['Name'] = isnull.index" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -728,22 +677,25 @@ "" ] }, - "execution_count": 48, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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R1atXd31esWJFOZ1OnTlzxkREAAAAAJfwMx3gxx9/1O7duzVixIhi+fq7d+92fdysWbNi2UdRbN++vcDXyJWXXXNJBWezay4AAIDiYrxMfP/99zp48KDatGkjSTp+/Lgef/xx9e/fX8eOHXP9e6dOnZKPj4/Kly//p75+w4YNFRAQcEUze8L0iWZByPXn2TWbXXMBAICrV1pamtvF+UsZH+b0xBNPaNOmTYqJiVFMTIyqVq2qf/zjHxowYIAuXryobdu2SZKWLl2qBx54wHBaAAAAADmM35koiI+Pj6ZNm6bx48crLS1NNWrUUEREhOlYAAAAAP7DdmUiJibG9fEdd9yhNWvWGEwDAAAAoCDGhzkBAAAAuDpRJgAAAAB4hDIBAAAAwCOUCQAAAAAeoUwAAAAA8AhlAgAAAIBHKBMAAAAAPEKZAAAAAOARygQAAAAAj1AmAAAAAHiEMgEAAADAI5QJAAAAAB6hTAAAAADwCGUCAAAAgEcoEwAAAAA8QpkAAAAA4BHKBAAAAACPUCYAAAAAeIQyAQAAAMAjlAkAAAAAHqFMAAAAAPAIZQIAAACARygTAAAAADxCmQAAAADgEcoEAAAAAI9QJgAAAAB4hDIBAAAAwCOUCQAAAAAeoUwAAAAA8AhlAgAAAIBHKBMAAAAAPEKZAAAAAOARygQAAAAAj1AmAAAAAHiEMgEAAADAI5QJAAAAAB6hTAAAAADwCGUCAAAAgEcoEwAAAAA8QpkAAAAA4BHKBAAAAACPUCYAAAAAeIQyAQAAAMAjfqYDnD59Wi+88IKOHDkif39/3XDDDZo4caIqVqyon376SePGjVNaWppq1KihiIgIXXvttaYjAwAAAJAN7kw4HA4NGDBA69at05o1a1SrVi1Nnz5dTqdTI0eO1Lhx47Ru3ToFBQVp+vTppuMCAAAA+A/jZaJ8+fJq3ry56/MmTZro2LFj2r17twICAhQUFCRJ6t27t/75z3+aigkAAADgEsbLRG5Op1NLlixR69atlZiYqOrVq7teq1ixopxOp86cOWMwIQAAAIAcxudM5PbKK6/ommuuUb9+/fTFF19cka+5e/du18fNmjW7Il/TE9u3by/wNXLlZddcUsHZ7JoLAACguNimTEydOlWHDx/W22+/LR8fH1WrVk3Hjh1zvX7q1Cn5+PiofPnyf+rrNmzYUAEBAVc67p9m+kSzIOT68+yaza65AADA1SstLc3t4vylbDHMaebMmdq9e7fefPNN+fv7S8ouARcvXtS2bdskSUuXLtUDDzxgMiYAAACAXIzfmdi/f7/mz5+v2rVrq3fv3pKkmjVr6s0339S0adM0fvx4t6VhAQAAANiD8TJx88036+eff873tTvuuENr1qzxciIAAAAARWGLYU4Aik9mVvpfct8AAKD4Gb8zAaB4+fn6a86i9kb2/UzYOiP7BQAA3sGdCQAAAAAeoUwAAAAA8AhlAgAAAIBHKBMAAAAAPEKZAAAAAOARygQAAAAAj1AmAAAAAHiEMgEAAADAI5QJAAAAAB6hTAAAAADwCGUCAAAAgEcoEwAAAAA8QpkAAAAA4BHKBAAAAACPUCYAAAAAeIQyAQAAAMAjlAkAAAAAHqFMAAAAAPAIZQIAAACARygTAAAAADxCmQAAAADgEcoEAAAAAI9QJgAAAAB4hDIBAAAAwCOUCQAAAAAeoUwAAAAA8AhlAgAAAIBHKBMAAAAAPEKZAAAAAOARygQAAAAAj1AmABiTkZVuy/2mZ2V4Kcmf2296VqaXkvy5/ZrKdbl9p2dleTGJffYNAN7kZzoAgL+uEr7+GrH8Aa/vd3rPfxb6ur9vCXWIesZLaf7wedc5hb7u7+unB1fO8FKaP3zW/flCX/f39VPIive9lMZddI/HCnzN39dXIZ8u92KaP0T36mlkvwDgbdyZAAAAAOARygQAAAAAj1AmAAAAAHiEMgEAAADAI5QJAAAAAB6hTAAAAADwCGUCAAAvsvPzL9KznF5K8uf2m5lleSnJn9tvlqFcl9u3M9NcLpP7hhk8ZwIAAC/y9/VV1+VfGtl3VM+2hb7u7+ujXit2einNHz7t0ajQ1/18HXo1MtFLaf4wplu1Ql/39XUo6tOTXkrjrmuvSgW+5uPn0HcfJHkxzR+CH61sZL8whzsTAAAAADxi+zIRHx+v0NBQtW/fXqGhoTp06JDpSAAAAAB0FZSJ8ePHq2/fvlq3bp369u2rcePGmY4EAAAAQDYvE8nJydq7d69CQkIkSSEhIdq7d69OnTplOBkAAAD+DMvg5OzL7dvKNLP4gKn9Xkm2noCdmJioKlWqyNfXV5Lk6+urypUrKzExURUrViz0v7Ws7B+a9PR0t+2Z/iWKJ2wh0tLSLvvvZPqX8kISd0XJ5fQv54Uk7oqSy8e/vBeS5HW5bH4l7JkrwKa5JCnQz/vZipKrvG9pLyRxV7RcJb2QxF2Rcvl5/71Vuny28n5m/sxdLlc5PzPX8oryvSzn5/0TvqLkKuWb6YUk7oqSy9fP+7mkImQrYc9cx9/+zUtJ3FUdeJ10mYXUTr6z1zthcqn0+K2F5rKysuT4z3mwN+Xeb865dM659aUcVkGv2MDu3bs1atQoffbZZ65tHTt2VEREhG677bZC/9uUlBTt27evuCMCAAAA//Pq1aunMmXK5Nlu6zsT1apV04kTJ5SVlSVfX19lZWUpKSlJ1aoVvlSbJAUGBqpevXoqUaKEHA6HF9ICAAAA/1ssy1JGRoYCAwPzfd3WZeLaa69VgwYNFB0drS5duig6OloNGjS47BAnSfLx8cm3PQEAAAAoupIlCx5ia+thTpJ08OBBhYeH69y5cypbtqymTp2qG2+80XQsAAAA4C/P9mUCAAAAgD3ZemlYAAAAAPZFmQAAAADgEcoEAAAAAI9QJgAAAAB4hDIBAAAAwCOUCQAAAAAeoUwAuCq8++67RdoGAAC8h+dM4IoYN26c+vXrp3r16pmOgv9R3bp1U2Rk5GW3mXDkyBGNGTNGJ06c0Pr167Vnzx59/fXXevrpp43m+uGHHxQREaGEhARlZWXJsiw5HA5t3rzZSJ4ePXrI4XAU+Pry5cu9mOYPf/vb3wrNZep4XU1OnTqlihUrmo4BwAA/0wHs6J133lFgYKDCwsLcti9atEi///67Bg4caChZNsuytHz5ch06dEgjR47U0aNHlZSUpDvuuMNYpjp16uiZZ55RpUqVFBYWpvvvv19+fvb48bLj8cqxaNGifLdf+rNnQnx8vA4ePKi2bdsqNTVVGRkZKl++vNdzfPPNN9q0aZOSkpI0bdo01/bz58/LLtdCxo8fr8cee0yzZs2SJDVo0ECjRo0yXibGjBmjwYMHq0mTJvLxMX8jetSoUaYj5GvFihWSssvMmTNnFBoa6nrfKFeunNFsZ8+e1cyZM3Xs2DG1adNGvXv3dr02bNgwzZ4922A6aceOHXr22WfldDq1YcMG7dq1S8uWLdMrr7xiNFd+unTpolWrVhnZt12LtCQNHTq00Gymf8YSExMVERGhuLg4paWlubZ/9dVXBlNli4yM1KFDhzR8+HAdPXpUJ0+eVJMmTYxkOXDgQKGv33TTTcW2b3uc7dnMunXrtGTJkjzbe/XqpZ49exovE1OmTFFycrL27NmjkSNHKjAwUJMnTzb6ZvToo4/q0Ucf1b///W8tXrxYr732mnr27KnevXurcuXKxnJJ9jxeOXbv3u36OC0tTVu3blXjxo2Nl4nIyEjNnz9fGRkZatu2rU6cOKGJEydqwYIFXs9SokQJBQYGyuFw6JprrnFtr1y5sp544gmv58nP2bNndd9997n+6Pr4+NiiTJcsWVKdOnUyHcMlODjYdIR81ahRQ5K0YcMGrVy50rX9pZdeUo8ePTR06FBT0TRu3DhVrVpV3bp105IlS/Ttt9/q9ddfl6+vrw4fPmwsV44pU6bo3Xff1YgRIyRJt99+u8LDw43liY+PL/C15ORkLyZxl1Okv/76a/3yyy/q2bOnJGnlypWqU6eOsVySdN999xnd/+WMHj1aHTt2VFxcnKZPn64lS5bo+uuvNx1LU6dOVWJiouLi4jR8+HBdc801evXVV/Xpp58ayVPY30OHw1Gs5cv8Xzsbcjqd8vf3z7M9v20mbN26VVFRUerWrZskqUKFCm5t3aQmTZro4MGDiouL008//aTly5frscce0yOPPGIsk52P15QpU9w+T0pK0sSJEw2l+cOHH36oFStWuErNjTfeqJMnTxrJEhwcrODgYN1///22HUbn6+urzMxM19W9pKSkQq/0eUvLli21YcMGtWrVynQUNykpKXr33XcVGxvr9ru4cOFCg6my73blHq5z6tQpnT9/3mim+Ph4V0l94IEHNGHCBA0ePFhz5swxmitHRkZGniueJUqUMJRG6tChg6pWrZrvXcszZ84YSJQtp0hHRERo2bJlrveH++67z+1ukwk5fxvt6vTp0+rVq5cWLlyopk2bqnHjxgoNDdWQIUOM5vr222/dzi0qVqyoixcvGssTExNjbN+UiXykpqYqMzMzz5XFjIwMXbhwwVCqPwQEBLidqDidToNpsu3evVuLFi3SN998o5CQEH388ceqWbOmzp8/r5CQEKNlwo7HqyCVK1fWoUOHTMdw3Q3IzdfX10iW3EPBvv/++zyvm76LI0m9e/fWM888o9OnT2vevHmKiooyOsQpZw6AZVmaP3++AgMD5e/vb3zORI7Ro0erbt26OnTokIYNG6YVK1botttuM5pJkh5++GF17dpV9957r6TsOxVPPvmk0UwZGRmuj318fDRx4kRNnjxZgwYNUnp6usFk2fz9/ZWamup6jz1w4IACAgKM5alevbqWLFmiKlWq5HnNDqX67NmzSktLU8mSJSVJ6enpOnv2rOFU2TIzM7VixYo8Jf/Si17ellNOr7nmGh07dkyVKlXSqVOnjGaS7H9ukZyc7PZ9rF69erHtizKRj5YtW+q1117Tiy++6DqBcjqdioiI0D333GM4nVSvXj2tXr1almXp6NGjeuedd9SsWTOjmV588UWFhYVp3LhxKlWqlGt76dKlNWjQIIPJ7Hm8cuQ+UbYsS7t27bLFJMby5csrPj7e9Ua5atUqVa1a1UiW3EPB7KpHjx6qVauWYmJidPbsWU2cOFF/+9vfjOXJmQNgV4cPH9acOXP01VdfKSQkRPfff78eeugh07EUFhamZs2auUprWFiYbrnlFqOZatasqW3btikoKMi1bfTo0Zo2bZrxUihJgwYN0uOPP66kpCSFh4dr48aNioiIMJanXbt2+vXXX/MtE23atDGQyF2HDh0UGhqqjh07SpI+//xz18emjRs3TllZWdq6dav69Omj6Ohot587U4KCgnTmzBn16dNH3bt3l7+/v9q3b286lurWrau1a9fKsiwdP35c8+fPV9OmTU3H0ubNmxUeHq7k5GT5+Pi45jsW5/sFqznlIzU1VU888YQSExN16623SpL27t2rqlWr6t13381zxdbbzp8/r9dee811S6t169YaPXq023hy/CG/4/Xiiy8a/z5K2SUsh6+vr66//nr9/e9/NzLRObf4+Hg9//zz+uWXX1SxYkWVLFlSb7/9ti3GqdpZzlUgk1dmC5KcnKyEhARjkwNz69mzp5YvX67u3bvr/fffV7ly5dS+fXutX7/edDTbOXXqlHx8fPJ9T4iLi1P9+vUNpHKXkJCgjRs3yrIs3X333brhhhtMR7K1mJgYfffdd5Ky7yLm3AkzrVOnTlqzZo3rnykpKRo8eLA++ugj09Fcjh07pvPnz9tiyOv58+f16quvKiYmRpZlqU2bNho7dqzxc4vu3btrxowZGj58uCIjI7V8+XIdPXpUw4cPL7Z9UiYK8e2332rv3r2SpNtuu00tWrQwnCj7DsnGjRttcbs2t0OHDunFF1/UiRMnFBMToz179igmJkbPPPOM6WjwUFZWlg4dOiTLslSnTh1jw5wkaefOnSpbtqxq166tr776St9++63q1Kmj3r1722Kic3x8vMLDw93eL6ZMmWJ8YmXfvn01f/58WZalBx98UGXLllXLli2Nr6o0YsQIjR07VpGRkVq6dKnKlCmjWrVq6fXXXzeay25L6b961PwAACAASURBVF4qISFBBw8e1L333qsLFy4oIyNDZcuWNZYnKytLgwcP1vz5841lKIzdjpfd5ZT8rl27asmSJSpVqpQ6duyotWvXmo6mzZs36+DBg+rXr59OnjyplJQU4++vdtW9e3etXLlSISEhio6OdttWXMz/FbaxoKAgXXvttXI4HLb5ofXx8dGsWbNsVyYmTJigp556SjNmzJCUvTTmCy+8YIsy8c4777hd7T99+rRWrFihAQMGGM0VHx+v+fPna9++fZKkO+64Q0888YTx1a+kvEvMxcfHq0yZMvkOHShur7/+utasWSOn06kOHTpo69atuuuuu/T555/rwIEDmjBhgtczXSo8PFy9evVSt27d5HA4FBUVpfDwcH3yySdGc/3+++8qU6aMVq1apU6dOmnEiBHq0qWL8TIxffp0SdmrwN1+++1KSUmxxRBSuy2lm9uqVas0b948ZWZm6t5779WxY8c0adIkffDBB8Yy+fr66syZM3I6nRyvIvrll1/01ltvKSEhQZmZma7tdlhdsFy5cjp79qzuueceDRw4UBUqVDDynn+pd955Rxs2bNBvv/2mfv36KTMzU6NHj8531U1vysrK0vLly7VlyxZJUosWLdSjRw+jF94kuS6wValSRTExMapRo0axz8uhTOTDsizNmTNH7733nmu4gp+fn0aMGKEePXro119/dS0laEL9+vW1c+dONWrUyFiGS6WkpKhly5aaOXOmpOzSY3JFj9w+++wztyXTKlSooOjoaKNlYuvWrRo6dKh69eqltm3bSpJ++ukn9e/fXwsXLtSsWbOMTnrLGeZXpkwZSdnf32uvvVb+/v6aOXOmV4fKfPHFF/r888+Vmpqq1q1ba9OmTSpdurTS09PVtWtXr+UoTGpqqmupRyn7KpDpkxZJrgm6W7du1YMPPigfHx/jf+gkuS1kkTPxOiMjw/hdJrstpZvbBx98oBUrVqhfv36Sssdr//bbb4ZTSY0bN9aQIUMUEhLiNrzD9AUvux6v5557Tg888IC6d+9ui9/F3N555x35+vpq+PDhWr16tc6fP2+L99jo6GitWLFCvXr1kiRVrVrV+CprkvTKK6/o0KFDrmO0evVq7d271/gFroceekhnz57VsGHD9PzzzyslJcVtSHVxoEzk480339T333+vyMhI1a1bV5J08OBBTZgwQenp6Xr//ff1xRdfGMu3Z88e9enTRzfccIPbPAmTVzZ8fX2VkZHhmrB74sQJ21ypym8kX1ZWloEkf3j99dc1d+5c3Xnnna5tbdu2VatWrdSlSxc1btzYYLrsiYrNmzd3FZ0vv/xSW7ZsUbt27by+jra/v78CAgIUEBCg66+/XqVLl3Ztt8tyzQ0aNNCPP/7omny3Y8cO13wrk4KDg9WxY0dlZWXp5Zdf1rlz52zxe9m0aVPXalO5V0OJjY01mMq+S+lK2Re0cn72c9jhZDTne5b7KrHD4TB+DO16vJxOp/FFSQqSc3x8fHxsUSJylCxZMs/FSTssvb1582atXbvWddwefPBBhYSEGE4lV4ZGjRp57VyVMpGPNWvWaPny5a6rslL2VY25c+fq7rvv1tixYw2mk/H956dv374aMmSITp8+rTlz5igqKqpYJ/v8GbVr19YHH3ygRx55RJZlacGCBcYnEp85c8atSOS48847dc0117ju8Jjy3XffacyYMa7P27Ztqzlz5mjs2LFeX0fbsixdvHhRTqdTDodDFy9edBVEu0z5OnjwoMLCwlzDIePj41W/fn3X+vFLly41kmv8+PGKi4tTrVq1VKJECaWkpGjSpElGsuQWFxfn+jgtLU1r1qzR6dOnDSbK9sknn9hyKV0pe4W1w4cPu06iPvvsM1sMibTT5Nzc7Hq8mjRpYpuJ85fKWVL6UqZ//qtWrapt27bJ4XDI6XTq7bff1s0332w0k5Q9yiEzM9Nt1c8KFSoYTmVmaDdlIh9+fn5uRSJHuXLlVKNGDYWGhhpI9Qc7PkW2a9euqlmzpv71r3/pwoULmjp1qi2WlJOyx0GPHDlSM2fOlMPhUNOmTTVt2jSjmTIzM/NclZXkOmE2vRqE0+nUDz/8oDvuuEOS9OOPP7rW0Pb2le2ff/5ZTZs2dRWHJk2a5HtV26SRI0eajuAmPT1d/v7+unjxomrXri0pe2hRqVKlbDP/K0dAQIB69uypHj16aODAgUaz2HlJ3RdffFHDhw9XfHy82rVrJx8fH1tMfN6wYUO+203fmbDr8dq5c6frqde5V32zw5yJ3D//OSXf9NBDKftJ9KNGjdL+/fvVuHFjBQUFueZdmVSvXj316dPHtbTv2rVrdfvtt7vmypk6VzQxtNv8T4kNORwOnThxIs/Eo+PHj9viNmmPHj3yPYky/WYUFBRkmwKRW5UqVbRw4UL9/vvvkmSLJXSbN2+uqVOnauTIka6fqaysLEVERNiiLI4fP17Dhw93PVjp4sWLmjFjhlJTU73+AMLcV7HtqnTp0rr99ttNx3AJDQ1VZGRknuFEOf80PZwo95wJp9OpXbt2KSUlxWCibDVq1FBmZqbi4+MlSXXq1LHFyZSUfXd82bJlOnjwoCzL0k033WSLbO+9957r4/T0dMXGxurWW281XibserxGjx5tOkKBLp0LOmzYMP397383+gBOp9Op5ORkvf/++7pw4YKcTqfxi205Lly4oLp16+rnn3+WlP0z9/vvv7vuopgqEyaGdrM0bD6WLVumjz76SOHh4a6x6z/99JOmTp2qfv36Gb8zkbM+tZR99SDn9u1zzz3n9SxDhw4t9Orw7NmzvZimYEeOHNGRI0fcfqFM/rE7d+6chg0bpkOHDrkmoO7Zs0c33HCD3njjDVssX5ienu52UmVyfoLdl6AMCQlRqVKlFBYWpo4dO9pmLodd1a9f31VufH19dcMNN2jUqFHGT0B37dqloUOHuoY4ZWZmas6cObZ4OreUPZwu5/2/efPmuvHGGw0nyuvAgQP6xz/+YfypyZK9j5edLm4VJCEhQY888oi++uorozlynnuBohk6dKiaNm3qNrR7+/btevPNN4ttn5SJAkRFRWnu3Lk6evSoHA6HatasqaefftpWk5JyWJalPn36GBmXHRkZWejr3bp181KSgs2YMUOffvqp6tat6xqi43A4tHDhQsPJpO+//1779u2TZVmqX7++7e7sJCcnux7EJknVq1c3liU0NFRLliyxxQTi/GzZskWLFy/WDz/8oG7duik0NFQ1a9Y0HUtSdjHMXaRzP6Uef+jdu7eGDRvmeqbQ5s2bNXv2bGNzXnJbsmSJ3nzzTdcSups2bdKQIUOMX9zKT+fOnbV69WqjGex6vBISEvT8888rNjZWDodDt956qyIiIlSrVi2juST3ORNOp1OZmZkaM2aMunfvbjTXkCFDFB4ebpv30xwhISEKCwtTly5dbFUKT5w4oZEjR+rHH390G9pdnMv8UiYuIzU1VZJsc1stPykpKerWrZu+/PJL01FsqV27doqMjMyzsoddnD9/XocPH7bN1U8p+yQqPDxcycnJ8vHxUUZGhsqXL290It7kyZN19OhR2y1BeanY2Fg99dRT+u2333Tvvfdq5MiRrnkL3rZ+/XpNmjRJSUlJthrmtHXrVu3bt08Oh0N33HGHLVa+kqQuXbpo1apVl91mQvv27bVo0SJVqlRJknTy5EmFhYVp3bp1RnPlnjORM2Tt66+/LtYHZBWFXY/Xo48+qgcffFA9evSQJK1cuVLR0dG2WEr6119/dX3s5+enSpUq2WJo96OPPqodO3aoWbNmbiftpkc+7Ny5U4sXL9a///1vdejQQX379nWtAGoH3rz7ZX4AoQ1d+sCuS910001eSpK/3HMmnE6njh496vVx7DkuN5H5hRde8FKSgl133XW2LRIbNmzQuHHj5Ovrq5iYGO3atUtvvvmm3n77baO5IiIitGDBAg0fPlyRkZFavny5jh49ajSTXZegzPHjjz9q0aJFrjsTvXr10pYtW/Tkk08aO4GJiIjQrFmzbPMQtjNnzuiZZ55RQkKCq0C89957at68uV577TVt3LhRLVu2NJavVKlS2rp1q5o3by4pe0ipXe7iBAYGuk6MJalSpUq2uMiVe86En5+frr/+euMneZJ9j9epU6fcnknTo0cPW9wll7JHOeSU/Ntvv90WRULKvtPVuXNn0zHyaNSokRo1aqTTp09r+fLlevTRR1W7dm09/PDDatOmjdfzJCQkqFatWgWewxbnuStlIh+5Z8FfyuFwGB8/mPvptb6+vqpVq5axJe8Ka7zff/+9F5MUrEmTJq4HBeVePcMOJ6FvvPGGli9f7lrF5vbbb9eRI0cMp8pWp04dZWZmyuFwqFevXurevbuR5X4vXryokiVL2nYJSil7NbMSJUooLCxMkydPds2Z6N69u9GxvuXKlXOtyGUHU6dO1a233qoPPvjANRk2IyND06dP14gRI/TDDz/oX//6l7F8o0eP1rBhw1zfv4yMDL3xxhvG8uR29913a9y4ca4T0cjISN1zzz1u85pMsOvvpV2Pl4+Pj3755RfX/I34+HjjJ+1paWkaN26c1q9f71o2/dixY+rfv7+GDh2qvXv3Gr17eOlw6bS0NH3++eeG0uQVFxenHTt2qGTJkgoODtaHH36otWvXasaMGV7NMWnSJM2fPz/fc9jiPnelTOQjJibGdIRC7dixI88Siu+++66RZRWHDBni9nlSUpJWrlypyMhI2zwDYNeuXZLc/+jZ6Yr2dddd5/a5HSbv5pzoValSRTExMapRo4bOnj1rJEuXLl00efJkNWvWzMj+C5PzJPoJEyYU+FRwk8MX2rVrp8WLF6tjx45uRdrU1fbvv/8+z3DMEiVKaNSoUQoODna7ym1Co0aNtH79ercTzksflmVKzlCrS5dijYqKksPh0Ndff20gVfZymC1btlTp0qU1e/Zs7dy5U8OHD1fDhg2N5Mlh1+M1fPhwhYWFqUGDBpKyT0RNL1U+Y8YMpaen6+uvv1a5cuUkZd9FfPnllzV9+nRFR0cbO1657dixQytWrNDnn3+u2267zfgc1gULFmjp0qWqWrWq+vXrp9atW7vuAOc88NWbchYoiYqK8v4iLhYKtX//fuvjjz+2Pv74Y+vAgQOm41iWZVldu3Yt0jZvycjIsP75z39aAwcOtIKDg6077rjD+vHHH43luZr079/f+u2331zfvy1btlj9+vUznMqy1qxZY505c8basWOH1bZtW6t58+ZWVFSUkSzfffeddf/991tTpkyx0tLSjGQoiMnfu6K45ZZbXP+rX7++65+mtG/fvsDX7r//fi8mcff9999b69evz7N9/fr11vbt2w0kunqEhIRYlmVZO3bssHr27GmtXr3aCg0NNZzK3pKTk62YmBgrJibGSk5ONh3Hatu2bb7vrRcvXrQaN25sffXVVwZSZUtOTrbee+8968EHH7Tuv/9+Kzg42Dp+/LixPLm99NJL1r59+/J9bceOHV5Ok83pdFodOnTw+n65M1GIqKgozZgxw3UFe/78+RoxYoSxsXvffPONNm3apKSkJLcrGefPnzd2F2Dy5Mn67LPPdMstt6hbt25644031LFjxwKv0ppgWZaWL1+uw4cPa8SIETp69KiSkpJsMfxjxIgRGjhwoI4ePar+/fvr0KFDeuutt0zH0r333qvSpUurUaNG+uKLLyRl/5yZcOeddyoqKkozZ85Ut27d1Lt3b7fx/2FhYUZySfZ5AndB7PaMjooVK2rbtm15Vi3btm2b0SfHzp07V6+88kqe7Q0aNNDYsWO1YMEC74e6xMSJExUWFmarCZ7SH3cxv/nmG/Xq1UudOnXS+++/bziV/Y7X/v379dtvv+muu+5SxYoVdd9990mSvv32W1WuXNnoXMwSJUrke0c8ICBAVatWVevWrQ2kkp5++mlt375d7dq108SJE3XHHXeodevWxboqUVEMGDBA7733niZOnFjgv9OoUSMvJvqDw+FQtWrVdPbsWdddJm+gTBTi/fff18qVK13DUH777Tc9/vjjxspEiRIlFBgYKIfD4TZXoXLlyoXO8yhOn3zyiZo0aaInnnhCf/vb3yTJNk8lzjFlyhQlJydrz549GjFihAIDAzV58mTjD/mTst9wFi5cqB9++EGS1LRpU1s8Y6J///55lv3Nb5u3lCpVSrfddps+//xz7dq1y/gY4xynT5/WokWLCnzdZNGxo+eee07PPPOMevXq5fYMn+XLl2vOnDnGcqWmpua7NGfNmjV16tQpA4nyqlatmp588klVr15dYWFhrqc6m+ZwOLR27VqtXbtW8+bNk5Q918Q0ux2vGTNm6Nlnn82z/dprr9X06dONLrpRsmRJHThwIE+h2bdvn9EFCHbu3KmaNWuqSZMmrmFhdji/OHnypOkIhSpdurS6deumli1bup0rFueCOJSJy8g9nv3Sse3eFhwcrODgYN1///2qV6+e0Sw5Nm7cqDVr1mjatGk6e/asunbtWuxPWvyztm7dqqioKNckrgoVKrg9O8Gkffv2qWbNmq67X7///rv279+vm2++2UiezMxMZWRkyOl06uLFi64r7ykpKW5PLfam3377TS+99JJSU1O1ZMkSW6zHnuPixYvavXu36Rh5PPzww/rwww/d1o2X5Foa1tQSv0FBQVq6dKnmz5+vefPmuZ6vsmTJEmPL50oqdD7QxYsXvZikYAMHDtSAAQP09ddfa/HixZoyZYp69eql0NBQt1WLvO2ll17Su+++q549e6pWrVo6dOiQazUsk+x2vE6ePKn69evn2X7LLbe4LclqwuDBgzVgwAANHjzYdUV9x44deuuttzR27FhjuTZs2KCNGzdqxYoVmjZtmu677z5b/O22LMvt7+OlTK8Ad/PNN3v9HIIyUYjrr79eb7zxhushN59++qktTmTq1aunTZs2KTY21u0X69LJ0N5QtmxZhYWFKSwsTHFxcVqxYoXS0tIUFhamTp06qXfv3l7PdKmAgAC3Eyqn02kwjbvw8HB98sknrs/9/Pw0atQoY2u0v/3225o7d64cDofbULXSpUvr0UcfNZKpe/fuGjBggB566CFbXJXKrXr16rZ40u+lIiIiJEkrVqwwnCSvG264QZMnTzYdw03NmjX17bff6q677nLbvnnzZqMParyUw+HQnXfeqYSEBO3fv19bt27V0qVL9cQTT6h///5GMjVt2tR1R0KSateurZdeeslIlkvZ6XilpKQU+JrpOzlt27ZVuXLlNHfuXM2cOVOWZalBgwaaNm2agoODjeXy8fFRq1at1KpVK50+fVqrVq3S3r171bp1a4WEhOi5554zkuvnn39W06ZN3cqEnZ7j06FDhzzD+w4ePFi8O/X6LI2ryMmTJ61nn33WCg4OtoKDg63hw4dbJ0+eNB3LioiIsB566CHrrrvusl566SXrrrvusp5//nnTsVzS09OttWvXWgMGDDAdxbIsyxozZoy1atUqq3PnzlZCQoL10ksvWePHjzcdy7Isy+rcuXORtnnbyy+/bDqCyy+//GI6QoG6dOliOkK+4uPjTUco1MmTJ63nn3/e6tu3r2VZlhUbG2stXrzYWJ4dO3ZYLVq0sGbOnGl9+eWX1pdffmnNnDnTatGihbGJlJeKjY21xo4da91zzz3W5MmTrcOHD1uWZVlnz561WrVqZSxXcnKyNXz4cKt58+ZW8+bNreeee84Wk4rtdrx69+5t7dmzJ8/2PXv22GbC+rlz5/JsS0lJMZDE3aW5duzYYfRvuF3f93OYWKSHMnEVCgkJsTIyMqxOnTpZlmVZx48ft82Jux2lpKRYY8aMsVq0aGG1aNHCGjNmjJWammo6lmVZltW9e3fryJEjrs8PHz5sdevWzWAid2lpadbvv//u+p9JdjsBtSzLWrFihdH9FyT3H44hQ4YYTJK/QYMGWYsXL3atBJSWlub62JS4uDhrxIgRVseOHa2OHTtaI0aMsGJjY41myu2BBx6wPv7443zfuz7++GMDibINGTLEmjVrlnX8+HHr+PHj1uzZs62nn37aWJ4cdjte//73v61WrVpZy5Yts2JjY63Y2Fhr2bJl1r333mtt2LDB63nyY7eVIi3L3OpEhTF9TAqSnJxs7d+/3+rQoYN14MABa//+/db+/futH374odhXy2OYUyEsy9Inn3yib7/9VlL2Q3B69eplfKiFv7+//Pz85HA4lJGRoSpVquj48eNGM9nRa6+9pvDwcJUuXVodOnTQpEmTTEfKY8iQIerTp49rzsSGDRtskfOLL77QK6+8oqSkJNvcvh07dqxatmypxYsXS5JuvPFGjRw5Un369DGWqXv37pKk5ORkTZkyRYmJiVq0aJHi4uL0448/Gstm5br9npCQYCRDYU6cOKE+ffq4hvj5+/sbn0x8yy23uIaH2cmsWbP07LPPFvqQLpMT/Y8cOeI2eX7o0KHq0qWLsTx2PV733HOPJk2apHnz5unVV1+VJN12222aOHGi7rnnHq/nyc2Oc+VymFqdqDA1atSQlH18ypQpYzjNH9asWaMPP/xQSUlJbs8dK1OmjAYMGFCs+6ZMFGLatGmKjY11nTBERUXp0KFDxTojvigCAwN14cIFNW3aVOHh4bruuutUsmRJo5nsaOvWra6Pp0+frv/7v/8zmCZ/9913nz766CNXYX3iiSd0ww03GE6V/bM/a9YsNWnSxPhJXg47noDmsFvRyX3Bw/TFj/zkLCea49y5c7ZYZtdupVDKvsCQ3ypAduF0OpWcnKxrr71WUvYxNDkvzc7H6+6771bjxo3znICeP39epUuXNpTKnnPlcjOxOlFh5s6dK8uyFBoaqrVr1xrJkJ+HH35YDz/8sN5++20NGjTIq/umTBRi06ZNioyMdP3h69Chg7p37268TMycOVO+vr4aNWqUPvjgA6WkpGj27NlGM9lR7pMTO5yoFKROnTqqU6eO6RhuypUrZ4vncORm1xNQyX5F5+jRoxo2bFiej3OYfr9o166dxo0bp9TUVK1cuVKLFy9Wjx49jGaS7FcKrwaPP/64unbtqnvvvVdS9sn8888/bzaUjT300EO2WnZbyr5DPmTIEE2cOFHjxo0zlqMgJlYnuhw73jHJ0ahRI7e7JufOndOePXvUokWLYtsnZeIy7HiFL2dZu1OnTmnw4MGG09hXenq6Dh48KMuy3D7OYfIhQTkSExMVERGhuLg4t5W5vvrqK4Opsk/2Fi9erI4dOyogIMC13eSSd3Y9AZXsV3RGjx7t+jjnJM9OBg4cqNWrV+vcuXPasGGD+vfvb3RoTA67lUJJio+PV8+ePQt83fTzcrp27apbb71V3333naTsk2WTJ352PV52HkqUI6dIpKenuy3xbnqpUxMrVRaF3e6Y5Jg2bZpbOS1dunSebVcaZaIQd999twYOHOh6PkFUVJTuvvtuw6my139+9tln5XQ6tWHDBu3atUvLli3L9wmuf2UXL150GzeY+2OHw2H8hF3KPunr2LGjYmNjNX36dC1ZskTXX3+96Vh6/fXXJcntCZ+m50zY9QRUsl/RyXnPsrPOnTsbewBoQexWCqXsh5KaPjm5nNx3Vk3fZbXr8bL7UCJJWrdunSZPnqwTJ07YZq6cJKWlpWn16tVKSEhQZmama7vp77Md75hIfzxPKIePj0+xP//LYZl+p7SpM2fO6MiRI9qyZYvroVQtWrRQaGio8StVvXv31qRJkzRixAhFRUVJkh588EF99tlnRnPhz+vatauioqLUqVMnrVmzRk6nU6Ghofr0009NR8OftHr1asXExMiyLLVu3doWRceOcwCk7Em6l97pLVOmjJo0aaLu3bsbe4999913lZCQoM2bN+upp57S4sWL1alTJz388MNG8kjZxdDkEJjL2bZtm55//nnXvL20tDTNnDnT2DBJux8vuw4lkqQ2bdro9ddfV8OGDY2f5+Q2aNAgZWRkqFGjRvL19XVtt+sdC9P69u2rUaNGqXHjxpKyL0BPmTJFS5cuLbZ9cmciH2vXrtWLL76owMBApaena86cOcU61uzPysjIyDNEp0SJEobS4L+R83275pprdOzYMVWqVEmnTp0ynCrb6dOntWPHDklSkyZNVL58eaN57HoCmsOOV9rtOgfguuuu0+7du/Xggw9Kyn7PLVOmjD7//HPFxcUZe+quHe9+2f1638SJExUREeF6uNm2bds0YcIErV692kgeux8vuw4lkrJ/L3OegG0nhw8fLnR1LlPsesdk5MiRevrpp13niQcOHNDcuXOLdZ+UiXy89dZbWrp0qRo0aKAtW7bozTfftFWZ8Pf3V2pqquvE6sCBA27j2nH1CAoK0pkzZ9SnTx91795d/v7+euCBB0zH0saNGzVy5Eg1aNBAUvZwrIiICKMrYtn1BFSyb9Gx4xwASYqLi9NHH30kf39/SVJoaKgeeeQRffjhh+ratavRbHYrhQsWLDAd4bJyPyU5KCjIYBL7Hy+7DiWSsieCz5o1S+3atXM7pzA9v7BWrVrGV7zKz7Bhw1x3THLey+ygadOm+uyzz/TTTz9Jyr4YWNyTxCkT+fDx8XGdRP3tb3/Ta6+9ZjiRu0GDBunxxx9XUlKSwsPDtXHjRluuj47LGzVqlKTs4U7BwcE6f/686tWrZzhV9pyJRYsWqW7dupKkgwcPauTIkUbLhJ1PQO1adOw4B0CSTp486XY31c/PT6dPn5a/v7/RP8p2LIU5dwR/+OEHRUREKCEhQVlZWa6T0M2bN3s9U27/93//p9WrV7sK2Jo1a4zOLbT78Zo2bZrmzJlju6FEUvbFhwULFigqKsqVzQ7zC8uUKaMePXronnvucXt/MH0HwK53TKTsBXoyMjLUtm1bpaam6syZM8U6uoAykY+MjAy3lX8uXQnIdEtv1aqVbrzxRm3cuFGWZempp56yxbMJUHT5rd5R5DYOtgAAGJNJREFUoUIFVahQQRcuXDB+yzszM9NVJCSpbt26brdxTbDrCahk36Jjt4nhOYKDg/XEE0+4hhCtWbNGQUFBSk1NNfq9tGsplKQxY8Zo8ODBtnr2iyRFRkbqgw8+cB2b9PR0lS9fXitXrjR68m7X42XXoUSS9NFHH2n9+vWqXLmy6Shu7Lh8umTfOyaRkZGaP3++q0ycOHFCEydOLNa7dpSJfFy6CpD0x0pAJlv6oUOHVLt2bUnZP8R9+/Y1kgP/vaZNm7pucV/KDre8K1asqJUrV7oe2BgZGamKFSsazWTXE1DJvkXHjnMApOxx40uXLtW6deskZa+c17t3b5UoUULLli0zlsuupVCSSpYsqU6dOhnNkJ8VK1aYjpAvux4vuw4lkqTq1avbqkhs27ZNQUFBtp1obdc7Jh9++KFWrFjhetL7jTfeqJMnTxbrPikT+YiJiTEdIV/Dhw93rVLxzDPPaM6cOYYTwVNxcXGmIxRq4sSJGjFihCZMmCBJatCggaZPn240k11PQCV7Fx27zQGQshce6N+/v/r37286ihu7lkJJatmypTZs2KBWrVoZzXEpPz8/ValSxW1bXFyc6tevbyhRNrseL7sOJZKyH3b23HPP6YEHHnArOqaOYXh4uHx9fdWjRw917drVVkVHsu8dkxIlSigwMNBtW+5VsIoDZeIqkvsqdkJCgsEkuJJOnTrltmpShQoVjOZxOp36/ffftWzZMqWmpkpSnjcmE+x6AirZt+jYcQ6AlD2MbsWKFYqNjXV7WOOUKVOM5Mlh51L4ySefaP78+QoMDJS/v79t5gD06dNHEyZMUMuWLSVJS5cu1TvvvGP8opxdj5ddhxJJci2D/9FHH7m2ORwOY2Xiyy+/1JYtWxQZGakOHTqoWbNm6tGjh9q0aZNnPpg32f2OSfny5RUfH+9671+1apWqVq1arPvkORNXkdzrZ9t9LW0Uzfr16/XSSy/ptttukyTFxsbqlVdeUdu2bY3mynnuhZ3Y9QTUzl555ZU8cwBuuukmJSYmqk6dOsbmAIwePVpZWVnaunWr+vTpo+joaAUFBWn8+P9v7/6Doq7TOIC/F1ZKhHHQZE7ToDqcMrVLTxMFczBLSFDQizPCSIdSQcnLGsOOSsnUTE8xU8MUzMnECE2pGO0OizJhmikbb07EVW/6A7s0ZUF+7O7n/mD22y6gA6vu51l6v/7pu9917OEj+93n+fx8RUs8Ti0tLdi9e7dxmvPo0aONolC3n376qcP7t99+u5cjcXfq1CksWrQIUVFRqK2txYULF/Dmm2+iX79+WuOS2l4pKSnYtWuX1hh8UX19PUpLS1FcXIyzZ88iPj4eL730kpZYHn74YdEjJhaLBc8//zxOnz6NPn364NZbb8XmzZtv6oG4LCZ8yKhRozB27FgAwNdff21cO61fv15HWHQdYmNjsWnTJmOo9MyZM5g3b572HSIyMzOxZMkSDBw4UGscrqQmoIDcQiclJQXbt283etWbmprc1gCUlpZqictZrDr/W1dXh/nz57v1iJLvqKqqQlpaGkJCQrBv3z7t66skW7VqFWpra8VMJXJVWVmJIUOGoFevXigqKsLx48eRnp6OQYMG6Q4NQOvsjPLycuTl5aGmpsbY+lQH54jJoUOHxIyYuLLb7Thz5gyUUrjzzjs5zYl+k52dbVxPmDBBXyB0w9xyyy1ucy7Dw8ONk2R1qq+vR0JCAkaOHInAwEDjvs6C9fjx40YC+uyzz+KJJ57A/PnztcXjKicnp8NCRzepawCcSZS/vz+uXLmC4OBg/PLLL9ricZJYFL7wwgt48803MX369HZT1gBg7969GqL6TWFhIQoLC7Ft2zacOHECycnJWLlyJUaOHKklHuntJW0qkatly5Zh//79qK6uxvbt25GQkIClS5eisLBQa1ynT5/GRx99hP379yM0NBRJSUnaF9ePGTMGY8aMMUZMduzYgddee03riEnbXSIHDBgAoHWHNeDmHozIYsKHJCYm6g6BbrCJEyfinXfewYwZM6CUQnFxMSZOnIjGxkYopbRtEStx0a7UBBSQW+hIXQPQu3dvXLp0CdHR0UhPT0dISEi7Rbw6SCwKn3rqKQC/nUkjTXl5Ofbs2YM+ffrgwQcfxMiRI7F48WKUlZVpiUd6e0kefTObzTCZTDhy5AhmzpyJ1NRUfPbZZ9ri+fDDD1FcXIxz584hPj4e7777rvaF/W316tULM2bMQL9+/ZCXl4cPP/xQWzHR0S6R3joYkcWED8rNzUVmZqZxAMnFixexadMmLF26VHNk1FVvv/02gPY9/hs3btS6RazEwlVqAgrILXSkLgzfunUr/P39sWjRImOak+6tVwGZReFdd90FwP2UaUny8/PdRgCGDx+udbtY6e0leSqRzWbD999/j7KyMuTm5gJonS6jy6FDh/D0009j4sSJItYttSVtxOTw4cNXXRPkHBG7aRT5nKlTp3bqHlFXpaSkGNebN2/WGEl7NptNKaWU3W5XJSUlaufOnaqurk5zVK1mz56tfv31V7VmzRqVkpKiMjMzVVpamu6wRLLZbOqZZ57RHUaHpk+frpRqfZ42NDQopZSKjY3VGZKaNm2acb1s2TKNkbjbuXOncV1eXu723oYNG7wdjkFqezlNmTJFORwOdfLkSRUbG6veeecdlZqaqjsspZRShw4dUgkJCeqNN95QSil1+vRplZGRoTkqperq6pTdbldKKfWf//xHHThwQDU1NWmLZ/fu3erxxx9XY8aMUa+//rr697//rS0WV66/+85nWUfv3QwcmfBBHfUU6D6dmDxnsVhQU1NjHHvf0tJyU4+9vxar1Wpcf/bZZ3j22We1xNGW3W7H/PnzsWXLFvj5+Yk4eM2V1J52iWsA/P398euvv8LhcIg6mRiQOfqlXKYsfPfddxojcffRRx/hySefBACsW7fO2BoWaD2racGCBVriktpeTtKmEgGtz9eysjL07t0b+/btQ0FBAebOnYvw8HDtm0gAwKxZs/D++++jvr4ec+bMweDBg/Hll19i5cqVWuKROmLi+rvfNidUN3mvJRYTPmjYsGHIzc1Feno6lFLIz8/HsGHDdIdFHiguLsbWrVu9euz9tXS0YFECyQmo5EJH4hoAALj//vuRmZmJKVOmuJ1honsRqsSiUOpn0jU5aZuo3OzE5VqktpeTtKlEAPDaa6/h5MmTaG5uxsCBA9HU1IQJEyagsrISr7zyCtauXas1PqUUAgMDcfDgQTz++ONYsGCB1ulE7777LoDWzjd/f3/4+fnh5MmTqK6uxqRJk7StR3P93W/7ObjZnwsWEz4oOzsbr7/+OqZNm2bsAuG60xP5jsLCQq8fe38tFy5cMPZAd712csapg9QEVHKhI3ENAABjLdAHH3xg3NO9o43UorC2tharV69ud+304osv6ghLa+JyLVLby+m5555DTk4OIiMjERERAYvFgrCwMK0xVVVV4eDBg7hy5QqioqJw9OhRBAQEIDk5WcRGHE1NTWhubkZFRYUxGibhWSttxKSpqQk1NTVQSrldO9+7mVhM+KCgoCARQ490/XQce38tY8eONRZquV5LIDEBdZJa6EhdGC5xRxupReETTzzR4bVuV0valVI4f/68triktpfkqUQBAQEwmUwIDAzEHXfcYfSs+/n5iZjGExcXh3HjxiEsLAwjRozAzz//7HZGhy7SRkwaGxuRnp5uvHa95sgEtVNaWorx48cjKCgI69evxw8//IBFixZh6NChukOjLtJx7P216P5SuxaJCaiT1EJH4hoAp7q6OlgsFrces1GjRmmMSGZRmJmZCaB1SkVQUJDbe65rnLztWkn7zJkzvR2OQWp7SZ5K1NzcbPRiu14DN79HuzMyMzORmpqK4OBg+Pn5ITAwEHl5ebrDEjdi8sUXX2j7f/MEbB/kPDX2hx9+wPLlyzFr1izs2rULu3fv1h0adZGOY+87Y+bMmW6J8dXueZvEBFQyu90Of39/OBwOtzUAbZMsbystLcWqVatw+fJlhIaG4ty5c7jnnnvw8ccfa40rNTW13T2TyaT90C6gdbvmtu3T0T1vu1rSrvt3TFp7xcXFdTiVyOFwICEhAQcOHNASFwDExMRc9T2TyYTDhw97MZqOSXz2b9y4EQUFBQgLC8OePXvwyy+/ICMjQ+u227pwZMIHOY9rr6iowF/+8hfEx8fjvffe0xwVeeK2225DUVGRV4+974zGxka313a7HZcuXdIUTSupCaiTtC87qWsAAGDz5s0oLi7GnDlzUFJSgoqKCuMsDJ0kjn7ZbDa0tLTA4XAYh1kCrb9vbU+81SE1NbXdZ7Cje94itb0kTyXS2aPdGVKf/VJHTHRgMeGDTCYTSktLUVpaik2bNgEAWlpaNEdFXaWUQnJyMkpLS3H33XfrDgdA6wFU+fn5sFqtiIyMNO43NjZqnQsKyE1AAZlfdlLXAACtHSJ9+/Y1drEZN24c1qxZozmqVtKKws2bNxuHWP7pT38y7gcFBeHpp5/WFpfUpF1qe0mfSiSZ5Ge/n58ffvzxR7d/QylTSb2JxYQPevnll5Gfn48ZM2Zg0KBBOHPmDB588EHdYVEXmUwm9O/fH5cuXULv3r11hwMASE5OxuTJk7F8+XLk5OQY94OCgrTHKDkBlfplJ3ENANDaS6uUQlhYGHbu3Inbb78dDQ0NWmMCZBaFmZmZyMzMxLJly9w+k7pJTdqltpfOxbG+TuqzX+LzQhcWEz5oxIgRxogEAISHh+Pvf/+7xojIU0FBQUhMTMT48eMRGBho3Ne1fWFwcDCCg4OxZcsW2Gw2WCwWADJ6WqQmoIDcLzupC8OzsrJgtVqxePFivPrqq6irq8Orr76qNSZAblEIwEiMm5ub3c4l6Nmzp5Z4pCbtTtLaS/pUIsmkPvslPy+8jcWEDykoKMBTTz2FVatWddiToXv/bOq6iIgIRERE6A6jnR9//BELFiwwHuI2mw15eXm47777tMUkNQEF5H7ZSVsDUFNTA4vFgocffhgAkJeXh/79+6N///7aTn13JbUoBIDPP/8cK1asQG1tLUwmE5RSMJlMRsGoi7Sk3Ulqe1HXSX32S35eeBuLCR/i3Fe57bkE5Luc2xhKk5ubixUrVhjrJr755hssX75cy45h0hNQQO6XHSBrDcCGDRuQlJRkvC4vL8esWbPQ0NCArVu3Yt26dVricpJaFALA6tWrkZeXh6FDh4paAyM1aZfaXtR5roemnj59GgAwadIk47Xruj4dJD8vvI3FhA+x2+3YtWsXQkJCdIdC1+nTTz9FbGxsuxOmnXSeNA0AV65ccXtQR0ZGajvVU3ICKr3QkTan9+zZs25TrHr27Gn8ruv+nQdkF4X9+vXD8OHDdYfRjtSkXWp7UectX74c9913HwYPHqw7lA5Jfl54G4sJHyL9g0Wdd+rUKQAQdcK0q549e+Lbb781FvYfO3ZM27QFyQmo5EIHkDen13UaDAC89dZbxvXly5e9HY5BelEItG63+o9//AOTJk1yO/33j3/8o8ao5CbtUtuLOm/FihX4+OOPUV1djcTEREyZMkX7RiCA/BETHVhM+BCpHyzquvr6egCtJ05XVFRg3LhxmiNyl52djaysLGMv9JaWFmzYsEFLLFITUEB2oQPIm9Pb0tLidqCZc0tkq9WK5uZmbXFJLwoBoLa2Fjt27EBJSYkxAiDhQDGpSbvU9qLOS0pKQlJSEv773/+ipKQEf/3rXzF48GDMmzcP99xzj7a42LHbHosJHyL1g0Vd9+233xrXa9asEVdMDB8+HGVlZcZuTuHh4XjkkUfwr3/9y+uxSE1AAdmFDiBvTu9jjz2G7OxsrFixwvj3tFqtePnllxEXF6ctLulFIdC6mL6srAyhoaG6Q3EjNWmX2l7UdYMGDUJaWhpuu+02bNiwAVFRUVpzHnbstsdiwgdJ+2BR1zkPK2p7LUmPHj3cel50xSk1AQVkFzqAvDm98+bNw5IlSxAdHY3w8HAAwJkzZzBx4kRkZGRoi0t6UQgAAwYMEJkYS03apbYXdZ5SCl9++SWKi4tRXV2N2NhY7NmzB4MGDdIaFzt222Mx4UOkfrCo6651Giqgf4pAR3QdrCQ1AQXkFjpS1wCYzWasWbMGZ8+exYkTJwAAQ4YMQVhYmLaYAPlFIdA6Wvi3v/0NkydPdptOpPvMEKlJu9T2os4bP348QkNDkZSUhIyMDJhMJjQ1NRlrDnV/T7Jj9zcmJbVblNqJjo42PlijR49ul9zp/mBR58XExFz1PZ1TBJwP6Y6kpaXhq6++8mI07qQloABgs9mwZMkSHD58uF2hs3LlSpjNevprsrKykJSUZCROjz76qLEG4MSJEyLWAEiSl5eH6urqDovCO++8E1lZWZojbF2b0JbJZEJhYaGGaH6zatUq1NbWikvapbYXdZ7r96Rz22HX17q+Jzvq2J06dervumOXxYQPkfrBou5DapEjnbRCZ9q0aSgpKenwdUpKylW3JP69kloU+gIm7fR7w47d9lhMEBF1M/Hx8fjkk0+M1zU1NcbUnbbv0W+kFYWuKisrMWTIEPTq1QtFRUU4fvw40tPTf9e9odfC9qKbhR277bGYICLqZiZPnoy9e/caU3acrFYrpk+frvWsCfJMfHw89u/fj1OnTiErKwsJCQn4+uuvtY8ASE3apbYXUXck57hKIiK6IZwLw61Wq3FPwsJw8pzZbIbJZMKRI0cwc+ZMzJ07V8ROU8uWLUNgYCCqq6uxfft2DBgwAEuXLtUdltj2IuqOWEwQEXUz8+bNQ0BAAKKjo5GYmIjExERER0fDbDZr3wGLPGOz2fD999+jrKwMY8aMAdB+S1sdpCbtUtuLqDviqjIiom5G6has5LnnnnsOOTk5iIyMREREBCwWi4h/T9ekPTc3F4CMpF1qexF1RywmiIi6qbCwMCZQPs5ut6OsrAy9e/fGvn37UFBQgLlz5yI8PBxvvPGG7vDEJe3S24uoO+ICbCIiIqFycnJw8uRJNDc3Y+DAgWhqasKECRNQWVkJAFi7dq2WuFyT9rFjx6KgoADffPMNwsPDkZGRgeDgYC1xSW0vou6MxQQREZFQcXFxOHjwIK5cuYKoqCgcPXoUAQEBcDgcSEhIwIEDB7TEJTVpl9peRN0ZpzkREREJFRAQAJPJhMDAQNxxxx0ICAgAAPj5+aFHjx7a4qqqquowaU9OTkZCQoK2uKS2F1F3xmKCiIhIqObmZtTU1EAp5XYNAE1NTdrikpq0S20vou6MxQQREZFQjY2NSE9PN167XptMJh0hAZCbtEttL6LujGsmiIiIqEtiYmKu+p7JZMLhw4e9GA0R6cRigoiIiIiIPMITsImIiIiIyCMsJoiIiIiIyCMsJoiIiIiIyCMsJoiIyGMxMTGIjIxEQ0ODca+oqAipqakaoyIiIm9hMUFERNfF4XCgsLBQdxhERKQBiwkiIrouc+bMwXvvvYfLly+3ey83NxcPPfQQRowYgaSkJFRVVRnv5eXlYeHChVi8eDEeeOABxMfHw2KxYMuWLYiMjMRDDz2Er776yvjzdXV1yM7ORlRUFKKjo7Fu3TrY7Xav/IxERNQxFhNERHRdhg4ditGjR2Pbtm3t3hs2bBhKSkpw7NgxTJkyBVlZWW6Hmv3zn//E1KlTUVlZiXvvvRdz5syBw+HAkSNHkJGRgZycHOPPLlmyBGazGWVlZSgpKUFFRQWKioq88jMSEVHHWEwQEdF1W7hwId5//31cuHDB7f7UqVMREhICs9mM2bNno7m5GRaLxXj/z3/+M6Kjo2E2mzF58mRcvHgRzzzzDHr06IG4uDj89NNPuHz5Mv73v/+hvLwc2dnZCAwMRN++fZGWloaDBw96+0clIiIXZt0BEBGR7xs8eDAmTJiArVu34u677zbub9u2DXv37sX58+dhMplgtVpx8eJF4/2+ffsa17feeitCQkLg7+9vvAaAhoYGnD9/HjabDVFRUcafdzgc6N+//83+0YiI6BpYTBAR0Q2xcOFCJCYmYvbs2QCAqqoq5OfnY8eOHYiIiICfnx9GjRoFpVSX/+4//OEPCAgIwNGjR2E286uLiEgKTnMiIqIbIiwsDHFxcdi5cycAoL6+Hv7+/ujTpw9sNhs2btwIq9Xq0d8dGhqKcePGYeXKlbBarXA4HDh37hyOHTt2I38EIiLqIhYTRER0w2RkZBhnTjh3XXr00UcRExODW2655bqmJa1evRotLS2Ii4vDqFGjsHDhQvz88883KnQiIvKASXky3kxERERERL97HJkgIiIiIiKPsJggIiIiIiKPsJggIiIiIiKPsJggIiIiIiKPsJggIiIiIiKPsJggIiIiIiKPsJggIiIiIiKPsJggIiIiIiKPsJggIiIiIiKP/B9SI4Y0BvEJwQAAAABJRU5ErkJggg==\n", + "image/png": 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jgBdn5vbA94C3V4xTkiRJ0pDqyURmXpGZpwwd+iFwB2AZcE1mfr87fgTw9BGHJ0mSJGkK1ZOJYd1oxP7AfwO3By4avJaZlwELI+IWlcKTJEmSNKT6mokJDgWuBj4I/PPG+A9XrFix7vGyZcs2xn/Zy/Lly6d8zbjW12pcMHVsrcYlSZI0V5pJJiLi3cB2wBMz87qI+D/KdKfB61sC12XmFbP5f3fccUeWLl26cYPtoXZDcyrGNXutxtZqXJIkaf5auXLluM75iZqY5hQR/0lZI/GUzFzZHV4ObBYRD+6e7wecUCM+SZIkSeurPjIREfcAXgucB5wWEQAXZOY/R8RzgCMjYlO60rDVApUkSZI0TvVkIjN/BiyY4rXTgHuONiJJkiRJG6KJaU6S5s7qNatukOeWJElzr/rIhKS5tXjREg499tFVzn3As79e5bySJGk0HJmQJEmS1IvJhCRJkqReTCYkSZIk9WIyIUmSJKkXkwlJkiRJvZhMSJIkSerFZEKSJElSLyYTkiRJknoxmZAkSZLUi8mEJEmSpF5MJiRJkiT1YjIhSZIkqReTCUmSJEm9mExIkiRJ6sVkQpIkSVIvJhOSJEmSejGZkCRJktSLyYQkSZKkXkwmJEmSJPViMiFJkiSpF5MJSZIkSb2YTEiSJEnqxWRCkiRJUi8mE5IkSZJ6MZmQJEmS1IvJhCRJkqReTCYkSZIk9WIyIUmSJKkXkwlJkiRJvZhMSJIkSerFZEJSNdeuWdXkeVetuXZEkczuvKvWrB5RJLM7b624Zjr3qjVrRhhJO+eWpFFaXDsASTdcmyxawis+95iRn/fd//K1aV9fsmgTHvvFA0YUzZiTn3LotK8vWbSYx3/hv0YUzZivPPXfp319yaLFPOHzHx9RNON9eY99p3xtyaJFPOGEz40wmjFfftq/VDmvJI2aIxOSJEmSejGZkCRJktSLyYQkSZKkXkwmJEmSJPViMiFJkiSpF5MJSZIkSb2YTEiSNEIt73+xas11I4pkduddvWbtiCKZ3XnXVIprpnNft7peXDXPrTrcZ0KSpBFasmgRT/nct6qc+4v/8shpX1+yaCFP+/xPRhTNmBP2uNe0ry9etIC3nnjJiKIZc9A/33ba1xctWsAXT7hsRNGM95SnbTnlawsXL+CMT/xxhNGM2WWfW1U5r+pxZEKSJElSL82PTETE9sDRwC2By4HnZub5daOSJEmSNB9GJo4ADsvM7YHDgCMrxyNJkiSJxpOJiLgVsDNwfHfoeGDniNiqXlSSJEmarbUVF2fPdO61q+sUH6h13o2p9WlO2wK/zcw1AJm5JiJ+1x2/dIafXQSwatWqcQdXL9lkDsKc3sqVK2f8ntVLNhtBJONtSFzXLdliBJGMtyFxLVxysxFEsr6ZYlu8SZtxLW00LoAbLR59bBsS180W3XgEkYy3YXFtOoJIxtuguBaP/t4KM8d2s8V1PuZmimuLxXX68jbkd7nF4tE3+DYkrs0WrR5BJONtSFyLFo8+LtiA2DZpM67fHzFT821u3Ob/bQUzFFK77MPnjiaYIVs+f4dp41q7Zg0LFi0aXUCTnHeoLT1pIAvWrm23hFdELAM+mZn3GDp2LrBXZp413c8uX778wcCpcxyiJEmSdEPwkGXLln1/4sHWRyYuBraJiEXdqMQiYOvu+EzOBB4CXMKMuagkSZKkSSwCbktpW6+n6ZEJgIg4BfhoZh4TEXsBz8/M3SuHJUmSJN3gzYdk4m6U0rA3B/5EKQ2bdaOSJEmS1HwyIUmSJKlNTZeGlSRJktQukwlJkiRJvZhMSJIkSerFZEKSJElSLyYTkiRJknoxmZAkSZLUi8mEpHkhIl61IcckSdLoLK4dgK4fIuII4IOZuaJ2LLreeibwzg04NnIRcRfgY8A2mbldROwMPD4zD6kc1wMp1+fOlPv9AmBtZt6qUjxnAlNubpSZu4wwnHUi4lKmj6vK9ZpPImKrzLy0dhySRs9kYhIR8Rrgqsw8bMLxFwM3ysyqjZeIWADsC2yfma+OiDsCW2fmaRXDOg/4QkT8HjgM+Hxmrq4YzzqNXi8AIuJFkx3PzMNHHctEEbE9cPfMPCkibgwsycwrKsTxKOCfgK0jYvhvbwtK47gFRwDvBt7SPT8H+CRQNZmgJDiHAD8E1lSOBeAVtQOYwn27r88Hbgl8mPLeej4w8vf8sIi4OfCfwB2AkzLzyKHXPpuZT68WXIlhV+CzlJkO20bEfYEXZOYLasY1mYg4JzPvU+ncTSbSABFxAtPHVvs9ti2lU+TewKaD45l552pBdSJib0rb4qCubXGbzPxhpVh2mO71zDx3rs5tMjG5PYAHTXL8o8AZ1O8JfQ9wa2Bn4NXAVcD7gGo3o8x8D/CeiHgM8CLgvyLiY8ARmXlJrbg6zV2vIfcberwpsDul4Vc1mehukK8FlgAnAdtQksRHVghnFXA15cPur0PHLwHeViGeydw8M78cEYcAZOZ1EXFt7aCAv2fmcbWDGMjM79aOYTKZeRFARDwuM+879NIBXSPwjXUiA+BI4DfAUcD+EfFI4JmZuQbYrmJcA+8BHgscC5CZP4qIo2sF03WCTKXmCNMgkX48cDdKog+wD5BVIhrz5crnn8nHgU9TkolnA/sDv6oaERAR7wa2pcR1EOVz6v3ArpVC+so0r62ljFDPCZOJyS3KzFUTD2bmyoioEc9EuwM7AWcBZOblEbHp9D8yMj8EdgDuAzwAeH5EvDsz31cxpmavV2buM/w8Im5LabTXdiClt/ZUgMzMiLhNjUC6Buh3I+LzDU+jWxMRi+l697rf45Q9fSP01Yh4bGaeXDuQYRGxBSWxvw/jexofXi2oYouI2DIzLwOIiC0pI2A1xaBnOCI+B3wIOCki9qgb1jpLMvPcCZ+N631+jtAvKMnXZKOWW444lnUGiXQ3unr/zBzcK74MVB0lz8xqyd8G2jIzPxYRB2bm6RHxv8DpwMGV43ok49sWl0XEZrWCycw71Tq3ycTkbhIRiydO04mITYAbVYpp2DWZuXZw846IhVSe7hERy4AXU6ajHAfslpkXRsRNgRWUkYBamrteU8nMS2boWRuVVZl59YQGQpVpa8NTwSJit4mvtzAljDLN6fPAlhHxemBvKn7QDa0BWAC8LiKuAlZSec3EkI8D5wLbA2+gTENcXjWi4n3AOREx6OF7HGWKUU1LBg8y8zrghRHxXuBLwNJqUY1Z2U2DHDSOdwCuqRjPRcCDMvN3E1+IiIsrxDPRLSgJ9N+750u7Y9V1HSL7sn6Sv2+1oIpBcnp1RNwe+AOwVcV4BppuW0TErRj/e/y/uTqXycTkTqZM2XlZN5Q8eJO8E/ha1ciKn0bEs4EF3Ry919L1IFd0FPBB4N8y82+Dg5n5l4h4a7WoihavF7DemomFlGlPf6wUzrDLu6Rm0EDYi9LbV8P9pnmthd5/MvMTEfFr4EmUhsELMvM7FUO678zfUtVdM3OPiHhyZh4fEV8Aal4vADLzsIg4FXhod+iDmfnTmjEBF0TEgzPz+4MDmfmyrof7ERXjGvhP4BuUNU1HAY8B9qoYz4nAHYH1kgnKlM3aPgOcHhGf6Z4/nTKFpwVHUtqFu1NGwJ4FfK9qRMX3IuIWlOm/yykdI5+rGxIA50bEMyhti9tR2hY/qBwTEfFw4GjK9O41lA6Jy5nDaX4L1q5t4rO4KV0vy1eB29MNX1GGsn4DPDYzr64VG0BE3IQyT/VJ3aH/Bg7MzL9O/VM3XFNcr5fV/j0CRMQnhp6uBn4JfKTGQudhXSJxHHB34FLgb8ATM7P6PNWWDabPZWbNntlJdb1Ud661OHBCLGdk5i4R8SPKaOafgPMys4U1AE2JiK2ANZPdEyLiXpn5kwphTYzjzsCjKb2y38jMX1YOqWkR8UTgYd3T/8nM6ea6j0xE/DQz7xkRP8nMe3XTEU/KzIfVjm2gG5m4aQtTXruZF++ntC0WUJLVA2q3LSJiObAnJXHdmVJI4o6Z+fq5OqfJxDS6hW47dU/Pysxv14wH1o2QPCYzv1o7lmERsR3wCUppzDtFKY35pMx8U93I1FdELKJMQ1lAWTZRrRpQRNwP+HNmnh8RTwIeRVm0eEQLVcO65Otohu4XwPMy87x6UUHXy/4Eyu/wZ8Cfga9m5isrx3UM8BLgecB+XVy/zsxnVo6rqVK6E3WN9rtn5lciYnPKeoU/V4xnEaWx+YRaMUyntevVuqEk/2zKVLG/RcS5mTltlaARxfYIyu/ygxFxa2CL2vfXVkXE8sxcFhErMnPH7tiPJhSX2Kic5jS9Uylz89ZSv9oCsK5KzFsoIyct+RClLObbu+fnAJ8C3lQroIGIeDVDvf0RcUtg38x8V+W4tgdeB9yT8h47DXhbA9WvJisxFxFxZWb+tkIsb6FU8FgUEZ+lDMF/kzI9YAdK9bDajgY+0n1dCzy3e/yAmkEBN87MK7tpascCrwF+DFRNJjJzMA3mPRFxBnAz2phC2lop3XW63+F/UD63v0IpFfsBSmJdRWauiYhbRsTCbj1HM1q8Xl1cAbweuAtDbbCapWGHXBGlFPHXgJMj4jJg5Pf8iaKU638ccFvKdOpNKOuuHlw5rkWUXv9B4YhvAx+v2fHWGVQS/G03CnYhc7wux2RiElH2JXgT8CrGFpJdGxGv7uZG32FQSrCScyJil8w8o2IME22RmV+LiLfBuqSnZkWPYXtm5jsGT7pqTs8CqiUTEfEwypzPjwJf7A7fHzglInYH3jqx0tOIfZVS8u7K7vkWwB8j4hrK9RzlVJmnUqZb3ZiyuPK23VqcJZSktQU3ycyPDz0/KiL+vVo0YwYLdHcHPt39XbYwkrP50NPBVNIlVFrkP6SpUroT/DuwjG4Oe2b+PErVsNp+SNlj6DhKaUwAGhg9b/V6fRo4gTKSX7vROdHjuwTxIEoHzhaU/XJq25OyDuwMgMz8TTfFqLZDKaP3g2u0F2V0unYH1/u7pPD1wPGU3+PL5vKEJhOTewNlAd5OmfkLgIi4O3B4RCyl1Iu+a8X4lgE/iIjzGX/zrtmzsSZKtavBgt1tgFZ6qiarrlD7vf9W4KmZOby47YsR8VVKz/H/1glrLBbglMz8IkBEPJnS+3Iio6+jvbJbg3BNRPwyM/8CkJmrImLlCOOYztkR8YDMPB3WbeR11gw/MwqnRMS5lPf7fhFxM9powAz2DVnA+EX0i+qEs06TpXQ712bmVdFAhbUJBpvA7T90bC31R89bvV4LM7N2hbBJDXrUu1GmT1UOZ9jfM/PaCb/LFuboPwLYYahQz/GU6pVVZebx3cMzGVFbtXaDqlXPBnbJzEGv7KBX46mUjbJeUi2yovb5J3M4paG5ZUS8iTLN46CqEY05PyJeDryX0nh5GWWhc023nJBIAJCZ34uIvwJV544DD8vMAwdPsuyCfXBmvjRGX0d7QXfOhcDa7vEgQWylDN8OwKkRMZgOGZQRxNMAMvOBleJ6MWVDpV93H8aLgf9XKZZ1MnPh4HG3aP1ZVNwDYMgLabOULpQKa3dlrMPmmUxesWikMnP32jFMocnrRank1MTC+YlirKT0OA28/y+OiAdT7v8LKdODf1Y5JoDLKFOuBh00i7pjVdWY2m0yMbnVw4nEQGb+KSIuzMwP1whqKI7mdpHNzE9GKY35RGBzYO/MbKL8KiX5OoZSwnCwNuE5VSOCTSJiQXYbFw10N8rraleDABZGxAMz87QurgdQGvMw+hGne1F6sgeJw1+ZvFe7plfVDmBYRCzNzJXAZsB53bHNKVW5mlj/NdCNOn08yk7T76wcTssldV9Gqc4SEfFLSgOm+sLniHjcZMcbmObU5PWijOru03U8rKv61siaieH3/6aUjtVrp/jeUTqAMpVoR8o97FRKbLWtoMwSGZT2fQZwZkS8AKBiW3HkU7tNJia3NiK2mbjYNEod4epTBLoP3cl6D6rejLLUQf/+jN84Ylk2L3p4RNyoe95CCd3vAO+OiFcNDZEuojSmTqkZWOfFwGciYrBnyObAs6KUTX7vKAMZ7sVu2JWZ+aPaQQw5nVIScOJ0osHXqtOJJqyZGOyvcrNK4ayTmRd1ozcxdqh+tTCAzPxFN33u7pTf47mNxDa8mH9TyomWyKAAACAASURBVLSns6g8zanh63XgzN9SxyRrQf8jIn5IKUpQRdfBdqvM/KfuvrGwgc62gc0pm2/eq3v+c8ravodQ7rO1komRT+02mZjc+4GvdVNjBnPX7w+8u3uttlcMPd6UsjipyvBtRJzANL3Dmfn0EYYzpYi4C131jMG8y8o9Z6+gLML7dZSa0FDWwpwP/Eu1qDqZeWp3zYYbVYMF9UePOp5ovAQlZcH1X4HDKAudqxYfyMydu6+tJmLDSc4ayvu++vTNiLgvZSfzwRSnxRGxR2a2sP4FyvznB3WPV9LAKNPEaU5dJbiq1cKGtHi9vgvQWOfWpKKU1q06xakrGnEMcK8c2hC3BZlZe4bDVEY+tdt9JqYQEc+hVHS6E+VD7wLgzZnZQmWDcbrqU9/PzAfN+M0b/9x7T/d6Zo684TlRV2HqXym9BoORpbWZ+fCpf2o0ImI3SmnYBcCPG5oaBqzb6GzTwfPM/L+KsZxOqX3eysL+cboqXC+iNF6OBo7MzAurBtXpKl8Nl6Fs6kO5FRHxA+A/sttTKMpOsofUuLdOFBH7AW8EBovDHw0cXHva7WQi4seZee/KMTR5vboG+nGUEZy1wNnAXpn565pxwXprJhZR7hkvzcyjqgUFRMQXgJe3cj8diIgVlFK1n2opKYyIrSlTux/I0NTubpbGnDCZmEE3rYOGhtXWE2WXyrMy8y61Y2lRN19250EVoNZ0Je7u2lDv56ARdTRwa0oCtgS4vOZCvIh4LyW5b60E5TgRcR/KLuu3Bb4MvCozz68Uy1MptfW3ZmiaU2bWnub0MMb2V/lBZp5dM56BiDgnM+8z07Eaujn2u2XmH7rntwa+l5kx/U/OeVzDayYGU9Yen3O4QdaGaPh6fZNSrvMT3aHnAc/KzKr7XwBExB2Gnq4Gfp/190wYXLNdKdOoh+/9VWc+RMQulA6kxwKfBQ7PzJ/XjGnYKEe/nOY0iVh/wy6GS5Jl5rkjDWiCCWsmFlJ2a31PpVimXTCZmS0sTL2k4UTiccCRlAb7HbtpFm/MzCfWjYx3UcrefYYy9/75wB1rBkS7JSiBdYvUX0zZSOkoyh4iD6ckFLUaMO+kbO73wxZGdCLiFsAXKPesQfL8qoj4DqVR9ejMrLl53d8i4mGZeQpARDyUsuCzBVcNGsYAmfmHrupUbcNTmlZTplM8rVIsw1q9Xlvl+D1pPhERL60WzXgLGEvyz2whkegc0/1rSpa9vs7oqiU9H/hmRJwHvC8z/3vU8UTEnTLzgolt2KGp3XPWdjWZmNxXpnltLeWDsKbhNROrKWUfa+2aPF3Gu9vIopje6VHqP5/A+OoZLTRCD6b05J0MkJk/6tYqVJeZ50XEJl3FqY9GxI8om+CMVERslpl/b7gEJRFxNrCKMuS979CaiaMiombVkSsGFbka8V+UJOKRg8WwUfaneQelsfBgyk7FtbwU+FyM7V+yBNijYjzDvhERR1B26YaSfH0tIraH8vdaI6iG/y6bvF7AdRERmZkAXTxVG+1RyjMfSXmvD+bW3yEiPpCZb4yInWqOHk6cLt3F20LCOnAfyrrav1MKqBwYEc/MzGeNOI5DKRXLJmvDzmnb1WRiEpl5p9oxzGDXzBw3ItBVBRp5WcXMPHhCHLcF9qHcuFvZA+B+3dcDho4106Odmb+P8ZvxtLAR26Ac4G8j4onAhcAtKsXy44jYJzN/UOn8U4qI+2XmmcD+OcWu4JWnL5wYEftTRpiGE+lave27TZyOmWX/i1cAVwCPqRPWuljOjLI3wXDhgRZKY8JYOevHTzi+N+V+dvvRhlNExDOAk7PsSv9mYBfgoMxcPsOPzrUmrxdlj4RTI+Kc7vm9qV+q/G3AUmDbzPwTrBtFPDwi3k7ZB6bW9Vqnq861L2W0dTmVN9aLiAOB/YDfUBryX+pGgN8cEb8adTxDBUp2ysw/j/LcJhMz6IaLBj0v385uR+zKnsn69dgnOzYSXSnFJ1P+yO9PeV89eqrG1ag13HMGcFU3l3ewsdLDgJHeBKbw/oi4OWUk4nhgC0pFiBr+lbIPwZeB12XZP6EVR1LW4zTxXp/EW7uvh9FGadhJG+ZdxZY/1LqOUTbE2iozT+yShxXd8X/u4qo+upOZ29aOYQqvz8zPdPPHH02peHgoZfFnNa1er8z8WkTcg7IGAMoUxNobnT2RspPzuip0mXlFRDwPuJyKm6hGxFaUBPB5lA3itgTuMZeLiWfhbsAemTnZBnp7jjoYWFeQ5zTKRqojYzIxja6i09sZ68F+bUS8OjOPrRTPo4B/AraesFZhCyqNAnSLYvcEfkKZJ/4vlHrezTSuuj+ufYHtMvM1EXFHYOsWGgjAayhTnO4UEacA2wFPqhpR8ZVuncmZlPKKg4XiI5dlV/CdKJsOntVNXVgz9PrhNeLqtDL6NqlsrzTspRHx4Cx70qwTEQ+h7s6xb2LyncHPpqx9eeRIo5lERHwQOKylBZ6dQYL4KOCjmXlcN9JUVWvXq0sgbpuZ38rMSylrqYiIR0bE7yqvxVyVk5SzzsxrIuLizPxSjaAi4kTK1McTgRdk5mkRcUHtRCIiTs7Mx2bmflN9T7eeYuQyc21EXBwRNx+MMo2CycT0XgEsy8zfA0TEbYCvA1WSCcqc7EF99uG1CpdQhilreCFlg6y3ZeZ3ACKitRJh76FUJdqZ0ni/CngfZTi+qsw8I0pJ0QdSGqanjXp4cgqnUK7XTMdGIjP/FhFnUYa378dQid8a8QzZMiJeNNWLlROdFr0O+EJEfBQYdDg8gLJ4sebahJtk5gUTD2bmhV3PaAv+D/hyRFxEGWk6sYVF9ZRNXp9B6b0edIQsqRjPQGvX621MvubsD5ROy5qdSH+PiB0mJjQRMdhxupZdKGX5TwcG08Jq3/MBblM7gBlcCZwdEV9lfPWrOSuIYzIxg0EiMXg8YW77qGP5LvDdiPh8Zq6oFsh4W1PmU76rm2P5Sdp7X+0O7ERXPSbL1vKbTv8jo9HdrC/IzJO75zeKiHtMMWw6ingWUxoCCyNiM8Z63reg7PZZI6bbUHYSvSnw4GygHvuQzRlbkzNRtQ+9iPh2Zj4ixteNh7HSsFVK/GbZDPGBwGuBN3Tx/Jiyf0iV8rmd6dYDVXnfT5SZ74yId1HWALwIeG9EfAT48HDVogr+DXg1ZVTigojYDvhOxXiAJq/XbTLzJxMPZuZPI6L2Os1DKIvTD2H8Rr2vp+5mkttS1lHtC7w7Ir7E0L5HFS2Y8Pk4TsU1aQM/6/6NTGuNvtb8KiIOpsyLhjIMXr0hk5krIuKfKBUEhjcUe3OFWP4MHE5ZqHUvyh/9phHxPeDYzDxy2v9gNK7phv4AiIiFtDM95WjKTXvg2u5YrRrtB1E2epo4+vUXSiWeGpZT1gN9oKss1ZKLMnOf2kFMYq/ua9Va/5PJzF9SRiJackFEPDIzvzV8MMp+KxdVimk93X3su5SqLDtSOkr2i4i3Z+ahlWI6HXjK0PPzGV/soprGrtcW07y2yciimERmfjEirqDc+/+T8vl4DmWjs+9WjOs6yjTzr0Ypv/ocYKeIuBA4LjNfVym0e1F6/IfbES2sSRv4zMT1vRFxt7k8ocnE9PajbPg06E34JmVaT1VddYX7AfcATqIsfv7WtD80Al2vy4ER8UrKh8s+jCViNf20K8+5oFsv8VqglZ2mFw1Xi8nMVd3oQBVdda6DI+KDmflvteKYYPesV8ZxJq0kpRMNNttspiE8LMrO6u8Bbp+Zu3UdEQ/MzCMqhXQQZUrMRxnrmd2Vsvi/9p4vAETEvSn7mDyOskHW7pn5q4i4GeUzqkoyERFbducerCv5JmXX5EtrxDPQ4PW6dLISq916sCtGHMt6urVpT83MK4ePR8RNs/I+TRGxRWZeTpme/L6IuB+lfVHLjzNzp4rnn8lxrD8lebJjG43JxDQy849UrGIwjcdTpu0sz8wXduX4PlI5pnW6xvEJ3b8WvJzScLktpaHw392xFlwbEXceTN2JssdE9Y2CBolERCxh6D5RY/h2kEg02ACFUrmmRYPNBummRbayV8LARyiFBwbrTX5B2Weiyu8yS0nYRwKvYqyX/SzgUZNNTank05QG8MtyaEfbzPxz18FUy5GUKRWDRdcv6I49tVpERWvX6xDgpO7zerA4dxfKdL/qnZSd79DQWjlYV0DldIaqE2Upx31mrZhoY93GerrE/laU2SF3Z/w05RvN5blNJqbRvYlfwFiPyzco80Jrv5GuyczVEbE2yqZiv42I21WOqTkR8V+Z+e+ZeVVEfDYzJ6vWUtvBwA8iYrDJzOOYvKrMSEXEP1M+iLemneHbphqgAJl5FDSZ6AyPmNTeZHMy22TmERHxQlg3Ild1MXFm/pT69f7XExGHZOYbMvPuU31P5YX+d5mQrL4xxvZQGLlWr1dmfj0i/pWSPAw6IZZTqhR9fdTxDGtxrdxArepEM7gQ1o2YXDnD947Ss4EDKZ/bw/toXckcbx1gMjG9d1JGAD7RPd+bUrpzzlbEb6CrImJzSi3hoyPiEsrOixpveH+Jd1CG35uSmV+OiIcylrC+vZtTXtu7KJWTfthIxRhosAE6pLVEZ+0Uj1uxevhJN/Wk+pSxBpNCKCPRb6h4/pksjIhbdSP5g2tYsyRxs9crM78REf/b4FSiFtfKDRt5daLpZOZTJxsxqS0z30/ZI+p1mfmfozy3ycT0Hk3ZkGo1QER8ltKTUDuZ2JMyFeYVlOk6N6OtreVbsWCKx03ppvG0tibgimxjH45hTTZAO60lOnfq7lcTHwOQmU+vENOwL0TEkcBNomyM9SLg43VDAtpLCueDd1MaesOjq6+pGE/rmptK1OhauWEjr040k0ZHTAbOGB416T4rd87M/5mrE5pMTG8wtWNgMN2jqkFZu4jYKjPfUjuehi0dmjc4/BiArLtJEAARsS1lBOzejK/MVXtqyokRsT9l7v01g4OVS9612gCF9hKdA4cef2XK76qkK9v5bEpHyOMolbqOqRwWtJcUAkRETLkBVmZW3S8nMz8ZZQ+Yh3WH3p+VSlt3mrxeLU8lGmhprdywLtlpUVMjJkPexfjk9C+UpN8F2JV8DTg5Io7qnu/dHasqInalVKdYCGwbEfelzLt8Qd3ImrM54+cNDj9eSxtzyT9OWSh4H8p8x/2BX1WNqHhr9/WwoWNV10w03ACFxhKdzDy61rk3VGYeS70NQKfSWlII8DvglZVjmElO8biGVq9X61OJiIg9KBWTtqGdtXJE2Rfq2cBdGJ/k1G60Nzdi0lkwvLY3M6+LiDn9HS5Yu7bF6bT1RdmA7S7AIxir1f4tyoY3VXuqIuIHlEW6xw7Kk0XEzzLzHjXj0uxFxNmZuVNE/DQz7xllD4zTM3PX2rFpdrpE50mUD+D/biHRaXQNABFxAuuv5biSMgf5qFr32Ih4FWP3/bdQksJju7nIVUTEWZlZbQrMTCLiwcDxlJ2SF1BGWJ9Za5rkPLherU4lIiJ+DTyDUimy9ojcOlE2q1tCqca4rtphwyMWVUXEqcArMvN/u+e7Au/NzAfO1TkdmZhERDyDsuj6KmApsEdmfrtuVOMsycxzY/xu3KtqBaN/yOD3dnVE3B74A7BVxXjWibJJ0GBDvdMzs2ot9FYboAON9rS3ugbg95ROmuO758+g/C6fThmlq7LrbqOjX7VHRmZyGLBXdpubRcRDgA9Rpm7W0PT1anUqUeeSruxqa+46XXWuWhoeMXkV8MWIGIya7MAcl2o2mZjcQZTeu3MiYnfK0GRLycTKiLgxXcMqInZgaF675pXvdaNgh1MW96+kgf05IuLRlEbnoMTjxyNir8ysWRGryQYoNJ3otLgGAEpD82GZuRIgIj5MGfl9OGPvuSoaTAofUTuAmeTQLsmZeeqEjq5Ra/p6tTqVqHNoRBwCnMj4tXK11xf+OiJukplXVY5johMYGzFZWTmWdTLz9K5d+IDu0OlzvUjcZGJy12XmOQCZ+Z2IeE/tgCZ4K2XPi6279RyPAfaqGpF6yczB3N5PRcR3gZtm5oqaMXXeCuyWmT8H6Bavf4q65XWbbYDSbqLT4hoAgFszfjT1WmDLLtmp9qHcYlI4GBGMiAdSijXcmfLZvQBYm5m3GnVME3wzIp7dJWFExLOAavsmzIPr9S5KL3FTU4k621AqRO7N2HSiFtYXXgn8KCK+zvgkp/YIQJMjJp2tgE0y86SIuHFE3GIuZxeYTExuyYTKP+MqAdXO0jPz5IhISunaBcBbGtmbQBuo2ydkosuAyyJi8waGvDcZJBIAmfnziNikZkA02gDttJroNLUwfMh3ga9ExKe6588GTu1GXGv+LltNCgE+RtlF+YcMzRtvwN7AyyPio93zpcDlEbEPdRvvrV6vVqcSQXl/3zUzL6kdyARJ/YX9k2lyxCQi9gZeSxk1OYmSJB7G2H5WG53JxOQmVgFi6Hm1LD0itsvM8wEy89eUeaman65m6lLDLQx5XxoRz8uxHZ73Bi6tG1KzDVBoNNFpdA0AwIuB/YB/6Z5/HTgiM69lbJ1ODa0mhQB/z8zjKscwmfvO/C1VtHq9Wp1KBHBRS4lERDwkM09teKF1qyMmB1L+Lk8FyMyMiNvM5QlNJiaRmXesHcMUPkNXJzgiPp+Ze1SORz1lZs0dYjfEC4FjI2KQsJ5DabzX1GoDFBpOdBpcA0D3Ozu0+9eSJpPCzlcj4rGZeXLlOCa6NjN/N3wgIu6VmT+pFVCn1evV6lQiKJudHU9ZCzDcOJ7YuToqR0XEGspo6tEtJTqdVkdMVmXm1RPWLq2e6ps3BpOJ+WW4F7uFG482gojYkvFVky6vHM9C4EaZef+uMUxmXj3Dj825hhug0Gii0+IaAFi3gde+lKlDw5s17lsjniHNJoWUBP91EXFVF0srawBOi4j9MvNrAN1i/9cAd6obVrPXq9WpRADLuq8HDB1by/ozNUYiM+/SFcF5HvCLiPg+JbE4KTPntHE8nXkwYnJ5RGzPWJGevYDfzOUJTSbml4m7cWuei4inAh8GzuoOfTwiXpCZX6wVU7fBzTHAvVpIIgYaboC2nOi0ugbgSMrnz+6U6ZrPAr5XKZZhTSaFnVanEz0O+HREPAK4HWXh5wOm/5GRaPV6NTWVaFhm7l47hoky8zvAd7qE/pnAy4DDI+LYzHx5pbBaHzE5EDiOshv8hZQ9YJ44lyd007p5JCL+xFg1nUcxobJOZj595EHpHxIRPweenJnndc+3o2x4VrVCRER8AXh5Zl5YM45hEfExJmmAZuaLqwZGu4lORHwPeNTQGoBNGVoDkJk7VIprsEnjTzLzXhGxBaW38WE14tE/ptu47n8o66runZmXVQ6pWRHxbspUp1amEq0TEbsBZ3VTZJ4P3A94R2ZeUDk0ACJiASV5fROwQ2beqGIsgxGTpwBNjJgMi7Lj9faUEbnMzDktQuDIxPxy4NDjr1SLQhvTNYNEAiAzz4+Iv9cMqHMT4CfdsPK60YnKCesuQw3Qt0XE4ZRKFS1otae91TUAg/f4mq562ZVRduuuqsWkMCI+lZnPiYgzmWREOjN3qRDWOhHxEuClwD9R1vT9MCL2zswfVIqn6etFY1OJJvggcO+IuAfw75S9hj5G6XyoJsrk/30pJfB/R9lUuOri+hZHTCapEnlR93VpRMzpxogmE/NIZh5dOwZtdCdFxEGUG/YCYB/KzpWbAQsqlog9pvvXkiYboJ1WE51W1wBcERE3B74GnBwRlwG/rRjPQItJ4fu6r6+oGsXUHg/cPzMvBU7pOiCOBbarFE/T16vFqURDVmfm2oh4LPChzDw0Ip5WK5iIeAHlM/EulPfUYxtY2D9ON4rzMeASyojJCykL7GuYrErkSDZGNJmYhyLiA8CbhjbnuSXwhsw8cPqfVIP+o/t6yITjb6JiidhGE9dWG6DQbqLT6hqAx2fmmi6RfhaldO0nK8Yz0GJS+AsYv8t0Yx6TmetGADLzjIiouV6h6evV+FSixRGxK7AH8K/dsZplyp8C/Bdl+tC1FeOYVIMjJnfKzIsmeyEilk12fGMxmZifHpJDOxlm5uUR8dCaAamf1krERsR3M/Oh3ePXZubbasc0pNUGKDSa6LS4MLyby3sS8ISumlRLI2AtJoWnMlYS/NDMPGCG7x+JiPi3zPxg15P9mEE1p87LKB0iNTR5vYY0OZWo83rK6Ny3M/NnXUWgahviZubjACLiphGxpisOsiOwI/CFzFw1/f8wNxoeMTmRsff+GROm9H1k8NpcMJmYnybrKai9O7F66m7Yd89u23tgSc7htvczuOnQ46cBTSQTjTdAodFEp8U1AN11umVELKxVmnYaLSaFw1MWHlQtivXtS2kYA/wn5ZoNPIl6yUSr12ugqalEsO7++lTgT5l5n4h4aUR8CTiP0miu7TvAbhFxE8ro6grgMZQF0DW0OmIy/N6f2CacbIPcjcZkYn46MyLeD7yT8gZ5JXBm3ZDUR0Q8j1KTfWTb3s+gyfJuLTdAG090WlwDAPBD4AsRcRzjF/jXXoTaYlLY5N8k4xsnExsqc9pwmUGr12ugtalEAIdTevs3jYhfA5sBXwYeChwB7FkxNijrB/8aEXsCH8nMN0XET2sF0+qICdNvHzCnfxcmE/PTyyiLzM6mvEG+wvhKT5o/XsqIt72fwVYR8aJJHgOQmYdXiGmgyQZoy4kOba4BgDJSArD/0LGqFW0aTgq3iYh3TvIYgMx8VYWYoGLDZQatXq+BpqYSdR4C3APYnLKQeFDx7cNAC9N3No2IpZSS+IPRsDktdbqBWhsx2TQi7k5J5ocfw9DI9FwwmZiHMvMvlCFmzX8j3/Z+Bt+iLAic+LgFzTVAhzSZ6NDmGoAmK9o0nBQePsXj2qZqtC8Atq4UEzR6vRqfSrSyW0T/14j41aBnvetxr9XLPuwzlA04zwd+0HW4XTP9j4xEUyMmlGRw+DNn+LEjExovIp4BnJyZf4mINwO7AAdl5vLKoWn2Rr7t/XQys/aH2pRabIAOaTXRaXENAABRNqoLxq/lqD0Fq7mkMDMPhjKloutIWicibjr5T43EdI32D40ykGGNX69WpxItHerFHn4Mc9yjvSEy8+CuiuWVXYJzNWWaWG1NjZhk5h1rndtkYn56fWZ+JiJ2AR4NvJ9SreWBdcNSDyPf9n5DRMT3M/PBMx0btUYboC0nOi2uARh0iLwbuDklubkr8GPmsNrIBmo1KQQ4hfWvz2THRqLhRvvAKTR0vWh7KlG1Hu1ZuA64b0QMJze1O0ZaHTEZOZOJ+WlQPeBRwEcz87iIaHKDHs3oD8CujHDb+w00bifNboj+FpViGcTQagMUaC/RaXgNAMDrKDsBfz0zd4qIRzG2F0Y1LSaFXUWuJcDC6Daz7F7aggl/p5WcQkON9oavV7NTiWr2aG+IVu/9DY+YjJzJxPy0tvvjeialBB+Um6fmkYhYAJyemTsAP68dD0BEvBJ4FbBFRPxx6KXNKfW0a2qyAQptftg1vAYASnnMP3YNPzLzmxHxjtpBQXtJIXAQ8EZKD/Ffh47/hVKesoqGG+1NXi8an0rUuGbv/bQ5YjJyJhPz0wGUBt9HM/OCiNiOUlVA80hXa/ziiLh5Zv6pdjydDwMnUOZ/vnjo+F8aiLHZBijtftg1twags7JLps+PiAOAC4Eb1w2p2aTwYODgiPhgZv5brTgm0WSjveHrNR+mErWqyXt/i/eLWkwm5qHMPI2yacrg+fmUBEPzz5XA2RHxVcY39qqUL8zMK7uYntDduAdlplroaWmyAdpp8sOOdtcAvJ6yQeKrKYt1t2B8jLW0mhQyaBhHxBKGPrsz82+V4mm10Q40eb3uWOO81xOt3vubvV+MmsnEPBIRL83M90fEu5ikJ6OB+tmavZ91/5oSEcuALwArKUPxiyNij8w8q2JYrTZAodEPu9bWAETE3YDIzJO6528CLgb+D7i8YmgDrSaFRMQelP2FtqHc/xd0X6tueNZao32g1eulXlq99zd7vxg1k4n5ZVAl4OpJXnOYdB4aVERp0AeAfTPz2wAR8XBKxbAHjTqQedAAhXY/7FpbA/Bm4BNDzx9HqUZ3Y8pO8M+sEdSQJpPCzrso+xQsb2kNTMON9iavlzZcjN809W7d1xMHLwPfHm1E62n5fjFSJhPzy6Luj+vS2oHoHxMRT8vMEybcLNepvNM0wI0GiQRAZv5PRLynUizNNkBbT3QanNO7XWaePPT8b4P3ekRUL/FLw0khcElmnlk7iEm02mhv9Xppw30QWA78lLHF6gMtdKC2fL8YKZOJ+aX1PyxtuHtQFjpPtsN0C7/Lv0XEwzLzFICIeChlD4waWm6ANpvodFqb0zvxM+dZQ49vPspAhrWeFHYOjYhDKD2z62rZZ+a59UIC2m20t3q9tOH2BfambPZ3NHBcA4VA5sOIyciZTMwvTf5hqZebQNlxOiIelZnfrB3QBC8FPhcRK7vnS6hXP7vJBmin5UQH2pvTu0lE3CQzr+ri+Tms2+SsZnnr1pNCKNOIXk75DBjsRbMWuHO1iIpWG+2tXi9toMw8CjgqIu5E+T2eFhE/Bd6SmTU3+rNjdwKTiXmk4T8szd7wwth3AE0lE5l5ZkTclbFqTucBvwRuXyGcVhug0HaiA+3N6f008ImI2Hewa3L3e/wIZTfZWlpPCgFeAtw1My+pHcgErTbaW71emqWuBP57KbtNvxn4BnV3DbdjdwKTiXmowT8szd6CKR43IzOvBVYMnneN0hpabYBC24kOtDen9y3AUcBvI+L87th2lJ2631wrKNpPCgEuarRh3GqjvdXrpQ3UfeY8GtiH0nD/LLBrZl5QMy47dtdnMjGPtPqHpV6m2w21hSkCk6k1fNtqAxQaTXRaXQOQmauBvbpRr526w2dn5i9rxdRpPSkEOCMijqestRqeTlR7z5BWG+2tXi9tuN8Av6PcbOnjWgAABThJREFU/99M+QzaLCJ2gPqfk3bsjjGZmF+a/sPSrMy0G2qVKQKD99IUqtwvGm6AQruJTtNrALrfXQu/v4Emk8IJlnVfhzcobWEDwlYb7a1eL224a4EtgVcA/874Ufyan5N27E6wYO3aG+RakXkpIi5krHd4UM97YG1m1p6jqnkuIqa7Gfoem0JriU5EnJ2ZO032PCK+l5m71YuuPd0C9aOAJwMTk8LndQmtJhER35nk8NrMfPjIg5FGICJ+y1jH7ilMGLW/IXbsmkxI0vVMRPw0M+859PzuQ1N3xr2mMa0lhcMiYjfgrMy8OiKeTykr/Y4bcm/odLxemit27K7PZEL/v717Cc2jigI4/jeptlabqGSjrnzgQbOwLsSFxlZ8gEIpxFVRBGlwaRVKcSFWiriRCoLUVhAFRRHdWcQWFEFcVSKKVY8vakuJohARSmxoExczgU9oFpnva+Y6/H8QMrnz4M7d5BzunHsldUxEfA/culQD0NM+AhzJzDj3nSpVRHwN3AzcRPVJ0VvAPW3PAJQatJc6XlIXDbXdAUnSwC3VAIwsNRRYA6CVOZOZi8D9wCuZ+TxlrDT1MnAqIsapvms/DrzWbpeAcsdL6hyTCUnqnueoimFPRsR0REwDJ6kKGtteAUvNrImI26g2j/ykbhtusT9LSg3aSx0vqXNczUmSOqbwFbDUzNPAAeDjzDwaETdQxopYvUH7VN1WQtBe6nhJnWMyIUkdVeASrFqhiBgGJoHZzNwYETsi4gOqXekfbbd3QGFB+/9gvKTOMZmQJKlc+6jWsl8XEb8AFwMHgU3AfmBbG50qOGgvcrykLjOZkCSpXBPAONVGlzPAWGbOR8SrtLvbbqlBe6njJXWWBdiSJJXrdGYuZuYp4OfMnAfIzAVgvsV+TQB3AHdS7QY8mZn7gYeANvcxKXW8pM5yZkKSpHKtjYgbqTbG6j0GWNdet6qgnWpZ2P8E7RHRZtBe6nhJnWUyIUlSudYDH/b83Xvc5q6zpQbtpY6X1FnugC1JklYkIo6xfHC+mJnXrl5vJLXJZEKSJElSIxZgS5IkSWrEZEKSJElSIyYTkiRJkhpxNSdJUmN1Ie564Jp6bX8iYgp4ODM3t9czSdJqcGZCktSvYWBH252QJK0+ZyYkSf16AdgVEfsy86/eExHxEjAJjAI/Ak9k5mf1uWeBceA0sBU4BjxY/zxZt2/PzMP19aPAi8ADwALwOrA7M8+e5/eTJC3DmQlJUr++AD4Fdp7j3BFgI3AF8DbwXkT0bmq2BXgTuBz4EjhE9b/pamAPcKDn2jeAM8D1wC3AfcDU4F5DkrRS7jMhSWqsrpmYAn4DPqcK9LeyTM1ERMwCmzPzq3pm4vbMvLc+twV4BxjNzLMRsQH4myrRWAscBy7LzLn6+m3AY5l51/l8R0nS8vzMSZLUt8z8JiIOAk8B3y21R8ROYDtwFdWOySPAWM+tv/cczwF/9ny2NFf/vrS+/0JgJiKWrh8CTgz2TSRJK2EyIUkalN3ANLAXICImgF3A3cDRzFyoZyYuaPDsE1Q1FGOZeWZA/ZUk9cmaCUnSQGTmT8C7wON10waqGoc/gDUR8QzVzESTZ88Ah4G9ETESEUMRcV1EbBpA1yVJDZlMSJIGaQ9wSX18CPgI+AH4FfiH/j5LegS4CPgWmAXeB67s43mSpD5ZgC1JkiSpEWcmJEmSJDViMiFJkiSpEZMJSZIkSY2YTEiSJElqxGRCkiRJUiMmE5IkSZIaMZmQJEmS1IjJhCRJkqRGTCYkSZIkNfIvt2re+2s7/UEAAAAASUVORK5CYII=\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ + "#Get the gist of a missing values \n", "plt.figure(figsize = (13, 5))\n", "sns.set(style = 'whitegrid')\n", "sns.barplot(x = 'Name', y = 'count', data = isnull)\n", @@ -752,55 +704,24 @@ ] }, { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "train_corr = train.select_dtypes(include = [np.number])" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1460, 38)" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_corr.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 52, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "del train_corr['Id']" + "## Making corr matrix" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 54, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -816,14 +737,19 @@ } ], "source": [ + "#Preparing dates to matrix\n", + "train_corr = train.select_dtypes(include = [np.number])\n", + "train_corr.shape\n", + "del train_corr['Id'] #removed unnecessary metric\n", "corr = train_corr.corr()\n", + "#Building the corr matrix\n", "plt.subplots(figsize = (20, 9))\n", "sns.heatmap(corr, annot = True)" ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -838,6 +764,7 @@ } ], "source": [ + "#Cut the matrix to values greater than 0.5 to build a simpler matrix\n", "top_feature = corr.index[abs(corr['SalePrice']>0.5)]\n", "plt.subplots(figsize=(12,8))\n", "top_corr = train[top_feature].corr()\n", @@ -846,43 +773,32 @@ ] }, { - "cell_type": "code", - "execution_count": 62, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 7, 6, 8, 5, 9, 4, 10, 3, 1, 2])" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "train.OverallQual.unique()" + "## Choose the most corr catigories\n", + "In this case it is a OverallQual, because it has the max corr with SalePrice.\n", + "Corr = 0.82" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 63, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -892,21 +808,30 @@ } ], "source": [ + "#Viewing corr OverallQual to SalePrice\n", + "train.OverallQual.unique()\n", "sns.barplot(train.OverallQual, train.SalePrice)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Gray lines it's a how it changes in this case" + ] + }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 64, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -922,36 +847,29 @@ } ], "source": [ + "#Consider the correlation in more detail\n", "plt.figure(figsize = (18,8))\n", "sns.boxplot(x=train.OverallQual, y=train.SalePrice)" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 16, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/vladislavovich_d/.local/lib/python3.7/site-packages/seaborn/axisgrid.py:2065: UserWarning: The `size` parameter has been renamed to `height`; pleaes update your code.\n", - " warnings.warn(msg, UserWarning)\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 72, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -961,21 +879,22 @@ } ], "source": [ + "#Viewing corr matrix in graphs\n", "col = ['SalePrice', 'OverallQual', 'GrLivArea', 'TotalBsmtSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt']\n", "sns.set(style = 'ticks')\n", - "sns.pairplot(train[col], size=3, kind='reg')" + "sns.pairplot(train[col], height=3, kind='reg')" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Find the most importent feature relative to target\n" + "The most importent feature relative to target\n" ] }, { @@ -1022,13 +941,13 @@ "Name: SalePrice, dtype: float64" ] }, - "execution_count": 75, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "print('Find the most importent feature relative to target')\n", + "print('The most importent feature relative to target')\n", "corr = train.corr()\n", "corr.sort_values(['SalePrice'],ascending = False, inplace = True)\n", "corr.SalePrice" @@ -1038,35 +957,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Imputing missing values" + "## Normalize missing values" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# PoolQC has missing value ratio is 99%+. So, there is fill by None\n", - "train['PoolQC'] = train['PoolQC'].fillna('None')" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [], - "source": [ + "train['PoolQC'] = train['PoolQC'].fillna('None')\n", "#Arround 50% missing values attributes have been fill by None\n", "train['MiscFeature'] = train['MiscFeature'].fillna('None')\n", "train['Alley'] = train['Alley'].fillna('None')\n", "train['Fence'] = train['Fence'].fillna('None')\n", - "train['FireplaceQu'] = train['FireplaceQu'].fillna('None')" + "train['FireplaceQu'] = train['FireplaceQu'].fillna('None')\n", + "#Replacing None, cuz this metrix is not importent\n", + "for col in ['GarageType', 'GarageFinish', 'GarageQual', 'GarageCond']:\n", + " train[col] = train[col].fillna('None')\n", + "for col in ('BsmtFinType2', 'BsmtExposure', 'BsmtFinType1', 'BsmtCond', 'BsmtQual'):\n", + " train[col] = train[col].fillna('None')\n", + "train['MasVnrType'] = train['MasVnrType'].fillna('None')" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -1077,60 +994,19 @@ }, { "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [], - "source": [ - "#GarageType, GarageFinish, GarageQual and GarageCond these are replacing with None\n", - "for col in ['GarageType', 'GarageFinish', 'GarageQual', 'GarageCond']:\n", - " train[col] = train[col].fillna('None')" - ] - }, - { - "cell_type": "code", - "execution_count": 80, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "#GarageYrBlt, GarageArea and GarageCars these are replacing with zero\n", + "#Replacing zero, cuz this metrix is not importent\n", "for col in ['GarageYrBlt', 'GarageArea', 'GarageCars']:\n", - " train[col] = train[col].fillna(int(0))" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [], - "source": [ - "#BsmtFinType2, BsmtExposure, BsmtFinType1, BsmtCond, BsmtQual these are replacing with None\n", - "for col in ('BsmtFinType2', 'BsmtExposure', 'BsmtFinType1', 'BsmtCond', 'BsmtQual'):\n", - " train[col] = train[col].fillna('None')" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [], - "source": [ - "#MasVnrArea : replace with zero\n", + " train[col] = train[col].fillna(int(0))\n", "train['MasVnrArea'] = train['MasVnrArea'].fillna(int(0))" ] }, { "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [], - "source": [ - "#MasVnrType : replace with None\n", - "train['MasVnrType'] = train['MasVnrType'].fillna('None')" - ] - }, - { - "cell_type": "code", - "execution_count": 84, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1140,7 +1016,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1150,16 +1026,16 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 86, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, @@ -1175,7 +1051,7 @@ } ], "source": [ - "#Checking there is any null value or not\n", + "#Checking there is any null value \n", "plt.figure(figsize=(10, 5))\n", "sns.heatmap(train.isnull())" ] @@ -1184,12 +1060,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Now, there is no any missing values" + "# Inputing values" ] }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1205,7 +1081,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1225,30 +1101,14 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "#Take targate variable into y\n", - "y = train['SalePrice']" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [], - "source": [ - "#Delete the saleprice\n", - "del train['SalePrice']" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [], - "source": [ + "y = train['SalePrice']\n", + "#Delete the saleprice from train \n", + "del train['SalePrice']\n", "#Take their values in X and y\n", "X = train.values\n", "y = y.values" @@ -1256,11 +1116,11 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ - "# Split data into train and test formate\n", + "#Split data into train and test formate\n", "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)" ] @@ -1274,136 +1134,136 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict value [11.62697971]\n", + "Real value 11.767187766223199\n", + "Accuracy --> 91.44280083020911%\n" + ] + } + ], "source": [ "#Train the model\n", "from sklearn import linear_model\n", - "model = linear_model.LinearRegression()" + "model = linear_model.LinearRegression()\n", + "#Fit the model\n", + "model.fit(X, y)\n", + "#Prediction\n", + "print(\"Predict value \" + str(model.predict([X_test[142]])))\n", + "print(\"Real value \" + str(y_test[142]))\n", + "#Accuracy\n", + "print(f\"Accuracy --> {model.score(X_test, y_test)*100}%\")" ] }, { - "cell_type": "code", - "execution_count": 94, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n", - " normalize=False)" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "#Fit the model\n", - "model.fit(X_train, y_train)" + "### GradientRegressor" ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Predict value [11.62221633]\n", - "Real value 11.767187766223199\n" + "Accuracy --> 91.82610517405358%\n" ] } ], "source": [ - "#Prediction\n", - "print(\"Predict value \" + str(model.predict([X_test[142]])))\n", - "print(\"Real value \" + str(y_test[142]))" + "from sklearn.ensemble import GradientBoostingRegressor\n", + "GBR = GradientBoostingRegressor(n_estimators=100, max_depth=4)\n", + "GBR.fit(X_train, y_train)\n", + "predict = GBR.predict(X_train)\n", + "print(f\"Accuracy --> {GBR.score(X_test, y_test)*100}%\")" ] }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 31, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy --> 89.267086771615\n" - ] + "data": { + "text/plain": [ + "\"predictins = GBR.predict(X_test)\\nsubmission = pd.DataFrame()\\nsubmission['Id'] = Test_id\\nsubmission['SalePrice'] = np.exp(predictins)\\nsubmission.to_csv('prediction.csv',index = False)\"" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "#Score/Accuracy\n", - "print(\"Accuracy --> \", model.score(X_test, y_test)*100)" + "\"\"\"predictins = GBR.predict(X_test)\n", + "submission = pd.DataFrame()\n", + "submission['Id'] = Test_id\n", + "submission['SalePrice'] = np.exp(predictins)\n", + "submission.to_csv('prediction.csv',index = False)\"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### GradientRegressor" + "## RandomForestRegressor" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy --> 83.4140904865701%\n" + ] + } + ], "source": [ - "#Train the model\n", - "from sklearn.ensemble import GradientBoostingRegressor\n", - "GBR = GradientBoostingRegressor(n_estimators=100, max_depth=4)" + "from sklearn.ensemble import RandomForestRegressor\n", + "RFR = RandomForestRegressor(random_state=1, n_estimators=10, max_depth = 4)\n", + "RFR.fit(X_train, y_train)\n", + "print(f\"Accuracy --> {RFR.score(X_test, y_test)*100}%\")" ] }, { - "cell_type": "code", - "execution_count": 98, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "GradientBoostingRegressor(alpha=0.9, criterion='friedman_mse', init=None,\n", - " learning_rate=0.1, loss='ls', max_depth=4, max_features=None,\n", - " max_leaf_nodes=None, min_impurity_decrease=0.0,\n", - " min_impurity_split=None, min_samples_leaf=1,\n", - " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", - " n_estimators=100, n_iter_no_change=None, presort='auto',\n", - " random_state=None, subsample=1.0, tol=0.0001,\n", - " validation_fraction=0.1, verbose=0, warm_start=False)" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "#Fit\n", - "GBR.fit(X_train, y_train)" + "## ExtraTreesRegressor" ] }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy --> 91.77084638543977\n" + "Accuracy --> 77.85656502870168%\n" ] } ], "source": [ - "print(\"Accuracy --> \", GBR.score(X_test, y_test)*100)" + "from sklearn.ensemble import ExtraTreesRegressor\n", + "ETR = ExtraTreesRegressor(n_estimators=100, max_depth=4)\n", + "ETR.fit(X_train, y_train)\n", + "print(f\"Accuracy --> {ETR.score(X_test, y_test)*100}%\")" ] }, { From 859a1497a26428842258c14f6427a33c625f062d Mon Sep 17 00:00:00 2001 From: vladislavovich-d <48733961+vladislavovich-d@users.noreply.github.com> Date: Wed, 5 Jun 2019 14:16:05 +0300 Subject: [PATCH 3/5] Add files via upload --- Advanced Regrassion/Advanced Regression.ipynb | 548 +++++++++++++----- 1 file changed, 394 insertions(+), 154 deletions(-) diff --git a/Advanced Regrassion/Advanced Regression.ipynb b/Advanced Regrassion/Advanced Regression.ipynb index 79e6df8..e8e7025 100644 --- a/Advanced Regrassion/Advanced Regression.ipynb +++ b/Advanced Regrassion/Advanced Regression.ipynb @@ -457,7 +457,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -494,8 +494,7 @@ "#Probability plot\n", "fig = plt.figure()\n", "stats.probplot(train['SalePrice'], plot=plt)\n", - "plt.show()\n", - " " + "plt.show()" ] }, { @@ -505,7 +504,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -612,35 +611,35 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "PoolQC 99.520548\n", - "MiscFeature 96.301370\n", - "Alley 93.767123\n", - "Fence 80.753425\n", - "FireplaceQu 47.260274\n", - "LotFrontage 17.739726\n", - "GarageYrBlt 5.547945\n", - "GarageType 5.547945\n", - "GarageFinish 5.547945\n", - "GarageQual 5.547945\n", - "GarageCond 5.547945\n", - "BsmtFinType2 2.602740\n", - "BsmtExposure 2.602740\n", - "BsmtFinType1 2.534247\n", - "BsmtCond 2.534247\n", - "BsmtQual 2.534247\n", - "MasVnrArea 0.547945\n", - "MasVnrType 0.547945\n", - "Electrical 0.068493\n", + "PoolQC 99.520219\n", + "MiscFeature 96.298835\n", + "Alley 93.762851\n", + "Fence 80.740233\n", + "FireplaceQu 47.224126\n", + "LotFrontage 17.751885\n", + "GarageYrBlt 5.551748\n", + "GarageType 5.551748\n", + "GarageFinish 5.551748\n", + "GarageQual 5.551748\n", + "GarageCond 5.551748\n", + "BsmtFinType2 2.604524\n", + "BsmtExposure 2.604524\n", + "BsmtFinType1 2.535984\n", + "BsmtCond 2.535984\n", + "BsmtQual 2.535984\n", + "MasVnrArea 0.548321\n", + "MasVnrType 0.548321\n", + "Electrical 0.068540\n", "dtype: float64" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -655,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -668,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -677,7 +676,7 @@ "" ] }, - "execution_count": 11, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -707,7 +706,69 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Making corr matrix" + "## Check the missing values on test dates" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['MSZoning', 'LotFrontage', 'Alley', 'Utilities', 'Exterior1st',\n", + " 'Exterior2nd', 'MasVnrType', 'MasVnrArea', 'BsmtQual', 'BsmtCond',\n", + " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n", + " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'BsmtFullBath',\n", + " 'BsmtHalfBath', 'KitchenQual', 'Functional', 'FireplaceQu',\n", + " 'GarageType', 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea',\n", + " 'GarageQual', 'GarageCond', 'PoolQC', 'Fence', 'MiscFeature',\n", + " 'SaleType'],\n", + " dtype='object')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test.columns[test.isnull().any()]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize=(12,9))\n", + "sns.heatmap(test.isnull())\n", + "plt.show" ] }, { @@ -718,16 +779,128 @@ { "data": { "text/plain": [ - "" + "PoolQC 99.794380\n", + "MiscFeature 96.504455\n", + "Alley 92.666210\n", + "Fence 80.123372\n", + "FireplaceQu 50.034270\n", + "LotFrontage 15.558602\n", + "GarageYrBlt 5.346127\n", + "GarageCond 5.346127\n", + "GarageQual 5.346127\n", + "GarageFinish 5.346127\n", + "GarageType 5.209047\n", + "BsmtCond 3.084304\n", + "BsmtExposure 3.015764\n", + "BsmtQual 3.015764\n", + "BsmtFinType1 2.878684\n", + "BsmtFinType2 2.878684\n", + "MasVnrType 1.096642\n", + "MasVnrArea 1.028101\n", + "MSZoning 0.274160\n", + "BsmtFullBath 0.137080\n", + "BsmtHalfBath 0.137080\n", + "Utilities 0.137080\n", + "Functional 0.137080\n", + "Exterior2nd 0.068540\n", + "Exterior1st 0.068540\n", + "SaleType 0.068540\n", + "BsmtFinSF1 0.068540\n", + "BsmtFinSF2 0.068540\n", + "BsmtUnfSF 0.068540\n", + "KitchenQual 0.068540\n", + "GarageCars 0.068540\n", + "GarageArea 0.068540\n", + "TotalBsmtSF 0.068540\n", + "dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "#Get the per cent of missing dates\n", + "isnull_t = test.isnull().sum()/len(test)*100\n", + "isnull_t = isnull_t[isnull_t > 0]\n", + "isnull_t.sort_values(inplace = True, ascending = False)\n", + "isnull_t" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "#Preparing categories to gist\n", + "isnull_t = isnull_t.to_frame()\n", + "isnull_t.columns = ['count']\n", + "isnull_t.index.names = ['Name']\n", + "isnull_t['Name'] = isnull_t.index" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Get the gist of a missing values \n", + "plt.figure(figsize = (13, 5))\n", + "sns.set(style = 'whitegrid')\n", + "sns.barplot(x = 'Name', y = 'count', data = isnull_t)\n", + "plt.xticks(rotation=90)\n", + "plt.show" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making corr matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -749,12 +922,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -783,16 +956,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -822,16 +995,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -854,22 +1027,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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eLVu2sHv37ka9haJJaFQBlP7BLBqSvO1PkPeCQHKiP82uPf2l19y1p59v7/gF/YOh6FEsdOQFAAFDozlOncuysj0KZeUPiqln0ykce3YwywNPvsGPf36q1LdLNnTyoXdvYfXKFkxdoyVuErMMhDKNV8yARhcSOtQ3RNYei/IIJKSzHof6hiZcW68VzcBgFjlucEoZtldDbeAUs2XXnn7u+dtdU4oOH75xC8+93DcvhbjytsdI2sYbV6D4QN8QO350kCOnRoHCge3lPdx63QY6ktEpX1cTEI+axKNmhWeiQqFQKBQKxYXOw8/s5ZFn9pXsLjM5l0ee2QeEEbTZgkXseIrtx8+Mksm5CEJR0PMkI2kHzx+t6/2now0oFBci9egR5ddoSDI5l0xhDBoaoI9ZidayfBr/PqcG0vzpAy8RjxoVVjfbt3VxoG+oQpCHUNcwgHjUaLrx2TBBfsOGDezevZvLLruMSy65hG9/+9skk0lWrFjRqLdQNAmNKoASs3RO9KerxNoCQmBoovSaxUFcFOOhsnbkcNoNLQMCyZnBHLGMQ3uLRSJmVqSeTSUYZvMuj/7Dfp74p8M4odJPz4oEH3r3Fi7duAxDE7TEQwFFCfGK2dDoQkLlYvxU7XHL4OjpscWq5wfkbI/13a0V1+XdcAyU3+pSjrWPZ7IoF4WiHnbsPDilGK9pgtcPnZ/zQly1ouJPn8vwv3Ye5LWyxeIVm5fzqzdsomf51DUTTF0jHjOIWSa6KnqsUCgUi5ZGZjIqFIpKdvzoIONiHQhk2P7Rmy+urhEwpgF4fpizW1xLCQFeIPH8Ws+cyIUYTCSlxHb88Mf1WdERU7qFoir16BHFa3xfcm4kX/H8YmCsEALT0GpaPpW/TybvMZJ2kIT36fhDgL9/7kDVvnq+ZO2q1qqPLWYaJsjfcccdpUKud9xxB1/84hfJZrN85Stfqev5Q0NDfP7zn+f48eNEIhHWrVvHH//xH9PZ2cnPf/5zvvSlL2HbNqtXr+ZrX/say5YtA5jxY4q5YyYFUKotaAWiojhwOUEgWdYRLb1mMSVtMtwyWw3HCxgYzuF4PqauT5l65geSp35yhO8+vY/RjANAayLC+6/byDuv6CFiaCTiJnHLRFMCiqIBTGccNXpDeHYwXVd7cXxOjJKfOG6ninJRKOphfERENS7d0MHeo4NIGRYCKh6+TjYPTXcM5WyX0bRTERU/nLJ5/MeH+efXTpXGxIaeMKpjy9qOSfssgIipk4gZRCMqs0qhUCgWO43OZGwm1EGEYj4o2s/W2z4eU9fI+BJ/fPHjsvo7S+Ve9gOJ43rkbR/b8SieSajlpmIyqukRni/Ze3SQT/7Js3R1xjl+ZpTlbVFOjWQQCExd4PpjwXleIDH0MOu3luVT+fsMp2wCGYRBfr7P+ZF8yWoKwK4R+Acwms7XfGyx0jBBftOmTbS1tZX+/fDDDwMwOlpfSpAQgt/6rd/immuuAcIisffccw9f/epX+S//5b9w1113sX37dr75zW9yzz33cNdddxEEwYweU8wtXZ1xhkZzpZM0mLwASq0Fbd7x0XWB9GVVwe/M+VBY+cDvPYZAUG9tu2JhPMf1yTsB77t+/aQ+wy+/2c/9j+/mxNlQjDQNjZuuXsvN16wjETNIxCIkokqIVzSWesdRvRtCISYK58X28WTt6hPd+PaIoVWdFKsVFStGuQgo+UmVR7koFFNx70O7prwmETUYGMqjCYEvJZ4nGRgOM6ccL/zOLy4gi9/10xFV/EAymrbJ2V4pAitnezzz02P8w0vHcQuZUys7Ytz2rk1cddHKScX1kj984cBAoVAoFM1BozMZm4Vde/r5+iOvkLM9/EAyksrz9Ude4bMfueqC/tyK5iOQ1fczxfZ67TiaVbD3/YC862PbPnnXq7oPVCgmY7wekcl7DAzlMPSxMZPNewzrNq4XoAmBEAIdQTjMwiyVRMykZ0Wy5vgpfx/b8SoyY3K2j+P6eL4sifK1OHam0tK6GWiYIP/ud7+bV155ZUL7e9/7Xl566aUpn9/e3l4S4wGuvPJKHn74YXbv3o1lWWzfvh2Aj3zkI9x4443cddddM35MMbfUUwClWuGHlnhYEb24oHVzAUEQintBQMVJW/kglbJQXLK+w3Ik4Lh+yZO33Gf41ECKux54iXjUpGdlAtv2OXRyBAg1xGsu6+a26zeyvC1KImYSj0WUpYBiTqi3kFC9G8KVHbEKS6fy9plS696v1l6MZpGlPyrbFYrJ2LWnn52vnJzyukTMxDAEnW1RBoZy+DJABnC6cIDbmjArNl0H3tbLY88fJm97REyd9qRFIlo5hnbt6efxH49ZLb3j8m4u27Qczw94/tWTfP+FI6QLXonJuMktv7SR697Sgz7JKbGuQSJqEouaGPWeJisUdeC4PpEpDnfquUahUEzOTDKCLwQeePINhtNO6XfPl9iuwwNPvtFUIojiwiedre4xX2wPM+yDmkVfd+3p5y8efZVs3sPzA0ZSNn/x6Kt85tfeumjvddcLsAuR8I7nKxFeMSvG6xGDBUuaztYoQoT6Q2siQirjoGth8dbiXl/TwPPD4KOOZHTSw6zy96l2z/pBqBnsOzo4ZZ+b7VC8YYJ8NYuCbDY7o7TrIAh4+OGHec973sPp06fp6ekpPdbZ2UkQBAwPD8/4sfb29or3Gx0dnRDJf+bMmWn3WxEyVQGUh5/Zy9/98AB+ENoJOK5fEkMS0fCWtEwdQxdomsALJLoQ6JrAH2ckVyzcOl0CKXH9ANv1S4cBmZzLSNpB1wWO6/Pm4bEBf9HaDj70ni2s707SooT4qqhx1FjqLSRU74bwxret5btP75vwPje+be2M+zgdX/qZ4PsB2bxHS3xp1GRQY6g2X73/xbquOzeSZ2VHjJaYST5uMpSyS49pGmTzPlnbJxE1GLLt0lyka2GthIGhHHTEiFvhGNq1p5/vPrUHK6Jj2y6DIzkefnqE7Zd08cregVL0vWXqvPfqtdx09VqiVu2llalrJAr+8Cqram5Y6uMoYuq8/3OPTXrN4/feNk+9UTQjS30M1ct0M4IvFI6fSU2rfamixtHCM95/fnx735kUqayDponSOnA4ZeMX/FwefPJNRjPh44YuCKRkNOPw4JNvLirBz3FDG5q8E+D69YvwtuMznM6zsiOOoS/ONakaRwvLeD0ikJIV7VEATg6kcb0AQ9cwdI0VnTFO9KcRyDFhnlCv6+tPTXmYZVk6pwYyNbU91wsIag3qMo6fqc+hZbEwa0H+5ptvRgiBbdu8733vq3js/PnzvOc975n2a955553E43H+9b/+1zz77LOz7eKUPPjgg3zjG9+Y8/dZStQqgLJrTz/f++EBAinRNREOLAlISf/5LG0tEdI5p+T3XhTh/cLQNHRRUYhlpoe+smidIUMv646kxXA6j2no5B0PWUhl0zVBV2ec//vX30oiFqElZk4a9biUUeOo8dRTSKirM86RUyNkcx6BlGhCEI8ZbOhpq7ju2ZeOVX3+sy8dmxfLmPFjt7x9PK4XkMk5vLr/LPuODfGr79rMqmWJOe/jQqPGUHX+1R88jl/bLrBE97I4g6N5hkbtUJB3PExdI0Di+5IgACkCzo/kSESTZHIufiCJmBqeJ9E0QYBkOGWjaxZrVrbww13HAUhlHMKpSjKScXj6xbBdE4J3vqWHW39pA20tVtV+CQGWYYT+8JOI9YrGoMaRQjE7mm0MLZSlxO03bOYvHn2VgaE8nh+KEvGowSc/MHldqmanltinInErabZxNJdMNUYffmYvjz0/lol42/Ub52Vv4voBkrDIq5Thek2Isaz8kwNphAjXegCaACkkJweq19qaT2zXx3E8craP5wd1aSK243P41Aj7jw+x//gQR0+N4geST9xyCR96z5Y57/NMUONo4SnXI77wrRc4NZBiJO0gEGgi9IvXhOATt1wKwP/z4EulPb8gHD9ShN7wf/rAS6xe0YJEkrN9ujrjXL5pGd9/4UhoBzrJRFKPGA/hfd5MzHpn+Ed/9EdIKfnd3/1dvvjFL5bahRAsX76ciy+e3pfp3XffzbFjx/j2t7+Npml0d3dz6tSp0uODg4NomkZ7e/uMHxvPxz/+cT74wQ9WtJ05c4aPfexj0+q7Ymp27DxIEMjwlDmgIuI9kLIimhGYEBE/2SCdDkLAivYYQykbx/XJ2R62KwkCr3RNR9JieZuFYRis7EwoW4EpUONoYVjWavH6wbGUzEBK0lmXZa2V4uDAUPUiJ7XaG01LLMJw2q7aXsRxfQaGsux85QQ7XzlRqhMRBPAf/uVb5qWfC4kaQxP5t3c+Rc6ZWo3XBAynbWKWTirrkXe8woFvKMQXkRIcNyCTH0tPbm+xGBjOEQQghMTzfGIRg5uvWcf9T7xBRA8Pj4fTToXF0pVbV/Cr79pU87BIExC3TOIxA9NQ9iDzhRpHCsXsaKYxtNCFVcN9iSzU45EN26comp9mGkdzyVRj9OFn9vLos/tBgKFB3vHC3+cBGUxcI0oZthcZHza0UHHkUkocxydfcBbwyyKQa2E7PodODrP/+HAowJ8enSBqaoXgw8WKGkeLg+Kh2vEzo4xmHIQAUxeF+nCC1kSEHTsPcvsNm3HHBc96ZfecH0j6+sNsqhXtUYZGczz67D6kBF3TCodfs5tHbddvKh/5WQvy1113HQD/+I//WFXsng5//ud/zu7du/mrv/orIpFQpLnsssvI5/Ps2rWL7du388gjj/DLv/zLs3psPK2trbS2ts6q74pKdu3p54En36CvP4WU4Zd978okQ6k8mgDHC6YdSaFpFAST2UdhmIZGohBB6fkBJwcypccEsHplC12dsdBKJ6IrMb4O1Diqj+lEctUTMfKT3dXT9mq1LxS9q5LoA4JsvtKnccPqNmzb480jg/zDruP8dPcZbHdM9Ny0uo1bf2njAvZ8/lBjaCIDwxMPcaph6GGUu+N6dLZZdLSGNROkL9F1gZCVC8LBkTyaJgqFuU0gFPQ1obGiI8b7r9vEuu5W4pbJ6XPpCiHeNDRWLUvw72+/onpfNEE8ZhK3DJVRtQCocaRQzI5mGkMLWVh1x86D6AV7TT8Is6x0XTSdf61ibmimcTSXTDVGH3v+cCkArzyu9bHnD89530QN68Bie8+KBCf60xDIkv4QSFizcn6ydoNAYrsethOQd9wps0XrEeAF0NuVZOvaDrasbWdLbzub18xOw5tL1DhaeIqHaq7vYzt+6eDKCQKEEAgROk70nUnx4JNvTjjQqrgDJWi6AAkjGYfVK1pK97VZazyOPbUuIobWVPNww3Knk8kk9913H4899hj9/f10dXVx22238clPfhLDmPptDhw4wH333cf69ev5yEc+AsCaNWv4y7/8S/7sz/6ML3/5y9i2zerVq/na174GgKZpM3pM0Xh27ennwSff5ORAGilDe4DyQeP7kqOnZ+fnVDrBnqUYr2vhBHfmfIZ0zqt4zIrodCYtWmIGg6N5cnmfT91+0ezeUKEoMJ1Iroef2Vvh+Z7JuaXfy0X5WmlZiy1dq1isZVmbRdTUEQJ0Q2dVR5zf/+aPOXRipHRtxNS45tJVXP/WNaxdlWRV54VvV6OYyFQ+2OUIMVYwOBGN8Keffie79vRz5/0/RQPGJ/N6QcCvvXcrz73cR97xSMQM2pMRQHDT1etY09XC/ypEghQ3ioYuwqKxmuC26ysPiQQQMXTiMYOYZSyJmgcKhUKx0CxkYdXjZ0bJ5NxS2r7nSUbSDp7fXP6102VFR7RqduWKjugC9GYirufjeAGuG5BQGWoLTv9gFg3JyZF0KSCnLREpjdFMrnrh1Vrt08HQwKsiYhuFWAkZVFe4i+2fuOVSvv7IK+QKEem6JkhYZsmaYy7ssvxAYjsetuOTd7yaPvgwPQF+y9p2LlrbwebeduJRc+xxtVxVTEFY/Ngv2dQUD6ckYcAsMiy4mnf8Cdnw42/fQEoCTxaEelExzh3PRxcCo1BDEsK9V7Fuo+3W4V8KxKzmKq7eMEH+3nvv5aWXXuJzn/scq1ev5uTJk9x3330MDw/z+7//+1M+f8uWLezbN7HgIMBVV13F448/3tDHFI2jWIG8mL5SzSd6PI2Icp8uWuE9hQi9rItifPfyBJ7rs3JZjMCXnBjI0D+UY21Xkk/NU8qrYmkwnUiuR2qkaz7y7P4Z+Spqonpxo/mqK7l9WxfPb+jgZ3sHsE2fVNbF8wP2Hh0qXdPVGeddV63h2stWEY+aCMLIZ7VYXHrUK8YXIy+cwiLNNDSGUqFQsH1bF71dLZzsT5WiLwwt9DHUhGBLbwdbejt44seHyeU9LMvg2ku7OHUuw3//P7vJ5MM5Ih41aIlH8Dyf5e1xbr5mLZdtWh6+v4BYxCAWNSoK+ykUCoVi7lnIwqqeLwt7Hjmh/ULmpqvXVQSMlLfPN1JKXC8IRXg3wHF9vCDg3HCe/sEsN1y1Zt77pKgkZukcPx1aVEjA933ydo613ck5f++WuFXdLjMe2nra1dT6svbt27r47EeuKhW0XFkmujfSLsv3A/Kuj2375F2vpkaSdzwOnyx6wA9XF+AF9K5MsnVdB1t72ycI8ArFdOkfzJLJeeHhsybQpcAr3KT+DOc7SThXnj4/JpxLSel1i/gFW6lgGsJhzvbpXdU29YWLhIbtHr///e+zY8cOOjs7Abj44ou58sor+eAHP1iXIK9oXnbsPEg276FphQgRf+rI3IWwWBRCIKUsLZTbEhF+6coefnHgHIEuOHk2Syxq0NUZJ+94JBMRJcYrGsp0IrlqFS6Z6P0H1QI8tHFOGbUiLOqsjzJr/u65ffx8/zmyeZfRTGUq25UXreBdb13DRes6EEKgC4hZJpalK5FzCXLvQ7umdX0xcsIPZBgVl3Z4+Jm9fPTmi/nELZdy1wMvoQuJkBJfSmQAQhc8+P03+G//6QYc1+ehp/ew99ggr+47W3pdK6Jz8zXreO/b1mJFKiPsdAHxqEksamIaypZGoVAoFoJi9l0eD8vUsV0fz5PcfsPcF1b1vOr7nVrtFwqvHzpPzNLJ2WOfM2bpvH7oPB+d4/eWUhb+HwcFAd5jJONw5PQox06PcrTwdyobRl0qQX7hyeW9iiMrWdY+1/SuSmL3ueTssY1SzNLoXRUeBtQSE6u1j28Jo4YDRjKVVpz1WmV4fkDe8cjbPo7nV9VG6hLgC59za28HW9cqAV7ReLo645wfzpX2W7qu4QWNnedqBeuGkfjTEytcf37WAI2iYUqH53no+rgNq64T1EgFUlw49A9m8fwAQxf4U5mbLQCi8EfRdkAArS0RVq9McPjkCEOpPK7rIxGkcy50xIg3WaqLojmYi0iuWl+xi+WrdyiV56l/Psoj/7Cvap8MQ/CpD16BEBA1DWJRHcs00OYrdF+x6Nj5ysm6rlvf3cqJs6mJhVuB7z69j39+7TQfv+US4lGTTM6hmOlo6IKYpeE4Pg89tYcnXjhSISxAGGn/sfddxNWXdle261rBlsYsLUwVCoVCsTBs39YFt19RNYJ1rqmVPl9vWn2zcvjkcGnOLGap5WyfwydHJn3eTAgCieP6uJ6P7QaksjbHTqc4Uia+nx+ZaJ8Dof2hYuEZSlWvBVSrvZEsa7V43a4cjzk7YFmrVdfzJ4uC7zuTIpV1wohhLRTYh1P2pBHDrhfaeti2j+NPFOGnJcCv7WDr2g42r2mbtgAvRJghbeoGEVMom0XFpNx+w2b2HR3EC4KSf3yjaeRrru1KNlVQbcME+Ztuuonf+Z3f4TOf+Qzd3d2cOnWKb3zjG9x0002NegvFIqPomzY0mieQEttdfCmaJZsOOfb7io44a1YmONA3QmvCJAgkUoYpOAGS4ZSNrlnzku6qWFosZCTXfGJFdN48cp4nfnyEF3efxq2REhqzQr/ttpYIsYgqgLnUqOa9+V+/82Jdz9U1SMaNSa0Bjp0e5Z6HfobnB7iF60xdkExYGLrg7FCO7z13sOI5xU0KwI9/cZqrL+0u+cMn4qEtjdq4KBQKxeJh+7auptp8NzvlB9iyon32Ec9+IHELAnwm53Hk9AhHTo1Fv58+n6kq3GiaYPWKFtZ3J1nf3ca67iQ9y1X9ofliMi91r0awXq32RvKT3Wem1T6eyaxGXT8IA0J8WbDEDZ/jjvtcjutjOx452y8JmkXyjsehE6EAf6BvEguaQhHWi9Z2sGmaArwo2DSauk7EFBiGhqHrKrtTUZNq4/kdV3TXHTC10Hz8lksWugvTomGC/B133MHXv/51fu/3fo9z586xYsUKfuVXfoXPfvazjXoLxSKi/MR4WVuUM+cXVzR5eSV0CE+Tk4kIMcsgl3fpH8ySsz1WtEdpb7EYGM4RBCBEGIlxIYqkioVnISO55oNoJFzg5WyP3//Gjyva84UisxFDIx41iVo6rheQsz1aYpGF6rJigagWdVSvGA/gB/D6ocFJr5GERcGKAnvx8CeddRkcrV4sTCPc2Pt+QCbnEIsYxKMGUUtZJykUCoVCUa+lYj34foDj+eRtn77+NAdODHH0VCi+nzibqnno3tUZZ113K+tWJdnQ08aalS1EzMpMfXV0Pj9M5aVeK/J1Puxrbae6rUax3TK1qhktViG7YjKrUTlOXJeykIEZ0cg7Hk6hyKXnB6WDq3IBfv/xIY6dTk3wxi4X4Leu7WDLmnZi0frWoEKALgSmoWMaSnxXTJ/y8awJ2H9siDvv/ymmLmiJGzhOgFMj0G6x0Gy6yqx3mE888QS33norlmXx+c9/ns9//vON6JdikTP+xDhiaqWieouB8rmtJWbSEjdJZ0MhXhB6/65e0YLt+iRi4SnzcNrGcSVRy1DFXBVzxoUYyRWN6GiaIGd7JeEdYPWKFt511WquvnQV9z60C8eVSCnJ5j3ODjkEgWRFR3QBe65YKKpFHc0ZQtCZtBACzg5mJ62bICnMGbEIa1Yl6WxT96dCoVAoFI3A9ULf9/7zWfYeH+LwyZHQeubMKHm7unjanrRY393K+u7WkghfLUJYiPBQ3TBCAdLQhcq8nAfCaHF/xl7qC0qtjMdC+2RWo+mci6b56JpGzDJKeyEpYXAkjwTytsehk1ML8Gu7yi1o6hPgK8V3DcMI/22oe35JM1m2Sj0U92d+AOeG84X7LLRic9xgmm7uinqY9Q74S1/6Erfeemsj+qJoIsafGAeBJFIYvDDm176QxCyd1kSEnO3TP5gtifQSeM/betnS21GyD4lHDXRd4HlSifEKRR34gSQa0QmkrBDhi/zex/4Fm3vbiJomsajOv7vtcu7525+Ryrml1M64pfMfPnTlAvResdCMn0MOnmi89yyEUfGtCZPhlIPt1i5AZOgaLTGTmGWQdzxGsg7aQJpP/smzM1rQKhQKhUJxIVL0ja/WPh7X8xkcybH32DAH+oY4Uoh+H804VV87bhmh6F4Q4Nd3t9KerPT7FoRrSEPXCgKkwNC1QjSwEiPnm+NnRsnkXAQCTYR76ZG0g+ePLnTXpqSWpWax/fYbNvO1//EyOccv7V1iEZ3fuu1yvvO/d5OMm2hC4LgeqaxD3vaJWjo7dh6cWoBf18HW3voEeCHA0MYEd9MIf9SB0+JntgL5dN9rsmyVeijuz06dy5bsjoq63sKre/Wxa09/U+3ZZi3Iy/nIN1IsOspPjDN5jyAAT8rwFG2BC91FIzptLaEQPzCUmxANqQl47uU+tvR28KkL2D5EsTh5+Jm9PPb8YXK2R8wyuO36jXz05osXult1M5TK88yLx3jqJ0erCvGWqZGIRbjq4pXELKO0OXrrRV3cet3GCZ9djbelSfkccngOxHhNE7QlInh+QP9gruZ1VkSnLWESMXWGUw5nhzIk4xEyWYdM1sU0NHzfn/aCVqFQKBSKCxHD0CqETCHCOivxqM5IxuZAoSDlwRPDHD01ysBw9TnYNDR6u5IV0e8rO2KlOi2i8MeYEClKoruha6qeyyLB8yWSsf2/EOAFctIaP4uFqeyXDvQNkS+I8VZEJxYJI+EP9g2xvCPG8TOjpDJu6IcvxgocP/3isdJrVQjwazvYvHpMgN996Bzf2vEa50ZyrGiL8b5r13HppmUY2pjoXhTglfjefDRCIJ/q9cvF/lTGqVnzoN73K+7PXC+geMt5iyDQdjo8+OSbDduv2a7P4RMj7Ds+SFdnnLdf3tOQ1y1n1oJ8EAS8+OKLkwrzb3/722f7Nop5ZjPyyO0AACAASURBVKrTvNtv2MxfPPoqZ85nKyZcKcOJuVb0xFxiGhodSYu8U12ILxLIsODKjp0H+dNPv1MJLIp54+Fn9vLos/sLG4zQS/DRZ/cDLHpRXtfCwse/eecz+OMW2ZomSEQNEjETzw/I5j2S8Upf+F17+nnu5T46khFWdcawXb90MKbG4NKjWOD4TDpDo83OohGdmGUwkrarzgNhdkZ4vxZ95v0gtKr5wPUb+d4PD4AQ6ELg+2GkV1tLpDnSrxUKhUKhmEMCGWBFdCKGhq5pSCS24zOScfk3X36qetFVIehenmB9z1jke8/yRElkLBZUL/pdG4aGXhDiFzrQSzE5pq6RlxBIiSYK9dtk2N7sPP3iMTpaLRJRs1T3amA4yyPP7mdZW4zBUXvs4rK6dWu7W9na2z6pBc2bR87zf54/RMzSWdfVgpTw7E+PsawtxlUXr5yfD6iYUyYrCjzb/cR4sf/UQJrzI3k0AVbEoD1pkYgapZoH9VLcn+mawA+CpqzFcXIgPaPn+YHkxNkU+48NsfdYaDPV158qZQgIAY989VemVVS5HmYtyDuOwx/+4R/WFOSFEPzwhz+c7dso5pF6T/OklDWtaeZTjDd0QXvSwvMk50bydRUVyuTcaX05KRSN4LHnDyORyAD8QuqjEGH7YhXkDU0gCSep4niPRw3ecUUPL/ziFC2FdM2c7TEwlKv5nTCXixJF87F9Wxf/uL6Dna+cbNhrapqgJWaSsz2GUnbNx+NRA8cNGE7ZpcJEWdtj7aok//zaaYJAYugCEAgBQQCZnKfmDIVCoViEzKclwFIlCCQnB9LsPTqIZRo4rk+qRsFMgBXtMdb3tLJuVSi+r12VJGLqZVHvlRHAym6meeldleTIqRGyOQ9XSjQhiMcMelclF7pr06YoZsYsg1TWKdS9cjk/Mn5NKemvsiaMGBqfuPUSrrq48vuneN+bhQMn0xDs2tNPPKqj6zpZ28P3JXnH4+9+dEAJ8hcIkxUFni3l++pM3mO4sO8JZBjwd3YwrHWga7CyM173627f1gW3X8GDT77J8f4Upg7U/qpvas4N59h/fIh9x4fYd2yIwyeHydWoZbK8PcY7r+hpuBgPDRDkY7GYEtwvMOoRznbsPBgWSs15+EEAckyEF2J+KqdrmqCtJQIShlN23alxQoTecNP5clIoGkE2X/BPp7A4k+HEmc27C9yzieiaIAjkhDS1j9+yjbdf1kN7MsKuPf2Mpif35i4yl4sSRXPSSDHeioQb/Wq+tIau0RI3iUb0qgdHpi4IJPh+wKlzWXQtHJfFoDw1ZygUCsXiZK4tAZYq50dy7D02xL5jgxw4PszhUyNk896Uz/vMr13JulWttMTMkt1MGPUeFlgt2s1oKur9guHyTct48/B5hAYRIfAl5PIel29attBdqwtdE0Qtg5ilowuNTN5lNGPzhW++UBkBX4YQkIiaZHIumkapmGsgJc++dIzt27pK4rthFmxnxt33B0+MkIwZeP7YHkrtiy4sJisKPFvK99XnRyr3NVKCLyWnz2XQtPC7dzq+6tu3dbF9W1fpsPv1g+dm3d/5pD0ZmdCWybkc7Btmf18ovu/vG2KoxvhOxEzWd7eyoZDRtXlNG52tMeLWrKXzqszNqyoWNVNFktQjnBWvMQ0Nz65MZ5lrMV4ISMYj6JoY822bJpomuP2GzXPQO4WiNkIIpJQTMkgWgw+m5we8uPs033/hKFBZmLm48GyJm3zguk1ETB0Ixc9qGSnVNlpzuShRNB8PP7O3Ia8jBERMHbtKpF7E1EjGIxi6FmZF1bCwQQgihkY0YmDqY8WLAsL0a19KdDVnKBQKxaJjx86DuH7ASMbD9QJMQyMeNVT23TRIZx0O9A2XogQPnRiummUGELV08mURhMWCqhFTJ2JqXH3JKmU3s8R4/dB5EjGDdNbDKUTIt8QNXj90no8udOdqYOgaUkqWtUcJfEk273G+EDRV5Ojp2kVpO5IW6ZxLPKoTiRhYRii+BzK07Vy1LDHl3k7tiy58ivYveTwsU8d2fTxP1rWfmEqvK79/XLdSCyu3jm6Nm5w5l+XO+39Kb1cLn7jl0mkL8797z48mHQ+LDhnWf9h/fJj9x0PrmZMD6aoaZbGWyYbuVjasbmXzmnZ6lrdgmlopk2uu6zeooq5LjHoiSSabIIpfDkOjeUZSgkTMIG9782ZR0xIzsSIaqYxbshqYDoLQ0+5f3rhFLdQV846GrOqXrS1w3fLvPr2Xp188OiESxDI1WhMWQkA273F2KFcS4wFWtEerFsxc0R6d0Hb7DZv5+iOvlKKTdU0Qsww++YHLG/+BFIue7z69b9avYRoanh9MEONjlk4yHkEC6axLzp48qk9KaE9aQLjJGhjO056MkMm5uF6Apgk1ZygUCsUipO9MilTWCaMAtTC4YDhlT6h1owgpFqg70Bem6R84PsTp89Ujcg1do7erpVRwdUNPK12dce75H7tI5Tw0TeD5Aa4X4HkBMcugrcWa50+kWGj6zqQYzYxl+gZSMppx6TuTWsBeTcQ0NKIRHV3TcDyfz9y7k/PD+ZrX33zNOv759VMgwxoJhhHWTehIWsRjJiNpG9vxcbyA4byN5wdIKdG0+goOz0asVTQH27d1ceBtvTz2/GFytkfMMrjt+o0T9hPjxffLNy3juZf7aup1u/b0M5qxOXUui6lXqgiGJvDlmHVFOuchBOgCzpzLzCiDbGIo4eJDMBYQODCc5//+b89XvaZ7eaIs8r2DDT2tRKNG1SyW+WLWgvyrr77aiH4o5ol67GhqTRCXb1pWEvOXtVqcGczVZVXRCGKWQdwySOdc0rnp2XtoIpyE25NRVipvScUCEtQod7zQJVMefiYUR4WAKzYv5/DJEeJRg7zjM5y2cWscfkUtY4JFlRBhezXCBaooHOSKRZEZoJh/3v+5x2b1/OJaqfy+FCI8sE3ETBw3YKROKyUhYEVHjESh4JZhaKzpaqE1YXF2MKvmDIVCoVjEuH6AROL5MrQELNTmcWeQPXuh4fsBx/tT7D8+XIgWHOL4mVTVWj9ChEJFseDq+u5W1q1KErPMgse7KNnN2J7P+ZHcBKvQWFSf8LqKC5/RTPVsilrt80mkUCAYCOseZMc0hFoRv7omsCI6H75xM8Npm/MjWTJZD6dw8JTJu7QlLRzP59zIREG/s22iXUY1il7dO3YeVOvNC5Rde/p57uU+OpIRVnXGsF2f517uY0tvR+n/c7Vg2b/74QGSiQgt8fCAs1yvA0rXr2yPTshm8qWs2JcXnSQEIAKJYYhpZZA9/Mxeji+ywzUofJ4y54Fivbty2pMWG3rCw+QtazrY3NtOayLMnDaN+g7O5gNlWbPEqMeOpjhBPPDkGxzvD6sUr17RwguvncL1fUYyXs2CB43GMnUSMSNMJRutfYpdC1PX0HVBW4vFd/7wpjnooUIRUk9RsVoFh+spRDyXJOMm1125mvddu47eriQf+9JTVSPfxzOSckCO1Y0QhfOGkdREH+8dOw+SiBksaxuLns87qqjrUmO2VjVCUGE7IwQkExHilkHO9jg3PFEkqPU6eqHIq66F2X7Fw+dPfqD+dE6FQqFQLBwyCAjKtHcpCz/B0hXkv/PYbg70DXHoxEjNg+nlbVHWdbeyvqeVjd2tbFzdHlq8FbzeJ7ObOXk2U9X+bbJoY8WFS60tzEJtbQxDQxeCz/75ThwvqJlRf/M16/iHl49jmQXLJUPH0DX8IMz6WLWshda4ya43Rys/SxYu3biMkbTDOfIwbg+UiNYnyMOYJYjiwqTeuozjr/EDSSbn0pEcyzgq6nUV10dCUbp/MFu6R2uZl8jCY+msi+tNvKiajnGgb4hHntk3L7Uhp6KonRf7En6eyo5pmsDUBZZpcNd/eAcrOuOFGiaLu2C4EuSXGNPxK7Ntn9ZEmLbf1x9GVAjCFMa5xtAFLfEItuPXLKhSD1JKXE+WPl89oqlCMV0We1GxwydHqrbrmiARM7nv999DIh4pnRRPZfFRJIxMoxT0X5wXq0Wm9Q9m0QScHMiUfF7bWiKqeNESYtee/llb1RTvMU0IkgmTmGWE/vBli9F6MHWNWNTgsx+5atLoJDVnKBQKxeJFaBpChKJzSRQrtC8VikJgcQp87PlDFY8n42bJdmbz6na2rG2nIxktRL3rGPr0MhYXmwCrUBh6WFTVDySeF+Axce9TzJiPRgwips4nbrmEn+8/i+OFAnwub4f7mrL7+J9+carqff2T3Wdoa7GIxwwyuXDPJCUkYkbdeyjFhU+9dRnH7491TeC4fkVbPGrQs6IlvB7JyZE0rhdUBPWNz1qvxnDaYWWHXrG/iVk6o2mHRMyo0DHOjeQW7Ht9/GcZ/7k0ITAMgWXqWBEDCplyrheQdzzWdrfNa39ngxLklxj1+pWViiSlHYQIJzo/mHsHKU0TJGMmbsEDcrZ4gSRiaNx+w+ZFL5oqmpd6TsAXgh/9rI/vv3CEvceGKtqjEZ1EzMTzw+JDLYmZeX66bvVFZ7X2uGXQ15+q8HkdGMrR25Wc0Xsrmotde/r5r995cdavowlBW0sE09BI51xG0tM/0NF1gRCwdlXrpNFJas5QKBSKxY2paxVitJRj9aIuFDI5l4MnwuJ0B/qGOXC8ck03XqjYuradDT1tbFrdxta1HXQti2Ma+oL54yoUc8F//m//WPr3+MxIAdx87Tp+/ItTRK0w+r1Y78B1fXK2RzIR4ezQ5NnA42sUlbcLZEmMLxqSZnIeLTFzNh9LcQExVSDsrj39jKZt8o5f8nn3/DFLTsfz0UX4t5Pyed+16xjN2JzoT6MJgSYEXtkEoI/7vRZnh3Lc/TcvI2W4Hw9kGHQbWtGKko5RT8bxXFH+MTQRBgRbkXAsI0Lx3XEDcnalFRXQdPPcohLk7777bp5++mlOnjzJ448/ztatWwE4cuQId9xxB8PDw7S3t3P33Xezfv36WT22VKnXr6x/MMtwKk81C8a58GUUQEs8nMBGs05DU2OKxfi+8K0XFqVoqmh+Fmv0959/95XSv3VNEI8a6LqG7ficr+J7OF1q1VWu1i6RBEH4EzrIj7UrLmwaIcZrmij4/glSWRc7NXPbNAG4/tSFsxbrQZtCoVAoQqyINmEVIQvtzYjj+hw5NcKBvjEB/sTZdM3rNSEwDUGkLErw7v943bxkMysUC8nBvuHSv8Pod52opRO1DIJA8ukPvYV/+vlJRtNOzVpYs6E8cFDWaFcsbSYLhC0G/RQ93qUET4Imw981EdZAcL2ASCFC/vVD5xGEQbJ+lf2zN41w9vy4wyYJnD6XIWYZxCydVHai/ex8IIriuzlmNeMHYeR7zvYmiO/VuP7KnrnuZkNZVIL8jTfeyG/8xm/wsY99rKL9y1/+Mr/+67/ObbfdxmOPPcaXvvQl/uZv/mZWjy1l6vErcxyvqhg/F8QsA1PXSOfdhnpp65pgTVcLH735YqC+tCGFYibELaOiOJDnh5PG+u7WBexVOAb+xcUr+eW3r+feh35GJu81dIwVvdtE8Q9Z3dMNwgWqplH6XpGArqmF61LggSffmPFzNU2QjJtoQpDOuQ3ZVOmaxprliSnnQTVnKBQKxeKm1hqiGdYWfiA50Z8qFFwNC68ePT1aNSpRAKuWJ9jY08bmNW08/uPDAKUU/fIoQSXGKy50dE3wvmvX8+Lrp9B0EY4D1yeb9xhJO6VrsvnZ2cdooroVkybCwA5dCx8v2mUV2xUKCDW3A2/r5bHnD5OzPWKWwW3Xb6wIFAWBJmTpPqvlBW/qGmcHs6QycyuU52xvXm2XTEMr/YAgKNRwyNoeQW5mY+lzH9ve2E7OMYtKkN++feJ/vPPnz/Pmm2/y13/91wDceuut3HnnnQwODiKlnNFjnZ2d8/ehFjnV/HEh9JeaayJm6OOWzbtzNPAln7jl0tJv0/HPVyimw+Bo9ZTHWu2NYrTGpKxpgkTU4Ov/+QZWFO7vzCwXpdWIR01ytlsqolZcjMasiemanh9eYJljG0UvCBY0HU4xPxw7nZr2c4SAlngETYTp+o24T0KNQtCRtPj4LZeU2mv5xKs5Q6FQKBY3zSKKSSnpH8yGljOF6PdDJ4YnRCkW6WyNsml1G5vXhJ7vW9d20NYyZi/44Pf3zFfXJ7CyI1bV6mNlR2wBeqNoZtK5qaNdIbTOtSI6pq4jRGjp8ekPXcEPfnJkVln1tTy3iyUVlrVHGRiamFG8rD1KNu+TdzwieuW+JhZZVPKaYgHZtaef517uoyMZYVVnDNv1ee7lPrb0dpSCfkSNQx8J5OxwfvB8H9vJ0bsqycDwzDOEFxpDF5iF4slCEIrvviTv+LM+PGtmFv03xunTp+nq6kLXdQB0XWflypWcPn0aKeWMHhsvyI+OjjI6OlrRdubMmXn4dAtLLX/cubaQMPSwkGQu79UUFBvB+Am2Xv98xcxYquMIqJk+VU9a1UzYf3yIJ184wj/9/GRFe/GQy/N8Mjm3JMbPFbddv5FHn92P0ELfO18CMmwfj6lr5CUEUo5FnMgLy+d1tlyIY+j9n3ts2s9piZloWrhRa1RGR1GMj1oGnyrzgJ/MJ17NGc3JhTiOFIr5pJnGUMwyFqUoNpyyOdA3VGE9U2vP0xIz2bi6jc297WztbefidZ0sa1+84vanP/QW/uT+FyvsCQ0tbFeM0UzjaKH49T/6ftV20wgtK3RNEMjQLzpn+2SCStFutha3tZ5fbE9EI5wX+UL2byjUi0L7TVd38+iz+/GCYMo9kGLmNPM4Kre+zOQ9hlM2jutzz0M/Y3l7FNv1xwqRF5807pCoWJ8gkDCSshua6T6X6JrANLSC+C6QMhTfbcdjhoHvFyyLXpCfDx588EG+8Y1vLHQ35oViJGDfmRSjWYcgCMUxIQQRU0PXBens3JxQaYWIR8f1S+lkc4GhCYQWFroo9/qt1z9fMTOW0jgaz1QLukbzua8/X/q3EKFljqYJbMef00Ou8RTtoMan4hXby+ldleTUQJps3hurGJ8IK8YrQi60MTRdMT5mGZiGRibn4jd4wWnoGh3JaIUYD5P7xP/pp9+p5owm5EIbRwrFfNNMY6gYGLDYRLF/85WnqrZHTI0NPYXI9952Ll7fSc/yBEKIqtcvRg70DU2wNfWDsF3Nj2M00ziaK8oj4IvCYjnFfVJRgA8j1iWuJ8nk3TnbR9VL1vZY2RlnpOBDX6wRlrO9ae2BFDOnmcdRMQo+k/cYGMqFhVs1yNseo2kHKSW+L0sHT1KGvvGOO/YFW1GfYB4cLGaCEBAxxjzfJeHncrygZhbYXLJrT39TzUWLXpDv7u6mv78f3/fRdR3f9zl79izd3d1h+t8MHhvPxz/+cT74wQ9WtJ05c2aCl32zU4wEdP2AVEGMh2Kkalip2LfnZuZriZkIAakGF2wdj6GB0ARSQkebNcHrtx7/fMXMWCrjaLHQ25Xk/3rHOr771F6yea9qutt88NGbL65r8VmMNl7WZqlo4xos1TFkmTqxqE4mNze+hQJwvICcEwrtEM4Fu/b0s/doaHFnGhrtLRaJmFnhE6/mjOZjqY4jhaJRNNMYmm9RzPV8jpwa5UBZQclahLWskmxe3cbWtR1ctL6T9d2t6FrziO/V+PsfHURSFtFJKBr9/Y8OKjGyjGYaR1Pxr/7gcXLOmEgYi2j8z7veX/N6XRNIKSsi4Mu3KYauYUU0/vNHruLrj76K4wZ129fMJ12dcU4NVBZVdr2gFEy0pbeDjavbSpaHW3o7FqKbFzTNPI6K1pfDKbtgpyYIAoiYgkTMwND10LLF9ohGDNqTFomowcETIwvd9UkxDY2IoaFpAgl4Xuj7bruLw06nPCC3GVj0gvyyZcvYtm0bTzzxBLfddhtPPPEE27ZtK9nOzPSxclpbW2ltXdjii3PNrj393PPQz8jbXphyNc4lQhBaSTSamKUTMXRSDbQemAyJwNQ12pMWugYdrYs35fNCYymMo/nCn6SicszS+aN/ey2XbVqGEIK/+l+757FnM0dlqEzNhTSG6omON3RBMh4h7/gMp+Ym6qOYAWboguVt0ZIlzYG39fLcy31oQuBLiedJBoZDT1xdF8onvom5kMaRQrEQNNsYqjcwYLoEgeTkQLpkObP/+BBHTo3i1Vij6ZogYmgYhsYXPnE1W9d2EDH1hvdrobGLEY/jFHl7ASIhFzPNNo5qMV6MB8g5Af/qDx7n/j96H4ahIQqWlMXsxvFZjpoW1pCKRQwkYT2enO1zzWXdpP76pfn6KNPm8k3L2H3wXOkwwfMD8rbH+65dN6nlodrbNI5mHEfljhTZvFvIrgjFeD8IEL7GmfNZhBB8+MYtPPdyH4YhsEydoSkKklfLNJlLdF0QMXQMXSCEwPdD8X0uatM1ikN9QwvdhWmxqAT5r371qzzzzDOcO3eO3/zN36S9vZ0nn3ySr3zlK9xxxx1885vfpLW1lbvvvrv0nJk+tpQoThh520PXwPEkVFkzNVKPjxga8ahJJu+Ss+c2vSZiaHh+QFDwdutZHlfRt4qmZGg0zzMvHeOpnxyraC8WadWEIGt7XL55+QL1cHaoaOOlwb0P7ar4fXzRLCGgNR4BASNpe06zOwIJQko6O2IIIUqWNI89f5iOZITOtigDQzkQICQMjubpSEbV3KFQKBRLCCnDQ9kDx4dL3u8H+oZrZm11JC0yebfM5zqMnHU9n5zjc9mm5lyn1cNUhTAVFxZFMV4TYWR7MSrW9QN+/Us/qH4vAKap8Z9+7a088OSb2K5P3vEZnEJsXGy88NqpqmvYF147xeuHzte0PFR7naVL+UHNsjYLXRcMjuRxPYlhUPBTD6/VhOC5l/t4z9t6ef3Qec4OZqe0eJnNlmkqMV8TYBo6EbMwzgv2UY7rk5sjF425YCFscmbDohLkv/jFL/LFL35xQvumTZv43ve+V/U5M32sWSmeuBVTo+qJMC165EZMDc+TCCEnTJ6NGmK6JmiJm9iOz3B6fiZdIcKKza7n4weScyN5PF9i6lqFPYFCsZj52v/YxT+/fgrPHxuNpqGRiBn4viSb9xruq61QzAU7XwmLDRtaGH1ePt/EIjrJRISRjDNv0XTjR43nBWRyLnnbI2LqtCZMcraP4/og4T1v62XHzoN8a8drdc+zCoVCoWgeRjMOB/qG2H98mAPHh9jfN1SzvlU8arChu5VNa9rZuradi9Z10tUZ58NfeJJMzl0wy8CFYkV7jLNDuQl7yRWLuBCtYmaksw4tMZMgCP2gHa92Bq8mIGoZtMRMAHK2x3VvXcOf/e3P5qu7DefUQKZme872ScYqpbRyy0PF0mR8baqOpAVAKuOEh5ZCFpTx0LZmKGXzvR8e4OL1nfz726/gWzteI5tzZ63NFQ9Iy7+nx7+moQsipk7E0JAIPM/H8yXp3MLXb5gNzTYnLypBXjE5M02NOn5mFNsJxYZAVmYYNgohIBmLIJGMZubWJ74WWqEgRixijKX9qPQxRRVmcrA1Ga0Jk9HMRO/D1oQ55XOLkRfP/zwUMRNRg+vfuoaX3jxD3gkLIDfzpKhYWvzBXz5PxNDwA4lXtiLSNUFnaxTXCxgYnriRn2uKYx1gYDhf8HIM049HMwErOmLoGui6VkodVSnICoVCsfiZak2Xtz0OnRxh//Ghkv1Mfw3RzDQ01nYl2bi6jS297Vy0roM1K5NVrWeWqkXLe69ey8NP76sQd0ShXdHcDI7m2X3oHLsPnePNI4McP5OaVBj8Tx95K3/9xBvELAM/CL2wB0fzFcFFzYwfyAniXiDDP4r+4EXhFUIrHmV5uHSpVZuqvSWC74eFioNC4daYpRe0g/AGK+434pZBsoaukIgaVa1iimVJyu/V8fssTROYhkbU1NF1ge9LXD/AcX2yi9h+ZimgBPkmYvyJWzRiMGTb3PPQz0jEzKqL0F17+gsFHyWGruH6QcOFkHjUIGLqpDLOAkXwhpNlWJlaV+ljikmZC8+/aMSoOnGWL9LK0cTYpFkcjxt6Wrnp6rVcf9Ua2hIWP/jc0Rn1RaFYKO78zk/Yd2wEd5y/bmsiQswyGE7ZC1bwJ5AwlLKRhQHX3mKRyjoICSAZHMnTkbQwdKHmEIVCoWgSdu3p5+uPvELODrMI05k83/ifr/L2K3rI5T0OnBimrz9Vde+jCcHqFQnW9bSyuaedLWvb2bi6lZhlouvaxCcoAHj90Hk626Jk817BG1kjHjV4/dB5PrrQnVPUhZQSzw8YStnsPnSONw6fZ8/RQU70p6eMzLXM0Ja2LWHyS1eu5v97bDcDQ7kLMotX1hBNpAxtce/b8Rp5PCxTV3a5S5yivjC+NlXe8UtaXMTU0TVwPcnQqA0iFMojhlbab0gkmhBVrcFyjlcqCl4+3sYPPVGwl4qYGlHTABFaz9iuTyrrNF0E+XTRmmz6VoJ8E9E/mK1IjTo/ki8VfvD9AN/3JwiLO3YepDURCaNsG9wfy9RpiRmkcx7D+fnzhBOERWmDgubj+eFhQ0vCRMqwX+P7qdLHFEWqHWzNVnA7P5qftN31Al58/XSYxTEu2sLQBa0Ji3s/ez2mceEV/1Jc+Bw9Pcr/+z9fZf/x4Yp2y9RpT1rkbI+zQ9kFz/TIOz6mobGiI0ZLzCQa0RlO27ieJJCSTxVSRVUKskKhUCx+gkDyNz94E9cL0DUNSUDWDsjaNk/8+MiE61d0xFjf3crG7lY293aweU0bLfEIEVNH05QBer30D2bx/QDb8QmkJAgklqmpeXKREvpAB7h+wPBonjeODLLnyHn2HRvixNmJAryuCdb3tLJ1bQdb13bwnf/9CwKpEbMMLFPH8XzytsdwOsAydTK5iQFJi4XyAKjx7fVQa90qZcEO9/Yr2LHzIGcHs6xUFodLmqK+UF6bSgZhMJCuCVa0R0nnPUYzLppWiIuX4PuSaDzcd1imTjrn0ZqwyNseAeG95hUCakPta+JNSyHrbwAAIABJREFUqRej3yNGaFHth+K74/pkctU1iguZtV3NVQRYCfJNRHlqVCbnVlRh9n3JSNqhrSVSISz2D2ZpbwkXm+dHGmMToGuCtpYIthtwfnR+i7MIAbqmYRoapiHwA2iJmaVJcMfOgyp9TDEp4w+2YPaCm18jNdP3JX/71B6efvEYw+MKGVkRnbZEBMcLGM04SoxXNB1nB7P87VN72PnKiQkFrzqSUQxdMDiax53Ec3Q+0TToWZHAL0TwJ2ImiZhJ3vHoaI2xfVuXSkFWKBSKRYiUkrNDOfYdG2R/3zAH+4Y5fHKkZtFVgCs2L2dDTysbetrYuradjtZoWLDO0BCqAunMkZLhMr/9oPD7yg61jl1ogiC0ofD8AM8NI+DfPBqK7weO1xbgN/S0sqUgwG/sacOK6AgBEV2nNRErFGX1GE7lmyq69vq3ri7VNRrfXg+WqWG7E9ewlhmG4G7f1qUEeAUwpi8IIaAjxnDKJueF89PKjhiJmMlIxg293cstpEW4z8jkXbI5F8eTk85rgkL0e0QnbhlAofCq55POOXjpJhqgc8T67uRCd2FaKEG+iShPjSoX481CxfMggEzOqxAWi+IChKdq1dJf6kWI0HoAYDjtEMzjjFzst64J1q1qKaWFfaqKzYhKH1NMxnwIbqYRLtRcL+DRZ/cDlCbgeMykJWaQs33OjeTndRzVi66JqqmnuoogUwDDqTzf++EBfvCToyWxvfgdHbN02lossnmPwdHqBfIWCk1oCASeJ2vOESoFWaFQKBYWKSVDqXzo9358mAMnQvG9VtFVoFAXJCxQZ5kasajBF37zaiKGpgIeGsxQqnowVq12xdzg+wGuF+AFAZ4ncVyfkYzNgePD7CvUSzg5SQT8RWs72LK2g02r20o1EoQI7V9jlo4VMTB0jTODmQXPcJwpR0+nJm2fSnBvT1r0D4Y6SmEbV2pXKMop1xcS0fDnyKlRTEMjUSh07Ho+MVNDirDWYaZg+5XNezV93McsbXSiloFfFv1+fiTXVAdk88XLe84udBemhRLkm4hiatQDT75BvkohISFCAbBcWCyKC+EiSaJpomY07/jXKp98E1GDmGUwknHmLdox1P5CD63iAjuT90jnvJppYSp9TDEV0xHcplP8VdfAMHQ8L6gYI62JCO98Sw83/v/s3XmYXGWdN/zv2WvvLZ1e0p19D0kgBFRkkyDqBAgEBDG+wsgowujoOzDX68xcjvPIo16OwzOXPnFh5AHhnQyyBWIABQxgeAGFQEL2fe10utPprbr2Osv7x6mqdHVVd1dvtfX3c11eklOnqu/TfX517vM79/27L56On2zYhmA4jrPd+V/UciSsQQpcDbadJodAMIYX3z6GTVuPIJCYoux1KZhR78PeY3ZNWVEQcK4nAt0ozKj4bA+TBACSZN9KhaM6vj7ENYLXECKi/NENE8FQHEdae3DwRA+OtPTgaGsvznaHs+4vSyKa6zyY2eDDzAYftrx/En3BGNTEIItY3ICuG3A7FLgdSj4PZdIY7D6wWGbDlSPdMFP3F3piIUbDshAIxXHoVE9qweLBEvDJWSIDE/CAfb+tKTIcmgRNkTLWTyjm+5XhnO4IQJYESP2KShumidMdAQDALdfMy7pA8S3XzAMAWBBQ5VXRG4jDtOza3hUeBf3GNxMByMwvxHUTDlWCyyEjEIohFDVgmhZCiTxcOJqey5MkATPqvFg+rxbv72tDJGbAociIxHVEYwbCUQO9wVhJx+NQFFlMrG0xtgOURAw5w6AYMSFfgqJRA1qiPpSRmJomQ4AF+6LbP7GYTC788DfvAbBXdXa4ZERidv235CmffOqbrLWWDHZVsVeIDoTjONebvxpUkiSgocaVNoo5EtPRXO/DD+/95JDv5fQxGkquCbdcF3893NIDhyYhEjVgDHhQpioC/te3rkKFR4VDk9FeIvU1JVEELBMW7O8CQUgkNUttlRQaF6Zp4bX3TuC3rx3EuR47SaIpEq69dDqm1brx29cOYGq1C4FQPJWozxdZEiGJAhyqCN20O2GiKECABVEUISbKEpimBVEEpla7hr1G8BpCRDS+kqU0ojEdx8/4cehkD46c7sGxVj9aO4Iws2QZBAFonOLBjAZvKgHfNNUDh6pAVewF6yzLwjNbDsEfOr+opCgAly6pz/chThrJQVv9q/4M/DeNnmGYiOn2YKG4biKu28l3ywIC4TgOJZLvh071ZE3Ay5KAmQ3na8DPHpCABwBJADQ1mYSXh1xDweeS4Q9lJrh8rtJIIw08sv7/vuO6hQCATVuPIhzV4dRkrLlydmp7ctRzTYUz9Z5kmUOi/i6YU4PVl8/EH987hY6eCKJxA9GYgeAgI981xS7BrCkSbrlmHi5fPg2qapdU23GoAwKAc71hRKLGpBgOZ+cgBTg1EZVeB871hBDXR3HkggCnWhrfTUml1Vo6v2CEz4GOnjAkyR7xrhsWFFnEravmZR01vnBmdUaZjkhMR3tXGA01LvQEovAH46lpL5IooMqnQdctnOvJ73QYpyairtqDSFRn2QCaELkk3IZa/HXZ3Cl488MW/P6dYzjc0pvxXqdql+2oq3Ghrqb0ak9Pq/XgZJs/63aaXCIxHf/66z9jz9FOAHZJgMsvbMTqT85ChUfDo5v3wKFIONcTHvOohpESBKC+xplRvmzbvnb87Knt8AdjsAQLAuwHzW5N4TWEiGgC2SPc7FG88biJ1nMBHDxpj3o/fsaPk219g46knlLpxMwGL2bU+zCz0YcZdT44NAmKLCWSFxIURUorn/fBgQ44NAlmYuFKRRbhcsjYdaQTd+TroCeZ2kpn1pmetZVMUo6HQPj84Ib+CfiDJ3tSI7v7yyUBD9gjRx2qvaC9XSM+tycoGx5cjXXffSktKe9zydjw4OpRHuH4kUUg29dJonIoGmvdaGkPAKaVepBkWkDTVHdq3zuuW5hKwA/EMoaUjWFaOHGmF/uOd+HQyR4cbunBqfZA1gfLogAoiXis9jmwZHY1uv1RhCI6aiod+PQl07FiYXpOwuNS0e0PY1qtB6c7AojFzaylZCeSItkzjvP1Y3XTSg3+a+8MpX6XkmiX3c6lGZIkABaw5srZE9rW8caEfIlJLRih2hfRnkAUcZgQBAH/dNelgyYZs11QYjETbqeCU+2BtJHyPo8KRRbR0xfLe9kBAUCF24E7Vy8GAJYNoIIZuPirIomQnTJaOwK483+8kjYSuNrnQCgag0OR4XLIME17kaubrirNDttlyxpwss2futlKjny6bFlDYRtGeXe2K5RKxl84vxY3XTUH9TVuiALgdato6wzCH4rDSHSk8j2Ko8rnzLg2rFxUh7+7/SI8/tLe1M1r01Q37lq9hNcQIqJxkiyjkaxh3dEdxuHT3TjW6seJM34cP+MftC6u16VgZkMFZjZ4MbOxAjPqvfC6VIgioMoyVFXMaQHW9q4QKj0aqryO1DbLstLW06Lxde8ty/Hv/7UNoaie6h+6NBn33rK80E0reYFwHO/va8fOQx3DJODtEjRDJeDt5JY9sEgbYRJ+oGJIvmdz+YXZF229/EJ70da7Vi/BT3/7IcJRHYZpQRIFuDUFd61ektPns4whWZaFts4Q9p/oxMETdvL9WKsf0Xhm+WgAqK1ypmZ0zW6swPR6D1wOddCHytmsvXoufvrbD9HRHU5b4yA5EHciyZKACo8KfzCOWY1ehKIGOrrDMC1ryHXvRAGocKvoC8dHPEBLU0R7rUgJCITT+wyGaX92LqV6ZFHALdfMG/QBW7FiQr7EpC0Y4VTgdiqpqVPDTcFPXlDaO4NQFQn+cAyRRP0qURTQWOOC0yGh5WxoyIWTJpKmSmkjHXnBo0Kpq3ahNxCBz6UgEjNx+lwQ/uD5uBBFASsW1OKqi5qwYEYlTrUH8Np7J3GyrQ+11ZlJwlKy60gnqnz2wpwccTa5Ta/34X9+/TJYpoXaxPokmmLPAFFkERUeDcFwHHHdhJHHwoZOTcLc5qpBS5ix7AwR0fjrC8XQ2RNGbzCK42f8acn3wRb1dKgSZtT7MCORpJjZ4EOVT4MoCpASC7GqiWRFtsTiUPrfFyVF40baelo0vlYuqsMDX1rJJOU48wdjuO/ftmTcgycT8AtmVGH+9ErMasyegAfsJLws2QtAqqqUFhfFSpGBeJbndoNt7+/YmczZvP23r1xUh299YcWYzlX2JycPy7LQG4hi/4luHDzRjcPJBcWD2fNiHqeCWY2J61pjBWY1+OB1KVAVGUq/kjSjeRBmv+f8+0RBGHLUkwBASIwmH4osCdBUGdGYDlhW2gwTVRFR43PA5ZDhD8YRjRtwO2Sgyon2zvMPuSVRgCgIqbXlLAuo9Kqo9GgQJQGdvbkt8C1LAm67dj7uuG4htu1rx4OP/mXA7+D8rJaB2/rTVBG1lU5U+Zwll4wHmJAvOSOdOtV/UcqpVU4snlWD42fSF0ua2eBF/RQPznYF4dRU1FXbNasCofzWAhYFoMKj8aJHReGzH5+BRzbtsmeQ9Pvi9zgVfGplMy5f3ogpFU64nTKcmoLTHSEEIzr0IZ4eO1Qp64LMDnVkN6D9Jdd9yLZ9tDjijPpbPq8WPX1RhKNx+Nwq3E419drSOTU4cLwLlmVl7SRNBFEEdINThomI8u2Jl/biXPgI2jqz9wdkSUDTVG9a8r2uxgVRECAIgCzaCQolOVpQHtvaNCwpURhMUo4/K1EnXpaSi7BWYV5z5aAj4JOSceXUJGiqPOKHWrnon0+oG5DUVmQxaxmqXGPb5VCzDgQcbHt/rR1BKJIAsd8aV6ZporUjmPo3z1XKxjQtBCMxHDvdi4Mne3DoVA+OnO4ddL03RRYxvd6LWQ0VmJlIwk+pdEAacE0bblZXLja+eRhup4yaCgeC4Tg6esKptR4HK14hy/Z3gD+Ymb+TJQGWBTg0GQ+suxgrF9XhoQ3bsHVHK5JZfo9LQX3iQXYkpmNa7fny0S5NSnzPCKnSZD2BKOK6BUEQcNu187DrSCfOdoXQWOtFOKIjFM0+gyBp6Zxq/PC+K1L/TsaoKguI6VbOa5LIkojmqd6SzlMwIV9iRjJ1qv+ilA5FwNGWXuw+0pl6XRaBKp8d6HOn+fDPd12a9j7DMBCO5qdkjSAAiixxRAsVVCxuYPfRc/jDuyfwl91nsia6r7mkCTdfORdulwyHKkMQhJwXgF37qbn47asH0j5XFOzto7VkzhTsOnwu6/bR4ogzGkhRRHhcLsjS+Zuebfva8fr7p+B1q6lR8qZl5Vy2Jtepl/XVTgiCkOj8mZAlEZoq8QaLiCjPth/sgOKqBmCPyKuf4sbMBnv0+6wGHxprPalEnCAAipSo/66IUGUJkjS+i8OzpASViwqPhie+9xl0+SOIDbLOQlIythyqCIcmQ5HHPwmfNNw9zsIZldh1pCvjfQtnVAIAVFnMejxq4ntCNyxIkgC5X1JdN82cy14M3MtC5kKuRID90OudXWewbV87Dp/qQcvZvqznmSAADVPcacn3xlo3ZEmELIpQEwl4VRYnJPb6l811OxUAQHdfFDHdRF21E+1d4Yz3aKqEQDiefXCUZa/xkaxC8eSr+/HWjlYIgl2j3TCBQCiOTikMt1OBrlu4+8b08tEOTYZDFVPt6V+l447rFqbNoL/7B69BEGMIhjOnuLg0CdUVDnR0R7BtX3vatdqpyYjEdDsZn2MgJ/sbpZynYEK+BOX6pHfjm4chSUAwrGdMI632aXA7FPiDMQQicTz/p6O4/dMLU5+f7NzuPmIn+voHtiqLcDpkfPsLK/DvGz5AJKpDVSQ4NQnd/uioaggLAFwOmSNaKO9M00JPIII3PmjBlvdP4VR7X9rromCXp3Fqdn34jw6ew1fXLEvbZ6gFYPvHanIa1aatRxGO6nBqMtZcOXtM06vau0KYM82X9jQ+21PiGfUenGjLrEU5oz5zoVaOOKOB3A4lY1vyvPe4NFR5NQDAqfYA4rox6CJAogDMnlaBYERPm/44mAq3AlkWU2XaAKQ6gERElF8XzKnBkoVzMLPBh+l1Xjg0u98j4PzgmpHUyh0PHAFL5UKS7GRftgS2IACaLMOhidBUOW2AxEQa7h7naGtf1vcltyuDHE9yoUtFEhGx7LW3UrN+LXt7Mlk4UPLQp9V6cKq9L+29lgU0Tc28tyF644NT+I8nt2dsr/JpmNngw6zGCvvaVu9NDLo7P6srua5JPuJu4MA4t1OBJAmpex/dsBCK6IjFjUSOzkqs5yFAEgBRFGGaFnTThGUBhmWllYTetPUokDg207JgJOrcdPfFUOFx4O4bF2eUj04+mIvEhs8N2O0X0FBjL558uiOImG5AlUU01tqxmS1PsubK2XjqtYMQ+n0PAIAsAXpiwH3/nKQAoMKjIhLTSzpPwYR8mQqG4zjV3ofeQDR14iqyCEkUUOnVEI+b9vQXC5AEIBxNf4KV7Nz+0y/fRmtHH3oDMQiwp5salpVapMntVFKjFwGgNxAbdBVoTRERN8yM2laSJKB5qhd3rl7MDjXlhWVZiMUMHDndi1f/cgLv7DqTFgPNdV6cau+DLAJulwqvU4FhWgiEYujoiWR83sAFYAG7zna2qVN3XLdwXOub5Tqaff0/rMI3frIlLSk/o96D9f+wKuMzOeKMcpHtvNcNE6IoQEwMa+i/MLiYqG3Y3RdFpUc9PwJiEKos4tt3XMyHQ0REReKLn1mIuvpGCMD5BVgVEfIYauXSyFV6NPQEMuv0Vnq0ArSGJooooN+irHJeHnANNNw9Tihil8jo3zKr33Y7sS7YfcNEos00LSiJxGZzvRetHYH0davcMhprPWjvknCuK4T+qQMRwJRK+x7nztWL8bOntiMU0aEb9gxKj1vBnasXT8SvgkrcvOYqzG2uhCqLmF7vS9V/r0h8bwoCoEqJNU0maFZXLoYaGPfLjTtR6VFTA6EAO68RCCcT9PaNlSgKUEUJhmlCEIS0e/hwVIcs2g/B4rqJ/rdjkWj2hRtGkhsY2P5Y3IAgpF+fsuVJ+g9cDEXiEAQBDkXEnOYq1Pg0vLvrDKJxE4IA+NwKqrxOhKP2IK1SzlMwIV9mdMPE7989jidf2Y++RA14SRRQU6FhWq09QrajO5z2dM+w7Cki2ay9ei5+9Jv3YMF+Gm1agAABPreKjW8eRl21C60dfamLaLKOcHL6SDxuwoJdI/v/+fIlJRsoVB7iuoFgKIZ3d7dhy7ZTOHCiO/WaLIm4eOFUXLWiCbMaffiXh9+FoggwdAu9gRhiugndNLPGykSUeBFFIetq5uKAzvhIRrNnS74PhiPOaDjZznv72mJBFEV72iHOd/JM075hC4Ri9qJjmj36JBiK2zMTE9MsBQDVFQ401nr4cIiIqIhoqoRKj5qq/84EfGE013shdQjpSUyHnBp9SKVLFAS4HQo0VYSmyBn9/nwb7h5HEAQ7CTggI5/8bmiu9+JYay9CYR1xy4IoCHA5ZTTXewGcv4+pqdAy7mM2vnkYar/R+UD6LMmVi+rwd7dfxD4i5aS5zov/+PZVONsVsgcQCYAiy1AVIbWoeKHjDRg6+T1UPDo1OacZI8nSMKZpJ+OTN2uiAMiykDFyHRh6HYnh2j+w3E3/Ng803gMXSwET8mXCsiz8ZU8bHt28B2fO2QuZKJIIVRExrdYNr1tFd18E0ZgOy7KnsEiCnYyHZU8RyWblojq4HHaNKN2woMgiKr0aXJr9VGvVJc3Ye7QTEOyR9qYAWCagKhLqqpypi+o9A2ppE+WLYZiIxHSc6QjhjQ9PYeuO0+jpV8JpSoUDV65owmVLG+BxqZBFAS6HjNWXz8STrxyAblrDxspElHiRRQGxLAl5eUBHgQlLKpRs573LIcOyLEiSmDHzCji/IOvX19plnx7euBOAXbswOZvL61agSGIqfvhwiIioOFS4tbSFvSezwSZ55SOdM1QSk0qb111c8TXcPY5DkRCK6hl1qx2JkjRL59Rg79FOCCKgCgIMCwhHdCydUwNg+PuY4e6v2EekkfK4FLs8VBE/VB7svB4uHnOZMZIsDZOK2cT/V7jVrCPXc10rb7D2j6TczWTEhHwZOHyqB7/etAt7j9kLqggCcNmyRqy5cjYCwTh+/+fjONnWh6nVLjzwpSU4dKp7RDWsm+u9GU/iIjEdU6td2HWkE5VeLTVCQ1MkKLJgLw4R1pkcpIKwLAuRmI5wRMfOI+fw5gct2H6wIzXiXACwZE4NrlrRhCWzayAKAhRJhNspw6kpEEUBt3xqPmJxM6dYmYikuKJIiBtmeq004XzNxYE/nzFG+ZbtvL/7RrtztfHNw+gJRFOLtibrMEKwR39tfPMwfnjvJ1PvP9nmtx/6SiKa6728bhARUVFzORUEw/Gs2ycaB2NQvgx3rs1prkyNgDf7jYCf1VgBABm5AjUxm2PXkc7UQpCD3cfwPKeJ4MqyLlapGC4mcpkxksxl/Pa1gzBNezR9hVtFTaUzlePrL9e18kbb5smu7BPyx44dw3e+8x309PSgsrISP/7xjzFz5sxCN2tcdHSH8NOntuOjQ+dS25rrPPjr1Uswb3oVvImnf5csqU9NM/nlxp2oq3bhgXUXDzkVJRbT0ROIDfnzW84GM7bpholwYvBxKBJHe1cIuw6fg6aIuOWaeZjXXJUx3QVAzlNgiIYS1w2EIjq6/GG8s/MM/rT9dGrGCGCveXD58kbUVTvx593teO71Q3h/bxs+94mZuHhhXcZT8pFMm/rFs9vR0WOf/O1dIbSd68Oj3/1sxn433L8pY9vmh9ZkbFMkMWO0iZVY5GigXKeRjWS6GdFwBjuftu1rB2CXKguG7VHylgXE+9WT33X4XEYsTK1yoq7aid1HzmHX4XMYSJYEmFZy4SJgep0Ply1rwK4jnTjV1oe4YUKWBEyv9/HcppISixtQszxsJaLila0/NtT28fY/Hvlz6r+T91vZ+pMTgf3J8pLr3zPbjJC1V8/FDx79M5KTek3LQiQST93jt3eF0O2PpF7XDRPRmJ5WPve2f9yMcOx8H9Gpinj6RzcAAP7jv7fBH9JTn3WitQcbHlyd2vcrD/4hdf8FALWVWtr915Ov7h9ycNVYzmXGAU2Uoc6toQbiDfZats/77lc+lhr5rilSanFUWGbWfMVALWeDqf0EwS5bapgmJFFEY60bd61ekmrLoVPdOHiiC9G4mbpeAcDVK6bh/nUrx+X3UqrKPiH/ve99D1/84hexZs0abNq0Cf/yL/+CJ554otDNGpNgOI6n/3gQv3vrCPTE6ENFEuBNTDORJHvh1qRcppn03ycYjqWSKGPRP5kYjZv471cOwO2QUeXTUu342VPbYVkWPC4l5ykwRIM5cLwbv//zcfxldxuicSO1ffa0Clx10TSsWDgVB05044U3D8PnUTFtihtdvWE8vHEX7lkrjPqcG9gZBICOnii+8uAf0jqFg13cbrh/U8ZNVLbFurJtz3Ua2WimmxENZrDz6dAlzXj9/VOIG+aIryNnu8M42x0e9PXk9Q6wry/Hz/hxss0Pj0uxf5Zgz35p7ejjuU0lRVWkYW9+8pVoI6Lc5NpPmwgj6U+ON/Yny8twf8/hXt/4xkHoZvpn6iaw8Y2DWLmoDl09IQyswGlaQGePXRZjYDIeAMIxE7f942YosphKxif5QzrWffclbHhw9bD3X0++uh9PvXYQEABZtGf4P/XaQQD2oKuxnMuMA5oo431uDfZ596xdhnsGjFyHZWLXka4R/wzLAuLJLwLLREt7AD/97Yf41hdW4NCpbjz5yoGsD/Te/PA0AOSUlC/XmCvrhHxnZyf27t2Lxx57DABw/fXX48EHH0RXVxeqq6tT+/n9fvj9/rT3trW15bWtuTAMEy+/ewy/ffUg/EF79LqYWLF4ao0TXqeKnr4Inn3jMFYsPH9S5jLNpP8+wXDmyPfxEorqaFDdqXZ0dEcAWJhS6Ry0bVQaChlH0biBHz/xPt7f257apioiLl1cjysvasL0xMJBggB8cOAsKr0qTBPoDcYACIMuYJKrgZ3B4baPp1ynkY11uhlNvFK5FgGDn0+bth5FlVdFb3DsD3VzYVpAIKRDkgSIgr0Qciiio6ZC5rk9SZVSHBEVI8YQDYX9ydyUShwN9/cc7vXBknfJ7QOT9UnJ7QOT8UnhmDnoa8kk/XD3X5u2Hk0k4+3R+LIA6KZdjvSO6xaO6VxmHORHqcTReBrvc2uoz/vhvZ9M+8w1//C7MbffAiAJAsJR+2ccPd2bNRmftHVHK+5fN/znlmvMlXVC/syZM6irq4Mk2dOAJUnC1KlTcebMmbSE/OOPP47169cXqpk5eXdXKx5/aS9OdyQWbJVFSJKAxmoXqiocME0LvYEYTAsZCzG0d4Xgdab/qQcu2JBtn4kwsASHbpgYuJZGtsUkqPgVMo66/ZFUMr6u2oUrL5qGTyxtSNWIEwW7XpzbqeDEmT441fRFXEr5nMslvkeyHxVOKVyLkgY7n8JRHfXVzvOjJPLAtCwoiXgWBKTWM+G5PTmVUhwRFSPGEA2F/cnclEocDff3LOW/dziqQx5QQUoS7O3A2I6tlH8vpaRU4mg8jfe5NZLPMwdOZxmFZGlRw7RwtiuUirfB5PozyzXmyjohn6s777wTN998c9q2trY2rFuXw6OaCXbgRBcee3Ev9hztBGBPx//YBfVYc+UcPP+nwwhH4wiF9VRt3mjcyFiIoa7albEo68D9su0zEQYm3+36celBmO0YqPgVMo7qa9z44b2fRDAcR1OdJ5Vsl0UBLocMl1OFJNrbaiocw8ZDKcklvkeyHxVOMV+LBhrsfHJqMqJxA4osQjfyk5QXBQGmZT94syz7gTXP7cmrlOKIqBgxhmgo7E/mplTiaLi/Zyn/vZ2ajEhMh9wv/2BY9nZgbMdWyr+XUlIqcTSexvvcGsnniaIw5qS8kLgfk0QBU6tdCITjWRdA7/9NG+mPAAAgAElEQVQzc1GuMZefVWcKpKGhAe3t7TAMu5a0YRg4e/YsGhoa0vbz+XxoampK+199fX0hmpzS1hHAT/5rG/7hf7+VSsYvmF6Ff7zrUtx94xLMavRh9WWz0NEVQV84BsuyUgsxJBdRSVp79Vzouv36YPv138c9gSPlXYkLY7IdLoeculgOdQxU/AodR0vnTsGimdUQBAGKJKLSo6K2ygWvW0sl44Hc4mGkaiu1EW0fT7kez0QcN42vQsfQSAx2Pq25cjZ03YLLkZ/n/aIAeFwyTNOCbpqwYP9sntuTVynFEVExYgzRUNifzE2pxNFwf8/hXl86pzrr5ya3D3eP5FSzp6OcqgifK3tfMrl9uM9ec+VswLLL1FiWCd00ASuxPYdjGwrjID9KJY7G03ifWyP5vCsvbBxr8yHAnr3s1GSsvXou1lw5G0Ol3HP9meUac2WdkK+pqcGiRYvw4osvAgBefPFFLFq0KK1cTbHpDUbx6O/24BsPvYmt20/DsuynQffdsgz/9xcvwuKZ1aitdMHtVLFiYR3uWbsMVT4nAmEdVT4n7smyqMHKRcPv138fj1NFpUcd03EIQvpoeE0R8cXPLMADX1qZ1o6/u/0ifOsLK4Y9BqJcyLKAap+G2ion3E416xPXXOJhpB797mczOoW1lVragq7A4IvyZdue6765Hs9EHDdNXoOdT3dctxD3rF2GxloPKj0aJCm3UQ8AMLXKiaVzqjNmUiXJkgBRtK8togjMbPDhC9ctwIyGCnhdKhyqDLdTQWOtl+c2ERFNqJH06crpZ7M/WV6G+3sO9/oP77siIym/dE41fnjfFQCGv0d6+kc3ZCTlnaqIp390AzY8uDojKe9zydjw4OqcPvuO6xbi9k/Ph0OVoZt2zenbPz0fd1y3MKdjG8vvjWi0xvvcGsnn3b9uJa5eMW3EP0MQ7BnKoghIkoimOg++9YUVWLmoDndctxB3fGYBNCUz9Xz1imk5Leg60uMoJYJlDazqXV6OHDmC73znO/D7/fD5fPjxj3+M2bNnD/u+lpYWrFq1Clu2bEFTU9OEtzMS1fHKX07g2S2H0BOwFyLxOBVcf8VsXLG8ES6HAq9bhaZIE94WovGS7zgiKjeMIaKxK4U4uuH+TUO+vvmhNcPuk+t++UjaUXkphRgiKnaMI6KxYxxROSn7GvJz5szBM888U+hmDCquG3hvTxs2vHIAp9r7ANh11Vdd0ozPfnwmvC4FHrcKd2JxSiIiIiIiIiIiIiIqTWWfkC9Wcd3EwZPd2PDKfuw6fC61/ZLFdVhz5Ry75IZDgcelptW/JiIiIiIiIiIiIqLSxIR8nlmWhVNtfXh6y0G8taMVZqJi0NymCtxyzTzMaqyApkjwuVWoLE9DREREREREREREVDaYkM+jWNzAC386gme2HEQkZgAAaiuduPnqubhoQS0USYTPo8KpsTwNERERERERERERUblhQj6PfvPSXmx+6ygAwOWQsfqTs3DViiYosghPojyNyPI0RERERERERERERGWJCfk8qq9xwetS8LELGvC5y2bC7VDgUGX43AoUmeVpiIiIiIiIiIiIiMoZE/J5dOMVc/BXl83C2e4QZFGE162wPA0RERER5U0sbuS0TlGu+xERERER0cgwIZ9nAgCvU4XbqbA8DRERERHllapIuOH+TcPut/mhNXloDRERERHR5MOEfJ5JkgivWy10M4iIiIiIiIiIiIgoz8RCN4CIiIiIiIiIiIiIaDJgQp6IiIiIiIiIiIiIKA+YkCciIiIiIiIiIiIiygMm5ImIiIiIiIiIiIiI8oAJeSIiIiIiIiIiIiKiPGBCnoiIiIiIiIiIiIgoD+RCN6BYGYYBAGhraytwS4hyV19fD1kunrBmHFEpKqY4YgxRKSqmGAKKP46ampoK3YSsYnEDqiINuU80pkNTh/5bhyMxdJ47O55NmxSKKY6KPYaIBsM4IhqbYoohgHFEpWmwOBIsy7IK0J6it23bNqxbt67QzSAakS1bthTVjT3jiEpRMcURY4hKUTHFEMA4otJUTHHEGKJSxTgiGptiiiGAcUSlabA4YkJ+EJFIBLt370ZtbS0kaejRQaPV1taGdevWYcOGDaivr5+Qn1FseMwTe8zF9gQ7H3HUXzmeX+V2TKVwPMUUR/mOocEU09+NbSn+thRTDAF2HL3xxhv49re/XRS/n/6K6e/WX7G2Cyjeto13u4opjorlWjSYYj0nJtpkPW4g92OfTHFUzOcD2zY6xdC2YoohoPivR+OlGP72xaTUfx+DxVHxRFaRcTgcWLlyZV5+Vn19fVE9dcwHHvPkkM846q8cf9fldkzldjwTpVAxNJhi+ruxLdkVU1uKhcPhwNKlSwEU7++H7Rq5Ym1bsbZrLIrtWjSYcvzd52KyHjdQWseerzgq5t8J2zY6xdy2fCuV69F44d8+Xbn9PrioKxERERERERERERFRHjAhT0RERERERERERESUB0zIExERERERERERERHlgfSv//qv/1roRkxmmqbhYx/7GDRNK3RT8obHTBOpHH/X5XZM5XY8k0Ux/d3YluJvSzEq1t8P2zVyxdq2Ym3XZDBZf/eT9biByX3sgynm3wnbNjrF3DaaWPzbpyvH34dgWZZV6EYQEREREREREREREZU7lqwhIiIiIiIiIiIiIsoDJuSJiIiIiIiIiIiIiPKACXkiIiIiIiIiIiIiojxgQp6IiIiIiIiIiIiIKA+YkCciIiIiIiIiIiIiygMm5ImIiIiIiIiIiIiI8oAJeSIiIiIiIiIiIiKiPGBCnoiIiIiIiIiIiIgoD5iQJyIiIiIiIiIiIiLKAybkiYiIiIiIiIiIiIjygAl5IiIiIiIiIiIiIqI8YEKeiIiIiIiIiIiIiCgPmJAnIiIiIiIiIiIiIsoDJuSJiIiIiIiIiIiIiPKACflB6LqOlpYW6Lpe6KYQlSzGEdHYMIaIxo5xRDQ2jCGisWMcEY0d44jKCRPyg2hra8OqVavQ1tZW6KYQlSzGEdHYMIaIxo5xRDQ2jCGisWMcEY0d44jKCRPyRERERERERERERER5wIQ8EREREREREREREVEeMCFPRERERERERERERJQHTMgTEREREREREREREeWBXOgGTLRrrrkGqqpC0zQAwAMPPIArrriiwK0iIiIiIiIiIiIiosmm7BPyAPCzn/0M8+fPL3QziIiIiIiIiIiIiGgSY8kaIiIiIiIiIiIiIqI8mBQj5B944AFYloWLL74Yf//3fw+fz5f2ut/vh9/vT9vW1taWzyYSlTzGEdHYMIaIxo5xRDQ2jCGisWMcEY0d44jKXdkn5Dds2ICGhgbEYjH84Ac/wPe//338+7//e9o+jz/+ONavX1+gFhKVB8YR0dgwhmgiWJaFYCQOj1MtdFPygnFENDaMoeIUixtQFWnM+1B+MI6Ixo5xROVOsCzLKnQj8uXAgQO499578frrr6dtH+zJ27p167BlyxY0NTXls5lEJYlxRDQ2jCGaCL19UZiWhSqfo9BNyQvGEdHYMIaK1w33bxry9c0PrclTS2g4jCOisWMcUbkr6xHyoVAIhmHA6/XCsiy8/PLLWLRoUcZ+Pp8vo4wNEY0M44hobBhDNN6C4RgCkThcWll399IwjojGhjFENHaMI6KxYxxRuSvrO7TOzk5885vfhGEYME0Tc+bMwfe+971CN4uIiIhoQkVjOvzBWKGbQURERERERAOUdUK+ubkZL7zwQqGbQURERJQ3hmGipy8Kc9IUJSQiIiIiIiodYqEbQERERETjw7IsdPdFoTMbT0REREREVJSYkCciIiIqE/5ADNG4kfr3iTN+vL2zFZbFBD0REREREVExKOuSNURERESTRXIR16RDJ7vx06e2QzcsLJ5Vg9nTKgrYOiIiIiIiIgI4Qp6IiIio5A1cxLWtM4hfbtwJ3bDQOMWNpqmeAraOiIiIiIiIkpiQJyIiIiphAxdx9QejWP/0DoQiOnxuFfevuxiqIhW2kURERERERASACXkiIiKikjVwEddY3MAvnt2Jc70RqIqI+25djtpKZ4FbSURERERERElMyBMRERGVqN5+i7iapoVHN+/B8TN+CAJw940XYGaDr8AtJCIiIiIiov6YkCciIiIqQcFwDMF+i7g++/oh7DjYAQC47dr5WD6vtlBNIyIiIiIiokEwIU9ERERUYqIxHb39FnF9Y9spvL7tFADgmpXN+NTFzYVqGhEREREREQ2BCXkiIiKiEqInFnG1Eou47jjYgaf/eBAAcOH8Wtx6zbwCto6IiIiIiIiGwoQ8ERERUYmwLAs9/RZxPX7Gj//zu92wAMxs8OErNyyBKAqFbSQRERERERENigl5IiIiohLRfxHXcz1h/PyZHYjrJqZUOHDfrcuhKlKBW0hERERERERDYUKeiIiIqAQE+i3iGozEsf6ZHegLxeFyyPjGbRfC51Yz3iMAUFUm6YmIiIiIiIoFE/JERERERS4a1eFPLOKqGyYe3rgTbZ0hyJKAe9cuQ32NO+v7vG4VboeSz6YSERERERHREJiQJyIiIipiumGiJ2Av4mpZFv7fl/fh4MkeAMCX/2ox5k2vyvo+n0uB15U5ap6IiIiIiIgKhwl5IiIioiJlmumLuG5+6yj+sqcNALDmyjm4dEl91vd5nQq8bi1v7SQiIiIiIqLcMCFPREREVKR6A9HUIq7v7GzFy+8cBwB8cnkjPvuJGVnf43Eq8HmYjCciIiIiIipGTMgTERERFaFAOIZQVAcA7Dvehf/6w34AwOJZ1fjidQsgCELGe9wOBRVMxhMRERERERUtJuSJiIiIikz/RVxPdwTw8PM7YZoWptV68NWblkKSMrtwLk1GhYc144nGIhSJF7oJRERERFTmmJAnIiIiKiK6YaI7EIFlAT19Uax/ZgciUQMVHg3f+PxyODU54z1OTUalV8s6ap6IchMMx9AXihW6GURERERU5piQJyIiIioSpmmh2x+FYQKRmI6fP/sRuv1RaKqEb3x+Oap8joz3OFQZVUzGE41JIBxDbyAGy7IK3RQiIiIiKnNMyBMREREVid5AFDHdgGGaeGTTbpxq74MoCPjqmgvQXOfN2F9TJCbjicYoEI7BH4iBqXgiIiIiyodJk5Bfv349FixYgIMHDxa6KUREREQZkou4WpaFp147iN1HOgEAd3xmAS6YMyVjf02RUOVzQBSZjCcarb4Qk/E0crG4MS77EBEVK84YI5pYmUVIy9CePXuwY8cOTJs2rdBNISIiIsrQfxHX1947ia3bTwMAPvPxGbjiwsz+iyrbyXiJyXiiUesLxdAXZDKeRk5VJNxw/6Yh99n80Jo8tYaIaHzFdQOBcBxV3sxSiUQ0Pso+IR+LxfD9738fDz30EL785S9n3cfv98Pv96dta2try0fziMoG44hobBhDk1dcP7+I6wf727HxjcMAgJWL6rDmqjkZ+yuyiGqfxmR8FowjylVfMAp/KF7oZhQdxhDR2DGOqJSFo3H0BqKQxMIW1GAcUbkr+4T8T3/6U9x4441oamoadJ/HH38c69evz2OriMoP44hobBhDk5NpWujpsxdxPdzSg8c27wUAzG2qwJ2rF0EcUBtekURU+xyQpElTdXBEGEeUCybjB8cYIho7xhGVqr5gFH2hOCwAhe5qMo6o3JV1Qn779u3YvXs3HnjggSH3u/POO3HzzTenbWtra8O6desmsnlEZYVxRDQ2jKHJKbmIa3tXCL98bid0w8TUKie+fstyKLKUtq8iiaiucEAu9B1SEWMc0XCYjB8aY4ho7BhHVGoM00JvIIpwVAdgz95U5cL2NxlHVO7KOiH//vvv48iRI1i1ahUAO3jvvvtu/OhHP8Lll1+e2s/n88Hn8xWqmURlgXFENDaMocmnL2Qv4hoIxbD+mR0IhuPwOBV887YL4XEqafvKooAqH5Pxw2Ec0VCYjB8eY4ho7BhHVEpicQM9fVHEDRMAcLLNj1+/sBs//sblw7xzYjGOqNyVdUL+a1/7Gr72ta+l/n3NNdfgV7/6FebPn1/AVhEREdFkF43q6AvFEIsb+MVzO9HRHYYii7jv1uWorXKl7SuLAqorHFAKPFKJqJQxGU9ERJQuHI2jpy8K0wIsy8KbH7TguTcOQTe43DnRRCvrhDwRERFRsUku4mqYFn7z0l4cPd0LAcBfX78Es6dVpO0riUCVz5FRvoaIcsdkPBER0XmWZaEvGEMgbNeLD0bieOKlffjoUAcAoK7aNfQHENGYTaqE/Ouvv17oJhAREdEk1n8R1+ffPIwP958FAKz91FysWDg1bV9RBKp8TqgKk/FEo+UPRNEXzi0Z3xuI4uDJbnz24zPh0CbVbRIREU0ShmGiJxBDJGbXiz96uhePbNqNLn8EAPCxJfW447oFhWwi0aTAniYRERFRniQXcd26vQWv/eUkAOCqFU249tLpafuJAlDtdUBjMp5o1EaSjD/S0oOHn98FfzAG3bBw6zXzJrh1RERE+RWNG+hN1Is3LQuv/eUkNv3pCEzLgqqI+MKnF+ATSxsgCEKhm0pU9piQJyIiIsqD5CKuu46cw5OvHgAALJ0zBbdfOz/txieVjFfZTSMard5AFIEck/Fvf9SK/35lPwzTgsshY+WiugluHRERUX4FI3H4A3a9eH8wht+8uAd7j3UBABpr3fjqmqVomOIucCuJJg/e6RERERFNsEhiEdeTbX488sJuWBYwvd6Lv1lzAUTxfDJeEIBKrwaN5TKIRi3XZLxhmHj29UN444MWAEB9jQvf+PxyzGzwTXQTiYiI8sKyLPgDMQQi9nXxwIluPLp5N3oDMQDAFRdOw+dXzcsskchR8kQTind7RERERBMorpvoCUTQ2RPBz5/9CNG4gWqfA39763Jo6vmbH0EAqrwanJpSwNYSlbbevmgq6TCUQDiOX7+wCwdOdAOwZ6t85cYl8Dh5e0REROXBMEx090URjRswTQsvvX0ML79zDJYFOFQJX/rcoqyzwhyqjAqPWoAWE00e7HESERERTZDkIq6BkI71z+5AbyAGpybjG59fjgqPltpPAFDhYTKeaCxyTcaf7gjgl8/txLmeMADgs5+YgRuvmJM2W4WIiKiURWM6evqi0BN90Uc378bBkz0A7FmaX11zAWqrXGnvEQXA51bhdjIZTzTRmJAnIiIimiC9gSjC0TgefmEXWjuCkEQB99y8FI21ntQ+djJehdvBZDzRaOWajN9xsAOPvbgH0ZgBRRZx5+rFrBlPRERlJRiOwR+MwbSAPUc78djmPalSbtesbMbNV8+FIotp79EUCRUeLWM7EU0MJuSJiIiIJkBfKIZgJI4Nr+zH/uP2ollf+twiLJxZnbaflyORiMakpy+K4DDJeNOy8Pu3j2Hz/3cMAFDl03Dv2uWYXu/NRxOJiIgmXP968YZhYtPWo3j1LycAAC6HjC//1WJcOL827T2iAHhcKjxOBQLrxhPlDRPyREXCNC2EInF4XEzKEBGVuuQiri+/cxzv7DwDALj+8ln4xNKGtP18LgVefu8TjYplWegNxIZNxkdiOp54aR8+PHAWADC3qQJfu3kpfG5tyPcRERGViv714jt7w3hk024ca/UDAGZPq8Df3HgBqiscae9RZQmVXhWKLGX7SCKaQEzIExUBw7TQ7Y8AADyuYXYmIqKillzE9c+7zmDzW0cBAB+/oAGrPzkrbT+vU4GXCUGiUck1GX+uJ4xfPrcTpzsCAIDLlzfiC9ctgCxxSj4REZWH/vXidxzswBMv7UUoqgMAPvPxGbjxitmQ+l33BMHuh3pcKkfFExUIE/JEBaYbJrr8EcTiRqGbQkREY5RcxHXvsW488fI+AMCCGVX40ucWpt3weBwKfB4m44lGw7LsOEsmGwZz4EQ3/vOFXQiG4xBFAbetmoerVjQx+UBERGUjWS8+Gjfw3OuH8eaHLQAAr0vBXdcvwZLZNWn7K5KICq8GTeGoeKJCYkKeqIBicQPd/gjO9Ubwny/swsm2Pvzkm1dgbnNloZtGRESj0BuI4kSbHw9v3AnDtNA4xY17bl6aNhrX7VBQ4WUynmg0cknGW5aFP20/jaf/eBCmacHtVPC1m5ZiwYyqPLaUiIho4vSvF9/eFcIjm3bjVHsfAHswyFduWIKKfoM/BABup10qURT5YJqo0JiQJyqQaFRHV18ER1v9+OVzO9EbiEIQYF8piYio5PQFozjTGcT/fnoHQlEdPreKv/38crgcSmoflyajwsOa8USjkUsyXjdMPPXaAby1oxUAMK3Wg3tvWYYplc58NZOIiGhC9a8X/96eNmx4ZT+iMQOCAFx/+Wx87hMz05Lusiii0qNC05gCJCoWjEaiAghF4ugJRPHenjY88fI+xHUTDk3CvWuXYW4TR8cTEZWacDSOcz0R/OLZj9Dlj0BVRPzt55ejpuJ8EtCpyaj0aiyXQTQKuSTj/cEY/vP5nTjc0gsAuGhBLe5cvRgOlbc8RERUHpL14kNRHU+9dhBv77QfQFd4NNx94xLMn35+NpgAu//p82iQOCqeqKiwd0qUZ33BKHqDMWx+6yhefuc4AKC20on7bl2OmQ2+wjaOiIhGLK4b6OqN4JHf7caJtj4IAvA3N16AGfXnv9MdqowqJuOJRiWXZPzJtj78auNOdPkjAIAbrpiNz102E+IIY04QuNgrEREVp2S9+JazAfx6026cORcEACyZXYO7rl8Mr+v8LExJtJP0Tk0Z7OOIqICYkCfKk2SNt05/BI+9uAc7DnYAABZMr8JXb14Kj5MXSiKiUmOYFrr7onjqjwex8/A5AMDt187Hsnm1qX00RWIynmiUcknGb9vXjsdf2ou4bkJTJNx1/WJctGDqiH+WU5XhY0kpIiIqMslcQl84hnd2nsFvXzuAuG5CFAXcdNUcXHvp9LQH0E5NRoVbhSTxITNRsWJCnigPTNNCbyCKlrMB/OK5j9ByNgAAuPKiabj92vmpCyUXVyEiKi29gSj+8O5xvPFBCwDg2kun4+qLm1Ova4qEKp+D3+9Eo2BZ9gOv8CDJeNOy8LutR/GHd48DAKZUOHDvLcsxbapnRD9HFACfW4XbyWQ8EREVl2S9+N5AFBte2Y/397YDAKp9Dnz1pgswq7Eita8oAD6PBreDg/2Iih0T8kQTzDAtdPsj2HusE7/auBN9oThEQcBtn56Pq1c0pfazF/rThvgkIiIqJn3BKN7Z2YpntxwCYNerXvupuanXVdlOxrNmJ9HIDZeMD0d1PLZ5T2pmyoIZVfjqTSOfcagpEio8GhSZowiJiKi4ROMGevwRHG3145FNu3C2OwwAuGh+Lb70V4vSEu+8nhGVFibkiSZQXDfR3RfB1u2nseEP+6AbFlwOGV+7aSkWzqwGwFFZRESlKByNY+fhc3h08x5YAGY1+vDX1y9JTRdWZBHVPi6gRTQawyXj27tC+OVzH6GtMwQAuHpFEz6/at6IpuaLAuB1q/Cw/0VEREUoGImjty+C1z9owXOvH4JuWJAlAbdeMw9XrWhKlUIUBcDjUuFxKiyPSFRCmJAnmiCxuIHOnjCeef0QXnvvJACgrtqF+25djrpqFwBAkURUeDVoilTIphIR0QjEdQOHTvbg589+hLhuYkpiYW418V2uSCKqfQ7W7SQaBTOxLkMklj0Zv/dYJx55YTdCUR2SKOCOzyzA5cunjehn2KMIVSgy+19ERFRckvXi23tCeOKlffjokL323NQqJ75601I013lT+6qyfT1TmU8gKjlMyBNNgEhUR+u5AB7ZtBu7jnQCsFc+v/vGJXAlppU5EyVqOHqSiKh0GKaFU+0B/OzpHegLxeF2yPjmbRfC67JH2cqiiCqfAzKT8UQjNlQy3rIsbHn/FJ574xAsy55d+LWbl2JuU2XOny8KgMepwONSOYqQiIiKTrJe/L7jXXhk0250+SMAgEuX1OOL1y2AQ7NTeIIAeHk9IyppTMgTjbNQJI5Dp7rx82d34sy5IAB7kb+1V8+FKAqpi6fXzXrxRESl5lxPGOuf2YH2rhBkScDXb1mWmvUkiwKqK1i7k2g0hkrGx3UDG/5wAH/efQYAML3ei6+vXYZqnyPnz+coQiIiKmbRmI4ufwR/+PMJvPCnIzBNC4os4gufXoDLljWkEu+KJKLCo0JTmc4jKmWMYKJx1BeMYtu+djz8/C4EI/ZU6i9+ZiE+ubwRgJ2sqfRo0DSGHhFRqenti+Dh53fi0KkeAMCdqxdjXnMVAEASgSqfgyUwiEbBNC109UUQjRkZr/UGovjVxp041uoHAFyyuA7/1+cW5ZxY56h4IiIqdsFwDC0dATy2eS/2HLVn2DdOceNv1lyAxloPAEAA4HYo8LpViJxlT1Tyyj4reN9996GlpQWiKMLlcuG73/0uFi1aVOhmTWpPvrofz2w5hLhuZn1dEgWIAhA3LACAKAqQRAHTaj24c/ViAMBvXtqD02cD0BP7DFTpUaGqMlyajO6+MPzBOCwLkEWgptIJCwLqql1YOqcGb+9sRcvZAEzTggBAUSQ4VRnN9V6svXouVi6qw5Ov7semrUcRjupwajLWXDkbd1y3MPXzknXeXn73GH772kGYpgWvS8E9Ny/D3GZ7KrWmSKj0aixjQDn7p1+8hV1HulL/XjqnGj+874qM/R7asA1bd7TCNC2IooArL2zE/etWZuy37rsvwR86P/LQ55Kx4cHVWX/2bf+4GeHY+Rh1qiKe/tENGft94ydbcKItkPr3jHoP1v/Dqqyf+ZUH/4COnmjq37WVGh797mez7kvlbdu+dmx88zDau0Koq3alvmsH2+/IqW6EYwasfl/5ddVOfH3t8tR39HNvHM6azBNFwLKQ9l4AUGUBgigirpswzfMvKpIAt1NBMGLHSqVXhdepQdMknOsOo6MnDAC46ao5uGRxvf0zBKDK54SqSGnH5tQkCBAQiupwaTIsWNxidpoAACAASURBVAhHjSGPmSaPXOLgyVf347nXDyEat7+PRUGAQxURihqJf9vT1o3sXaqsRBEw++0vSwJuu3Y+7rhuIbbta8fjL+3F6Q77e72x1o27Vi8ZND5z3XcoQyXjj7X24lcbd6E3EIUA4Kar5+C6j83IObGuKRJ8bo6KJyIqlFz7fNkMd48z3L3ScPcew90bDXU/lOt92nAsy0JvIIYPD5zFo5v3oDdgt/eTyxtx+7XzU9cvWRRQ4dFSJWuo+OVy7o/0nmiiPyv52qm2PsQNE7IkYHq9L7VPLu8d+Nq2fe34zUt70NphV4+YVuvBZcsasOtIJ0619SES0xGNGxn3aoDdx51aZd/zHTrVjf9+5UDW3/Vo46/QBMvKdtjlo6+vD16vvejFH//4R/z85z/H888/P+z7WlpasGrVKmzZsgVNTU0T3cxJ48lX9+PJVw5gpCedICRuQjUZlmkiEjNgDvMhDlVENGZm/VlVXhWiKKKrNwIImYkaO7nigCKJWDizCm/taAUEQBIAwwJgAbd/2r55NU0LXf4wHn9pH978sAWA/SVz7y3LMKXSaT/JdirwuSffyCzG0egN7OQlDbzYPLRhG9788HTGflevmJbWYR3Y4UzKlpQf2PlMGpiUH5iMT8qWlB/YIU5iUn5o5RhD2/a14+GNOyHLAjRFQjRuQNct3LN2WVqnMblfIBJDIMu5C9jfrZcsmoqt208Pe00YKfu6Yyc6ayudMEwTXX77HF4yuxrf+PyFEAT7AXK11wFNk9OOTddNdPTYdT99bgX+YBwAUFvpgCyLWY+ZJkYxxlEucTDaPtNoXb1iGj46dA7+YAyCYI/EMy3A61LwrS+syIjPnz21Pad9h2L3oSKIxjOT8X/efQb/9fv90A0TDk3C3TdcgKVzp+T0uaIAeFwqPE5l0vW9JkIxxlAxuOH+TUO+vvmhNSX982h8TcY4yrXPl81w9zjD3SsNd+8x3L3RUPdDc5src7pPG45umOjqjeD5Px3GS28fg2UBmirhS59dmBr0AQAuTYaPa88BKJ04yuXcH+k90UR/FgA8vHEn4oaJnr4okOjfVXhUKJKEay5pxuvvnxryvQNfu+aSZrz89jH0heIQBcACUgOhXE4FoXA8p3s4RRYHHdCbVIpJ+bJ/vJZMxgNAIBDI2in3+/3w+/1p29ra2ia8bZPRpq1HR3VjaVmAKAkIheNZE+jZRLJcQJN6A3FoqmS3xbK/aPp/pAUgFNFRU6Fh645WCIK9UB8AyAKgmyY2bT2K265dgJb2Pqx/9iPsP25flJfPm4K/vmEJHKoMUQAqvRqcmjKKoy4tjKPxla2Tl2371h2tAOzkYZJl2dvvX3d+W7YO52Dbs3U+s23PlowfbHu2DvFQ2yejyRJDG988DFkW4EjUvXSoMiLQsfHNw2kdxuR+oXD2cxcAQuG4PXJqAjKWlgWYACo9GiIxHX0hO6GuKiJicTOVjK9KJOMHHtvp3gDERKayNxCHJNm90N5gDNNqPVmPmcauVOIolzgYbZ9ptLbuaIUiiRBFwT53AcC0EI5mj89QRM9p38EYpoXuLMl407Sw8c3D+ON7JwHYI6Puu3U56mvcOR2Hpti14lk+anRKJYaIihnjyJZrny+b4e5xhrtXGu7eY7h7o6Huh3K9TxtKNKrj+Bk/fr1pNw6c7AYANNd58TdrLkitTSSJQIVncuQSsinlOMrl3B/pPdFEfxYAyLKA3uD5/p1pWom8mIxNW4+iyqsO+d6Br23aehS6bkAUhFSZJcO0R8OHwnrO/dzhkvHAyOKvWJR9Qh4A/vmf/xlvv/02LMvCI488kvH6448/jvXr1xegZZNPODp4YmU4ySdq43F3alrWkEFtWXbQa4oE07SgyukPcmQRcGoSdh85h589tR1nu+0SBp+7bCZuuGI2REGAKkuo9E6eG0LGUWGYg2QiB9tOxWuyxFB7VwheZ3r3Q1MknO0KZd1vqFPZAmBN4Lnu0uwHqz2JZLwii6itcKDLH4GQeODaf+pw/2OL6yZEwV7IO25ZUAQBFs53KLMdM41dqcRRLnEwlj7TaJimBR329OQkuxyOlTU+dSO3fbMZLBkfjMTxfzbtxt5j9k3V4lnVuHvNBXA7hk9GcFT8+CiVGCIqZowjW659vmzK+R4nEI7h3V1n8NjmPakBH5+6uAlrPzUPimwPAnSoMio86qQud1vKcZTLuT/Se6KJ/iwLgNcpI66bSJ52gnA+LxaO6qivdg753oGvhaM6xES1i6Tk4Fozx2ItAwfPlpNJkZD/wQ9+AAB44YUX8G//9m/49a9/nfb6nXfeiZtvvjltW1tbG9atWwcaX05NRjAcH9V7zcRI9lxHyA9FFAQosgh9kKKrgmAnXqJx4/9n787joyrvxY9/zpkzc2af7CEhYV/CkrAFFFBAUEStomjdsC6trVarva3drvbeLnrrtdZeW/1VrfuKK4pLKyhIXSqb7CC77IQlZM9ktnN+f0wyJJAVCDMTvu/Xy5fkzJnJM5Pznec83/Oc74OqKkTM6Mx4iNa097rsBEMG//PsEvyBMJpF5foLBzFmSPTWMpc9WqLmdFpsReIoPlRVafbE9HQ69rqK0yWGstOclFX6YzMoAAKhCFn1s4GO3k9VaDEprwBKCzFwomyaitOuxcrOQLTcTNgwyclwkdLMjKXG781aX5bGJNrnGPXlzhoGWs29Z3HikiWO2hMHJ3LOdDxUVUGzqBimSUMXYprRtX2ai8+KqkC79j1aS8n4fYdqeOytVbFJDueN6cFlk/q1qz+TWfEnT7LEkBCJTOIoqr3nfM3pimMcwzAprfDz2sebmLtoBxCd/PGdCwcxYmAWEL247HXZcDls8WxqQkjmOGrPsd/RMdGpeK2ySn8sT6bW590a8mIOXSMQirT63KMfc+ga4XAEwzhyt4tS/7qqomBitpnb66rJeICkudxWVVXF6tWr+fLLL5v81xGXXnopixcvpqysrMl2r9dLXl5ek/+6devWwquIEzF9Qh+OpwtVlGgH5nRYcdgstKcfttvUFn+Xz23FadeiyRzl2CBXAKddIxw2mTA8F8xomRqLauJ1WSmvClBWFcAfCON12bhr5kjGDOkWLVHjtpHi0ZP6ZOF4SBydXIV909q1fcLwXODIopUNHVrD9gZeZ/PXX5vb7rA13zUcvb1nN3ez+zW3PTNFb3bflrafjk6XGJoxqR/hsEldMIxpRv8fDpvMmNSv2f2cjpbnDjgdViYMz21Xn9ARqqrg8+gcqjiSjE/x2IgYJhZVZcakfjibmbHb+L35XDYM08QwTHxuK4ZhYpgmPpetxfcsTlyyxFF74uB4z5mO14ThuTjtGoZhEjEMDMPAME0cutZsfLZ338ZaSsav2XKIB15cyoEyP5pF5cZvDebyyf3bPJdqSFyk++ySjD9JkiWGhEhkEkdR7T3na05bY5y2xkptjT3aGhu1Nh5q7zitsVDYYOOOMu57dkksGd8718s93x0TS8brVgsZKU5JxtdL5jhqz7Hf0TFRZ79WbOxVf34XNgxMzFhebPqEPm0+9+jHpk/og0PX6sdEBhHDQCF6/uZ0aO0+z22Y0NSa1uIvUSVFQn727NmcffbZ3Hrrrdxzzz2x/37961+3+ryamhr27dsX+3nBggX4fD5SUlI6u8miBddMLeCa8we2GlAWVcHa6Bbohhlb+dkefjZzFD//zmjyu3ma3CZ9tBS3DZ/bTs8cLz63NXY1TlMhO82BzaqRm+nmmvMH0qObB4tFiS3gp9sseF06uZlubplRxF0zi7nqvAF4nDa8bp3yqiCBUHRmfY9uHv7zhtH0zvVhtaik+xzSgYqT4g+3nX1Mp9LcQiV3zSxm0sjusaSFqirHLOgK8PK9Fx1z4tncgq4Ar99/8TEnoUcv6Arw6M+nHJN8b25BV4Bn/mvaMSfGsqDr6al4UDa3zCgi1eug2h8m1etodnGvhv1656bg1C0cXYEiO83Bz2aO4q6ZxVw9dSC6rflknKpyzHMBbJqCbrMck/CzWhR6Zrsoq6yLDf7SfToWVSXd5+TmS4Y2WWirpfdmopCX7SY/24PNqpGf7SEv242J0uJ7FqeP9sRBwzmTbj3yfawqCk7d0uhn6Ojd7OpR+2sWhWvPH8hdM4u586oR5Gd7oiVflOgx3NwircWDstu9b4NI/eJ1jZPxpmny4Zfb+dubq6gLRPC5de6aOZIzh+a0+T50zUJGigOP0yYlaoQQIgG195yvOW2NcdoaK7U19mhrbNTaeKi947QGgUCYj5fs4LdPfsm2PRUATD2jJz+bOYp0nwNFAa/TWn9xOSlSdKIN7Tn2Ozom6uzXangsN9ONxxmtFe9yWMnN9HDLjCKumVrQ5nOPfuyaqQX8+OqR5GW7QVFQFIUe3bxcPXUgvXN9eF06dtux47wGihId89194xiuPX9gi593Mi7oCqCY5okW/+h8Z599Nvfddx8TJ07s0PMOHTrEbbfdht/vR1VVfD4fv/zlLxkyZEibz02W1ZvFqbPnQBUPvbKczbvKASgelMX1Fw7GZrXg0DV8svL5MSSORGcIhQ2qaoOkee3xbkqnkxg69cIRg4dnLedfK/YA8J0LBjF+WHQ2ltdpxeOSuzqSjcRR/IUjBocr65qs3xMMRXjxn1+zdP1+IDpT8NYZRfjcrceYooDHYcUtifhTRmKoeRffNafVx997aHpS/z5xckkcnZ4OV/p5/oP1LFi2GwCP08qN3xrCkD7pAFgtKj6Pjm6Vu7zaQ+JIdCVJUUM+Eolw1llndfh5GRkZvP76653QInE6MU2TdVtL+dMrX1FaX77gkrP7cMG4Xqiqgsdpw+OUWfFCnArVtQHmLtrJmq2HuHn6UPKyPPFukuhCTNPklbkbYsn4C8b1iiXjPQ5JxgtxPML1M+NDjdbtOVxZx+NvrWbn/ioAxhbmcO35A9ssO2PTorXibZK4EEIIkcAMw2TTzsM88vqqWF83oEcK3714KCkeHYXounOe02zdOSHEEUmRkP/+97/PY489xm233YZ69H22QnQiwzD55KtdPDZ7NYFgBJtV5aZvDWHEwCw0VSHFraPrSRFGQiS1SMRgy54Knp6zlq+3HwZg+ID9kpAXJ9W8xTt4Y/5mAEYPzuaSs/sA4HZY8bYxa1cIcaxQ2KCssmkyfsvucp6YvZqq2hCKAldM7s/k4vxWZ7urSjQOZVa8EEKIRBeOGHz45Xae/2A9dcEIigIXje/NheN6R8vxqgo+t45d8ghCnNYS9htg4sSJsRNu0zQ5dOgQTz311DH13xcuXBiH1onTQThi8PKHG3hrwWZMINWrc9vlw8jP9qBbLaR4dLSOFm4VQnRYjT/I2wu38Pa/thKsX7+heFAW55/ZK74NE13K8g37eXz2GgD656dw/YWDURQFl93aZgkNIcSxQuEIhysChI0jyfjPV+1h1tyNRIzoImE3Tx/K4N7prb6Obo3OipdFW4UQQiS6yuoAT7y9hk9XRu+29LltfPfioQzsmQqAU9fwSqlbIQQJnJB/8MEH490EcRqrrQvxf7NWsGhtdFHgPt193DqjEJ9Lx+Ww4nXJDC0hOlvEMNnwzWGeeGc13+ytBKIntddMLWBUQSYOmVUiTpLteyv444vLCEcMstOc3DqjCKum4tQ1fG4pSSZER0WT8XWEjehSVZGIwRvzN7NwebSGbk6Gix9eXkRWqrPF11AVcDttuB1WOecSQgiR8DbuKOXPs1aw92ANAEP6pHPjtwbjcdqwqOBz6zh0a5xbKYRIFAmbzRgzZkzs3//85z+54IILjtnnww8/PJVNEqeJ/aU1/OG5pWzbG10B/cyh3Zg5rSA2K146USE6X3VtkNc+2sT7X2wjHIkmdMYPy+Xyc/rhtFtRFLk7RZwchyv83PvMYmrqwnicVn505XBcDisOXYvW+JREoBAdcnQyvro2yJPvrGXjzjIAivplcNPFQ1q9qCqz4oUQQiQLwzB4//NveO6D9YTCBqqqcOnEvpw7pgeqouDQNXwuGxa5u14I0UjCJuQbu+eee5pNyP/3f/8306ZNi0OLRFf19bZS7n9hKWVVARTg0kn9mHpGD3SrRopHBoZCdDbTNFm9+SCPzV7DnoPVAGSkOLhuWgEFvdJQAIeu4XHJrGVx4uqCYX7/zGIOlPmxaiq3XTGMzBQHdptGqiTjheiwo5Pxew5U87e3VlFaUQfAtLG9uGRCH9QWYktVwOuy4XLId7wQQojEV1UT5JE3VvLlmuid9WleOzdPH0qf7j5UFbwuHZddJvQJIY6V0An5Xbt2AdEETcO/Gz9ms8nJujh5FizbyaNvrCIUNrDbLHz3kqEU9cvAZY+WqJHVz4XoXNW1QZ7/YD1zF+/ANEFRYEpxDy6Z0Aeb1YLVouJz2WQhZXFSGIbJH19cxtbdFSjAdy8eQu9cH7rVIsl4IY7D0cn4FRsP8Nz76wmEIlg1lRsuGkzxoOwWn2+3aXhdNqyazCAUQgiR+DZ8U8qDr3zFgcN+AIb1z+T6iwbhslux26JlD2XNOSFESxI6q3HeeeehKAqmaXLeeec1eSwjI4M77rgjTi0TXYlhmLzwj/W89ckWADJ8dm67Yhh5WW68brmiLcSpsHjdPp6YvYaD5dET2txMF9+5YBC9c31SR1h0ir/PWcPS9fsBuGJKf0YMzMJmtZDqtcsFWCE6KBiKUFYZTcYbpsk/vviG9z//BojOFvzh5UXkZ3uafa5FBY/MIBRCCJEkTNPk7YVbePGfGwhHDDSLwuXn9GfSqDwsqoLHZcMtd3oJIdqQ0An5DRs2AHDdddfx0ksvxbk1oiuqC4R58KVlLKlPyvTPT+GWywpJ9dhJ8ejYrFKiRojOVFEd4Kk5a2ML/VlUhQvH9eL8sb2wWtRYeRqZXSJOpjmfbuWD+mThOaPymDK6BzbNQppHxyLJeCE6JBiKcLjST8SIloF6/v31rNh0EIB+eSn84LJCvC2UGXPo0Vnx8h0vhBAiGVTWBHl41nKWfh3NH2SmOvj+9KH06OatX/9Elzu9hBDtktAJ+QaSjBed4UBZLb9/ahE7SqoAOGtYLldPHYjXacPrlqSMEJ3t0xW7efKdtZRXBwDonevlugsG0T3TjU2z4HVZ0W1J0U2JJLJozT6efnctEF1c8ttTBmC1qKR5dVlsS4gOCoQilNUn4w+V+3nsrdWx9T/OHt6dq84b0Gyy3VJfV9cps+KFEEIkiXXbSvnTS8s4VL8uyujB2Vx7fgEuuyZ38wohOiwpMh3hcJhXXnmFpUuXUlZWhmmascdefvnlOLZMJKv135TyP88uobImiKLAlVMGcE5xHl6nDY9Lj3fzhOjSSivreOzNVSxeVwKAzaoyfUJfzhmVj2aJ3ubpsssJrTj5Nu8q48GXl2Ga0LObh+9dMhTdaiHNZ5dkvBAd1DgZv3HHYf7+zlpq/CFUVeGqcwcwcWRes89z1s+Kl5gTQgiRDAzD5M0Fm3hl7kYiholVU7n6vIGMK8pBt2qkeGxYNbmzXgjRMUmRkL///vtZtGgRV155JQ8//DD/8R//waxZs7jooovi3TSRhOYvjS7eGo4YOHWNmy8dSmHfdFLcduyyWKQQncY0TT5avINn3l9PjT8EQEGvNK6bVkBmikPK04hOdeBwLb97ajHBkEGaN7pWiMuukerV5ZgTooMCwTCHK+uIGCb/Wr6b1z/ejGGauB1WfnBZIQN6pB7zHE1V8LptOHSZFS+EECI5VFQH+NNLX7Fyc7QUW06Gi+9PH0r3LDcehxW30yaTiIQQxyUpso/z5s3jtddeIzc3l0ceeYQbbriBs846i9/85jeysKtoN8Mwee6D9by9MLp4a3aak9uuGEZ+locUj9R6E6Iz7S+t4ZHXV7JqyyEgOkPyiin9GVuYg02z4HPZ0OWCmOgk1f4Qv3nySyqqAzh1jTuuHE6aVyfVa5cZTUJ0UCAQ5nBVHcGwwax5G/li1V4A8rLc3DqjiIwUR5P9FY7UipdZ8UIIIZLFqs0H+dPLX1FeFS2vOb4ol6vOG4DbYcPrtqHLenNCiBOQFNmPuro6cnJyALDb7fj9fvr27cv69evj3DKRLGrrQjz40lcsq198ZXDvNL43fShZKU68Lhuq1IsXolMYhsl7n2/jxX9+TSAYAWD4gEyumTqQVI8u9RZFpwuFDf7w7GJ2H6jGoircMqOI7pkuUr0OWbhbiA6qC4Qpq6qjvDrAE2+vYevuCgBGFmRxw4WD0W1NY0pmxQshhEg2EcPk1XkbeO3jTZgm6DYL155fwJlDu+G2W/G4ZFa8EOLEJUVCvm/fvqxZs4aioiKGDh3KI488gtvtJjs7O95NE0mgpLSG3z+9mF37o4u3njMqjyvP7U+q14FLFhMTotPsPlDFX15dwYYdZQB4XTauOm8AxQXZUp5GnBKmafLI6ytYs7UUgO9cOIhBvVJJ89plVpMQHeQPhCivCrB9XyWPvbWasvoZgxef3YcLx/VqkpxQAGd90sIikx6EEEIkicOVdTz44jLWboueO+Zne7h5+lDyMt343DZ0W1Kk0IQQSSApvk3uvvtuLJbowPlXv/oVv/3tb6mpqeHee++Nc8tEolu79RB/eG4pVbVBVFXhmqkDmTwqnxSPLjMjhegkkYjBmws28+pHmwhHDADGFuZwxeT+pLh1KU8jTplZ8zbyyVe7gWjScFxhDqkeuwymhOggfyBEWVWAJetKeOEfXxMKG+g2Czd9awjDB2Q22VdTFXxuXdblEUIIkVSWb9jPQ68sp7ImCEQn8l1+Tn9SPDoep9xVL4Q4ImKYHCyvJRwyyMv2HNdrJMWZclFRUezfvXr14rnnnotfY0TSmLd4B397axWRiInLYeWWywoZ3j8Tr1uX2VpCdJKtu8t5+NUVbN9XCUCa1851FxQwtE+6lKcRp9SCZTuZNW8jAOMKc7hofC9SPJIkFKKj/IEQpRV1vPOvrcxdtAOAjBQHP7y8iO6Z7th+MiteCCFEMopEDF78cANvLdgMRNc9uf7CQYwelC0XmIUQTdQFwyxZW8L8r3axatNBNIvK47+acswaSu2RdN8smzZt4osvvqB///6cddZZ8W6OSECRiMEz763j3c+2AZCb4eK2K4bRN8+H22GLc+uE6JqCoQivzN3A2wu3YpgmCjBpVB6XTuxLqscu5WnEKbVq80H++tpKAAp6pXHdtAJSPXapYy1EB9XWhdh3qIan310bK/1U0DOVmy8txO04Ek9SK14IIUQyOlBWyx9fXMbG+hKbvXO9fO+SofTI9shEPiFEzI59lcxbvIPPVu2hrDIQ257isR539Y2ETshv2rSJX/ziF2zdupXhw4dz++23c+edd9KjRw+2bt3KT37yE66//vp4N1MkkGp/iD++sJQVmw4CUNg3nR9cWkROhlNKFAjRSdZtK+Wvr61g76EaALqlO7n+wsEM7JmKzynlacSptbOkkj88t4SIYZKb6eLWSwtJS3HglDVDhOiQmroQm3aU8be3VlFSWgtEb9+/Ykp/LOqRC6xOXcPrsmGRi65CCCGSyOK1+/i/V1dQ4w8BcN4ZPZgxqS/pPodcYBZC4A+E+Wzlbj5esouvtx9u8lj//BTOGpbLWUXd8bqOb+JvQmdJ7r33XiZPnsxDDz3Eu+++yx133MFjjz1GcXExK1as4Fe/+pUk5EXMnoPV3Pv0IvYcjCYFp57Rk6vPG0iaV5dBohCdoLYuxPMfrOcf/94OgKoqTDuzJxeN702az47LLuVpxKlVVlnHb59aRG1dGK/Lxh1XDCc7wykLeAvRQTX+IP9evY8n56zFHwijWRSumVrA+GG5sX0sKvjcuiQthBBCJJVQOMKz76/nvfo76t0OKzd8azBjBnfDJxeYhTjtbdpZxtxF2/l81V5q68Kx7T63jbGFOYwryiUr1YkC6Prxr02Z0An5DRs28MILL6AoCrfffjvPPPMMxcXFAIwYMYKDBw/GuYUiUazcdID/fWEZNf4QmkXhOxcM4rwxPfC49Hg3TYgu6asN+3nk9ZWUVtQB0LObh+svHET//FQpTyPioi4Q5ndPL+JgmR/dauFH3x5GzxyPlCoTooOqagPM/mQrb32yGdMEr8vGLZcV0jcvJbaPzIoXQgiRjPYdquGBF5aydU8FEJ3levP0IfTs5sUl54xCnLaqaoMsWLqTj5fuiq2HB9FJh4V9Mxg/LJchfdLQVBWLqmDXNey6hn6c5WogwRPykUgkNrvSZrPhcHS8SL7o2kzT5IMvvuHJOWsxDBOvy8ZtVxQxamC2LL4iRCeorAny5DtrWLh8NwBWTeXis/twwdhepLp1KU8j4iJimDz40lds3V2BosDN04cytE+6XJQVooMOV/p57K3VLFpbAkQvtt46o4hUrx2Izor3unQpASWEECLpfLZiD4+8sRJ/IIwCXDi+N5dN6kua14FVkwvMQpxuTNNk9ZZDfPjldhavKyEUNmKPZac5GVeUy9jCbnhd0fUkHDYNXbdgP0nlsBM6cxIOh3nrrbcwTROAUCjEm2++GXs8Eom0+vyysjJ+8YtfsHPnTmw2Gz179uT3v/89aWlpndpucWqEIwZPvL2GD7/cDkB+tocfXzmCPnk+6VCFOMlM0+TzlXt5/O3VVNYEgeiMkusvHES//BQpTyPixjRNnnpnDUvWRxOI10wdyNjCHEnGC9FBO0sqefClr2KzgsYM6cZ10wpiC1XJrHghhBDJKBCK8OQ7a5i7aAcQLTvxvUuGUDyoG26HjGGEON2UVviZt3gHHy/dxYHDtbHtNqtKcUE244py6Zvni86Et2k4dA3dZjnp3xUJnZAfNmwY77zzTuznoUOHMmfOnNjPRUVFrT5fURRuvvlmzjjjDAAeeOAB/vSnP/GHP/yhcxqcwJZ9vZ/ZC7ew/3At2WlOZkzqB3DMtuJB2QDMmreBOZ9uiy1wkohUBYzoWDhCEAAAIABJREFUtRoUBQLBML9/ZlEsWdgePXM8jC/KZc3WUvYfrsWhW1BQqA2Ej/lMhGjNd+/9kIPlR1bbzkzReea/ph2z38V3zTlm23sPTW/2Ndu778ner7l9LapCpD7g7LqFy8/pz3ljevDThz+lvDqA0RCMHXjN1vYVXceseRt4Ze7GTnt9BTAb/Xv+0l28vXAr/kC4lWdFWTWViGFg1E+GsFgUMnx27LqGPxDBqWuYmPgDkYToE5rry6WPSl7NfScW9stgzZZDp7QdutWCy6FxuDLQZPuy9SV89XUJPrdOz25eLp3Yj5EFWUce/3o/z3+wnj0HqwHIzXRx40VDEv6YlDgSQoiTp63z+xN5/GS9tqooGPWTPAf3TuMHlxaSn+3hqns+IBwxW3z+9J/NodEQB1WBOX+KPj7zvz6gsvbIuabXqfHyvRcd056WSF/UtbQn31bYNz2Wd2rYZ/OuMuZ8ug1/IIxD1xg9KItPl+/BOOr1VVXBoWs4dbVJzkE01VpuIRwxWLp+P3MXbWf5xgOYjWK7d66XcUW5jB6UjcOuoWsaDrsF3aZhUTvvgp1imqbZ9m5dw9y5c5k1axbPPfdcm/vu3r2bKVOmMH/+fPLy8jq/cZ1o2df7eWL2ajRNQbdaCIQiVNeGUBQFl0OLbQuHTW6ZUcTmXWW89tGmWPItESkKsQCyWhTSfHbKq4MEgq3fNdEcVYFUrx2rReFgebQedmaqA82ixD4T6RyPT1eKo9YcnYxvcHRSvrmTxgZHdx7t3fdk73f0vkp9trPh26CwbwbXXzSI3t28zPzthy3G3PG+H9FUssdQZyfjj5aV6qDaH2qy+M7xUJVo3eyq2uhF6cwUO5qmxrVPaK4vlz6qfRIxjlr7TjyVdJsFu81CRfWxkxmsmkqqRydimFRWB3A7bdx51QiKB2Wz7Ov9/PW1FVTWBFGU6MUwwwSP08qPrx6ZsMekxNHxScQYSgRtxfHJPr851b9PnFxdMY7aOr8/kcdb097XbjxpA0CzqKT7dJ68+zwu+dm7rT7/6GR8A1UBt0Nrkoxv0N6kvPRFxy8R46i5v2eNP4xpmridVnSrhfLqAOVVQVI8OiluG4FQhLKqILX+EKpFwaJA2DBjk4TE8Tu6L9y1v4p5i3fwyVe7mpzvuh1WzhjajXFFueRlubFZLNjtFhw27ZTdDZqwM+SNdh6Jqtq+D8owDGbNmsXkyZOPeayyspLKysom20pKStr1uslg9sItaJoSq3Nkt2kcLPMDCuk+e2xbHWFmL9zCtj0V0ZFVAmtIxjvtGi6HlUPldcd9AcEwqU/emKj1o8qK6iDdM12xz0Q6xrZ19ThqTUtXqZP96rWqKk1mvtttFn51QzEepw1FUY7rAphoWVeMoTmfbjtlvyszxU5NXfiEk/EQ7Rcqa0JYLAqYUFETpHumO659QnN9ufRRx+qKcdRZbNboolTNJeO9LhtOu0ZFdZC6YBjNolJbd+R4m71wC7V1YVRViZ47ARgm/kBiH5MSR22TGBLixEkcxZc/EG4ygQ+iF4wdukZpRaBdZSdaSi0YJs0m46Hl7UeTvqh9kiWOms+31QEmGSnRdTBr68KgRP+f6tGx2zRq/TWYgFaf0zRNGVufLP5AmC9W7WHu4h1s2F4W264Ag/ukM64oh+EDMnHYrNGZ8FYtLmWvEzYhP3jw4Fa/KE3TRFEUvv7663a93r333ovT6eS666475rHnn3+eRx999Ljbmuj2H67F42j6p44YJkffHKFbLRw4XIs/EEZTIdG/DlI80frAh8r9nOh9HtHFG6IJeUUhtphDw2ci2tbV4+h0EYkYsRPYhmS8qiqke+1EDBOv1OXuNF0xhtpTNuZkSPfZqQtGTmqZNcM0sSoKJonRJzTXl0sfdayuGEedwWaNDjqOvoBl01RSPDqhsMGBw7WxhISqRG/1bTje9h+uJRwx0CxHztUVJXp+mcjHpMRR2ySGhDhxEkfx9ZP/WxjLD6gKpPscBEIRDpT549uwetIXtU+yxFFzf89w/Zi6QShsYGmUZ4Kmd28AJ5zTEtGE+yOvr+DTFXuoazR5MN1nZ1xhDuOG5ZKV4sShW7DrGlbNEr/GksAJ+fnz55+013rggQfYsWMHjz/+eLMz6m+44QYuu+yyJttKSkqYOXPmSWtDPGWnOSmr9DdZCThaB6npBY9AKEJWmpNqf4i64KlJohwPRYGMFAe1/hA1J2EmJFB/NcwkHDYxYz8f+UxE27p6HJ0Otu+r5K+vrWhyMuB2WHE5rJRXB2RGfCfrijHk0LVOX4sktT552FBe5mSJ1hsFzMToE5rry6WPOlZXjKOTzWZViUTMY+4s9LpsOHSNiupAk0GMUr9mj2ZRY8dbdpqTiqoAhmnSUFrTNKPnl4l8TEoctU1iSIgTJ3EUX3sO1gDRu3u9LhsV1UECocQZx0hf1D7JEkfN/T01SzS/1MCqqQTDBrZGs7CPLql09F0dov3U+pNRwzCZt3gnEP0bDB+QyVnDchnSJx2XXUO3adis8U3CN5awCfnu3buflNf585//zNq1a/n73/+OzWZrdh+v14vX6z0pvy8RzZjUjydmr6aOcKymlUPXUBSFumC4Sd2yhoUlXvtoU7yb3SzNopDmtVNeFSAYPjkFtlQlWvomVkPeBJ/PRl0wHPtMRNu6ehy1JjNFb7GGfDIIhSO89vEm3py/OZag0SwqaV4dfyDMfpmtcUp0xRiaPqFPp9aQ97ltGKbZocW82yNaQ94aS/L7XHrc+4Tm+nLpo47VFePoZLJpKqGQcUxN3TSvTjhicrCs9pjb9BUlOsBxu6yx423GpH6xGvKmYsZqyLt0a0IfkxJHbZMYEuLESRzFV2aKg3Akmis4VO5vsfxMa1Sl+bI1bdWQbw/pi9onWeKoub+n065hmmYs3+a0awSrgrHtgVAEp8NKrT9E2IjOnpeEfMc1lNhtXGY3L8vN+KJcxhbmkJHiwK5H181MRKe+SE47/fznP+cXv/hFm/+1ZvPmzTzxxBMcOHCAq6++munTp3P77befoneQOIoHZXPLjCJSvQ6q/WFSvQ5+fPVI7rxqRJNtDYuIXDO1gKvOG4DLYY1305tw6Bo+t41DFXUnLRnfM8fD1VMHkpvpxkQhL9tNfrYH06TJZyJEa575r2nHJN+PXtAVWl5sq7nt7d33RPd78M6z+fGf/xVbyDkr1cF/3jgar8tGaUVdk1nHx/u7O7qv6DqumVrAtecP7JTXdjmsKErz9a/by6qpNL5xzmJRyE5zkN/Ng27TyM/2kJcd7R/i3Sc015dLH5W8WvruK+yX0Wm/s2F2VuOxnsdpJSPFTlVtiMOVdRhmdECoqtFJEJpFwaKq5Gd7Ygu6QvR4vPOqEeRne6IlJpXoOVQiL+gKEkdCCHEytXV+fyKPH+9ziwdl8b8/Gs8Lv51GWVXgmKR6e9s250/TY3eANVCV6PaX773omOR7exd0jbZR+qKupLm/551XjeDHV4+MbcvN9HDVeQPIzXTH9vnZzFFcc/5A7DaNsAEO3cqkkd2bTdKqqoLLYU2aCX+dSYFYOaDGiXhVgV/fNJr7fzieKyb3p093Hz63nrDJeADFPLqQeIJob62oH/3oR53y+xNx9ebTyZdr9vLQK8sJBCPoVgu3zihicnF+7FYUkRwkjhKXPxDmpX9+zXufb8M0o+U5zj+zJzOnDcTntse7eaKexNARL/xjPW/M3wzAFZP7M3NaQf3toEK07nSPo7pAmL+8toLPV+0FoHeul1tnFJGV6sTn1uOyiJVILqd7DLXk4rvmtPr4yZ50cKp/nzi5JI5OLtM0mfPpVp7/YD3hiIlVU7l2agGXTOiNzZqwhSDECZI4Ov0EQxG+XLOPj5bsYNXmQ00eG9AjhbOH5TK2sDs+tw3dZmnXos2JImG/qTor0S4Sm2mavP7xJl76cAMQXXzh59eNYkifzpsxJsTpZsXGAzz65qrYwkH52W5uubSQwn6ZctFLJKS5i7bHkvETR+RxzdSBkowXoh0OlNXyP88uYdueCgDGFeYwc1oBaT47bkfzpRyFEEKIRFZZE+ThV5ezdP1+AHLSndx51QiG9ElPqmScEKJl3+ytYN7iHSz8ajfVjdYk87ltjC3MYUpxPj1zvOhWLWlzGAmbkG/syy+/bPGxsWPHnsKWiM4UCEX466sr+HTlHgD65afwn98pJivdFeeWCdE1VNcGefrddXy8tGGhE4XpE/py5bkDcNoTq0SVEA2WbzjA395aDcDQvuncfkVRQi3GI0SiWretlPufX0JFdRBVUbhiSn+mndmTFI+OVZMYEkIIkXzWbSvlwZeWUVpRB8BZw3K59bJCfB65w1eIZFftD/Hpit18tHgHW3ZXxLarqkJRvwwmjshjzOAsXE4dS5Im4RtLioT8Pffc0+TnsrIyQqEQ2dnZzJ8/P06tEidTaYWf+55dwpZd5QCcNbw7d3x7OE57UhyiQiS8f6/ey+OzV1NWFV18tl+ej1svL2JAfqrMJBEJ65u9FfzvC0swDJMe2R5+ef1oHHLxSIg2ffjldh6fvZqIYeK0a/zg0kLGDOmGu37tBSGEECKZRAyTN+dv4pW5GzBM0K0WbvzWYC4Y17tLJOaEOF2ZpsnaraXMW7KDf6/a22S9yOw0JxOGd2fy6Hy6pbu63B3SSZHtXLBgQZOfI5EIjz32GC6XzJzuCjbtLON/nl3M4coAigLXTi3g21P6Y+liwSZEPJRV1vH426v59+p9AOg2C1dNGcD0iX1llrFIaIfK/fzuqUX4AxHSvDq/vmkMKW5ZyEiI1oQjBk++s4Z//Hs7ALkZLu68cgT9e6TId74QQoikVFZZx0OvfBWrH52f7ean146kX15qnFsmhDhepRV+5i/dxcdLdrKvtCa23WZVKR6Uzbmje1DYLwO7LSnS1sclKd+ZxWLh1ltvZeLEidx0003xbo44AZ+u2M1fXl1BMGzg0C3cedUIzhrWPd7NEiLpmabJ/KW7eOrdtdTU11wb2iedH15eRI9u3ji3TojW1daF+N1TiyitqMOhW7j7xtHkZLrj3SwhElpFdYAHXljGmq3RhMWw/hnc8e3hZKU5ZVa8EEKIpLRy0wEeenk55dXRu3wnF+fzg0sLcTnkjkkhkk04YrB0fQnzFu9k+Yb9GOaRx/rkepk0Kp8JI3JJ8zpOi3PXpEzIA3zxxRenxR+oqzIMk5fnbuD1jzcBkJnq4O4bRtMvX65yC3Gi9h+u5dE3VrJy00EAXA4r37mggGln9pI7T0TCC0cMHnhhGdv3VWJRFX5y7UgG9kyPd7OESGjf7K3gvmcWc6DMD8C3xvfm+gsG4ZCEhRBCiCQUiRi8Mm8jb8zfhGmCQ9e45dKhTB7dQ/JAQiSZ3Qeq+GjxThYs2xW7uAbgdlgZV5TLuWPyGZCfetrlKpIiIT9x4sQmX7p+v59gMMhvfvObOLZKHC9/IMz/zVrOl2uiJTQG9UrjVzeMJs0rC7EIcSIihskHX2zjxX98TV0wAsDowdnccmkh2bI4skgCpmny2FurWb7xAADfu2QIY4fmxrlVQiS2L1bv5f9mLScQjGCzqtw8vZCpY3qcdoMaIYQQXcPBMj9/enkZ6785DECfXB8/vXYkPXPkLl8hkoU/EOaLVXuYt3gnX28/HNuuAEP6pDO5OJ/xw3JxnsbrgyV0Qv7gwYNkZmby4IMPNtnucDjo3bs3brfcvp5sDhyu5b5nF/PN3koAphTn88MrhqFLXVMhTsiu/VX89bUVbNhRBoDPbeO7Fw/hnFH5MotEJI03F2xm3uIdAFw6oS8Xn903zi0SInEZhsmseRt59aONAKT77Nx17UgK+2XGuWVCCCHE8VmyvoSHZy2nqjZacnPa2F7cfMkQ9C5cR1qIrsI0TTbuLOOjxTv5bOVu/IFI7LF0n52JI/I4d0w+eVkeyVGQ4An5888/n+XLlzNmzBgAfvSjH/Hoo4/GuVXieK3/ppT7n1tKeXUAVVG48VuDuGxS/3g3S4ikFgobzP5kM69+tIlwJLoi+YQR3bn5kqGkyl0nIon8a/luXvjH1wCML8rlu5cMiXOLhEhctXUhHn51RexuwwE9UvjldcVkyd1QQgghklAobPD8B+uZ8+lWIFrK4odXFDFheF6cWyaEaEtFdYBPvtrNR0t2sLOkKrZds6iMHJjJlNH5FA/qhk0m4jaR0Al50zSb/LxkyZI4tUScqI+X7OT/vbmKcMTAadf42cyRjB6cE+9mCZHUNu8q46+vrWT7vugdJ5kpDn5wWSFnDOkmV5xFUlm3rZSHX10BQEHPVH567Qg5hoVoQUlpDfc9s5gd9QOec0blcdsVw7DL7EEhhBBJqKS0hgdeXMaWXeUA9M9P4WfXjSI3QyoiCJGoIobJio0H+GjJDpasKyEcOZK/zc92M3FEHpOL88lIOT0WaD0eCX3mLn+05BcxTJ7/YD1vL9wCQE6Gi3tuHCP134Q4AXXBMLPmbuSdf23BMEFRYOoZPbnxosG4nbZ4N0+IDtl9oIr7nllMOGKQk+7i1989A5s1oU9PhIibVZsO8sCLS6mqDaGqCtdfMIjLJvVDVeWcWQghRPL5bOUeHn1jJbV1YRTgkgl9uP7CwTKTVogEVVJaw8dLdzJ/yU4OVdTFtjt0jTOGdOPcMT0Y2idd1jJqh4Qe8UYiERYtWhSbKR8Oh5v8DDB27Nh4NU+0ocYf4sGXlvHVhujifIX9MvjVd4rxuvU4t0yI5LVmyyEeeWMl+w7VANA908UPLy9iWP+sOLdMiI4rrwrwu6cWUe0P4XXZ+M33z8QnfYQQxzBNk/c+38bT767DMEw8Tis/vmoEY+SOKCGEEEkoEIrw9Jy1/PPL7QD4XDZu//YwxhbmxrVdQohjBUMRvlyzj4+W7GDV5kNNHhvYM5WJI/KYMLw7XrdNzks7IKET8unp6dx9992xn1NSUpr8rCgK8+fPj0fTRBv2HqrmvmcWs2t/NQAXjO3F9y8txKrJVTIhjkeNP8Sz769j7qLogpcWVeHis/twzdQCnPaE/ioXoll1wTD3PbOYktJabJrK3TeOpnum3JosxNFC4QiPvbWaj5bsBCA/y83PvlNMn1xfnFsmhBBCdNyu/VX88cVlsbKbg3un8dNrRpIt66AIkVC27ango8U7WLh8N9X+UGy7z60zviiH88b0oGeOT/J8xymhszgLFiyIdxPEcVi95SD/+3z0dmqLqvC9S4Zw8dl9490sIZLWknUl/L83V3G4MnpLWO9cL7ddXkRBr/Q4t0yI4xMxTP78ynI27ixDAX589QiG9MmId7OESDhllXX84bklbNhRBsCogizuuGo46V5HnFsmhBBCdNz8pTt5bPZqAsEIqqJw+eR+XHPeQKxSokaIhFDtD/Hpit3MXbSDbXsqYttVVaGoXwaTRuQxZkg2bqfMhj9RCZ2QF8nnn//+hifeXkPEMPE4bfxs5khGFmTHu1lCJKXyqgBPvrOGT1fuAcCqqVwxuT8zzumP3SYnrSJ5PfveOr5csw+A6y8axIQReXFukRCJZ/OuMv7n2SWU1tfnnD6hD9eePxCnXdYKEUIIkVz8gTCPz17NgmW7AEj16tz57eEUD+4W55YJIQzDZN22UuYt3sEXq/cSChuxx7qlOzlrWC6TRubTLcOFLhfPThpJyIuTIhwxeGrOWj744hsA8rLc3H3DaPK7yeKtQnSUaZosXL6bJ99ZS1VtEIBBvVK5dUYRfbqnxLl1QpyY9z/fxpxPtwJw/pk9uWLygDi3SIjEs/CrXfz19ZWEwga6zcL3LhnCpJF5OHRrvJsmhBBCdMg3eyt44IVl7DkYLWc7rH8G/3HVCDJSnXFumRCnt9IKPx8v3clHi3ey/3BtbLtutTCqIIuJI/Mo7JeOU7fKIq2dQBLy4oRV1QZ54IWlscUdRgzM5GczR+F1ycJ8QnTUwTI/f3trFcu+3g9EVyu/eupAvjW+Nza5Gi2S3JJ1JTz5zhoARg7M4tYZRXFukRCJJWKYPPfeOt6pv2iVmeLg9iuKGNInA7sup+1CCCGSh2mafPjldp6cs5ZQ2MCiKlx57gC+PaU/Vk3GNULEQzhisGRdCXMX7WDFpgOY5pHHeud6OWtYLuMKu5OeostEkE4mZ/bihOzaX8W9zyxm36EaAL41vjffvXiI1IATooMMw+TDRdt59v111AUiAAwfkMn3pw+lh9xpIrqAzbvK+ONLyzDM6MneL68vRpOZFkLEVNYE+eOLy1i1+SAABb3SuOXSoeRnedAlGS+EECKJ1PhDPPLGSr5YtReAjBQHd145nOEDMqXutBBxsGt/FR8u2s7Cr3ZTWROMbXc7rJw5NIezhufQLy8Vp12TC2aniJzdi+O2fMMB/vjiUmrqwlg1lZsvGcq0sb1QVelgheiIPQereeT1lazbVgqA12XjumkFTBmdj80qX9Mi+e0/XMvvn15MIBghI8XBr286A6ddZlwI0WDb7nLuf2EpJaXR24UnF+dz5bn9yEiRWp1CCCGSy6adZfzxxWWxEhjFg7L40beHke6TEjVCnEr+QJiFX+3i4yU72bSrPLZdUWBw73TGF+UyqiALn9uGXbdikVzeKSWZHtFhpmny7mfbeObdtRgm+Nw2fnrtKEbI1W4hOiQcMXh74RZmzdsYWzhlbGEON100iG4Zbokn0SVU+0P87qkvKa8K4LRr3HPjaLLSZEAmBETvjvp85R4efXMV/kAYzaJw7fkFTBjenVSvXUqVCSGESBqmaTLn0208/8E6whETq6ZyzdSBTJ/QRyYZCXGKmOaRBVr/vWYfgWAk9liGz864olzGFeWQk+7GZdfkLsw4kk9edEgoHOGxt1bz0ZKdAPTs5uEX1xfTI1tKagjREdv2VPCX11awbU8FAGleOzdcNIjxw7rLbEjRZYTCBvc/t4Rd+6uxqAp3XTOSfvmp8W6WEAmhri7E6ws28+aCzZhm9O6oW2cUMSA/hTSfXW4XFkIIkTQqa4L85dUVLFlfAkC3dCd3fHs4Q/tmyB30QpwChyv8fLR0JwuW7mJvfUlpAM2iMmJgJuOLcinolYrbYcNpt2LVpHRovElCXrRbeVWA+59fwvpvDgPRW89+fNUIUjz2OLdMiOQRDEV49aONvPXJFgzDRAEmjcpj5vkFZKY65YRVdBmmafLI6ytYvSW64Pf3Lx3KmKE5cW6VEPEXMUwOl/t54p01LF4XTVz0zPFy64xCMn0OScYLIYRIKuu2lfLgS8soragDonf8/uCyoWRIiRohOlUwFGHJ+hLmL9nFik0HiBhHVmjNy3IzflguYwZ3I8Wt43RoOKQsTULp8gn5Bx54gLlz57Jnzx7ee+89BgwYEO8mJaVv9lZw3zOLOVDmB2D6hD5cN60Au6y6LES7rdtWyl9fX8Heg9Er1t3Sndx40WBGFWRjl1vFRBcza95GPvlqNwAzJvXjgrG949wiIeIvEAizfV8lj7yxkh0lVQCcMaQbM6cV4NQ1ScYLIYRIGoZh8uaCzbw8dwOGYaJbLVx3QQEXnNlLymAI0Ukihsmukko+WrKTz1buoawqEHvMoWuMGZLN+KJceuZ40TUNp8OC3aZJOdwE1OW/JadMmcL111/PzJkz492Uk2LZ1/uZvXAL+w/X4tAtVFQFqKgJYpqgW1Uun9yfa6YWNNn/uQ/WsftANZGI2cort0xRwGz0VJdd44vVe3nvs20Yx/eSJ4VDVwmGzdj70iwKZw3LpbQywK6SKkIRA9MwUFQVq0Ulv5uHGZP6UTwoO36NFgmhcRxlpzlbPC5mzdvAnE+34Q+Ecega0yf0aRJfjV1815xjtr330HQAautCPP/Bev7x7+2xx1QlehL7+Ow1vPi77h1+zc7cryP7duQzEl1LQ/+y92ANhmmCSWxWhgI0dA9WTeWTr3Yxe+GWTm2PVVP59pRoH9i4bQDdM93ccNFg+f4XcVVZHWDVlkM8Pns1lTXB2PbF60rYuKMMTVMorahrcs7VGVQFPC4bKR4dBYXaQLjVvlAIIUTX1da4qKUxQVlVHX9+eTkrNx+MbXfYLby9cCuXTuzX5vPb8/iJPBfgyv98D3/QONI+m8rr918c+7m9Y0Ih2qvxMaVgUl4VIBAyUFUFm6ZisahoFgWbVaWqJkQwbBwzhn7o5WV8unIvhmGiqgpFfdMIhU3Kquqo9oeo8YebzIRvrC4YZvmGA2zcUUYobFDjD1HXqIZ8IrOoEDGaf0xVaDX3aNNUBvZKS7oY7vJFg4qLi8nJ6Rq3yC/7ej9PzF5NWaUfFZOdJVWUVwdjA7dAyGDW3I3Mmrchtv9fXl3OrpKq407Gq6rSZGCY4rZhs1o4VF4X12Q8gD9gNHlf4YjJwuV72LKrjKraIP5AiNpAhNq6EFW1QfYerOaJ2atZ9vX+OLZaxFvjOPI4NMoq/c0eF7PmbeC1jzZRFwyjqdHO7bWPNsXiq7HmTgYbtn+1YT+3/XFBk2S8y66RmeqksiZIeXWg2ee39pqduV9H9u3IZyS6lob+Zff+agwjemG08Ylhw79UVSHFbaO8OtD8C51EoXC0D3zo5WWxtmGamKbJrv1V/PW1FfL9L+LGNE3mLtnBn1/5qkkyHiDFo5+yZDxEBzQV1UF27qti1/4qVIUW+0IhhBBdV1vjopbGBNN//i53/mlhLBmvKpCV6iASMTlcWRd7XltjitYeP5HnwrHJeAB/0ODK/3yvXe9diI5qfEyFQmH2H/YTCEWPQcMwqQvW56Zqghwsq6MuGEGh6Rj6oZeXsXD5nujkCaeVDJ+dnftr2LSrnL2HaqmsCTWbjLdpKqkeney0aAncQ+V+SivqkiYZDy0n46H1ZDxAMGywaefhpIvhLj9Dvj0qKyuprKxssq2kpCROrWnZ7IVb0DQFu01jT0V1k0Fbwyx2E5jz6TaumVrA7IVb8AfCx504t6hKk2DP8NkJhg3HTfBwAAAgAElEQVQqT0Fi5UT4AxGsmkq4UbJeVRVq68Kk+3RmL9ySVFfNkkUyxhGA3aZRR/iY42LOp9tAAU2NXrfUFAgbRiy+2mJRFTSLwm+fXAREZ+9GIiZpPh3DgINltXG/qHWiTvQzEk0lSwwBsf5FVRTCRtOzp4bZ8QrRfuNw5alJMlL/ez9duRerRUFVlNiaDIZpUlt3bJyLricR4ygSMXj6vXW899k2IFqurKS0FoBUj46qnrpk/NFUVaGiOkj3TFezfaE4/SRiDAmRbJIljto7LmrMqqmEwkZssoXNqpLmtVNeFUio5N/Ryfijtx/PexenVrLEUYPGx9Teg7XN7tOQs4PoWMkwTWwWC2HD4P0vvgHTJCvVgWlCVW2Qqlp/q7/ToWu4nVYUoMYforw6EJfzyUQQCBpompJUMSwJeeD555/n0UcfjXcz2rT/cC0eR/RPFgq3fPnIHwjH9m/pVpa2NE7GKwpkpjio8YeoqQsf1+udamqjMjumGf05FDbQrRYOHG7+y1GcmGSMowbNHRf+QHTWd2MW5Uh8tcahWwgEIwRC0YOwf34KN1w4iEffXEVFdbBdr5EMTuQzEsdKlhiCI/2LqjS9i6rx7YTpPjsVNcEmF0dPBcMwiSigNqqTqCoQjhjy/X8aSMQ4mr1wSywZP7RvOt+7eCg/efhfpHp0FEWJLYJ3qpkcOT+C5vtCcfpJxBgSItkkSxy1d1wE0f5CVZVYn9Ezx8vhijocuoVD5f5Tfr53ojry3kV8JEscNWh8TBmm2aSEZ7PqxytuhxXdqhAxobo2xKFyf6sT91Q1+hynXSMYMqisCRJIoIth8ZRsMSwJeeCGG27gsssua7KtpKQk4erOZ6c5Kav0Y7dp9TPAmw86R/0CKtlpTiqq6jrUOTYsuNyQjNcsSjSpUh1MqCvebTHMI3cNKPUJIqumEghFyEqT1d47QzLGUYPmjguHrkVLsTRa+yRiHomv5thtFkwzepdGg2vPH8jk4h6keXUOlvmP+yJZIjqez0i0LFliCI70L4Zx5Lu28YXcVLdOXTASl5NDVVWwqEqsbRDtAzSLKt//p4FEjKOMFAcuu8bZI7pzydl9UVWFNK8dgMOV8UnGQ8PMrOj5ETTfF4rTTyLGkBDJJlniqL3jIt2qEgwbTfIKv75pDL989HMOlvuTckZue9+7iJ9kiaMGjY8pVVGia2w1Q1UVHLqGU9ewWBSCoQgHygNEImarCXybpuJyWNFtFvyBcFJeCOtsyRbDkjUBvF4vXq833s1o04xJ/Xhi9mrqCONz2agL+pvMAofo4Gr6hD6x/f/y6nJC4WC7SmNomkq40cx73aqS4omWG2htRn6icegWgiGjyWK0hmHidGmEwyYzJvVr/QXEcUnGONKtFgKhSLPHxfQJfXjto02EDQOLEk00Yx6Jr8YsqoJDt1BTF25yQmq3WbhoXG88LhuKonSpZDx07DMSbUuWGIIj/UtVbQgFsFhUwvWF/1wODRSo9odOebsUYMLwXFZuOkhVbQiM6ImtaYLbZZXv/9NAIsbROaPymTiiOyWHazEbJcDjmYxvYBgmPp+NumBYzpEEkJgxJESySZY4amtcpAC6zdJkYp6mKqSnOMhOcyZEP9YSh01ttmyNwxbtg9s7JhTxkyxx1KBJvs5tpazqyJpBjZPwmkWhNhCmrDrQJP/WEqddw+WQsjRt0W1q0sVwl1/U9b777mPChAmUlJRw0003cdFFF8W7SceteFA2t8woItXrwEShRzcPKW5bbAagblW55vyBsdrNxYOy+fHVI8nv5sFiUVp55ejVtsZfBi6Hhs+tc6jcn7DJeIeuNnlfmkVh0sju9MtPxeO04dCtOHULTrsVj9NGbqabW2YUJU09KdE5GsdRtT9MqtfR7HFxzdQCrjpvAHabRtiI1hW86rwBx9RG33OgmoKeqVT7w00ujKW4bbz0u2l43dGSBADvPTS92TY1t729+57s/Tqyb3s/I9H1NPQv3bNc9XdsRfsJm1XFabeekkVcj2bVon3gXTOL+fHVI8nLdoOioCgK+dke7rxqhHz/i7hRFAUFsGkW0r12nv/N+XFri6qAz22jR46H/GwPpkmLfaEQQoiuq7VxUUlpDX3yfE2S8Q7dQkaqg6fuOQ9FUdocM5zI4yf62q/ff3Es+R5rv03l9fsvbvO9C3E8Gh9TNqtGTrqTVI+NjBQ72WnRuyXrgmEOVdRRWRNskn+zWVXOHdOD//7eGYwZnIVmUfC6bORkOBnWP51Uj05ZVeCYCYBdiaWV7LTaejoTm6YyoEda0sWwYppd9c95Ynbv3s2UKVOYP38+eXl58W5Op6kLhPnzrOV8uWYfEK11ffsVw+jRzYNVs8S5dSLZdeU4ihgmsz/ZxKvzNhGs70xHD87m6nMHkJXmwuOyYWmr5xCiDYkeQ7M/2cyz768HYOoZPfneJUNw2q1xbpUQTSVCHJmmSWlFHakeHUtrIw4hElAixFAiuviuOa0+3lLCMFl+nzi5kimOPlu5h0deX4k/EEYBLhjXi+kT+pCe4kS3So5AxE+yxFEwFCEQDOMPRKj2B1n29QG+WL2XbXsqYvsoCgzunc74olyK+megWVQUomU2XQ4Nh25FlXxClyYla05jB8v8/P7pRWzfF125+uzh3fnOBYPISnXIYFGIVmzZXcYjr61i295oh5rq0bn2/AKGD8jA59Zx6JKQFF3f5yv3xJLxowqyuG5agSTjhWiBoiikeu1yoVYIIUTCCoYi/P3t1cxdvBMAr8vGTRcPYXj/TFI8OprkCIRoUeMkfCgcYdveSr5YtZdlG/Y3WVcrw2dnbFEu4wpzSK1fU0hRwGGLlrTRZT2204b8pU9TG7Yf5r5nF1NRHURVFK48tz/nn9mLNK9drsIJ0YJAMMzLH25gzmfbMOrrwU8Y0Z3LJvUj1WMnxW2Ti1nitLD+m1L+/MpyAPrm+bhlRhEpHj3OrRIisUkyXgghRKLatb+K/31hKTtLqgAY1CuNmy4eTG66G6/bFivBKYQ4onESPhwxqKgJsnjtPv69Zh/7DtXE9tMsKiMGZjK+KJcBPVNR6+PJooJTt+KwW2NrDInThyTkT0MfL93J/3tjJeGIiVPX+P5lhRQXZOOTjlaIFq3cdIDH3lrN3vqONTPVwfUXDGJgz1S8Lhsuhy3OLRTi1Nh7qJp7n15MKPL/2bvzKLnqOv//z3trr66qXtKdTjoNSci+dSAEQZA1QoQQAwmjICrgKBrGGf2Nen6eOc7RrzA6KDq/8YssLgPoIMgSlhCVHUOQLRDISnYJWTrppNfqrv3e3x/VXenubNXp7qrq6tfjnJwkt+7yru77rs+97/rcz8diZLmPf/mH0xlZ7lf7ISIiIjIEPffmh/zqiXXEEilMw2Dh+adx+bljKQt4dI8j0kvvInzKstm48xCvrd3L+1sPZjruAZwyMsC5s2v42IxRlHQ+SWwALqcDv8+Jz+1Uh9hhTAX5YSRl2dz/zAae/Ot2AKor/PzTNbOZWFtKsEQ9G0WOprU9xgMrNvL8m7uwAdMw+OTHTuXKT4wn6HdTGnBrvgUZNlrCMb7/q9cJRxIEfC7+5TOnpycO14WkiIiIyJASjSX5v4++x8o1e4D0MJz/+OmZTB1bTlnQg8etcpEIQCKZIhrrLMJbFrYNDc0RXl+7l9fX7aOpLZZZ1+9xctaMas6rq+HUUaHM8q5haXxeJ17llqCC/LDREU1w++9W8+7mAwBMH1/BV66ayejKQOabOhE5LGXZvLF+H79+ch2HWqIA1I4M8IUrpjFudIigz0XAr6dKZPiIJ1L88LdvUH+oA6fD5JZrZjN5bLm+kBIREREZYrZ91MxPfr+afYfST//WTazkiwumMyLk1QTkIkAiaRGNJ4nGUiRSKWw7XZhfs7mB19buZfOHTT3Wn3JqOefOruGMyVW4u01+7DChxOvC69GwNNKTCvLDwL6DYf7Pb95kT0MYgEvmnsI/zJtIZakfryaMEDnC/qYO7lu+ntfe3weA02Gw4LzTuOzsU/G6nZQGPXhcKkLK8GFZNj/939Vs2dWMAdy0cDqnT6rUBMYiIiIiQ4ht2zz96g4eWLGRRNLCYRosvngil8w9haDPrfHiZVhLpjqL8NEU8c4iPKTnWFj1/l7e3lBPRyyZWb8s6OGcmaM5r240VeX+zHINSyPZUDW2yL235QC3/2414UgC0zS47rIpXDynlvKQt8e3diICsUSKl1d/xO//vInW9jgAp40p5YtXTGP0iBJKvC6CJW41qDLs/Pbp9byxvh6Aqy+eyPmzx2ioMxEREZEhpCUc4xePvMdbG9LXdJVlPr68aCan1YQIBTx6cl6GpVRnET4SSxFPHi7Ct0cTvL2hntfW7uOj/W2Z9U3TYPbESs6dXcOM8SN61AY0LI30hc6QIrZ81XZ+89QGLMumxOfiq1fPYsZpI6gIeXHqETSRjJRls7u+jf95Zj3vbm4AwONycNWFE7jwzFpcDoPSgEe9gWVYenrldp5+dQcAF84Zw4Jzx1MaUDFeREREZKhYt62B/3poDQ3NEQDmTBnJFy6fRqjErad/ZdhJWTaxzuFooolkpghv2TZbdzXx2tp9rNl8gETSymwzaoSfc+tqOGfmaEIlPSc7dpoGfq8Tn9elWptkTQX5IpRMprhn2TqeffNDAGqqSrhlyWzGjAxQHvRq8j2RbsKROM++8XceeWErHdH042fTx1dw/aemMqLUh9ftpCzg1jiKMiz9be0efvv0BgBmTajkussmUx7y6ikRERERkSEgmUzx2EvbePj5zaQsG6fD5DOfnMT5p4/B63FSHtB48TI8WJZNLNFZhI8nsezDrzW1RXl93T7+tnYfBzu/tIJ0J70zp43kvLoaThtT2mM4JwNwdw1L43FqqCfpMxXki0xLW5Qf/241G3YcAtKTs3xp4QwqQl7Kgh59SIh0iiVS7NzTwn3PbGDjzkYASrxO/mHeZM6eOQqHaRAscRPwuU+wJ5HitGnnIX7+hzVYts2p1UG+vGgGI0J+TUYkIiIiMgQ0NHXwiz+u4b2tBwGorvDzlUUzOaU6SInPRahE48VLcbNtOzMxayyeJNWtCJ9MWazbdpDX1u5lw45DmV7ykB629ry6Gs6cOvKIeRdNA3weFz6vU0+WSL+oIF9Edu5t4T/ue4v9jR0AzD9nLIsumJB+DE3DC4gA6cfTWttirPjbTp7863ZiiRQAc6aO5NpLJxMq8eB2OigLunE51cDK8LRnfxv/cf9bxBIpykMebrlmNlVlPk0ELiIiIlLgLMvmnU37+b+PvUdTawyAc2aO4trLpuD3OCkNePBrvHgpUrZtE4uniMZTROMJUlbP1/cdbOdva/fyxvp9tHUkMssDPhfnzBzNubNHU1MZOGK/XcPS+L0uPVUiA0J31kXi9XV7+f8eXkNHNInTYfD5y6fx8ZmjCQXUw1ekS3skzpZdTdy/YhM79rQAUBpwc91lUzl9chWGAUGfi4BfvUVk+Gpsi3LrfW/REo7j9Tj4+j+cTk1liSZxFRERESlwkWiCh5/fwpN/3Y5l27hdJtddNpWPzxqNy2FqvHgpevubOkh17woPRONJ3tl0gNfW7s3UASA9Cev08SM4r66GukmVR4z/3jUsTYk/PUmragQykFSQH+JSKYvHX97Gg3/5AMu2CZW4+driOibWllIW1CSUIpAenqapJcryVTv40992kuxsoM+bXcOSiyfi97rSF6gBNx7Nhi7DWDJlcfsDb7OnIYxpGnzt6jrGjy7VU1YiIiIiBcy2bXbvb+POx97PDMc5pirAV66ayagRJXjcDo0XL8OC3Tk4vG3b7Nzbymvv72X1B/uJxVOZdSpLvZxbV8PHZ42mPOQ9Yh8alkZyQZWnIawjmuSux97nr2t2A3BKdZClS+qoKvNSHvSqsCjDXipl0daRYOPfD/G7FZvY0xAGoLLMx+c/NZWp4yowgBKvi2CJWxNVyrBm2zZ3dbuJ+8Ll05hxWgVlQY9yQ0RERKRAxRMp3li3j3ufXEdrexyAC84YwzWXTMLjcmi8eBlWWtvj6Qla1+1j38H2zHKnw+SMKVWcV1fD5LHlmEfJBw1LI7mkiu0Qtb+xnZ/8fjVbdjUDMGfKSG5YMJ0Sr4uKUo/GvpZhzbZtOqIJDrVEeHLlDl54axe2nX4k7ZK5p/Dp8yfgcTtwmule8RoXWwRefucjnn9rFwALzhvPuXWjKQt4NYmriIiISAGybZuWtigPv7CFP732d2zA63HwhcuncebUakwDjRcvw0ZTa5R7nljLG+vrsazDQ9acUh3kvLrRnDVjFCVHyQUNSyP5oirUEGPbNh/8/RA/+f07HGyJAnDlJ8ZzxXnj8bqclIc8R4x7JTKcxOJJWtsTrN9xkN//eRMNTREAaqpK+MLl0xhfUwqA3+MkFPDgUM9fEQBa29OTGp1XN5orPzGeoF9fVomIiIgUokQyxd/3tnL3srVs/SjdSW/sqCBfvmoWVWU+XA6TsqAHt4bbkGFi+aod/G3tPgB8Hicfm1HNeXU1nDoqdNT1DQN8bid+n0vD0khe6E57CEmlLF55dzf3LFtLNJ7C5TS58crpnDm1Gp/HSVlAwwrI8NU1PM2h5giPv7KNV9/bA4DDNLji3HHM//g4nA4Th5nuKaL5FUR6WnTBaZxXV0MyZeF1Owj6NSG4iIiISKFpj8R57f293PfMRsKRdIeKeWedwtUXTcTpMPG6nZQF1fFIhpdPnTOOaDzFyHIfsydVHfPLKA1LI4VCBfkhIhpP8sfnt/D4S1uxgbKgh6VL6hg7KkSJ10VpQGPCyfDUNTxNW0ecNZsb+MNzm2luiwEwbnSIL1wxjTFVAQC8bielAbeeIhE5CsMwqCr3cbA5oklcRURERApMMmVxqCXKH5/fnBlmsMTr5IYF06mbVIUBBHzpubFUG5DhZmSFn5uvmsW+g2G6jVgDHB6Wxu9z4vNoWBopDCrIDwFNbVHufux9Xl9fD8D4mhBfW1xHWcBD0O8iWKLCiQxP0XiStvYEh1ojPPLCFt7euB8Al9Nk0QUTuGTuKZimgWlAsMRNwKcevyInUqqnrUREREQKSkc0wfY9zfzqifX8fV8rABNrS/nSp2dSEfJiGulOe3oKWOSwrmFpfN70+PAihURnZAGzLJtd9W3818PvsmNPCwBnzxjF5y+fitvloDTgOeqkFCLFrmt4mvZonDc37OeRF7bQ3vm45pSx5Xz+8mlUlfmA9DfhpQG3xk8UyZImcRUREREpDKmURWt7nFXv7+X3f95EJJbEAOZ/fBwLzx+PwzQ1XrxIDwYOM/30iM/r0tPxUrBUkC9QiaTF+1sb+MUja2hqjWEAiy6cwPxzxuIwDcqDXk22J8NWJJbkowNt/OHZD1i//RCQnrjlmksmcW7daAzDwABKfC6Cfrd6+4qIiIiIyJASiaXnx3r4ha389d3dAAT9Lm5aOIPp40cAaLx4kV5KA268bqdqAFLwVNEtQJFYgpdWf8T/LN9APGHhcTv40sIZzJ5UhdM0KAt5NQu0DFuWZfP8Wx/yh2c3E42nAJg9qYrPzZ+SGffaaRqUBjz60kpERERERIaUlGXT1h5n594Wfv3kOj46EAZg6thyblo4g9KAR+PFixyDX6NIyBBR9NWqnTt38t3vfpfm5mbKysq4/fbbGTduXL7DOirbtmkNx3jkxa08/eoOAEaUerllyWzGjAzgcpiUh7y8v7WBZa9sY39jB9UVfhZfNJG506qzPs7qTfv7tX22+1m9aT/3r9jAngNhUpaNaRrUjgxw44IZR6x3ov30Jd6Ben9SeCzL5rb73syMFR/0u7j2sinMmTIycyHq9zgJlbiPO2N6tufIYJxLDz33AU+t3EEklsTncbLogtO47rKpOYmzL8fOlvJNsm0Ldh8IY1k2DtOgIuTFxqa5LY5l27gcJh63g7KgBwODjlgysy9A55gMO93zyudxEI0laWxNT1heU1XCjQtmAPDAio3s2t+KZaW3Mw1wuRz43E5OGRXskS/6vBYRKXyxWJKW9jir1u7lD3/5gFgihWHAwvNP41PnjMvMj1Ua8OSk8HiituPf7nqVddsbM/+fNaGCH91yftbbH+/+RO2WSN/kqtZ3rHX9Hic2NpFY6ojtfvbgalau2ZOZcDdU4uL/ue7MPsdXTJ8Ljh/84Ac/yHcQg+kb3/gGn/3sZ7nttttwu93cddddXH311SfcrrW1ld/97nfccMMNhEKhQY8zlbLYd6iDux5/n5ffST+ONrG2jG9edwaVZT48LgcVIS/vbW3g3mVriSeS+D1OwpE4b2/YT01VgJqqwAmPs3rT/n5tn+1+Vm/az38//C4NTRFSnTeJtg1t7XHe23KAU0eFMuudaD99iXeg3p8MjIHOo3jS4s5H3sOy4ZyZo7jlmtMZNzqEYaTHiSsLeAiVHH9CymzPkcE4lx567gP++PwWkpaF04REymLD9kPY2MyaUDmocfbl2NlSvg2+XLdFfdWXtqCrYGjZ0B5N0hFNgm1jWZBM2cTjKVrb47S2xwn4XMQTSVa9t5c31u/DsiydY3LSCj2PeuueV7Zls+9gO+FIErAxgZZwnDfX7+P19fUcbIpg24e3tYFUyiaeSJFMWazZfICaqgB7D7br81pO2lDLoVx56LnNx339c/P71+kh38eTgXWiPLIsm9b2OAeaI/z+z5tY/uoOUpZNWdDDPy2ZzTkz08NyuhwmFaHcDF97ouu83sV4gANNEdZvb2DeWWNPuP3x7k9i8ZTaLTmC2qNjy1Wt71jr2jbsO9ievpfzOoknUpntHnruA155dw/dLlmJJSxeX7uHCbVlWcdXbPWHop7d4NChQ2zcuJErr7wSgCuvvJKNGzfS2Niz0WhtbWX37t09/tTX1+cszlgsydaPmvjx/W+xetMBAM6rq+Gb151B0O/G53FSEfLicJgse2UbTqeB1+3EMNJ/O50Gy17ZltWx+rt9tvtZ9so2IrEklg0G6dmtDdKFmEgs2WO9E+2nL/EO1PuTvstFHnlcDn7+zQv50dJzufHKGQR8rszyyjJ/Vr1Esj1HBuNcemrlDjDAaZoYhonTNMHoXD7Icfbl2NlSvg2sfLdFJ+Nk2oLuMstJFxItG0zToCUcx+t20hFNEokldY5J1oZiHvXWPa9a2uOZnkS2DaZpYhoGkXiKjkginTxHYQMd0WQmX/R5LdkqhhwSybe+5lEskeJgS4TNu5r40f1v8be1+wCYNWEE37vpY0w6tRxIjxc/osyXs8lbT9R29C7Gd+lafqLtj3d/onZL1B71Ta5qfcdatyUc73yCx6ClPd5ju5Xv7T3qseJJu0/xFdvnQlEPWbNv3z6qq6txONINlsPhYOTIkezbt4+KiorMeg888AB33nlnXmJs64izdlsDdz++lpZwHMOAay6ZxCVzT8EwDAJeF6HA4XHh9jd2EPT1/LV5XA4ONHZkdbz+bp/tfvY3dpDquoPsdbOYsuwe651oP32Jd6Den/RdrvJofE0p4Y44Le1xTAMCfjdBvzvr7bM9RwbjXIrEkjh7fQ3qMNLLBzvOvhw7W8q3gZXPtuhk9aktOJ6uijzpITcSyXR3+mTKOqKIr3NMjmco5lFv3fOqKxcMyPSEN4zD/+YY6WXb6W278sUGfV5LVoohh0TyLds8sm2bcEec1o44r763l0de2EIiaeEwDa6+aCLzzkrXBPI1Xvxg1x6Od3+i+wxRe9Q3uar1HWvd9GdX+tK06/q1azvrOPeDfYmv2D4Xirogn60bbrjhiGFs6uvruf766wftmCnLpiUcY+Wa3fzuT5tIJC18HidfXjSTGaeNwCA9PnawxNNju+oKP02tEbzuw7+6WCLFyAp/Vsft7/bZ7qe6wk9LW5Rkyk5nZLfrBodp9FjvRPvpS7wD9f6k73KdR26ng9KAu889RLI9RwbjXPJ5nETjSZzd8iFlp5cPdpx9OXa2lG8DKx9tUX/1qS04nm4vWza4Ou/OnA6T3hVHnWNyPEMxj3rrnlcup0kylUpfSnV+ftt25787r6/so6SXYaTzqHu+6PNaslEMOSSSb9nkUSKZoiUcpzkc48G/fMDqTek5sipLvfzjopmMrykF0h0VyoIefJ7cT1Q52LWH492f6D5D1B71Ta5qfcdaN33NakG3e7mu7RqaI8csyvclvmL7XCjqIWtGjx7N/v37SaVSAKRSKQ4cOMDo0aN7rBcKhaitre3xZ9SoUYMWVzyRoqGpg4ef38xvn95AImlRVe7j//3i3HQxvrPR7V2MB1h80USSSZtoPIltp/9OJu3MxHcn0t/ts93P4osm4vM4MY30/aLdWZc3jXQD2329E+2nL/EO1PuTvstlHrldDirLvCf1uGa258hgnEuLLjgNbEhaFrZtkbTSDdaiC04b9Dj7cuxsKd8GVq7booFwMm1Bd5nlpL+3NY30GKqlATfReBK/15m5WdM5JtkYinnUW/e8Ki1x0zUtimGAZVlYto3P7cDvcx2zh7wB+L3OTL7o81qyVQw5JJJvJ8qjcCTOweYIWz5q4kf3vZUpxs+ZMpJ/u+ljmWK8y2EyotSXl2I8nPg6b9aEiqNu17X8RNsf7/5E7ZaoPeqbXNX6jrVuacCNZdlYtk1pibvHdhecXnPUY7mdRp/iK7bPhaKe1NXv9/Pqq6/idDqZOnUqy5cvp6GhIatv1AZrsoj2aIL6Q2HufWI9q95Pj6M0dVwF3/jsGVSEvJgGVAS9+I4xFnbXZAV/39dGU1uMyjI/X7h8WtazCvd3+2z3U1MV4NRRIXbua6E9ksAGHA6DU6qDfG3x7B7rnWg/fYl3oN6fDIzByiOHwzzpxzWzPUcG41yaNaESG5vtu1uIdz4Vs+SSiVx32ZGTcA10nH05draUb4Ov0Ccu6ktbEI4kAHA6DCrLfPh9TuKJ9JA0HpeDEp+L6p1J9eUAACAASURBVBF+SgMeEkmLyjI/N145g3NmjtY5Jv1S6HnUW/e8ao8kGVHmxet2EItbYBiMGRngn645nXPravj7vlZaO2KZL7tMA9xuBwGfm9rqYCZf9Hkt/THUcihXNKmr9EVXHn366s9iOL28tHo3v3lyPeFIAqfD5LOXTmbxxRMzHY68bicVpd5MT9N8OFHbMe+ssazf3sCBpkhmm1kTKvjRLedntf3x7k/UbsnRqD06tlzV+o61bnskwYhSH6GAm2TK7rHduXU17DsYZld9W6YvSajExXe+cFaf4iu2zwXDto/2oGvx2L59O9/97ndpbW0lFApx++23c9ppJ+4Runv3bubNm8eLL75IbW1tv+PomjX9w/pW7n58LXsawgBcNKeWf/jkJBymidM0KAt58eRokhaRwTbQeSQy3CiHRPpPeSTSP8qho1v4raeO+/ryny0a0seTgdWVR7/5/TKefbeZ97ceBNJDMHxl0Uxqq4MAeRsvXmQoUHskxaTox5CfMGECjz76aF5jSCQtmttibNx5iHuWrSUcSWCaBtdeOpkLzkh/iLicJuXB/H4DLiIiIiIiIiKD485H36fDKgHg7BmjuG7+lMx4yPkcL15ERHKr6Avy+RaJJWgOx3h1zV7+8OwHpCybEq+Tm6+uY8rYciD9qH55yIvD1DfgIiIiIiIiIsWoJRyjpDTIdZdN5eOzDs9t53KYlIc8uJx6Wl5EZDhQQX6Q2LZNW3uc1vY4j7+8jRfe3gXA6MoSbllSR1V5ehZgv8dJacCDqWK8iIiIiIiISNGqrijhnz//MUZXlmSW+TprAuqgJyIyfKggP0jCHXEONEX4zdPr2bDjEAAzJ4zgHz89E58n/WMPeF2EAhobTkRERERERKTYfW3JrEwx3gCCfhfBEk9+gxIRkZxTQX6Q7D3Yzh0PvkP9oQ4ALv3YqVx90URM00g3vCVugn53foMUERERERERkZxwdw5Jo/HiRUSGNxXkB8H7Wxv48QNv0x5J4HQYfG7+VM6tqwHAMKAs4MHvVcMrIiIiIiIiMpxovHgREVFBfoA1t8X44W/eIJ60CPpdfHVxHRNry4D0t+AVQS8ej37sIiIiIiIiIsOJ1+1gRJlP48WLiAxzqgwPMK/HQfUIP36viy9eMY0RpT4AnKZBeciL26VvwUVERERERESGG03eKiIioIL8gPO6nfzyO5fQ2h4nHEkA4HKaVIS8OB1mnqMTERERERERERERkXxRQX4QGMbhb7w9LgflIa++BRcREREREREREREZ5lSQH0R+j5PSgAdTxXgRERERERERERGRYU8F+UHidTtwuxw9esuLiIiIiIiIiIiIyPClQc0HicftVDFeREREREREhpR4IjUg64iIiMjRqYe8iIiIiIiIiADgdjlY+K2njrvO8p8tylE0IiIixUc95EVEREREREREREREckAFeRERERERERERERGRHFBBXkREREREREREREQkB1SQFxERERERERERERHJARXkRUREREREZMiKJ1IDso6IiIhILjjzHUChSqXSF2z19fV5jkQke6NGjcLpLJy0Vh7JUFRIeaQckqGokHIIlEcyNBVSHg2FHKqtrWXht5467jrLf7aI3bt3D9jxsqHj5ZfySKR/CimHQHkkQ9Ox8siwbdvOQzwFb/Xq1Vx//fX5DkOkT1588cWsL6BzQXkkQ1Eh5ZFySIaiQsohUB7J0FRIeaQckqFKeSTSP4WUQ6A8kqHpWHmkgvwxRKNR1q9fT1VVFQ6HY1COUV9fz/XXX8+DDz7IqFGjBuUYhUbveXDfc6F9g52LPOquGM+vYntPQ+H9FFIe5TqHjqWQfm+KpfBjKaQcgnQevfzyy3zzm98siJ9Pd4X0e+uuUOOCwo1toOMqpDwqlLboWAr1nBhsw/V9Q/bvfTjlUSGfD4rt5BRCbIWUQ1D47dFAKYTffSEZ6j+PY+VR4WRWgfF6vcydOzcnxxo1alRBfeuYC3rPw0Mu86i7YvxZF9t7Krb3M1jylUPHUki/N8VydIUUS6Hwer3MmjULKNyfj+Lqu0KNrVDj6o9Ca4uOpRh/9tkYru8bhtZ7z1UeFfLPRLGdnEKOLdeGSns0UPS776nYfh6a1FVEREREREREREREJAdUkBcRERERERERERERyQEV5EVEREREREREREREcsDxgx/84Af5DmI483g8nH322Xg8nnyHkjN6zzKYivFnXWzvqdjez3BRSL83xVL4sRSiQv35KK6+K9TYCjWu4WC4/uyH6/uG4f3ej6WQfyaK7eQUcmwyuPS776kYfx6Gbdt2voMQERERERERERERESl2GrJGRERERERERERERCQHVJAXEREREREREREREckBFeRFRERERERERERERHJABXkRERERERERERERkRxQQV5EREREREREREREJAdUkBcRERERERERERERyQEV5EVEREREREREREREckAFeRERERERERERERGRHFBBXkREREREREREREQkB1SQFxERERERERERERHJARXkRURERERERERERERyQAV5EREREREREREREZEcUEFeRERERERERERERCQHVJAXEREREREREREREckBFeSPIZlMsnv3bpLJZL5DERmylEci/aMcEuk/5ZFI/yiHRPpPeSTSf8ojKSYqyB9DfX098+bNo76+Pt+hiAxZyiOR/lEOifSf8kikf5RDIv2nPBLpP+WRFBMV5EVEREREREREREREckAFeRERERERERERERGRHFBBXkREREREREREREQkB1SQFxERERERERERERHJARXkRURERERERERERERyQAV5EREREREREREREZEcUEFeRERERERERERERCQHVJAXERERGYZs2853CCIiIiIiIsPOkC/INzU18ZWvfIX58+ezcOFCvv71r9PY2AjAe++9x6c//Wnmz5/Pl770JQ4dOpTnaEVERETyL5myaI8k8h2GiIiIDEPxRGpA1xMRGWqc+Q6gvwzD4Mtf/jJnn302ALfffjt33HEHt912G9/5znf48Y9/zNy5c7nrrru44447+PGPf5zniEVERETyx7ZtmttieFxDvl+GiIiIDEFul4OF33rqhOst/9miHEQjIpJ7Q74gX1ZWlinGA5x++uk89NBDrF+/Ho/Hw9y5cwG49tprmTdv3lEL8q2trbS2tvZYVl9fP7iBixQZ5ZFI/yiHJFdaw3FiiVRRFuSVRyL9oxwS6T/lkUj/KY+k2A35gnx3lmXx0EMPcckll7Bv3z5qamoyr1VUVGBZFs3NzZSVlfXY7oEHHuDOO+/MdbgiRUV5JNI/yiHJhY5ogvZo8Q5VozwS6R/lkEj/KY9E+k95JMWuqAryt956K36/n89//vM8//zzWW93ww03cPXVV/dYVl9fz/XXXz/QIYoULeWRSP8oh2SwJZIpWsIxinkqV+WRSP8oh0T6T3kk0n/KIyl2RVOQv/322/nwww+55557ME2T0aNHs3fv3szrjY2NmKZ5RO94gFAoRCgUymW4IkVHeSTSP8ohGUyWZdPUFsOywbJt/vy3v4Nt85WrZmEYRr7DGzDKI5H+UQ6J9J/ySKT/lEdS7Ipi8NCf//znrF+/nl/+8pe43W4AZs6cSTQaZfXq1QA8/PDDfOpTn8pnmCIiIiJ50RKOkUhaAPzptZ0sf3UHy1ftpLU9nufIREREREREhpch30N+69at3HvvvYwbN45rr70WgNraWn75y1/yk5/8hO9///vEYjHGjBnDT3/60zxHKyIiIpJb4UicjlgSgDWbD/DMqp0AzJt7CqUBTz5DExERERERGXaGfEF+0qRJbN68+aivzZkzh+XLl+c4IhEREZHCEIsnM73gd+9v475nNgAwsbaMG66Yls/QREREREREhqWiGLJGRERERHpKpSya2+LYNrR1xLnr8bXEExYVIS9fXTwLp1OXgSIiIiIiIrmmOzERERGRImPbNs3hOEnLIpWy+NUT62hsjeJ2mdyypI6g353vEEVERERERIYlFeRFREREiky4I040nh43/o8vbGHrR80A3LBgOrXVwXyGJiIiIiIiMqypIC8iIiJSRKKxJG0dCQBWrtnNyjV7AFhw3njOnFqdz9BERERERESGPRXkRURERIpEImnRHI5iA1t2NfHw81sAOH1yFQs+MT6/wYmIiIiIiIgK8iIiIiLFwLZtWsIxUhYcbI7wqyfWYVk2Y6oC3HjldEzDyKxrGuBxO/MYrYiIiIiIyPCkgryIiIhIEWgNx4klUkTjSe5+fC3hSIISn4ulS+rwdiu+GwaUB724XY48RisiIiIiIjI8qSAvIiIiMsR1RBO0RxNYts0DKzaypyGMaRrcfNUsKst8mfUMoDTgwetR73gREREREZF8UEFeREREZAhLJFO0hGPYwJ9e28mazQ0AfOaTk5kytrzHukG/ixKvKw9RioiIiIiICKggLyIiIjJkWZZNU1sMy4Y1mw/wzKqdAJx/eg0XnjGmx7p+j5NgiScfYYqIiIiIiEgnFeRFREREhqiWcIxE0mL3/jbue2YDABNry/jspVMwuk3i6nE7KAuqGC8iIiIiIpJvKsiLiIiIDEHhSJyOWJK2jjh3Pb6WeMKiIuTlq4tn4XQcvsRzOU3Kg94eBXoRERERERHJDxXkRURERIaYWDxJa3ucVMriV0+so7E1ittlsnRJHUG/O7Oe0zQoD3pxmCrGi4iIiIiIFAIV5EVERESGkFTKorktjm3DH1/YwtaPmgG4YcF0TqkOZtYzDSgLeXE5dbknIiIiIiJSKHSHJiIiIjJE2LZNczhO0rJYuWY3K9fsAeCKc8dx5tTqzHqGAWVBDx6XI1+hioiIiIiIyFGoIC8iIiIyRIQ74kTjSbbsauLh57cAMHtSFVeef1qP9UIlbnweVz5CFBERERERkeNQQV5ERERkCIjGkrR1JDjYHOFXT6zDsmzGVAW4aeF0zG4TtgZ8LgI+93H2JCIiIiIiIvmigryIiIhIgUskLZrDUSLxJHc/vpZwJEGJz8XSJXV43c7Men6Pk9KAJ4+RioiIiIiIyPGoIC8iIiJSwGzbpiUcI5GyeWDFRvY0hDFNg5uvmkVlmS+znsflUDFeRERERESkwKkgLyIiIlLAWsNxYokUf3ptJ2s2NwDwmU9OZsrY8sw6LodJedCDaRrH2o2IiIiIiIgUABXkRURERApURzRBezTBms0HeGbVTgDOP72GC88Yk1nHYUJ5yIPDocs6ERERERGRQqc7NxEREZEClEimaAnH+Gh/G/c9swGAibVlfPbSKRidk7iaBpQHvbicjnyGKiIiIiIiIllSQV5ERESkwKQsm6a2GC3tce56fC3xhEVFyMtXF8/C2dkT3gDKgh483SZ1FRERERERkcKmgryIiIhIgWkNx4jGkvzqiXU0tkZxu0xuWVJH0O/OrBMscePzuPIYpYiIiMjgiSdSA7KOiEihUZcqERERkQISjsTpiCX54wtb2PpRMwA3LphBbXUws07A6+pRnBcREREpNm6Xg4Xfeuq46yz/2aIcRSMiMnDUQ15ERESkQMTiSVrb46xcs5uVa/YAsOC88cyZOjKzjs/jJBRQMV5ERERERGQoUkFeREREpACkUhbNbXE2f9jEw89vAWD2pCoWfGJ8Zh2300FZwJOZ1FVERERERESGFhXkRURERPLMtm2aw3HqG9v51RPrsCybMVUBblo4HbOz+O5ymJSHPJimivEiIiIiIiJDlQryIiIiInkW7ojTHI5y9+NrCUcSlPhcLF1Sh9ednu7HNKEs6MHp0KWbiIiIiIjIUKa7OhEREZE8isaStLTHeWDFRvY0hDFNg5uvmkVlmQ8Aw4CKgBe3y5HnSEVERERERKS/VJAXERERyZNE0qI5HGXFaztZs7kBgM98cjJTxpYDYAClAQ8ejzOPUYqIiIiIiMhAUUFeREREJA9s26YlHGP1pgM8s2onAOefXsOFZ4zJrBP0uyjxuvIVooiIiIiIiAywvHS3uueee7Ja72tf+9ogRyIiIiKSH63hONt3N3PfMxsAmFhbxmcvnYLROYlriddFsMSTzxBFRERERERkgOWlIL9ly5bMvxOJBC+99BJTpkyhpqaGvXv3smXLFi655JKs93f77bfz7LPPsmfPHpYvX87kyZMBuOSSS3C73Xg86ZvZb3/725x//vkD+2ZERERE+qgjmqC+sZ27Hl9LPGFREfJy89WzMpO2et1OSgPuPEcpIiIiIiIiAy0vBfmf//znmX9/5zvf4T//8z9ZuHBhZtkzzzzDypUrs97fvHnz+OIXv8j1119/xGu/+MUvMgV6ERERkXxLJFMcaolw7xPraGyN4naZ3LKkjlBJugDvdjooC3oyPeVFRERERESkeOR9DPmXXnqJK664oseyyy+/nBdffDHrfcydO5fRo0cPdGgiIiIiAypl2TS1xXj4+S1s/agZgBsXzKC2OgiA0zQoD3lwmCrGi4iIiIiIFKO89JDvrra2lkcffZRrr702s+yxxx5jzJgxx9kqe9/+9rexbZszzzyTf/3XfyUUCh2xTmtrK62trT2W1dfXD8jxRYYL5ZFI/yiHhofWcIwX397FyjV7AFhw3njmTB0JgGlAecibGbZG+k55JNI/yiGR/lMeifSf8kiKXd4L8rfeeiu33HILv/nNbxg1ahT19fXEYjF++ctf9nvfDz74IKNHjyYej/Mf//Ef/PCHP+SOO+44Yr0HHniAO++8s9/HExnOlEci/aMcKn7hSJz3tjbw8PPpuXROn1zFgk+MB8AwoDzoxe1y5DPEIU95JNI/yiGR/lMeifSf8kiKXd4L8nV1dbz44ousXr2aAwcOUFVVxVlnnZWZiLU/uoaxcbvdfO5zn2Pp0qVHXe+GG27g6quv7rGsvr7+qGPSi8jRKY9E+kc5VNxi8SQ79rTwqyfWYVk2Y6oC3HjldEzDwABKAx68nrxflg15yiOR/lEOifSf8kik/5RHUuzyeueXSqWYO3cub775Juedd96A7rujo4NUKkUwGMS2bf70pz8xbdq0o64bCoWOOpSNiGRPeSTSP8qh4pVKWew/FOGux9YSjiQo8blYuqQOrzt9GRb0uyjxuvIcZXFQHon0j3JIpP+URyL9pzySYpfXgrzD4WDMmDG0trZSWVl50vu57bbbeO655zh48CA33XQTZWVl3HPPPfzzP/8zqVQKy7KYMGEC3//+9wcwehEREZHjs22bxrYYv1m+jj0NYUzT4OarZlFZ5gOgxOsiWNL/pwJFRERERERkaMj7s9GLFy9m6dKl3HTTTVRXV2MYRua1OXPmZLWP733ve3zve987YvmTTz45YHGKiIiI9FW4I86yl7eyZnMDAJ/55GSmjC0HwOt2Uhpw5zM8ERERERERybG8F+T/53/+B4Af/ehHR7y2atWqXIcjebB6036WvbKN/Y0dVFf4WXzRROZOq853WCJDhnJIZOAMZD5FY0n+umYPz6zaCcD5p9dw4RljAHA7HZQFPT06IogMBLUJIsVPeS4iMnypDSgOeS/Iq+g+vK3etJ97l63F6TQI+pw0tUa4d9laWFynDxSRLCiHRAbOQOZTMmWxbnsD9z+zEYCJtWV89tIpGIaB0zQoD3lwmCrGy8BSmyBS/JTnIiLDl9qA4mHmOwAZ3pa9sg2n08DrdmIY6b+dToNlr2zLd2giQ4JySGTgDFQ+2bbNrvo27nx0LbFEioqQl5uvnoXTYWIaUB7y4nToEkwGntoEkeKnPBcRGb7UBhSPvN0NvvHGG9x+++2Z/5911lnMnj078+fNN9/MV2iSQ/sbO/C4HD2WeVwODjR25CkikaFFOSQycAYqnxpbotz56Hs0tkZxu0yWLqkjVOLGMKA86MXd6xgiA0VtgkjxU56LiAxfagOKR94K8vfffz/nnHNO5v+2bfPYY4/x2GOP8b3vfY/77rsvX6FJDlVX+IklUj2WxRIpRlb48xSRyNCiHBIZOAORTx3RBPc9s4GtHzUDcMOC6ZxSHcQASgMevJ68jxYoRUxtgkjxU56LiAxfagOKR94K8h988AHnnntu5v+GYTBp0iQmTZrEVVddxebNm/MVmuTQ4osmkkzaRONJbDv9dzJps/iiifkOTWRIUA6JDJz+5lMimeLpldv565o9ACw4bzxnTk2P5Rj0uyjxugYtdhFQmzBYbNsmZdn5DkMEUJ5L4Yv3KhaKyMBRG1A88tZNq6WlBdM8/H3AihUrMv82DIPm5uZ8hCU5NndaNSyuY9kr2zjQ2MFIzRAt0ifKIZGB0598siybN9bv46HntwBw+uQqFnxiPAAlXhfBEs+gxi4CahMGQyKZoiUcJ+Bz4dATLlIAlOdS6NwuBwu/9dRx11n+s0U5ikakuKgNKB55u6ocOXIkmzdvZvr06Zn/d/nggw+orKzMV2iSY3OnVevDQ6QflEMiA+dk82nb7mbuemwtlmUzpirAjQumY3ZOtFQacA9CpCJHpzZh4IQjcdra41g2BHx6wkUKh/JcRGT4UhtQHPI2ZM0VV1zBD3/4QxobG3ssb2xs5LbbbuPKK6/MU2QiIiIi2TvU3MHP//Au4UiCEp+LpUvq8HqcuJ0OyoIeDMPId4gi0gfJlMWhligt4XQxXkRERERkIOWth/zSpUtZu3Ytl156KXPmzKGyspKGhgbWrFnD7NmzWbp0ab5CExEREclKJJbkF4+8x56GMKZpcPNVs6gs8+E0TcpDHhymivEiQ0lHNEFre4yUle9IRERERKRY5a0g73a7+e1vf8vLL7/M66+/TlNTE+PHj+dzn/scF198sXqTiYiISEFLpSz+98+beHdzAwCf+eRkpowtxzSgPOTB6cjbg4gi0kcpy6Y1HKMjlsx3KCIiIiJS5PI+M9Gpp57KxRdfnO8wRERERLJm2zYvvP0RT7+6A4DzTx/DRXNqMQwoD3pxuxx5jlBEshWNJWkJx0hqfBoRkSEnnkhldd2V7XoiIrmQ94L8tddeS21tLQsXLmTBggVUV2tiAhERESlsG3cc4tdPrgNgYm0Zn710MgZQGvDg9eT98kpEsmBZNm3tcdqjCVSKFxEZmtwuBwu/9dQJ11v+s0U5iEZEJDt5f5b6tdde42tf+xrvvfce8+fP5wtf+AKPPPIIra2t+Q5NRERE5Aj7D7Xz0wffIZZIURHy8tXFs3A6TIJ+FyVeV77DE5EsxBIpDjZHCB+nGJ9IWjz7xod85xcruWfZ2pzGJyIiIiLFK+9duNxuN/Pnz2f+/PmEw2Gee+45Hn30UW677TbWrtWFr4iIiBSOaDzJT/53NYdaorhdJrcsqSPod1PidREs8eQ7PBE5Adu2CXfEaYsksI9Ribdtm3XbD/HYi1s40BQBoKE5ksMoRURERKSY5b0g3yWZTPLWW2+xatUqPvjgA2bMmJHvkEREREQybNvmrsfeZ8uuZgBuWDCd2uogXreT0oA7z9GJyInEEilaw3HiydQx16k/1M6jL25lw45DAJiGwUVn1vLFy6flKkwRERERKXJ5L8i//vrrrFixgueee47Ro0ezYMECvvWtbzFmzJh8hyZSMFIpi3AkQWlAvS9FRPLliZe38fI7uwG44txxnDm1GrfTQVnQg2EYeY5ORI4lm17xkViSFa/t5KXVH2F1Tu46dVwFn/nkJGoqA5T4NByViIiIiAyMvBfk//3f/50FCxbw4IMPMmnSpHyHIwNo9ab9LHtlG/sbO/B5HESiSZraYgCMqQpww4LpANz9+PuZx4EBRpb7WLpkNnOnVffYR3WFn8UXTWTutJOf+Lf3/mZNGMG67YfYVd9KMmXjcpicMirY7+MMpI5ogtb2GAYmpYF8RyO59PWfvsiH9eHM/8eOCnDnd+ad9P4eeu4Dnlq5g0gsic/jZNEFp3HdZVOPum62udeXHO3L8UWysXrTfu5fsYG9De3A4bZl7rTqHuebwwAMg5RlZ849IPO622kSLHFhGGaP87jr/G5oilBV5s30mD19chVXnn8aTtOkPOTBYeamGD/QbaLk18n8PntvMyLk4e1NB2iPJDBNA4cBKTtdgPZ7XZxWE2TH3jY6ogkMw8DrcjDhlLJhde7EEylauvWKX7/9IM+9uYuDLREqS31c+rFTaOtI8ORft9PaHgegstTLNfMmM3tSpb5sk4J0/b+voLUjmfl/yO/kwVsX5OTY/3bXq6zb3pj5/6wJFfzolvNzcmwRkWIykNf2A7Gv/tYAjrYc4P4VG9hzIEzKsjFNg9qRAW5cMKNP8XXft21btLUniCetIV1XyHtB/oUXXsh3CDIIVm/az73L1uJ0GpjY7NrXhg04TAPDgI/2t3HHg++QTKaIJawe2x5oinDH/65m0YUTeOntj3A6DYI+J02tEe5dthYW153Uh1T3mII+J3sb2ti44xA+r5NoLIkNRG3Y2xDu13EGSjJl0doeJxJLsnVXE1t2NXHtZVMJlWhYhOGgdzEe4MP6MF//6YsnVZR/6LkP+OPzW8AAp5keB/uPz28BOKLx6p0rx8q9bNfr6/FFsrF6037+++F3aetIYBpgk25bfvHHNcyeVMmr7+0FA2zLJgGAjWmkz72Hnt2cbpMcBgYQjaeIxlOUBVyZ83jrWadk2qDKUjcbdjZi2VAR8nLjguk4TYPykAenw8zZ+80236Twnczvs/c2H+5rYd22ROZ1y7LpfkXVHkn0KJrZtk1HLMnOvS3D4tw5Wq/49dsP8vBzm3E4DEo8DhqaO7j3iXUkU+kV3C6TT318HJd+7FRcTkceoxc5tt7FeIDWjiTX//uKQS/K9y7GA6zb3si/3fWqivIiIn0wkNf2A7Gv/tYAut87dS3/xR/XEIsnicZTdD58SCpl81F9G//98Lt849o5WcXX/ZjxeILmcPr612EaQ7qukJu7yONIJBLcc889LFy4kLPPPpuFCxdy9913E4/H8x2a9MOySEkAigAAIABJREFUV7bhdBp43U5a2g//Li3bxmGamKZBRyRxRDG+S0csyVMrd2T2YRjpv51Og2WvbOt3TIZh0BFNggEdkSQGBs6uuKLJfh1nILRH4hxs6mDfwXZ++/R6fvaHd1m+aievvPNR3mKS3OpdjD/R8hN5auWOzmK4iWGYOE0TjM7lvfTOlWPlXrbr9fX4ItlY9so2IrEkpmFgmubhtiWaZGVnMd5pmnQfncKyey5zmiaWbdPV/7W1PZE5j7vaoLKAh227W7EsG8OA0oAbn9dJedCL25W7gl1f8k0K38n8PntvE+5VkOuud5/uzodEgPR1T7GfO4lkikMtUVo7eg5R89ybu3A4DJymQWNrjKbWWKYYf9b0av7PVz7OFeeOVzFeClrvYvyJlg+k3sX4Ey0XEZGjG8hr+4HYV39rAEer33VEk0Q6i/Fd16IG6XuySCyZdXzdj9nani7Gp/djD+m6Qt57yN96661s3LiRf/mXf6Gmpoa9e/fy61//mn379vHDH/4w3+HJSdrf2EHQlz69EkkrU/zouinq6s14LHZngo6q8PVY7nE5ONDY0e+YuuJyGBC3bZydd6mmkV7en+P0RyKZ7hXfHonz8ju7eWbVDqLx9CPWE8aUcuGc2pzHJMUhEkvi7PUVrMNIL++td67A0XMv2/X6enyRbOxv7Eg/9thtOAnTSD9dZFk2bmd2w0zYdmeh0ibTc8PjchCJJTl1ZAm7D4Qzn8OVpV6isSSlAQ9eT24vofqSb1L4Tub32Xsb61iDoZ+AZdtFe+7Ytk04kiDcEc/kc3cNzR1YKatHod7lNPF5nPzjp2fmNlgREREZtgby2n4g9tXfGsDR6nfJlHW4Y0SvW7OUZWcdX/djWt3217XvoVpXyHtB/tlnn+Uvf/kL5eXlAMyYMYMzzzyTyy+/XAX5Iay6wk9TawSv24nLaZJKpbA53Dur6xuyY91KGgb4PE5iiRRe9+HTNJZIMbLC3++YIH0DFk9amIaRKchYdnp5f45zstojcVrb42ze1cRDz23OjIkc8LlYfPFEPjG7RpO6yknzeZxE40m61yhTdnp5b71zBY6ee9mu19fji2SjusJPS1sUy+rZtjgdJjYWKRuyqckb3RqjrqHgY4kUAb+LxrYYzeH0U17lQQ9ul8m4mjJKvLmf3LEv+SaF72R+n723MQ3jpIrypmEU5bmTSFq0hGPEEqkjXrNtm3XbDhLuSJBIpp/ONA0oC3jST8IEfUdsIyIiIjJYBvLafiD21d8awNHqd06HiWWn0oVzmx5FeYdpZB1f92OanXU77MP3gEO1rpD3IWsqKipIpXpeOKdSKSoqKvIUkQyExRdNJJm0icaTlHYb89w0DFJWuvei3+fC4zr6KejvnJihax+2nf47mbQzE0P0J6b0ZGdOsMHvc2Jjk+yKy+vs13H6KpG0ONgc4cP6Nn779AZ+9uC77G1oxwAuOGMM/+fmj3NuXU2PXqBS/MaOOvoMvsdafiKLLjgNbEhaFrZtkbQssMlMbtld71w5Vu5lu15fjy+SjcUXTcTncWLZNpZlHW5bvE4uOL0mc751/+Q0jZ7Lklbnl7Kd/w+VuIjGk6SSNmdOGcn+xvSE4yVeJx6XSWmJl8vOHpvLt5nRl3yTwncyv8/e2wT8x77x6F2mtznci8jvy+11Ti6EI3EONncctRhff6idOx99n7seX5spxvs9DkaP8ONymVgWXHb2qbkOWeSkhY6R+8daPpBmTTj6PfqxlouIyNEN5LX9QOyrvzWAo9Xv/F4nPrcjM0KGbaf/Njs74GYbX/djhkrSHaPS+zGGdF0hL18hvPvuu5l/L1myhJtvvpkvfvGLjBo1ivr6en73u99xzTXX5CM0GSBzp1XD4jqWvbKNA40dnDo6SCSapKktBkDtyAA3LJgOwN2Pv8+Bpkhm25HlPpYumc3cadVMOqU8s4+R/Zx1undMNVVB5p8zgnXbD7GrvpVkysblMKmpCvTrONnqeqy6JRzl5Xf28PSr24nG0jeS40aHuG7+FMaOCmXWN0wV5IeTO78z74iJXceOCpzUhK5weIKTp1buIBJLHnc28t65cqzcy3a9vh5fJBtzp1XzjWvncP+KDZkvMbvalrnTqqmp+iBzvjk7By1MWTZetzNzwdb1utftIFjiwjRMykM+zp9dw2+eXg+kLxa9bgfjakq5/OPjmDNlZN7eb7b5JoXvZH6fvbcZO7qUESEPb286QHskgWkaOIx0L6F0xwMXp9UE2bG3jY5oIj2ep8vB+JrSojl3jtcrPhJNsuK1nbz0zkdYnc83TxtXwRlTqli96QCHWiKMKPVx2dmnMnNC5XGPoyswKSQP3rrgiIldQ37noE/oCvCjW84/YmLXWRMqNKGriEgfDeS1/UDsayBqAL3rd//46XTB/f4VG9hzIJwebtQ0qB0Z4MYFM7KOr/sxE0mbqnIHbe0J4kkLn3vo1hUM2z7JASj74ROf+ERW661atWqQIzm23bt3M2/ePF588UVqazVutwyseCJFa3ucjTsP8dBzm9l9IF10LfE6ueqiiZw3+3CPeIN0QSjgd+PqPQh3gVMeifSPcij3mtuifPO//sqhligVIS/fveEsKkt9VJR6ceiL0SFJeVScuob66z1WvGXbvL52H0/+dRttHemJvyrLfFxzySRmT6rE6OMThy6HSYnPid/r6vO2xUI5JNJ/wy2PFn7rqeO+vvxni064Trbr9WVfMrQNtzyS4paXHvL5LLTLwFi9aX+mVyLAmKoA59aNZt32Q+xv7KA6i2/kjraPrp6NXa8ve2VbZn+zJozI7N/AprktRjx5eJII0zTwukyqKvwYGPz/7L15nJxVne//Ps9We6/pdPadLERCCAkCSgyGRQkxkrkKiIMoc1864wjjhVHwN8FxmBmvo+iAXjTzu9dRL8ji2BB20GAnyCI0AQMkATobWTud9N61Psv946mqruqu7q7qrk71ct6vF690nTp1nlPF+T7nez7POd9vOGbi97jhaNo74yQsG8e2EYqCrirMnBJKH5FJXSdVPxKz8voOheI4Dl3hOEdOdvPIHxp56a1jgCu6f3T5NDZ8bAFBX09sYo+uEvTrWXG4JGOb3uN6oDH2wHN78tpRXux6QN67n7505zM0t8XSr2sqPPx80yeG/d0lkoHIHEs+j8rJ1gjd0Z6dgn6PQsx0sKz+9xwYmmBqTZBozKSlwx3DM2uDdEdMTrVHAQj5dZpaujljZsWwxXg5/iVDITVu9h1pIxw10z6PEGBoCpqmEI1ZWBmqdMCrEYm7dRVFMKnci9ejpX2bs+ZX8+LOo338L6CgMVqqMW1aNu1dcaLxvsm79h1p58HfvcsHxzsB14/6xAVzuOS8meiaWtB1dFUh6NfxebQJK8RLRi8bbt2S9TBKEbDlB6dHbPzs7Y8Tidvp1z5D4eHvrj8t15ZIJJKxSi6/CehX8xqKb5WPbzYS/ttAbeajQeTbp7vub6B+x5E+5QGvxq2fXznm1lajUuV7+eWXeeSRR/i3f/u3UndFkoOG3U3c/eAOOsOJdCyog8c6+OB4B5VlXiqCBq0dETbX7YSNy3IaRa42DjV1cs9Db3DT1ecAsLluJ5omCPk0jjZ3smvfKSpCHmzbprUz3qdN23YIxyw+ON6JIgRlAZ1DbREcx3GTtiokk/9ZKEJwtLmLux/cgRCCgM9NDnGoyV3A1VR4B/0OhRJLWLR1xNja8AFbtu0lnMwCPWtKiGsvW8TcaeXpurqqEAro+DynP3GgZORo2N2UNa4HGmMPPLeHh373HgjQFIjGTfc1ZE1gxa4HfcV4gLf2tvCte1/IEuV7i/EAzW0xvnTnM31E+UK+u0QyEJljScHh4LHOPnXCMTvHJ7OJmz2fVRTQFcGxk2EiyXtzdZkHXRU89cf9BH3GsMapHP+SoZAaN+FYgu5ItvjsOBBL2MQSfcd65sMpy3JoaomgCDck4NHmTt5uPIkQbjKtlP/1g/tfR1cFQb+e1xgt1Zjujibo6I5h9/rabZ0xHqlv5E/vHE+Xnbd0CletmU9lyFvQNQxNJejX8BpSiJeMTnqL8eAmuNtw65YRF+V7i/EAkbjNZ29/XIryEolE0g+5/KZ7HnojmRNIT2peXUnNy6Ai6CnYt8rHNxsJ/22gNt8/1DqoBpFvn/oT48H1ff/1F6/yrRvOG1Nrq1ET/2Lfvn388Ic/ZM2aNfz1X/81ui6FyNFKXX0jkZiJIgSKoqAqCiQzHYejphuj1NDQNEFdfWPebSiKIBw1qatvpK6+EU0T6cVQOGqCcNtv70oM2L/UjrD2Ljeeqp3M5pwZnCl1rUjMJBw18Roa7V1xFEWgCEF7d3zQ75Avtu3Q0RWjYddx/un/vMIDz72b3r3/ucsXcdv1q9JivKpAWcCgptInxfhxSO9xPdAY27J9X3LiUhBCQUva2Zbt+0a0HtBHjO+vvLcYP1B5Id9dIhmIzLHU3t334exQcBzweLS0GK8qgupyLxUhL13R+LDHqRz/kqGQGjdd4b47wfMhU0u2HWjvjru77JOvs/yvSCKZTyG/MXq6x7Rl2bR0RGnrzBbjE6bNMy8f4Nv/8XJajJ9VG+LWz5/Ll9YvzVuMF4BHU6kq86R9MCnGS0YrvcX4wcqLSW8xfrByiUQikeT2m1J6VC7Nayi+VT6+2Uj4bwO1mY8GkW+ftr95dMB+JEx7zK2tSrpDvr29nSeeeIJHH32Ut99+m7PPPpv29nYee+wxZs2aVcquSQagqSXsJmPIWKikxO6E2eOMeXSVEy3hvNtQhHsM+URLGAcI+XqGZ8K0UYX7r+04CNxd9f2hCEg4Dnqy/Uwx3nGS75s24JBKo5AwbVTFbTf1PQb6DvkQi5scPtHFb55/nxf/3HMDufCsqVx18QJCfgNwF80Br07Qp6Oqo+Y5maTINLWEs8Y19D/GIjGT3ikDVEFaMBypeiNFId9dIhmIzLGUOecMFQF4DZWO7p6HvYamUBb00Nkdx9CGP07l+JcMhdS4sYuU7qk/e0mdVLR6qXmD+XGna0xHYgnau2JYGd13HIedjSf5r63v09wWAdwQUxs+Np8Ll03L8i8HQgAeXSPo0/B4RuXBYYlEIpFIJGOcXH6TadlZmycyNa8UhfhW+fhmI+G/DdRmPhpEvn2y83jqPNbWViXzPL/2ta+xbds2Zs2axZVXXsmPfvQjZsyYwUc/+lECgUCpuiXJg9oqP+2d0WT4F7dMJHegZyYdjSUsJlf5827DdkBTlfRnWjsi6djpuqYQN20MTcG2nUEXp7YDihDpnSKpaziO+7ed7Ktt27jLMfe1admQ8T0G+g4DXt92aO+K8eyfDvJofWP6+PjMyUGuvXwx86a7O+IF4PVohPx6wbFNJWOP2ip/1riG/seYz6MRjZtoGZO05bjlI1lvpCjku0skA5E5ltz7tjWs9nRdIRrvaUNVBJOr/HSFE1i2U5RxKse/ZCikxo3rzwxflE/5Nr1txnZcf6R3noTB/LiRHtNW8oRhJGZmbcI4fqqbh3//Hrv2u6e2FEVw8bkzWPeRufi9+Z0uFAK8ukbAr+PRpf8lkUgkEolk5MjlN2mqQuY2U1fzsjDy1NTyuUbvz4+E/zZQm12RxKAaRL59UhQxqCg/1tZWJduKu23bNnw+H+vWrWPdunUyQ/IYYuOaBfg87o4t27axbFfEVgT4vRqO4xCNm5imk05UkU8btu3g92psXLOAjWsWYJpuO47jluO47ZcHB15sCeEK4uVBHdt2UJLb6bOObiev5fNo+L2uUFkeNNJif3nAGPQ79EcsZtKw6zh3/MfL3P/MHrqjbvKKqy9dyO03nJcW4w1NpbrMS1WZV4rxE4Te43qgMbZh9TxwwLRtHMfGTNrZhtXzRrQeuAlcc9G7vKbCk7NervJCvrtEMhCZY6k8YAyrLSU5X6STgwuoqfCRMG0SplW0cSrHv2QopMZN0D+0B6dZofoElAcM/F4NQWrsZ/hfPj394DZfP24kx3Q0ZnKyNUI4Q4wPRxP8Zut7/NP/+VNajD9zbhWbvvRhPrN2YV5ivBDg92hMKvdRVe6VYrxkTNJfjvFh5h7PC5+RWz7or1wikUgkuf2mlB6VS/Maim+Vj282Ev7bQG3mo0Hk26fVy6cN2A9dU8bc2qpkO+RffPFFnnrqKR555BF+/OMfs2zZMtavX49pmjJm4yhn5ZJabr5mBb948h2ONncjgNlTQ1y4bCpv7T3FiZYwkwfJ1pyrjRmTg3xh3Zk9n9m4jLr6Rk60hJlWE+Ly86vT7ddWqbR1xoibdo+Qogi8ukJNlR+BIBIzmVnrxcGhvTNOwrJxbBuhKOiqwrSaYFZm6xMtYWbWhnBwiMYsKst8BWWctmyHY81dPPC7d3nhjSPpBeT5H5rCxosXUBZwRUpNcRO25ruLSzJ+WLmkNmtcD2QnqSQng2UkL3Y9gH/9m4v6JHY9a35VVkJXgJ9v+kSfxK41FZ4+CV0L/e4SyUD0Hkuzp4Y42RrJSmTp9yjETAfL6n8Xha6C32uk49CrCiydV83yhTW88d7Joo5TOf4lQyFz3Ow70k44mkj7PEK4oZU0TSUaM7PCzQS8GpG4mc6pM6nci9ejEY1ZSX9qDi/uPNrH/wLyHqMjNaYt26GrO053NJH2o2zH4eWdx3h0WyOdYTe01KQKH59ZewbLFkzKa93gCvE6AZ8mN0FIxjxbfrChT2JXRTDiCV0BHv7u+j6JXX2GIhO6SiQSyQDk8ptu/FS2FjWtJsjl58/OW1PL5xq9Pz8S/ttAbabaHUiDyLdPt1y3EiBnYteAV+PWz68cc2sr4ThFCkw5DPbv38+jjz7K448/ztGjR7n44ou5/vrrueCCC0rWp8OHD7N27Vq2bt0qd+9LBqU7EueZlw/wX8830hVxF4vTa4Jcc9lCzphZCbiOctCnE/AZKKdjC8soQNqRRDI8pA2NHPc/s4cHf/cuANdctojLzptNdbl3wtyfJxLSjsYGsZhJe7e7gSLF3sNtPPT79/jgeCfgxhT95IVzWLtqVlaYxP5wT2+6myDyqS/JjbQhiWT4TDQ7Wn/LlgHff/yuDYPWybdeIW1JxjYTzY4k45tRkb1o7ty5fP3rX+frX/86L7/8Mo8++ihf/epX2bFjR16f/973vsezzz7LkSNHePzxx1m4cCHgCv233XYbbW1tVFRU8L3vfY85c+aM4DeRTDQsy2Zn40n+84l32H+0A3CTA66/aB5rzp2BqihuwlaPTtAvE7ZKJBLJaOClnUfTYvxFy6dxycqZVJZ5pBgvkZQA23boDMfpjvTsim/tjPJo/V7+9M7xdL0PL53CVWsWUBHKHS4tE1WBQFKIl76XRCKRSCQSiWS0MSoE+UxWrVrFeeedx7e//e28P7N27Vquv/56rrvuuqzyb3/723zuc59jw4YNbNmyhTvuuINf/epXxe7yuKdhdxN19Y00tYSp7ef4yAPP7eE3W9/PygidSvSaQlVE+ki1EDC50sdXNp4NkG7f79FwcIjELBzHpq0jRmKAkAODoWsKApt4TyQDKoIGN1+zIv0dMr+fz6MiEIRjZtZ3feC5PVnHbP7i4gV8bMUM7nt6N/U7Dqe/53lLp/AXFy+gPOhBAB7DTdhqyBilkiT52FOKfI8j5xs2Jt96kHtXS65dJYW0ed2mJ+kI9xhjmV/j/jvX5awrkdx1f0POI4nDQVEg5Nfp6HJPMhm6Qk2Fjx//5s10TOppNQE+smwab+09NeC80B/5zCkSCeQ/HzTsbuKnv/0zJ1ojRb2+oghURTC9pidkYMPuJn755C6ONHcBrj3csG5pv/1KhR4EstrJl1jcpL2rZ1d8wrTY+tohnn7pALGEm3x21pQQV1+ykPkzKgZtT1MEfl9SiJcP2CQjTCE+XbHJ108bCaQ/J5FIJIMz1Dmit/a0YfU8zphZmXN9EYsl6AgnsnS3OVPLcvpjufy2VNjp3n1M9f3Q8U4Slo2mCmZNKevz/r4jbYSjbpjETI2vd51IzHLzOybDTM+fWZn1e6T8z0MnOgcMOdofY3UeKvmWkR/96Efs3LkTgD/+8Y+sWrWKVatW8frrr+fdxsqVK5k6dWpW2alTp9i1axdXXnklAFdeeSW7du2ipaUlVxOSfmjY3cTmup20dkQI+TRaOyJsrttJw+6mdJ0HntvDA8++myXGQ7YYD2TFN3UcaGqJ8L1fvcbdD+6gtSOCIuBQUyeHm7ro6o7S3BodlhgPkDCzxXiAtq443/vVazTsbsr6fgoOh5u6ONTUiSJIf9e77m/god+9RzRuYmgCr6Hw6LZG/vp7z/OH110xftqkAF+/dgVfWr+U8qAHQ1OpKvNSXe6VYrwkTT72lKK3GA9gO255Jr0FcYDmthhfuvOZIdWD/o+Y9i4vpM3eizeAjrDJdZuezHktycRmJMR4ANuGznBPkkhNEby48xjv7D2J4zjgOBw63skDz77L0ebOfueFXDYL5DWn9PdZycQi3/mgYXcTP7ivoehiPLg7003L5lBTJ/c89AYPPLeHex56g0NNnWl7ONzUxd0P7sjZr7sf3MHhpi5wHBzHSbeTzxi3bYf2rhinOqJujh/H4c33mvnO//4Tj27bSyxhEfLr/OUnl3DbF1YNKsbrqkJF0KCm0k/Ib0gxXjLiFOLTFZt8/bSRQPpzEolEMjhDnSMeeG5PWnvSFIjGTR587l1+cF9Dn/VFe2eE9u5EH93twLGOPv5YLr/t4LEOHnzuXY42d2X18YHn9rC5bidHm7voDMeJxk26IwmONndmvX/wWDvdETN9/ZTG94P7X+9Tx04KG7btEI5Z7D/alv49GnY3cc9Db/DB8Y4hifEwduehku+Q/+1vf8uXv/xlAH784x/zT//0TwSDQb7//e9z0UUXDfLp/jl27Bi1tbWoqiuGqqrK5MmTOXbsGFVVVVl1Ozo66OjoyCo7fvw4EnfnuqYJvIY7VLyGRhSTuvrGrAQNQ5XNo3ELx3GYVOHjSHO3Gy7AgXDMHvzDwyAat6irbwRIf78j7V0oQoCA9q4402sCRDHZ/uZRhIAyv4GhK5xqj2ImbxQeQ2XdR+ayduVMVFVBUwRBv7sza6IlJ5Z2NDj52FOK3mJ8f+W9BfH+yvOtVwiFtNl78TZY+URE2lAP2988OiLtaqpI3799Ho2yoMHJtgiWA0YyrEXCcnflhpNJYnPNC7lsFrJtvL85pb/PSorDWLGjfOeDuvpGwrGRu086DiiqIBw12bJ9H6ZpoyjCHbsAtkMklrtfkZiJIkQ61JPtOISjg4/xWMKivTOW3hV/7GQ3v9n6XvqUiqIIPn7uTNZ9ZC4+78BLFV1VCPh1/B5twvldI8VYsaFSU4hPN56Q/lx+SDuSSIbPWLajoc4RW7bvAwGa4q5LNAExyyIcM5lqBLLWF7FE/5pZb38sl99m2Ra249atDHnSfdyyfR+VIYP2bjPtE9q26+NVl2vp97tac9/3w5FEHnVMKoKetCYXjppD1hRTjMV5qOSCfCQSwe/309bWxoEDB7jyyisRQnDrrbeetj788pe/5Cc/+clpu95YoqklTMiXPUw8usqJlnD6dWSIC0UBOPTsnE+YNqrCsA0xX060hHEg/f0Spo0iBEKQ3u3v0VUEUB0y6I5atHZmC43/+N/PpzLkTSds9fsm7q4saUeDk489SYaO4zhE466j4TFKPr0VjLShHuz+nkgNg0wxXlEEk8q9NLWE02W9Sc0DueaF/mw208b7m1OkvY8sY8WO8p0PmlrCfXY+FRtFgGnZJCwbgWsrKYRw/bRc/bJsp0e4z2invzHuOA6d3XG6ou5urnA0wRN/3E/9jsNpmz9zbhWfvWQhU6oDA/bZ0FSCfg2vIYX4YjNWbKjUSJ9OMhDSjiSS4TOW7Wioc0Qk5u6M703KF8xcXwxEb38sl9+W2WZmHyMxkylVvrQ+B6TXM5nv2zkc1JTGl1knVZaJ7fT8Hk6yvyPt745GSq5YzJo1i2effZYDBw5w4YUXIoSgra0NXdeH1e7UqVNpamrCsixUVcWyLE6cONEntA3AF77wBa666qqssuPHj/eJST8Rqa3y09oRST/ZA3dn0+Qqf/q1z6PRHUkU3HbK3lICtq4pmJZ92hT51HdIfT9dUzBNByfZl1QvQ36d5vZY1g1CCPcpZ1WZF5+hEQoYaBM8aZi0o8HJx54khWPbDpFYgs7uBO9+0MLM2hDzpg8ea3i0IW2oB0URRRXlFUVkCe81FT46uuPEkw5oLqc2NQ/0nhcGstlMG881p0h7H3nGih3lOx/UVvlpbh1ZUd52QFMVNE3BNG1sxyG1t8BxXD8tV7/aO6PYdo/9pNrJNcZjCYuOrjhx040h+tJbR9mybS+dYdd/rKnw8Zm1Z3DWgkn9CuwCMHSVoE/H6yn5EmbcMlZsqNRIn04yENKOJJLhM5btaKhzhM+jueFqerlCKdcoc30xEL39sVx+Wyrno57xBCCWsPB5NGIJK63PKRn1Mt9XhOgjyju4/tpAdcDdxJH5e7R3xrAda8KJ8iVXEDdt2sTPfvYztm7dyte+9jUA6uvrOf/884fVbnV1NUuWLOGJJ54A4IknnmDJkiV9wtUAlJWVMWPGjKz/pkyZMqzrjxc2rlmAabq7TlO7T03TYeOaBek6G1bPY6h7k7yGmr7plAcNbNvBdhz8npEdml5DZeOaBVnfrzxgYDsOtu1QVeYBHI6eDNPWFU/fGBTh3rg8msJVa+ZTXe6jssw74cV4kHaUD/nYU4r+Dlr0Lq+p8OSs17s833qFUEibZf7c4kl/5flgWTad3THeP9TCr597l2/+rz/yg/t38I///ytDbrOUSBvqYfXyaUVrS5C9435ShZeuSIJwNJG2JwFYto1tu06nAPxeLWteKA8aA9os0O+cks9nJcVhrNhRvvPBxjUL8I+g+CyEax9+r5s0zO9LCgIXAAAgAElEQVTVsG0nbQ+24+DzaDn75fNoyTFuJ+u77WTWdXfFxzjVHiFuWjQebuN//vI17nt6D53hBB5D5ao187njr85n2Rk1OcV4IcBnaFSVe5lU4ZNi/AgzVmyo1BTi040nRsKfG49IO5JIhs9YtqOhzhEbVs8DB0zbxnFszOTaxJ/SzDLWFx69fxWutz+Wy2/DcbUFv1fL6uOG1fMwTSftE5q2jYP7OvP9YD/3fb9Pz6OOlv49Nq5ZgN+rDVlTTDEW56GSq4grVqzgkUce4eGHH2bevHkAfPrTn+bf//3f827jn//5n1m9ejXHjx/ni1/8IuvWudl1//Ef/5H77ruPyy+/nPvuu4/vfOc7I/IdxjMrl9Ty5Y3LqCzz0RUxqSzz8eWNy7LiXl172WKuvXxR1pM16LvjMDOUixBQW+Xjm9ev4uZrVlBZ5sNxYGZtiBm1QUIBLzWVXnR1eGapawq9I1dUBA2+ef0qVi6pzfp+DoIZtUHmzygnErNoPNxBJObGEp5S7cdjqCiKYEp1gGsvX8y1ly3GIxO2SgogH3tKseUHG/qI74pwyzP5+aZP5BTff77pE0OqB/D4XRv6lOUqL6TN++9c12eSHGo29IRp0dYRZfubh/nBr3fwjZ+8yGPb99HSEQXg3MWTC25TMrq45bqVrFkxvTiNZdhRdbkHn6EST1ggBDOnhPjc5YuYNaXMFQKTZddevohpNaH0vDCzNoTjMKDNAjnnlHw/K5lY5DsfrFxSy62fX8nkSl/R+6AoAk1VmFkb4qarz+HayxZz09XnMLM2lLaHGbVBbr5mRc5+3XzNCmbUBkEIhBDpdlJ14wmLk21ROsIJWjqi/J/H3uYH973OB02dAHx46RS+898v4PLz5/TxIcH1Ff0ejUnlPqrKvVm7zCSSUlOIT1ds8vXTRoJi+nMSiUQyXhnqHHHtZYu5+tKFeA0N03ajMlxz2SJu/fzKPuuLipCP8oDeR3ebM7Usyx9L9ae33zZ7ahnXXLaIaTXBrD5ee9livrxxGdNqgoT8Bl5DI+DTmVYTynp/9tRyAj49a8d9bZWPW687t0+dVNx6RRH4PSpzp1Wkf4+VS2q56epzmDWlDHWI+t9YnYeE45T+UMCJEyd47733CIez4ylddtllJeoRHD58mLVr17J161ZmzJhRsn5ITh+O4/D864f4xRO7aEvGiq+p9HHNpYtYOq8aVRGEJmjC1qEi7UhSTKIxk+a2MH94/TDb3zhCU0ZcvIBX44Jl07ho+XQWz67E7x1e2LPRgrShoROJmfz9Pds5eLyTgE/nH774YRbPqZQnmiYg0o5OL47j0BVJ0BWOE0tY/P7VQzz98n7iyeRjs6eEuPrSRcybXp7z8+5OMB2/T88p1EtOP9KGJIXiOI5cL/ViotnR+lu2DPj+43dtGLROvvUKaUsytplodiQZ35R8q8l//ud/8qMf/YhZs2bh8fTstBRClFSQl+SmYXcTdfWNNLWE8Xs0HBzaOmNEYyaW3RPLysqRJG/O1DIuXDaVl3Ye4+DxjhGLD+XGrFIIx7KzTpcHdP7u2nMB0t+htsrPxjULqKnwce9v/8yu/S2Au7P+kxfO4dLzZuPRlQmfsFVSPDJtKDX++ntSft2mJ7Oyhff35DeXA5rL4cy3XiF1v3XvC7y1tyX9+qz5Vfzr31yUs8277m9g+5tHsW0HRRGsXj6NW65bmbNuCsdx48O/1XiKra8domFPU1bimXnTy1l9znTOXTwZXZMnVsYyDbub+OWTu/igqWd+GM48oQg3pjWAbdv88Nevc7I9guNAeVDn7645N217hdilRFIsHnhuD1u27yMSM/F53JAx1162uN86xcirkCuxVgpdU5hWE+CGdUuBvr5SPjaRMG3au2JE4yZ/fv8k//X8+5xsiwAQ8ut8+mMLuGDZ1KykYilUAQGfu/FBlQ/OJGOAz97+OJF4j0/iMxQe/u7603LtQny6YvOlO5+huS2Wfp15OvL4qS6eeukgXl3lmssWpXdFSiQSiaQvudYg0L8Pdtf9DWx740jWGslrqGy82P1cpl+5aslk9h/r4GhzNwBVZR68Ho1IzMpqN7MPIqnvJSwnp2+a8kszc0gqisDQlGSeoIG/r8dQKQ8YIES6D9t2HKJ+x5Fh/Y5+j8Lf/+V5Y279VnJBfvPmzTz00EMsWbKk1F2RDELD7iY21+1E0wSKgENNnenFYT5LxAPHOjh4rGPEc7Y60EeMB2jvTvAvP3+FoN8g6NcJ+TQ6uqL85Ddv0toRTQs3Z59Rw2fWnkFNpY+ARyfg1+WOSklRyLShkE+jtSPC5rqdkOP4Wm8xHqAjbHLdpiezRPn+doOsv2VL1sIs33qF1O0txgO8tbeFb937Qh9R/q77G7ImWtt20q9zifK27XCqI8IfGg5T//ohDp3oSr/nNVTOWzqF1edMZ8bkEOAekTM0FZ9XwyPDGow5GnY3cc9Db9DWGSvKHCEyxHhdUygLeLISY7Z3Jfifv3yV275wHkDedimRFIsHntvDQ797DwRoCkTjpvsa0gufzDrFSnI8UCsJ0+ZwUxff/7+v4TE0Aj6tIJvojsTp6I5zuLmLh3//PnsOuPODogg+vnIm6y6ci8/b9/6sKhDwyo0PkrFFbzEeIBK3+eztj4+4KF+IT1dseovxAJ1hk6/+2++ZMbmMV945nr5fXX7BbKrLix9uSyKRSMYDubSBux/cgRAipw/Wn3AdjVv8+tl3AVBVgaZAOJqgfscRhABNEViOQ1NLBEXA5Epfut33V83k+dcOoWmCRMKktTPutpPDN035pVYvn9S2HaJxK6/vHItbnIhHqAgatHZE+N6vXsv7swMRjtn8y89f4f/70vljav1WctUiFAqlY8dLRjd19Y1omsBraBxp7kZRBLY9eIbnTEodH8m03TAGk8q9JCyboyfD6d22NRU+PnvpQpbNn4TX0AgFdLnjVlJUMm0I3JhwUUzq6hv7TBy9xfjByktBbzF+oPLtbx4FsnNLOI5bfst1PWWmZfPugRaeeeUAr7x9PGuCnjk5yOoVM1h1Zi1ew038oqkKPo+K1yNDG4xl6uobCUfNgbfvFkA6EbciqC73crItQm89M5awqatvBMjbLiWSYrFl+76kGO/etzThJvDasn1fWpDPrGNZw1+s5IMiBJG4hWVDdbkXGNwmLMumvTvOqfYIT/xxP/WvH8ZOGuHSedV8Zu0ZTKkO9PmcpggCfh2/R5e7aCVjjt5i/GDl44VMMd5rqBi6SiRm8kFTNx80ubswQ36dqz62QIrxEolEMgC5tIHm1gggcvpg7+w7NWibKb8SXL/RcUBRFEzTfW070N4dZ3pNkCgmW7bvozLkxok/2twTDtZ2wFCVLN805ZcWg47uBJMqfEUR41OYNmNu/VZyQf62227jjjvu4MYbb6S6ujrrvd6vJaWlqSVMyOcOmYRpoyqlF9iHgiIEJ9qidHS7T/8E4PVo3PFXHyboNQj5dTyekpuGZBySaUMpPLrKiZZwP58YP/S3uzNV3hWOs23HEX736kH2HmlPv69rCucuruVjK6YzZ6qbeFNVwGfoeDyqTPI3TmhqCWNadtFDmdVUeGlpj2LmCKMGcKIljAMT1i4lpSMSM+n9DFEVbvlAdUYaIdzFm2lli4r92UQklqC1I8r2N4+yZdteupJHmGsqfXxm7ULOml/dJ460rioEfJrMySORjFF8HhVNVeiOmlliyrSaAGtXzuK8pbVUhaQYL5FIJAORSxuwbIfeaT5TPlghpyV7r6kcp2ffU2pDqif5QHVKlXu/th0nXSf1+UzfNOWXFkNCt0cofvVYW7+VXMnQNI0XX3yRLVu2pJ3yVBKY3bt3l7h3kkxqq/y0dkTwGhq6pmBadrE2M54WBGAYKpG4RSTpPHoNlbKAzqwp5dRW+fF5xkciSMnoJNOGUsQSFpOr/CXs1ekhdaImhRDg9+r4PCo/+c2b/PHNI3RHe4So2io/q8+ZzvkfmprO3u7VNXxeV4SXIs74orbKT3tnDNuxhiXKZ85JNRU+OroTxM3+dyumbG+i2qWkdPg8GtG4iZZxK7Mct3ygOiON47j3596h+nrbhGU7dHTF2Nl4kod+/x6HmjoBNzboFRfO5eMrZ/Y5tWRoKgGfhs8j7+ESyVikuTWC36sRiZo4OSSZO770YTy6hj9p5xKJRCLpn1zagBu6L9tHSvlgzW2RvEX51AaLXK9T/lksYeHzaMQSFl5DQxEiLZSn3LRM3zTllxaDXLmEisFYW7+VfKa84447+MpXvsIVV1yB1+stdXckA7BxzQI21+0kikl50EgepykswkCpBHxdU7Bsh1hSiFcUQVXIoDLkxdBV1n90rhTjJSNOpg15dJVYwsI0nXTylkzK/FrO8DRl/pLfttOcNb8qZ3ias+ZX9SlbvXxaMo6dIODVUBVBVyRBdyTBs68cBFy7XL6whtXLp7NodiWKEOiais+r4jM0meRvHLNxzQLueegN4p3D23ORml8qQx4iMTNrt3FvPLqStr187VIiKRYbVs/jod+9h2nbqMJd8OC45bnqnC5sx8FnqHgMd9GVyyaiMZP9R9v5zfPv89qupvRnz//QVK5aM5/yoCddJkgK8X5N+lmScYXPUHKGp/EZ489XefdgC3X1jbzy1vE+uxqFgKBPZ/okP5Mq/Xh0Ge5TIpFI8iGXNpDatJDLB6su8wya/DTlV6YQAmzbTgvyioDygEE0bmKaDhtWz+P51w4lNT49HUNeSYZSzPRNU35pMSgL6ETjJl5DLVrYGk1hzK3fSq7sxGIxPve5z6Eo4895GW+sXFILG5dRV9/IiZYwM2tDOMkszNGY6R6vSda1coQHmDO1jAuXTeWlncc4eLyj6KEJUgjA51EIx9wbj6oo6WM5iiI4d9FkonELy7YJBQw+cf4cViweO3GmJGOX3jY0uVfW9Ezuv3Ndn8SuZX4tK6ErwON3bciZ3Kt3Uq986xVS91//5qI+iV3Pml/VJ6ErJBO3CmjY1URXJJFl/1VlXi5aPp0Ll02lPOhBUwQ+j4bXo2HIhd2EYOWSWm66+hx++eQuPmjqmR+GMk8EfTqOQzp0Ri7Kgzp/d825PbaXp11KJMUiM058JGbi82hsWD0vXZ6rTjESuw60MULXFKbVBLhh3VKAPjaxYtFkTrSEeeyFvTz98gHiCde3mj21jGsuXcjcaeVZ1/HoGkGfJsMASsYlD393fZ/Erj5DGfGErlCYTzdULMvmlbePUVe/l/c+aE2XlwUM4gkTy3II+t24wz6P4Ps3rynatSUSiWQikEsbuPFTZwF9fbCVS2rTa5NtbxzJWiN5DZWNF7tCdMpn9Ht1Vi2ZzP5jHRxt7kYVgpoKD16PRjRmUVnmS7d7xsxK6uobSZgOtVUqbZ0xEpaDz8j2TTP90u6MdZaiCAxNIW5aDLaHxGOolAcMhBBUlvm48VNn9ZusthD8HoW//8vzxtz6TTi9AxSdZn76059iGAY33nhjKbvRh8OHD7N27Vq2bt3KjBkzSt0dSYHEEhb/tfV9fvuH99Ni/NJ51Vx96ULmTCkjFDD6HMeWFB9pRxLLdmjYdZwnX9zPm+83p50HAXxo/iRWr5jO0rnVaKpILuo0PIYqwxkkkTY0OE+/tJ97f7sTgPUfncuXPvUheX+XZCHtaPhEYwnqXz/CQ79/l5PtUcAV5j79sfmcf9bU9NFjAXgMjYBPkzk+xhHShiYO4ah7cvHxF/bR3BZJl8+cHGTtqlmsPLOWMr+B3yMfthXKRLOjXA+NMunvwdJQ6hXSlmRsM9HsSDK+Kfks+sgjj3DkyBF+9rOfUVWVHebg2WefLVGvJGOZV3cd5z8eeYumZEKHqjIvn1l7Bh9eOoWyoEcepZRITgOtnVGeffkAz/7pA05mLOjKAgYfOXsaHz17GpMqfBiais/rCjduzDyJJH/e2nuSzY+8BcDyhTVcf8WZUoyXSIqIbTvsOXCK/3xyF3sOuLtkVUXw8ZUzueIjc9NxRYUAn6Hh9+nSz5JIxiBNLWEe276X3716kEjMDR8ggLMWTGLtqpmcOaeKgE/H59XlPCuRSCQSSREouSC/adOmUndBkoOG3U3U1TfywfEOTMtBVxVmTglx1vxq3tp7in1H2ohETYpwerqoqIrAykwciZsk+NFte/n1s3vwezUcBLUyJIGkyDzw3J4BQw+kKOR4c77HkYtdb6htCtwjc8sXTebVd45n2eKiWZUE/DqNh1p55e1j7DnQwsdWzOAvLj4j5/Ul45uG3U384sl3OHS8q0882qGgCDjS3MXV//DUgGE9dE1hek2QL6w7k5VLatNzXVNLWM4LktPOl+58hua2WPp1TYWHn2/6RNZ8gu1w+iLIu35UdbkXTVOoLPNwrLmblo6ePi6dV81n1p7BlOoAkEzQ7dEJ+DR0TQrxkonFSIeNGelrO47DngOtPLqtkZffPpY+xWjoChecNZW1K2cxq7YMv0/Fa/QkY843XKFEIpFMFHKtKbbtOMT2N4+m1yYeXWHh7Kp0nPP+1iCZfqCuCipCnrSGhWPzzr6WgnW41OFzIWBmbYgb1i3l/UOt/Pb594kl3FDPkyt9rF01i7f2nuL9D1rTsd0VRRD0qjnz2w0VTRUEfBrhqIVl2UXRFcsDOn937bljai1XckH+ootyT94dHR2nuSeSFA27m9hct5OEZdEdSeAAUQf2H21n175TGLqS3jkxWkhlhM4UAAM+nZBfpyucoLXTXUx2hhNUhgxaOyJsrtsJG5eNKYOVjE4eeG6Pm+BEuMlEonEznfAkU5TvLcYDROI2n7398T6ifH/HLtffsiVrwVXsekNpUxFg6CoJyyYSt3j5rWMA+L0a539oKqvPmc7be0/y4p+P4vNoxBMWh0908n+f2k08YeV8cCEZvzTsbuLuB3fQ3h0vSi4RAVSVe2ntiA0aYzth2hxq6uSeh97gkxfO4fnXDqFpgpBPk/OC5LTSW4wHaG6L8dnbHyduOiAoSsz4QrFsh+5IAq+h8s7e7nS5qrgJuS8+dwZTqgMoSSHe79PRNblbVjLxKMSvGm3XNi2bl3ce45Ftjbx/qC1dXhHysGbFDNasmM6kCj9+b98Hbb3FeIC39rbwrXtfkKK8RCKZkKT0s8w1xfd+9VqfZKWxhE3joRbueegNHMch6Nf7rEHeP9Sa1hUEDrGEQ1NLhMqQwXsftBDLkUw8HzLzc31wrJPv/uJPrr+Z8X5TS4QHnn0XQ1eIJXquY9tOUcV4ANNyaO/qP9/XUGjvTvA/f/kqt31h7MSSL7kgHw6H8fv96ddtbW38/Oc/59e//jUNDQ0l7NnEpa6+EU0TtHebCASq4ord4YiJUBh1YrwQZO2w9BgqFUGDWNzmREu4z9O29q4E1eU+opjU1TeOGWOVjF62bN+XFONdUUJLZiXfsn1fltjcW4wfrHw04zgOqipQhSBu2n0cDncH8mTKAx68HpWf/vbPtHXF09kEFaFgi76/kWT8U1ffSCRmFi2xd0WZh87uBKaVnx0piiAcNdmyfR+VISMd59praHJekJw2eovxKSJxG1UVaIqCZZ1ef0tRBEGfTnc0QXe0Z+GlKoJpk/wkLJs//vkoF3xoKgGfjirDVkgkY4quSILnXjnI4y/sTeeCAJg9JcQlq2bx4Q9NpSxo4DM0lH7CCPYW4wcrl0gkkvFOSj/LWlPEc/twkZiNbZuAw6QKX0/95Bpk35H2tK4QN3vaaO9KFOVUcYpMMT61e95x3KV6phg/1ogl7DG1liuZIP/222/z9a9/ncOHDzNp0iTuvvtu9uzZww9/+ENWrlzJT3/601J1bcLT1BIm5NNImHY6SZciIOE4GEIwWuR4IZI3jeS9RFUElWUebBtOtUcxrdw3rNSNzKOrnEjGmZdIhkMkZtJ7g6Aq3PLxRjRmsu2NIzz10n4sy8Ei2848ukrQr/PJC2bj9ejpuPDNbVE0BYTo+aHG628kGZimlnDWaabhEPLrRGMWsUT+M5Mi3N2BCctmSpUv6z05L0hGA2oJ0ml4DBUBdHTH02VCgKq4p1CCAYOAR6OtK05Z0HP6OyiRSIbMsZPdPPbCXn7/6gdpkUgAZy+s4dLzZnLW/BqZ/0EikUiGSEo/yxfTstMieIrUGiRTV0jpXAKKKsaPsqjTRWcsreVKJsh/97vf5ZJLLmH9+vU8+uijfO1rX2PmzJncf//9LFq0qFTdkgC1VX5aOyLomoJpOskd6G5YmH407pKQeYMqCxp4dJX27jixfp5Gpkg9ZIglLCZX+QesK5Hkg8+jEY2baBkTq+WQTnY3XtBUwfXfebaPiK4pgqBfx+fRiSUswlGTgM/IqjNRfiPJ4NRW+Wnv7P+hab74PBqO4xT8UMd2QFMVNE0hlrDSu1lAzguS0YHlkHWvHEkErhifayeXoSoE/TpBv4GhKpxoi1Ae9J6ejkkkkmHhOA7v7DvFlu17+dM7x9PrJo+h8pGzpnLZh2czZ1pZ1uYJiUQikRROSj/LXFMMhJsYO3sdlFqDdEUS6TVzegMqPSGai4Hoc/XxxVhay5XsrOn777/Prbfeyplnnsmtt95Ka2sr9957rxTjRwEb1yzANJ1kAlQH07axbQe/TwMHfJ7S7Z7o7S76PRqTq3yYps2J1sigYjxAeVAnGjcxTSedUEMiGQ4bVs8Dxw1T4zg2pm2DkyzPwGfkvuX2Vz4acHdIupZnWq74qakKH146Bb9HZXKlj8pyLwnTpqmlm5aOaE6BNN/fSDL+2bhmAT6P1mdnSCHomoKhK3RFCj9hYdvu/LZh9TxM0yEaN3EcR84LktNKTUXuXeY+Q0nfK0caXVMQiugjxqsKTKnyUV3hxbIdEqbNqY4o8bgt7UMiGeUkTJv61w/xP/59G7ff+yKvvO2K8ZVlHv7i4wv4969/jL/+i7NZOn8SAZ9RsBh/1vyqgsolEolkvJPSzzLXFF4jt2bm8yj4vVp6s1rvNUjmmjnz9lwe1PEUUTMwMnZ+ZEadELjJZ8cqHl0ZU75qyX5p0zRRVXeQGoZBMBikqkpO5KOBlUtq+fLGZUyrCRHw6XgNjZDfYO60cq6+dCELZlYS8OmUYjNF6kmeripMrvShaQonWiNZsU77Q1MFtVU+DF2jsszHl2XiPkmRuPayxVx96UK8hoZpu3Hgrr50YZ/Y6A9/d30f8d1nKH0SugL9JuXqXV7segCbb1+LyHgqnwovMrnSx39bewY/+rvV/I/PreCBf15HS0eM5qQNpqKQ5Goz399IMv5ZuaSWm69ZwawpofSJpUJQFUHIr9PeFR+8ci90TWFmbYibrj6Hay9bzJc3LqOyzEdXxJTzguS08vNNn+gjytdUeHj4u+vT90pFESPmqGuqIGHaWYljVUUwqdzLwtmV+Lw6hqFSEXJFeWkfEkk2hfhVp+va11+xhL/6l99x16930Hi4HYC508r48qfP4p6vf4zPf2IJMyaH8A7jdOK//s1FfcT3s+ZXyYSuEolkwpLSzzLXFN+8fhVrVkzPysfh0RUWzKzipqvP4eZrVuRcg2SumR0EHl1Ja1gLZ1Vx1vyqIelwqbW9osCsqSFuv+HDfO7yRWnxXQiorfJx7eWLWDi7KuuBgqIIyvzFPdWuqYLyoI6uKUXTFcsD+phK6AolDFkTj8fZtGlT+nUkEsl6DXDnnXee7m5JkqxcUtvvQL72NPUhYdo8tn0vD/7u3fTurTNmVvDFK5eyZG5V8qiPRDI6uPayxXmJy7nE9/7Id1FXjHqWZfPqruM8/dIB3nivOV2uKILlZ9Rw8bkzOGdhDX6fgZ4RMP+Rf8v/++T7G0nGPwPNMb0xLZtNm1/i7b2nMHSFf/nKhSyeU33a+yGRFJufb/pEzvKRuld2hePc/+wennrpQDpk1IfmV/OZtQuZOTlE0K/hNTTEcI6vSCQTiNMhvg927SPNXTy2fS9bXzvEr57aDbjCyjmLJnPFBXNZdkZ10e1aiu8SiUSSTa41xcoltdxy3cCfycXpWjOnHgD0uf6IX1mSomSC/Be/+MWs1zfccENpOjJBaNjdRF19I00tYWqr/Gxcs6DfG0DvumfNr+aJP+6joztxmnudTdCv09oZ5Tv/+5WCEvipiqCq3EM8YWNaDrqqMHNKaMDfQCIplHxtbP0tW/qU9begy7fucOr94o7LeO6Vgzz7p4Ocao9mvWfoCmUBD4dOdPKzR97iwX++os/n//b7Wzl4vCv9evaUID/5+7U5v89d9zew/c2j2LaDoghWL5/GLdetzFlXMv5o2N3EL558h4PHOofcht+jc9v/ejGvpLC1VT6+svFseZ+XjFqu2/QkHeGeE34+Q2HBrCreajw5ItfrHTNUVQRHm7u597/+TFc4TiRucs2liwpaBBbiX0okI0Epx2AhPl0xcRyHT936WJ9yr0florOns+7COcyaWoaujUyYUenPSSQSyfAYaO761r0v8NbelnRdj6GmTzQKbOKFR+ycEAykQ5SK1P83pZ9jACUT5G+55RYA2tvbKS8v7/N+R0fH6e7SuKVhdxOb63aiaYKQT6O1I8Lmup2Q4+hx77pHmztHbGGYLx5dpSxg0BVJcLItOvgHemHZDs2tUQSgqIKoA0ebu/r9DSSSQsnXxnIt3FLlvRdw+dYdbr0b/um59N8CWDqvmoPHO/B7NaJxi/auGAnTztlmbzEe4ODxLv72+1v7TIZ33d9A/Y4j6de27aRfy0Xc+KdhdxN3P7iDtiGEmUkR9Ol0RxN5ifEATS0RfnD/69x63bnyPi8ZdfQW4wEicXtEfK6UEJ+yHEUIyoMGhq7SFY7T0tHTj18/+y5AXqJ8If6lRDISlHIMFuLTFYuEabFtxxHufuiNrHIhwGdoBP06f/uZ5f0u/IuB9OckEolkeAw0d9X94b0sMR7IK0+ipH8dYqSwbQfLdrBsG8dxsCz3tW27f8cti2Qeg+0AACAASURBVEjUpLbaT9Bn5GyjZIJ8iosvvpgdO3b0Kb/kkkt49dVXS9Cj8UddfSOaJtJZn72GRhSTuvrGPs5q77rhPGKzjxSqIqgIeUiYNifbIww3qbQDaIqC7TiEoybV5Z6cv4FEUiiF2NhoJOTX+ejZ07n8/FnMmlLGdXc8Q1NLZNDP9RbjByrf/uZRgKxEno7jlg90lE8yPqirb8yZ7DdfvIaKadnph0P5Eo4kxowdSiYWvcX4kSTlPgkB5QEPHsMV4ls7Yznrb9m+Ly9BfqzPfZKxz0QZg+1dMZ55+QBPvLiftgy7VRVB0K+jqwrdUZMTrZERFeNB+nMSiUQyXAaau3qL8ZLC6E+fKBTLsrFsh0jMpDMcpyucoKM7Tlc4TlckQXckTnfUJBwzCUdMwrEE4ahJOGoSiSYIx0wiMRPHgQf++ZP9XqfkgryTQ2UNh8MyfmURaWoJE/Jl/6/26ConWsKD1i1U/CgGQkDIbyAEtHbGshKOFQNFuN+rv99AIimUQmzsdOM4Drv2557YVUUQ9On89JtrCfr19H13OMJpf/Rnx8W2b8nopKklnPfO9t5oqkBVRF7Ju3vjwKiwQ4mklKT8Kp9Hoyscp60rtxCfIt85YDTPfZKJwXgfg4eaOtmyfS9/aDhEPLkmU4RAVQVlfgPLceiOJE7rek36cxKJRDI8xvvcNZqwLJvuqEl3JEFXJE5nd4LOcIzOcMIV1sMJOiNxuiOJdL1wtEdcN62RnV9LJshfdtllCCGIxWJcfvnlWe+dOnWKj3/84yXq2fijtspPa0ck/QQOIJawmFzlH7SurimY1uk7IuPzqPg9Oh3h+Ig5l7bjfq/+fgOJpFAKsbHTyeMv7OPplw9wqCk7ZrfHUAn5dEzLoTuaIBTIfYSqmCiKyLlYG+mdXJLRQW2Vn/bOaDqRZL4oAnwenc7w0ELdCCi5HUokpUIAfq9OwKfRFUnQlOdCz+fJb3kwWuc+ycRhPI5Bx3F4871mtmzfy+t7TqTL/V6Nj50zg/UXzeUbP/4jrZ1RSqGBS39OIpFIhsdAc1e+vtpERhEghEif1MrazO3AV7//fFJgTxCNFVfL1FQFv1dL/qfj87h/p/71e3X3X4+OL1lvwPaK2rsC2LRpE47j8LWvfY1/+Id/SJcLIZg0aRKLF498VuGJwsY1C9hct5MoJh5dJZawME2HjWsWDFrX79WIFHkQ50JTBWUBD5GYyamOwuPE54MATNsGB/wBrd/fQCIplEJs7HTyH4++lf5bVQQBn46uCcJRi1Md0WGHgZo9JZjzWNjsKcE+ZauXT6N+x5E+11y9fNrwOiEZE2xcs4C7H9xBLFGYsB7yG7R3Dz3uvN+nl9wOJZJclPm1EQ1b4zVUQgGDcCTBidbBQ5BlsmH1vLzqjda5TzJxGE9jMJ6wqN9xmMe27+Xg8Z6NFJMrfXzigjlcfv5sygIeALoiiVJ1U/pzEolEMkwGnLsce0KGrRECBClh3XHDLTo9YRczsR3InoSya31wPHszYu/ruOK5ni2ke5KvewntgYy//V6tT7J00eePwiiZIH/RRRcBsG3bNioqKkrVjQnByiW1boKI+kZOtISZ3CuL80B1p9WEuPz8OTzxx310dBff+RMCyvwGtuPQ2jl8gTAXqiKoKvcQT9iYloOuKkyrCfb7G0gkhZKvjT1+14acScByJf/Kt25/9QAMXeH8D03ligvncObcaq76xuN9woYM59o/+fu1fRK79pfdPJXoa/ubR7FtB0URrF4+TSYAmyCsXFLLzdes4BdPvsPBY/07SZmUBww6hrgzHqC2ysdXNp4t7/OSUcn9d67rk9jVZygsmFU1rMSuhqYQChhEYibNBQrxigLXXLoor/jxUJh/KZGMBKUcg4X4dAPR2hnl6ZcO8NRL+2nPSHy+aFYlV140lwuXTcfQlBG59lCQ/pxEIpEMj4HmrpVLavnWvS9kifIeQ02fTBLYxEuX5nFARI+eDoKCtD3HScvwhV0zdV0hCPo0Llo+Iy2sB9K71TUCPg2/x8Dn1VAVgcDdYZ/aaS9E8nGASLWZ3IGffE3y/fSu/OQbIqs82VZGfRj4BFnJY8iHQiE2b97Mli1baGpqora2lg0bNnDjjTeiaSXv3rghZdxDrZvv4qw/Wjuj/OKJXTzfcAhwB+mac2dww7qlVJV7h9W2RDIayNfGClksDVb3g+MdPPPKQQJeLSu+9vSaIJeeN5O1q2ZTEfKkyx/9/qeKdu0UhWQxv+W6lTLh1wRmMBt5aedRvvvL1wC4ZNVMbrr6HJlPRjKuuf/OdUP6nGU7PPvKAe57ejedYXezRG2VnxuuPJOPLJt2Wu2mEP9SIhkJSjkGhyOAHzzWwZbte6nfcTgdplNVBOctncKnV8/nzHnVI3bt4SL9OYlEIhkeA81d//o3FxX1Wo7jEEtYyTjqCTecS/LvrrAb2qU7kqAzHM9ZJ5WcdPDrZL7ov56qiPQO9YBXw+fV0+J5IBlqMeDTCfr0rH8DfreennxInSmKK70E8UyhfTRTcsX7rrvu4tVXX+WWW25h+vTpHDlyhM2bN9PW1sY3v/nNUndPMkws2+GZl/bzf5/enRYM50wt48tXncWH5k8qce8kkrFHwrR4aecxnn75AO/sO5Uu11TBqjOn8MkLZ3P2ghoURem/EYlklLH/aDs/fGAHAItnV/I3/235qHegJJJS8Nbek/zHI29x4FgH4Iam2bhmAVddfAZeQx3k0xKJpJTYtsOOd0+wZfte3nyvOV0e8OmsXTmTT62eR21VoIQ9lEgkEkkpcBwnuUsccNy94k4ybovjQNy0CEdMuqNuclJXSDfpTiUkTb6XSk4ajqSEdpNwNNHnlPxwyYydHvDpSSE9KZ57NQJ+naDfIODVCPoMQgGDkN8g5NPwGBqqKrUKGAWC/FNPPUVdXR1VVVUALF68mOXLl3PVVVdJQX4QGnY38csnd3Gk2Q0XMa0mwA3rlha0S6RhdxO/ePIdjjZ3AxDwarR1DT1EwEAI4cYDPtkW5vZ7XxyRa8yeEgQh0t9nek2QL6w7U+7ekow4+R4dLuSIca665UEj60hzTaWPaMxEVRR2vHuCl986NmLXzlX3s7c/TiTek4DZZyg8/N31OduUTBwadjdRV9/Inv2nSBSQyFVVBAeOdbDxm4/n/RlDEyyaUy1DZUjGHLnun9+4/ry0bzdYcnuvoRLw6jy89X1+/dy7BV9/cqWPv/4LGdZJMrZ54Lk9bNm+j0jMxOfR2LB63rBP9uZLvr5SLGHxh4ZDPPbCXg419YT5m1Lt54oL53L5+bPxe/URubZEIpFIcjOYCO4ATlLIToVT6V0fJ/szu/af4vkdh2lpj1BZ5mXNihksnlWF7Ti8+d5J/rDjEC3tEQI+ncWzq6gq87gCetQVziMxkxMtYY63hIknLFK7vgfzCYeLyNhprgiBoghURaAqCqoqUFXhbpZywHZsbBtMy6atM0ZLRxTLdnBsB8t2sJO/6+mmv9C5o5mSC/KmaaKq2Tt6VFXFtkd2wI11GnY3cc9Db9DRHU8fyzjc1MXdD+7g5mtW5LW4atjdxN0P7qAznEARYNrOiInxPo+KR9foDMeL/nQuk1Qsa10VOMChpk7ueegNbrr6HLnglIwY/cVwX3/LlqzFUb71Bqrb3hVHEYLlC2v45IWzueehNwlHzT52NRLX7l23t5gEEInbfPb2x6UoP4Fp2N3E5rqdnOqIFCTGC9zdFoUmq4ubDu990MLmup2wcZm810vGBP3dP7/zv19BVUTWPV30isOpKoKKkEEk5iboHionWiP84L4Gbv38Smk3kjHJA8/t4aHfvQcCNAWicdN9zfDDbQ5GPr5SS0eUJ1/cz9MvHaAzIyfKkjlVbFg9j/M/NHVIuwQL8ekkEolkPNIdSdDZHcsQyMF2MkTzTMEcJ1toT4nv/TXu5PyThGklhXOTSMwV0MNRk3DMJBI1+eB4B7v2t6Q/tfdwO6++04SuKsQTVp/rvfdBWx7fdOjaWSp0i6q6AruWIbBrmuLGUhcCOymiW5aDbTtYtp0sg0TcdN+zSyOyF8LB41387fe3jilRvuSC/KWXXspXv/pVbrrpJqZOncrRo0f5yU9+wqWXXlrqro1q6uobCUdNFEWgpI712w6RmEldfWNeC6u6+kYiMTP9BMyxrKL3U1OFm1wsatLWFSt6+/2RCtdhOw7haP6/iUQyGjjVnjsRnxDg92jc9XcfY3pNEIB/+c/XTmfXsugtJg1WLpkY1NU3ommChFmY11bW6/RHIcTiNpom5L1eMmYY6D6pJAX5VHKpzAVQyK+jqQqtnfF0gq/hEC7Ab5RIRhtbtu9LivGu368JMG2bLdv3nbZd8rnYf7SdR7ftZfsbhzGTD6Y1VXDBWVP51Or5LJ5dVbK+SSQSyXigK5KgI1zYJh47qZeFk2J6JLUzPZbIENoTOUX3SMwc8i71mJ1bZxOAqgpqqwJu8lGvxv6jHZimhaYpaa3Psh1CfoPDJ7rSn1MUV1RXRHInu5oU2xVX21MUgeOkBHZXbLdsG9O2iZkOVtgV4YvhS44mUht0xwolF+Rvu+027r77bm699VZOnjxJTU0NV1xxBTfffHOpuzaqaWoJY1o2mtoTY1cIN2b7iZZw3m1YttMj6BcRAQQDOjjQ1hkr2dM0RbhHafL9TSSSUmHbDn9+v5mnXz7An945nvWepgqCfteewlEzLcZLJKORppYwIV9h7kXQp9PRPbwTWh5dlfd6ybhAwenZJZ/0nwxNoaLMQ2d3gs5w8TY4OA7SbiRjlkjMROu1wVwVbnkpuemu+vTfQZ/OJefNYv1F85hc6S9dpyQSiWQccfxUN51mqyuWR3tE9n6F9ViCaKy4G1A1VUnHUfd7NQ6f6EJP7kZPbXoVAhKW426sM1QUJSW0u22EYxabbvxwus07/uMlQhUe1GQ9VXXbiiVsaqv8KIobNsaybVdot11R3TRt4o6NZfWUS0Y/JRPkn3jiCa688ko8Hg/f+MY3+MY3vlGqroxJaqv8tHfGsB0nbcyO4x5jnlyVn7PnthHFtl0xv1h4DDUtrox0rKvBsB33RpnvbyKRlAIBfOV7Wzl2sjur3GuoBP068YRNZ3fxk7FIJCNBbZWf1o7cpzxy4TVUIrHEsB/cxhKWvNdLxjRCuD5LLMN3EkBlmQcQnGyLFn0nkxBIu5GMWXwejWjcRMtYx1iOW15qpk36f+zdeZxcVZ3//9e9ta/d6SydPYFsBBJIQgARiRGQgICRyBKIDo4/HEdFnRnEnzMO4OC4IeqMggM+BAYdZHPChCAQEI1BQSSGEBKSkD2EpDtLL9Xdtde93z8q3XSn967u2vr9/APNrVO3zq2uz10+99zPCXDZeVO56Jyp+IugPyIi5eQnj2/E5c/taSMD8Hmd+D1O/F5X9v+3Jdhd2VHr7V4LeF14Pdn5e/xeJy5nx9LbP/zVBhqb43hc7y1PpDKMHuHFNKApmsTvdWZHtTsMMhmLCWNCBL2ubJLeYTB90ggaIzFcTke2bAwQTaQIB7zsORgpeH5NBlfBzg5uu+02Lr/88kJ9fMlbtnh6Ww1528g+1mzZEPC4WLZ4ep/X0VpDHsvuVKO0v0zToDLoJpGyONY48Jqmg8GyrLZJOYKBvn8nIvlkmtmabTa0JeOnT6rkooWTWbl2By2xFMca40Vbr83nNrssu+Bza9b04WzZ4unct3ITrj6UrWl9yiuT47mlx22STtva10vJaL//dJjgdmUTi+0vtHweBxVBD43NySEb8ev3OBU3UrKWLjqZx154m7Rl4TCyyXjs7PJCcTlNvrJiAeecNrD68CIi0ndul9mWPPd5nPg9rrbyL+0T6x2S7N5sO4/HMWjVIgzg0nOn8OTanbhdJj6PE8uyCdpuPn7hDAwDHn/hbUwTnKZBPJkhkbK45NypVIQ8bev58FmTuW/lJpxOA4/LQSKVIZ22+cQlJ1MRcLF2w7uD0t9yNWVsaVUSKFhC3i7WDFOJWDi7mi9dO5+HfvMW7x7J1kmaOCbApy47rc91QBfOrubLyxfw37/ZwsEjLTgdBgGvs08Tu56YvA/4XLidJo3NQztpa2+mjA2CYXDwSAsGMHFMkBsuO1W1UWVIrf7B0i4n2DpxYq3HvvURrrv1WSBboqZ1pKPX4+D9c8Zx8TlTmDF5BG6Xg8s+cFKf1tnXz+5ru/60ffw7V3SamNDnNjWh6zC3cHY1LDudlWt3sm3PsW4ndjUN8Lr7P4nridxOg5mTq1i2eLr29VIyHv/OFVz/r7/BxiCeTLcl3N1Ok4DPicflIJm2OVwfG7L6nmNG+Pjcx89Q3EjJaq0Tv2rdbmKJND6Pk6WLTh7S+vE732lg1bpdnSZf9rgdBL0uHrztYowhKAfaXn/O6UREytE/f+psTpoyKS83Plt36SbZuQqzNdtNHCZt9doNw+CDCyYxssLL6j/uobYuysgKLx89f1rbeZZBdr6r2rooY6r8XLdkOmee0vEcrP111OHj7VqvcVrXs27jwU7nhrkOri0HU8YGS2pCVyhgQt6yLP785z/3mJg/99xz89ij0tM+KPOxjuZokl8+u5XnXtlLa/y/b85Y/vby0xivmtYyzPV0EbTrQAPPvrKXP2w40OHgOXlsiMULJrJ4wQSqwr5OJxR9vbAa7Hb9aavku3Slq2OLZdl875ev8fKmQ5iGwe2fOYcFs5QIlOHp3SPNzD5pJH95qxbIjqw69/RxLFs8jYljQgR87sJ2UKREXHfxKUM+gWvGsvnLlhpWrdvFlt3H2paH/C4uOmsyl593EmNGBoa0DydS8l1EhrOgz5VzMt44/h8Djk+G+t6kqNlJUrOJ9vaTpfZm/qxq5ndzfdPX3FtP7W5esZCbV/S6CikRBUvIJ5NJvv71r3ebkDcMgxdffDHnz7ngggtwu914PNnHQL7yla9w/vnn57zeUrF+ay0r1+5kf02EdMbGtrKzKSfTGawTSgR4XCbnzh3HW3vqOFzfsf5v686q9c9lGFAZ9LBtXz2f+96LFGpQfHanaONyOvC5nUwaG2LutJH8adNBDh7JlgCZMFqj5GXo/eDh9W13q03T4LzTx7FgVjXPvLyHHe80dGhrGsbx2vAZnly7k6svnNnlOvs6+mmw2/Wn7SPPb8vryDQpXq3Hm+1760j2Ut8w5Hfxbz9/td8jfz1uBx//ULa8hn53UoqaWpI8/uLb/OZPezqUpzFN2LG/gf94dCMNTQmi8dSQnVuZJkyqDvXrqUqRYtV67Kmti1LdbiThYIjGU7z42js89dIuao69N/nxhNFBLj13Kk/+YQfPvrKXJ/+wq+21fCXKCzlCfii/cxGRXLVPtJutCfV2k622TpRqmkbbaPdi19N11vF5Xvs1Qr6nEfVOh0G6myeci9X1S2aV5LVgwRLyPp9vUBLuffHjH/+YmTO7TniVs/Vba7lv5SZSmQwtseyEkD0FaSJldVmTqrXONcff6/U4CPvdNDYnSaQGd6bq/mpN5iSSGVKpDPsOWWzeeRTDyN7ltIF3apv48WOv86Vr5+tkUYbEDx5e3xY7LqeJaRj88Y2DvLTxYFubcaMCHG2IEQ64cZgGzbFU28XdFTev6nQR1dWFVldtB7tdf9o+8vw2HnvhbTDAaUI8mc7+G0rygCgD13q8qW+O95qM93udxBLpAZXhSCQz/GrN9uwJtsPQ705KRiyR4g8b3uWR57dTF+k4z47f6yQccBNpSXKkoe8TIg+UZcH+Q03856Mb+PLyBTo3kpLVeuxxOg1CPif1kRj3rdwEy07P6Xd9uD7K03/cw5o/7yUaf2/+hjnTRnL5eSdx1qljue5fn+nyeNfVedVg68853WAbqu9cRKQ/TANcDhOn473R66bDwNEu0d5aSqbU9XadNZABHD3lBUstGQ/wqzXbgdK7FtSU70AkEiESiXRYVlNTU6DeDJ6Va3fidBo0tqQxyI4k74/W2oitSROHaVBV4SGRtDjSECuqGlWtW9ccTbfdHXSZ2Tudlm0TjadZuXanThSHULnGUV/8adNBfB4H6Yzdaebzs06t5oPzJ3DG9NH8w3/8geZYikSysDeyBsuqdbuPJ+OzseY0IG1ZrFq3u+QOhsWglGOo9XiT6GKS3/bcThNsu9ekfW9s9LuTrhVbHMUTabbureN/ntvK2/uzT0u1jjwyDaiq8AJwpD6W9zl4YgmdG0lnxRZDPWk99njd2Utar9tJnIH/rrfvq2PVut38adN79XldzuwTxFd84CRmTBrRNpIy1+NYqRrs77xclVIciRSrnuJo9Ag/Y6r8hehW3vX1Omu4K8VrwWExqetXvvIVbNvmzDPP5J/+6Z8Ih8MdXn/ooYe4++6789affKmtixLyOUmlLUzD6HMC3TQMbOwOF4Yhvwufx0l9U6JTwrFY2DbYXdx0MA1IZywO10W7eJcMlnKNo57U1kV55uU9ZDI2qXTHJLthZCc7/sfl8/F7szXujjXGu1lTaYol0jhPeMLPYdA2OaH0TynHUOvxpicO08DncdLY0vvE4f2l3520KoY4sm2beDJNzdEov/79Dl7a+G7bOdjp00dx9YUz+O5DrxEKuGmKpmjJcWLjAfWRbF1snRvJiYohhvqqq2OPx+Xo1+86k7F4ZfMhVv1hF9v21bctrwi6+dCZk7j03ClUjwzi6EPt4OFgML7z4aCU4kikWCmOsvpynSWleS1YsL/q66+/npfPefjhhxk3bhzJZJJvfetb3HHHHdx1110d2txwww1ceeWVHZbV1NSwYkVpz5ZQXeWnPhLD5TRJp+1eZ142DTBMg0y7R1RcTpOqsIdoPN2prnyxMYzszNXWCRtp2eB0mMPmDmqhlGscnah1Yq9nX97DxrePdLoF5DANQn4XXk+2LEco4ClIP/PB53EST6ZxtrtGzdjZ5dJ/pRxDrceb7hhAOOCmoTkxJJ+v3520KoY4aoklWbVuN0+9tLut3MXYkX6uvnAmp508ErfTgd/r4mhDrGCPBbdOYKZzIzlRMcRQX7Uee1pHawMkUpk+/a6j8RTPv7qfp17axZF21ziTxgS5+JwpLD5zIuGAp0+T+A0nuXznw0kpxZFIsVIcZfV2nSVZpXgtWHo97qdx48YB4Ha7uf766/nc5z7XqU04HO40ar4cLFs8nftWbsLvddLY3P2IRINs4j2ZtrJZjePLKkIeXE6TY40J0pniHBXfygZMIOh30tSSwjDAsqy28jXBgItli6cXuJflrVzjqNWRhhjPvbKX3/5lf4f6vxVBNwGvk2ONcUIBNw7TpDmWorEuygfnTyhch/Ng6aKTeeyFt0lbFg7j+O7Dzi6X/ivlGGo93njcZpePU1YE3TRFk4NW6swA/e6kS4WOo+376vjx4xvZX9MEZC8OLv/ASSxeMBGn0yTodREKuAGr4DU6fR6nzo2kk0LHUH+0HnvipPG4HCRSGdJpu8ffdc2xFlb/cTcvvLq/bTSdAcydPool75vCmaeMwe91lUXd4aEwkO98OCqlOBIpVoqjrN6usySrFK8Fi3864RxEo1GamrIXRLZt88wzzzB79uwC9yp/Fs6u5rPLTmf86BABnwu/14Xf48TrdnC89C4elwPDMNrqIHrdDkZVeKke6SedtjhSHyvqZLxpGpgmeNwOwgEPU8ZVcN2SWUwaGwIjO4nHpOqQJnSVAbEsi9e21HDH/X/mxm+9wOO/fbstGT97ahWfvXIu3/n8eXz3C+dz4VmTiSXS1NZFiSXSfHD+BG5esbDD+rqbaKur5X1tO9jt+tP2uotP4doPz8TrdpK2snVEr/3wzJKr3Sa5az3ezJxcla0T307A6ySRGpzko8ft4Pols7huySz97qQoffcX69lf04QBnHfGeP7t787lwrMm43U7GRn2Eg56MAyDB269hNGVnZ+gCviy52pDOSjXNGHyuJAmdJWS13rsGRH20RxLMyLs47NdTC5q2zZv7TnGt//7L/zdd37LU+t2E0ukcbtMFi+YyLc/fx7/+umzWTR/IgGfu0/J+P6cVw22Qn52X79zEREZHD1dZ8HxShf9PG/sqb3TUXo3pK9fMqskrwXLeoT8sWPH+OIXv0gmk8GyLKZNm8btt99e6G7l1cLZ1V2eIO2vifDT/93Elt3HgOwI+cvOO4mPvP8kRlV6cTkd+e7qoCrFYJTicbQxxm9f3c9vX9tPbbuamAGfi/fPHcf58ycwtsqfvcnldeFymnzu42fwuY+f0eu6+3Ox1Ne2g92uP22vu/gUxZsA7x1v3tx1lFvvfZmMZbNg1hhu/fQ5OLs4ecyVfndSjJa8bwq7DjTwoYWTmDI2jEH22BHyuzuVvnjg1ksK00mRMtLdtQ5k55B6ZdMhVq7dyc4DDW3LK0MePnTmRC5aOIXqKh+eAT7mno8EeDF+dk/fuYiIDD7td8tTWSfkJ02axP/93/8VuhtFJZZI86s1W1n90p62SVvnzRzNtR+ewUnjKgj43AXuoUhhJFMZNu8+ypo/7+O1t2o7TF48bWIFi+ZNYMEpY/C5nfiPP3GiCb5EOqqti/Ldh14jY9lMGB3k5hULhiQZL1Ksln94FrFEirpIApfDpCLgHnCyT0QGpjma5LlX9rL6j3s6lBmcMjbERWdP5rzTxxMOevC4SnsAkkghJFMZ3IodEZGc6QqhxKzfWst//2YLB4+0ADBhdJAbLju1x7tl67fW8uTaHRw80kJ9U6ItEQ/Z+qHVVT6eWreHN3ceIZrIYFt2p4kqh5ppZCdfbeV1OwgFXCRTFvFEmoxlYxhGn7ZXpDfrt9by1Eu7ibQkGF3pIxxw89aeOg4cbm5r43U7qB7pp+ZolAO1Tax5dR9gc+XiGV0+yvzI89tYdfwRaJ/HydJFJ3c5gveKm1d1WtbdKKe+tu1ru2VfXUUq896/XQ5YeWfXn/0vP32JN3fVtf177rQqvv35fVNfGwAAIABJREFU87tsK8Pb+q21PPSbt9hfG8E6fh/LABLJNJ/8xhosq/9HFMOAMSN8/P2yM7S/l5IU9LoIBtw93rg9cT/rMLPnQoMx14JpgM/rwrZsDNPA6TCYPDbMssXTFVNSVtrHkdtlUhX2UN+UJJHMnvAYBsybMZqLzp7M6dNGEfC7Bu1J4P6c0w22Qn62DG9ul6PL3197+i2KDI3WnEM0nsIwDJwmuFxOXA6TVDpDSzzd7XsNA/xeF2fNHsOeQxHeqW0e0HXaiUwTJlWH+NRlpwHwo0f+SqQl1a91jBnh43Mff++6b/3WWlau3cmud+qJJTO9nhubpsGieeM7lQwudhq2VkLWb63lPx/dwIHaZrBtbNvmndomfvzY66zfWtvte+5/6k12HmjkaGO8QzI+5HdREXSz7vWDvPbWIZpjaawCJOOhYzIeIJ7McKQ+TmNzsq32cMayet1ekd68vr2WJ158m0hzjKMNMV7dXMPzr+5vS8ZPqg6x4pJTWHzmRI7Wx6gIuRlZ4aEpmuQXz2zj0Re2d1rnI89v47EX3iaeTOM0IZ5M89gLb/PI89s6tOvu5LWr5X1t29d2JybjAVKZ7PITnZgkAnhzVx3/8tOXuvwsGb7Wb63lx4+9zr5D7yXjASrDHpqiqQGf5Nk21NbFuOvhv2p/LyXH43JSEfL0KxkPkLEGJxkP2fOqlliKaCJNNJ6iJZbi4JEm7lu5STElZeNffvoSm3fX4XM78LgcJFMWNcdiJJIZPG4HHzpzIv/+2fdz84ozef/p46kMD15Zzv6c0w22Qn62iIgURmvOIZZIYdtgWTbJtE00nqKhOdFjMh6y55gtsRRrN7zLvkNNg5KMB7As2H+oie//8jW+9cCf+52MBzhcH+Ou/1nP+q21rN9ay30rN7HnYEN2wHAfumlZNms3vMsPHl4/gC0oHCXkS8jKtTuJJdKYhoFpmjhME9M0iMbTrFy7s1P7eCLN/U9t5sDhFqLtgtPtNKmu8uN0mBw+PgFlOtPp7UXFILsD6Wl7RXoST6Y5Uh/l509tYcc7Dex6t4nG5mTbDahwwM3//zcL+ZdPncWi+RN4a28dAZ+TRCLDscYkyaQFBqxat7vTulet2w0GOE0TwzBxmma3bQvlxGR8T8tPTBL1tlyGr5VrdxKNpzvcyA36XKRSFonufnT9EI2ltL+XknNirfiu5Ht/apA9f3I6DcWUlIVU2mLXuxEcpkksmelwzDGAO2/6AJ9ZOofTTh5JRdCD06HLXhERKV2tOQfbzh7nWg3WYI5cxZIZ2lX97bdoIpvnW7l2J06nQTTW8w2GrqzbeHDgHSgAlawpIbV1UTKWjdmuXIZpZCcsOtxu4knbtnnp9Xd5YPUWjrWrm+h0QNDnweN20NicIJ4s8ix8e8d3PF1tr0h3UmmLeCLFnoMRfvfXd3jlzUMdbk45HQZBv4uAx0kybTN9YgV+jwu/z0XtsSi2ZWEY713AOYzsPAwniiWyI+Pb666tSDmprYuSandH1+00cTlN6psSOa/bAGzQ/l4kR7adfUw5lbbwuByKKSlpTdEkT7+0m2df2dvhnA6yv/OQPzvPz5RxFZrrR0REykZrziFz/LyuIKUtumG3/SeHddjZ6z4bCPmcnapo9MVgjfrPFyXkS0h1lZ/GpjiWdTwAyT6S7HSYjKnyA7D3UCM/e3Izb+46CmQTGn6vE9MwCAfdtMTSHK6PFs1dtD47vtM5cXtFTpSxbOKJFE0tKV7bVsO6De+ybV99hzYet4OKgAuPy4HTYeJymUwdEWD0iEDbxZvTYRLPWDjbXctl7Oy8CyfyeZzZcjV9aCtSTsIBd1tyzzSgMuThSENsUNZtkz2GaX8vkhvj+KAGl9MkkcoopqQk1dZFeeK32/n9Xw+QPGEInmlAOODB63EQjac5XB9TMl5ERMpKa86h2JLxcHzEvpHbaH3DeO+6rz4S6zTPZF/05SnVYqJn90rIssXT8XmcWLaNZVlkLAvLsgn5XXx00Un8fNVm/vFHf2hLxp928khWXHoK1VV+xo0OUBdJ0NiS6DJIBqmc4pCxOZ6Qt2z8XifLFk8vdJekiNi2TSyRoj4SZ+ueY/zima3c/ON1/OzJzW3J+Kqwl6WLpvHpK04l5Msm4ytDXkIBN+mUxUVnTe5w8bZ00clgQ9qysG2LtGWBfXz5CfrTtlBc3cR4V8vnTqvqsm13y2V4amxOcLT+vZG2oyp91EW6PsYMlN/n0v5eylK+96c22fOndNpWTElJ+pf/+hNrXt1PMm3h9Ti46KzJTJsQojLkYUyVH8u2OVwXJdKS5LSTRhS6uyIiIoOqNedgGB3z8UaR5KB9bkenqgH94fdk83zLFk8nnbbx+/o/uHHRvPED70ABaPhmCVk4u5ovL1/Af/9mCwePtOAwYNqECuZMH8W9//smxxqz5Wmqwl6uuWgm82aOIuhzM3NSJb/+3U48LgemaZBOZ0hlbCzLJuDLzrJ8LJJg1zv1xFMWdgEmdj3x7pfX7SAUcJFMWcQTaTKWjWEYTBgd5IbLTm2bfVmGt0QqQzyepiWeZNOuY7z0+ru8uetoW0LQMGDOyaNYtGACp500EtM0MAwYPcLPn944yIHDzYQCbj552WmdflPXXXwKkK3VFkuk8XmcLF10ctvygbRd/YOlXU64tfoHS7tc1pe2fW238s6lnSZ2dTmyy0/07c+f32nCwbnTqvj258/v1FaGp3TG4ru/eI2G5iROh8lJ48McOtZCOpND4cB2DAPGjPDx98vO0P5eylJX+1mHmT0XGoybWqYBPq8L27IxTAOnw2D86BDLFk9XTElJOvWkKrxuB+ecNpbzTh9POOAh4HNy1/+8xvptR9riJl/nK/05pyunzxYRkcJon3OIxlMYhoHTBJfLicthkkpnepzY1TDA783m//YcivBObfOglHgxTZhUHeJTl50GwI8e+Wu/J3YdM8LH5z7e7rpv2emsXLuTXe/UE0v2PrGraRosmjeem1csHMgmFIwS8iVm4exqFs6uxrZt9hyKcP+qzTz+2x1Ath72RWdP4SPvn0rA66Ii6MbjdjJ/VjXzZ+niS8pDa134WCJDXSTGH984xEsb36Wu3XwJ4YCbD5wxnvPOGM/ICh9w/ADkceH3Ohk/KsgHzpjQ62ddd/EpXSbgc2nbn4ulvrbta7uuku/dUfJdevKz/3uTzbuOAfCZj81hyfumqjyASD9pPyvSdzdffybReIpoPE3A58TncQFw243vL1ifCpkAV/JdRGT46U9+olAevuMjOa+jNe9Z7pSQL0GNzXGeeHEHz7y8l9TxGoqzp1ax/OJZjB3pJ+RzEfS7Mbp5dmX91lpWrt1JbV2U6ip/h9FSra9t31vXqT6jx+3A6TCA7EiryWPDXY60Wr+1lv/+zZYu77iZhsGksUE+1cWIZJHuZCybeDJNLJ4mkUqzfV8DL208wOvbj5Bp9xs7ZcoIFs2fyBkzRuFwZJ+XcpgQ8LrweV04Hf17hqqnWBmoa/55NbHke7Hlc5s8/p0rcvr8Fbf+hkj0vbvhYb+Th795WU79FOnOsy/v4dmX9wJwzmlj2bTzKP/7+51UV/nZd7Chw2+xK1PGhXQMEKHrfTzQadmPfrW+27jq6RgiUm68bid+r6vDsqE4V+srjVIXEZFi0d/jYXftc11PpDnOvprmDm2uXzIr5xsJjzy/jV+t2d5h2ZSxQe6+5cKc1ltISsiXkGQqw0sbD/Lwc1vbJs0bEfJw9YUzmT9rNF6Xk3DQjbu7YtFkg+W+lZtwOg1CPif1kRj3rdwEy04H4L6Vm6hvjndKxgMkkhkSZB9JMQ2Dg0ea2t7bPqH/n49uoLEl2eVjJZZts7+mif98dANfXr5ACRnpUSyRIp7IEE+maYql+POb2dHwNcfeq1vt9zo5d+44zp83gbEjA23LXQ4Tv8+J3+Ma0OQePcXKQH+3JybjAWJJi2v+eXWnhEpfP//EZDxAJJpmxa2/UVJeBt2bu45y35NvAtmSaU0tCZrjKUI+J1t2He3TxDv7DukYINLVPv7Hj72ObdsE/a62Zf/28z/3uJ7ujiEi5ejE87mhOFfrq66S8a3LlZQXEZF86u/xsLv2O86axO9ee2fA69m29xipdOcLwtZE+kCT8l0l4wH21TRz0/dfLNmkvBLyJSCdsdjzbiMPPfMWb+zITthqmgYfPnsyl75/Kn6Pk6DfTdDn6nZUfKuVa3fidBp43dk/vdftJE6alWt3AuB0GiSSPdcAtm0wDINoPM3ICicr1+5sC86Va3cSS6R7rPFk2xBLpDu8T6QrDZEEuw42su71d1m/tbbtiRCAkydUsGj+BBbMGtN2E8oA3E4HAb8Tr9vZazz0pKdYGejv9sRkfE/L+/r53Y2a7G2Uskh/1dZF+e5Dr5GxbCaMDjKq0sfRhiju47OC96cEoY4BMtx1tY8/Uh8HbEZV+tqW9UV3xxaRcjcU52oiIiKlpr/Hw+7ar1q3mxEh94DX01UyvtWqdbsHnJBftW53t6+dOBq/lCghX8Qylk1jU5yVa3d2KE8za8oIln94FuNGBfC6nYQDblx9nM64ti5K6ITZij0uB4frotjQ6bWu2Mdndk6lrbb3tl9/pg9ZmYxld3ifSHsZy+a3f9nHU+t2s7+2qW255/hkXovmTWBidahtuWGA1+XE73Xi9QzObq2nWMmHQn++SHuxRJp/f+BVIi1JAl4nX7pmHvc+uYmBlo3XMUCGu6728emMRQ73kUWGHZ0riYiI9P942F37WCLN2CpfTuvpTiwx8AGDuby3mCkhX4Rs26YlnuLVzTX8as02Dtdny9NUBD1cfeEMzjxlDE6HQSjgIXBCHcXeVFf5qY/EOoy6SqQyjKnyA1AfifW6DsPIJuVdTrPDe1vX39gUJ53pOSnvMI0O7xNp76l1u3hg9Za2f08cE2TR/AmcferYDgl3s3WiVp8Tl7P7Uk0D0VusDLVCf75IK8uy+dGvNrD3UATTMPjssrnMmDyCoN/d6TfaVzoGyHDX1T4+O89JPx41ERnmdK4kIiLS/+Nhd+19HieJVCan9XTHl8PASZ/HSUssNeD3F6v+zXAoQy6WSLFtbx13/nI9//Ho6xyuj2GaBhedPZl/+8z7WDi7Gr/XxahKf7+T8QDLFk8nnc5OkGnb2f9Np22WLZ7e9prH3fPPwjDAxsbvdba9t/36fR5njyO8DCMbUO3fJ9LeyeMrmDA6wLlzxvLVTy7k6397NovmT2xLxjtMCPtdjBnhpyLkGfRkPPQcKwPl6ya2ulre188P+7s+sHW3XKS/Hn1hO69sPgTANRfN4H1zxuFymp1+o/0ZLa9jgAx3Xe3j/V4nPo+zw7K+6O7YIlLuhuJcTUREpNT093jYXfuli07OaT0uZ/cXhEsXnTzg7evpvVPGBge83kLTGXyRSKQy1Bxr4VdrtvOv973M69uPADBjUiVf/9uzueqCGQR8TqrCHqrC3uOjqPpv4exqPrvsdEaEfTTH0owI+/js8QkaWl+bObkKdxclcDxuBwGfC5/HRcDnYvzoUNt726//y8sXMHlsqMuJNE3DYPLYkCbzkx6dMXM0937tIj59xWmcPKGirRa8y2FSGXQzZkSAUMCDY4Bx0Bc9xcpAPf6dKzolTnxus8vJ+Pr6+Q9/87JOyfew36kJXWVQ/GnTQR55PjuBzvnzxnP5eSfh82RvBp/4Gz1t2qg+3QiaMk7HAJGu9vFfunY+X16+oMOy2298X49x1d0xRGQ4GIpztb7qbuJWTegqIiL51t/jYXftr7v4lJzWc8rUkV0myK9fMmvA9eMhOxns9UtmdVo+ZWywZCd0BZWsKbhU2qI5mmTD24d5ZM12ao/XZgoH3Hz8ghmcfWo1pmHg82RrxQ9GArI1+d7f1wZj/SL9NZgTtfbXUPyW+5M46evnK/kuQ2HPwUZ+9MgGAKZPrORvPnIq4aCnQxvt70UGrrv46erGq4h0rZDHISXfRUSkWPT3eNjTeehgrGewXXfxKTkl9YuREvIFkslYNMdSHDjSxBO/3cFftx0GsuVcPnTmJK74wMn4vE6cpkk46GobkXii9VtrWbl2J7V1Uaqr/CxbPF3JESkbHk/28f2B1KjuieJGpGeNzQm++cCrJJIZqsJevvDx0xld6etwQ0xxJJIbxZBIaVMMi4hIOdFxLb9UsibPLMumKZrk0LFmVq7dye0/+3NbMn76xAq+/qmzueaimfi9ToJeF6NG+HpMxt+3chP1kRghn5P6SIz7Vm5i/dbafG6SyJAZEfIOSTJecSPSvVTa4tsP/oUj9THcLpPPX3U6k6pDHZ7QUhyJ5EYxJFLaFMMiIlJOdFzLPyXk8ygaT3G0IcZrb9Vyx/1/YeXvd5JIZgj5Xdxw2ancvOJMJlaHcDlMRoa9VIQ8OHqYJW/l2p04nUZbGQ+v24nTabBy7c48bpVIaVHciPTs3pWbeGtvHQA3XHYqp540Eo+n440xxZFIbhRDIqVNMSwiIuVEx7X8U8maPIgn0jRFUxxpiPLr3+3gtbeyd5gMAz44fyIfXXQyfq8Lw4CA10XI7+5yQtQT1dZFCfk6/gk9LgeHj9ehF5HOFDci3Xv6j7t5/tV9AHzk/VM5/4wJhPzuTu0URyK5UQyJlDbFsIiIlBMd1/JPCfkhlExlaIqmiMaT/P6vB1j90m7iyQwAJ40Pc93Fs5g8NgyAy2FSEXTj6Ud5juoqP/WRWIeSHolUhjFV/sHdEJEyorgR6dobO47w81WbAZg3czRXLp7eaRLXVoojkdwohkRKm2JYRETKiY5r+aeSNUMgnbFoaEpwtDHG5l1H+daDr/HEizuIJzMEfS4+eelsbvnkQiaPDWMYEPK5GFXp61cyHmDZ4umk0zbxZBrbzv5vOm2zbPH0IdoykdKnuBHprOZYC9/7xWtkLJsJo4N8+opTqQp7uy2bpjgSyY1iSKS0KYZFSk8ylRmUNiLlSMe1/NMI+UFkWTYtsSTNsRQNzQlW/n4nf95cA4ABnD9/AksXTSPgy07S6nKaVAQ9eFyOAX3ewtnVsOx0Vq7dyeG6KGM0C7JIrxQ3Ih3FEmnuuP9VmqIpAj4Xn/v46YypCuDu4dikOBLJjWJIpLQphkVKj9vl4IqbV/XYZvUPluapNyLFRce1/FNCfhDYtk00nqI5miKRzrBuw7usemkX8UT27uqUcWGuv3gWU8Zly9O0jooP+t0YRu+14nuycHa1AkSknxQ3IlmWZXPX/6znndomTNPg7z42lyljwwS8rl7fqzgSyY1iSKS0KYZFRKSc6LiWX0rI5yieSBOJJkmlLXYdaODR57fzzuFmAAJeJx9bPJ3zzhiPeTzx7nY6qAi6exx5KCIikg+/fHYrfzk+0fg1F81k7rRRhAOdJ3EVERERERERkcGhhHwOGpsTtMRSRKJJnvz9Tl5+81Dba+edMZ4rPziNoD+b2DANCA7SqHgREZFc/eGv7/Dr3+0A4Px5E7hw4UQqQx7MburGi4iIiIiIiEjulJDPQTptsXbDAVat20U0ngZgcnWI65bM4qTxFW3tPC4H4YBGxYuISHHYc7CRnzzxBgDTJ1ay/MMzqQh6cDk117uIiIiIiIjIUFJCfoDe3l/PTx7fyN5DEQD8HidLPziN8+dNaBtdaBoQ9LsJ+lwaFS8iIkUh0pLk3x/8C4lUhqqwl7+7ci4jQh58nt7rxouIiIiIiIhIbpSQH4D9NRG++pOXyFg2AOfOHceVi6d3qLvrcWVrxbucGhUvIiLF409vvMvhuihul8nnP346Y0b428qriYiIiIiIiMjQUkJ+ANwuBwGfi6qwl6svnMG0iZVtr5kGhANuAj4lN0REpPicfdpYdrzTwLyZo5k6LkxlUHObiIiIiIiIiOSLEvIDMHZkgF9+4xIamxNEE+m25V63k3DArRq8IiJStEZW+PjStfM5Uh8lHHDjcOiYJSIiIiIiIpIvSsgPUGudeACHCaGAh4BX9XdFRKQ0BP0uPG6dBoiIiIiIiIjkk67Ec+T3ODXCUERESo4mcRURERERERHJv7LPIu/Zs4drr72WJUuWcO2117J3795BW3fA52JE2KtkvIiIiIiIiIiIiIj0quwzybfffjvXX389a9as4frrr+e2224btHW7XY5BW5eIiIiIiIiISL4lU5lCd6Eo9OV70HclIoOhrEvWHDt2jLfeeosHH3wQgMsvv5xvfvOb1NXVUVVV1dYuEokQiUQ6vLempiavfRUpdYojkdwohkRypzgSyY1iSCR3pRhHbpeDK25e1Wu71T9YmofeFE5fvody/w6KRSnGkUh/lHVC/tChQ1RXV+NwZEeyOxwOxowZw6FDhzok5B966CHuvvvuQnVTpCwojkRyoxgSyZ3iSCQ3iiGR3CmORHKnOJJyV9YJ+b664YYbuPLKKzssq6mpYcWKFQXqkUjpURyJ5EYxJJI7xZFIbhRDIrlTHJW3ZCrTp/LFfW0nXVMcSbkr64T8uHHjqK2tJZPJ4HA4yGQyHD58mHHjxnVoFw6HCYfDBeqlSHlQHInkRjEkkjvFkUhuFEMiuVMclTeV98kPxZGUu7Ke1HXkyJHMnj2bp59+GoCnn36a2bNndyhXIyIiIiIiIiIiIiKSD2U9Qh7gG9/4Bl/72tf46U9/Sjgc5nvf+16huyQiIiIiIiIiIiIiw1DZJ+SnTZvGE0880e/3ZTIZQLM4S2kZO3YsTmfxhLXiSEpRMcWRYkhKUTHFECiOpDQVUxwphqRUKY76buLEiYXuQtnpSw35WDzJsaOH89Sj/iumGILijyORrnQXR4Zt23YB+lP01q9fr8kipOS8+OKLRXUypTiSUlRMcaQYklJUTDEEiiMpTcUUR4ohKVWKI5HcFFMMgeJISlN3caSEfDfi8TibN29m9OjROBxDMzN26wzRDz/8MGPHjh2Szyg22uah3eZiu4Odjzhqrxx/X+W2TaWwPcUUR/mOoe4U099NfSn+vhRTDEE2jn7/+9/zD//wD0Xx/bRXTH+39oq1X1C8fRvsfhVTHBXLsag7xfqbGGrDdbuh79s+nOKomH8P6tvAFEPfiimGoPiPR4OlGP72xaTUv4/u4qh4IqvIeL1eFi5cmJfPGjt2bFHddcwHbfPwkM84aq8cv+ty26Zy256hUqgY6k4x/d3Ul64VU1+KhdfrZe7cuUDxfj/qV/8Va9+KtV+5KLZjUXfK8bvvi+G63VBa256vOCrm70R9G5hi7lu+lcrxaLDob99RuX0fZqE7ICIiIiIiIiIiIiIyHCghLyIiIiIiIiIiIiKSB0rIi4iIiIiIiIiIiIjkgeMb3/jGNwrdieHM4/Fwzjnn4PF4Ct2VvNE2y1Aqx++63Lap3LZnuCimv5v6Uvx9KUbF+v2oX/1XrH0r1n4NB8P1ux+u2w3De9u7U8zfifo2MMXcNxla+tt3VI7fh2Hbtl3oToiIiIiIiIiIiIiIlDuVrBERERERERERERERyQMl5EVERERERERERERE8kAJeRERERERERERERGRPFBCXkREREREREREREQkD5SQFxERERERERERERHJAyXkRURERERERERERETyQAl5EREREREREREREZE8UEJeRERERERERERERCQPlJAXEREREREREREREckDJeRFRERERERERERERPJACXkRERERERERERERkTxQQl5EREREREREREREJA+UkBcRERERERERERERyQMl5LuRTqc5cOAA6XS60F0RKVmKI5HcKIZEcqc4EsmNYkgkd4ojkdwpjqScKCHfjZqaGi688EJqamoK3RWRkqU4EsmNYkgkd4ojkdwohkRypzgSyZ3iSMqJEvIiIiIiIiIiIiIiInmghLyIiIiIiIiIiIiISB4oIS8iIiIiIiIiIiIikgdKyIuIiIiIiIiIiIiI5IES8iIiIiIiIiIiIiIieaCEvIiIiIiIiIiIiIhIHighLyIiIiIiIiIiIiKSB0rIi4iIiIiIiIiIiIjkgRLyIiIiIiIi/WRZNhnLLnQ3RERERMpOMpUZ1HbFxlnoDoiIiIiIiJQS27ZpaEoQCrhwmI5Cd0dERESkrLhdDq64eVWv7Vb/YGkeejP4NEJeRERERESkj2zbpr4pQTyVLnRXRERERKQEKSEvIiIiIiLSB60j42OJNKhajYiIiIgMgBLyIiIiIiIifdDYnCSa0Mh4ERERERm4oqohX19fz1e/+lX279+P2+1mypQp3HHHHVRVVXHzzTfz6quvcuTIETZs2EAgEGh736xZs5g5cyammb2/cOeddzJr1iwAfve733HnnXeSyWQ47bTT+M53voPP5yvI9omIiIiISGlqbE7QEk8VuhsiIiIiUuKKaoS8YRjceOONrFmzhtWrVzNp0iTuuusuAK666ipWreq+mP+jjz7KqlWrWLVqVVsyvqWlhVtvvZV7772XF154gUAgwP3335+XbRERERERkfLQ1JKgOaZkvIiIiIjkrqhGyFdWVnLOOee0/XvevHk88sgjAJx77rn9Xt+6deuYM2cOU6dOBWD58uV87Wtf46abburQLhKJEIlEOiyrqanp9+eJDGeKI5HcKIZEcqc4kqHQFE0SiQ6PZLxiSCR3iiOR3CmOpNwVVUK+PcuyeOSRR7jgggv61P6Tn/wkmUyGRYsW8cUvfhG3282hQ4cYP358W5vx48dz6NChTu996KGHuPvuuwet7yLDkeJIJDeKIZHcKY5ksLXEkjS1JAvdjbxRDInkTnEkkjvFkZS7ok3If/Ob38Tv9/OJT3yi17Zr165l3LhxNDc3c8stt3DPPffwj//4j33+rBtuuIErr7yyw7KamhpWrFjR736LDFeKI5HcKIZEcqc4ksEUjadobE5iF7ojeaQYEsmd4kgkd4ojKXdFmZD/3ve+x759+7j33nvbJmrtybhx4wAIBoNcffXVPPjgg23LX31K5dd9AAAgAElEQVT11bZ2Bw8ebGvbXjgcJhwOD1LvRYYnxZFIbhRDIrlTHMlgiSVSNDQnhlUyHhRDIoNBcSSSO8WRlLuimtQV4Ic//CGbN2/mnnvuwe1299q+sbGReDwOQDqdZs2aNcyePRuA888/nzfffJO9e/cC2YlfL7300iHru4iIiIiIlLZ4Ik1DUwJ7uGXjRURERCQvimqE/I4dO7jvvvuYOnUqy5cvB2DixIncc8893HTTTWzatAmASy65hJkzZ3L//feze/dubrvtNgzDIJ1OM3/+fL785S8D2RHzd9xxB5/97GexLIvZs2fz9a9/vWDbJyIiIiIixSuRTFPfFMfqJRlv2zb7a5sIB9y4nI78dE5EREREykJRJeRnzJjB9u3bu3ytu8kc5s+fz+rVq7td50UXXcRFF100KP0TEREREZHylEhlqIv0nozPZCx+8cxWXt1Sw/vnjuOfP3V2fjooIiIiImWhqBLyIiIiIiIi+ZZMZaiPxHpNxseTaX725Ju8tacOgJMnVOShdyIiIiJSTpSQFxERERGRYSuVzlAfiZOxem7XFE1y9xNvsO9QBIArPnASVy6eloceioiIiEg5UUJeRERERESGpVTaoq4xQbqXofFHG2L85PGN1NZFMQy4fskpLJo3AcMw8tRTERERESkXSsiLiIiIiMiwk85Y1EfipK2eh8YfONzETx7fSGNzEqfD5Malc5g3c3SeeikiIiIi5UYJeRERERERGVYyGYu6xjipXurUvL2/np/+7xvEExn8Hiefu+p0ZkwakadeioiIiEg5UkJeRERERESGjUzGoi6S6DUZv2HbYR5YvYV0xqIi6OFL18xjwphgnnopIiIiIuVKCXkRERERERkWMpZNXSRBMp3psd0fNhzg0ee3YwPVVX6+dO08Rlb48tNJERERESlrSsiLiIiIiEjZsyyb+ki8x2S8bds8/cc9/OZPewA4aXyYL1x1BkG/O1/dFBEREZEyp4S8iIiIiIiUNcuyqWuKk0h1n4zPWBaPPr+dlzYeBGDOtJF8ZulcPG5HvropIiIiIsOAEvIiIiIiIlK2bNumvilBItl9Mj6ZynD/U5t5Y8dRAN43ZxyfvPQUHA4zX90UERERkWFCCXkRERERESlLtm3T0JQgnkx326YlnuK/fv0GOw80ArDkfVP42AenYRhGvropIiIiIsOIEvIiIiIiIlJ2WpPx0UT3yfj6pjg/eXwjB4+0AHD1hTO48KzJ+eqiiIiIiAxDSsiLiIiIiEjZiTQne0zG1xxr4cePbaQuEsdhGnzq8lM569SxfV6/2+XANFXSRkRERET6Rwl5EREREREpK43NCZrjqW5f3/1uI/c8sZGWeBqP28Fnr5zLqSeN7PP6g14X4aBbZW1EREREpN+UkBcRERERkbLR1JKgOdZ9Mv7NXUf52ZNvkkpbhPwubrpmHlPGhvu0btOAcNBDwOsarO6KiIiIyDCjhLyIiIiIiJSFpmiSSLT7ZPwrbx7il89sxbJtRlV4+eK186mu8vdp3S6HSUXIg8flGKzuioiIiMgwVDRFD+vr6/nMZz7DkiVLuOKKK7jpppuoq6sD4Oabb+YDH/gAs2bNoqWlpcP7Nm7cyEc/+lGWLFnCpz/9aY4dO9an10REREREpHw0x5I0tSS7fM22bdb8eS8P/eYtLNtm0pggt3xyYZ+T8V63k5EVXiXjRURERCRnRZOQNwyDG2+8kTVr1rB69WomTZrEXXfdBcBVV13FqlWrOr3HsixuueUWbrvtNtasWcPChQvb3tPTayLlyLbtQndBREREpCBa4ikizUm6OhuybJsnXtzBk2t3ATBrygj+acWZVAQ9va7XAMJ+F1VhDw5H0Vw6iYiIiEgJK5qzysrKSs4555y2f8+bN4+DBw8CcO655zJyZOdJljZv3ozH42HhwoUALF++nOeee67X10TKTSKVobGbEWEiIiIi5SyWSNHYnOgyGZ/OWDy4egu/W/8OAGeeMoabrp6Hz9N75U7ThBFhD6GAR5O3ioiIiMigKcoa8pZl8cgjj3DBBRf02O7QoUOMHz++7d9VVVVYlkVDQ0OPr1VWVnZYTyQSIRKJdFhWU1MzCFsiMvSyI8ISeFyFDWfFkUhuFEMiuVMcDT+xRIr6pgRdPSgYT6S598k32bY3WwZz8YKJXHPRTEyz9+S62+mgMuTG5RxeJWoUQyK5UxyJ5E5xJOWuKBPy3/zmN/H7/XziE5/Iy+c99NBD3H333Xn5LJHBYts2kZYkzbHuJy7LJ8WRSG4UQyK5UxwNL4lEmoZukvGRlgR3P/4G+2ubAFi6aBqXnDulTyPd/R4nFUFPnxL35UYxJJI7xZFI7hRHUu6KLiH/ve99j3379nHvvfdimj1X1Bk3blxbWRuAuro6TNOksrKyx9dOdMMNN3DllVd2WFZTU8OKFSty3BqRoZHJWNQ3J0gkM0RakvxqzTb+cfmCgvZJcSSSG8WQSO4UR8NHIpmmrimO1UUy/kh9lB8/tpEjDTFMw2DFJadw3hnjOzc8gWFAOOAm6HMPQY9Lg2JIJHeKI5HcKY6k3BVVQv6HP/whmzdv5mc/+xlud+8nwnPmzCEej7N+/XoWLlzIo48+yiWXXNLraycKh8OEw+FB3RaRoZJMZWhoSpDKWOzYX8/Pn9pCY3Oi0N1SHInkSDEkkjvF0fCQTGWo7yYZv78mwk8e30hTNIXLafKZj83l9Omjel2n0zSoDHrw9KG2fDlTDInkTnEkkjvFkZS7ojnj3LFjB/fddx9Tp05l+fLlAEycOJF77rmHm266iU2bNgFwySWXMHPmTO6//35M0+TOO+/k9ttvJ5FIMGHCBL7//e8D9PiaSKmKJVI0NCVIWzbPvbKX1S/txrbB4x5e9U1FRERkeEqlM9RFYmSszq9t21vHvSs3EU9m8HudfOGqM5g2sfPTsSfyuBxUhjw4HT0/nSsiIiIiMhiKJiE/Y8YMtm/f3uVrPdWNWrBgAatXr+73ayKlxLZtmo7Xi29sSfLg6i1sPT5B2aTqEDcunVPgHoqIiIgMrVTaoq4x3mUyfv3WWh5cvYWMZTMi5OGL18xj/Ohgj+szgIDXRTjo7lNteRERERGRwVA0CXkR6VrGsmlsThBLpHl7fz33P7WZxuYkAB9cMIGrLpiBy6kR8iIiIlK+0hmL+kicdBd1an7/13d4/IW3sYFxowJ88Zp5VIW9Pa7PNKAi6MHvdQ1Rj0VEREREuqaEvEgRS6Uz1EcSJFKZbImaP2ZL1HjdDj5x6WwWzq4udBdFREREhlQmY1EXiZM6YWi8bdusWreL517ZB8DJEyr4wlVnEPD1nGR3OUwqQx7cLg1oEBEREZH8U0JepEi11otvaE7wwOq32NauRM1nPjaHMSP8bW0dJvi8uqgUERGR8pKxbOoiCVJp64TlFg8/t42XNx0C4PTpo7hx6Zxek+w+j5OKoAeHqRI1IiIiIlIYSsiLFKGmlgRN0RTb9tVx/1NbiLR0X6LG63ZSEXRrIjIREREpK5ZlUx+Jk0xnOixPpjL8fNVmNu08CsB5p4/n+ktm4TC7PxcyDAj5XIQCniHts4iIiIhIb5SQFyki1vF68c2xFM++vIen/7QnW6LG4+CTl87mzFPeK1FjGhAKuAn63AXssYiIiMjgs22b+qZs2b72WmIp7vn1G+x+txGAS98/lY+ef3KPk7I6TKgMevF6dOkjIiIiIoWns1KRIpFKWzQ0JTjaGOWBp7awbV89AJOPl6gZ3a5EjdvpoDLk1mSuIiIiUnZs26ahKUE8me6wvC4S58ePvU7NsSgGcM2HZ/KhMyf1uC6Py0FlyKMnCUVERESkaCghL1IE4ok0Dc1xtuyu44HV75Wo+dCZE1n2oRm4nNmLyNbHrYN+d48jwURERERKVWNzkmiiYzL+4JFmfvL4RuqbEjgdBn97xWkdnhzsStDrIhzUOZOIiIiIFBcl5EUKrCmapLE5wdN/3MMzf9qDTbZEzd9ceioLThnT1s7lMKkIuvG4FbYiIiJSnhqbE7TEUx2W7TzQwE9//QbReBqv28HfLzudU6ZWdbsO04Bw0EPA6xrq7oqIiIiI9JsyeyIF0lov/tCxFh5YvYXtrSVqxob4zMfmMrrSB4AB+L0uQgE3DlMjvERERKQ8NbVk59Fp740dR/j5qs2k0hbhgJubrp7H5LGhbtfhcphUhjy4XSrrJyIiIiLFSQl5kQJIZyzqIwk27TzSY4kahwkVQQ8+j0Z4iYiISPlqiiaJRDsm4//0xkH+57mt2DaMHuHjS9fObxuw0BW/x0k46NEABhEREREpakrIi+RZIpHmWCTGUy+9V6LG53HyNx+ZzfxZ75Wo8XmcVATcODQJmYiIiJSxlliSpuODEyA7qetzr+xj1bpdAEwZG+ILV88jHHB3+X7DgHDATdDX9esiIiIiIsVECXmRPGqOJXmnton7V21h+/5siZop48J8ZukcRh0f8WUev6gM6KJSREREylw0nqKxOYl9/N+WZfP4b99m7YYDAMyeWsVnr5yL19P1ZYvTNKkMaY4dERERESkdOnMVyQPbtmlsTvLa1hoeXL2FpuOPZF+wcBLLPjQd5/FR8B6Xg4qgp61kjYiIiEi5iiVSNDQn2pLxqbTFg6u3sGH7YQDOOrWaGy47te086URet5PKoJ4mFBEREZHSooS8yBBLZyyONcZY+fudPPvyXmyyNU7/5rJTmTdzNJB91DrkcxH0uzEM1T0VGQq2bZPO2LrhJSJSBBKJNA1NCezj2fhYIs29/7up7QnCCxZO4qoLZ2B2cV5kACG/zptEREREpDQpIS8yhBLJNHsPRrjv/95kxzsNAEwdF+bGdiVqXA6TipAHj8tRyK6KlLVUOkNjcxKPy4HLqXJQIiKFlEimqWuKYx1Pxjc2J7j78Y28c7gZgCsXT+ficyZ3mWx3mFAZ9HZbwkZEREREpNjpTFZkiLTEU7yy6SAPtCtRc9FZk/nY4mk4HSYGEPC5CPndmKZGd4kMBdu2aY6lqI/EWLvhXYI+F8s+NKPQ3RIRGbYSqUyHZHxtXZSfPPY6RxvjmIbBJz8ym3PnjuvyvR6Xg8qQp9sSNiIiIiIipUAJeZFBZts29Y1xHn3xbZ7rpkSN0zSpDLrxaHSXyJBpHRX/+tuHeWTNdo40xABY8r6pBHyuAvdORGT4SaYy1EdiWFb23/sORbj7iY00RVO4XSZ/97G5zJk2qsv3Br0uwkGVqBERERGR0ldU2cD6+nq++tWvsn//ftxuN1OmTOGOO+6gqqqKjRs3ctttt5FIJJgwYQLf//73GTlyJACzZs1i5syZmGZ2tMydd97JrFmzAPjd737HnXfeSSaT4bTTTuM73/kOPp+vYNso5S2Tsdj9biP/tXJTW4mak8aH+f8+mi1RYwB+r4tQwI1Do+JFhoRt2zRHkxw40szjv32b9VuzkwM6TIOrL5ihZLyISAGk0hnqI3Eyx5Pxb+05xn0r3ySRyhDwubjp6jM4aXxFp/eZBoSDHgJe7btFREREpDwU1fOehmFw4403smbNGlavXs2kSZO46667sCyLW265hdtuu401a9awcOFC7rrrrg7vffTRR1m1ahWrVq1qS8a3tLRw6623cu+99/LCCy8QCAS4//77C7FpMgwkUhnWbjjAbT97pS0Zf9HZk7l5xZmMqvThNA1GhD1UhjxKxosMkWQqw+G6GE+9tJvbfvZKWzJ+xqRKvv7ps/noomkF7qGIyPCTSlvUNcZJH69T85ctNdz9xBskUhmqwl5u+cSZXSbjXQ6TkRU+JeNFREREpKwUVUK+srKSc845p+3f8+bN4+DBg2zevBmPx8PChQsBWL58Oc8991yv61u3bh1z5sxh6tSpbe979tlnh6TvMrz9P/bePM6uos77f9dZ795b0p10FhKSQMISkk4EFQlhCyp7FAmioyOOzjgCMwr6oD9R4Rl5EJRBRcURB2bEBGeIYlhMQIzIKiGELCSBLCQh6e50ervddz/L74/T96Zv78vtvd6vlya3zrnn1A2nTlV96lufbzSW4sHHt/Hva96gNZEh4NP4p48t5OPnz0NTFfymxqRiP35TTiglkqHAdV1aYik2767ljl+9wppn3iaZ8qIu/+6jC/jKJ6uonBQa6WpKJGMCJ2vuLZEUgIzl0Bg9Lsb/6bWD/GrdDhzHpXJykFs+vYQpZcFO3/MZGmXFfgyZ9F4ikUgkEolEMs4YVZY17XEch9WrV3P++edTXV1NZWVl7lhpaSmO49DU1ERxcTEAn/70p7Ftm2XLlnHDDTdgGEan71VWVlJdXd3pXtFolGg0mldWU1MzRL9MMp5wXZf9h6P8+H/eYM97zYBnUfP5K06jrMjvbbMOGgT9xgjXdOiR7UgyUqQyNrX1cf73ubfZuPk93DYt8eyFlVx13lxCbRY1uqpgGKNX2JFtSDLSZCyHRDJDIm1RXhIYk17dsh2NLizbE+MztoPruvxu4142vHoA8HYu/dPHFhLoEP0ugHBAJxSQfvEjgWxDEsngke1IIhk8sh1JxjsFE+SfeeYZLrrook7lzz77LBdeeGG/r3fHHXcQCAT41Kc+xTPPPNPjuRs3bmTq1Km0trZyyy23cP/99/Ov//qvfb7Xww8/zE9+8pN+11EysbFth+ffOMwvfr+N1kQG8Cxqrjp3DqqqYOoqRSEDXRu9AmAhke1IMtxko+L/suUwjz7zDs2tKQAqJwf55MXzmTvdW7BVFQgHDAI+fVSLO7INSUaKZMoikbJIpC1cF0ZxM+kV2Y5GD7bt0NAmxtu2w38/vZNXtnsT6TPmTeb6y0/tFP2uKlAUMuWOwhFEtiGJZPDIdiSRDB7ZjiTjnYIJ8l//+te7FOS/8Y1v9FuQv+uuuzhw4AA///nPURSFqVOncuTIkdzxhoYGFEXJRcdPnToVgFAoxNVXX81//ud/5spfffXV3PeOHDmSO7c9n/nMZ7jqqqvyympqarjuuuv6VW/JxCGeSPPQkzt5+uV3AQj6ND5z6aksnDsJISDsn3iRXbIdSYaTVMZmz6FG/vvpXezYVw+Arilc+qETufB9M1BVBSEg6PPa4ljI2yDbkGQ4cRyXRNoinrDIWDbjxaRGtqPRgSfGp8hYDqm0zS9+vy33rj5nUSXXrpiP0uG9bGgqxWETXRtVjpoTDtmGJJLBI9uRRDJ4ZDuSjHcGLchnhXLXdamursZ1j0/pDh06hGH0z6rjhz/8Idu3b+cXv/hF7runnXYayWSSTZs2sXTpUtasWcOHP/xhAJqbmzFNE5/Ph2VZrF+/ngULFgBwzjnncMcdd/Duu+8ya9Ys1qxZw0c+8pFO94xEIkQikQH9fsnE42BNM/euPm5Rc+K0Ij5/xWmURnzoqkJR2MScgH6nsh1JhgPXdWmMJlm7cQ9PvfQuGcsB4PQ5k7jmopOYVOxHAD5TIxzQx9QOFdmGJMOBZXu2NLFkBtsZ6doUHtmORh7bcWmIpkhbNq3xNPf/75vsP+JtOb/k7Nlc+qHZnQIWAqZGUcjsJNJLhh/ZhiSSwSPbkUQyeGQ7kox3Bi3In3/++blB9XnnnZd3rKSkhBtuuKHP13rnnXd44IEHmDVrFqtWrQJg+vTp3H///Xz/+9/n29/+NqlUimnTpnH33XcDsG/fPm677TaEEFiWxeLFi7npppsAL2L+9ttv54tf/CKO47BgwQK++c1vDvYnSyYoruvyl82H+fnvthJrs6i56KyZXLlsDpqqEPTrhAOGnExKJENEKmPz2o4aHn7qLWrq4wCUhE2uuehkzpg3CSEEhqYSCeiY5qhNkSKRjAjJtEUiedyWRiIZCmzHWzRNWzb1zQl+9OgWahviCODai09m2eLpeeeLtlw7oQmQa0cikUgkEolEIskyaMVix44duK7Lpz71KR555JFcuRACRenfltN58+axe/fuLo9VVVWxbt26TuWLFy/usjzLhRdeOCAPe4mkPcm0xa/+sOO4RY1f57OXnsLpcyahKYLikCkFQIlkiHBdlyN1rTz05Fs5/2FFCM5fOoNLPzQbn6mhKYJQQB/1PvESyXAyXm1pJKMTp02MT2VsDh9t5Ue/3UJzawpNVbj+8lNZfHJ53vmaIigOm5iGHD9JJBKJRCKRSCYWgx4Bq6pnB7BmzZpBV0YiGY0cPtrC3Y+8zt4uLGoCpkYkZI4Jf2qJZCySSFk89eJ+fvunt4knLQBmV0a47uL5TK8IIwSEfDrBMeITL5EMBxnLs6WJp8anLY1k9OG6Lo0tKVIZm3cONvLTx7aSSFn4TY1/+thCTppZkne+qauUhE1UVfrFSyQSiUQikUgmHoMS5D/96U/3KRLxv/7rvwZzG4lkxHh+y3v89H/eJNYmBK446wSuWHYihq4QCZoEfPoI11AiGZ+4rsvO/fX84vHtucWwgKlx5fI5fGjRNFQh8Bka4eDY8omXSIaSZMoinrRIZgZmS+O4Lvvea+ZQbQuXfmg2xWFf4SspGXdkxfhk2uKN3Ud58A87sGyHopDBDZ9YxPTycO5cgbfLMBKcWInvJRKJRCKRSCSS9gxKkL/88ssLVQ+JZFSRztg8+IcdPPXSfiDfosbUVYrDJpqM6pJIhoTmWIpHnt7F+lcP4DieqnjmqVP4+PlziQRNdFUhEjTwSZsoiQTbcUmkMp4tzQDC4bMi/Ou7atm8u47m1hTgWbV9/orTC11dyTjDdV2aWlIkUhZ/3XKY36zfhetCRWmAGz6xiEnF/ty5ioDisInflMEMEolEIpFIJJKJzaDUjKuvvrpQ9ZBIRg3Vx1q567835aJy504v4vrLT6OsyEcoYBDyS49qiWQo8BInv8d/PvEWDdEk4Ik61644mfmzSlEVCAcM6RMvkeAtHCeSFvFUBqef0fDdifBZZlSEOW/JjALWVjJeaW5NE0tmePLF/TzxghfEMGtqhC9ffQahwPFErYamUhw25I4miUQikUgkEomEQQryTzzxBJdeeikAv//977s978orrxzMbSSSYePFLYf58f++SSyRAeDDHziBy845EZ+hURwyMXQ5kZRIhoL36lr5xdqtvPF2HQCaqvCRD5zAivfPwtAVgj6dkPSJl0xwXNclmbaIJSzSlt0vW5peRfjyEFXzK6iaX86UsgBTy4IFrr1kvNHcmqIlnmb1ht38dcthAE49sYx/uPI0fO0StQZ9nkWNIt/fEolEIpFIJBIJMEhB/ne/+11OkP/tb3/b5TlCCCnIS0Y9lu3wy8e38+SLXnRXyK/z95edymlzygj6dMIBOZGUSIaCdMbmsefe4bE/7yGVsQFYMKuUay8+mfKSAD5DIyJ94iUTHMtuS9KatLD6EQ7fVxF+yYJyyksCha62ZBzTEkvR2JLkV3/YkVtIPevUKfzdRxfkErUqAiIhk6DMtyORSCQSiUQikeQxKEH+wQcfzP39N7/5zaArI5GMBLX1Mf7ff73GnpxFTTHXX3Eq5cUBioIGpvSplkiGhK3v1PGztVt572grAJGgwScuPIkl88sxNJVwUJdew5IJTTJlkUhZJNJ9T9IqRXjJUNMST1PTEOdnj23lnUNNAFx05kyuOm8uSpudmK4qFIflzkKJRCKRSCQSiaQrpNIomdC8vPUI9z36BrGkhQAu/sAsLj9nNuGASTgo7TEkkqGguTXFg3/Yzp9ffw8AAZxbNZ0rls0hFNAIBQyC0ideMkFxsklakzYZy6YvOrwU4SXDRSyR5lBNCz/67RYO13mLqR8/fx4Xnjkzd07A1IiETDmGkkgkEolEIpFIuqFggvz8+fO7FU927txZqNtIJAUhYzn857odrHthHwDhgGdRc/qcMopCpozKlUiGANd1eebVAzz05Fu0xL08DTMrwnzyw/OZXRkhaOqE5EKYZIKSsdpsaVIZbKf389uL8G+8XUdTixThJUNLPJlh94FG7nt0Cw3RJKoi+Mwlp3DmqVMAEMJLvB1ul8xVIpFIsti2k7O0kkgkEolkolMwQX7Dhg15n48ePcovf/lLLrjggkLdQiIpCLUNcc+ipm2b9bwZxVx/+WlMKQtSFDLQ5EBRIik4B2ui3P+/b/LW/gYAfIbKZeecyPIl0wmYXsI/aW0gmYj0x5amL5HwSxZ4iVmlCC8pJIlUhjfePsqPf+slvjd1lS+uPJ1TZpcBoCqCkpApbf4kEkknMpZNSyxDSzzNCVMjI10diUQikUhGBQUbNc+cObPT55NOOolPfOITXH311YW6jUQyKF7edoR/X/MG8TaLmg9/0LOoKQ77CPllRJdEUmhSGZvV63fx+7/sxW5LRll1cjlXXziPyUV+wkGDgEz4J5lguK5LImURS1i92tJIEV4y0qRSFi9sOcLPf7eVdMYhHND556sXMatNWDN1leKwKQMaJBJJHsm0xbHGBBs3v8fGze9R2xDnm39/Ju8/bepIV00ikUgkkhFnSMNY4vE49fX1Q3kLiaRPeBY121n3wn7guEXNGfMmUxySScckkqFg085afvbYmxxtTAAwqcjHqhUns3DuJEJ+naDfQJH2NJIJhG07xJMZ4kkLy+lehu+rCL/45HIqSqUILxk6UmmLJ1/az8NP7cRxXCYV+bjhmsW55y7k04mEDJnzQyKR5EimLHYfbOSZvx3glW01pDI24OUMkraEEolEMnZJZ+w+aWd9PW+iUzBB/tZbb837nEwmee2117jkkksKdQuJpM9s2lnL2o17qG2IU1rkI9qa4khdDICTZhZz/WWnMa08RDggBUGJZDC0b2sVpQFWLp/L7MoIv/jdNl7aVg14k6+LzjqBS86eRVHQS5gsIyklfaWrZ2zpgoqRrla/SGVsEkmLRCpDdzr8aIqEF8h+cbzSn/aUTFus2bCbx/68B4Dp5SFu+MQiikImioCikCl3OEkmNOOhfyoUrusSS6R5cWsNz/ztALsPNOaOGbrCWadO5cKlM6iaoIUgAYIAACAASURBVP8+kqFBtkGJZHgxdJXLvvp4r+et+8EVw1CbsU/BBPmKivwXXyAQ4KqrrmLZsmWFuoVkjLN6wy4ef34f8WQGIQS6KtA0FddxEYogk7FIW70Y6LZDEQJdE2iaAgg0VQAuza2Z3DmaplDXGM/z5T1aH+feNZtpiaWZVOLn7IWVvLj1CEfqYtiOg6Gp+AyNGVPCslOXjAm+8dO/sm1vQ+7z6XNK+d6Xzul03iduXUcifTxbpN9Q+O2dl3V5za462o4d66adtXz3l6/kPh9tiLPnYBOO6+aioebNKOaTF89n1tQI/77mdXa925Q7dsKUED+5ReYZmYh8+e4/caCmtd/fO9oQZ9ueY3llQpD3jldVwfTyEJ+95FQA1m7cw8GaKJbtoqtK3rt9KCdyWVuaeMIi3Y0tTX8j4bfvPcavn97FseYEk4r8rDhrJqfNmTTougoBuqpg6CqGrqBrqox4HkVkx0+xRKbTMVURIMB13G4Xe7qjfXvymwqGrmHZLoamMH9WKam0zebdRwEvmOGfVp6B36ehqwrFYZOte46NSSFECjiSQrBpZy33rdlMImVhOy7NLUnuW7OZm1ZVDcvz1Jdx2lCRfSelMjZlEZPzl04nnXH58+vv0RBN5s6bXOLn3MXT+eDCqQR8OpoMghqX/OCRTTy/5QiO46IogmWLKvnqdUtzx3t756782uO0TQ0A0FVY+33vWe7pOd+0s5Y7fvkK2ZnN0YY4O/Yc41uff3/u+tlnNZGy8JsaVyw7kWtXzM9dq+N4tOPcpKff1tu1JRKJpDcKJsj/y7/8S6EuJRklFGLC0r4Ta4/ruqQcl1TG6eabveOJft1fQ1cVMtbxY5oiKCv2k8rY1DZ4In2ipoXfVO8mOz50XEimbdIZmyN1ggfWboWVC+VETTIi9EVo73gOwLa9DXzjp3/NO7ejGA+QSDt84tZ1nUT57la9L/vq43mTvfZivK4pXptKWwCE/Dorz5vLOWdMIxIyuO2BF9l9sDnvegdqWvny3X+SovwEYvWGXfxm/e6CXrNjIlTbdjlQ3ZL3fLaneW+K7XuPoasCF0EkaFAcMmiMJgryzs9YDslUhljSyuVNANi+9xgbXj1IXVOckM+gJGJyoKalSxG+ar4XCd/ejmb73mOs2bAbVRUETZXm1iRrNuxm1Qr6JcoL2gR4TcVsE991XZU2AqOI9uMvgUttQ6Lbc+3+qvDdkEg5JFJpFAUChsmb79QRT3rv86qTy/n7y05B11T8pkZRyOSN3UdHVIwcKJt21vLA2q1omiDs1wrW7iUjx0gtsDz05A6aWtO5z5btksqkeejJHUN+/76O04aC1Rt28dtn3ybkN/AZKg3RFKs3vJN3zmlzylheNZ1TTixDaVvcFQJpXzAO+cEjm9i4+XDus+O4uc9fvW5pl8E72/Yc49ttonlHMR4gY3cW6duTfc7vfOi4GJ+7P3DnQ6/w2F1XdBpzxhKZ3OdrV8zvMjik/dykp99WOTnEo8+8DQI0xdtR9ugzb+euLZFIJH2hYIJ8Q0MDpaWlALz88sts3LiRefPm8fGPf7xQt5AMIwOdsHQnwA83qiLI2Me7aM+vWqe5NUUyfbx3z1azY3VdIJ60KCsyWbtxj5ykSQpGXyeOfRXaO57TXXlHMb638r4iAF1XSXcYNd/+hQ8wpSyQ84nvKMZnGUiUtGTs8Lk7/khdU6r3E4eRrICftlyEcGluTWPoKkGfRhJrwO/8VMoinrJIpK1OiwTb9tTx66d3kbZs0hmHxmiKQ0dbcsdnVIRZMr+8RzuaDa8eRFUFZpugYeoqKWw2vHqwR0FeCFCFwNBV9DYB3tAUGQE/Suk4/tp7ODqs9y8OmTS2prFs7yEuCpl8/orTUFVB2K8TDpqAJ0a2xDMoQqAIgeNASzwzLGLkYFi7cQ+aJvAZ3hTIZwyu3UtGlpFcYDlQ3dKv8vHCUy/uJ+jXaYmnOy0IXvC+GZxbNT3Xjwm8xV+/z9t9LO0KxyY9RZG3F6zbs3HzYb563dJugyO++8tXWPeDK7oV3bsrb09bDFC35d0FgPxm/W6uXTG/2zlItryn3xb0621ivPdMawIsx+Hx5/dJQV4ikfSZQQvyr7/+OjfccAONjY3MnDmTm266ie9973ssWrSIJ554giNHjnDjjTcWoq6SYWQgE5aOq8gjgaJ4Ykt2gCgElBX5cByoa4z3eTu363pRjqaucrQhPoQ1lkwkNu2s5UePvuEldLQdmltS/OjRN7jxmsWd2lVfhfaRwnVdNE3Bsd08MV7XFErCJrMqi9A1OfGayIxGMb4jruv1E/XNCZpaFNIZm9qGBJt21vZJzHEcl0TaIhbP5C0CQ74dzfNbDmPb+R2QpgqKQiY3tkuQ2RPHmhMEzfzoQkNTqG/Oj54WbRNEs50AL9vi6KSrBdq1G/eQsR2aYxaJVDdqwxBRHDJpbj0usqmKwLZtDE2hOGRimsenDUfqYt7uQgEZ28ktQh0+OroXWWsb4oT9+dMfOdYbu8gFluGjpj7GEy/sp7k13aUFG8DVF5wEeO8Ov6nhM7XcIrJkbNJbFPlEJZGyEOBZEraNJRUhhr3flkgkY5tBC/J33nknN954I5deeim///3vufXWW/mf//kfTjrpJPbs2cMXvvCFPgnyjY2NfO1rX+PgwYMYhsEJJ5zA7bffTmlpKVu2bOG2224jlUoxbdo07r77bsrKygAGfEzSMwOZsDy/5chQV6tHVEXkRWr4dIXiiI9oLJ3bdt0fdE0hlbEp74NQIpH0hYeffItoLI2ieDkPHNclGkvz8JNvjamJY/WxGD9f+yZWO0uobII/Q1dpbk1JAVAy6sX4LK7rkrFcdM17jhVBrxGWlu2QSGaIJTO01+F784TXNYWATyNgamiqIJ6y+yTGA0wq8tPcmswTNxwXppeHMTTP+93QFQxNRZVRiKOe7iJ7WxJp4gmrW8FrqAgHDaLxdN4ORxfwmRr/91evEgmbXHVu/o4u23VxbDdng+S6nm1HXxe0RoKK0gCN0UROwAXkWG8MIxdYhhbXdXnznTrW/XUfm3Yexem4/asNRYDfpxMwNXymFw0vd2GND3qLIp+oGJpCMm3n+j9cr0/0GXIBSiKR9J1Bz9j279/PqlWrCIVCXHvttbiuy0kneavjc+fOpampqU/XEULw+c9/nvXr17Nu3TpmzJjBPffcg+M43HLLLdx2222sX7+epUuXcs899wAM+JikdypKA7nEi1l6m7CMpE2N0kGMLw6ZhEMmx5oSAxLjAQI+DctyWbl8bqGqKZngHK5rzUVQgLfNXwivfKzw6LO7+ee7n2Pz7rpcWcivU14aIG051DbE82yhJBOTTTtrR7oKfSZrzYHrCZClER+aJli7cU+nc5Mpi8ZokqONcaJxT4x3XJc9h5p49Jnd3Hr/i9zzyOv8+fX3cmL8jIowk4p8lBWZTC0LUBQ00DWFtOVQVuTvcz1XnDUTVXiJzItDJsURk0jQYOXyuUwu8VMUMvGbuhTjxwjtI3uF8P7UNEE8OfxifMiv0dpBjDc0hcnFftIZm5qGOA3N3oJBtm1PmxzCab8ppO2rmtp12xktrFw+F8tySaYtXNf7U471xi4Dma9IeieZtnjihX186fvP8a0HXuZvb9XiuC7hgJ53ns9QKY34qCgNejskIz78pi7FeMm4Jxz02oKLtxjtdiiXSCSSvjDoCHm33Uq5qqr4fL4BXae4uJizzjor93nRokWsXr2a7du3Y5omS5d62axXrVrFBRdcwJ133jngYx2JRqNEo/kenTU1NQP6HeOFlcvn8sDarSSxPJ/ajN3rhEVRxLCL8tnhXva+qiooi/hIpm3qGrtPgtYeReR3pOBNKCsnh3L+3iOVMGosIdtR3+g4RRkrUxYhvIXTXz+9C4CSsEksmaE4ZJK2HI42JkY8d8RYZ7y0oWzk71hAEV6UuaIINE1QHPIR9Ou4rpuLsLQd10vSmvCsplx6j4TPesKHAjp/21FLU0uSZMrCth3CAYO05WDbLivOmtlj/URbHQ1d4+yFlUwq9vP0S/upPhanOGLyiQtPpmp++RD964xNxko76i6yt5sA1CEj4NOIdYjID/p1wgGdxpYUtu0AopMVyGcuOYXbH3wlb/ykKoJJRb5RHZ28dEEFrFzI2o17ONoQp1yO6ToxVtoQDGy+Iume6mMx/vDXvTy36VBeQNPsygjLq6ZTNb+Cf733L95OL5+GZTvEkxaNLclhf3eNdsZSO5L0HyEUikM60VjGG0cKiAR1FCGDIgqJbEeS8c6gBfl0Os1PfvKT3OdkMpn3OZPJ9PuajuOwevVqzj//fKqrq6msrMwdKy0txXEcmpqaBnysuLg4734PP/xwXp0lA5uwzCgPDuv2tez26CxBn0YoYNAYTZK2ek5UaegKruti2y6KIhB4kcpZD+CQ38id2x/f74mMbEe9Uzk5yKGaFjL28WguRcCMKaFO504uNru0/JhcbA5pHbsiawflui6KEJy/dAYfv2Ae/9/PX6SxJUWml/YG3mJZRw/tbLnEY7y0oWzk72hHADOmhBEIWuIp4kmLuqYETa0pSiMmc6YX0dyS4vXdtTz90rvUNsYJ+QxKIiYHalp6FeGffe0gyZRFyK9THDJoUQStiQyWA5WTQqw4a2anZKztE7Aa7fzfs9GGS+ZXsGS+7Hd6Yqy0o+6sU4YTv6l12kVYGvGhqSJvkVVr24Hf3gpk6YIKZk4JU3Mshu246G07N1RVUBLp+86PkWDpggo5fuuBsdKGQC6wFALHcdm8+yjr/rqXN3bX5RbYNFVh6YJyli+ZwaypEYQAn65RVuQjkbI41pQ4vsNM0omx1I4kXbO8alqX+fGWV02jPpqiMZpgUvHx3TjJtDXq+7+xhmxHkvHOoAX5j3zkIxw4cCD3+eKLL877/OEPf7jf17zjjjsIBAJ86lOf4plnnhlsFXvlM5/5DFdddVVeWU1NDdddd92Q33s0058Jy+oNu3jvaGyIa3Sc9mK8EFAW8WE7Lkcb471GaIQCOlNKAzS2pGiJpQkHdWIJi1TaxsVb3S4rMnN+ri7uuPD9HmpkO+qdsxdWsrp6d16Z63rlHenOf3s4fblznojtIt9vu/4sTjmxFL+pc6wp2fdr9bN8IjJe2lA28tfUBClrdE7WhYBzF0/jq9ctZfWGXazZsBshBEG/TsCnkUo7lJcEeHn7EX799C7Slk0649AYTXHoaEvuOjPKQyxZUEHV/HLKSwJs33uMNRt2o6qCdMbGcV1a4hl0XSUSNDANlaKQj698sipXD01RMNoSsBqaJ8JLBs5YaUfdRfYqCvlWMEOEqSt5yedUBcqK/KQzDkej+e92y3aJJS1UhTwrkM9ecir3rdlMImWRsRwaokn8psb1l58+9D9AMmSMlTaURS6wDIzWRIY/vXaQJ17YR0398V0tJRGTZYum86FFlUQCBpqq4Pdp+E0NTVVojaeJdWEHGvQNWlYYV4y1dtQdn7z4ZH6zfneX5eOdr17nOS08v+UIjuMF8S1bVMlXr1ua2w0qd+cMLeOlHUkk3THonvPuu+/GcRxef/11zjjjDAzD6P1LPXDXXXdx4MABfv7zn6MoClOnTuXIkePJQhsaGlAUheLi4gEf60gkEiESiQyq3uOd3ixbHvvznjzRbqjJiu6GrlASNonGMn3Oap5IWjS2pNBVhY9fMI9te+s52hCnNZHBZ6iUhL0I5Oz27MN1cVRFtPl+t1ncCHdM+X4PB7Id9c62vfWUFpnEk554kU3wuG1vPdeOdOU6kLXyyJJta4tPLkdRvLbgM9Qu/eK7SmjUXRSVjK46znhpQ9nI39IiP9X1o8+6Imtt++LWas6tquWvWw5THPZh6IoXJd8Yx3bgmb8dIJm2O+3s0FRBccjkxlWLKS/J9yne8OpBVFVg6iq27aAKgQtEW9NEyoP4TRXbcQj79TYBXiZgLTRjpR11F9l77+rXicb6v7u0P3hJ64+r/j5DpThs0tyaJpGyOu1ABGhoTlISNjuJDaItJ4pnYSmkd/Q4YKy0IcnAOFAd5YkX9vHnze+RajeGO3lmCcuXTGfhvEkYmoLf0DHbErS2pysxvqfyicp4aUfXrpgPwOPP7yORsvCbGlcsOzFXPt45t2oG9dFUTgM5t2oGIHfnDBfjpR1JJN1RkKVsRVH4whe+wBtvvDGo6/zwhz9k+/bt/OIXv8gJ+6eddhrJZJJNmzaxdOlS1qxZk4u6H+gxSf/IrgBrmiDs13KR46xcmPNXT41AEseioIGmKdQ1JfvtXZ1M23z5ukUsXVCRE0Kv/7dnuvVzHau+35LRRW1DnOKQSUn4eK6N9l7VI00iZbF6gxcFk21SiiIoDZs4LtQ3J3NiPMDK8+ayZsPuPOFeEV65ZOKycvlc7luzmZb40IqKA8V1PVHe1BQe/8tekmmbRCpDQzS/H4sljosL2cWzgKmhqYJ4yu4kxgMca04QNFUUIQj5dVRFwWeqXkBAyKQ1kaYoZBIJDb/1lGT00VVk71CLWpoq8mzGwgGdgM/b8WS12fapAlTNW1SyHTeXN+GLbeO+LGs37iHo9ywssiTTx33mJRLJ6MC2HV7dUcO6F/axfW99rtzUVc46bQrLq6YzrTyEqWkE/CqmruWN9yQTm2tXzO9WgJ9c4qOusfOO2cklA8srOJroTQMp9O6cjOVg2V6kvWU7ZGyHkrApd05KJOOYgu0tW7JkCVu3bmXhwoUD+v4777zDAw88wKxZs1i1ahUA06dP5/777+f73/8+3/72t0mlUkybNo27774b8BYCBnJM0j+yfsDZCImOib3WbtyTi6bqKqqq0CiKoKzIRzxp0dzcd8uMLLOmhmlNWJ060O78XE1d8aJ4HTf3+xwXppcHB/1bJBOL7p6x9hYAI8Ur26t54HfbONZ0PBlyJKjjMzSaY+kuF936EzVj6vkRme3LJeOLpQsqKA77SKRswBnW3VO9oameLY3f1EinbXa+W9/lc5llUpEPF5egT8+VpTI2ZUWdPUKFgBMrIyTb2oLPVKmpj9PYkmrrF10sy2XVigVD8Msk44VsgMFQjKdUReTtSiqNmAghqGuM5y2sWg4oiosQAlWFopBB5eRwp3FTd4lpR8sis0Qy0WluTbH+lQM89dJ+6tvNmcpL/JxbNZ2zT68kHDTwmyp+n44md2xJ+smXPraIu//7NRJpO6cF+A2VL31s0UhXbdD0poEMFMfxBHfLdshYTk6Id9z8fl8uiUkk45+CCfIzZ87kH/7hH7jwwguZOnVq3rEvf/nLvX5/3rx57N7d2Z8MoKqqinXr1hX0mKTv9DTh2rSzll3vNpDNADTUYrzPUAkFdBqjqVwkV38I+rRuBdDu/Fw/dv48nnpxP4mUhe24qIogaOp89pJTC/GTJBOI7p6xkfYb/L+/epVXd3gZ6zVVQVUFxSGD1niGo42JHr/bU9RMez52/jxWr99N+1eEaCuXjD+aWlI4jtPv3UtDhWmobRHrgpZ4mubWdK/fqZwcZOVybxdIKmNjaAppy8G2XT78/hMQAgy1zfu9zX7m8nPm8MDarTQpKUxd9ZIZJ10CPp2SiF9uZ5b0Sk40L3DTUcTxfCCKgEnFfpJpm2gsPy9J0K8RS1i5RK1Bv46uql32U6N5kVkimci8fbCRJ1/cz/NvHM7NlwRw2pxJLF8ynVNPLCXoM/AZKj5Ter9LBs7SBRXMmV7Etr0NgKcFzJleNC7GOoVYdLbbRHfLcbAsl4xlk7EdKHw3L5FIxiAF64FbWlpYtmwZ6XQ6L6mr9JIc+3Q34fKZqpf01HWHvEMRQHHYxHbcPieSPGFKiIO1rblFgoCpUhIxuxVAe/KCmzejRHrESQbN0gUVvPO+GZ0iyrt6ljp6uLcvLzRZMf6U2aV87rJTueNXr1LXmOjy/gNlontQTiQ27aylJZ5iAGumBUUICPh0AqZKxnZoak118oMHL5llx7oK4S2gnTZnEqtWwMbX36MlnmZWZZgVZ53AwjmTMHS105b+xSeX8/krT8/1F5WTw6y8WvYXkr4zrTzEoZqWgr5/Rbv+RNcUyop8NLWk8nKAKApUlAZRFZhcHCAcNHod84zWRWaJZCLz1fue5+2DjbnPAZ/GBxdWerY0k0P4fRo+Q0OVljSSAvCDRzblxPgs2/Y28INHNuWSoo5WKkr91DZ0DjyqKPW3/dm/ReeOljPpjI3tur0GLGYsh6aWJA3RJA3RVNufSWLxDJeeM5uzTp3a8wUkklFIOmNj6D3bLfXlnPFOwQR5aQczfuluwqWpAk0TniAxhIkZNVVQEvYRjaVJZXr3qlcVgaYKEmmH0+ZM4vQ5ZbnErb1FKHbnBVdojzjJxGTTzlqee+0QJWGDKaV+Uhmb5147xLwZJZ2er+7EmKEIOI4EDa67eD4XvG8GpqH1KXo4S28Jn9vT12h6ydhm7cY9OCMoxmuqIODT0FSFWMKiLtG1l/38E0pYekoFf3zpXSzbJp6ysSwHQ1P4yNmzWTRvMoau8qEzKjlvyQx0TelTkIHsLySD4bOXnMp9azaTSFk92in1FcHx3Yt+UyUSNPP84sGL+JteHsyN766//BSA3Lt97cY9AJ2ea5nUTjIa6M84ZDwj8CJus2L89PIQ51ZN54OnT6UkbOIzNelFLSk4Gzcf7rZ8tAvy/7jyDO555HXiiQxeWnII+HX+ceUZQGcNxHZcdFXl6vPnef2l7WBlLWcsG4fObgGu69ISz9AYTeaE9sY20b0+mqQxmiQa637eJQRSkJeMSQxd5bKvPt7jOet+cMUw1Wb0UvA9aslkksbGRtx2b6PKyspC30YyjLSfcB2qaSFjO2iqoD6apKzIN6TCS8CnYeoq9c19i9bNWh+GAnou+cpzrx3qlIhMIhkJhsqLcDAYusKPvnouZUX9txjoLdmRZGJS2xAfkW24pq5gGhqW7dASz3SaFIm2/1MVKC8N8i/XVgFQEjb5y+bDxBJpKspCXHTmDM6YV46uSS9dydDyg0c28fyWIziOi6IIli2q5KvXLeWmVVWs3biHbXuODfoe2WYQCeromtrJL97UFaZOCtKasHKCOtDnd7tcgJKMJJt21nLnQ6+StryH+mhDnN3v1nPrZ8+aEM9l+1wT2WZdNb+c85dO5/QTJxHw6ZiGWtAd66oqut5tpsqIe8nw0l2ulezjfvqc0k7R+9ly8PqvK5ad2O3O5aULKlA+tpANfztAU0uacFDnQ2dUUlEWoL4pwba9x/jjyweoa4oTChicPLMYv6nni+8tqbxE6j3+HiASMiiN+CiN+Cgr8nH5shMH9G8jkUjGBgUT5Pfu3cvXvvY1duzYgRAC13Vznf/OnTsLdRvJMNFVtEl2lTikeSL5e6lWjjbEhyRiVwhPJEmmbRpbUj2eqyjgOiAUgeO6lEYMSsJeZvfRIHhKJFlqG+IouBxubiVjOeiaQlGbLcBQ4nYxWlUUQUnYIGO5AxLjYXQuMEhGnorSwLAldRTCyy0CglTaIpXpPspIabOmEUJBEbD3vSbOmDeZcxZN44KlM1FlMjvJMPKDRzblRRY6jpv7nI0qfGvfsYJYP5VGfFi2k5fUMcuUSUF+fPN5eWXf+NmL8t0uGRPcu/r1nBifJW253Lv6dR65/aMjVKuhI5my+PPm93JCZPvhnaoIwgGDWz61BL+hDVmfNqM8zLvV0S7LJZLhJBLUaW7tvAsyEtS9vwgFU1fydpuZugLCaxubdtay/pV30RSIBHR8psprO2o4sbKIOdOLSVsWh462cLguxrGmBH5DI5G0ePZvhzhc10pduzxbza1pDh9t7bG+pq5SWuRrE9xNSiI+SsM+788iHyVhMy+xsgAml/gH8S8kkUhGOwUT5L/73e+yePFi/uM//oOLL76YDRs2cO+991JVVVWoW0iGiWzUa8Z2iCUy1Dcl2PVuA6URE11T8BkasaRFOuMMSRSkrilEggbNrSkvsVlvuILisEHQr1HbkKA4ZOYd7m/yFYlkqPCbap43sGXbpNIJZkwZuknModoWfvbY1ryykF/H0BWaW9N9a2PdUIhkR5Lxx8rlcwsS2dsTqirQFIWM5ZBIdW9lZqgCRVUwdBVDV9BVFctxaI1b/OyxN7ni3DmsukjaKEmGn562+b/1biPR1sHnYRACyop8xBIWiZTV6bgivATMHZHvdslYIRrr2pKsu/KxypFjrTz14rs8+7cDxJLH27IAfKZKJGhgOy6xhEXIbwxpXT64cCoHqqN5c0DRVi6RDCddifHtyw/VtJDOOLkFLENX0FSFpmiSZNrid3/ZAwhsFzIZm5Z4hpr6BN//9SYiQZOG5iROu1Wv1niGuqbOnvPtUVXB4pPKc6J7Ntq9pMhHwNRkfkWJRJJHwQT5Xbt28ctf/hLDMHBdl5KSEv7P//k/XHbZZVx55ZWFuo1kGFi7cQ+ZDpFUtuNS25BAVbxEvYMR8Xoi5NdRFLqM4uoOx3WJxtK4rkvlZM8Dta/JVySS4SSZsjrtKHFcr3wo+O+nd7L2z+/k2qupq4SDOi3xDK3d+GqDF2Vld7H1pWMCsP4mO5JMDJYuqOh2m/Bg0VSB47jYtottdxbivYh5bxeXoSuoikLasklnbFpiGdJWMi+i8LfPvsPc6Z1zOEgkI0nYrw1a/FYVQUnER3Nr99vlHRcs2+20KzJganIsJZGMMI7jsnn3UZ54YR+v7zqaK/ciaF1CAQNTV4knMxxrSnY5bhsKXtpanbMEcV2v3xVt5TJPkGQ0oOTmMS6hgJ4T5DO2Q8pyOHIsxme/uz5vcas96YzDsR6E96BP6/a7tu3y+StOK8TPkEgkE4CCCfKGYeQmx8XFxVRXVxOJRGhsbOzlm5LRxKadtex6t6HbyZsXrVX4AZ8ioDhsEk9aJBO9J27tiOO4JNM2tKSJJzOEgzrFITOXoCzriSqRjCRHG7se3HVXPwgZgwAAIABJREFUPlh+++zbAEwu9mPZXtKhY029L3YpArpqhR30+G4TPsv2NnFZvWEXjz+/j1gPCz79RRFer+O2iYftEcJLGuQzVExdRVEE6YxDKmPTmsjkJa7sCsdxpQ2HZNTREO3Zqq83dE0hHNRp6EP+nUTK4r41m/Ny77TGM7koPvlul4xmFNF1svuO45WxRGs8zbOvHeKpF/dTXR/LlZdGfJy3ZDoXnXUCt97/AvGk1eUOl6HmcF0riiJQlePWGrbjcLiuZ7sOydglO7Zr77M+0osv8aQ3ztQUgaKIvEUi23H52NfX9bhI1Z2gnuWTF5/Mmmd2g0vb9b0bOI43xhwqRLu/CMbwi0wikfSJggnyVVVVrF+/niuvvJIVK1bwhS98AcMwOPPMMwt1C8kQs2lnLfet2YzVx8QjhcLQFYI+nabWNM4AoztcIJ2xmTY5iKoKojHPimPmlAgrl8+VYotkVNBV4qGeygeLqgguOXs2n/zwfD75raf73L6sbs7rWN4+4fPRhnguIaBsbxOT1Rt28Zv1uwt2PYH3bu/4OOqags/U2rb+khPgY4lUrwJ83vWFdy1pwyEZbfSWO6cnTEPFb6g0NPftGo7j0tSaJp60cFwXXVMI+DRCAYNI0JTvdsmoZtniaV3aPy1bPG0EajM43q2O8sQL+9i4+T1S6eOC34JZpVz8/hN4/+lTCfo8b+zBvCMKQUeZUMqG45eOY7tYIpP7PFyivBDkWb24jss133wKaJubDEA/uP7yU3nwDzu6Pb5s8XR+++zbCOGiqErbIp/w7OcVhYBPkLFchABFeIsCQJs9otK2c0Tk6t7+z/bXEsKT3XPnKwIld67otDtZIpGMLwomyN933325v998883MnTuXWCzGypUrC3ULyRDz0JM7aIlnhsQXvjvCAR3HcQs2sBRCUBI28ZsqJRE/3/unswtyXYlkrKGrCnfd8CHmzSgBGPBiV28sXVAhRRoJQEHFeDi+F0sIL0o36NfRNYVU2iaVsalvTgzKPs2LuHfwmwUbCkkkfWZ5VddC4mAI+DRURdDU2n1y4+5IWw6qApbl5vKL/OTm8wtaP4mk0JxbNYOXt1V3Stp4btWMEaxV37Fsh1e31/DEi/vYvrc+V24aKmefXsklH5rN3OnFObFvNFA5OcihmhYy7WzjFAEzpoRGsFaSoaK7sd1v1u8etCD/t7dqcpHtos1XJrsjsj1eAuO+j/cUAf989SJ+vnYrigBFUXIidzaa/oOnV/L7v+zBdUVOVM+K5qoqiAQMFs6bRE1dHNt1cdvqhgtTJgWYMTnEy9trcF3PPtdxvONLTi6X9m4SiaTPFGwW2n7VsrGxUQrxo5yOfqErl8/lSF2sW6uKQqMogqKgQSyRIV3giPxY0qIxmuTIsTjf+NmLMqpLMqEQAiJBA8dxc2K8RDLWUASYhkbIr+O4niWZJxIWrr9QFW+S19SSZNPOWtlPSIaVc6tm8Ncthzslbu3OgqM3wgEd23ZoiQ88J4ntgCschDJ0uYIkkkKyduMeQgEdJWmRsZzcDo/RbkXW2JJkwysHePrld/PyZlWUBlhx5kwuev8JlIR9I1fBHjh7YSWrq/NFWtf1yiUTk6yQrQiBwEUoAhA8t+kQhqbkRHa3nXANcMeDr+au0ZPg7kWgtwnrCqiKwleureL+x95Ea7NPEjl7QxfXhWWLpvGb9btygjltf7qui+1AeWmASUUBDtZEcdodc12YOSVMOGgw/4RS3thV1ymB8UVnzWTb3noytkM84e0uU4Qg4Nc4Ui93XUokkr5TMEG+paWFO+64gz/+8Y8oisKWLVt47rnn2L59OzfeeGOhbiMpAJt21vLA2q1omsj5hT6wdiuO6w7LlkNTV/GbGs2tqQFNOru9rqESS1rUNSZwcTE0JffbWLlwVA/MJZL+Ektk+PUfd+aV+U2vbUVjvXtn94SmKl3mkfASiUkkg0O0edF0fP0risBvqAR8OpbtkEzbHGtOFNzSSQCqKtA1heKQiaqKUS/eSMYfDz25AxDoqsglnLMdB8ftvyhfFDRIWw6J1OBDKhwXFMdFl+97yRjgYE2UWCKDwBMDj+/wiI501bpk94EGnnhxPy9sOZIbpwngjJMm85EPnMD7TpmKro3utrdtbz2lRT7iHRZBtu2t59qRrpykILiu6/VBrktJ2MwFXgrhgiu8iHDX5bHn3ibo9xaDbdvN9WG0Lejeu3pzj/fRVAXbcVDarFk0VUHTFDQ169nu4jjHI9Adx6uXbTuceeoU7nz4tba6up3Gij5Ty1vs6oolC8rZfbBzvsMPnD4VyD7rZpfPem1DnIoSP6K0nZWO60obRIlE0i8KJsh/5zvfIRAIsH79ei6//HIAzjjjDO666y4pyI8y1m7cg6YJfIb3n99naCSx0FRlyP3jsxY1Ta2FsahRBAT8OomkRcCn0RhN4uItLJSEzdxvk2KLZDzx1y2H+eXj23KJ/1RFUBQySKTsQScDBJg2OcSh2haUNh9Dx/Usb6ZNltuRJf3H2y4ssB23LULq+DEhwG9qBHwaluWSSFnUNQ1NkuMsFaV+QgEj91lOoCQjwZG6GK7rYrUJCZ5/rLdYNLnIT00fn8nisEkiZeV5Tg8WRRHMmBIu2PUkkqHCsr1o26zPshCep/Ro2uGRzti88OZhnnhhP+8casqVB3wa5y6ezqVnz2bm1MgI1rB/1DbEKQ4ZlITNXJnsR8cWLbEUGeu4DUs2ej2dsWmIJqiPJmloTtEQTRKNpXOR4x1b1UNP7uzq8jkiQYNoLJ0bB2qqgq4pGLqCoijcf8t5fOHOP2HbDpbtesEYGbvvOa8GuWvyT68d7Lb82hXz2551M2+3SvZZrygN0BhN5PQUgFTGlnY1EomkXxRMkH/ppZf4y1/+gmEYuVXUsrIyjh07VqhbSApEbUOcsD//P72pq/gMFcXUaImlu03qOFCGyqLGcSFgagR9Gg3RlLd6rQomFfsJ+r3ER6auykGiZFzx/f/eBHiJgwxNRVUFTS2F23HymUtO4UePvkE8aWHZDpqqEArqfOaSUwpzA8m45PQ5pWzb24AiQNNUACzL9hZ0OogjpqG2LdBCPJnhWFPPUUz9IejTSFs2Gatzg9BUgdYh+lBOoCQjQS6SsI2s2KG4Ll9cuZDv/vKVHr8vgJKISSxhkcoUTowXbXVZuXxuwa4pkQwVuqqQbLObyO0scRkVOzyONsb548vvsv6VA0Rjx/M6zKgIcfFZs7jgfTPyFofHClKIHNtUH4vx5jt1HG2M0xBN0hBN0hg9Lr73hyllASzbyY3hvCh3ga6rfPSDJ3D5OXO55Ud/JWPbWJZLxrJJZxxiSQvHcfGbOk0jmKC4tqHrAJBseU/P+srlc/nRo29Q15jMzZUCPo3rL5d9p0Qi6TsFE+RDoRDNzc1Mnjw5V1ZdXc2kSZMKdQtJgQiYGu8djWE7rrdlP2yiKjBzSoSVy+fy0JM7OFjTUjCbAENXCPr0glvUZFfb65uTFIdNZlaEeO9orNNquRwkSsYji06azBevOI2b7v0L6URhd7YsXVDBjdcsZu3GPRxtiOcGnnKXiaQ7HMdl1Yr5HPufLdTWJ0h3IRBqqkI4oGHoGvFkhoZoakiSDSfTNm67OC5F8WxB/KbGR8+ezXOvHSKJhamrpDLeJFGKj5Jhp7tH3/XeweWlgW6DCQRQVuQjGksXPA+PqsC0ipB830vGBDOmhDlS15pvKRHUqBzhHX3fe+hvvLq9OjfvURTBkpPL+ejZs1l00uQxbQEohcixy1v767n1/hd6nY8LIBIyKI34qGtKEEtk8nQBU4d5M8q46ZpF/L//eg1VUVAUgWU5ZGyHjOXw4tZqPv2RU6mujw3pbxpKVi6fywNrt3Y7ZvR87922xLRuvxLPSiQSCRRQkP/Yxz7GTTfdxFe+8hUcx2Hr1q388Ic/5JprrinULSQFYNPOWppavAGUIiBj2RxtiBMJGlx/uSe4rd24h3AgSUssg0tbtNQA7xfy6wgBjUOw+u24INr2eceTFiVhk9IiH0cbvBX/gE+TYotk2Fi9YRePP7+PRMrCb2pcsexErl0xv+D3UQTctGox5y2ZgRCi4GJMlqULKqQgI+mRVNpi+756XnzzCK+9VdulFZkQ3iJwKGBgOw6xhEVjy9DuWLLbZprZRVvHhamTQnzmklNYuqCCeTNK5GKTZMTpThBxXG+s1txyfNdI+3GYEDCpyEdza2HFeAEEAxohn8FnLzm1YNeVSIaSrGBWVmSOikXWbD6Il7dVA55lx/Kq6Xzkg7OYNjmU20U+1pFC5NgkHDAI+g0ylk1JxEdpxEdpxPT+HvZRWuSVFYfN3KLRW/vr+f3GPfhML8eP60LGcrj6gnlUlAU5XOcFw3W0iYolMiPxE/PoTsPoaytcuqACVi7scsz4jZ+9SCigM6nYnzs/mZY2uRKJpH8MWpA/duwYkyZN4otf/CKGYfDNb36TVCrFzTffzDXXXMPf//3fF6KekgKxduMeQgEdv6nR1OpZvGiqIBIycp3HoZoWojGvExUDVOOF8DzcY8nC+pq2R1HAcUDXyCWgDPo0Jpf4qW9O0pqwpNgiGRZWb9jFo8+8DQI0xRuQPfrM2wAFFeU9r22V85fOLNg1JZK+YDsumYxNKm2z890GXt5+hM276jqJ8DMqwiyZX86zfzuAoWsYukIiZVHfnBhWT1+Bt9U46NdJpi3CweN9nFxskox27luzOW9hKSveC2BysX9IxHhFEbiu4IsrF8r2IRkz9CSYDRdZER6O/zlnehEXn3UCH1o0jfAYtKXpiexcUgqRY48ZFWF+/d0PU9+c6LIPEcLrc3RV9ZKragrLFk9nUpGfP7ywj+q6GGVFPq6+4CSq5nv/rZNDNM8vBD1sRAO8nEJd2dZUlB5/trsbM3ZnASxtciUSSX8YtCB/ySWXcOutt3LllVfyuc99js997nMDvtZdd93F+vXrOXz4MOvWreOkk04CYOPGjdx3331YlkVRURF33nknM2bMAOD888/HMAxM00ssc/PNN3POOecAsGXLFm677TZSqRTTpk3j7rvvpqysbJC/eOyyaWctu95twHXbrGpCJkG/juu6tCas3HmZdpYvAwl40DWFSNCgqSWVm1AOBbqqkHYcbBeMdp7AmiqYP6uU7/3T2UN2b4mkPY8/vw8XF9cBO5ucT3jl/RXkHcdlw6sH8spUReQS99U3j5zXomTikLEcLNvz+kymbXYfaGDTzlo2766juaMIXx6ian4FSxaUU1Ea4N0jUV7aeoRYIkNji1Uw+7P+oOuKzCMiGbO0xDO4rovalgwZvD6lvMRPU2u64J7x2T6rK6spiWS0M9yLrI7j8vquWm8HVluy8izZOdA9Ny4b07Y0PSGFyLGNogiEIhACNMVLsqprCprqCfBdPbeLTy5n8cnlI1DboeUfV57BXf/1Wt6igs9Q+ceVZ/T6XZlLQSKRFIJBC/I//vGP+da3vsVTTz3FHXfcQUXFwAdEF1xwAX/3d3/Hddddlytrbm7m61//OmvWrGH27Nk8/vjjfOc73+HBBx/MnfOjH/0oJ95ncRyHW265hTvvvJOlS5fy05/+lHvuuYc777xzwPUbLWzaWcvajXuobcvw3ZdIkE07a3lg7VYUIbBdF8tyqWvyVoRVVVBeGshdNz6ILWZBv4amKjREk0MuwtiON1l1XQj4NFzXHfGtqpLxRV/bWjyZ763out7/4sn+taX9R5r56f++ya4DjbmycEBHUxUaWwbnt60AXcVTjs/poqQ/uK5L2nLIWDaZjEM6Y5NxHPYeaub1Xd2I8G2R8FXzy6lrjPPim9W8faiR4pDJwZpmjjZ2nShruGjfHuUESTLWELgIRcnlxMkT4wscjZi1JgRQhOCBtVtBRslLxhADmRcNhNZ4mmdfO8gTL+yntoP47DNUIkGDVMamqSU1bsV4kELkeKAoaOR838czmgJdbSZrF8eHz1BxXTenK/gMtU/X7s1fXiKRSPrCoAX5M888k3Xr1vHjH/+YK664gi9/+cvMmTMn75wPfOADfbrW0qVLO5UdOHCASZMmMXv2bADOPfdcvva1r9HQ0EBpaWm319q+fTumaeauuWrVKi644IIxL8hnhXVNE4T9Go3RRJ8mT2s37kHTBKVFPuoaEyBAuNAQTVIS9nH6nLLcdQci+WUtalJpm+bW/mVoHyiOCzMrwnxw4VS27a2XfsCSgtKfttbd4lN/FqV+tW4Hjz+/Nye6Z3extMTTtMQL4MPY3vegY7lkQpG1n8lYNqmMg2XZOC7Yrsu+93oW4atO9kT4itIAAtj7XjPPvXaIjG3jOvD2wYZRsYvDshy5SCsZkyhtIesdxfjmIRDjs6iqgutCaZEPVUFaT0jGDAOdF/WH/UeaeeKFfWzc/B7pzHF1TwgI+nSCfo1EyuZYU6LXZJnjgZXL53Lfms3UNSZyIqbf1Lj+8tNHumqSPqJrfROdswzXoleh+cRFJ/Ob9bu7LAevr1NVgdK2G01RBKoq+tQHjga7LIlEMvYpSFJXwzD40pe+xJ49e/jBD35ASUlJ7pgQgj/96U8Dvvbs2bM5duwYW7duZeHChaxbtw6A6urqnCB/880347ouS5Ys4Stf+QqRSITq6moqKytz1yktLcVxHJqamiguLs67RzQaJRqN5pXV1NQMuM5DSVZYz0Yl2I6XMPV7D/2N+bNKu+0IstsLhRBQ4qepJeVtTXbhi22dSfvr9kZ7v0RNFZSEfTS3pgbsaWpokLZ6Pw+8SK6AX+fm65bkfuu1A7qrpJCMpXbUl4FlxzbhMzSSDI1HpgB+t3EP4EUeXX/Zqdz/2Jsca04UbKeJ39RyEfttuZBz5ZLRwVC1oUz76HfLJmM7uefK6YMIn42ELy/xot8UAX5TZ+/hJn71xA4ao0kMXaU4bNISG/kkXlmONSeZOSXSbb84VieYkp4ZS31RRwxN8XYx2sf94yeXBIjG0gX16VXbFmKzdjiaqlAcNgm27TaU1hMTm7HUhoZqrGbZDi9vq+aJF/bx1v6GXLnPUHn/aVNZcdYJ3PfoG7TG0xxtLNxYbayQsRzSljeWsB0XTS1cTovxwlhqRz2Nh4Zj0WuoyNqGPv78PhIpC7+pccWyE3PlB2uixBIZBAJFCCzLpbk1jWVHe7psJyZY8x9WxlI7kkgGQkGUmJdffplvfetbnHLKKTz77LMF9WkPh8Pce++93HnnnaRSKZYtW0YkEkFVvZXdRx55hKlTp5JOp/m3f/s3br/9du65555+3ePhhx/mJz/5ScHqPJS09+2LJS0v2r2tG+ipg2y/vTDo8/6XTFuURPwsXVDBz9Zu7eQH2BPZgWfA1PD7VOqjyUHZadiOQFPpU9K/4rDJjdcsHvWDgInGWGlHfR1YDodHZjZo3cUTRC790GyuuWAeoaDJ9x5+rWD3AXjfgnI2bj6c+5xtw+9bMP48IccqQ9GGEqkMjS2pPLFgICI8gKYIAj6NgE9nyzt1/PyxrTRGk6j/P3v3Hh9XdR56/7cvc9eMRpJlyRc5YGNjg02I7UACDQGcGFoCDrQpGJKSS2lKT9JwUs45JKWFtBBKQmhIafKmp2nDe0ohTeJCjTnBvDEuJA0XQwgYG4NtbOSbLOs+muvee71/7JnRSJrRdSTNSM/380mM9tzWzOw1a61nr/Us3Q1etHcl8rN6Z1o45GFJc6TkXiLVPMAUI6uWtmiogM8klbZxspVV16Ex6gbjE6kxzlgYI12DSI2Xvv4M4ZCXurAvf5uknhDVVIfK3Vfr6kvys/86xP/91SG6+gbaxuaGIBevXcwl61poiAbweYxhaWvmih9ue4Nk2sbU9fwErWTa5ofb3pD2s0C11KPR+kPTOUFpulm2QjFwkVrTwHLUmOIR0o+cHtVSj4SYqEkH5L/yla/w3HPPcfvtt3P55ZeXo0zDXHDBBVxwwQUAnDp1ih/84AcsWbIEgAULFgDuLP3rr7+em2++OX/82LFj+efo7OxE1/Vhs+MBbrzxRq6++upBx06cODEol32lKAysd/el3FmuSss3lKUayNHynBXLBzhU4ax4gPqID9tRZUlPEA17qQv7eedY74gbwbplkOvQlaha6tFYO5ZTmSMzV5dyp7quafzNf7uQ5S11U5bPsaM3RSTkIRa3cJRC1zRqgiYdvTOfXkS4pqoOuefaKEH4+TWsW9U0LAivaeAzTYIBA783u8oK+Okzbj3yenQsy13m61TIHCHD0OhPWLSe6Ct5n9k8wJzrqqUtytE0qAl4iSXS+T5WY52furCf46fiZQnG5zbvU7gXz9A0FjaGWfOBBna81EoyLTlwxYBqqkPl6Ksppdh3uIvHnzvAr147Pmgj5XPOmMel61tYu2I+oaAXjzl7c8OP1bH2fnSNfH9V0wBHcay9f2YLVmGqpR6N1h+q5k18H9n+Jj96+i3Q3LzxybTl/o07e95j6CSzfeR8Zk8FnjHsASH9yOlRLfVIiImadEDesiyeeOKJooHucmlvb6exsRHHcbj//vu57rrrCAaDxONxbNsmHA6jlOLJJ59k1apVAKxevZpkMsmuXbtYv349jz76aMkLBpFIhEgkMmXlL6fCwHo6Y6Nr7uzaaI0fKN5A5pahJdM2mYSDaWj5ZfwAX/3eL3n3RC/xpEXAVzynXGEwXtc15tX66YtnyjZrqyeWxmsaGIaGo1TJpZ8akEhZMgujAlVLPRprx3I8m/UEfTrx1PCZwUHf8A6drmn5GZAAoYCHgM/gzPeU3hOjHNo64/QnMvmLAI5S9CcyVdGhnivKXYccR/HmoU6eefnIiEH4953p5oQvZOgQ9HkI+M2iuUZz9Sha46O9O4HjgKZVRkDezs5sSqRKp8+p5gGmGFm1tEXgpvwL+T309A/svaNrcNNVa/inrbvL0sfymnr+QpqjFH6vQW2NL796ZHlLneTAFYNUUx2azMaKqYzNf75yhCd+cZB3jg2kRAgFPFx4zkIuWbeI9zRHCPo9GLN4k9aJGNraF24OLVzVUo9G6w9V8ia+uq4VXaGfu1j0+LMH3TGXArsgXefjzx5k88aVtDSHOXy8h1jcIlMwWamlOTzqa0s/cnpUSz0SYqImHZD/5je/WY5yAHDXXXexfft2Tp06xWc+8xmi0Sjbtm3j29/+Nq+88gqZTIYLL7yQW2+9FYCOjg6++MUvYts2juOwbNky7rjjDgB0Xecb3/gGd9xxB6lUikWLFpW1rDOlcAORts4Eugb1ET+hgAcY3kAWLqdqqPUN66jmbptX66fNSdA7JP9vLhCfix/6vAa1IS+dvamypiawHUVHbxLbLh2MB/fKtWU7HGmL8cj2N3n9QIfk/xXjMtaO5Xg26/n4xcuLbhr08YuXA9Dbn+ahbXsA8sF409Coj/iJJy1OdSfL9v5K6eqNM7TK2g509krHcba656EXeX734DyLLfNrWLuyiXWrBs+EB3cw7TUNAgGTgNcccbVGrh7l2p7uWIpEkYtSMymVcdi1t61ona3kAaaYG/xeA6/HGBSM17I543+68236EhaGrmFNMHX8mmX17Dvcja0UZi49mnKDjYXn+fpVTdJ3ElVrIhsrtnX0s/UXB/n5S63EEgPjnpamMJesW8wHVzcTjfgJ+Dz5VBZiwKLGGlrb+gbNKlYKFs+vmemiiQkYrT9UyZv4Nkb9tHUmih4H6E8MjmvkYgy542uWNbDnYAeaDl5Nw1bQn7BYs2z09MvSjxRClENF7eZ3++23c/vttw87fvfddxe9f0tLC4899ljJ51u7dm1+E9jZJDd4ygXbDUNDKVV0Vkix5VRdqRT3Pfxydoa9Rn2tH03TsG2FYWj52YVGdsfxnNqQF9PUOdWdYBLp4otSCtIZd/Z+YRmKcZQ7e/MnP3+b+fUBydsmxmUis6lGO91fP9BBQ62PeNIiYzl4TJ2g3+S1/aeYX/cu/7T1DXoLgi61IS9ej0Fnb3JMeQrLIVNiomWp46L65fLfjjQTHgY2aQ34TXye4qukhiqsR0G/iWFoHG3vn/aN7XKhkmIvq2mUXDo8mVmVQkyWbTvUBDyc6hm4GKsBjdEAsUQmn5u6JmAywkKPojQNFjWGQNP5vQ3L+fHP38ayFR5TJxTw4DF0Oc/FrDKWi0pKKV7Zd5InnjvIy/tODlr1u27lfC5Z18KKlijhkJeAbyA9mxjuxivO4js/+jXxpIVlO5iGTk3Iw41XnDXTRRMTMJb+kFsftGzaWK1i6kcyXXwQkzuem0FfWFylBmbQv36gg2jYmx+/ebPjt9cPdLB5lNeWfqQQohwqKiAvxmcss0JaT/SRTFv5wVjAZ9ATcwODmga2Uu7GsHUBMpaDoYEDaAXBeA2YFw2Qyth09EztTF5Hgc+j4w8YdMXSRe+jskvObEcNudCQ5L6HX8Y0NPf9GjotzWGZOS8GGetsqvFs1tPWGce2neyGfOA4Nl5T58CRbnYf6ADc2ZCOUtSFfcQSFj3dw2d0VJJHtr/J488eJJGyCPhMNl20lM0bV850scQ43H3zhXT2lL6A6jF0ggFzQrMAi9WjozOQP7ZoID57XNO0kkuHC8vfeqKPjO1eEN6ycz9vt3bJ6isxZZJpm+/+5DfDgvHz6gIkUtagGX2xxASumKqBZfObb75QUtKIOS0Wz/D0i4f52a8OcezUQBtVW+PlQ+cu4qJzF9FYFySUbQvF6NavauK3LziNx5896Ladps5vX3Ca/K5UqdHGRVt27icUMGmo9ecfk0xXRq70oSv7hx4P+Az6E5YbO2CgzxjwufGDts54Ni2jjXsPDY85OO1MLvXv0D7hRFbnCCHEUBKQr3IjzQrZtbeNeDLjLlfWNSzboavXQtPJz4K0LLeF6u5LYRoatgMKhcpGcDyGTn2tj97+8uWLH5FSpDM2iVTpNdqaBo7jzuA/2t5PxnKyxxSO487yV0BSwbF/CPyRAAAgAElEQVT2mMycF8OMZTbVeDbrUcqhOzbQKTQMnZ6CTuK6lfO54fKVfP2HL9LRM32z4ifqke1v8uj2fflAbn8iw6Pb3ZQ8EpSvHj6PQTTso7Ng415NA7/HJOg38fsm1wUYWo+uu/3JYcuDZ4LCnfXvMTTm1wdHHkzhpm6rMd3VAcfa+9hzsINo2Ee0xiurr0RZ9cZSfOtfX+aVfe0ArFgSBQVdsRSptE1ffPL1RwHdsTQLG930EZKSRsw1SikOHu1h2y/f4blXj5JMD4wpzlgc5eJ1i1l7ZiMhv5dgwByUckKMbtfeNna81Epd2EtzvTtha8dLrSxvqZPfmio1UjtRybnScytdhs6Azx1fuijK/tYuEim7IBhvsHRRLQBBn8m7J3pR2cfZjkOq02JJs5uzfLTJWdK+CiEmS3ogs9iWnfsJhzz0xNJYjsqngVEO+D0Gfp9Je3cCTUEq7c6CLey0hvwmNUFvNoA49bmBdd0NtI+WH0TDbXgzloPCTV+Ttpz8zHkNDUN3N86MJy0aan0VcRVfVJfxdED7ssF3j6njOIqMNVBf/vT3z+WD5ywg5PdMS674ctjyzH6c7GyS3JQSR7nHJSBffTSyaWn8HoJ+Dx5zajan23TR0qJ7KcwEN7WZxpplDSMOpoZeeIsnLdDcf+vCvhEvxAkxHm0dMb7xLy/z1rvdAHzkvCWcuSTKrr0nOdWTyKc1y+3dMxm9/Wm+8AlZNi/mlkTK4oXdx/m/vzrEnnc688c9ps55ZzVzybrFtDSHCfo8hALFNywXoxvPhBVR/So5V7rPo5PKOMPaTJ/H7efmcsQbhoahuRu7pjNOPkd8PJkZtIo0u/8r8aQ7rpNzXQgx1SQgP4u1dcaJ1vhwHHcGfKG+RAa/z6QxGqC7L4WDQ39yYAZ8XcSHrmm0d8XLni++FNPQsZQz6uu5QSWDzp4UZBvOXEOcC8qDG4DKWE7FXMUX1WU8HdCM5aaoSRcE4jUNGiJ+Ll7XMmUB0PEoFeQplgYyd2FO5f9v8HFRPXRNo7bGS8DnGXGT1nLYvHElj+08QHw6VlONQMMNxs+vD/H6gY4RB1NDL7zlUrcVXlSTNkRMhu0oDh3v4Zv/52WOtscAuOaSM1g4L8T25w+j6+At2Lth6NL6ifAYugQLxJxg2w4nu+M8/cK7PPNy66CJD/Nq/Vy0djEXnrOQcNBDyO8hGPBgGjPfJ6tmlTxjWpTfaLnScxv7DjUd+yGvWBLl9QOdRY+DmyM+4DeIJyzSyi1TMDCQI76rL4WuDcQS3Il9A3swybkuhJhqEpCfxXIBxWTaxjR1dE3DchwcW6GA9q44Xo9BoiDIpmsa86J+kmmbrv5U6ScvMw2wLMfdfGWEdB66rnHrDev43pbXaIz66elPk7EcdG0glU2uQXWUOyumUq7ii+oyls16bEex7RcHcRTYBQG8oM8kUuMllshURDAeSs+4nO5NOMX08nlNfNPwOrm0MClr5i7aeD06S5rCgJuyIJawiKesEQdTQy+8ebIX1rwF9VbaEDFR6YzNm4c6+da/vkJnbxJd17jxd1Zx/uoF/NPW3RgGZCxFTcCT3/8GmHREPp6y+Or3fin5bMWspJQimbbYd7iLn/3qEC/uaRt0EfWs0+u5eO1iVi+bh8fUsoF477j3ShHFVfKMaVF+o+VKNwwdxxq+kt6YhgtfuRVnpY6/e6KXRNLOXzBwFCSSNu+e6B0op66h6wNldZyB9yLnuhBiqklAfhbLBRTTGRsjmw5GA6JhH/FEGnSdeEGudp/HoC7ioyeWnp588QVyV6ZHCsYDLGkKs35VU76BXJTNkdqfyHCyK4GhuznwLcedOh8MmbLjuZiQ0Tqgb73bxYM/fpV3jg106nRNo77Wh1LQ3pWYdI7umTIoMDTkuBBDFebY1HG3xppuugYNtYH834UDppEGU0MvvAX9Jum+NEG/iVKq6IU4IcaiP5nhtbfa+c6/vUoskcHnMfijq9dw9tIGPKZOZ28S5Si07DKlxmiAk10JbEehaxr2JK+Wyh46YrZJZ2xi8TS/fO0YO3a1sv9IT/42v8/gg6sXcPG6Fprqg3gMPb9R61SvDptrxjJhRcwuI+VKL5XWdjrS3aYyxV8jdzyVtrEdNSgFp+0oUtnJiAsbQxxpi4Gj8iuJHQWL54cAOdeFEFOvOqNFYkxyAcX7Hn6ZeCKDprkDv4xlYznuxiU5dTVevF6TU93Tky9+om684ixgeANpGBrhoIdo2E9Xn7tppsfQWdhYIzPExDClNnkcqlgHtD+R4Yfb3uCpXx3OT2CsDXkxDA2vx8hf0CrcNKja+LwGVmL4RTmfbHwmiijMsTlTCy40XXMvyGaD6LF4BtMw6O5LEU9mCIc8RGt8wwZTQy+8LWwMc9kHGnj9QEfRC3FCjEYpRW8szQt7TvAP//46qYxNTcDDf/vEezl9YS0eQ6ch4ifg8wy6WBQKeIhaNsm0Q03Aw8mu+KRWMHX0JGUPHVH1bNshkbY43h5nx8vv8tyrR+mJpfO3L5gXYkVLlKPt/ew91El/MsNvf/A01q1syl/sEuU12oQVMbdU8grcTGFMQw0//ukrzuaBR18hkbKwHYWha4R8Hj59xdmAe66//f4WHn/2YHZsZ7LpoqVyrgshykaiK1VmaCBxzTI3cFAqsLh+VRObLlrKj55+C01T+L0GsYJAmwbZGb3apAd/02HLzv1A8c7g565aIw2kGFXhbN5imzwOvW+uvjXXBzhzST3bX3yXnpibzmlRYw3XX3Ymx0/F+NmvDtPRm0RTCsPQBm0aVH00dD27uVEup6KMa0URu/a28eahTlS28Si2smIqGbqGx9TxeQ3qIgFOdsbx+ww0TaMvniaZtrBsh46eFB09KTymnl9ZNbQ9/eOC34DN0/ouxGxh2Q7dfSme/fURHnpyL46jqI/4+dNrz6W5IYTH0Kmv9WMYetGZdx7DYM2qefxq94my9Mc6elJ09qYkfY2oSj19SV47cIodu47wyr6TONm8E5oG55zRyCXrFpOxbP595wGiYS+LQiE6exJ8f8vrfP4aTc73aVDhw0ZRJmOdyFRpdE3DQQ06T7XscXDjCV+6bm3Ji0u79rax46VW6sJemusDpDI2O15qZXlLHetXNVXt5yKEqBwSkK8iQwOJx9pj7DnYQTTsJVrjKxlYfP1AB43RAL3x9KBgvGloNNQGiCcz9MUzM/GWxsXQGfYepdET41U4mxeGb/KYU1jfakMmB4/28tr+DsDNVf2x31rKR89roT4S4Bv/cgSFwtQ1MpbCa+oE/QObBlUb09DQ0HCyESGl3M6rpKwRhXJ1RNc00rYz7Rd0c3uHhAImCxvDfP3mC9m1t437Hn6ZRDJTdJOxhogPy7b5zo9+jVIKw9DpT2To6E7w5qFOPrFhOZs3rpzeNyJmhVTKoiuW5Ge/OsxPn3EnDyxqrOFPrz2X2hofpq5RF/HnN5QsNrGgIeLjuVePYY+2u/04KDW87yREpdv5cis/2fE2h0/05Y+FAh5+670L+fD7FlNf60fT4J+feMOdWORAT38a0DBNTVaGTKHxTGwR1a+av++g36AnNnjlv8oez3m7tYuDR3tIpCxiiQxvt3bl39dIY0agaj8XISpFOmPj9Rij33EWk4B8FRnaKMSTFmjuv3Vhf8nAYldvkq6+5KA8a36vQTTso7svRTI9c5vwjYdSYDtIR1tMSltnfMRNHnO27NxPMGCQTDnsP9KbDzaGAh7+/NPnsXh+DZGQF8PQaW3rI1rjoy7szz9eKTXsOatFXdhPbyydz6fobpisBr0/IXJtUn2tn+On+qf99Z3sviNdfSku+8Bp+UFjqWA8QGdfiiVNYdq7kvmgp6Zl901wFD/5+dv5mU9CjFVfPE1Pf4otO/bz9IvvArC8JcrNv3sOQb8HQ4f6Wv+wTb6HTiy47vYn3el7ZRZPWgT9pvSdRFV4bX873/rXV/J/L2kOc/Haxbz/rCY8poGmQcBrEgp4OHIyhs/UB6WnKdanE+Uz1oktYnao5u87mSoe48gdf2T7m/zrU/vyx/sTmfzfmzeuHHHMWM2fixCVwusxuPLPHh/xPlu/tWmaSjMzJCBfRYY2ChnLwdDcf3MKO6FKKbY+d5Cj7bFBMxcjIQ9+r8mp7sS0pxeYDAV096VYOC8oHW0xYbkNgUtt8pjT1ZegvTNJKuN22gxdoy7spSbo44yWWgI+z6DnfOPgKQq2ZUDX4eyl86b2zUwRhULXNXRNK9jkSA1Z9CnmulybNON5ehU8+ct3iIaPk7HtEWfqZ7IXpi3bwXYUHlPPL102NHezrx9ue0OWIIsxcRxFdyxFLJ7m/31yLy+8cQKA953ZyGevPBuPabjB+EgAjzn6DKBEysLUy78xcldfirqwT/pOoiosnh/m3OWNBPwmHzp3EacvjKBpGroGQb+HoN+Tv7hVF/aPqU8nymesE1vE7FDN33emRJwjd/zRp/cVvf3Rp/exeePKEceM5fhcJOWNEEIf/S6iUjTVB/PBQQCPqWMrBs24yjUSffE0X//nF/nfj+92003oGuGgybyoH9MwaK+yYDy4QcGM5UhHW0zKNRefgWUpkmkLpdx/Czd57OhJcO9DL3GkrT9f38JBD0uaamhuCNHcEBwUjAc4capvUDAewHHc49UokbJpjPoxTTdtjWlqNEb9JWeaiLmpsE3SZyAon3tFR0F3LM2h4730ZFd2jCaXNkQvuK9S7oW3I20xunoTg5Yg79rbVv43IKpe2rLp6kvy9z/5TT4Yf9H7FnHTpjV4TANdg7pIYMzLcQM+E1uVf5K8ytYR6TuJalAf8fPXf3wBn//4GpYuqsU0NCJBD/PrQ9TW+AaNe0br04nyGzoeBbkIMptV8/etl5hIlDs+dOyWkzs+0u/LZD+X3KpO6W8KMbdJQL6KDG0Ugn4TFAT9Zr6RQGlcsHoBt9y/k+ezg8P1q+Zz06bV1NUGSGccOnuTFb95aymGrklHW0zK+lVNfP6ac6iLBIglLOoiAT5/zTm8b0Ujj/3nfv7kGzv4xWvHgOw+CxEfS5rChENeevvTXPaB04Y9Z3t3quhrlTpe6Zrqg5jZzS9PWxBhUWMNpqlXRedbTJ/CNqm2xjP6A8qsWDM22oVm09BIpt30HboOlqNQSuE47goQx3EwDR2/15357/ea+TRpQgzVE0vxt4/8mj3vdAJw5W+dzuaNZ2ZXGLmBRd84cmNuumipe2JPwfWt3v609J1EVTEMnWiNl/l1IcIhH4Y+vGKU6tPJLNOpIxdB5pbRvu9i9XKk49Oq1AyNMU4iGen3ZbL1oDDljfQ3RaVIZ2Ty3XSTlDVVZOgGYDVBD6ah0dmborc/w7JFYU5bEOUHW3dj2QrT0PnEhuV8eO0iamt8PPlfh2iM+gkFPHT3pUikBjZ4zTVLHlNH0xiUb75S6BosmBfixivOko62mJSheXv3Hurgyw88y8GjPYB7kevqi8+gPuLj5TfbOdnZT9Dw8JkrV0/q3AsFPPQnhm+gHApMfzBzJNdcfAbf3/IaSSx8HoNUxpbBlhimsE3KWIqmeoO2zsRMFwtHuTPgLXugHdNw00iFAl7qIgE+d9UZvN3axU9+/nY+dU0o4KGrL828iG/Q81XL0mwxvdo64/zF//Mrjnf0o2lw/WUr+dC5iwC3v1If9uPzjq+bvbyljoZaPye7yluPTEMj6Del7ySqSjTsG/1ODO/TialVbENqSbUxe432fft9ZtGxjd8382GmUpM0xpMloNTvy2TrQTWnAhKzl+R0n34z/0spxiXXKOSWOXlMndMXhDFMndYTMd487AYUG+sC3LRpDUsXRojW+PD5TKJhH129CUJ+k5Df5Gh7P2nLxpudCQuQTFuYhsGh473T/t403AvWmq5haBqW5ZALp/i9BtdccgabN66c9nKJ2au3P8X/efJNtr9wGCe7bOT8s5v53UuXUx/2EanxsvH808r2eqnU8A7rSMdnigy2xFgNHah87u6nCQdM4kmL4x0zN6iwbQePqaGUm65jcVMNn77i7EFlXb+qieUtdYPO83AwjWVX59JsMb2+86Nfc7yjH9PQ+dxVZ/O+M+cDbj8mGnb7XeOR69d5PTq6RsmNicdD06Au7CPoN6mLBCb/hEIIUaBKF1yLcRrpolcmY414vFR7VgkT6L2mTtoaPgnRa44ticRkLgaOdU8zIUaTztijpkYcy33EzJCAfJXKLXOK1vhwHMXbrT35zV3Xr5rPDZevIlrjIxr25XPlDp31GvSbpPvsfMqb3CxYw1BoTE8nK9dIG7pGY12AjOXQ25/GNDQUOnUhL9EaL6mMzY6XWlneUidBQTFptqPY+XIrD23bQ1efm1amuSHI5o0rWfmeOoJ+D+GQd8zLLb2mRtoaXmO85uDHF+nzjXi8nExDKzojxDSKv0eZcSYmIjfA6I6lpq0dKUqDkN9LS3N4xItJQ8/zXFBUVoeI0axe2kBXX5Lf/8gKlrfUAQMB8KH7jIxF4fJ1ylB7DEPDY+gE/aacw0KIssm1k6apDcp9jaQKmpNGG9uUurhcjovOk7WwsaboJMSF2YmKU0lWI4tykVnt1U1yyFepk11x5tX66OpLsedQVz4YHwqYfO6q1cyrDdBQ688H42F4HrSFjTVc+9EVLGwMD8qLlkjZIw4Dy5kTTil30NjSFEYptwH86qfPY1lLHU31AerCPsmrJspGKcWhYz3c8Q//xbcf/TVdfSk8ps5VH1rKn3/mfFYvbaA+4icaLp6rtJRoJMDQyRSmTkXNSHSKbBSoURkdYjF75HJqpjPuDPUZ2OsVXXM3mW1pDvP1my8cV4BA8hGLsdp82Uruv+XDA8F4oLZmYsF4cJev5/LNT7be6Bp4DHfmn5zDQohyktzXopDKrjDOr3QfcrySKRSG7l689po6HkPH0DXUNEwnkf6mEAIqbIb8vffey1NPPcXRo0fZunUrK1asAGDnzp088MADWJZFbW0t99xzDy0tLQC888473HbbbXR3dxONRrn33ns57bTTRr2t2p2+IMLr+0/Rn3SXg5mGRiTkZfH8MHVhH6GAt+jjis163TzkPk31Qdq74iiVHRSqwfO05tcHOdHRP6GNYfONNG4g3tQ1Vrynnq/ffOGg+31vy2uSV02UVX88zU+e2c9/PHeAdHaPhLNOr2fzxjOZXxcc96z4Qk31Qbz5mY2uZNoaFpDXdQ2nSARcn4Z1mwGf6aak0geuHFiOM6jMQkxWLt3RfQ+/TDJl4fea2I5DJuNM26orIzugmmh7IatDxHi5wXgvIf/E9wMpXL7u9RiD9vkZL5/XoKHWT10kMKx/JYQQkyG5r0WhoN9DIpXJpwjUNLcvNtaL07mxUeGFaKVKj5kKaRpF4xG55xpt3JVI2TRG/fT0p8lYDh5TpzbkI5mano0tpb8phKioGfIbNmzg4YcfZtGiRfljPT09/K//9b+4//772bp1K5/4xCe4884787ffcccdXH/99Tz11FNcf/31/OVf/uWYbqtWtqN45c029rzTmQ/GB30GdREf0Rofv3vJGSWD8WO1ZllDvnFTavii6YkG48F9rtxDbVuRsYsvzWqqD5LKSB5fMXkZy+H53cf58nee5Sc73iadcait8fKHm1bzxd8/l4XzaiY0K77QNRefQSyeobWtj0PHe2lt6yMWzww7ty86d2HRx5c6Xk6bLloKyg3CK+VgOQ6o7HEhymj9qiZuvWEdjdEADbU+6gs25iv3tSdjSC/GUW6dT2dsAhWwoZiY/TQNwiHvhPpeu/a28dXv/ZLP3f00vf0p+hMWybSF3zu57nkqbXOyM8GaZQ2Teh4hRGUq1ZROx6I0GaOJQpsuWoqGhq5reE33Xw0tP76oDRUPzOeO58ZAuYB+LsYwlrFRJFj8uXPHRxt3NdUHiSUtUmkHy1ak0g6xpCXnshBi2lRUQH79+vUsWLBg0LHDhw8zb948Tj/9dAA+/OEP84tf/ILOzk46OjrYs2cPH/vYxwD42Mc+xp49e0a9rVolkxn+7el9/PU/vUBvfxpD15hf787sXbowyo0fO4u1Kyd3lXXX3jZ2vNRKQ62v5H3KuQKtMeovemU4l/YgmbZQyv1X8qqJ8bAdxdGTfdz/ry9z9z+/yLH2fjQNLl67mDv/8IO8f1UT4YCXhmgAfxkCd5qmAVq2fmjZv6eez1t8g5ahxzdvXMm1H12B32tiOeD3mlz70RWyUbKYEoVLcRUaSxaEmV8XKPtqEMcpHoBwFJzs7GfX3rayvp4QQ4UDXsLBiQXjv7/lNbp6E4QDJrbtoJQiYzn09E9uo2/D0AiHvOx4qVXqgBBTJOgr3v8qdbycSg3FpmMlmozRRKHRxhe3bF6HzzM45OTz6NyyeR0AH17bMmzPLa+p8eG1LSUnceSOWyVm0Ofy1394bUvR1/7wWjfTQkPERyyewckGNxyliMUzNEQG4iCFF86/+r1fSpsqhCirip8+dvrpp3Pq1Clee+01zjnnHLZu3QrA8ePHUUrR1NSEYbgdH8MwmD9//qi31dfXD3qN3t5eensHb+hx4sSJaXh3Y6OU4sSpfr7376/x633tgHtF96aPr2bx/DA1fg+RGm9ZAoC5vIA1QT/xpEVylHzyhTymRk3Am98kcyxKBUJzaQ+27NzPyc448+uDI27MJ2ZepdQjpRT9iTTbX3iXH//8bWIJN7CxpDnMDZet5D0LIngMnUjIW5ZAPLj1JhQwaaj1548l0xZbdu4fdM4+++oxgGHLMp999Rh/dsPEXvt3LzmDR7fvG5QLXtfc40Nt3rhSAvAVrFLqULkUW4r71e/9kq7eBB09KdKWjV1ko+Gx0jTwmm6e7MKGSsvmkLcdNawOitlvOuuR1zQmnPZr8Cau5P/t6kuzcF6Qts5Efn+g8fCYOqahUxf2FW2HhBjNbGuLpkoiXTytRanjs4WM0cZmLtWjkcYX61c1cduN55U8X7bs3M/8+uCwtJ9bdu4fdUPYRDa1zNBxVS7l25ad+2msCxR97vWrmnhp70l0nUHpdjQNXtp7EpANjCvBXKpHYm6q+IB8OBzmb//2b7nnnntIpVJcdNFFRCIRDMPAsiaeX7PQQw89xIMPPliW5yq3dMbm1bfa+d5Pf8OpniQA553dzPUbzyToN4nU+CaVs3SowryAGWt8OX8tS9FQ68fvNTjeMZBH0NDdwEghN9+qZ8QcbWPJq7Zrbxtbdu6nrTNOk3QIZ1Ql1KNUyuLNd7t4aNse3m7tBsDvNdh00TI+vHYxhq4R8nuomWCu+FLGmk+zVC7E0XIkjiTXAX782YMkUhYBn8mmi5ZWZOBd6uvIKqEOTbVcXclYDqauTSog7zF0BlalDPCaBkopbEfl66Cce3PHdNajyaz4KNVuJFIWzfUBlHI3Bx9vTD5jOViWQ3/SIuiTvM5i/OZCW1QOpVYMV8FelmUzh97quEk9GjDSmH4yexLkxk9D61zueFtnHF2Do+39Aznia7z5506kLExdQ9MGZtEr5QwK6A+9cJ5ELnRPJ6lHYrar+IA8wAUXXMAFF1wAwKlTp/jBD37AkiVLSCQStLW1Yds2hmFg2zYnT55kwYIFKKVK3jbUjTfeyNVXXz3o2IkTJ7jhhglOWS2T3v4U//HsQX6y421sR+Exda776JlccM4CPIZBNOLD5ynvssjCTcU8po5tj32GfO5+oYAHn8edtWjqenZDlYHn0TX3dQxDG7bp5XhM5Kq1BGWmzkzWo4zlcKonwb8/s5/tLxzOXwBat3I+n9iwgmjYV/ZZ8YUK601OsXyaU7WpazXMfN+1t43v/OjXxJMWlu3Q05fiOz/6NX967fukDmZValtUTrm64jF1LNspuiFXdi/xQX+jDcxeUsptRwpnMxU+R9qy0XBnCs+vD05qhpO0GdWnWupRqXYj4DNJZexsHQFNOeMP8GnQ3pWgtsbLwsaa8hZczHrVUodm2kibUc5mMmt4bKQejc1IY6i2UYLyoYCHeNJdCZ3rE4K70SxA0GfS2taHrmsYOli2Q3tXgpamMAABn0kybVGYMcdW5PcgauuMo6M42hMr2PTVK5M9ppHUIzHbVUVAvr29ncbGRhzH4f777+e6664jGAwSDAZZtWoVTzzxBJs2beKJJ55g1apV+ZQ0I91WKBKJEIlEpvttlZSxHI6fivG/H9/Nq28NpKj5o4+vYdH8Gnweg7qwD2PobnZlcM3FZ/D9La+RxKI25CWZSgDDAySlHD7ei6MGUglYtgJHoemgCmZ5dfYmCfhMPnfVmgmXdbxXraUDObVmoh7ZjqI/nub5N47zyFP78qtI5kUDbN54JmcvbUCDKZkVX6iw3vg8BqmMXTSf5kXnLmTnK0eHBVeKbTqkA8UmRk6m1s9kx/GhbXvo7U+j6xqmoeEoRW9/moe27ZH6l1VpbdFUyNWVoN+kuy81LJiua+5+DD6PjqbrJJIZd2lywUbjGuDx6Ni2wnEY1jjlNiNPZxxaT/Rx38Mv4/fq1ATdlFJjneEkbUZ1qpZ6VKrd2HTRUna81JqvIznFLl6V4vbZ3N/YL3xC8jqL8amWOjTTxtOnm01k1vDYSD0amxHHUMrh9QPD9/9bs8yN52y6aCmPPLUv3w3M9RFzG8qqfOcx21XM/6nyj//R029hOQ6G5gbjUQOPD/gMjrTF0DUNXdOwLEV7d5LFTTXSR5wmUo/EbFdRAfm77rqL7du3c+rUKT7zmc8QjUbZtm0b3/72t3nllVfIZDJceOGF3HrrrfnH3Hnnndx2221897vfJRKJcO+9947ptkoVT2b4zdvtfP/fX6cjG1w8/+xmNl92Jn6vWdZ88cUMzQu4ZEGYRNKiqy+F7Th4TXdGfnJIfsTcQDFjK/xeg1DAg+MoTFOjuy+NBui6G0x0m8DJb3o53iVu0oGcPZRSxJMZWtv6eGT7W7yyz831Z+gal33gPVz+wYHMvY4AACAASURBVNPwegw8hjuTwTcFs+ILjTWf5p/dsB5wc8Y7jkLXNS46d2H+eKHG+gBtnYmixydipjuOR9tj+dzekJ3hrCmOtsem/LVF5SisK7atyNgOylE4SpG2bAxdZ2FjiE9fcTbgXsh5t63XDbzj7lUS8Jn0JywCfgPLUmSyzZGRna2YG5gZhk5DrY9Dx/tIpd1UNqGAO2tqLMuhpc0QU2mkdmN5S92gOpLJWGRsNeagvKPAb+j4vIacq0JMkVKrT6ZjVYrPa5Aqkqve5536DWUnk2JEiKFGG0O9eegFMgXpDT2GxjWXrABgeUsdwYCHeCKDwg3GBwMelrfUAW6O+caon57+dMEMd18+Ze5oaT81srGK3GpMAOUelz6iEKIcKiogf/vtt3P77bcPO3733XeXfMyyZcv48Y9/PO7bKo1tO/TEUjzxy3fY8sz+YSlqDF0jEvISCninvCwj5XnLzbDdfeAUZJdlej0GtuPmLFXKXQ4WT2YI+k2aG2r4p9svzG/kV2pTlYkYa5qQHOlAzg6plEV3LM32Fw/zH88eyF8cWrEkyvWXraS5ITQts+KHGsueB+AO1AI+M9/xKzVw6+xNFd1oqLN37JsmF6qEjuPQb2J2L+oWQw1dofGl60ZPV7R+VVPR9qPLTJFM29TWeEl3xzF1HUcp/D4Dy1Yo5U5z0jS3jUpbNt2xVD4gP1JbkSNthphqpdqNoce/eN8zHD/VT8ay8+mbRqIB86L+SaUFFEKM7PFnDxbtpz3+7MEpTyOYsZyi6d0mshH0eI13/CXEWA1t2rbs3E9TQ/ENX9evamLLzv3Uhb0saAgWvT13ri4qGGsl09agtnGktJ/xlEU46KG3P0NGKXRNIxLykEhZ7m3SRxRCTFL5c56IcUumLA4f7+X+R37Nj3/u5otvbghy243v58L3LsRj6NRH/NMSjB9JboZtV28Cn8dAN9xZ7tGwD8tycLLLwXJLunpiad494e6K3dYZH5bvfrKN1jUXn4FlKZJpC6Xcf4ulCclpqg+SygyeTSIdyOph2Q5dvUle3neSv/rB8/zb//cWybRNOOjh01ecxX/fvJbmhhAeQ6ch4qc27Ju2YPxYPbL9TX709FtuvkLd7RT+6Om3eGT7m0Xvb2gaXtPA5zHwmgbGJFaVTEUdHI+FjSEc5W60pJTCcRSOco+L2a+w/ShcobFrb9uojy127kZrvNQEPPzxNedg6Dp2dqBkWYqM5eBkL2oDRMM+UG4Km7G0FTnSZohKsGtvG++29ZGxbLefVSQYP7RlUDCmc1wIMXHxZCafNk3LRscdh3xO66nkMbRhwUuVPT7Vxjv+EmIkI/UPRxu7jHb7ZM/VgM+gL57B0DW8po6ha/TFM/h9hvQRhRBlIQH5GeQ4ip6+FC+/2cbXfvACv3nbzRf/gdXN3Hbj+1nU6OaLb4gG8HlnfjFD4QzburAvn6O0qzeZ7xR6DB1N09B1t6NoZZeY5Rqt/kSGo+0xDh3v5cjJGH7fxJdWrl/VxOevOYe6SIBYwr3a/fkR0m9IB7I6OY6irz/F4eO9/GDrG/zNQy/xblsfAL/13oXcedMH+cCaBeiaRo3f49aXKU5RM1GPP3sQNDB1HU3TMXUdsrOphip3AHu8Hcdde9v46vd+yefufpqvfu+XYwqcjuTTV5xNOOhB18FRCl0nezHl7Ek9r6gOhe2Hprn/mqa75LeU3DnY1ZvkyMkY/YmBIEfu3N2ycz+RkBcNt83Rs70aR0G0xgdAyG8SDfvw+8wxtRU50maISrBl5343+JbtaBW7Ljs0MOf3GmM6x4UQE5dLvakY2Luk8PhUioZ9A+UocXyqjHf8JcRIRuofjjZ2aaoP0h1L5WMLR9tjdMdS+dsne64OTVkz8KcmfUQhRFlUZtRqDkhlbLp7k/zs+cNs2bk/P5tv88YzueAcdzOgqc4XP16Fy/dzy/67+lKkMnZ+oJixHbCzyzZxA/TgBjYeePQV+uIZcpOWLVvRG0uza2/bqA1jYaqDoM9EoUik7HFtTDnWPN+icsSTGXpjKZ5/4wQ//vnb9PanAVjUWMP1l53JssVRgGnLFT9ZiZQ7M76QobnHh/r0FWdz37/sIp6y8kuhgz6zaAB7LJu1XnPxGdnn6x/0fMU2Vp6KfPPrVzXxpevWSv2bo8ab/mXX3ja+86NfE09a2LZDRrnPMb8ugGnq+UHPA4/+Oj8YchxwNDfPvGW7Oem7TqbIWA6GrvF7G5aPOY1Ark4l0zaZhINpaCxpjsg5K6ZdW2ecgM8glXFTUYyWrkbXoKkhyNutXTO2ibcQc4GpQ7pIhpih/bypoNAIBdz9VHI/CaGAyXQnAxzjPtNClDRS//CPrzmn9IavwJplDby+/1T+cZZtk0jZXPaB0/LHRkspOtIYKp6yaKwL0BMryEFf6yWRsiSuIIQoi8qOXs1CSili8TQnOuP88Ik9vJZtRJobgtz08TUsaqxB15i2fPHjMTRnYCjgIW3Z2I7K547PyQX8cjM11q9qIhr2k0jZ+fz40bAPQ2fUHNaFwUFdg9bs7OjGqH/cgcKx5vkWMyuVsenrT9N6so9HntrH3kOdAHg9Oh/7raVsWN+CYehompsrPhz0oldYeppiAj7TTVdTUFRbuceL8Zg6XlvHdhSGruVTcBQaa/D87dYuEtngPrh1NJGyeLu1a1idmKp881L/5q7x5px9aNseevvT6Nnz3nIUtq041ZNk1ekN+cFYPJnBVgrT0PLpPCIhL6ah0dmbyl/sDgU87HipleUtdWO6AJyrUw21vkEDQDl/xXQL+Aw6uodv8F1KJOQhFs/wo6ffIhr2Eq3xTfsm3kLMBWpYFvfC41Mr6DPp6E7gMXV0zV0VlkzZNEanfmg/FZM2xNw1Uv9wtKD3tl8OX2GcOz6WCRijncsDOegHVicX5qCXcY0QYrIkZc00ylg2HT1JfrP/FHf904v5YPwHVi/gKzeex6LGGkxdq4h88cUUW5rV159x0wUU6XtqmoYq6KjGUxaL54c4bUGYRY0hQn5zTDmsC4ODPTE3QKNrGj396TGlPRDVw7IduvtSnOjoZ8vO/fzVP76QD8a/d/k87vzDD7Lx/PdgGPpArvgaX1UE4wE2XbQUFFiOg1IOluOAyh4fYsvO/dQEPbQ0hTltQYSWpjA1Qc+wc32sqUAef/Ygmq7h8xj5/2m6VjRdzkznmxezz3iX9h5tj6Fp7p4koGHqOmZ235Kv33xhfjOvcMiDhpu3N5dGrbc/jd9n0lQf4PSFERbPr6Eu7BtzWzGR9DpCTJXcknm9RI/d1LV8H8xj6KQyDvGkBRrEk5acw0JMkVIbqE7Hxqr58VVuXwk15PgUkjZSlNNo/cP1q5r4+s0X8o9//tF8/y+nJ1Z8v4ZSx4ca7VyWtDRitkgPSf0kKofMkJ8m/Yk0PbEUT7/YWjJFjc9jEA37MI3Ku05Savl+LG4RrfHSE0tj6u5sX6XcwEhj1E8yNVD5xztDMqdwKZubesDtd+Y6vBIorH6Oo+hPpIklMux5p5NHtu+jLfud1kf8XPvRFbx3eSPgrryo8XuoqZJZ8YVyszUef/YgiZRFwGey6aKlRWdxtHXG0VEc7YkNLJMMeYed62NNBTKedDkTratClLJ+VRNvv79l2Lk/0syiobV76N9tnXGiNT68pkF3zE1N4zF0fF6DRMoeV4qcoc870ccKUW6FS+aH/l5rgGHoWBnbTRWo5fpGGoY2ODAo57AQs0ciZdMY9dPTX5BKI+QbNO6aKtJGinKaSP+wXEY7lyUtjZgtvB6DK//s8VHvt/Vbm6ahNKKQBOSnmG079MTSnOpJ8NC2gRQ1C+aFuOnjq1k4rwaovHzxhUZavr9l5366ehNoGljOQDDeNDVMU88v6QL3KvNIeeBKKQwOekzdTY2jyKfvkEBhdUukMvT1Z+joTfDTHft54Y0TgDszdsN5LVxx4en5wLDH0Kmt8VbEJscTtXnjyjEtowz4DI60xdA1d0WIZSnau5MsbqoZdL+xBs/Hky4nt+dDe1ciny4nUCLfvBBjsWtvGzteaqUu7KW5PkAqY4+YQmZhY4gjbTFwFJrmti2OgsXzB5YN58793J4m3bEU6YyDYehEfW4bM5GLSnJBSlSS/Pno0UmmBifIUEDGttEAXXc3fnX7Rhppy8ZbcBVWzmEhysvU3bFPseNTrak+yLH2vkHHMrbDwsbwtLy2tJGiXMbbPyyU6x8WOz4WYzmXJS2NEGIqVd5U7FkkkcrQ3h3njXc6uOufX8gH4y9Ys4Db/uD9LJxX4+ZZr/FSG/ZVZDAeRl7Odc3FZxCLZ7BtZyA3NWDbilg8MyjYPtGdzguXi9XWeHEchaMUtSGvLB2rcrbt0NGb5Oe73uXOf3g+H4xfuqiWP//MefzuJcuz5x2EAx7mRQNVHYwfj1yaArKzHgf+HPw7MdbllONJlwNkf4+0bL3WKvb3SVSH8S5x//QVZxMOetB1cJRC1yEc9Aza1Dh37nf1JWnvTpDORkb8XoPeWJpYPDOhZcayRFlUklw/qyuWLpqMQimIhr2gyPeNgn4TFAT9ppzDQkyRhmhgXMfLac2yBrr70qQtB12DtOXQ3ZdmzbKGKX9taSNFOU0mBdLqpfXjOj6UnMtCiJk2NyJb08x2FL2xFP3JDE+/+C6P/ecBHEfh9ehcv3ElH1izAHDzfkbDvooPMI60nKtws1YrG5TXNDANnWjYPyzYPpGrzEOXi7U0hVEokimbukhAlo5VsXeO9fCdf3uVd471Am7w4OqLz+DC9y7M5o52Z/tFQt5BsxfmgsI0BfnlyLXeYSkLxrqccjzpcrbs3E8oYNJQ688fS6Ynv6mrmLvGu8R9/aomvnTd2hHP69y5f9/DL6OUuxwzGvYR8mdXgxgG4Wyap/EsM5YlyqKS5PpZ3bE0MNDHItvfUoDXY9LS5M/3jRY2hrjsA+/h9QMdcg4LMUUUGnVhLz2xjHvhWNOorfEwPMFa+b1+oINo2Ec8aZGxHLymTtBv8vqBDjZP8WtLGynKaVIpkDSdgM9NU5gT8BmgjW3OqZzLQoiZNrciXNMglbLo6U/TFUvx0BN7eP2AOyt+4bwQN318DQvmucvtKzlf/FCjLefKbdZaOINWKUUsMTw39UTJcrHZ5z9fOcL9j7yC47hz/j6wuplrLllOJORuaJybFV8TrMxUTlMtV+8WNQ6k6EimrUFpoHLGWj/Gmi5H8oOKcpvIEvexnNfrVzURCnhorg8M+p3weQxiCYu/u/WSCZVX2hxRSeIpC7/XwHZU/mK1QmE7irOWNvD1my8s+ripDswJMZfl2rWG2oF+Wal+Wrm5e6h4qQv78seUUtPWT5M2UpTLZFIgtXXGWThveAxiPPVAzmUhxEyq/GhwlVDKnRXf0ZfkzcOd3P3PL+SD8Recs4Dbbnx/Phgf8ntoqPVXRTAeRl/O1VQfJDVk52bJJShG88Y7HTiOorkhyH/fvJZPf+zsfDDeaxrMqw0QDlVuKqepNpPLKKVOi3KbyvNZzlcx2zXVBwkFPNm9FBSgsJW7v4csrRdiZkg/TYjJm0w9knoghKh21RERrnDpjM2p7iQ98TRPPX+Ybz38Cl29KXweg09/7Cz+4HfOwusx8vnioxWcL76Y0XK/S/41MRF/eNVq7vr8B/mLz53Pme+pA9xZ8ZGgh3lRP16PMcMlnFkT3XOhHKROi3KbyvNZzlcx211z8Rn5Tc0NXcOy3Znyv7dhuczsE2KGSD9NiMmbTD2SeiCEqHaSsmYS3LQsGWLxNL39aR7atofXD3QAsLAxxB99fA3NDe6s+GrJF1/KSMu5JP+amAivx2D1snm0dcXd/M+mQW2Nd84H4gvN1DJKqdNiKkzV+Sznq5jt5BwXojJJP02IyZtoPZJ6IISodtUZHa4AGcuhJ5YilbHZf6SbHzy+m66+FAAXvnch135kRT6wWE354idK8q+JidI1jVDAnLO54iuV1GlRTeR8FbOdnONCiELymyCE1AMhRHWTgPwE9Ccz9MZSWI7i6RcO8/h/HsRRCp/H4PrLV3L+2c35+9b4PURqJNAoRDGaptFQ68djyqx4IYQQQgghhBBCCDH7SUB+HGzbobc/TTxlEYun+ecn9vDGQTdFzaLGGm76+Op8ihpdg0jISyjgnckiC1HRdF1D1yUYL4QQQgghhBBCCCHmBgnIj1EyZdGTnRW/v7Wbf/yP3XRnU9R86NyFfGLDQIqaas8XL4QQQgghhBBCCCGEEKL8KipifO+99/LUU09x9OhRtm7dyooVKwB45plneOCBB1BKoZTiC1/4Ahs3bgTg0ksvxev14vP5ALj11lv50Ic+BMCrr77KX/7lX5JKpVi0aBHf/OY3aWhoGFeZlFL09KXoT2awlWL784f5j2ezKWq8BjdctpLzClLU+DwGdWEfxizOFy+EEEIIIYQQQgghhBBi/CoqIL9hwwb+4A/+gBtuuCF/TCnF//yf/5OHH36YFStW8Oabb7J582Y+8pGPoOtu0Ps73/lOPnif4zgO/+N//A/uuece1q9fz3e/+13uu+8+7rnnnnGVqbM3he7P0BdP88OCFDWL59dw08fX0FQfzN9X8sULIYQQQgghhBBCCCGEKKWiAvLr168velzXdfr6+gDo6+tj/vz5+WB8Kbt378bn8+Wf87rrrmPDhg1FA/K9vb309vYOOnbixAkALNvh7dYu/vHxN+iJ5VLULOITG5bnU9ToGkRqfIT8nnG8WyFml5HqkRBidFKHhJg8qUdCTI7UISEmT+qREJMn9UjMdhUVkC9G0zS+/e1v8yd/8icEg0H6+/v5h3/4h0H3ufXWW1FKsW7dOr785S8TiUQ4fvw4CxcuzN+nvr4ex3Ho7u4mGo0OevxDDz3Egw8+WPT1d758hP98ow+lwOc1+OTlK3n/WQMpakxdIxrx4/PIxpRibhupHgkhRid1SIjJk3okxORIHRJi8qQeCTF5Uo/EbFfxAXnLsvj+97/Pd7/7XdatW8fLL7/MLbfcwrZt2wiFQjz88MMsWLCAdDrN3XffzV/91V9x3333jes1brzxRq6++upBx06cOMENN9zA0y8exhOsL5qiRvLFCzFgpHokhBid1CEhJk/qkRCTI3VIiMmTeiTE5Ek9ErNdxQfk9+7dy8mTJ1m3bh0A69atIxAIcODAAc455xwWLFgAgNfr5frrr+fmm28GYMGCBRw7diz/PJ2dnei6Pmx2PEAkEiESiZQsw0Xvc1PUeMyBWfCSL16IwUarR0KIkUkdEmLypB4JMTlSh4SYPKlHQkzeXK9H6YydT5MtZqeKD8g3Nzdz4sQJDh48yNKlSzlw4AAdHR0sWbKEeDyObduEw2GUUjz55JOsWrUKgNWrV5NMJtm1axfr16/n0Ucf5fLLLx/361/70TPZ+KGV+b81DWpDXkIBb9neoxBCCCGEEEIIIYQQQng9Blf+2eMj3mfrtzZNU2nEVKiogPxdd93F9u3bOXXqFJ/5zGeIRqNs27aNO++8ky996Uv52ehf//rXiUajtLa28sUvfhHbtnEch2XLlnHHHXcA7kaw3/jGN7jjjjtIpVIsWrSIb37zm+Mu0zlnzMv/t6lrRMM+fN6K+tiEEEIIIYQQQgghhBBCVIGKiizffvvt3H777cOOX3XVVVx11VXDjre0tPDYY4+VfL61a9eydevWspTN5zGIhn2Yki9eCCGEEEIIIYQQQgghxARUVEC+UoX8HmolX7wQQgghhBBCCCGEEEKISZCA/CjCQQ/RsG+miyGEEEIIIYQQQgghhBCiykn+lVEE/Z6ZLoIQQgghhBBCCCGEEEKIWUAC8kIIIYQQQgghhBBCCCHENJCAvBBCCCGEEEIIIYQQQggxDSQgL4QQQgghhBBCCCGEEEJMAwnICyGEEEIIIYQQQgghhBDTQALyQgghhBBCCCGEEEIIMUHpjF2W+4i5wZzpAgghhBBCCCGEEEIIIUS18noMrvyzx0e8z0//5mPTVBpR6SQgX4Jtu1etTpw4McMlEWLsmpubMc3KqdZSj0Q1qqR6JHVIVKNKqkMg9UhUp0qqR1KHRLWSeiTE5FRSHYLKr0eLFy8e9T5jCdoDbP3WpnIUac44cuTITBehpFL1SFNKqRkoT8XbtWsXN9xww0wXQ4hx+fnPfz6mRmC6SD0S1aiS6pHUIVGNKqkOgdQjUZ0qqR5JHRLVSuqREJNTSXUIpB6J6lSqHklAvoRkMsnu3btpbGzEMIwpeY0TJ05www038PDDD9Pc3Dwlr1Fp5D1P7XuutCvY01GPCs3G82u2vadqeD+VVI+muw6VUknfm5Sl8stSSXUI3Hr0zDPPcMstt1TE51Ookr63QpVaLqjcspW7XJVUjyqlLSqlUs+JqTZX3zeM/b3PpXpUyeeDlG1iKqFslVSHoPLbo3KphO++klT751GqHlVOzaowfr+f9evXT8trNTc3V9RVx+kg73lumM56VGg2ftaz7T3NtvczVWaqDpVSSd+blKW4SipLpfD7/axZswao3M9HyjV+lVq2Si3XZFRaW1TKbPzsx2Kuvm+orvc+XfWokj8TKdvEVHLZplu1tEflIt/9YLPt89BnugBCCCGEEEIIIYQQQgghxFwgAXkhhBBCCCGEEEIIIYQQYhpIQF4IIYQQQgghhBBCCCGEmAbGnXfeeedMF2Iu8/l8nH/++fh8vpkuyrSR9yym0mz8rGfbe5pt72euqKTvTcpS+WWpRJX6+Ui5xq9Sy1ap5ZoL5upnP1ffN8zt915KJX8mUraJqeSyiakl3/1gs/Hz0JRSaqYLIYQQQgghhBBCCCGEEELMdpKyRgghhBBCCCGEEEIIIYSYBhKQF0IIIYQQQgghhBBCCCGmgQTkp8m9997LpZdeyplnnslbb72VP/7OO+9w7bXXctlll3Httddy6NChmStkmRV7z11dXdx0001cdtllXHnllXzhC1+gs7NzhktaPqW+55wHH3yw5G1i8mZbfbr00ku5/PLL2bRpE5s2beK5556b6SKNy1z83ZuNpvr7GqldePXVV7nqqqu47LLL+OxnP0tHR0f+cRO9bayG/l7PRFlSqRR33HEHGzdu5Morr+Qv/uIvgJG/k4neVs2+9rWvcfnll3PVVVdx3XXX8frrr+dv+9SnPsWGDRvyv6M//elP87fN9Gc1nd/HSPXszDPP5Morr8x/Rvv27cs/bseOHVx++eV89KMf5ZZbbiGRSIzptvEq1d7N5G/AkSNH8uXZtGkTl156Keedd96I5Z2OconBZuvv2mhm+5hqLGRcNaCS60EljWcqeWxSqmyV9PmJiSv1/e7cuZOrr76aK6+8kk9+8pO0trbmb5vpfupUqtTx37RTYlq89NJL6tixY+qSSy5R+/btyx//1Kc+pR577DGllFKPPfaY+tSnPjVTRSy7Yu+5q6tLPf/88/n7/M3f/I36yle+MlNFLLtS37NSSu3evVt97nOfK3qbKI/ZVp+q/VyZi797s9FUf1+l2gXbttVHPvIR9dJLLymllPr7v/97ddtttyml1IRvG6uhv9czVZa//uu/VnfffbdyHEcppVR7e7tSauTvZKK3VbMdO3aodDqd/+8NGzbkb/vkJz+pduzYUfRxM/1ZTef3MVL/a8WKFSoWiw17TCwWUxdccIF65513lFJKffWrX1V/93d/N+ptE1GsvZvJ34Bi7rrrLvW1r32tZHlnqlxz3Wz9XRvNbB9TjUbGVYNVcj2opO+okscmpcpWSZ+fmLhi3293d7c677zz1MGDB5VS7rn32c9+Nv+Yme6nTqVKHP/NBAnIT7PCCnjq1Cm1bt06ZVmWUkopy7LUunXrVEdHx0wWsexGakR+9rOfqRtvvHF6CzQNhr7nVCqlfv/3f1+1trZKozpFZmN9mi3nylz83ZstZuL7yrULv/nNb9QVV1yRP97R0aHOPfdcpZSa8G1jUez3eibKEovF1Lp164YFSkf6TiZ622zS2dmpzj77bGXbtlKqdEB+pj+rmf4+CvtfpQLyTz75pPqjP/qj/N+vvfaa+p3f+Z1Rb5uIYu3dTP0GFJNKpdT555+vdu/eXbK8M1GuuW6m61Elma1jqmJkXDVYpdeDSvyOKnlsIgH52a3w+/zNb34zqO/U1dWlVqxYMSf79DM9/psp5kzP0J/Ljh8/TlNTE4ZhAGAYBvPnz+f48ePU19fPcOmmnuM4PPLII1x66aUzXZQp98ADD3DVVVexePHimS7KrDVb69Ott96KUop169bx5S9/mUgkMtNFmpTZ+j3NVtP9fRW2C8ePH2fhwoX52+rr63Ech+7u7gnfFo1GRy1Dsd/rmShLa2sr0WiUBx98kBdeeIFQKMSX/v/27jwsqup/4PibYRFZDEhDtLDSBE3BwVFEFBLNddDSSKy0chfBJSUNMRM1tVwod76K+ivUFhUFTZQUSTMEIXNp08wUDEXJXGKd+f3Bw82RRVFkTD+v5+F5mLn3nvuZe+fcs8y5544di6WlZYXnRK/X39GyBynvxcTE8Nxzz6FS/Tsr4wcffMCCBQtwcXEhNDQUR0fHSr/bNXGsjHktLK/+NXDgQIqLi/Hx8SEkJAQLC4sy398GDRpw7tw5Jf6Klt2pm8s7Y10DyrN7924cHR159tlnK4y3Tp06NR7Xw07qFCUepjYVSLvqZv+FfHA/t2fk+Aljeeqpp8jJyeGHH37Azc2NuLg4gIeuTn8/tP+MReaQF0YzY8YMrKyseO2114wdyj2VkZHB0aNHeeWVV4wdiviPiYmJYevWrWzcuBG9Xk9ERISxQxLinjJ2uXA/Xa+Li4s5c+YMzZs3Z9OmTUycOJGQkBCuX79u7NBq3Isvvoinp2e5f8XFxcp627ZtIy4ujvfee09574MPPuCrr74iNjaWp59+mnHjxhnhE9xfbs5nSUlJbNq0iZiYGE6cOMGSJUtqPKb7yw87ZwAAIABJREFUvbzbuHEj/fr1U17f7/GKh4uxy86adD+V0+L2yPXy7sjxe3DZ2tqycOFCZs+eTd++fbl48SJ16tRROtofFg9TGXYz6ZA3IicnJ7Kzs5XGZHFxMefPn8fJycnIkd17c+fO5fTp00RGRhqMYnsQpaamcvLkSTp37oyfnx9//vknQ4YMYd++fcYO7YHyIOan0tgtLCx45ZVXSE9PN3JEd+9BPE8Pspo8XzeXC05OTmRlZSnLL126hEqlws7O7o6X3UpF1+vTp0/XeCxOTk6YmZmh1WoBcHd3x97eHktLywrPSWXn67+c9zZv3kxKSkq5f6WNll27drFw4UJWrVpF3bp1lW1LP5+pqSmDBg3i8OHD6HQ6ox8rY52P8upfpfu0sbEhICBAKWtu/v5mZWUp61a27E6UV94Z4xpQnuzsbFJTU/H396803tL3ayouIXUKeLjaVCDtqvLc7/ngfm/PyPETxtS+fXvWr1/Ppk2beO2118jLy8PZ2dno9dSacj+0/4zpwS+172OPPvoozZo1Iz4+HoD4+HiaNWv2n7zNpCoWLFjA0aNHWbJkCRYWFsYO554bPnw4+/btY/fu3ezevZv69euzatUqOnToYOzQHigPWn66fv06V65cAUCv17N9+3aaNWtm5Kju3oN2nh50NXW+yisXWrRoQV5eHmlpaQBs2LCB7t2739WyW6noej106NAaj8XBwQFPT0/2798PwKlTp7h48SJPPvlkheeksvP1IOe9PXv2MHv2bFatWmUwhUFRURE5OTnK623bttG0aVNUKpXRj5Uxzkd5+ezy5cvk5eUBJccrISFBKWs6duzIkSNH+P3334GS72+PHj1uuayqKirvjHENKM/mzZvx9fXF3t6+0nhrOi4hdYqHrU0F0q4qz/2cD/4L7Rk5fsKYLly4AJRM27JgwQICAwOxsrIyej21Jtwv7T9jMtHr9XpjB/EwmDlzJjt37iQnJwd7e3vs7OzYtm0bJ0+eZPLkyfz999/UqVOHuXPn8vTTTxs73GpR3meOjIxEq9Xy5JNPYmlpCcDjjz9ulNuj74WKzvON/Pz8WL58OU2bNjVSlA+uByk/nTlzhpCQEIqLi9HpdDRu3Jjw8HAee+wxY4d22x7G696D6F6fr19//bXCciE9PZ1p06aRn59Pw4YN+fDDD5XRz3e6rCpuvF4bI5YzZ84QFhbGX3/9hZmZGePGjcPX17fSc3Kny/7L2rVrh7m5uUFDZM2aNdSqVYvXXnuNwsJCAB577DGmTJly3xyrmjwfFeWzoUOH8u6772JiYkJRURFqtZqwsDCsra0BSExM5MMPP0Sn09GsWTPmzJmDlZXVLZdVRWXlnbGvAQDdunVjypQp+Pj43DLemoxLlHhQr2u3UlnZ+TCRdlWJ+zUf3G/tmfu5bVJebMuXL7+vjp+4cxV996ZMmUJ6ejqFhYV4e3sTFhZGrVq1AOPXU++l+7n9V5OkQ14IIYQQQgghhBBCCCGEqAEyZY0QQgghhBBCCCGEEEIIUQOkQ14IIYQQQgghhBBCCCGEqAHSIS+EEEIIIYQQQgghhBBC1ADpkBdCCCGEEEIIIYQQQgghaoB0yAshhBBCCCGEEEIIIYQQNUA65MVd8/Pz49tvv70naavVas6cOXNP0hZCCPHgkvJDiDuTn5+Pi4sLf/75p7FDEeI/a9GiRUycOBGAs2fP4uLiQlFR0T3ZV0pKCj4+PvckbSEeJN7e3qSlpRk1hvHjx7N06VKjxiDEvTB48GC2bt0KwBdffMHAgQONHNH9TzrkhSItLY3AwEBat25N27ZtCQwM5Icffqi29Esro2q1GrVajZ+fH1FRUZVuk5GRwRNPPFFtMQjxIKnJxt7NpPEn7oVt27YREBBAq1at8PLyIiAggJiYGPR6fbnrT548mYULF5a7rKrlx6ZNm3BxcWH79u13FLsQ91Jp3UmtVuPq6oqbm5vyurTxU5Hk5GSef/75O973+PHjadGihbK/fv36kZ6efsfpVaS8OHNzc3n77bdp3749Hh4edOvWjdWrVwP//nDQqlUrJTZvb+9qj0sIPz8/gzynVqvJzs6+4/QGDhxIy5YtUavVtG7dmldffZWff/75trd3cXHh9OnTd7x/ISpT3eXNvHnzePbZZ1Gr1Wg0GgYMGMCRI0fuWfx///03bm5ujB49ulrTLSgo4KOPPqJr1664u7vj4+PDiBEjOHDgQLXuR4gbTZw4kXfeecfgvYMHD+Lp6cn58+erfV831vf69u1bpR+woqOj6d27d5n3i4qKcHFx4ezZs9UZ7gPBzNgBiPvD1atXGTlyJO+99x49evSgsLCQtLQ0LCwsqn1fqampmJmZkZGRwRtvvIGrq2uZjr2ioiLMzOTrKe5PmzZtYvXq1fzxxx/Y2NjQpUsXJkyYQJ06dYwdmoE9e/awZMkSTpw4Qa1atejYsSOhoaE4OjoaOzQhyoiOjmblypW8++67dOjQAWtra3788UdWrVpFQEBAmfKouLi4Wve/efNm7OzsiI2NpWfPnhWuJ+WTMIaMjAzlfz8/P2bOnEn79u1rbP9BQUEEBQWh0+lYt24dY8aMYd++ffd8vzNmzMDU1JSEhASsra357bffOHXqlME6O3bsoH79+vc8FvFwW758ebXmuXfffZeAgACKi4tZvHgxb7/9Nlu2bKm29IW4U/eivHnhhReYNWsWhYWFLFiwgPHjx5OYmHi3oZZr+/bt1K5dm71795Kbm4u9vf1dp6nX6xk1ahRXrlxh/vz5uLq6otfr+fbbb9m7dy9eXl5ltpH6oqgOU6ZMQavVsn//fry9vcnPz2fq1KlMmjSJxx57rNr2U9quGjFiBCEhIeh0Oj777DNCQkL49ttvMTExqbZ9iX/JCHkBoDRutFotpqamWFpa0qFDB1xdXfnjjz8YNGgQnp6eeHp6MmHCBP7+++9y09HpdERFRdGlSxc8PT0ZO3Ysf/31V7nrqtVqmjRpwq+//gqUjPaIiYmha9eudO3aVXmvdARIXl4ec+bMoVOnTrRu3ZoBAwaQl5cHwPfff09gYCAajYbevXuTkpJSrcdHiFLR0dHMmzeP0NBQ0tLS+Oyzz8jKyuLNN9+koKCg2vZztyPdd+zYwYQJE3j99df57rvviI+Px9zcnFdeeaXC/CuEsVy5coWPP/6YadOm0b17d2xsbDAxMaF58+bMnz8fCwsLJk+ezLRp0xg2bBitWrW65XW+tPw4fPgw3t7eBh34u3btwt/fX3mdmZlJamoqERER7Nu3jwsXLijLSu8GiYqKwtvbWxmlsmfPHvr06YNGoyEwMJCffvpJ2aa0HFSr1fTs2ZNdu3ZV16ESolx5eXlMnz6dDh064OPjw9y5cyksLCQ3N5fg4GDOnDmjjHjKzc3l0KFDBAQEoNFo6NChA++///5tlTsqlQqtVsuFCxeU+t3JkycZMGAArVu3pl27drz99tvAvyPY169fT5cuXfDw8GDp0qX89ttvvPTSS7Ru3ZoJEyZQVFRUYZxHjhzB398fW1tbVCoVTZo0uavR/kJUl/LuFLyTaTxNTU3p1asXJ0+eVN774Ycf6N+/v5I/IyIilDrmq6++CkCfPn1Qq9UGd3VFR0fj5eVFhw4d2Lhx451+NCEqVdXy5kbm5uZotVrOnDnD1atXgX9H1S9duhRPT086duzI3r17SUxMVPoUoqOjlTQOHTrECy+8gIeHB97e3syfP99gH7GxsQwaNAhnZ2e2bdtWJv6MjAy6d+9O27ZtmTp1qpK3OnfubJB/8/Pz0Wg0nDhxgqSkJNLT01m6dCktW7bE3NwcCwsLnnvuOSZPnqxs4+3tzapVq+jVqxetW7cGSvJz7969UavVTJw4kcLCwrs8A+JhYm9vT3h4OFOnTuX69essXryYJ554gr59+6LT6Vi+fLmST8aPH8/ly5eBkn65MWPG4O3tjUajYeDAgQblzMSJE5k+fTpDhgyhVatWZUbCq1Qq/P39uXTpEpcuXQJg4cKFBt/306dP4+LiorweMGAAmzZtKvMZXnvtNaCkr1GtVpOQkFB9B+g/TjrkBQBPPfUUpqamTJo0ib179yoZGUp+ER4xYgTffPMNX331FX/++SeLFi0qN51PPvmExMREPv30U7755hseeeQRIiIiyqyn1+s5dOgQJ06coHnz5sr7iYmJfP755+VOGTB37lyOHTvGhg0bOHjwIKGhoahUKrKzsxkxYgSjRo3i4MGDTJo0iTFjxigXDiGqy9WrV1m0aBHh4eH4+Phgbm7O448/TmRkJJmZmURHR+Pm5mbwI9Tx48fx9PRUKl9ffvklPXr0oE2bNgwZMoTMzExl3fJ+lJo5cya+vr54eHjc9m1jer2euXPnMmrUKPz9/bG0tKRevXrMmjWL2rVr83//93+A4ZQ3UHbam40bN9KjRw/UajWdO3dmw4YNd38QhShHRkYGBQUFdO7cudL14uPjGTlyJOnp6UpD51bc3d2pXbs23333nfJeXFycQYd8bGwsLVq0oFu3bjRu3Ji4uDiDNHJycrh8+TJ79uxhxowZHD9+nLCwMCIiIkhJSaF///4EBQUpjbonnniCmJgYDh06RHBwMKGhodV+W6kQN/r444/5+eef2bp1K5s2beLgwYOsXLkSe3t7pfGWkZFBRkYG9vb2mJubM3XqVFJSUli3bh179uzhiy++uOV+ioqKiI2N5amnnuKRRx4BYMGCBXTp0oW0tDSSkpLo37+/wTYHDhxgy5YtfPrppyxZsoRZs2bx0Ucf8fXXX3PkyBF27txZYZzu7u7MmzePzZs3yxQd4oFUUFBAXFwc7u7uynsqlYp33nmH7777jg0bNnDgwAHWrVsHQExMDABbtmwhIyNDuaMrJyeHK1eukJyczKxZs4iIiDBozwlRXapa3tyooKCALVu2UK9ePaytrZX3MzMzMTMzY//+/QwfPpywsDASEhLYunUrq1evZuHChco0UTNmzGDEiBGkp6eTkJBAly5dlHROnTrF999/j7+/P/7+/mzevLlM/Nu2bWPt2rXs2LGD48ePs3LlSgB69epFfHy8sl5SUhINGzakSZMmfPvtt3h4eFC3bt1bHp/t27cTHR1NSkoKeXl5BAUF0b9/fw4ePIiPjw+7d++u2gEXD70ePXrw7LPP8tZbb/H5558zY8YMANasWUNSUhIxMTEkJydjZWXFzJkzle2ee+45EhIS2L9/P8888wyhoaEG6cbHxxMcHEx6ejpqtdpgWXFxMbGxsTg7O9/1XSaffvqpsr+MjAy6det2V+k9SKRDXgBgY2PDunXrMDExYerUqXh5eTFy5EhycnJo1KgR3t7eWFhY4ODgwJtvvklqamq56WzYsIHx48dTv359LCwsCA4OJiEhwWDUVbt27Wjbti3h4eFMmDDB4Bav4cOHY2dnh6WlpUG6Op2OjRs3MmXKFBwdHTE1NcXDwwMLCwu2bNmCj48Pvr6+qFQqvL29adGiBXv37r03B0s8tNLT08nPz1c6y0tZW1vj6+vLL7/8QqtWrdi5c6eyLC4ujm7dumFubk5iYiIrVqxg8eLFHDhwQBkdeKObf5Rq2bIlsbGxHDx4EK1Wy9ixY8nPz680zt9++42srCy6d+9u8L5KpaJr1663Pc3Ao48+yooVK0hPT2f27NnMnj2bY8eO3da2QlRF6S3FN97aW3rXk5ubm1LmdO7cmdatW6NSqahVq9Ztp39jI+vq1askJyfTq1cvZfmWLVvQarVAyeiN2NhYg+1VKhVjxozBwsICS0tLPvvsM/r374+7uzumpqa8+OKLmJub8/333wMlFWdHR0dUKhU9e/akUaNG1fpMFiFuFhcXR0hICA4ODtStW5dRo0ZVOv2Fm5sbbm5umJqa4uzsTEBAQIV1OyiZrkOj0aBWq1mwYAFjx45Vbl82MzMjMzOTCxcuYGlpWebHsuHDh2NtbU3z5s158skn8fHxoWHDhtjZ2eHt7c3x48cr3G9ERARdu3ZlzZo19OjRg27dupUZgdyrVy80Gg0ajYYPPvjgdg6XEFU2evRo5XsWFBR01+nNnDkTjUaDh4cHn376KcHBwcqyFi1a0KpVK8zMzHj88cfp379/pfkTSvLh6NGjMTc3x9fXFysrqzLTOwlRHapa3kBJPUuj0eDu7k5cXByRkZEGU2DUrl2boUOHYmZmRq9evcjJyWHIkCFYWVnRvHlznJ2dlecsmJmZ8fvvv5Obm4uNjY3Bj1mxsbG4ubnh7OyMVqvl6NGjBqOCAQYNGoSjoyMODg6MGDFCGUWv1WrZtWuXMrgiPj5eqRvm5uZSr149JY3s7Gw0Gg2tW7dGo9EYpP/GG2/g6OiIpaWlMgXwq6++irm5Ob179zYYUSzE7Zo2bRopKSkEBQXh5OQElPS9vfXWWzg6OlKrVi2Cg4PZsWMHOp0OlUpF3759sbGxUZYdO3aM69evK2mW3s2rUqmUqUGjoqLQaDS0atWKuXPnMm7cOFQq6Ta+V2RSK6Fo3Lgxc+bMAUpuPw4NDeX9998nLCyMWbNmkZaWxrVr19Dr9RXOlZ2VlcXo0aMNMq1KpeLixYvK6++++67C+dRKLy43y83NJT8/v9wH9GVlZbFjxw727NmjvFdUVISnp+etP7QQVVBep2GpevXqcezYMfz9/YmLi+Pll19Gr9ezfft25s2bB5QUmsOHD6dx48YAjBw5khUrVpCZmUnDhg2Bf3+UKtWnTx/l/8GDB7Ns2TJOnTqFq6trpXEC5c4rV69evTK3j1bkueeeU/5v27Yt3t7epKWl8eyzz97W9kLcLjs7O3Jzcw3m2yy9I8PHxwedTgdUXEbcir+/P4GBgUyfPp1du3bRvHlzJc8dOnSIs2fPKh30Wq2WhQsX8uOPP9KsWTOg5HbRG38AyMrKIjY2VhnxAVBYWKiMgo+NjWX16tXKHTDXr1+/7XwnRFXp9XpycnKU7zRAw4YNK33o5IkTJ5gzZw7Hjx8nLy+P4uJiPDw8Klx/5MiRBAUFodfr+emnnxgyZAh2dnZ4eXkRFhZGZGQkL774Ig4ODgwdOtSg7LpxRGGtWrUMXltaWho0Dm9mZWVFcHAwwcHBXLlyhaVLlxISEsLevXsxNzcHSkY7yhzy4l5bsmSJwTzadzs9Znh4OAEBAeh0OtLT0xk1ahSffPIJrq6unDp1ijlz5nD06FH++ecfiouLb1n3srOzM6if1q5du9K8JcSduJPyBkraM7NmzeLixYsEBQXx888/G3RkOzg4KP0HpfWtRx99VFleq1Yt5fs8d+5cFi1aRPfu3XF2dmbMmDF07NgRvV7P1q1bGTx4MFByt6JarWbz5s0GdwTfWJds0KCBUndr2rQp9evXJzk5mXbt2pGcnExYWBhQkr9u/IHL0dGRtLQ0fvnlF/r162fwWW9M//z582XKpwYNGlR6rIQoT926dbG3t+eZZ55R3svKymLkyJFlOswvXryIg4MD8+fPJyEhgdzcXGWd3NxcrKysgPLbVcOHDyckJAS9Xs/PP//M0KFDlQEUovpJh7woV+PGjenbty+fffYZCxYswMTEhLi4OOzs7EhMTCx3GhqA+vXr8/7775c7lcDtPFW5oodFlHaGnDlzpkxHpJOTE3369DG4PUeIe8He3r5Mp2GpCxcuYG9vT9euXZkxYwbnz5/n999/R6VSKRXOrKws3n//febOnatsp9fryc7OViq2NxeMq1at4ssvv+T8+fOYmJhw9erVW3bsld5Wdv78+TI/YpXGeTv27t3LkiVL+P3339HpdOTl5dG0adPb2laIqlCr1VhYWPD111/fk9sYmzRpQoMGDUhOTjYY8QQlned6vZ4XXnjBYJvNmzcrHfI3l01OTk6MHDmSUaNGldlXZmYm4eHhrFmzBrVajampqUHnpBDVzcTEhLp165KZmYmzszNQUt6UPsC7vLpVeHg4np6efPTRR1hbWxMVFXVbc1+bmJjQrFkz3NzcSE5OxsvLC0dHR2bPno1er+fgwYMMGTKENm3aGHSm3O7nqIytrS3Dhg0jOjqac+fOKZ9VCGOoXbu28iwrKLm9/06myyytJzo7O7N//35cXV157733lGeo2NjYsGbNGplzV9wX7qS8udGjjz7K9OnTefXVV+nRowcODg5VjqFx48ZERkZSXFzMtm3bCAkJ4eDBgxw6dIisrCwWL17M8uXLAbh27RpZWVm89dZbSofkuXPnlLTOnTtnMIBJq9Wybds2Ll++TMuWLZV2mZeXFxs3biQnJ+e2pq0pVa9ePf7880+D986dOyeDm0S1qF+/PvPnzze4S6TUxo0bSU5OZu3atTRs2JDc3Fy8vLzQ6/XKOpXlVxMTE1xdXXF3dycpKQlvb2+srKz4559/lHVufOZWZeSBsBWTew8EUDIiPjo6Wikwzp07R3x8PO7u7ly7dg0rKytsbW3Jzs5W5lkrz4ABA5T5tAEuXbpULU9QV6lU9OvXj9mzZ5OdnU1xcbEy53Dv3r3Zs2cP33zzDcXFxeTn55OSklKm8BPibpV2Gt44JQ2UVPZKOyYeeeQRvL292b59O/Hx8fTs2VMphJycnJg+fTppaWnK3w8//GAwKvHGAistLY2VK1cSGRlJamoqaWlp2NraGhSk5Xn66aepX78+O3bsMHhfp9Oxc+dO2rZtC5RtTObk5Cj/FxQUMGbMGAYPHsz+/ftJS0vDx8fnlvsW4k7UqVOH0aNHM336dHbs2MHVq1fR6XT8+OOPBhW/8uh0OvLz85W/ih6urNVqWbt2Lampqcp0Tvn5+Xz11VdEREQQGxur/E2dOpX4+PgKH3IZEBDAhg0bOHz4MHq9nuvXr5OUlMTVq1f5559/MDExURqZGzduVB5eLsS9otVqWbJkCbm5uVy8eJHly5fTu3dvoGRU1cWLF7l27Zqy/rVr17CxscHa2ppff/2Vzz///Lb39csvv/D999/TpEkToGS+3OzsbExMTJQ7KE1NTav8GcqLc9GiRRw7dozCwkLy8vL45JNPsLe3p1GjRlVOX4jq9NRTT5Gfn09SUhKFhYUsW7aswvLnVjIyMjh58qSSp65du4a1tTXW1tacPHmS9evXG6xft25dzpw5c9efQYg7UdXy5maurq5oNBpWr159R/uPjY0lNzcXU1NTbG1tMTExwcTEhNjYWDp16kR8fLxSn9uyZQuXL1/mwIEDyvaffPIJ58+f59KlS0RFRdGjRw9lWa9evUhKSuKLL74wGLzRqVMn3N3dCQoK4siRIxQWFlJQUMDhw4crjbVNmzYUFBSwfv16ioqKiI+PV6beEeJuBQYGsmDBArKysoCSkfFff/01UFKOWFhYYGdnxz///ENkZGSV0z9x4gQZGRnKqHxXV1dSU1M5d+4cf//9N//73/9uKx1TU1Ps7Oyk3CqHdMgLoGQO+cOHDxMQEECrVq14+eWXadq0KZMnTyY4OJjjx4+j0WgYPnx4mfmzbzRo0CD8/PwYPHgwarWal19+udrmzZ00aRJNmzblpZdeom3btsybNw+dToeTkxNLly5lxYoVeHl54evry6pVq5QpDoSoLra2towePZqZM2eSnJxMYWEhZ8+eZdy4cdSvX18ZBevv78+WLVtISEgweHBkYGAgUVFRSufclStX+Oqrryrc37Vr1zA1NcXBwYGioiIWL17M1atXbxmniYkJkyZNYtmyZcTFxZGfn8+FCxeYMmUKubm5ypPOmzVrRmpqKllZWVy5coUVK1YoaRQUFFBQUICDgwNmZmbs3buX/fv339FxE+J2DBs2jMmTJ7Ny5Uq8vb1p37497777LhMnTizzoKEbRUVFKfNhu7m58frrr5e7nlarJTU1lXbt2imd5YmJiVhaWvLCCy9Qr1495a9fv34UFxfzzTfflJtWy5YtmTFjBhEREbRp04auXbuyadMmoGQ0/uDBgwkMDKR9+/b88ssvlU4FIkR1GDNmDI0bN0ar1dKnTx88PDwYOnQoUNKA8vPzw8/PD41Gw19//UVYWBhffvklarWaiIgI5cGQFVm6dClqtRq1Ws2IESN45ZVX6Nu3L1DSmdivXz/UajVjx44lIiJCGS1ZFeXFqdPpCA0NpW3btvj6+pKenk5UVJQy16kQxmJra8u0adMIDw/Hx8eH2rVrV2nqpIiICCVPvf3224wbNw5fX1+gpM0THx+Ph4cHU6dOLZM/g4ODmTx5MhqNRnnmkBA1parlTXmGDBlCTExMhcsrs2fPHrp376480yQyMpKCggJ27tzJwIEDDepzjRo1omfPngYPd+3ZsyeDBg2iW7duNG3alGHDhinLHn/8cVxcXDh69KjBs7hUKpXS1zB+/Hg0Gg3PP/88u3btIioqqsJYLS0tWbx4MevWraNNmzYkJSXRqVOnKn9mIcrz5ptv0rFjR9544w3UajWBgYEcOXIEgL59+/LYY4/RsWNHtFptpW2pG61YsUIpm4YNG0ZAQAAvvfQSUDKNaJcuXfD39ycgIAA/P7/bjnXMmDFMnDgRjUZTZnDjw8xEL8MdhRCiSr744gvWrl3LH3/8gY2NDV26dGHChAk88sgjAOTl5eHl5UWDBg2UBwWVio2NZdWqVWRmZmJra0v79u2ZPXs2AC4uLuzcuVMZ+VdcXEx4eDgJCQlYWVnx+uuvs379embOnEn79u1ZtGgRp0+fZt68eZw9e5bOnTtz7NgxZTqdxMREli1bxokTJ5TpZj766COefvppJZ7p06cTFxeHvb09w4YNY+rUqUoaMTExLFmyhIKCAjp16kRRURHOzs6MHz+elJQUQkNDSU5OrolDLoQQQgghhBBCCPFAkA55IYR4COzbt48JEyawZs0aZV5sIYQQQgghhBBCCFGzpENeCCEeErt37yY7O5sBAwYYOxQhhBBCCCGEEEKIh5J0yAshhBBCCCGEEEIIIYQQNUAe6iqEEEIIIYQQQgghhBDSJAlHAAAAYklEQVRC1ADpkBdCCCGEEEIIIYQQQgghaoB0yAshhBBCCCGEEEIIIYQQNUA65IUQQgghhBBCCCGEEEKIGiAd8kIIIYQQQgghhBBCCCFEDZAOeSGEEEIIIYQQQgghhBCiBvw/kuFxJIhtmZQAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -887,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -901,47 +1074,47 @@ "data": { "text/plain": [ "SalePrice 1.000000\n", - "OverallQual 0.817185\n", - "GrLivArea 0.700927\n", - "GarageCars 0.680625\n", - "GarageArea 0.650888\n", - "TotalBsmtSF 0.612134\n", - "1stFlrSF 0.596981\n", - "FullBath 0.594771\n", - "YearBuilt 0.586570\n", - "YearRemodAdd 0.565608\n", - "GarageYrBlt 0.541073\n", - "TotRmsAbvGrd 0.534422\n", - "Fireplaces 0.489450\n", - "MasVnrArea 0.430809\n", - "BsmtFinSF1 0.372023\n", - "LotFrontage 0.355879\n", - "WoodDeckSF 0.334135\n", - "OpenPorchSF 0.321053\n", - "2ndFlrSF 0.319300\n", - "HalfBath 0.313982\n", - "LotArea 0.257320\n", - "BsmtFullBath 0.236224\n", - "BsmtUnfSF 0.221985\n", - "BedroomAbvGr 0.209043\n", - "ScreenPorch 0.121208\n", - "PoolArea 0.069798\n", - "MoSold 0.057330\n", - "3SsnPorch 0.054900\n", - "BsmtFinSF2 0.004832\n", - "BsmtHalfBath -0.005149\n", - "Id -0.017942\n", - "MiscVal -0.020021\n", - "OverallCond -0.036868\n", - "YrSold -0.037263\n", - "LowQualFinSF -0.037963\n", - "MSSubClass -0.073959\n", - "KitchenAbvGr -0.147548\n", - "EnclosedPorch -0.149050\n", + "OverallQual 0.817221\n", + "GrLivArea 0.700904\n", + "GarageCars 0.680677\n", + "GarageArea 0.650904\n", + "TotalBsmtSF 0.612292\n", + "1stFlrSF 0.597063\n", + "FullBath 0.594789\n", + "YearBuilt 0.586554\n", + "YearRemodAdd 0.565603\n", + "GarageYrBlt 0.541003\n", + "TotRmsAbvGrd 0.534391\n", + "Fireplaces 0.489417\n", + "MasVnrArea 0.430752\n", + "BsmtFinSF1 0.372305\n", + "LotFrontage 0.355943\n", + "WoodDeckSF 0.338278\n", + "OpenPorchSF 0.321143\n", + "2ndFlrSF 0.319212\n", + "HalfBath 0.314413\n", + "LotArea 0.257316\n", + "BsmtFullBath 0.236564\n", + "BsmtUnfSF 0.221860\n", + "BedroomAbvGr 0.209087\n", + "ScreenPorch 0.121158\n", + "PoolArea 0.069786\n", + "MoSold 0.057307\n", + "3SsnPorch 0.054878\n", + "BsmtFinSF2 0.005154\n", + "BsmtHalfBath -0.005200\n", + "Id -0.017597\n", + "MiscVal -0.020040\n", + "OverallCond -0.036791\n", + "YrSold -0.037235\n", + "LowQualFinSF -0.037989\n", + "MSSubClass -0.074164\n", + "KitchenAbvGr -0.147600\n", + "EnclosedPorch -0.149137\n", "Name: SalePrice, dtype: float64" ] }, - "execution_count": 17, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -962,7 +1135,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -983,7 +1156,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -994,7 +1167,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1006,7 +1179,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1016,7 +1189,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1026,22 +1199,22 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1056,6 +1229,89 @@ "sns.heatmap(train.isnull())" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Normalize missing values on test dates" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# PoolQC has missing value ratio is 99%+. So, there is fill by None\n", + "test['PoolQC'] = test['PoolQC'].fillna('None')\n", + "#Arround 50% missing values attributes have been fill by None\n", + "test['MiscFeature'] = test['MiscFeature'].fillna('None')\n", + "test['Alley'] = test['Alley'].fillna('None')\n", + "test['Fence'] = test['Fence'].fillna('None')\n", + "test['FireplaceQu'] = test['FireplaceQu'].fillna('None')\n", + "#Replacing None, cuz this metrix is not importent\n", + "for col in ['GarageType', 'GarageFinish', 'GarageQual', 'GarageCond']:\n", + " test[col] = test[col].fillna('None')\n", + "for col in ('BsmtFinType2', 'BsmtExposure', 'BsmtFinType1', 'BsmtCond', 'BsmtQual'):\n", + " test[col] = test[col].fillna('None')\n", + "test['MSZoning'] = test['MSZoning'].fillna('None')\n", + "test['Exterior2nd'] = test['Exterior2nd'].fillna('None')\n", + "test['Exterior1st'] = test['Exterior1st'].fillna('None')\n", + "test['SaleType'] = test['SaleType'].fillna('None')\n", + "test['KitchenQual'] = test['KitchenQual'].fillna('None')\n", + "test['MasVnrType'] = test['MasVnrType'].fillna('None')\n", + "test['Functional'] = test['Functional'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "#Group by neighborhood and fill in missing value by the median LotFrontage of all the neighborhood\n", + "test['LotFrontage'] = test.groupby(\"Neighborhood\")[\"LotFrontage\"].transform(\n", + " lambda x: x.fillna(x.median()))\n", + "#Replacing zero, cuz this metrix is not importent\n", + "for col in ['GarageYrBlt', 'GarageArea', 'GarageCars','BsmtFullBath','BsmtHalfBath','BsmtFinSF1','BsmtFinSF2','TotalBsmtSF','BsmtUnfSF']:\n", + " test[col] = test[col].fillna(int(0))\n", + "test['MasVnrArea'] = test['MasVnrArea'].fillna(int(0))\n", + "#There is put mode value \n", + "test['Electrical'] = test['Electrical'].fillna(test['Electrical']).mode()[0]\n", + "test = test.drop(['Utilities'], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "sns.heatmap(test.isnull())" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1065,7 +1321,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1081,7 +1337,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1092,6 +1348,19 @@ " train[c] = lbl.transform(list(train[c].values))" ] }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder\n", + "for c in cols:\n", + " lbl = LabelEncoder() \n", + " lbl.fit(list(test[c].values)) \n", + " test[c] = lbl.transform(list(test[c].values))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1101,7 +1370,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1110,19 +1379,8 @@ "#Delete the saleprice from train \n", "del train['SalePrice']\n", "#Take their values in X and y\n", - "X = train.values\n", - "y = y.values" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "#Split data into train and test formate\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)" + "y = y.values\n", + "X = train.values" ] }, { @@ -1134,16 +1392,16 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Predict value [11.62697971]\n", - "Real value 11.767187766223199\n", - "Accuracy --> 91.44280083020911%\n" + "Predict value [11.73071436]\n", + "Real value 12.019749091416921\n", + "Accuracy --> -96.72803857402104%\n" ] } ], @@ -1152,12 +1410,13 @@ "from sklearn import linear_model\n", "model = linear_model.LinearRegression()\n", "#Fit the model\n", + "X_test = test.values\n", "model.fit(X, y)\n", "#Prediction\n", - "print(\"Predict value \" + str(model.predict([X_test[142]])))\n", - "print(\"Real value \" + str(y_test[142]))\n", - "#Accuracy\n", - "print(f\"Accuracy --> {model.score(X_test, y_test)*100}%\")" + "print(\"Predict value \" + str(model.predict([X[142]])))\n", + "print(\"Real value \" + str(y[142]))\n", + "#Accuracy \n", + "print(f\"Accuracy --> {model.score(X_test, y)*100}%\", )" ] }, { @@ -1169,47 +1428,35 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy --> 91.82610517405358%\n" + "Accuracy --> -91.49056475359313%\n" ] } ], "source": [ "from sklearn.ensemble import GradientBoostingRegressor\n", "GBR = GradientBoostingRegressor(n_estimators=100, max_depth=4)\n", - "GBR.fit(X_train, y_train)\n", - "predict = GBR.predict(X_train)\n", - "print(f\"Accuracy --> {GBR.score(X_test, y_test)*100}%\")" + "GBR.fit(train, y)\n", + "print(f\"Accuracy --> {GBR.score(X_test, y)*100}%\")" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 55, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\"predictins = GBR.predict(X_test)\\nsubmission = pd.DataFrame()\\nsubmission['Id'] = Test_id\\nsubmission['SalePrice'] = np.exp(predictins)\\nsubmission.to_csv('prediction.csv',index = False)\"" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "\"\"\"predictins = GBR.predict(X_test)\n", + "predictions = ETR.predict(X_test)\n", "submission = pd.DataFrame()\n", - "submission['Id'] = Test_id\n", + "submission['Id'] = test.Id\n", "submission['SalePrice'] = np.exp(predictins)\n", - "submission.to_csv('prediction.csv',index = False)\"\"\"" + "submission.to_csv('prediction_ETR.csv',index = False)" ] }, { @@ -1221,22 +1468,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy --> 83.4140904865701%\n" + "Accuracy --> -71.10600593561311%\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "RFR = RandomForestRegressor(random_state=1, n_estimators=10, max_depth = 4)\n", - "RFR.fit(X_train, y_train)\n", - "print(f\"Accuracy --> {RFR.score(X_test, y_test)*100}%\")" + "RFR.fit(X, y)\n", + "print(f\"Accuracy --> {RFR.score(X_test, y)*100}%\")" ] }, { @@ -1248,30 +1495,23 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy --> 77.85656502870168%\n" + "Accuracy --> -65.83911321545372%\n" ] } ], "source": [ "from sklearn.ensemble import ExtraTreesRegressor\n", "ETR = ExtraTreesRegressor(n_estimators=100, max_depth=4)\n", - "ETR.fit(X_train, y_train)\n", - "print(f\"Accuracy --> {ETR.score(X_test, y_test)*100}%\")" + "ETR.fit(X,y )\n", + "print(f\"Accuracy --> {ETR.score(X_test, y)*100}%\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From c094d33226b4e9a186fc123ffc51cb32e05013e9 Mon Sep 17 00:00:00 2001 From: vladislavovich-d <48733961+vladislavovich-d@users.noreply.github.com> Date: Mon, 10 Jun 2019 13:28:43 +0300 Subject: [PATCH 4/5] Add files via upload --- Advanced Regrassion/Advanced Regression.ipynb | 79 ++++++++++--------- 1 file changed, 42 insertions(+), 37 deletions(-) diff --git a/Advanced Regrassion/Advanced Regression.ipynb b/Advanced Regrassion/Advanced Regression.ipynb index e8e7025..0f5eb02 100644 --- a/Advanced Regrassion/Advanced Regression.ipynb +++ b/Advanced Regrassion/Advanced Regression.ipynb @@ -611,7 +611,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -639,7 +639,7 @@ "dtype: float64" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -654,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -667,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -676,7 +676,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -711,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -728,7 +728,7 @@ " dtype='object')" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -739,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -748,20 +748,18 @@ "" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ZXUn+VJo9LQHuDXy1LX95kitpejHHdhsig1VJGizvq5oqzrnsrzc7T8/hhwK/qqqftq/PBh6f5BPAHYH7t/9fJ7gclww9Dt9I0mB5X5XGX9etiNbKzjMn087TgU/0vD4GuARYDbwX+AZw43zXrKqjqmpVVa0a1cBSkiSpk6rhPhYhyV5JfpzkgiSvnef9OyX5WpLvJ/nBeracBLpvor5Wdp6e45sAT6LpnQSgqtYAL+8p8w3gJ13qlyRNFnsnpeWTZGPg/cCjaDoAv5PkpKo6r6fYPwKfqqojk9wbOBm4y0LX7bJafJ3sPD0eCZxfVZf0lL8lkKq6OsmjgDVzGj90DrdIkqSRsfJzLncFLqiqCwGSHA/sQ7t+plXAbdrnWwCXre+iXXouZ7Pz/DDJWe2x11XVycC+rD0kDk1KyC8nmQEubc9dVgaQkiRpWvSuYWkdVVVH9bzeDvhFz+tLgAfOucyhwFeS/ANwK5oOxAV1WS3eNztPVe03z7GL+dP+l5IkrcMRJk2VIfdctoHkUestuLCnAx+rqn9O8lfAvybZeaGtJM3QI0kaGQaQ42MpWbs0x8pvon4pzc49s7Zvj/V6PrAXQFV9M8ktgK2Ay/tdtOuCnlsApwM3b6/1map6U5IDgZcBdwO2rqor2vIBDgf2Bq4B9quq73VpgyRJWn4GkBPhO8COSXagCSr3BZ4xp8zPgT2AjyW5F3AL4NcLXbRrz+Ufgd2r6qp25fjXk5wC/BfwBeC0OeUfA+zYPh4IHMm6Y/uSJGnE2XPZXc0sbrugodVftabtEPwysDFwTFWdm+TNwOqqOgl4JfDhJC+nWdyzX9XC+xx1Ci7bi1/VvrxZ+6iq+j5A01G5ln2Aj7fnnZlkyyTbttl+hs65PJIkDYYB5GRoF2KfPOfYG3uen0eziHvROs+5bPdI+i5wd+D9VfWtBYrPtyppO9o0ksNmAClJo81OgPFhz+UArPxWREPRObisqhuBXZJsCZzYriA6p8s1xyX9oyRJ08oAUv0MbLV4VV2Z5Gs0K4r6BZeLWZW01tL5TTbdbmUnJEiSpHXYczkAK79afCg65RZPsnXbY0mSzWjSB52/wCknAc9J40HA75drvqUkSZKGr2vP5bbAse28y41ock9+IclLgdcAtwd+kOTkqnoBzYTRvYELaLYi2r9j/ZIkaQXYOzkAK7xafFi6rhb/AfCX8xx/H/C+eY4XcECXOiVJkjS6zNDTgSsXJUnSkrlaXHO5ZYYkDZb3zvHhgh71M5T0jz3vvw94XlXdun39MOC9wF8A+1bVZ7rUL0mSVoYB5ADYczmvedM/VtWZSVYBfzan/M+B/YBXdaxXkjSBHBGSxt9Q0j+2q8ffSZP8/Ik95S8GSDKZobokSdJiLZyie2wNJf1jkoOAk6rql/PkF1/MNc3QI0lTyN5JafwNI/3jw4CnALt1uKYZeiRpCjksPj5c0DMAzrlcWE/6x0fQ9GJe0PZa3jLJBVV190HVJUmaPoMOWJYSrC61DZMYGBtAqp+uq8W3Bm5oA8vZ9I9vr6rb95S5ysBSktTVKARoo9AGTZAJzdDTKbc4TfrHryX5AfAd4NSq+kK/wkkekOQSmmHzDyU5t2P9kiRJGiFDSf84p8yte55/B9i+S51dOJdHkkbbcs7jc1hcK66cczn2/OWWpNHmPL7Jdu1lZ/i3uNeEDosvObjsl50nyRnA5m2xbYBvV9UTkjwTOBgI8L/AS6rq7E6tlyRNjVEISkahDdKo69Jz2S87z02/eUk+C3y+fXkR8PCq+l2Sx9BsNfTADvWvuM3u8FA/ZUuSpCUptyJaW7/sPLPvJ7kNsDuwf1v+Gz2nn8kKzr0cJD/FStLycM7l8rMTRUvRdSuidbLz9Lz9BOA/quoP85z6fOCUBa47Nhl6+v3SjeuNRJIkLRPnXK5rnuw8O1fVOe3bTwc+MvecJI+gCS7/eoHrjk2GHoNISVoeo3C/HYU2SKNuIKvFe7Lz7AWck2QrYFfgib3lkvwFTcD5mKr6zSDqXklubSRJy2dch8XH+e/BKPybTzS3Ilpbv+w87dtPBr5QVdf1lL8TcALw7Kr6SYc2S5Im1KgHH6PePmkUdOm53BY4tp13uRHwqZ7sPPsCh80p/0bgtsAH2pzja6pqVYf6JUnSClnODe8nlnMu17ZQdp6q2m2eYy8AXrDU+gbBYWxNmuW8gS/lD4m/V9pQ3qfHhwGk+jFDjzTGRuVnelTaofHnz9L4sOdyANznUpIkqWEvs/rpHFy2cy5XA5dW1WOT7AAcTzO/8rs0C3iuT/Ji4ADgRprN119UVed1rV+aZg6La9IYsEwG7wmLNKFzLjcawDUOAn7U8/rtwHuq6u7A72j2tAT496q6T1XtArwDePcA6pYkSdII6ZqhZ3vgb4C3Aa9Iswx8d+AZbZFjgUOBI+dk6rkVPakil4ufiDVpRuXndlTaofHnz5Kmivtczuu9wGuAzdvXtwWurKo17etLgO1mCyc5AHgFsClNEDqvYaV/9KYlSZI0XF02UX8scHlVfTfJbos5p6reD7w/yTOAfwSe26fc2KR/lCQNjiNMmioTOueyS8/lQ4DHJ9kbuAVwG+BwYMskm7S9l9sDl85z7vHAkR3qXhJvWpI02rwXS+OvyybqhwCHALQ9l6+qqmcm+TRN+sfjaXomP9+W2bGqftqe/jfAT9e56JB505IkSaOi3Ody0Q4Gjk/yVuD7wNHt8QOTPBK4gWYV+bxD4sNkz6UkjTbv0+PDTdTVz0CCy6o6DTitfX4hsOs8ZQ4aRF2SpMllADk+DCAHwDmX48+bliRJGhkTGlx23kQ9ycZJvp/kC+3ro5OcneQHST6T5NZzyv9tkkqyqmvdkiRJGi2D6LmczdBzm/b1y2c3TE/ybuBA4LD29eZt+W8NoF5J0oRxzqWmipuor2tuhh6AnsAywGasnYnnLTTpIV/dpV5J0vQZ9By/pQSrS2mDQbGmzaAz9ACQ5KPA3sB5wCvbY/cD7lhVX0yyYHA5rAw9g+YNQ5IGa9Tvq6PePo2ZCZ1zOZQMPVW1f5KNgX8BnpbkWODdwH6Lufa4ZOhx+EaSNK3cikj9DDRDT5J/q6pnAVTVjUmOp+nZPAHYGTitGS3n9sBJSR5fVas7fQUbwGBQkqTBMIDsruy5XNt8GXqAZye5e1Vd0M65fDxwflX9Hthq9twkp9Fk9Fm2wBIMICVJkoZt0PtcBjg2yW3a52cDLxlwHZIkaYU5LD4A9lz215uhh2a4fH3ldxtEvRvKYXFJkqThMkOPJEnaYPZODsCM+1zOq10Vvhq4tKoe2861fCvwFOBG4Miqel87L/PzwEXtqSdU1Zu71i9Jkpafw+LqZxgZevYD7gjcs6pmkmzTU/aMqnrsAOqUJEkryAByACZ0zmWn3OI9GXo+0nP4JcCbq5qcRlV1eZc6JEmSND6GkaHnbjQbpz8R+DXw0qr6afveXyU5G7iMZiuiczvWL0maIC68HB8Oiw/AhPZcDiNDz82B66pqVZInAccADwW+B9y5qq5qN17/HLBjn2uPRfpHSZKmlR8E1M/AM/QAl9Bk5AE4EfgoQFX9YfbEqjo5yQeSbFVVV8y98Likf5QkDZZByfhYSs+l39+1VU1miDPQDD1V9awkhwGPoFkV/nDgJ22Z2wO/qqpKsivNfM/fdGu+JGmS2Bs2Phz6Vj/D2OfyMOC4JC8HrgJe0B5/MvCSJGuAa4F9a1JDdknSkhhAaqo457K/3gw9VXUlzQryuWWOAI4YRH1L5SdiSRpt3qfHhwt61I8ZeiRJI8P79PgwgBwAey7Hn5+IJUmShmsY6R93B94FbAp8F3h+Va1py+5GszfmzYArqurhXevfEAaQkiRpVNSE9lx2ytDTmk3/SJKNgGNpFuvsDPw38Nz2vS2BDwCPr6o/p8k9LkmSNJ1mariPFdKp57In/ePbgFcAtwWur6qftEVOpdmu6GjgGcAJVfVzMC2kJEnjzAU96mfQ6R+vADZJsqqqVtNsP3TH9r2dgJslOa0tf3hVfXy+i5qhR5Kmk3Pjx4cB5ADMrHQDhmPJw+K96R9nj7X7Vu4LvCfJt4H/BW5s394EuD9NT+ejgTck2Wm+a1fVUVW1qqpWGVhKkiSNj4Gnf6yqZ9HkEifJnjQ9ltCkhfxNVV0NXJ3kdOC+tBl8JEmSpsmkLugZRvrHbarq8iQ3Bw6mmY8J8HngiCSb0KwkfyDwni6NlyRNFoe+pfE3jH0uX90OmW8EHFlVXwWoqh8l+RLwA5pZBh+pqnOGUL8kSdLos+eyvznpH18NvLpPuXcC7xxEnZIkabhcEa6lmKoMPZIkafEMIIfM1eLrSnJxkh8mOSvJ6vbYO5Ocn+QHSU5sN08nyTPbcrOPmSS7DOKLkCRJ0mgYRM/lI6rqip7XpwKHVNWaJG+nWfRzcFUdBxwHkOQ+wOeq6qwB1C9JmhDuc6lp4mrxRaqqr/S8PJNmI/W5ng4cP+i6JUnjzQBSGn9dg8sCvpKkgA9V1VFz3n8e8Ml5znsasE+/iw4rQ4+fiCVJ0siY0DmXXYPLv66qS5NsA5ya5PyqOh0gyeuBNbRD4bOSPBC4ZqFtiNog9SiATTbdbjL7jDX2ljLR3Q8xkqbZtZed4X1wCnQKLqvq0vb/lyc5EdgVOD3JfsBjgT3alJC99gU+0aXepRr0D/Rmd3ioK+mmmDdISVIXkzrnsktu8Vsl2Xz2ObAncE6SvYDXAI+vqmvmnLMR8FScbylJ0sjzQ7SWokvP5e2AE5PMXuffq+pLSS4Abk4zTA5wZlW9uD3nYcAvqurCDvVKkiSNP+dcrq0NEO87z/G7L3DOacCDllrnOHFeyeRzzqUkSesyQ08Hrj6fbn6PJU26Qa8r8L65trLncn5JLgb+F7gRWFNVq5IcCrwQ+HVb7HVVdXKSmwEfAe7X1v3xqvp/u7ZBkjQZ/NAujb9B9VzOzdID8J6qetecY08Bbl5V90lyS+C8JJ+oqosH1A5JkqTxYM/lQBRwqySbAJsB1wN/WOY2SJIkrTiHxfvrl6XnwCTPAVYDr6yq3wGfocnM80vglsDLq+q3A2iDJGkCOPQtjb8l73PZ46+r6n7AY4ADkjwMOBK4G7ALTSD5z23ZXWnmZt4B2AF4ZZK7zr1gkhclWZ1k9czM1QNooiRJ0oiZGfJjhXQOLnuz9AAnArtW1a+q6saqmgE+TBNUAjwD+FJV3dCW/y9g1TzXPKqqVlXVqkHlFZckSdLwdRoWbzPzbFRV/9uTpefNSbatql+2xZ4IzOYR/zmwO/CvbfkHAe/t0oaV5PCNJA2Wq8U1TZxzOb9+WXr+NckuNPMxLwb+ri3/fuCjSc4FAny0qn7QsQ2LNuibljdBSRos753S+OsUXC6QpefZfcpfRbMd0YoY9E3Lm6AkDZYf2jVNJrXnchALeiRJkjSGkuyV5MdJLkjy2j5lnprkvCTnJvn39V1zqtI/OiwuSaPNe6emyUr3XCbZmGbK4qOAS4DvJDmpqs7rKbMjcAjwkKr6XZJt1nfdYaV/3AX4IHALYA3w91X17SR/BhxDs03RdcDzquqc+a8sSZo2fmiXltWuwAXtNEeSHE+zH/l5PWVeCLy/3a98dnegBQ0r/eM7gH+qqlOS7N2+3g14HXBWVT0xyT1pouU9BtSG9fLGJEmSRkZlqJdP8iLgRT2HjupJdgOwHfCLnteXAA+cc5md2mv9F7AxcGhVfWmheoc1LF7AbdrnWwCXtc/vDRwGUFXnJ7lLkttV1a+G1A5JkqSp1AaSR6234MI2AXak6STcHjg9yX2q6sqFTuhqvvSPLwO+nORdNIuGHtyWPRt4EnBGkl2BO7cNXSu47I20s/EWuJG6JEmaNCs95xK4FLhjz+vt22O9LgG+VVU3ABcl+QlNsPmdfhcdRHD511V1aTvB89Qk5wNPpskb/tkkTwWOBh5J02t5eJKzgB8C36eZq7mW3kh7k023qwG0UZIkDdBCU80WmjurkfIdYMckO9AElfvSZFPs9Tng6TT7lG9FM0x+4UIX7Rxc9qZ/THIizeTQ5wIHtUU+DXykLfMHYH+ANDuvX7S+BkqSpodz4zVNama4cy7XW3/VmiQHAl+mmU95TFHv8bcAACAASURBVFWdm+TNwOqqOql9b88k59F0CL66qn6z0HWHkv6RZo7lw4HTaNI9/rQtvyVwTVVdD7wAOL0NOCVJ0hixd3IyVNXJwMlzjr2x53kBr2gfizKs9I9X0Qx/b0Kz5dDsSqV7Ace28zPPBZ7fsX5J0gRxKyJNkxGYczkUw0r/+HXg/vMc/ybtknZJ3S1nz8FS5lcZDGhD+TMjjb+pytAjTZpR+UM8Ku3Q+LPnUtOkhrzP5UrpOudyS5rFOjvTbEn0PJqthh4HXA/8DNh/di+kJIfQDIXfCLy0qr7cpX5J0mQxgBwffq/UT9eey8OBL1XVk5NsCtwSOBU4pF2B9HaafJQHJ7k3zRL3PwfuAPx/SXaqqnW2IpIkSaNtKdNyDEjX5pzLOZJsATwM2A+gXQF+PfCVnmJn0ux5CU2uyuOr6o80m3BeQLNt0TeX2gZJ0mRxWHx8uM9ldyu9FdGwdOm53AH4Nc2mmvcFvgscVFVX95R5HvDJ9vl2NMHmrEvaY5IkrdegA5alBKv21v2JAaT66RJcbgLcD/iHqvpWksOB1wJvAEjyemANcNyGXtj0j5KkuUYhSBuFNmhy1ITmIOwSXF4CXFJV32pff4YmuCTJfsBjgT3azTdhcfkrgfFJ/+hNRpIkaW1LDi6r6n+S/CLJParqx8AewHlJ9gJeAzy8qq7pOeUk4N+TvJtmQc+OwLc7tF2SNEUcFtekcc7l/P4BOK5dKX4hTd7w7wA3B05tM/ecWVUvbnNVfgo4j2a4/IBxXynuxHNJGiwXiUjjr2uGnrOAVXMO332B8m8D3talzlFiAClJg2UAqWliz6XWYc+lJGla2cusfgwuOzCAlKTlMwr33FFow6gwgOzO1eLz6JP+8dHAC2n2wAR4XVWdnOS2NCvKHwB8rKoO7FL3KLDnUpIkaW3DSP/4aOA9VfWuOWWvo9kDc+f2IUmSNLWcczlHv/SP7QrxdbSZe76epO+Cn2Gzp1GSRpv3Ymn8DTz9Y/vegUmeA6wGXllVv9uQCw8rQ483LUmSBsMFPd1V2XM537nzpX88AngLzRzMtwD/TDMXc9HGJUOPJEnTygBS/Qw8/WNV/Wq2QJIPA1/oUIekBUzbzX1SRx/M+vInTl8aH/ZcdlczK92C4RhG+sdtq+qXbbEnAucMoqGS1uUf28ng9/FP/LeQxt8w0j++L8kuNMPiFwN/N1s4ycXAbYBNkzwB2LOqzuvYhhXjTVCSBmspPZdL7SUzt/jwTOPXvBQzzrlcV5/0j89eoPxdutQ3ahy+kaSVt5z3W+/tf2KgrX7M0CNJkrQCXC0+jz4Zeq4FPgjcAlgD/H1VfTvJM4GDgQD/C7ykqs7uUv9K8xOYJC2fQS8ScVhcGo5hZOj5FPBPVXVKkr2BdwC7ARcBD6+q3yV5DM1WQw/sWP+KclhckgZr1O+do94+jRcz9MyxQIaeolm0A7AFcFn7/jd6Tj8T2H6pdS+VwaAkjTbv0+PDrYi6qwndyXsYGXpeBnw5ybuAjYAHz3Pu84FT+l3YDD2SJI02A0j1M4wMPVsAL6+qzyZ5KnA08MjZk5I8gia4/Ot+FzZDjyRJo82ey+4cFl/XvBl6aILG2Rzjn6ZZ8ANAkr9oXz+mqn7ToW5J0gRyhGl8GECqn4Fn6AHuCjwcOA3YHfgpQJI7AScAz66qn3RtuCRp8ixnwLJcq8WXWpcmn5uoz2++DD2fBw5PsglwHe3cSeCNwG2BDyQBWFNVczdglyRNsVEPwka9fdIoGEaGnq8D95+n7AuAF3SpT5Ikja9rLzvDAL3HpG6ivtFKN2Cc+QsiSZK0tq4Zeu4BfLLn0F1phr8vBQ4F7gXsWlWr2/K70q4Cp8nUc2hVndilDZKkyeE+l6Nlszs81IU7Q+Q+l/NoF/LsApBkY5qg8kSaTD1PAj4055RzgFVVtSbJtsDZSf5vVa3p0g5JkiSNhq4LenrtAfysqv579kC7cOcmVXVNz8tb0OQjX1b9PoEN+hOx80okacN53xwv/b5f9nYujqvF129f4BPrK5TkgcAxwJ1ptiVatl7LQf+wO3wjSZpk6/u7uaF/V/3bOB0GEly2WxE9HjhkfWXbTdf/PMm9gGOTnFJV1825nukfJUnSRJvU1eKD6rl8DPC9qvrVYk+oqh8luQrYGVg95z3TP0rSFHJESBp/gwoun87ihsR3AH7RLui5M3BP4OIBtUGSJGlsuFq8jyS3Ah4F/F3PsScC/wJsDXwxyVlV9WiavOOvTXIDMAP8fVVd0bUNkta1XIvXpEHy51Maf52Dy6q6miatY++xE2m2JJpb9l+Bf+1ap6TGUhapDSM3soFsN0v5nvhvK40/V4tLGjmjEmCMSjvGlf9+f7KcW9gs5d/dDwLS+hlcSpLGwigEaaPQhlHhv0V3rhafR7/0j1X13vb9VwLvArbunVuZ5AHAN4F9q+ozXdogSZocBizjw15c9TOs9I8kuSOwJ/Dz3nPacm8HvtKlbknS5HErosng92pxnHO5fnPTP74HeA3w+Tnl/gH4LPCAAda9KIO+afnLI0mD5X11MrjIb7oNJf1jkn2AS6vq7N784km2A54IPIIFgstxydDjJ2xJkrRUE7rN5eDTPya5JfA6miHxud4LHFxVM71B51xm6JEkabQtZXsyrc1h8YXdlP4xyX2AHYDZXsvtge8l2RVYBRzfHt8K2DvJmqr63IDaIUkaY25FND4MINXPwNM/VtUPgW1m30hyMbCqXS2+Q8/xjwFfMLCUJC3GKARpo9AGTQ63IupjvvSPkpaH834lSaNmKOkf57x/lz7H9+tatzTtDCA1afyZ1jSZWekGDIkZeqQxNirz09x2RINib7w0/pYcXPbLzgP8FXCP9tiWwJVVtUuSuwA/An7cvndmVb14qfVLGp0/tqPSDkkaJ4VzLtfSLzvPbOrH9vg/A7/vOe1nVbXLUuuUJEnSaBvUsPjc7Dyk2W/oqcDuA6pDkjTh7AXXNJmZ0J28NxrQdW7KztPjocCvquqnPcd2SPL9JP+ZxDuIJEnShBnEVkQ3ZeeZ89ZNe1+2fgncqap+k+T+wOeS/HlV/WGeaw4l/aMkabS5oEfTZMY5l33dlJ1n9kCSTYAnAfefPVZVfwT+2D7/bpKfATsBq+de0PSPkjSdDCCl8TeI4HJuDyXAI4Hzq+qS2QNJtgZ+W1U3JrkrsCNw4QDqXzQ/EUvSaPM+PT78fnTnavF5LJCdZ745mA8D3pzkBpp9Q19cVb/tUv+G8hdBkqTBMM+6+ukUXPbLzjNf9p2q+izw2S71SZImm8GHpokZeiaAwy2SJEnDNVXBpSRptNkJoGninMt5JHk58AKggB8C+wPbAsfTDJd/F3h2VV3fln8qcGhb/uyqekaX+jeUNyZJkqTh6pJbfDvgpcC9q+raJJ+iWcizN/Ceqjo+yQeB5wNHJtmRZi/Mh1TV75JsM4D2S5ImiJ0AmiaTOueya4aeTYDN2n0tb0mzUfruwGfa948FntA+fyHw/qr6HUBVXd6xbkmSJI2YJQeXVXUp8C7g5zRB5e9phsGvrKo1bbFLgO3a5zsBOyX5ryRnJtmr37WTvCjJ6iSrZ2auXmoTJUmSRtbMkB8rpcuw+J8B+wA7AFcCnwb6BoxtXTsCuwHbA6cnuU9VXTm3oBl6JGk6uaBnfCz0/VjKHpjTyAU963okcFFV/RogyQnAQ4Atk2zS9l5uD1zalr8E+FZV3QBclOQnNMHmdzq0QZI0QQwgx4cBpPrpElz+HHhQklsC1wJ70OQJ/xrwZJoV488FPt+W/xxNqsiPJtmKZph8WdM/SpJGmz2XmiYzk9lxufTgsqq+leQzwPeANcD3aYayvwgcn+St7bGj21O+DOyZ5DzgRuDVVfWbLo2XJE0WA0hp/HVN//gm4E1zDl8I7DpP2QJe0T4kSVqHPZeaJjPOuZQkabgMIKXxN4wMPe8HVgEBfgLsV1VXJXkP8Ij21FsC21TVll3qlyRJGleTuh3Okve57MnQs6qqdgY2psnQ8/Kqum9V/QXNop8DAarq5VW1S1XtAvwLcELn1kuSJGmkdB0Wn83QcwNNb+RlVfUHgCQBNmP+wPzprDtXU5IkaWqY/nGO+TL0VNVXAJJ8FPgf4J40vZQ3SXJnmo3Xv9rv2mbokSRJGk8DzdCT5FlV9W9VtX+SjWkCy6cBH+05dV/gM1V1Y79rm6FHkqaTq8U1TWbiavG55svQ82Dg3wCq6sYkxwOvYd3g8oAO9UqSJpQBpDT+ljwsTk+GnnZ+5R7Aj5LcHW6ac/l44PzZE5LcE/gz4Jsd6pUkSRp7NeTHShlGhp6vJrkNzVZEZwMv6TltX+D4dkN1aawtJa+uvTLSwhwWl8bfMDL0PGSB8od2qU8aJf6hkwbP3ytNk0ldLW6GHknSyLDnUhp/w8jQ80fgrcBTgBuBI6vqfUm2oFnsc6e23ndV1UfnvfCQeNOSpNHmvVjTZGYyF4t32opoNkPPvavq2iSfoplTGeCOwD2raibJNu0pBwDnVdXjkmwN/DjJcVV1fcevYdG8aUmSJA1Xl9Xi8KcMPZvQZuihWcDz5qqaAaiqy9uyBWzeriK/NfBbmoVAkiRpCixlIeQkmyFDfayUYWTouRvwtDbDzilJdmxPOQK4F00A+kPgoNkAdFzZEypJksZZkr2S/DjJBUleu0C5v01SSVat75pLDi7nZOi5A3CrJM8Cbg5cV1WrgA8Dx7SnPBo4qy27C3BEu2XRfNc2/aMkSSvMTpThWul9Lttsiu8HHgPcG3h6knvPU25z4CDgW4v5uroMi9+UoaeqbgBmM/Rc0j4HOBH4i/b5/sAJ1bgAuIgm9/g6quqoqlpVVas22uhWHZooSZI0mmYy3Mci7ApcUFUXtmtgjqfpOJzrLcDbgesWc9GBZ+gBPgc8oi3zcOAnPeX3AEhyO+AewIUd6h9pziuRJEkrqXckuH28aE6R7YBf9Ly+pD3We437AXesqi8utt5hZOjZDDiu3aboKpqtiqCJej+W5Ic0K8oPrqorllr/KHBro+l27WVnzPt97ndc0uL0u7f6e7X8Bt1R4vdwbcNeeFJVR9HEZkuSZCPg3cB+G3LeMDL0/BH4m3nKXgbs2aU+aZT0u0l685SWzlEfaVldSrN95Kzt22OzNgd2Bk5rBqm5PXBSksdX1ep+FzVDjyRJ0gpYzKKbIfsOsGOSHWiCyn2BZ8y+WVW/B7aafZ3kNOBVCwWWYHApLdlSeljs1ZQW5u+ItHyqak2SA4EvAxsDx1TVuUneDKyuqpOWct1hpH98MM3+l5sC3wWe3zb+z2i2JbobzWqj51XVOV3ql1aSfwQlSV2MQvrHqjoZOHnOsTf2KbvbYq456PSPzwD+Cdijqn7SRr7PBY4GXgecVVVPTHJPmn2V9lhq/ZKkyeNCSWn8dR0Wn03/eANN+sergeuranb7oVOBQ2iCy3sDhwFU1flJ7pLkdlX1q45tkCRNCAPI8bHQ98qFWYsz1mkKF9BlK6JLk8ymf7wW+ArwKeAdSVa1kz2fzJ9WIZ0NPAk4I8muwJ1pViWtE1y2+zC9CCAbb8GgNlL3E7EkSYNhAKl+ugyL96Z/vBL4NPBMmpVG70lyc5qA88b2lMOAw5OcRTM/8/s9762ld1+mTTbdbmCLqQwgJUnSqLDncl03pX8ESHIC8OCq+jfgoe2xPYGdAKrqDzQLfmgz+lzEmGfoMViVJElaW5fg8qb0jzTD4nsAq5NsU1WXtz2XBwNvA0iyJXBNm7vyBcDpbcA5thxml6TB8r6qaVIjsFp8GIaR/vGtSR5Lk7f8yKr6anvKvYBjkxRwLvD8Ti2XJE0cA0hp/A0j/eOr28fcst+kHSKXJEmads65nAAOt0jSaPM+LY2/rhl6DgJeCAT4cFW9N8lbaFaRzwCXA/tV1WXtIp7Dgb2Ba9rj3+vU+g3kjUmSRpv3aU0Tey7nSLIzTWC5K3A98KUkXwDeWVVvaMu8FHgj8GLgMcCO7eOBwJHt/yVJAuy5lCZBl57LewHfqqprAJL8J/CkqnpHT5lb0eQdh6Y38+NVVcCZSbZMsm1V/bJDGyRJE8QAcnyYoae7gW3kPWK6BJfnAG9LcluarYj2BlYDJHkb8Bzg98Aj2vLbAb/oOf+S9pjBpSQJsOdynBhAqp8uWxH9KMnbabLwXA2cRZtxp6peD7w+ySHAgay7onxBw0r/KEkabQaQ48Oey+5m3OdyXVV1NHA0QJL/h6Y3stdxwMk0weWl/CnPODR5xS/tc92hpH+UJI02ey41TVzQM4+ebDx3Ap5Ek7Fnx6r6aVtkH+D89vlJwIFJjqdZyPN751tKkjSe7J1UP133ufxsO+fyBuCAqroyydFJ7kETkP83zUpxaHow9wYuoNmKaP+OdW8wPxFL0mjzXqxpYs/lPKpqnbtAVf1tn7IFHNClvq68aUnSaLMTQBp/U5WhR5I02gwgNU0mdVGJwaUkaWTYcymNv426nJzkoCTnJDk3yct6jv9DkvPb4+9oj902ydeSXJXkiK4NlyRJGmczGe5jpQwj/eMdaVaJ37eq/phkm/aU64A3ADu3D0mSJE2Ygad/BFYBh1XVHwGq6vL2/1cDX09y925NXjqHWyRJGgz/bnbnavF19Uv/uBPw0DYF5HXAq6rqOxty4WFl6PEXQZKkwVjKPpf+HZ4Ow0j/uAnwf4AHAQ8APpXkru1WRIu9thl6JGkKGXyMD9M/djepAc4w0j/eEzihDSa/nWQG2Ar4dce2SpKkEWEAqX4Gnv6RZgrBI4CvJdkJ2BS4onNLJUkTz7nxmiYzE9p3OYz0j8cAxyQ5h2YV+XNnh8STXAzcBtg0yROAPavqvI5tkCRJ0ogYRvrH64Fn9Sl/ly71jRo/RUuSpKVytbjW4fCNJA2W905p/HWdc3kQzUbqAT5cVe9Ncl/gg8CtgYuBZ1bVH5I8CjiMZg7m9cCrq+qrXeqXJE0WP7SPD1eLdzeZMy6Hk6HnIzR7W/5nkucBr6bJzHMF8Liquqw998vAdl2/gJXkjU6SNK0MINXPMDL07ASc3pY5lSaIfENVfb/n3HOBzZLcfDaTjyRJfmgfH/Zcduecy3X1y9BzLk1u8c8BT6HJNT7X3wLf6xdYDitDz6A5fCNJmlYGkOpnGBl6nge8L8kbgJNohsxvkuTPgbcDey5wbTP0SJI0wuy57G4mK92C4Rh4hp6qOp82cGw3Uf+b2fJJtgdOBJ5TVT/rUrckafI4IiSNv4Fn6Ok5thHwjzQrx0myJfBF4LVV9V9dGy5JkjTOzNAzv/ky9ByU5ID2/ROAj7bPDwTuDrwxyRvbY3tW1eUd27BofiKWpNHmvVjTZDJDy+Fk6DkcOHye428F3tqlvq68aUmSNBjOq1Q/ZujpwGBVkgbLESZNk6neiijJMcBjgcurauf22P8BPgnchSYTz1Or6ndJngkcTJO153+Bl1TV2UluQbP/5c3bej9TVW8a7JezvLwJSpKmlavF1c9Giyz3MWCvOcdeC/xHVe0I/Ef7GuAi4OFVdR/gLbRbCgF/BHavqvsCuwB7JXlQh7ZLkiSNrRlqqI+VsqjgsqpOB3475/A+wLHt82OBJ7Rlv1FVv2uPnwls3x6vqrqqPX6z9jGpc1klSZKmUpc5l7erql+2z/8HuN08ZZ4PnDL7IsnGwHdpVo2/v6q+1aH+DeYwtiRJGhWT2sM2kAU9VVVJ1vo3SvIImuDyr3vK3Qjs0u55eWKSnavqnLnXG1b6RwNISRpt3qel8dcluPxVkm2r6pdJtgVu2q8yyV8AHwEeU1W/mXtiux/m12jmca4TXA4r/aM9l5o0yzlpfimT9/290obyPj0+XLTT3VSvFu/jJOC5wGHt/z8P0GbrOQF4dlX9ZLZwkq2BG9rAcjPgUTQ5xiUt0aj8sR2Vdmj8+bM02a697Ay/x1NgsVsRfQLYDdgqySXAm2iCyk8leT7w38BT2+JvBG4LfCAJwJqqWgVsCxzbzrvcCPhUVX1hgF/Leg36B3qzOzzUT26SNED2XGqaTHX6x6p6ep+39pin7AuAF8xz/AfAX25Q6yRJ0oqxE0VLYYYeSZK0wdxEvbvJ7Lc0uBwa55VI0obzvjk+DCDVzzDSP+5Gs7jnovb0E6rqzT3X2hhYDVxaVY8dzJexMpwbJEmD5+4Do2PQAaTfw7VN6mrxYaR/BDijqnZpH2+ec95BwI+W0lhJ0mSzN0waf4td0HN6krvMObwPzQpyaNI/ngYcvNB1kmwP/A3wNuAVi2+mJGka2LOlaVITOutyWOkf/yrJ2cBlwKuq6tz2+HuB1wCbL3ThYWXokSSNNqcbSeNvGOkfvwfcuaquSrI38DlgxySzcza/287LXOh6Q8nQI0kabQaQmiaTOudy4Okfq+oPswWq6uQkH0iyFfAQ4PFtwHkL4DZJ/q2qntXlC5AkTQ57LqXxN4z0j7cHftX2Zu5Ks2joN1V1CHBIW2Y3muFyA0tJksaQ+1x2N9UZejYw/eOTgZckWQNcC+xbVZP5rydJ0pQygOxuUoOjYaR/PAI4Yj3XO41mdbkkSTdx6Fsaf1OVoce5PJIkaVRM+7D4hmTo2QL4N+BO7fXfVVUfbc+5Efhhe9mfV9XjB/elrJ8BpCSNNjsBpPG32J7Lj9EMdX+859hshp7Dkry2fX0wcABwXlU9LsnWwI+THFdV1wPXVtUug2u+JGmSGEBqmkz1VkQbmKGngM2TBLg18FtgTfemSpImnT2X0vgbRoaeI2i2KbqMJhPP06pqNji/RZLVNMHmYVX1uQ71S5ImjAGkponpHxcwJ0PPo4GzgN2BuwGnJjmj3Vz9zlV1aZK7Al9N8sOq+tnc65n+UZIkaTwNPEMPsD9Nr2QBFyS5CLgn8O2quhSgqi5Mchrwl8A6waXpH6XFWc595payYbK9UNpQo/Iz3c9S2ufvgfqZ6jmXfcyboQf4Oc3+l2ckuR1wD+DCJH8GXFNVf+xJB/mODvVLU29U/miNSjs0/kb9Z2nU27eczNCjfoaRoectwMeS/BAIcHBVXZHkwcCHkszQpIQ8rKrOG+hXI0kaay7o0TSZ6jmXG5ih5zJgz3mOfwO4zwa1TpI0VQwgx4e9k+pnqjL0SJNmVOanOedSkjaccy4ngMMtmjSj8nM7Ku2QJK289QaXfVI/PgU4FLgXsGtVrW6P3xb4DPAA4GNVdWDPdTal2QNzN5pg/fVV9dlBfjGSpPFmJ4CmyUxN75zLj7Fu6sdzgCcBH5pT9jrgDcDO7aPX62kC1J2SbAT8n6U0uAtvTJI02rxPjxZXhGsp1htczpf6sap+BNBkeFzr+NXA15PcfZ5LPY9mv0vajD1XLKnFkqSJtZSey1EPcsY5YF5qT/Kof09GxWT2Wy7TnMskW7ZP35JkN5qN0w+sql/1KW+GHknSWgYdsCzXJuqTyn8L9bNcC3o2AbYHvlFVr0jyCuBdwLPnK2yGHkmaTqPeyzfq7dN4mZnQvsuNlqme3wDXACe0rz8N3G+Z6pYkSdIyWZbgss0z/n9pVopDs/m62XkkSdLUqiH/t1IWsxXRfKkffwv8C7A18MUkZ1XVo9vyFwO3ATZN8gRgzzbN48HAvyZ5L/BrYP/BfzmSpHHmVkSaJlO7ifoCqR9P7FP+Ln2O/zfwsEW3bAi8aUmSJA3XVGXokSSNNj/oa5pM6oKegWbo6TnnTjRzKg+tqncluQfwyZ4idwXeWFXvHchXsUjetCRptDnCJI2/QWfomfVu4JTZF1X1Y2AXgCQbA5fSZ1hdkqT5jOs+lwbF6mclF90M00Az9LTHngBcBFzd55J7AD9r52AuKz8RS9JoG/V78ai3bzmZoUf9DHTOZZJb06wKfxTwqj7F9gU+sZ7rDCVDjzcFSRptyxmU2HOplTa1q8U30KHAe6rqqj69mpsCjwcOWegiZuiRJM01CkHaKLRBGnWDDi4fCDw5yTuALYGZJNdV1RHt+48Bvtcvp7gkaboZvI0Ph767a3LMTJ6BBpdVddNdIf8/e+cdJklZ9e37xyJZguScJIgSJCNKFEVUMCBLFgQUBYRXAUUlKAICvko2EEUJAoIgkhEkyBJdYJecJKl8+CpBUMKe74/z1E5NT8Went0J596rr+2qrlP1dE+F85woHQa8mlMsAbajxiUeBEEQBEEQjFxq2z+mDj23AStIelbSbpI+nbr1rId36Lm6wX5mx2MxL67bNgiCIAiCYLQzBRvSVxMkbS7pYUmPSfpmwedfk/SApPskXS9pybp99rxDT07usI7lfwPz1h0vCIIgGLtEVY8gmHak8pAn48a/Z4E7JV2W2nZn/BlY08xek/Rl4BhgfNV+o0NPEARBMGwIBTIYSwyDbPG1gcfM7AkASecDW+GNcAAwsxty208AdqzbaRO3+BmSXpA0Kbfuc5ImS5oiac3c+h0kTcy9pkjKiqdvJ+n+ZFa9StJ8Db50EARBEARB0AWSvijprtzrix2bLAo8k1t+Nq0rYzdyTXLKqFUu8Q49m3esyzr03JRfaWbnmNlqZrYasBPwpJlNlDQjcDywsZmtAtwH7N3g2EEQBEEQBKMSG+p/Zj83szVzr593O1ZJOwJrAsfWbdvzDj05tgPOz8aUXrNL+gcwJ/BY3bF7TcTyBEEQBEEQTOU5YPHc8mJpXT8kfRj4NrChmf23bqdDGXM5HvfbY2ZvpiDQ+/G2kI8Cew3hsQsJBTIIgmB4E0aAkUO0fxw8TTO6h5A7geUkLY0rldsC2+c3kPR+4GfA5mb2QpOdDolyKWkd4DUzm5SW3wF8GXg/8ARwIt6l5/sl8kPS/jEIgiAIgt4QCuTIx8zekrQ3cDUwDjjDzCZL+h5wl5ldhrvB5wAuTB7rp81sy6r9DpXlsrN/+GoAZvY4gKQLgAG1lDKi/WMQBEEQBKOd4dChx8yuAK7oWHdI7v2H2+6z58qlAdoGggAAIABJREFUpBmAbYC8vfw5YCVJ85vZ/8PrKT3Y62MHQRAEI5twfQfByKdWuUwdejYC5ktdeQ4F/g93bc+Pd+iZaGYfTSIbAM9kNZMAzOx5Sd8FbpL0JvAXYJdefpEgCIIgCIKRxDCoczkk9LxDj5ndCKxbsP6nwE/bDC4IgiAIgmC0YtM/oWdIiA49QdAl3QSzh8svCIIgGO2EchkEXRKKYhAEQTtef/7muHfmGAaliIaEbts/HivpodTK8RJJc+c+O0jSY5IelvTR3Pp9JU1KbSP36/1XmfbEBRIEQRAEQdCfbts/Xgu8L7VyfASvWYmklfAyRO9NMqdIGifpfcAeeIP0VYFPSHp3T75BEARBEATBCMTMhvQ1vahVLs3sJjw7PL/uGjN7Ky1OwNsFgXfkOd/M/mtmT+ItHtcG3gPcbmavJbk/4r3JgyAIgiAYpoSHLuiGXsRcfgH4dXq/KK5sZjyb1k0CjpA0L/A6sAVwV9kOh7JDT1kSRlxAQRAEQRBMS0ZrzOWglEtJ3wbeAs6p2s7MHpR0NHAN3lt8IvB2xfZD1qGnl0pktL4KgiDoLZHwMbzo9XMu/rZjg66VS0m7AJ8ANrU+x/5zwOK5zRZL6zCz04HTk+yRuFVzmlJ1kcQJHwRBMDwID1MwVog6lzkkbQ4cCGxoZq/lProMOFfSj4BFgOWAO5LMAmb2gqQl8HjLAYXWgyAIgrFNKJBBMPLptv3jQcDMwLWSACaY2Z5mNlnSBcADuLt8LzPL3N+/STGXb6b1/+r5twmCIAiCYJpQNRGIsLFmTJmOGd1DSbftH0+v2P4I4IiC9dN9Ohoz4qCXRIeeIAjGMqFABmVEh54g6JJQFIMgCILBMDrtlg2VS0ln4Mk7L5jZ+9K6Y4FPAm8AjwO75l3dKbbyAeAwM/thWrc5cDwwDjjNzH7Qw+8SBEEQjHAi8TIIRj5NOvRAiy49OX4EXJktSBoHnAx8DFgJ2C519AmCIAiCIBhzTMGG9DW9aGS5NLObJC3Vse6a3OIEYOtsQdKngCfxmpYZawOPmdkTaZvz8Y4+D3Qz8CAIgiAIph+R0BOU0auYy6ldeiTNAXwD2AzYP7fNosAzueVngXV6dPwgCIIgCKYhoUAOnujQU0JBl57DgB+b2aupTFE3+xyS9o8RyxMEQRAEvSEsl0EZg23/uAsDu/SsA2wt6RhgbmCKpP8Ad1PSvaeToWz/GARBEARBMBywsVrnsoyyLj35epaSDgNeNbOTJM0ILCdpaVyp3BbYvtvjd0NYJ4MgCIY3cZ8eXsTfI+iGpqWIGnfpKduHmb0laW/garwU0RlmNnlww5++xEUXBEHQWyJ8aXgR7u2hZbTGXGq4m2TDLR4EQRAE04dulf0yueEyQXjrjee6SwrpMWsvsuGQ6jh3PP/H6fI9o0PPIIgZdhAEQW+J++rIIayag8dGqeUylMsgCIJg2BAKZDCWGO7e426pVS7btH6UtANwQE58FWB1M5so6QhgZ2AeM5ujx98jCIIgGAWE5TIIRj5NLJdnAScBZ+fWXQsclJJ0jsaTe75hZueQ6l1KWhn4rZlNTDK/S/t5tEdjD4IgCEYZoUAGY4nRmtBTq1y2bf2YYzvg/JzMBIBuC6sHQRAEQTB8iCLqQRm9iLmc2vqxg/F47/DWDFWHniAIgmB4E27xkUMokINnzMZcVlHQ+jFbvw7wmplN6ma/Q9WhJ25aQRAEQRAEQ8tgOvTswsDWjxnbAucNYlxDQiiQQRAEw5u4T48cwi0+eMZszGURZa0f02czANsAcYcIgiAIglFKKJBBGTPUbZBaP94GrCDpWUm74Vnf78RbP06U9NOcyAbAM2b2RMd+jkmtI2dL+zmsZ98iCIIgCIJghGFD/G960SRbfLuC1adXbH8jsG7B+gNxa2cQBEEQFBKx8SOH+HsEZUSHniAIgiAIWhMTgcEzZSxni5d06TkcLzU0BXgB2MXMnpcXsjwe2AJ4La2/R9JqwE+AOYG3gSPMrKiE0YghLp4gCIIgGEiZ4hnPzbFBU8vlWQzs0nOsmR0MIOmrwCHAnsDHgOXSax1coVwHVzR3NrNHJS0C3C3pajP7Vy++SBAEQTDyCeUjGEtMz7jIoaSRclnSpefl3OLsMPUX2go4O5UnmiBpbkkLm9kjOdnnJb0AzA+MWOUyXAJBEAS9Je6rQTDyGWwR9SOAnYGXgI3T6kWBZ3KbPZvW/TUntzYwE/B4yX6HpENP3LSCIAiGN3EvDsYSYzrmsgwz+zbwbUkHAXsDh9bJSFoY+CXweTObUrLfIenQEzetIAiC4c20rJ3YzTOhm/HFsycYa/QqW/wc4ApcuXwOWDz32WJpHZLmBH4PfNvMJvTo2EEQBMEYYDgoacNhDMOF6NAzeMZ0zGURkpYzs0fT4lbAQ+n9ZcDeks7HE3leMrO/SpoJuASPx7xoMIMeLsRNJgiCIBirhAIZlNG0FNF5wEbAfKnLzqHAFpJWwEsR/QXPFAe3YG4BPIZniO+a1m+Dd++ZN/UlBy9TNHHwXyMIgiAIgmBkMaZjLtt06UlZ4nsVrP8V8KtWowuCIAiCYFgSbvGgjOjQEwRBEARBa0KBHDxjOuayZYeerYDD0/q3gP3M7BZJS+IxlzMA7wBONLOf9voLTUuitFEQBEEQBN0yWt3iMzTc7ixg8451x5rZKma2GnA53qEH4Hpg1bT+C8Bpaf1fgfXS+nWAb6ZOPUEQBEEQBMEooecdeszs1ZL1b+TWz0xzxTYIgiAIeu6GjTqXwfRmTLvFyyjp0IOkTwNHAQsAH8+tXxyvc/lu4AAze34wxw+CIAjGDsNBSRsOYwiC4c6QdOgxs0uASyRtgMdffjitfwZYJbnDfyvpIjP7e+d+h6r9Y6+Jm0wQBEEQBN1S0qhwxDMUHXqmktzpy0iaz8xezK1/XtIk4EPAgILqQ9X+sddEQk8QBEEQBEF/et6hR9K7gcfNzCStjsdX/kPSYsA/zOx1SfMAHwR+PLjhB8HYZrj0YS4bR0yygrbEOTM6iL9jM6aM5ZjLlh16PgvsLOlN4HVgfFI03wP8ryQDBPzQzO7v6bcJgjHGcLmBD5dxBCOf8AiNDmLCObYZig49RwNHF6y/Flil1eiCIAiCIBiWRIeewWOjtM7lmOrQEzPiIAiCIOgNoUAGZYwp5TIIgiAY3sREPxhLjPWYy8btH9NnGwHH4W0eXzSzDXP7GgfcBTxnZp/o3VcJgiAIRjrhYQqCkU9Ty+VZwEnA2bl1x5rZwQCSvoq3f9xT0tzAKcDmZva0pAU69rUv8CAw52AG3g1xYwqCIBjexH06GEuM6ZjLNu0fge2Bi83s6bTdC9lGqRzRx4EjgK91PeogCIAoRRQEQRAMP4ai/ePywDsk3Qi8EzjezDKL53HAgWl91X5HRIeeIJjeDBflbbiMIwiCaUc3E87Xn7857hc5poxly2UZJe0fZwTWADYFZgVukzQBVzpfMLO7U0xm1X5HRIeeWRf5UGTLBUEQ9JCIuRw5xPMvKGOGHu3nHLx4OsCzwNVm9u/U8vEmYFVgfWBLSU8B5wObSPpVj44fBEEQBEEworAh/je96Hn7R+BS4CRJMwIzAesAPzazC4GDkuxGwP5mtmO3xw+CIAhGH2GdHF6Ehy7ohp63fzSzByVdBdyXPjvNzCYNwdi7IhIPgiAIhi/hFg/GEqM1W1zD/YsN55jLuAkGQRD0njACDB96bbUcLn/Dt954TtN7DAALzrXikOo4f3/poenyPaNDTxAEQTBsCBfsyCF6iw+eMduhp013HknzAGcAywL/Ab6QucRTIs8rwNvAW2a2Zu+/TjVhaQyCIBjexL145BAK5OAZ7t7jbmmSLX4WsHnHumPNbBUzWw24HO/OA/AtYKKZrYLXvzy+Q25jM1tteiiWQRAEQRAEwdBTa7ls2Z1nJeAHaZuHJC0laUEz+3tvhjs4YkYcBEEwvAkPUzCWGK1F1LuucynpCEnPADvQZ7m8F/hM+nxtYElgsfSZAddIujt14AmCIAiCIAhGGV0n9JR05/kBcLykicD9wJ/xGEuAD5rZc5IWAK6V9JCZ3VS072j/GARBEHQyHDKXuxlDWFyDMkZrzGUvssXPAa4ADk3u8l0BJAl4EngCwMyeS/+/IOkSYG28e88ARkr7x2BsEw+ZIAiCIBhIV8plWXceSXMDr5nZG8DuwE1m9rKk2YEZzOyV9P4jwPcGP/wgmH6EohgE05bhcM0NhzEEo4exXIqocXce4D3ALyQZMBnYLa1fELjEjZnMCJxrZlf18HsEQRAEQRAEw4Am2eLbFaw+vWTb24DlC9Y/AazaenTDnJjBBkEQBEHQLRFzGQwgSmYEQRAEQRD0J5TLIAiCYNgQE/NgLDFa61x21f4x99nXgR8C85vZi5J2AL4BCG/1+GUzuzdtOzdwGvA+vOblF5IbPQiCIAiCEUb0Fg/K6Lb9I5IWx7O+n86tfhLY0MxWBg4nlRNKHA9cZWYr4vGXD3Y55iAIgiAIghGPDfG/6UVX7R8TPwYOBC7Nbfun3OcTSN15JM0FbADskrZ7A3ijyzEHQRAEo5SIZR85hHUyKKPbOpdbAc+Z2b2pvFARuwFXpvdLA/8POFPSqsDdwL5m9u+S/UeHniAIgiAYxoRbfPCM2ZjLTiTNBnwLd4mXbbMxrlx+MHec1YF9zOx2SccD3wQOLpKPDj1BEARBJ9H+cXgRCmRQRjeWy2VxS2RmtVwMuEfS2mb2N0mr4Ik7HzOzfySZZ4Fnzez2tHwRrlwGQRAEwVSGuyI23McXjCyizmXCzO4HFsiWJT0FrJmyxZcALgZ2MrNHcjJ/k/SMpBXM7GFgU+CBQY8+CIIgGFVEzGUQjHy6av9oZoUdeoBDgHmBU5JV8y0zWzN9tg9wjqSZgCeAXQc59tbETSsIgiAIguHC9MzoHkq6bf+Y/3yp3Pvdgd1LtpsIrFn0Wa8pUyJDgQxGG9My5qmb4P245oIgCMYeo7JDTzzQgrHCcDnXh8s4giAIRhKjNeaytoi6pDMkvSBpUsFnX5dkkuZLyxtJeknSxPQ6JK1fIbduoqSXJe3X+68TBEEQBEEwMjCzIX01QdLmkh6W9JikAcnWkmaW9Ov0+e0ltc/70cRyeRZwEnB2x8GKOvQA3Gxmn8ivSEk8qyW5ccBzwCUNjh0EQRAEQJQiGm5EncuRT9LJTgY2wyv73CnpMjPLJ13vBvzTzN4taVvgaGB81X572qGnIZsCj5vZX1rKBUEQBKOc4a6IDffxTUtCgRw8w8ApvjbwmJk9ASDpfGAr+lf02Qo4LL2/CDhJkqzCNNqkt/gA8h16Cj5eT9K9kq6U9N6Cz7cFzqvZ/xcl3SXprilTCpv4BEEQBEEQBINjUeCZ3PKzaV3hNmb2FvASXhmonIY++6WASen9bMDtwFxp+SlgvvR+TmCO9H4L4NGO/cwEvAgs2GXswBenhcxoPdZwH1/8FvFbjMTxxW8Rv8X0PtZwH99I+C1G6wtvpX1X7vXFjs+3Bk7LLe8EnNSxzSRgsdzy45neV3rchoPLK5crAy8kpfIp4C087nKhArmn8gPATavXDOJHumtayIzWYw338cVvEb/FSBxf/BbxW0zvYw338Y2E32KsvoD1gKtzywcBB3VsczWwXno/I24kVNV+W7vFzex+M1vAzJYyr3H5LLC6eReehZSqp0taG3e7/yMnvh01LvEgCIIgCIJgmnAnsJykpVOTm22Byzq2uQz4fHq/NfAHS5pmGU1KEZ0H3AasIOlZSbtVbL41MEnSvcAJwLbZACTNjmcjXVx3zCAIgiAIgmBoMY+h3Bu3Tj4IXGBmkyV9T9KWabPTgXklPQZ8DRhQrqiTXnfoOQkvW1S03b+pCwCt5+fTSGa0Hmu4j29aHmu4j29aHivGN3KONdzHNy2PNdzHNy2PNdzHNy2P1e34xixmdgVwRce6Q3Lv/wN8rs0+VWPZDIIgCIIgCILGdFWKKAiCIAiCIAiKCOUyCIIgCIIg6BlN2j8GwbBA0pxVn5vZy9NqLEEQBEEQFBOWy0EgaeUu5cZJeqjX4xkDTMaLuU4G/onXV30mvZ9cJiTpXVWvaTLyYYikJSV9OL2fVdI7u9zPHD0az5W59we2lH23pPUL1q8vadlejC/tb91e7avlccdJWkTSEtlriI7xPy22/6ek/yt7NZBfVtLM6f1Gkr4qae4GcotJ2ji9nzlVIgmGKenessI0OtbM0+I4QT3D1nIp6TNVn5tZaUkjSfczsGXnS3h1+u+b2T8GSoGk+YFvACsBs+SOtUnJoU5JJ/NZwDlm9lLVmHP7e1vSw5KWMLOnm8ik8Z1QsPolvGjspR3bfq1mDD8q2P/KwKl4q6crgW+Y2T/TZ3eY2do145sN+DqwhJntIWk5YAUzu7xg29bjM7PFk+xPgSvM7LK0/Em8I1QZd+Png4oOBSxT8n1ajzEn2+pckvQKFW1mzWyA1bbkPAf/nmZmq1SMbw+8c8O7gGWBxYCfApuWyVTwADBA2enifFoo935b4JgWYzgOL/7bycvps08WjG/1qh2a2T0Fq08BVk/yt5nZei3GmB3348B76X9efK9i+32AQ4G/A1MyEaD075vkZgY+izfBmHqvLztWui9tB/y4yfcA5sPPtcPwxhq/TMs7APM3kP8NsKakd+MZvpcC51JxLUv6Al42ZS78vF0S/5t8uOpAkhZN2+Z/h5tqZNYFTgTeg3eXGwf8u+RabP28knSWme2S3n/ezH5RtY8C+fXx3z77Xtl1X3g/SzLzA3sw8Jz4Qsn2x+J9p3/Wsf5LwNJmVlmSJt2bf4j/fktLWg34npltWbBtN9djJrs2Xi5nLmAJSasCu5vZPlX7DIaOYatc0vcwWAD4APCHtLwx8Ceq62VeCbyN36jAH1SzAX/DFcEBD5rEOcCvgY8De+JFQ/9f2UHM7ENJgfoCcLekO4Azzezaqi+WmAeYnGSmNlAvuuhyzAKsCFyYlj8LPAmsKmljM9svt21mhVoBWIu+oqifBO4o2f9P8JvVBGB34BZJW5rZ48A7GnynM3FFLnvgPpfGOkC57HJ8Geub2Z7Zgpn9TtIRZRub2dL1Qy9kMGNsey69E0DS4cBf6f+gXrhE7BO136CcvYC18VaumNmjkhYo27hC0RZQZrlsez4NpnTFgmZ2/4Admt0vaakSmf+t2J8BRROB/ARlloLPK0kTo9nw+9hpeG3gunNpX3ySVjgpruBSfPJ5N/DfhjK3SjoJP3fz96UBD3YzextcgTCzVXMfnShpInBIp0wHU8zsLUmfBk40sxMl/blG5qv0P28fqTpv0/iOBsbjk6C3s+EDlcolXlZvW/wetiawM7B8ybbdPK/yv9m+QCvlElem/gf/+75ds23GpcDNwHUNZTYBirwIpwL3UV/v8DD873UjgJlNlFR2P86ux1nw3/te/HpbBTcMVU3kTsDvh79Nx7k3s24H04np2XaoyQu4Blg4t7wwuVZFJTL3lK0D7q+Quzv9f19u3Z0NxjgOV/Sew4uQPgR8pkZmw6JXjcwEYFxueUa8wP044IESmZuAd+aW3wncVLLtvR3LGwOPAusW/aYF8nel//9cts/BjK/jnPgmbm1bDLcQXttgfNc3WdejMXZ7Lg34vep+w25ewO35v1U6l+6r2P4/wOG4Ba3z9a9enE/Av/CH8CW591NfNd/n0YrPHuvh73YvPjGcN/f+Xdmrgfx9Hf/PAdxcI3MDMGMXY53UhcwNBa8/1MhMwJW3rLTdeGBCk3MQ79o2CbeC1Y4522/uvB1HxT09bfMwMHMXv0V2P8tfw3+ukWn8vMpfA0XXQ5PfrwuZib06h4DJDeT7/b06f88SmYuBlXPL7wMuqpG5o+A4Pb9vxqv5azhbLjMWN7O/5pb/ToELroNxktY2szsAJK2F34TAe6GX8Wb6/6/JdfU8/tAoRNIqwK64depa4JNmdo+kRXClr9S6amZ/rPkORcyDP4wy9/vs+APtbUlllokFgTdyy2+kdYVImsuSe9/MbpD0Wdx91SQ28Q1Js5IsUCnWrc5i0mp8ie2B7+IWanDlr7TYv6RZ8N9qPknz0Gd9mhN32dbRzRhbnUs5/i1pB+B8/HfcjpwFqYg27rscf5T0LWBWSZsBXwF+V7H9PcBvzezuguPvXjG2NufTZ3PvC5sxVHCXpD3M7NSCsQ0Yc8E438fAEIazCzadK+0vO4fyFr3SEIscr6f/X0v3iX9QYpnOWYufAG6U9Hty15NVhGUk/iRpZSuw6JZhZt1Ye7bHz7+fSDL83rdDA7ldcav+EWb2ZLJo/bJG5lZ5PO4syTK1F8WekTxP4JbyptbbjNfk7fAmSjoG9yjU5Sm0eV4tlkKdlHs/FTP7apFQzn18Q3JbX0z/86LUfQxcLmkL86LZTXhd0nJm9mjHGJaj71yuYrKk7fFn8nK45flPNTIr5M9ZM5sk6T01Ms8k17hJGgfsAzzSYHzBEDESlMvrJV1NX0/y8bhJv4rdgTPkiQbC4652T4HfR1XIfV/SXHjc4Im48lEV4H4i7tr6lplNvdDM7HlJ36kaYEeM3Uz4za9OITgGv9HdmL7XBsCR6XuV/SZnA3dIuiTJbIWHBhRxNK6gTMh9l/skbQocXPV9EocCVwGLSzoHWB/YpUYmPz6AT1HjHjKzF/GHSlO+BOwHLEJ/xeBlmikxrcdI+3MpY3vg+PQy4Na0roo27ruMbwK7Affjv88V+Llcxq64IlTEmiXrW51PZnZ9flnSjEn+eat3Ce8HXJIU80yZXBO/tj5dJSjpUGAjXLm8AvgYcAv+d+8c41I146jjcnnSyrG4YmqU/+5ZWMbT6TVTekFFCEEuFndGYFdJT+DKR2ksrqTFgKXM7Ja0/DX6wh3ONbPHSo41DviEmX28bDxlmNkDkr5BUr7M7En8nKniQDxW+CHclXw18LOiDSWdiP8Or+H3zevpr4QVKm85dsKVyb3xa3dx+k+AimjzvDog9/6umv3m6QznyF9/heEcueeNgG8lY8Sb9J0TZc+dQ4ArJX2f/tfVQfg1V8c+wLfx3/1c/O/1/RqZ+ySdBvwqLe+Au+Cr+DLuGl8Cj/+9Nq0LphMjokNPCpb+UFq8ycwuqdo+JzcXgDVMtOlybLPiCSwPD2IfmdK3rtUHSC+Mx7CAu1mfb7D/1fHfz3AXXF1cU9dImhd3ewp3ibzYQGYN4INp8aay8SXlrirppTKoXtI+ZnZi3XgGM8bpgaS7zGxNSfdlioOkP5vZ+0u2HwecbWZNrEuZzIzmPWjbjKuVjKSTgVPM+9rOiVs4xgFzA/ua2QUN9rEx7kYDd9v9oWr7JHM/Hv/2ZzNbVdKCwK/MbLOCbZfEwwBeyh3vU8BTwMlm9kanTMVxZwZmqbs/SfqcmV1Yt65jjKWY2V8KZM7DkxIvT8sP40k2swErVp0rapDsVyI3NdnDzJZWRbJHh9w7gOXwe8GjZeeYpM9X7ccaJNB0c3/v9nmVZOfBz69h82BOVv0DyF1XwLF1FvF0nznazPZvebxZcMVwg7TqJuAn5i0IgxHCiFAu26KWWZI5ueXxJIQFzex9ye29pZkVzrS6vTlWHL9QIZC0opk9pJJsuho3CPLMuQ3oUy7vrdl+efxm0pldWZbp3HWWX5Ifh7uZ88cakEWfLF7givgieNIMuOv4eeuf0FR2rKbuz67GmNu+1bmUk2uVzZlkbsKzZU/Dk9b+Cuxi/ZMsOmVuATZpqgxJusfMsizpE61BFmZbGUmTzey96f2+wKZmtmVyH1+e7atmHx/G/77gMXN1LripypGku/G40FeAB81sxYJtbwc+nbwTq+FWqaPwpIM3zaw0RCDJN66okJO5p/O7F60rkPulme1Ut65of/l7kaSbzexDnTK5bX+EW/g6k4AqrU3p994EuDF3rElm9r4Kmc1xpfdpkjsZ2MPMrqk6Vk5+Htx1XWcJ6/n9vWD/hwAXpHv7zHiYz2p46Nb2ZlbpoZN0JHCMmf0rLc8DfN3MSr1m8uSpP+QmR3MDG5nZbxuMd05oV09Y0gQzG/LyXfKkvR/Tl/RzK/5bPDXUxw6KGbZucZWXZqkz40N3WZLgGXAHkNwsyYV3LuVm/MNongnXD/UvXTED7moom5l9DXcFFWW3lmW1ZsfZF1dWfoP/dr+S9PMaC96FeFmaU2mWUdhN1m02vnyZlbfTGI2CMiuZ21TS0Wa2Zm4fv6U+47aV+7PbMeZoey5ltM3mBHffjaOd++4JPH7tMvorBGVxfPks6QH1JHskk1d0NwMuSmN6Pln3yw8kLY7/dq/Q5777rKTX8cnITmZW5n6+Kz1kT02yr+Jxg0XMmvMW7AicYWb/K2kGYGLlt3POpGFFBUkfw8vyLKr+8XhzUh07nvHejv2NA9Yo2bYz8z1fkmq+muOslf7P79voszyV8aaZvdTxp51StnHiOODDZvYITJ3EXYqHTxQiDyPaEn/e3Q28IOlWM6ssNUYX9/d0Xz8azxoX1c+r8XiSHHg1CeElnJbHw27qwr8+ZmbfyhbM7J+StgCqQrIOzVtSzexf6b5YqlxK2g/YH5g1Lf8DOMTMzpe0uJk9U3G8P6d7zIX0v88UlWYqK62WyVTdb8/DJx3j0/L2aV3rUmFBbxi2yqWl0ixdspiZbd6F3GxmdkfHza4yAajg5tjUFJwvh/QW7lbbqmTbrLTRbmb2RMP9Z+wGrGNm/wayshy34XGAZbxlZj9pegDrLgkgo5syK3NIWio3K12C8nI4ebamz/25a+b+HKIxtj2X8nLfaHGcvJvzdTzRqQmPp9cM9MX2VR6mzZi6lHkpWaaex0MQ9oCpStGsNbInAyeY2Vn5lZJ2xs/30thGM/tKevtTSVcBc1ZYtvJ/0E1ItTXNbEqN/puxrJmNl9eTxMxeq1Ccn8dj8bakf1LSK1TE70o6CMiStTJQhZcsAAAgAElEQVQrk3Dl/eclYq9IWj5T2szs/9K+VkzHK6XKqllDN8ker2ZjTMd+RFJlwhswl5m9LE/uOtvMDpVUa7mku/v7MXhi54MN9v9Gzv39UeB88/JOD8rjjesYJ2lmM/svTHXh1xURL0pIKj1WUjzXATbInj2SlgGOl4df7AG8u+J4s+Cx2nkDg1Gc7DqY0mqzm9mZueWz1KIhQNB7hq1yOUhaZ0kmXpRnOGfZzlvjLsYyurk5AmBmu7YY10H4zO8iUgHnFoj+FrDM8lbF7yR9BS8Jkw+Ar+y6kdxcpwPnWSqW3YBn6Mt+b8rXgZvlcWHCb25NgrdfT0rAW8nF8wJu5RuKMbY9lzLaZnMi6UkKHnpWUUzZzJoqoRkrpgeygGVzD+eqgu1tZfbEk5MWwl1a2e/1YTxRrHJ8nYolfpCzk/uw9LrJuwrN7ClJc0v6VImr8A+SLsDDD+Yh1TOUx0I3CTFoXFHBPHzlXknnmtmbRduUyB0FHCXpKDMrKixfxKH4uXcEfRnwa+BK6r5FAilcYUkzuy0tf5W+Sd75DSbC3SR73JEsYRfgv+HngNslbQlgqbFCBzOmv8826XhN6eb+/veGiiXAf+VhOn/HwzHysYmzNZA/B08gypSqXalPNLwrhTGcnJb3orqawo54WaCpXjUze0LSNnjd3spkwzbPudwkmTTxzyzid5jZCzXiV0jan74qG+OB33fjyg96w2iNuXwAVziepCZLskNuGXxm/wG8peCTwA5WEACftp8Nv1l9JB3jauBwaxB4LM/OPJE+d+HNeNLCswXbXotfMGul7fpRFQMkz/r8PK4oTs0WN7PjKmSeLFhtVcpKkns3foMbj1tczgSusYqTTNLpeJHyVmVW0gM6i617ALcCVLqRJZ2CPyy3xRXUV/G6b5U3wG7G2PZcysm9gpdNeoO+ckaVYSDyJKqMWfAH7rvMrLSItaQbKFZIy+Jqu0kSaS2T5NbLFJbcunXNbELR9unzR81suYL1MwAPF32W22aima3Wsa4s/ln4+b0QcKGZPZfWvx9YwMyuLjtO2m4z3G25El4TcX08PvbGCpnl8LjOzljhurJHWRzech1yhcXDk6JzIH3u9El44sakku3PxZXIrFPWI/jkcjbcQrtj3fjaIqmqVJGZ2c4FMp/DqxPcYmZfSdfmsWZWGTrScX+HpPxW3d8lHY+fG7+l/72iyA28Dq4Mzg8cZ2aHp/Vb4GEcpeXVcvvYnL7uRNc2OP9mx3+LD+PX/7V4KahC66+kh6wg9jh99rCZVbZ1TIpv0X2mKoZ8G7yawo34M+tDwAFmdlGFTJVr3sys5+1Sg2pGq3JZ+FCrerCnh9DWZnZBugBnMLNKd9Agx3gtPlvPbpY74spHUYbqTLjl5Zd4maV+WE3NTHnCzQfxi/wWG+JM5/RbfgJPaHkbVzKPL7J8JrfLAJpa1iRtiM+etzKzheq2z8ktRbX7s+sxTutzqWQMd5tZWXwd8uz3jFnwGM23zKxRT++k0G4APG0FtS8HI6PiBJa67/Nj3Gq2n/WFgMyOB/m/bmaF1re03dQs+9y6+81s5ZLtxwHXWctwkKSYLoaXxmlcUUGefHVo+i6fxCdwM1RNHpLc7rjVcTE8HnRd4LayCUSSWd1qEvBy23adBJS2uRb4nPVPSDnfzD5aITN3tv1Qou4znc8sWG01ytQsnQqrpHdVeYq6OQe7+U7y8k1H2sAyYZsA36k6l9J2eQV+Frws2PNWUQZK0r3AZpm1Up7keJ1VJCgGw49RpVxKmtM8tqawWHXVxZrk77JcokjFdr+jOvC4NpuwxFoyYF3H5/ObWWkLwQq5ttni76B/KYgbgZ81cc2pr7D8FvhM/xxcsd2p5rvNAWBmrzY4xpq4QvlZPNngq8ClZQ9pDTKbvRuankslsluS++2tIpM4bZ//flly2Jfb3oxVUVJG0uXAN80LGi+Mu07vwvs7/7zIEt5WRl4EeT3cPXhs7qM5gW2qPA/pnD0Kr6v6F1xxWxy3DH3LKrLiJZ2BdwTKuwrfZanvc4nM9XgXrlbhElVKa4XM3Wa2Rl62TtnOjoV7OyaY2Wry+MkjraJkV7JoL4SH4Py6zGqZtn3AzFbKLU+9P0l60MwqC18XWYfLLMa5zx/Hk/fOtJoMcUkHmtkx6qt32Y8qBSfJT6tM59/jk+O30vLCeHWEur9v63Ow7XeS9F48YeoW+te5XB+vfvFA032l/c2AGzg+ULFNv2skydxbdd1ImgCcgYdkTdOJfFDMaIu5PBe3mN1NX8HYjCbdM66Tx210ltToVEp/OPih8g9JO9JXbHc7yotUZ8wjj4laigYlggDUXbb4T/Ci7qek5Z3SuroyK3fjD+nTcaUicwvdLqkwWzi54n5J6tgi6UVgZzObXLDt93CX5N/w321NPB7n9Kpx4QrNJCBTPjvPizJX8Dj8Oy8GXGm5sjaSvmPVZYWankudx/wBrhBkZZb2lbS+VcfO5bP1s+SwbWqOk5+AzYDH181VIbJ0TtHYFXfB7SzpnXjZj6Iwi7Yys+OThRlxV2HGK7irv5Q08dlf0sH0JRg8bmavVckl9sFdhb9Oy9dSX6T/VeD+ZH3L/33rCnPfI2ktM7uzwbgy/psesI9K2hvPMG+SwPYfM/uPJOSJHw9JqnRjmtnGkhbCz5+fyWPWfl1yrr8q6d2WCqznFMvlqekqlZgiaQlLJb2Sx6nO2rEcnvyyh7wu6nnAL8z71XeSxT62KVCep3Gmc4ZahDvl+C1woTwue3HgMvrHX5bRzTnY6juZ15x9Hz6Zz8IlbgK+1GltbchyeCZ9FVdpYCH6uhj0XfB7zL2S/oRPPq6vFgmGklFluRws6jLWsMtjLYnfhNbDb6h/AvaxirIOyV3wU1x5nhpfWONivA9Yr8NVeFuNFejeTqtX0boCuWWsI4hf0tLmnTfKZP4EfNvMbkjLG+HWlQEzW3kJjMnAj4ArzOwNSU/U/X3kpTS2xpNyzgcuaWghPQ2PH7sDV7D/aKl8SadLsEC227jV+4DVzGxKWh6HZ7dXxgu3RX1JQMIV0ifxGn63lGw/1aqeLCanmtn5nZ8NViZ9NuA8avG9iqxyL+H9p+uSAtocp7BAt9UU5pb0EK78/gV/uNfGg8vb1z6IF5M/HJ8EHGMVMahJ7hL8gbsfPoH6J/AOM9uiSi4nvzIegznezGYq+HwL/Fo8nP5JQAcDXzOz39fsP6tZ+UeYGlv3RauJG8zJb4RPwubEr9GDLLX87QXqzsXdONypQ24vYHPccPAla1aftfU52M13GgwaWFLwb/jf6Tc1cp+hr2nFzda8cco4vLrCSXjc+hnAiTYNQimC/oxa5VLSogwsAl4YyF6zn5k6XWoqr8clYEoTd2SyRt1at67j81pXWIHM/cBa2SxT3v3gzhoXwz14LNTjaXkZ4KIqZSqT69ymbsxtFNnk+vwobuXdELcwbQ4smiljNeNbBk/m2Qp/uB9pZqW1CdW/482MuCV3vnT8CVXuu5L9DTiXio6JFzXOSsG8C3eNFyof8kSSr5MrHI4rHo+pi646FeP6HZ6A8ix+w17avEberHix8vf2QibJrY63p1yK/tdvkyLqv8cnbDekVRvhk7GlceX5l7ltjzOz/VQS5mI9KpbdMb7W8eA9Ou6GuFJ6VdU5KO/hPB6fjL2IW3N/U6aYy0NuvsHAJKAmNT+RNB8eCwrN4k/nxtsB7owry2fgyYpr4C7RAXUokyV1f1p4fCqOX2l1Lpo0VUy+8nU2hX+n+4A/p/HV9Y5HHo+ftXp92FpUFWhCgXI49SPq600P9tjz4ROORnHdklbCJ1OfxKs4ZCFZ45vcO4LeMtrc4gDIazmOx7OIMwuf4eb8JvLCZ/rb4272BTs2KarHlcV4NS39cSIDy6MUrcvTTYmgM3G3dL4vdp0b+QDgBnlPYuFKemlGtTyW673AXB2WozkZWJy5kyeSKzM/0y+0WqUb5+V4yZRZ8RnqPMDzkq6xgkzRDvknJF2K10zcCb8pVz0Ep1prkpL2RXlXjT/QzC3Z5Fzq5CjcdXUDTO0fX9gSVB4sfzRwJF5fDzxU4CJJX8bLumxaIvs5XNF4RdJ38PPu+1Yef7ob8D08y3R8zhKwLn6O9UoG3B12EN73vHbS0MGMwHvM7O8A8pImZ+O1+m6i7zwj975xmEvFxBKoLfTcWW5ldjzBYTtgQG/u9HDdiz4l6lj8Yfs4XqqpsN93wX5mw62kD9RNbtJxzgc+Yg1ay5rZvZJ+YA0S40p4Gy8JNguwkqQ6I8CduGVwmw6FfIKkU0tksqYQp9G8McFUktKyXXr9i/69vDtpE+7UWV/24pL1ZePaCI8pfor0/JH0+arfTy3d9ja4etNIut7MNq1bl9aXxWgvI+lUq65wcgeeKHcGXuD99fTRrSoJyQqGGDMbdS/gYWDmLuTWBU7AW4u9ipfwmadG5v34Tf8p3Fqyd8326+GWpmfwzjvZ6zA8aLlK9smC1xMNvtcaeNLLV4H3N/wtZsY70KxS91vilsAz8ZvombnXCcAHamTnSdvdg1uYjqv7zQv2MRfwhYrPl8FLEN2OJypsjXdaqdvvr4DNC9bvjhdY7um5lJNdGFectwQWqtjuPmCpgvVL4d2ejqySTf9/EE/Y+jhwe9trZihewK2DkH2gY1nZOjy8oHP7cXhP7ab7X7Lq1UB+JlyhvBB4OV0nnyzZ9hp84nAiPlE+AFgRj6G+seIYW+L3o3vwxLongQm4S/LzDce4CrAy3vqwbvubcYvloXi90aa/5e74BOKf+L3zdbzeaNG2R2Z/zy7Oibu7kFkKn+Dcl+5LLxZdayXnx2V4DcgX8HjKJbo9n+u+F97cIVtevu674t6eXfFJ2Ix4rOK1DY+3Kt4FbG9glZptZ8Hj6O/F7/HvSq+lgIdKZCbn3n8LL3gPrmzfVyLzmey7D8VvHK/uX6PSLS7pStytWxtXl7Y/Ek8YeBqfcV6Cu+0KW30lN0s2k81cR/ubWWVdvyS7Ie6q2xOfTWe8AvzOzB5tMuY2qHnv7k3M7A8lcWtYRSB7kh9Qn7Bi21mAd1pH9rukBYCXrSBYXF6kuRQzO6FovaQp+EPiUvyBbh1yVfUqZwDWtQYxUGn7VudSTu6j+O9xUcf6rYGXzOzaApl+2bodn1XWoFPKypV0FB6PeK5qMnWTXGsXY1sZSR8BPgNcT38LfVGB7E7ZU/COTRemVZ/F3fIH4Bm4A0q3qEWfddXU26yQ+wh+v/gIrkj9Go8FW6pC5l4zWzVZv/9iuVp9Za7WTA4/B+dKx1rF3Gq/AHC9VYfEbIG3LH0cV8yXxmMAr6z5fovi3qLxuHL6azP7QY1M42z2opCbpkg6DFf0Gnl8JN2Ge13Ox0sjPSrpybpruFvURUmmtF1RCa0B6zo+b12lJG2TJYZmz4BP4xUfChND0/b7AYvgCWhZEuXLeOz1SVVjU/O47q7Pi2BoGZVucdw8PjGdoPmbSZlysjvwCJ4R/Tsz+6+kKq37IXy2/glLrik1bDVlXpPyj5LOspZxVuqiRJDa9cXeEHf5frLgM6O4ZReSMkvKbelBeDr+UP8LXiC6yNV6At51pXOf6+MP4KKOO1kG8XJ4z9/fpeVP4FbJQuWS/i0RG7mzM8w7+pyMW6ib0PZcyjgED1no5Eb8ew5QLoE3lcu2zUhxfYVdX3I8J+lneA/voyXNTHFruE66cTG2ldkBPz/fSZ9b3HCLUB174ede5go7G48ZNLwLShFt+qyfQgpdkXSbmTXtXXwVfs/4oKUEN3nB7SreTuMweRWFPFXhAlOsr/f2k5aSo8zsBUl1Mbg/AjbO3deWxZsHVCqX5sXkf5Qm9gfhST6VyiXtstnHJaWrsLtYmaKYyBJfDsiLUF495O/AoviEfH7gUWqy2CUdCzxmZj/rWP8lPNa4MLQlMb/lEk7Me4TXZVSDd9s5jb4WtjtQnxnfTZUSaNlG2MyOx1tE7lOmgBbwTHpePYtfY1elY82KVy8JRhCjVbm8jGYPooyF8YfsdsBxKd5tVpUnRHwGTwy5Qd6L+HxKbnoVzCzp57QLMu+mRFDjvthmdmh6+z3ryPCWVDVr3xc4K73fDnefLIMrZMfjcWKdrGFmXywYwyWSCkv8mNnBaSw34RnVL6flg+lTNIuYzcy+IelzZnZhxXZlXJ/iGy+2elN/23MpY+ZOKy6Amb2YYvOKOBQveXQk/WvQfRNPsqhiGzwZ6ofmSTYL0//hW0arvvNdyqxbZXWtIv19LkqvphT1WS/7O+ev87p44jyr4/eM6+SxzOfjLvkqlkkKr3LvszFUXY8zJEVsBrzcT14pq5tAvGL9YzmfoKa3uLyD0HjcWvoKbpWtO/8AnpUn6PwWuFbSP/EJaREr4ud40X22SlGkrcXRzD4laS78Pn9Y+n5zS1rbyrPRN8Ez6zs5FfeaVCmXb6t9SSbwCfheeLgT+OTllPLNAfgCrhD+mL4qJU1aNHbTRhgzO1Feyqizu9TZBZt3E6OdtZgtGq9VWXGDoWVUusWh+yy6ZMH5BK4cfAh3IxX2T00P/a3StpvgVpJLrKa4b5LtpqxQ6xJBSbnZrEax6ZRplfXd4c44F4/dO75sX2l9aZHlqs/S5w/j/W7fSMsz4zE5hQpJcr+tgscjtXahqK8l49t4XFijTMmW59IjwEqdf6dkrX7AStoXyrN1v05ftu5k4H+tplB+TjZT/GuL6yeZw2jhYuxGRtLZeEu6h+vGUyD7GTzJaQH871T7tyqadJRNRNJ1uxGupP0hvZ/6kK2xoGX7+AB+TnwWj0m7xMx+XrDdhlX7sZLOXOpfZqpAbGA5LPWFwmyGxw3me3c/bWZfqfg+d+LK8oWdVvSmqCabXQ1CNgpkBhXmk9vPAvhkbDs8fnLxgm0mmdn7SuQnW0llhPR565JMklbDS1pNtua9zJE0n9Vk5JfItW4jnOQOxa+RlfBalR/Di6hv3eCYtY01JE3G44oLaesdDHrHqFQuVZBFhweyV2aLq6Mmo7yA8L6Wer7WyM6D34jHW0EmXMH23ZQValwiSH1lLt5Lw77Y6sv6Pob+Vqw58d6uZaVj7sETQjLLwyaWiqCXKYqS/pj2eUfH+rVw5WiDTpncNofgMT9ZYfhP4Q/oQotnclntgbvEX6MvNGBIymko1/4xt25O4FMlM3bkxdMXxBPCMtfTHLjl90UzK7UEtVGOcp+3iqHKyT1ZsLpQYelWJk0Glgcew8/Z7O/UpBTRY3iCTJsHbtFkqmxS9BTukm6suFUcdwbcSrOtFdQZVMqqlXR01d+/QO6DZnaLCtoKVshUZe9b0fg65N+Bh6sY8GjVZFYlHdRyBytqE9uNcvldMzu05LvVfqfcfmazVIxf0pJFCktSsLe3jpj5ZPU8z2q6dalFSaZ0/9sRN0ysAxxlZmWZ8pnMJ/FM6rfwSfI21jCOPLeP1m2E07W8Kp5Mt6q8esOvrKLup/o31hCeHFXWWKP1eRFMG0arcnk3fqE/nJaXxy/wunZares0DmKMh9HeArQp7h7oVyLIUgHyjm0P7VyXxwr6YkvaClfUtqR/WMEreIB54c1I0ifwJIBxeJzhHmn9hsCBZlZUZmVt3DpyFv1dujvjD9vbq8aflNB8S8vajieSLjWzreq2K5Ft25KxVftHeR3N7+MhDtnDawk8fvVgq46rbawc5T5vXVx/WiGP8xuAFXdh6ZS91cwalR6R9DHc6rENfd15wCdTK1lJK8zBIK+peR7errSyi42kB/Dz4XS8lFU/hdZKykapr11kT5IdVF/b8aO4+/fpNMbFgD2sxIPTpWV1FzM7K7c8VeEbKpKF+TRgDjNbIln6v1RkxU3n0on4NZy/nx2E97sv7TAjSXi85DJm9j1JS+BVIgpd8Mlat5aZvSZpXtzau1bNd7kPVygfkrQOXgu30jJesI9WbYSTzB1mtnZ6Jm+MP0seNLMVK2TaNNY4ycz2bvM9gmnDaFUuW2XRdWuxG+QYW1uAktzMuCUS3N1fmrghzxI/2syatBLLyzXO+s7JzIhnO/8zt252/BwrdGukWexXgMydNBk4yRp0UpH3vM3f6AbMaiuOmd2Ib7cGvdo1sCXjdngGeGlN0ySTVRJo1P4xWbLWx2vpgScIvF6xfdfKkVoW11cXLsZuZJLcUsDz5h2YPoiHNPzKUoxtFfIkmYXwOL78pK1ofKsCq+FxXofkPnoFuCF/LudkBtWnPk24xuOW/sydfHmRhVFeKWA33FrUmahhVp5tPwGP8/tU2n+nYF2LStRR27FqoiTvOrSl9SURLY8rz5W9xbuhpcJ3lqX+8PL6j5Xdkwrkb8fLll2WWcdU7f5+H/78yD6fhMc0319znJ/g1vBNzOw9ci/YNWUKY+ekoYkBpECm1cRDA9sIN/V0nIKXFdoWD995FZhoZlV1k7sJ/1oQL9u1iJl9LJ2/61l9a+BgiBityuUZ+MWaz6IbV+YG6dZiN62QZ/fJct1F0vqdgLfN7NwK2cYZrZIONLNjJJ1IcceSyoeSvFjz1/G4pD2SS2iFOitfW+T9lbNi8ln8z8lmVhnMLi8c/kM8AzuLbTrAOsr/FMi1bsk4iMlDYzdPN8pRTrZVDJW6cDF2I5PkJuLK/BJ4xujlwHJmVtS8oFO2tQtUHrLwbzN7Oy2PwxOsBljG5DHM4MkJa+Ixk8IV4LtaXGvj8DjtPfBaqlUxoQdbg9Cc3Pbz4e72o+l/XgDl7QGTUp8plG/inpE1zeypmuMNsNI3tdyrr81fNkn8bc32jRW+/LXUjRVX0u1mtk7Hfmrb4KbtZq+zTOe2vcfMVm96HEn/oq8hSHYfmxryZQWdpSQ9i1cCyPhaftlqugH1wtORzq85rabgvrzhxz30b6yxhpl9ukLmStyr921z9/uM+D26tOxWMLSM1mzxVll0ZnYpcGk3FrtuUbuyQvtQ3GnlYvymUqpc4iWZLsPLweQtaEVWoyxOra6cRRln4i6h7AH7XDruAOVS1S00ream9UVg7cwiKs+W/hP1mZLfwa11LyS5+YHraJZZPDeQWR3nqtvYuq+J1zgz3dwtda+kc0vOmyrZH0m6kb4H+65WEUNlqZJAlcWhFzKJKWb2ZlI8TjSzEyTVxnd1eSzwYuUfxq0q4B2crgEGuOEs1cmUdDGwemaVSlarw5ocTF5a5ZO4BXN1PD68aLtMGfp9kcW0zEpqHq93vjzeudZ1mY6Vr+34Weur7fhUhUymxNyR7jH5JKDKsJYkfwqelJKVxdlT0mZmtleVnJk9I/XzqJeVtxqs5eSZZCm1dL/el757ZCGS1sPDGOYAKi2rOd5Mkw1L+5if6lJTnaE9TTpMnUr/zj+dy3V0lS0uDXT5qzrrHjyj/bv0xYPfnNZVMZ+ZXSDpIPCOapJad2MKeseoUi4lrWBmmav4R+RmZvIWUKV9uxPPpFlTo9ZYg6RNWaF3WIFr2cz+nW56VcyC1zHLu9AKa1aa2e/S/63cRzmWNbPxkrZL+3lNHU+BHLVWqAoE5DNK36TBjQ6Ywfq73P9Bs9qOjVsy9hukP5iWon+pqcKEnhxfwq0Kb0tqmpn+UUmH45amGRvKTB0m5fFvfRt14WIchFvyrWRl3om+2p+V5/kgre6z5K8vM3s1WeGrWMFy7k7zlnW1bmBJF+A1Wq8CTgL+mFnEC/jfil0Z/a/p/DGm/gZFl1/Jb9G6tiOuRGa8BGRFv1+hmeKyCd6qMxvrL/DQmCraKHyLSToBP7ez91Op88TgjS6Ox3+X5/AJR6Xii3cY+yjJA2beHrM0OTFxAu5BWEDSEbhl9jtlG1tJlYAqrCDGviVn0r6NMPjzbQr+t/4efm78hr7QpAEkj0tt6EYH/5bHn2bn0rr4ORlMJ0aVcgk8KOmXwF4Fylhd327wC+hc+m6aO6Z1pZltg2CtDrfHH+RlToqYtcjNIumd5PpfF9HGkiNPNih9oBS5Wzp4I1llsgt8WUqKedvgSkT8Er/R/SYtf5oS608HV0m6mj5LyXi8PEYlZnZesvJlN8RvmNnfqmTSebgs3rs839++Urm07nr5HofX5Lu/ztqZG98h+HmexVCdKelCK8m4xzM+M/al2e/djQy4leIreNLBE/Iaq+fVyAzG6v5vSatnlkBJa+Alp6q4TwMLWDfpr306sF3mgq/CCroJNaT1b2Bd1HY0s53K9iepSWjHY3joQ3YvWDytq6KNwpePn+/mN3kR/7u2lWtqWc22P0ee8LIpfi1+yiqqHVR4fbL9VYXrzI+HYixF/0lvpWWww9MBNZ6OHOtkLv+0n3/KywQWja2yNnXN8+druEK/rKRb8QlSbbmjYOgYbcrlZLy6/z2Sdrb+bdqaWLYWMLN8zNZZkvbr6Qj7eFvSsta/rFDZTeh04CJJe2ZKWYpfOZma2aOkxXDFuok1NnOvfAZPisgenNvhlo06DsUtMotLOicdc5eScb1CtVu81OqWLFQ30nej29MaZIub2QHqi/ECD0i/pGx7SSuaZ1dmk5LsN1tE0iJlbsnEmnhSTSvXXM6NtLSZHS5pcWDhGjfSM8CklsfaAVjV+hJ6foArwmXKZTcuxq7ckmY2CVcus+UngSNqZLIi+q9ZQVmmmkPuB1wo6Xn8/FsIn3hUsSse1rJvWr4J9zwUopTchNdL3arTolgSppKXb1qIumvPg5m9hE+mz5QnSGwD/Fhe4HtAbceCMWZtcbfHlfPKloK4dfNBSXfg58raeNeZzOo3QJloo/B1/g5qmWHeaelMvITH1l5aItaNK31lvEj8C3gmdV0ZrczrkynV+djEumvuUvwZcB0NumXJE/32xMMX7gdOsRY1k2nn8l8Pv5edh4dVNG5MYmb3yJPlVkhyjWtbB0PDqEroUV9g9Ab4TfIXwPfNW/jVBnTL20WeSf/WWLtag7qVXYy1cVmhtP2eeFmLrH3hq8APrKbziX3NgG8AACAASURBVLxv7bn0vwHtYNV1xgYToD8vXq9N1NRrGwzyJIzF6D/7rrUcpYfm2vjN7g6ryEyX9HMz+6L6kjjymFX3074Q+KqZ/bVuTB1yrTJHk8xaeLu9P1JTyzQncwPwaevrZzw3HudZ5mp9gb5OVOPpyEIucjG2lUmW7m/i9VKPw8tbbYBbs/aoUeazfbQuy5S2eQf9qzD09MGkQdRcVJeFqNOD/BsMVEqruoAV7WfJMk9DmrxmSUAz4NbHdax/l5+y/bYuEt+NwqdcHKTVZJh3yP0cV/ryfeqfBOYFnjCzAYYHeTLV8XgMr3DL6r5W0CEtWYovxX+z+9L2K+MlnbaymuoIKkj+qzvX1aCPeMf2v8bDjm7Gz7unir53hfwO9I8t3hr4TucEMG07jr7uZqvgtZnPs4pKICqpRJFRN2kLho5RqVym93PjloQl8JnuxQ0eMEviVr71YGprrH3M7JkhGm/jskJp+2XwgrKY2StpXb/C7wUyA24mdTcYSQ8CH7fUkzi5Ja+wmtIi8rjWieaxoDviN5Tjm7jA5V0w8g/A0k4f6WH7RfxGb30i5YXXk9w2wLG0yBaXlwdaz8zq4nU75W7ALTd30F/hqwwtUMvM0fT5Nfhk435yVgGriLOS9FvczX8t/htulsb6bJLtVPw+37mPPEXWsrYykm7GJ3Zz4laZA/G2nh8CDjWzdQfspE92MGWZZsPdaktawyoH6Vw/jL441+w7NS6intvXZ83sNxWfty5EneSuwX+L/XHr0+eB/2fVBfmXx93Jnd9rgEKa/l7zp2Ocb2YPypOAGiezpXvucmZ2nTykZsbs3layfTcKX6uSQjm5CcD61ldFYEZSf3g8BGWlpt+zZP8n4LHjB1r/ShRHAbOa2T418hPxELBb0/IHcMti1b39+8CfrKLuZsf291vKuE7f/46652jBPlakz+V/fQPLbPZs3A6/X3/XzE4q2W5Qxf+DIcTMRs0Lv/l2rvs8/sD8R5f73K/HY9wR2Klg/U544fcq2XsK1t1dI3N9Oua49NoRv8CrZDbHZ8834tawp4CPNvhu2ex7VbyUxF54wkKVzJZ48sC/8YfEFLylWZXMw3ipmLa//b146EO2PD9wbzfnVQOZDYteDeRuT3+ne3JjrDw+7hJvO77PV70q5D7XZF03MvjEJHv/eNlnJcdYNY39Lx3f5TPAPDWyv8YV2UlpebYGx3sIt+QsgCs28wLztv07pH09XfP5Hen/u3FlWcBDDfZ7d/r/vty6O2tk7sXd/WsDa2Svkm0vT7/3cXj1BnAFr+n33gOv9fl4Wl6O+nvTBLysXLY8I3BbumYeKJG5Pf3/59y6Jtf9w8BcueW5cCNA6T0BT87pfB2OWyI7t30AV6Y718+Iu8frxrdG+ns9lV4T8QoGVTKv4PfY/wAvp+WXK7a/p2q5Qu4zufeV11+H3Mzpmr0wnRsHA4s2lY/X8HmNtpjLAS2wzOwXaYZ9YJf7/Bp+8+wVrcsKqa/I+1wdboA5yVn7SvgCbo39cVq+FY8XK8XMrkrWm6yLwkNWY1VNvGVmJq8berKZnS5ptxqZw3E3+nVm9n5JG+MKcBWT8XitJmPK0222eOPyQJJOBs61LjI6E0WZowfXyFwh6SPWoKd9jis7fguUqi3UyB1En9Woal03MvlYrM5Mz6rSLNggyjLRrsrB1PGZ2ZUtj1NG3bHuSp6YU3EF81Vcoaoj+x3+KunjwPN4S70q3rKaUJsMM/tECtvYGviBvLPMPMolR9WwF67E3p7292jyYFQxDx4alJ0fswPvMrO3JZXdD1rHQSaOwUu53QhTq0QcKa/xeF2JzCwUW1ZXlbSx9besvmEF8YvmZXRq721mdnfa71xpuTY72tonDK4qKXPPC08ufZn62Pjv0FeR5Hrqk2mRdDZegP4K3Fo5qc1A0zn+Xvp7wL7XZh9B7xhVyqV1FNFO8X8b4JaBPbvcbeOg4oZ0U1ZoBTyIe268Pl7GK/jsvxRzl3RdlncRa9CXUbiqJKy+jM4r8jpjOwIbJJdyXamkN83sH5JmkDSDmd0gqU6ZPwIvDXQf/V3OlfE3FGeLN1EQ2pQHegT4oaSF8bp/51mzrEqgfeZo4svA/umBlJVlqrrxA9wsL859AYCkr+PdYApdfTm386IdcW9z4v2KeyGzorxPvYAV0nvS8vIV3yXPUpKOYmCcYZW7unGVgxw3yHvWX0z/c7CJUtVJ5YTF+mIDfyrpKhoUok58PykeX8cnmHMC/1Mj8ztJWYOC2ra05mVjTgVOTef8tsBPJC1kZkvWHOu/5l2YgKlu17o4rW4Uvm5KCpEmx1fgCjDAt8zs+fT+gBKxVejvSv8JOVd6x7azyLPqO58xwi14laiLrjRp0tQ4YdDMxtWNo+xQJe+r2BH3YO0LfDU3v6u9n0n6Ke5x2Bjv4LQ1HuYTTCdGW8zl5cA3zWvOLYy7Zu/CS8L83Eq6j9Ts82kzW6KHY3wQ73pRVFboTqvuudpNW8Zl8BvruviN+zbgfyzFU5bIFJbRsfoOPQvhmaJ3mtnNyZKxUZVSKuk6vGbaUcB8eMbkWlbQRzYnMwk4g4ExhtdXjS/J5rPFb7aKbPHBkGLJtk2vWXGF9jxLLfIq5H5pHSVeitb1YHwLAz/H3WML4pacrxdNfNL23bRKbCWjkp7iGdast/gteNWCH+MTsV1xi/WATjU5mc1wS8tKuOKxPrCLmd1YIdMqyUvVTQOWN7MByoQG2WqyG9RlZ6mcvHBr4gJV95i07TF4q9OdcY/OV3DX9rdr5BamT+G7M6fw9ZxkmV2O/hOVmyq2fxgPEXgpLc+FhzWsoI4EnKQglz6AraYUlbroSqMuEga7Qd4SNEvy+hX+XJiqLfb63FVq75z7fw7cO/OhXh4naM5oUy4nW+oDLulbwIpmtnNS3G618t7iVWVxZjWznll4Je2PW6WKygrdaGbHVsi2KSuUyUxI+86sddviSUrrVMg8SBdldLohWRxex29CO+BxTedYQXZlTubOXtwMk2V1OzM7p2a7bsoD5eXfjyvDq9RZAjSwB/A4apIHVJxIdZxVJEUlub1w9/QUYFtr0OZU0jvaup27kekWpT7L6p+I0KT3cuMqB/IwlUXxWL5Xc+s/VuYqT5ONUqwg6a1DgV0Dd4nnREoV2cJC8jnBtgWqK0nuzL1xa/QdePzpsVbfUnAG3Fr+Efx3vxo4re6+04XC101JISTtjlvRFsMn2uviLQ+rqkTshk9UbiRnWcXvv4eZWZnFszXZfVD9k//qkjVbJwx2ObbCqieJ0nN3EMfLWnVOwGM2/w+PoX53L48TNGdUucXpizECV+BOBc+sllQas2XdFa7uCjP7oaRXgZvS7Eq4Jae2rBDdFXmfzfr3JP+VpLob3CS81l/bMjp5JX0m3CX+qpkVtktMitPlaYY+heZFtm+Sd6S5jP6uu0JXobxs0V64QnAZniG9F55Fey9QqVzSv8vE4XjM28lUdJlIVoSP4cr8pvjD5rCK7Q8CvkVfTBMwtRPRgFjiDn6Chy6sirtAT8NLT5WWekkW4+fxGKfFgdMl3WRm+9ccq5tuQI1kJP2T6tqndfGCAP9NSsuj8h70z9FXvqv/TgdaBrPzfQl5bccB1hVJX8XPnQfx32zfnIJyBCVhFmb2l3S+X1dnkcrJTN0uKQNNi6rnC4Z/F7fkNkJ9mfNLmJfhqs2cxydNL0vaHr+2vpHGUFUKaxxwtpntQP35nZcrVPgo6VaUaBMHmWdf/BqfYGYbp0nFkVXjsxaudA2+jE43XWnatprsihbnaq+4XB6XfAx9k7DTpvEYgjw2DLKKevXCy5bsg3ds+Scwd1o/KzUZyNNpvO8E3tli+wEZjpRkteKB++8CjsZrBy6FP9wPBI6qOc4N6fe7GlfGLsPLeLT5bsLd3T+o2e56chmZDfd9c8HrportLwXOwmMnL6AvC361hsfLMrdrs01xRf8MvOj8Zbg7aPYW363yb1MzvkOA3fLrKmQ+1bE8I3Bwg2M9hseVqcX4GsnQV9Gg8NXwWGvhyuRi+MTrN8C6Fed52esPJTL34/USSdfUXbj3oN/50cvzvcnfs0KuVaUDusucn5zOn1/jYTCl10eH3C3ATC3Hdz+uLE5MyyviiXZVMq0zzNN2d6b/J5KqU9DgOYInHa2NWy03ADYo2e7M9Po9fr/9TXr9Hz7prjvO6niC5kvp/0dwRb9KZgf8vvQcPhl6mJpqD4N54ROxuTt+m6/0cP9rAQvllnfGQ1tOwBO9huR7xav+Ndosl7vh8V0fBsZbKhCNz27PnG6jyiHpawXrpr63/9/emUfbVddXfG/AEEAShDKozCCDVBkMaGOXC6VYEGhNEaKIqEUEJ5IaG0SoogKWQdGCIoiEYgUU0FRLyrBCgTBEBDUMCyyIrgZkUBQZImBg94/9O7nn3nfmO717/X3WYvHu8Lvn3Jfzzvme77B3cSnpt6HsmRZ5zysf3w60eUYfmXpNcDk0jxMKXquE/Je+kNakLPLhfhrAnbTY+6o+VBWU7lS/j2ZrtUqk58EZqs0V3GkqUOdu/1g4uzxPGX2IFWgTnw7bPV7F3sCVB6kYXIckLSS5poIKgDyhek2F/WviBlRpjTosEUmuj3Y1hNLeOgWnJpIvqsT6VM2yK6splMIl/YrknrB71haoNrhQ+3jvkrqtLU0m58+DpcvuAnA93Wudq1WZ4gEAN9GOPOnfRdE58FlJz5JEOH7vJbl9wfuBZhPmAPBgyIYtBHBNyKwXavbWyawmxyetR/pqBcMFuqf0gpLvBDVwpVGzgcFuOELSV1Pb/z3JI+BqUC84B77egzZP+Vc4wbQL3FMeLSCHxFgFl7K0yoSpcNn1pqgHZJAkJfjt4buuxE/1AJRPt6VlhQSLvL8v642qIWScsfZ6ehIxKfsWOtkkdJR5VoMtEMsCuO+hJVlRiRDcnQjrn+1PT0nuIemCnCWrTrjhgvJgjcASqCEPpNBLRHIbkiskPRcCkNfCZcAnstal2IuWPToc7l1bAGdZi5gNZ0gPl/RIuLjn9e5ehJYsyC1olwj5GsolQ+bD0keV3YDqrqElRc6AL9CPw+0M/4uWNFYuTLmxwOXtXDcWkvMlnRp+Pkgp1xCSJ0v6VMYmHiW5i6Sfhe/wNMn94Wx17iBFivTxngR+mcFbqneSADbt7B3sU0Bae3Je0hloSZ2B5HIUl6kTfhH+Ww2t82IZtQM+NJswh6RZ4ccTQg/hdNjetojapXQAm6ndyetR2PyjENrW9EpJd5M8HsBuJE9U+bDMX8A2qQtIbsgSI44uWZ0kkxvLcLOc6S3e9PPVUjKYDQ/uXg7gclpkPjIkxm2gpxvj+4FC8gbYBSdx2lkXwBUqcZnJ+Jy5KpmCpzXetkS740bRBHdtJ5uwLp0dXgkL+36jLDANF7PNVa6xmLz/CrhP8hh5SvIlcNkw8+JO8gW0MiOE2yRWoFq/YPIZtVwmwoltBvx7XwSX5neS9LYK25oN93Q+AwvrV3YHou3nHs/LErK9kb9zenWCnVzG+iZuQLXWhN/d3vAU6670NPfBkgplt8Laym4sbHf06hykyrTRo4fqVkp6JOO1N+b9W9Har5smWRzaT3tDOIg7Rtl2eO8t+q7K8RBne+/z2vCxDlQ43tlscn4anDXfEu3nmAlVml4SsnbT4QDr+ZL31powD0HQ3SpQ78hZlwzZ/Ay2wXyOqUHTnDVnwQNKaYm0+1Xu0JNMRv813At+OoBPq3hY8zPweWl7SduRfAWASyW9MW9NN9ByXVvAGUbAFbTlkub16PPvgtubVtIT6h9UGO7K+7uPDIaxylyiC+P7IbAxPKyR8Hx4ri6FIu/MkRUCUKRZeRwsB/RY+IwN4Tv8wuCyrAyZs38HwCfFKQC2IrkLgM+V3AhsJOkihsEkSX9i8cBWU622ZB8TKaB7M57L48VwwpsF4ExJZ5Is1bukByjmwL1XOwJ4Twj6VmS89w1wGeh38MXlW3BWYjWSh0nKyrIo5+esx1m8osEJu+6alZJ+Q2ufUtI1JE+vuljScrZXcl/IeWuRFl/muUMFygwlNwHz4eGuhCnwBPhL4ez0hOAyCR47s6rJcwX70XhAMfyuf4LW5PwcFUzOBxbBsm9tNw95kPyypLkkf4iMYy7vb78z4FM9o4Jn4XaYqQC2JbmtCibMQ4Xj5/RgV6HqQge1M6uSPhrOE0li4VxVk0hLjuv94Jv4K2h7xyJmAdgV/veCpF+HxEa/OAa26v1QeHwNejtoczHcivFbWHVkCQCQ3Bblw02RPjJuweUmaBnfH4IKxvdD5EIAt5JMTiJvR/Vp6TRlAfQM1JcVauRkwwZSSXB/5x5wlhSSfkZrcxbxDN2Pl5RadoetzPpFW9YhXOQKpW3gPs13wRaEifB9maA84KG0j0haTEdIH4dt0LIyH2fBE+bTAVwLYF9JS0OW9WJkl/CS8mpnqZVw+bmMJm5Addf8gVZSuBHAhSQfgy8cVajjxtJtoF2HKZKWpx7fGMp5vwvl2SKauCJ1w1R4wGQNAK+mDRRyAzFYkaJOiT5Rr6h8wwA0D/jYbMIccK/m3SHLnO4Jzb3xbVhKB9zitBI+7qqKfz9E8hz4mncK7cdddp5+XpJIJufOsmOvK2TP9K/DBgDrw9n7vJu9Jp9/EsnFAF4OVzqSv9vV4N7LyJAYq7J4GlY0vh8mJF+HlqD3Darh5JL6jEKRd5KXAji6o6en7DNPg3sE02WaOyQdU7LuGrinL7l4HArg3ZJypZJILpX0ho5y7R3K0SQNr8+AheF3gqWEXglPPNb+/RXBlDwQ2kuLz8OZgtxBJboP9ChYF+9iklvBpd1TSrY5TdKTHc9tpwzxdaY07UjeI2nH1GuZJe6mpdbU+qfggYjKbkB114RMygr4AnEYfIG+sEIGLWkL+Arc5E+4tDtHGbqpbLVLpFslEB5PlVTlZqASJO9XjuYeyV9ImiAgz5bD0cHwJHbCNPiGcY/ONT3Yz1Pgv/e70cpCqiigorV7H4e9xtM9tZk3fA2ygem1N8CZt8oBHy1gn/RB7hJuvk5WiaNXKLtPIC9j2kUpvWkb0toA9oF1cO8Lpf/XFN3EhX+rV8EB6RfgPv6LJJ1ZZ5+rQve5/h18o3I7bJJxs6Qyp6jIiDN2wWUIKveDA8st4YGZ8yU9NMz9yiKcjDZGe5/ShJMuG4i8p0pO68KTc7ei/cQ/4WQcSgkbS7qJ7U42T8DC5oUOKcwQ8M16ruP1b8LyLJ+E9eeOhi0yC+06SU6By8aE5UQKe666geQXJBVN1/diG7WHS9igZzD1emaptfO5YZD1ffN+B6MCyW/DJgnf6Hj+SFi+510Za2q7IvVgP38Oy9mUelun1hwFS56lz1PKu+ntOG4vl3RgjW3VCvjCmtp9kE0h+Z+wSUWdzOoyAHurow1JFYTNwzGSqGcskbSswpq9kRKul1RFJaIRyU1uyB5vJukzZcmDyHgwVsEl243vL1FN4/tBQvJjsLjxo3DvTJLN6ckfXd5JOCHrZEzbZx4r6c6O518D3+kf0Lmm432L4f6xtFTS+yXtVbBmbbjH863hqasAnKga09wk3wxgvqR9q66pA8nDlfLrZQV5ILp3srLHdZNAsZvMW9ZnlgWk4T213YDqrsnZt0IXEQ7YlaYuJDeC+/CeQ+h3g1sr1oTlYB4tWDtIh6P/hqsAmTagOWt+CQdtpYoS4f25Q2X9gG49ej+AuXAp/PfwDWzhcB3d03wmfBM7BdbFfKYkS98os6rUMCItJbZMBTaO4X1zAByBlvrALLhfMzMLyZoi/r0gZI3fCrd8HSfpxzG4/PNg3HouGxvfD4E58MRers1hNxTdyRewcWdgGT7rTtqisowsqaSyIZ8dZC/hQj9hYFXAfDaAV8AX6lNhCZi1YEHgftFEHmgBWh7Xb0bwuC54f5PhktqDSqlS6yvZLm0zDe75KqO2G1DVNSGLdxSA7eihkoR10W59mEVjV5pBEAKvmSTfglb/7BWSrq2wvIkrUi1SwfkKWLZnMdorHUXB+f2o1/Nc1Otatp+1Az4174M8Cx7CuhTuXT8MwHYlazIlykq4kuRVaG9DWlRh3eFwUP8MsKql4Rb49zMBuWf1RZLTFbzPB8Dn4ITBjSGw3BrAfQPadmSIjFXmcpQIJ7m9JVW5oHeznayS+h/gi/E8SQ+k3nufpFflfE5uz1iX+/c/8CDWZQC+U5Rtpqet/xk+ge4LB3DHS/pKr/crY9u15IFY0+O6mxJ3ze/RVamVLW/iTwN4SLa7KyvBV1pDe0ZvAGd80/2sT1XNioXP6Xs2bJCQvB/2S75TfTphs4teXJKXwxn6a9EekGZKEZVk3AuDZpK3ISPgy2tbYcM+yGRbkmakM239OrY62pCWqMK0eMgK7p5UeUhOhWWWcjOeoWy/Kzy1PQgR/8ifKeOWuRwlHgBwHa3ZWFWMuglfBvAgPGhD+MS8DVyaOx/Anqn33kbyiIy+sA+gIHPUTUlSFhreBB5aOIfWzPuOpExJDUmJ6PFlJE8aUGBZWR4oRWWP68DOtKc4MdFffGr+snqEnqxlJC9qWGqt7AZUd00IbH8P4CCSOyHVSwYPAlRl3O6Ym7gi1UIt2aN1YBecF8Lj1eHSfRGLUC3TlmyrK2kwSfeTXD3s44Jw05kZXKq5pBAArKB7u5eRPBWWMiqcxm6SWQ3cBA+71ZkWXwDgR2xXHPlmwfuBBqYVTWDoIc+7NsRgdvyJmcshQYvZTqCoj6/hdib0qjEM2XS+RrvyfB+ehk6CyRnwSXKWMoSjw7p01mNCSbIo69HxOa+B9QBnS5rg4kDyAbhvKuEMAKumDiUViug3hRbn7ZQH+kcVCyPvDkvgrAdrUE4HcKqkpf3Yx7rQrjK1S63hRuAQOEOyhHYD2lPFovy11pD8COxJvDA89fcAviqpkmVcLzO9k4FwLH0ebsXo540oSC4F8DdJzyUtCXW1pJk1P2cPSVWDpDqfewOsBPBNONh7GBZ5L+rHrd0HGdZtAffET4HPM9MAnC3p/oI1tTKrYU2jafGwdje0ZzwLFTPybh5KbpRrQ/IAST/My4hXvSZERpcYXI45JG+Bg7DkRPUOAB+X5X8yJ7npAZlE9Pruin1hydpaZSOSO8I9RgfCcibfBXBZVhmUFoTPQ5IOq7rdOrCGPNCo0ItSK0vcgJquIXkHgJkdAc7NKpanauxKM9lhA1ekLrZVWfEhZKAPhKXArpJ0D8l9YPmulxWVZ7vYvyYBX11JoU43pR8B2Ag+vuYXBX1NSumsOS1O60XmopYdYtbantw8RCJlxLL4kAgnkPlwc396mriKJ28d3g3r/n0NPjkuBXAobbn40awF6s6LvW6gsgAWu/8wnNnKnRKX9J5wp/122T+2rySlHUlPcqJMz/vgi2jnmlGxIK1VamUDN6Ama5KlaHevSrQxc1EXrjQjQBNXpKY8Q3I3BX9qWos3T8D+PABbwyL/Z5P8FWygcGyVrFsdMgK+69EK+G6Bh4oyyQsiC+h0U1oT7W5KRd+tdikd9U0rbkfLcx5o96gX/G+Sx1SllAAkPU0rdvSUEToPRvpEDC6Hx7dhYeT94QnZ9wL4Ta83Ig/s5EkI3djr7VWF5BoATgawLSyhMQvAZrQ/+XF5/YChh+pTcP9jv3knPJEOTHRESTI0nYyKBel82Dmnaqm1iRtQrTUk15AH3L4F95Il/8az0My9alxo4orUlLkALiX5a/jY3QTtgVaa18OamC+Em9VHAGyjCmL3DWgc8DXog+zGTek9cGD4ETizuimc3S2i1rS4pK1KPq+IzpuHGajuflWHUTkPRvpEDC6Hxwby1OyccGd9Pckf9+rDB9lQ3VmS7BhGyStJngZLzGwl6anwOdNgS7jT4QGaPK4mORcOztM9VL22gKwtD4TRsSA9CS61ToUvuGWskQQ3JD+X9I5KupfMvW7UXXMrgN3CcXsdWr1kR0nq2d/GCPIhAJ8gWdkVqQvuALADgO3D458jP4v2XNK7J+mPtNNQPwJLoLuAr66k0MvSDySlKzwbZi1oklkN57Cb4RuwA9A63it5i9N+5NcqyArRnuZ7SlpYsCx98wDYNnF22bYaMCrnwUifiMHl8Egycw+T3A/ArwEU9tLUJPFTvq3wXT2gYUlyf7jRfVXgG8rPHwJwL4qDy0PD/+eldwNArg1mQ2p7T4eL7ZVwNiKxIL2O5GSzIK1ban0x9XNnpiOvtF53zaqIMwyD9HwgZBQZcMn/FnkYapUkGK05mjUgtQNbeqQEsH14nAS/vRyqqh3wdby/8oQ5nDXPUs04EvnHZJPM6qawmscOcD/tTXCweXPZ9wl8Jh2ESnqCHhSdEFyGobDlstbkDgCOhHuurwTwy4rbq8wInQcjfSIGl8PjRJLT4QDpTLgxfW7xkupI+mH4fyIxsrZ6PBHYJcrq9wsltsI+QEmb9W+32mgkD8SJFqT/Bk/hTybqllqb/C7qrtmQZKY2ItCf6ehRgA1ckRpsYxN4MGctkruiFehPgweksuj5wE4BTQK+hLp9kP8EYCHJQ5DhppSzpnZmVdInwneYAmdUZ8JmC+eSfELSq0u+V9Z3yLumnwNP2QMuWX8KwMdgzdtz4UHPnjIi58FIn4jT4pMIknMlfbnHn/lXsGzHSyVtTotoHynpw73cToP9Wgjge+qQowkXz4PLGr7D3XenteJF/djXOnBELEhDK8M6cL9lv0utVffpYdjNJ8+RqOfT0aNAmJ7fGcBrAVwAD9IcLKnQ4rXmNt4LD6nNQHu14ykAF0jK1UbkALzg2Z19Zu0J87Au7aZUqJrBApOJ0C6wTcHa6XDA98bw//VgFYdCdzOS5wN4AjZ3ANznub6k92W8d5XsHMmvAviNpBPC40w1gG4YlfNgpH/E4HISQfL/JPW0tEvLaLwDwA/U8vO9a4DT9NcuMgAABdVJREFUp3n79UpYzPePaNfUXAvW1HyoYO3xsF/tDrC12N/CmYJ/6OtOV4Dki2j1gab/uIYevE12OGb6lL2CDVyRutjWgaqpxJC1Lyzxgm9KzYCvsaRQg/36NoDrcjKre0p6V8aac+Hv8hQ89LIUwFKVuGSl1q8D200mGclrAJyoYAfZ8d67AOwiaSWt2/tBSTckr/X6ehDPg5FYFp9c9GWiTtLyjgGKF/qxnTqE4PH1HReLRZIWV1g+Gy7n/ESWJ3o5nNEZOpLKZEcmBYMotTbZrSFuezLTxBWpFiQPlfQfALbMak3Iaklgd17wjQjBZFXd3W4kherSpJS+eXj9PtjB60E4E1mJEER+svSN5mJ4aPS38A39EgAguS1sB9xTRuU8GOkfMbicXPQjjbyc5EwAIvkSeFDmnpI1A6PmxSLhj6E3cyXJdWEJlC16v3djzdlwT+TOcN/vebAEUM9KrQ3Ya4jbnszMhiduD5f0CO1wdFqPt5H0BWZZlOadl74LYDG69ILvI91MmNcifN+ZHTfLVxRlViXtQ9/17wT3W84D8JckfwcPVmW6uCWQ3A7AJ+B+xlXXcmVoJUs6ieRieDr86lS/+2pw72Uk0lNiWXzAsF22p+0lAGtJ6mnATzuifAUunRDA1QDmSHq8l9sZJCTPAXAMLBB/NIAnAdyjPjn0jCODLLVGegcbuCJV/NzNOgKx9Gv7S/qvkvVtXvCaBJIz3fRBDhqSm8I9lzNhJY0NJK1XsmYZgK/DWeJV1ShJfckaRyJ1iMFlZKQJZZ1pCqLAkWrQOnxXwtOpbwLwGIBl6oNlX6QZLHA4AlDkcNRkW/cC2EfSrzqefz+A40sGUrrygu8XTfogBwnJo+FgciY8VHdz6r87Jb1YsBwkb5f0ur7vaCTSgBhcjikhI5WHJH1+YDvTB0i+E3YDOYnkZgA2infs1QnSM4fAlptLQql1z87p/cjwIHkbWg5H56LD4UgFftUNtvU2WHNxP0n3heeOhY+RfSU9WLC2thf8IOhmwnwQkPwSgralpIcbrD8Bvin8PtpdtnK9xSORQRGDyzGF5LyMp9cBcDhccsnqrRoJSJ4FDzS8SdKOJNcHcJWk3Ye8ayNJv0qtke5IS8SQvEfSjqnXftrL4DJ85l6wHuLbAXwAwB5wsFk4vUzyTgCvk/R8eLwmgNsmSxa8zoT5KEEyS/xckoq8xSORgRAHesYUSV9Mfg5DL3PgEuglAL6Yt25EmBn6BX8K+E6dFiKOlFBUaiXZ01JrpGuauCI1RtLiUAa/Di7NvkXSs3nv54h4wTccGpz0qDuP8Uikr0S5gDGG5PokT4T9gteAfZuPmSSTnN3wpyDHIgAguQHaL8SRfM4CcDIsTXItgA9I2gTuu/zCMHcsMoGdST4ZhgBfG35OHvc0K0jyKdpBaREsMr4XgMdSz2dxKwBIOhW2E1wR/jtK0um93L9IC5LzUz8f1PHayYPfo0hkIrEsPqaQPA32jj0Xbq5/esi71DNIHgZnR2YAOB/AwQA+K+mSoe7YCDDoUmtkfInHy3BIqzp0KjxExYfIZCGWxceXeXCT9/EAjkuJqI+sQwLJRQA+LOlCkrejJa90kKK9WFUGWmqNjDXRC344MOfnrMeRyFCIweWYMqYOCQsAXE3y3wGcOhm09EaQnUOZkwDWSpU8iZRPeyRSgdVh0fUY0AwW5fyc9TgSGQqxLB4ZKYLMyb8A2AceJFiViYuZkkhkcMQS7HAg+QLs200Aa8F9rgiPp0rqqTVoJNKEmLmMjBrPwyfWNWEP4zjIE4kMh5ixHAKSVh/2PkQiZcTgMjIykNwHwJcA/ACefF9RsiQSifSP6AUfiUQyiWXxyMhAcgkscxJ7LSORSCQSmaTE4DISiUQikUgk0jPGcaI4EolEIpFIJDIkYnAZiUQikUgkEukZMbiMRCKRSCQSifSMGFxGIpFIJBKJRHpGDC4jkUgkEolEIj0jBpeRSCQSiUQikZ7x/+y5m1aB5N5YAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -773,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -815,7 +813,7 @@ "dtype: float64" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -891,7 +889,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 17, @@ -962,7 +960,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -1001,7 +999,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -1033,7 +1031,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -1042,7 +1040,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1205,7 +1203,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 28, @@ -1289,7 +1287,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 31, @@ -1392,7 +1390,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 150, "metadata": {}, "outputs": [ { @@ -1428,35 +1426,35 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 143, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy --> -91.49056475359313%\n" + "Accuracy --> -99.58821706122039%\n" ] } ], "source": [ "from sklearn.ensemble import GradientBoostingRegressor\n", - "GBR = GradientBoostingRegressor(n_estimators=100, max_depth=4)\n", - "GBR.fit(train, y)\n", + "GBR = GradientBoostingRegressor(learning_rate =0.1 ,n_estimators=10000, max_depth=16)\n", + "GBR.fit(X, y)\n", "print(f\"Accuracy --> {GBR.score(X_test, y)*100}%\")" ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ - "predictions = ETR.predict(X_test)\n", + "predictions = GBR.predict(X_test)\n", "submission = pd.DataFrame()\n", "submission['Id'] = test.Id\n", - "submission['SalePrice'] = np.exp(predictins)\n", - "submission.to_csv('prediction_ETR.csv',index = False)" + "submission['SalePrice'] = np.exp(predictions)\n", + "submission.to_csv('prediction_GBR10000_16.csv',index = False)" ] }, { @@ -1468,20 +1466,20 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 119, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy --> -71.10600593561311%\n" + "Accuracy --> -85.2952891946336%\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", - "RFR = RandomForestRegressor(random_state=1, n_estimators=10, max_depth = 4)\n", + "RFR = RandomForestRegressor(random_state=1, n_estimators=10, max_depth = 16)\n", "RFR.fit(X, y)\n", "print(f\"Accuracy --> {RFR.score(X_test, y)*100}%\")" ] @@ -1495,23 +1493,30 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy --> -65.83911321545372%\n" + "Accuracy --> -87.56210695716639%\n" ] } ], "source": [ "from sklearn.ensemble import ExtraTreesRegressor\n", - "ETR = ExtraTreesRegressor(n_estimators=100, max_depth=4)\n", + "ETR = ExtraTreesRegressor(n_estimators=100, max_depth=16)\n", "ETR.fit(X,y )\n", "print(f\"Accuracy --> {ETR.score(X_test, y)*100}%\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 2a4c5cc3922ff1c058db30f6efba49a3786426d8 Mon Sep 17 00:00:00 2001 From: vladislavovich-d <48733961+vladislavovich-d@users.noreply.github.com> Date: Tue, 11 Jun 2019 13:18:33 +0300 Subject: [PATCH 5/5] Add files via upload --- Advanced Regrassion/NewAdvReg.ipynb | 522 ++++++++++++++++++++++++++++ 1 file changed, 522 insertions(+) create mode 100644 Advanced Regrassion/NewAdvReg.ipynb diff --git a/Advanced Regrassion/NewAdvReg.ipynb b/Advanced Regrassion/NewAdvReg.ipynb new file mode 100644 index 0000000..bb91aa8 --- /dev/null +++ b/Advanced Regrassion/NewAdvReg.ipynb @@ -0,0 +1,522 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "#Load datasets\n", + "train = pd.read_csv('./train.csv')\n", + "test = pd.read_csv('./test.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Log func normalizing\n", + "train['SalePrice'] = np.log1p(train['SalePrice'])\n", + "\n", + "#Check\n", + "plt.subplots(figsize=(12,9))\n", + "sns.distplot(train['SalePrice'], fit=stats.norm)\n", + "(mu, sigma) = stats.norm.fit(train['SalePrice'])\n", + "plt.legend(['Normal dis. ($/mu=$ {:.2f} and $/sigma=$ {:.2f} )'.format(mu, sigma)], loc = 'best')\n", + "plt.ylabel('Frequenc')\n", + "fig = plt.figure()\n", + "stats.probplot(train['SalePrice'], plot=plt)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['LotFrontage', 'Alley', 'MasVnrType', 'MasVnrArea', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2',\n", + " 'Electrical', 'FireplaceQu', 'GarageType', 'GarageYrBlt',\n", + " 'GarageFinish', 'GarageQual', 'GarageCond', 'PoolQC', 'Fence',\n", + " 'MiscFeature'],\n", + " dtype='object')" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.columns[train.isnull().any()]" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#How many \"NA\" in trainset?\n", + "isnull = train.isnull().sum()/len(train)*100\n", + "isnull = isnull[isnull > 0]\n", + "isnull.sort_values(inplace = True, ascending = False)\n", + "isnull = isnull.to_frame()\n", + "isnull.columns = ['count']\n", + "isnull.index.names = ['Name']\n", + "isnull['Name'] = isnull.index\n", + "plt.figure(figsize = (13, 5))\n", + "sns.set(style = 'whitegrid')\n", + "sns.barplot(x = 'Name', y = 'count', data = isnull)\n", + "plt.xticks(rotation=90)\n", + "plt.show" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#How many \"NA\" in testset?\n", + "isnull_t = test.isnull().sum()/len(test)*100\n", + "isnull_t = isnull_t[isnull_t > 0]\n", + "isnull_t.sort_values(inplace = True, ascending = False)\n", + "isnull_t = isnull_t.to_frame()\n", + "isnull_t.columns = ['count']\n", + "isnull_t.index.names = ['Name']\n", + "isnull_t['Name'] = isnull_t.index\n", + "plt.figure(figsize = (13, 5))\n", + "sns.set(style = 'whitegrid')\n", + "sns.barplot(x = 'Name', y = 'count', data = isnull_t)\n", + "plt.xticks(rotation=90)\n", + "plt.show" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [], + "source": [ + "#Cleansing missing values\n", + "train=train.drop(['PoolQC', 'MiscFeature','Alley', 'Fence','GarageYrBlt','Utilities'],axis=1)\n", + "test=test.drop(['PoolQC', 'MiscFeature','Alley', 'Fence','GarageYrBlt','Utilities'],axis=1)\n", + "\n", + "#Categorical values to 'na'\n", + "NA_train_list = ['FireplaceQu', 'GarageType','GarageCond','GarageQual','GarageFinish','BsmtFinType2',\n", + " 'BsmtExposure','BsmtQual','BsmtCond','BsmtFinType1','MasVnrType']\n", + "NA_test_list = ['FireplaceQu', 'GarageType','GarageCond','GarageQual','GarageFinish','BsmtFinType2',\n", + " 'BsmtExposure','BsmtQual','BsmtCond','BsmtFinType1','MasVnrType']\n", + "train[NA_train_list] = train[NA_train_list].fillna('na')\n", + "test[NA_test_list] = test[NA_test_list].fillna('na')\n", + "\n", + "#Electrical - fillna most frequent value\n", + "ind=train[train['Electrical'].isnull()==True].index\n", + "train.loc[ind,'Electrical'] = train['Electrical'].value_counts().keys()[0]\n", + "test.loc[ind,'Electrical'] = test['Electrical'].value_counts().keys()[0]\n", + "\n", + "#Numerical values to 0\n", + "train['LotFrontage'] = train['LotFrontage'].fillna(0)\n", + "test['LotFrontage'] = test['LotFrontage'].fillna(0)\n", + "ind_train=train[['MasVnrArea','MasVnrType','SalePrice']][train['MasVnrArea'].isnull()==True].index\n", + "ind_test=train[['MasVnrArea','MasVnrType']][test['MasVnrArea'].isnull()==True].index\n", + "train.loc[ind_train,'MasVnrArea'] = 0\n", + "test.loc[ind_test,'MasVnrArea'] = 0\n", + "for i in ['Functional', 'SaleType', 'Exterior2nd', 'Exterior1st', 'KitchenQual']:\n", + " test.loc[test[test[i].isnull()==True].index,i]=test[i].value_counts().keys()[0]\n", + "for i in ['BsmtFullBath','BsmtFinSF2','BsmtFinSF2','BsmtUnfSF','GarageCars','GarageArea','TotalBsmtSF','BsmtFinSF1','BsmtHalfBath']:\n", + " test.loc[test[test[i].isnull()==True].index,i]=0" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Preparing dates to matrix\n", + "train_corr = train.select_dtypes(include = [np.number])\n", + "train_corr.shape\n", + "del train_corr['Id'] #removed unnecessary metric\n", + "corr = train_corr.corr()\n", + "#Cut the matrix to values greater than 0.5 to build a simpler matrix\n", + "top_feature = corr.index[abs(corr['SalePrice']>0.5)]\n", + "plt.subplots(figsize=(12,8))\n", + "top_corr = train[top_feature].corr()\n", + "sns.heatmap(top_corr, annot = True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Viewing corr OverallQual to SalePrice\n", + "train.OverallQual.unique()\n", + "sns.barplot(train.OverallQual, train.SalePrice)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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0SYMHD85VaMiymZMq+fAAeoEcAvrOqebTvsYO/fzRt9TakVCJz9Liz0yXz2vJ63apLEQxHtlDm9B3knZKLe3pYnxFyJfrcIAM8hwABi7agOKQsx7yl112mb7//e+roaGhy/KGhgbdcsstmj9/fo4iAwAA6L7W9pjufHyddu1rk2kY+url0zSkzC+3y1R52CfDMHIdIoAeisQSOtDUoUgsKcfJdTQAAAAoJjnrIb948WLV1tbqoosu0owZMzR48GDt379fb731lqZPn67FixfnKjQAAIBuiSVsPfLiZr21eb8k6bOfGqeJoypkmYbKwz65TIrxQCGxU45a2mLqiDFEDQAAAPpHzgryHo9H9913n15++WW98cYbamxs1BlnnKFrrrlGF1xwAb3JAABAXrNTjl7+60794dX3JUmfmF6l82dUyzSksrBPbitnDyICOAWRWEItbXElU3SJB4BCEU/Y8rhdfbYeAGRDzgryh5122mm64IILch0GAABAj2zYdkC/+sMGSdLY6lJddfEEmaahspBXXm74gIJhpxy1tsfVEU2IUjwAFBaP26UFNy076XpP/WRhFqIBgO7JeUH+qquuUnV1tRYsWKB58+apspKJCQAAQH7bvb9N//XwGsUStirCPv39FTWyXKbCJR75ve5chwegm2KxpJrb40rYqVyHAgAAgAEi589Sv/baa/r617+utWvXau7cufriF7+oRx99VC0tLbkODQAA4Cjtkbh++j9/08HmqNyWqcVX1ihc4lHQ71bQ78l1eAC6IZVy1NwW08GW6AmL8Zs+aNAdj63V039+L4vRAQAAoJjlvIe8x+PR3LlzNXfuXLW1tWn58uV67LHHdMstt6i2tjbX4QEAAGTYdkp3L12vLTuaJElfnj9ZIytDCngthUsoxgOFIBZPqrntxL3iDzRF9PhL7+qtLekJmyPRpD4zZ3y2QgQAAEARy3lB/rBkMqk333xTf/7zn7Vp0yZNmTIl1yEBAABkOI6jJ/60TSvX7JIkXXbOKJ01sVJet0ulQS8T0gN5znHSY8W3RRNyjjNYfCxu64W/fKDlq3YoeahgP7a6VP/rM9OzGCkAAACKWc4L8m+88YaeeeYZLV++XMOHD9e8efN00003acSIEbkODcgrsYTNJIEAkEN/fadODz63UZI0fdwQzT93tNwuU+Uhr0yTYjyQz2IJW81tMSWSx+4V7ziOVm+s19KXt6qxNSZJKgt5deUFYzVzUqUGl/qzGS4AAACKWM4L8t/5znc0b948PfTQQxo3blyuw0EfWr2xXktXblV9Q4f8Xpci0WTmBmfEkKCumzdZknTX4+u0rzGS2W5ouV+Lr5yumZMqu+yjsiKgReenb4r6IqbKioCmjRmk9dsOakddi5K2I7fL1MhhoV4fpy/ZKUdt7XHFkraGlgdyHQ6y6Bs/XqHtdW2Zn08fFtQd35pzyvt7ePkmLXvlPUViSfm9lhaeN1pXXzzxmOt2N/d6kqM9OT7QHas31us3z7ytPfvbJX3YtsycVNnlfHMZkgxDdsrJnHuSMq97LFOhErcMw+xyHh8+v/c1dqh6aFDvvHdQqZSjqiElun7+ZLldhsrDXrlc2ZmSp6/bROTWqfw9j9xmUNirv27cp/ZIQqZpyGVItpMuLgd8bo2uCum9Pa3qiCZkGIZ8bpfGjCwbUOeO4zhq64irNZLuFb9h2wEtX7VDB5ojGlzq18Vnn6bSoFe/f3GLtu5KD0VluUxdfPZpmvuxUfJ66AyB/HPtd55RdbktlQAAIABJREFUS0cy83M4YOmhm+dl5dj/fuerWr+tIfPztDEV+uGN52bl2ABQTPry2r4v9tXbGsCxlkvSb555W7v3tclOOTJNQ9VDg/ryvCk9iq/zvh0npdb2hOLJVEHXFXJekP/jH/+Y6xDQD1ZvrNc9S2tlWYZMOdqxt1WOJJdpyDCknfWtuv2hvymZtBVLdO2ptK8xott/t1oLPzlGL/11pyzLUMhvqbElonuW1kqLak7pQ6pzTCG/pT37W/XOewfl91mKxpJyJEUdac/+tl4dpy9FYgm1tMXV2BbTnv1tOn/GSHphDhBHFuMlaXtdm77x4xWnVJR/ePkm/f7FLZIhWaYUjSfTP0tHNV5H5srxcq+76/X0+EB3rN5Yr589skatHQmZhuQo3bb8/Pdvafq4wXp17R7JkJyUo4QkyZFppM+9h1/YnG6TXIYMSdG4rWjcVlnQnTmP3501MtMGVZb7tH7rAcUTKXk9Li2+croCPkvlQZ/cVnaKdT3JN+S/U/l7HrnN9r3NWr81kXk9lXLU+YqqPZLoUjRzHEcdsaTe39M8YM6deMJWc1tc8aQtKV2Mf2T5Zrlchkq8LjW2RPSrZRsUjduZbc4cP0RXXjhOQ8roEY/8dGQxXpJaOpK69jvP9HtR/shivCSt39agf7/zVYryANADfXlt3xf76m0NoPO90+HlP//9W4rFk4rGbaUODRVo24521rXqZ4+s0T9dNaNb8XU+ZjyeUFNb+vrXZRoFXVfITpeuE0gkErr77ru1YMECnX322VqwYIHuuusuxePxXIeGXli6cqssy5DPY6m5/cO/Zcpx5DJNmaahjkjiqGL8YR2xpJa98l5mH4aR/r9lGVq6cmuvYzIMQx3RpGRIHZGkDBmyDscVTfbqOH3BtlNqbInqYFNUf/zrDv3HPW/ovx5+Sy+s2p6zmJBdRxbjT7b8ZJa98t6hYrgpwzBlmaZkHFp+hCNz5Xi51931enp8oDuWrtyqSCwp0zBkmuaHbUs0qVcOFeMt01TnYaJTTtdllmkq5Tg6/DVnS3sicx4fboPKgh5tr2tT/FB7NaTMr6FlfpUGvfJ6s9evoSf5hvx3Kn/PI7dpO6Ig19mRX90fekhEUvq6p9jPnfRY8TEdaI5kivGStHzVDrlchjyWqbZIQgeao5li/PDBJfqnqz6iry+qoRiPvHZkMf5ky/vSkcX4ky0HABxbX17b98W+elsDOFb9riOaVORQMf7wtaih9D1ZJJbsdnydj9nSni7Gp/fjFHRdIec95G+++Wa98847+sd//EdVVVVpz549+uUvf6m9e/fq+9//fq7Dwymqb+hQyJ8+vRLJVKb4cXgCrcO9GY/HOZSgwyq63hB53S7ta+jodUyH43IZUtxxZB26SzWN9PLeHKe3OqIJtbTH9O7OZj2yfLN21LdKkgI+SxNPL89JTCh8kVhS1hFfwbqM9PIjHZkr0rFzr7vr9fT4QHfUN3SkH3vsNJGqaUhJO6VUypHH6t7TRI5zqFDpKNNzw+t2KRJLauTQEh1siam5Lf3FclnQo0TSVijgVsDn7uu3dEI9yTfkv1P5ex65Tep4s5KeRMpxivrcSSTTveJjCfuo1w40R+QypLqDESUOTdhqGJLfa+nb1380a8NPAQCAga0vr+37Yl+9rQEcq36XtFOZGuCRvUXslNPt+DofM9Vpf4f3Xah1hZwX5F944QU9//zzKi9PFxqnTJmis846S5deeikF+QJWWRFQY0tEPo8lt2XKtm05+rB31uFvyI53K3n45iiWsOXzfHiaxhK2hlac2jjqnWOSJLdlKp5MyTSMTEEm5aSX9+Y4pyppp9TSHtf+xg49sXKbXqvdk3ltdk2VPvP/2DvzOLmqMu9/z617q+rW0lvS6aSzmoQsIDEJCZskEwwGZwJE48g6o4zMDI7zIjrgO+oYnY+MIqOMg+ML8r6fQXEmsjgGAkRJIJqETSAECEIC2fd0Oum9a73L+8ftul1rd1Vvle4+389HO3Xq1LnnFuep85zfPed5Lp/Jh+orh7RPkpGD7lOJJQzSNUrTdsqzybYVyG97xdYr9foSSTHU1QRobY9hWZlzi+pRsLEwbShGkxdpk1EqIlg8aRLUNaJxgxOnHUcxpKv4vR6mT6omHPQN/A31Qin2Jjn76ct/z+zPKEL0SZRXhBixY6cjmqC9M9G9WEvjdEuURMKkI9od5iekq+g+leoKXYrxEolEIpFIhoyB9O0Hoq3+agD59DvVo2DZpiOc22SI8h5FFN2/9GsqXboddvcacLjqCmX3PGtqajDNzB0spmlSU1NTph5JBoLVy2ZiGDaxhEFl0OuWK0JgWs7uxYCu4dPyD8FAV2KGVBu27fw1DNtNDNGfPjnJzlSwIaCr2NgYqX751X5dpy90xpKcaupk4x8O8q3/+4orxk+uC/O//3IRf/lncwmnfY+Skc/U8aGSyntj1dLpYINhWdi2hWFZYOMmt0wn21YK2V6x9Uq9vkRSDKuXzUT3qVi2jWVZ3XOLX2Xp/Hp3vKVr8orILDOsroeyXa8rgpo7jj+2aCKHG5wQUT5NIehXqQr5uPKiKUN5my6l2Jvk7Kcv/z2zPxMKFF54ZOvRNt27iAL60Ps5g41hWpxpjdHakSvGxxMmT23bxz//vz+4YrymKtRV+wnqGrYNK8pk1xJJX6goYPuFygeS82fkX6MXKpdIJBJJfgbStx+ItvqrAeTT7wJ+Fd3rcSNk2LbzV+nagFts/9KvWRF0Tik77YhhrSuU5RHCjh073H9/+tOf5m//9m/57Gc/y/jx4zl58iS/+MUv+PM///NydE0yQCyaWwer57Fuy15ONUWYMiFMNGbQ3B4HYNK4EJ9beS4AD/z6bU41R93PjqvW+btPf4RFc+s4Z3K128a4fmadzu5TfW2YKy8ewzv7znD4ZBuGaaN5FOprQ/26TikkDWdX/O5DTTyycTeHTnaFp/GpXLN0OksXTJJJXEcpP/nq8pzErlPHh/qU0BW6E5ys37afaNzoMRt5tq0Usr1i65V6fYmkGBbNreP26xfy8w3vcryxE0H33LJobh31tbvd8aZ2BS00LRu/V3UdttT7fq+HcFBDEQrVFTp/dulU/nP9u9hdO+4Dfo0pEyq56qPTWThnXNnut1h7k5z99OW/Z/Znpk6oZEyFj9d3naIzmkRRBB7h7BJyNh5oTK8Ps/94O5FY0onnqXn4UH3liBo7qVB/ZlZaItu22b6rgXW/3+v6n1VhHxeeW8eB4200tcUYU+lnxUVT+PCMsT1eQ1UUPB7pj0nODtbetTInsWtFQB30hK4A3/vikpzErufPqJEJXSUSiaREBtK3H4i2BkIDyNbvbrnGEdx/vuFdjp3qcMKNKoJJ40LcvPK8ovuXfs2kYVNb7aG9M0nCsNC9w1dXELbdxwCU/eCyyy4rqt6LL744yD0pzNGjR1m+fDmbN29m0qRJZeuHZGRi2zadsSQnGjt5YuteXnzruLub7ZLzJ/CpZTOpyNoR79U8wy7JmLQjiaR/SBsaegzT4uv/50V2H2rGqyl89S8W8aEJFdRU6mjZiRAkwwJpRyMTsyvUXyRPzNDDJ9t5/PkP2Hu0BXAerK24aApXXjwNn9dT9DU0j0IwoBHwOQnKRivShiSS/jPa7OjqO9b3+P7T967qtU6x9UppSzK8GW12JBnZlGWHfDmFdomk3CQNk+b2OL9/4whPbNlHZ9fx6UnjQly/YjYzJ1Vl1FcEhHSNoC5D1kgkEslgc///vM3uQ80AfG7luUwdH6aqwi/FeInkLCIaT9LWkcDIik/THkmwfus+Xnq7e6PDglm1fPpj5zC2hE0NmkchFNDQR7kQL5FIJBKJRCIZHM7KqPevvPIKTzzxBP/6r/9a7q5ICrB9V4MbJgBgYm2IS+dN4J19Z2hoilBXxBGZfG2kQg2k3l+3Za/b3vkzxrjtC2xa2uMkjO6szYoi8GsKtTUBBIJI3CDgc+LDt7YnSJoWtmUhFAXNozB5fNiNWZW6Tqp+NG4WdQ+lYNs2HZEE7x44wy83vs+B420A+H0erlkygz9ZOBGP0i34CAFBn0YooMlEYyOI7HHd0xh7ZNPuokK8DHQ9oOjjyJ+/61kaW+Lu69oqHw+t+US/710i6Yn0saT7PJxujtIZ694lG/ApxA0b0yx8CNCrCibUhojFDZranDFcV6Nz9JQzJ/l9Hl555wT1Y0NMGNu33A2F+izHv6RYUuNm/7EWIjHD9XmEAK+qoKoKsbiJmSZMB/0q0YRTV1EEYyv9+H2q69ucP2MML+08nuN/ASWN0XKMadOyae9MEIklM+Lkm6bF1jeP8cwL+90d8/Vjg1x7xSzmTCs+trVX9RAKqOg+bYB7LpEMLKvuXJ+RL0ERsP6HQ7P799qvP0000R0jSvcqPH731UNybYlEIhmu5PObgIKaV198q2J8s8Hw33pqsxgNotg+3bt2O1t2HMspD/pV7vyLRcNubXXWCPL79+/nySef5KmnnqKlpYWVKwc/Bp6kb2zf1cB9j+6gPZJ0kzMcOtHG4ZNtVFf4qQp5aW6L8uC6nbB6Xl6jyNfGkYZ2fvzYm3zpugUAPLhuJ6oqCOsqxxvbeW//GarCPizLork9kdOmZdlE4iaHT7ajCEFFUONISxTbtrFtEApYFghhogjB8cYO7nt0B0IIgrqTrflIgxPDvbbK3+s9lEI8aXKisZP/+f0HbNtxzF1EXnTeeFZfPpPKkM+tKwToXpVQwCt3ZI4wtu9qyBjXPY2xRzbt5rHnPgABqgKxhOG8howJbKDrQa4YD/DOvia+cf8LGaJ8thgP0NgS5/N3PZsjypdy7xJJT6SPJQWbQyfac+pE4laeT2aSMLo/qygQ1jVXjNc8ggk1OoqA/1z/DkC/xqkc/5K+kBo3kXiSzmhmWBbbhnjSIp7MHevpD6dM06ahKYoinBw9xxvb+ePe0wgBHkW4/tcP176B5hGEAlpRY7QcYzoeN2jtdDZYpLPrYBOPP/8BJ0479hvwqVy1ZHrORodCCJywgCFdw+87a5ZGEklBssV4AMt2ygdblM8W4wGiCYtrv/60FOUlEomkAPn8ph8/9ia2bbu+1/HGji7Ny0tVyFeyb1WMbzYY/ltPbe450tyrBlFsnwqJ8eD4vt/7+Wt84+YLh9XaqqxqX2trK2vXruUzn/kMK1eu5LXXXqO1tZWnnnqK7373u+XsmqQH1m3ZSzRuoAiBoijOYkc4jmAkZjhJw7wqqipYt2Vv0W0oiiASM1i3ZS/rtuxFVZ12hHDKEU77rR3JHvuX2hHW2uEkOLNsQEB6toTUtaJxg0jMwO9Vae1IoCgCRQhaOxO93kMxWJZNS1uMp17YxzceeJGtXWJ8/dggd9y4kL+6+jxXjBeAX1MZU6lTLcMjjEiyx3VPY2z9tv1dE5eCEApql52t37Z/UOsBOWJ8ofJsMb6n8lLuXSLpifSx1NqZ+3C2L3hVD+2R7rlFUxVqKnUMwwJBv8epHP+SvpAaNx2R3BjpxZAeacWyobUz4eyy73qd4X9Fk10Jjosbo0M5pi3LprUjzpm2WIYY39gS5YFf7+S+R9/kxGknsfOS+RP5zq2X8LFFk3sV412/q8LP2CpdivGSYUO2GN9b+UCSLcb3Vi6RSCSS/H5TSo/Kp3n1xbcqxjcbDP+tpzaL0SCK7dO2t4732I+kYQ27tVXZPM/bbruNrVu3MmXKFK666ip+9KMfMWnSJC677DKCwWC5uiUpgoamiJMdOW2llxK7k0a3M+bTPJxqihTdhiKcZHqnmiLYQFjvHp5Jw8IjnL+WbSOAnnxORUDSttG62k8X4227633DAmxSeY2ThoVHcdpN3UdP99Ab8bjBO/vO8F/P7mL/sVanPa+Hqy+bzuUXTMoIQ+NVPYQDcmfWSKehKZIxrqHwGIvGDbKfyXiEUz6Y9QaLUu5dIumJ9LGUPuf0FVURGKblChkCqAz5iSdMEoY1IONUjn9JX0iNG8seGJWtkL2kTiqaWWpeb37cUIzpWMKgrSNzV3w8YfLsHw7y3KuHMbrKZ06q4torZjFlfLjXNoVwhPiAruL3Sr9LIpFIJBLJ4JLPbzJMK2PzRLrmlaIU36oY32ww/Lee2ixGgyi2T1YRT52H29qqbF7o1q1b0XWdlStXsnLlSpkheRhRVxOgtT3WFf7FKRNdO9DTd3XHkybjagJFt2HZoHoU9zPNbVF3oaSpCgnDwqsqWJbd6+LUskERoltg6bqGbTv/trr6alkWjvzivDZMC9Luo6d7KIRp2TSc7uTR599ny46j7sOARXPr+POPnUNVuDs8TSppWMAvY5WOBupqAhnjGgqPMd2nEksYqGmTtGk75YNZb7Ao5d4lkp5IH0vO77bZr/Y8HpER9mNslY5hmsQSTrsDMU7l+Jf0hdS4cfyZ/ovyKd8m22Ys2/GEPEpm8tLe/LjBHNOpvDvt0aTrR9m2zevvOTFGW9qdk1jVYR+rL3fijPaWfDUVEjCoa3g1z4D0UyKRSCQSiaQ38vlNqkchfZupo3mZeIvU1Iq5RvbnB8N/66nNjmiyVw2i2D4piuhVlB9ua6uyxcR46aWX+Id/+Ae2bt3KlVdeyfXXX8/atWsxDKNXh1pSXlYvm4nuc3ZsWZaFaTkitiIg4FexbZtYwsAwbDdRRTFtWJZNwK+yetlMVi+biWE47di2U47ttF8Z6lm8FsJ5elYZ0rAsG6VrO33G0e2ua+k+lYDfESorQ15X7K8Menu9h3xEYgme3raPr/7kBX7/hiPGjx8T4Cs3LOCvV33YFeM9ClSGvNRW61KMH0Vkj+uextiqpdPBBsOysG0Lo8vOVi2dPqj1wEngmo/s8toqX956+cpLuXeJpCfSx1Jl0NuvtvxejyvGKwJqKvyYXbvlB3KcyvEv6QupcRMK9O3BaUaoPgGVQS8Bv4roep3hf+ma++C2WD9usMZ0ImlyuiVGW6RbjD98so17177BQ0+/S0t7HE1V+LNLp/HPf3MJi88d3+PaQQgnrnxtlRMSUIrxkuGOUmC4FyofSHRvfvmgULlEIpFI8vtNKT0qn+bVF9+qGN9sMPy3ntosRoMotk9L59f32A9NVYbd2qpsM2c4HOa6667j0UcfZcOGDVx00UX853/+Jy0tLfzTP/0Tr7zySrm6JumFRXPruP36hUyqC4EQCCGYOqGC61fMpr42REfUoLpC59YeEkPka2NyXZgvXbeARXPrWDS3jltXz6O6QqcjalBfG+a6j8+ivjaEV1Opq9HxaUqGyK4ogoDPw5TxYSbXhfFqKpPrwkweH6Yy5EP3aQR8HgJ+jXDAS31tiNuvX8iXrltAdYWObcPkujCT6kLYiF7vIR3TtNi5p5F/euAV/vPpd2nrTODTPKy+fCbf/PxFzJ7qCJmKgIqARm11kJDulQ+fRhnZ47qnMXbDijlc9/FZ+L0qhgV+r8p1H5+Vk4B1oOsBfO+LS3LE9/Nn1GQkdAV4aM0ncsT32ipfTkLXUu9dIumJ9LFkI5g6IUzQnylYBnwKHk/Pv68Bn+LughfCeUg6qS7IJy6dVvRc1pc+y/EvKZbUuJk6oZKgrmX4PEKAT1MI6lrOzvagX0VRnDoej6CuRmfy+DA2gvraMDdcOZvJ48MZ/tedN13A7dcvLHqMDsaYtm2b9kiC061REoZjm+2RBP/9213c/fPX2XvUCf+3YFYt3/7ri7lm6Qx83sLiuhAQ9GuuEK+pUoiXjAzW/3BVjviuCAY9oSvA43dfnSO+615FJnSVSCSSHsjnN33pugUZvld9bahL8wr3ybcqxjcbDP+tpzaL0SCK7dMdNy1i2cKJefsQ9KvDLqErgLDtAQpMOUC88sorPPnkkzz33HPs2LGjbP04evQoy5cvZ/PmzTKcjqRHzrRG+O9n3+d3rx9xj5RfMGccf/6xc6iu8AOp3VkaoYDWdTRpdCDtSCLpH9KGBocDx1v56n+8QDxhMnNSFf9w4wLGVQfwyXjSIxJpR2c/ScOitSNOPOkI8aZpsWXHUZ558YAbZ7R+bJBrr5jFnGn5T3GlSPlcQV2VIvwAIW1IIuk/o82Orr5jfY/vP33vql7rFFuvlLYkw5vRZkeSkc1Zt/JcvHgxF154Id/+9reL/sw999zDxo0bOXbsGE8//TSzZs0C4MCBA3zta1+jpaWFqqoq7rnnHqZNmzZIPR+5bN/lxOtsaIpQVxNg9bKZOU+eHtm0m19t3pORgCIVVz6FRxFuwjAhYFy1zhdWfwTAbT/gU7GxicZNbNuipS1O0uz7MyNNVRBYJNLyVlaFvNx+/UL3HtLvT/d5EAgicSPjXh/ZtJv12/YTjRvoPpVP/sl0Pn35OWx69RC/3Pg+bZ0JwIl/df2K2cztWiwKnKeAoYCMVypxKMaeUqy6cz1WVsiBfLufPn/XszS2xN3XhXapF1sP8jvR+ZzYUtq8ac0G2iLdxlgRUFl718q8dSWSe9duZ8uOYwPapqJAWNfoiBqYlo1HEZwzuZL/9+Qf2XWwCdOyqa8N8tF59byz70yP80IhiplTJBIofj7YvquBB379NqeaowN6fUUReBTBxNoQn1t5Lovm1rF9VwMPb3iPY40dANTXBrl55XkF+/XzDe9yvLETIKOdUuiIJmjvTLjz3XsHzvCrzXs4cdppN+BTuXrJdJYunIhHKbypQekS4gO6lpHTSCIZLErx6QaaYv20wUD6cxKJRNI7fZ0jsrWnVUunc87k6rzri3g8mRHiD2DahIq8/lg+v+3SeRPcNU96H1N9P3KynaRpoXoEU8ZX5Ly//1gLkZjh5mpMaXzZdaJx0wknrQj8msKMydUZ30fK/zxyqh2zD/rfcJ2Hyu6t/uhHP2Lnzp0AvPjiiyxevJjFixfzxhtvFN3G8uXLWbt2LRMnZh5f+Pa3v82NN97Ixo0bufHGG/nWt741oH0fDWzf1cCD63bS3BYlrKs0t0V5cN1Otu9qcOs8smk3j2x8P0OMh0wxHnDF+NR7DU1R7vnF69z36I6upGVwpKGdow0ddHTGaGyO9UuMB2fHVboYD9DSkeCeX7zO9l0NGfenYHO0oYMjDe0oAvde7127ncee+8BJRtF1BHzTHw5x692b+em6d2jrTODVFD75JzNYc8tFrhjvVT2MqfBTUynjlUocirGnFNliPDiJ91bdmbkAyxbEARpb4nz+rmf7VA8K72jJLi+lzezFG0BbxOCmNRvyXksyuhkMMR7AsqAzZmQ8HH7zg0beO3CmK6m3zZGT7Tyy8X2ON7YXnBfy2SxQ1JxS6LOS0UWx88H2XQ388L+3D7gYD04+HcO0ONLQzo8fe5NHNu3mx4+9yZGGdmzbBtsZw/c9uiNvv+57dAdHGzrAtrFt222n2DGeNCxOt0Zp7XDE+MaWKA/8+m1+/NhbnDjdiRCwZP5EvnPrJVy+aHJBMV4RENI1aqsDVIZ9UoyXDAml+HQDTbF+2mAg/TmJRCLpnb7OEY9s2p2hPcUSBo9uep8f/vf2nPVFa3uU1s5kju528ERbjj+Wz287dKKNRze9z/HGjow+PrJpNw+u28nxxg7aIwliCYPOaJLjje0Z7x860Upn1HCvn9L4frj2jZw6qWSslmUTiZscON7ifh/bdzXw48fe5PDJtj6J8TB856Gy75D/9a9/za233grAf/zHf/Cd73yHUCjED37wA5YsWdLLpx0WLVqUU3bmzBnee+89fvaznwFw1VVXcdddd9HU1ERNTeZR17a2Ntra2jLKTp482ZfbGXGs27IXVRVuxmO/VyWGwbote92nWeu37aevsnksYWLbNmOrdI41dqIoAmyIxK3eP9wPYgmTdVv2Arj3d6y1A0UIENDakWBibZAYBtveOo4QjsAeDmhEYgaNLTG3rQWzavnM8lnUVDrhaTSPQiigjbpkrdKOeqcYe0pRKIF4dnm2IF6ovNh6pVBKm9mLt97KRyPShrrZ9tbxQWlXUxX34bGmKtRU+Glpj5MwLLxdoS2SphMyIxJzxma+eSGfzUKmjReaUwp9VjIwDBc7KnY+WLdlL5H44P1O2jYoHkEkZrB+234Mw0JRhDN2ASybaDx/v6JxA0UIx3cDLNsmEitujHfGkrR1xLFsZ7H57CuHeP61w86DMeCcyVVce8UsJteFC7ahdMWID+oanlEUDnCwGS42VG5K8elGEtKfKw5pRxJJ/xnOdtTXOWL9tv0gQO3ahKAKiJsmkbjBBG8wY30RTxbWzLL9sXx+m2mZWLZTtzrsc/u4ftt+qsNeWjsN1ye0LMfHG1Opuu93NOf/3Y9Ek0XUMagK+VxNLhIz+qwpphiO81DZBfloNEogEKClpYWDBw9y1VVXIYTgzjvv7Fe7J06coK6uDo/HWWB7PB7GjRvHiRMncgT5hx9+mJ/85Cf9ut5IpaEpQljPHCY+zcOppoj7OtrHhaIAbLp3zicNC49Cvw2xWE41RbDBvb+kYaEIgRC4go1P82BZNpVBFdXjobElmvEE8rZr53Pe9DEAeBQIBbwE/dqoTNYq7ah3irEnSf8wTAvbtodl3GBpQ91YhZ5I9QPVIzJOco2r1mlpj7uJXbNJ1c03LxSy2XQbLzSnSHsfXIaLHRU7HzQ0RXJ2Pg00inB+O5OmhcCxlRRCOH5avn6Zlt0t3Ke109MYN02Lts4EkbiBbdu89l4DT2zZS0u78yC3Ouzj0x87hwvmjCvoS3kUR4gP6N6chLaS/jNcbKjcSJ9O0hPSjiSS/jOc7aivc0Q07uyMzyblC6avL3oi2x/L57elt5nex2jcYHyN7upzgLueSX/fyuOgpjS+9DqpsnQsu/v7sEmt4Xu+p5FI2QX5KVOmsHHjRg4ePMill16KEIKWlhY0beh2F3/uc5/jU5/6VEbZyZMnuemmm4asD2crdTUBmtui7pM9gHjSZFxNwH2t+1Q6o8mS207ZW2oxpalyFrQUAAAgAElEQVRKV8iAfnW5aFL3kLo/TVUwDBu7qy8ASdOiKuylM2qQNLofPAjh/ICcN31M9w6twOheGEo76p1i7EnSNxJJk85oktbOODVhP1po+Any0oa6URQxoKK8IxR2tzem0kc8YdLZtQs+n1Obmgey54WebDbdxvPNKdLeB5/hYkfFzgd1NQEamwdXlLdsUD0KqqpgGBaWbZNyZ2zb8dPy9au1PYZlddtPqp1CYzwaT9LakcC0bA6fbOOx5z9g39FWwLGRFRdN5cqLpxYM8yeF+KFhuNhQuZE+naQnpB1JJP1nONtRX+cI3ac64Wqy3JyUr5W+vuiJbH8sn9+WyvmYHuovnjTRfSrxpOnqc0pavfT3FSFyRHkbR5TvqQ44a7P076O1PY5lm6NOlC/7+c41a9bw05/+lM2bN3PbbbcBsGXLFi6++OJ+tTthwgQaGhowu46em6bJqVOnmDBhQk7diooKJk2alPG/8ePH9+v6I4XVy2ZiGDaxhLOTKZYwMAyb1ctmunVWLZ1OX5dFfq/H/dGpDHmxLBvLtgn4Bndo+r0eVi+bmXF/lUEvlm07O+JDXmzLIhI1aO1IuE8NBc4PlwD+9NJpBP0aY6sCVIR8o35xKO2od4qxpxSFhlN2eW2VL2+97PJi65VCKW1WBPI//y1UXizReJLG5ggvvnWMf3/sTW7/t62sefDlfrVZLqQNdbN0fv2Atpfu21WFvNi2oLUj7tqTAEzLwrIcp1MAAb+aMy/0ZLNAj3NKb5+VDAzDxY6KnQ9WL5tJwDd4+2eEcE6kBPxO0rCAX8WybNceLNtG96l5+6X71K4xbnXVd9rJrmtaNs1tMZra4jS3x/mv3+7i7p+/7orxC2bX8u2/vpirl0zPK8ariqAy5GVcdZBwUPpbg81wsaFyU4pPN5IYLH9upCHtSCLpP8PZjvo6R6xaOh1sMCwL27YwutYmgZRmlra+8GmF/aFsfyyf34btaAsBv5rRx1VLp2MYtusTGpaFjfM6/f1Qgd/9gK4VUUd1v4/Vy2YS8Kt91hRTDMd5qOyC/MKFC3niiSd4/PHHmT59OgCf/OQn+fd///d+tTtmzBjmzp3LM888A8AzzzzD3Llzc8LVSHpm0dw6bl09j+oKnY6oQXWFzq2r52XEvbphxRxuuHJ2ThKt7B2H6QsoIaCuRucfP7uY269fSHWFjm3D5Lowk+pChIN+aqv9aJ7+maWmKniz7LIq5OUfP7uYRXPrMu7PRjCpLsS0CWEUIThyqpPTrTFs2/kB9KoKCKgM+rhhxWz+4hNzqZLJwyQlUIw9pVj/w1U54rsinPJ0Hlrzibzi+0NrPtGnegBP37sqpyxfeSltrr1rZc4k2dds6JZl0xlLsv9YK48/v4ev3/8SP3r0TXbsPoVl2TKW8AjgjpsWsWzhxN4rFoGiCHe3RUjXqKnw0R5JgBBMHh/mxitnM2V8hRMeo6vshitnU18bdueFyXVhbJsebRbIO6cU+1nJ6KLY+WDR3Dru/ItFjKvWB7wPiiJQPQqT68J86boF3LBiDl+6bgGT68KuPUyqC3H79Qvz9uv26xcyqS4EQiCEcNtJrxuNJzndHKE9kmDz64f59v99hZfePo4N1NcG+fL1C7j1U/MYW5V7fykhvrY6QEj3ujFPJZKzgVJ8uoGmWD9tMBhIf04ikUhGKn2dI25YMYfrPj4Lv1fFsJzY89evmM2df7EoZ31RFdapDGo5utu0CRU5/lg+v23qhAquXzGb+tpQRh9vWDGHW1fPo742RDjgxe9VCeoa9bXhjPenTqgkqGsZO+7ranTuvOmCnDopH05RBAGfhw/VV7nfx6K5dXzpugVMGV+Bp4/633Cdh4Rtl/9QwKlTp/jggw+IRDLjKa1YsaKoz//Lv/wLmzZt4vTp01RXV1NVVcWGDRvYt28fX/va12hra6OiooJ77rnHFf174+jRoyxfvpzNmzczadKkku9JMjw5eqqd+//nbd7ZdwZwjvpceXH3EWpfV2JX3yDuVhtJSDuSDCSmadEZTfDH/U38/o2jvLG7ISPm3fSJlSxdMJHliyZTFfaXsacDh7ShvmNZNt//xeu88s4JFEXw5evnc+mH6+Xv9yhE2tHQY1o27Z0JIrEk7x44w+PPf8DJM46fH/CrXL1kOksXTMSj5D5A1TwKQV0lMEpz8pyNSBuSSPrPaLOjq+9Y3+P7T9+7qtc6xdYrpS3J8Ga02ZFkZFP2VenPfvYzfvSjHzFlyhR8vu6dlkKIogX5b37zm3zzm9/MKZ8xYwa/+tWvBqyvEti+q4F1W/bS0BQh4FOxsZ2keHED0+qOZWWauc95pk2o4NJ5E3h55wkOnWwbtPhQTswqhUg8M+t0ZVDjyzdcAODeQ11NgNXLZvLhGWN4ZONunnphvxtn+PwZY7j2ilnUVgfQPArhoIbuG7rcBpKRSboNpcZfoSflN63ZkJEtvNCT33wOaD6Hs9h6pdT9xv0v8M6+Jvf1+TNq+N4Xl+Rt896129n21nEsy0ZRBEvn13PHTYvy1k0naVicaY2yZccRtu04xpFTHe57fq+HC88bz9IFE5k0LgxQMP6w5Oxm+64GHt7wHocbuueH/swTqbiI4JwuWfvs+9z36FuYlk1lSOPL11/g2l4pdimRDBSPbNrN+m37icYNdJ8TMuaGFXMK1hmIvAr5Emul0FSF+togN688D8j1lYq1iXjcoLUzwfHTHfzP7/bw9p7TzrUFLJk/kWuWziCk5/pTmkchGNAI+FQpxEuGBdd+/Wmiie71hu5VePzuq4fk2qX4dAPN5+96lsaWuPs6/XSkYVq89t5JVEVw4Xm5oWIlEolE0k2+NQgU9sHuXbudrW8ey1gj+b0eVl/ufC7dr1w8dxwHTrRxvLETgJoKH36fSjRuZrSb3gfRpe8lTTuvb5ryS9NzSCqKwKsqJAwTK1OCy8Hn9VAZ9IIQbh+27jjClh3H+vU9BnwKX/3LC4fd+q3sgvyDDz7IY489xty5c8vdFUkvbN/VwIPrdqKqAkXAkYZ2d3FYzBLx4Ik2Dp1oG/ScrTbkiPEArZ1JvvvQHwgFvIQCGmFdpbk1woPr3iYSN2nrTAAwptLPdVfMYt45tXgUCAW8BOUuLckAkG5DYV2luS3Kg+t2Qp7ja9liPEBbxOCmNRsyRPlCu0GuvmN9xsKs2Hql1M0W4wHe2dfEN+5/IUeUv3ft9oyJ1rJs93UhUT6eNNl9sInnXj3Eq++eJJYw3fcmjwuxZMFELjx3PP6uHc8C51SLjC88/Ni+q4EfP/YmLe3xAZsjUo6qEM7velNbDLNrzmrtSPL9h1/ja5+7EKBou5RIBopHNu3msec+AAGqArGE4bwGd+GTXmegkhz31ErSsDja0MEP/ut1fF6VoK6WZBOWZdMeSXCmNcpvXznE868dcjc5nDO5iuuumMWkunDO57yqh1BAxe+VQrxk+JAtxgNEExbXfv3pQRflS/HpBppsMR7gTFuC//Wvz7Ns0RR++/JBTjVHEQIe/vaVVI+QE4sSiUQy0OTTBu57dAdCiLw+WCHhOpYw+eXG9wHweASqApFYki07jiGEEwLQtG0amqIoAsZV6267exZP5nevH0FVBcmkQXO7o4l58vimKb/UzPJJLcvOWKf3RDxhcioRpSrkpbktyj2/eL3oz/ZEJG7x3Yf+wD99/uJhtX4ruyAfDoeLDiMjKS/rtuxFVQV+r8qxxk4URWBZvWd4Tqfc8ZEMC6Jxg7FVOrZt0x5xdnEBqB7Bioum8olLpuHzegj6NUIBrxT3JANGug2BExMuhsG6LXtzJo5sMb638nKQLcb3VL7treNAZm4J23bK77gps25rR4ytO46xefsR9h9rdcs1VeGCOXX8ycKJTJtQ4Qo3HgV0r4bP58nIZC8ZPqzbspdIzOh5+24fqa3SM5Jzp4gnLdZt2QtQtF1KJAPF+m37u8R4J2SLKpwEXuu37XcF+fQ6ptn/xUoxKEIQTZiYlvMgC4qziVjCoLU9zks7j7Nuyz5aOxzBrrrCx6cvP4cL5ozLEdtTQrw8fSgZjmSL8b2VjxTSxXjVIwj4NEzL4lBDJw9v2OW+d8mHJxAOeMvRRYlEIhkW5NMGGpujgMjrg727/0yvbapuKEDHb7RtUBQFw3BeWza0diaYWBsihsH6bfupDjtx4o83docQt2zwepQM3zTllw4EbZ1JxlbpAyLGpzAsht36rezKxde+9jW+9a1vccsttzBmzJiM97JfS8pLQ1OEsO4MmaRh4VHKL7D3BdOyaI8kONUcdXdQaqrCNz9/EePHBNC9KqGAVyZrlQw46TaUwqd5ONUUKfCJkUOh3Z2pcsuy2Xe8hWdfPshLbx+nM9b94KGuJsDSBRO5+PwJBP2OcCME+DUV3e/Bp6ky2d8wp6EpgmFaAxLKLD1UzdhKP50xo6Czd6opgg2j1i4l5SMaN8h2MzzCKe+pzmCTsh/DzBQVC9mEbdt0RBL8cf8ZHn3uA/chqqYqrLioOweP2z4pIV5zTzdJJJLhhepR0H0ekoZFWyThlmuqwkXnjWf54inMmlyF6pFrKYlEIilEPm3AtGyy03ymfLBSTktmr6lsu3vfU2qTkk/zEI0bjK/RAbBs262T+ny6b5rySwdCQrcGKX71cFu/ld0TVlWVl156ifXr17s7Z2zbRgjBrl27evm0ZCipqwnQ3BbF71XRVAXDtAZjM+OgoqoKtuUc1wHwKIJQQKN+bIgpdWHCQS8+GX9aMkik21CKeNJkXE2gjL0aGlInatJRPQqhgMrzrx1i06uH2XWwe2e9RxEsmF3LkvkTmTWlGiEEAtBUD7rfg+5V8ciF3oihriZAa3scyzb7FzeebgeyMuQlYVgZMQ6zSdneaLVLSfnQfSqxhIGa9izRtJ3ynuoMNrbtiPLZQlo+m0gkTY40tPOr3+3h5bePu/7gwtnjWH35TMZW6W5dgZPfI6xrMrGyRDJMMS2bkK4RT5q0R3Ln1u9/8aNUV+gE/B558kUikUh6IZ824ERnyHT8Uj5YY0u0aFE+fYNS9uvUxtN40kT3qcSTJn6viiKEK5SnDjWm+6Ypv3QgUAYpROFwW7+VXc341re+xRe+8AVefvll3njjDd544w127NjBG2+8Ue6uSbJYvWwmhmETSxhUhrzuj0EpplSuPawCJ1mYYVhuzKtwQKO22s/YSj/XXjGLsVW6FOMlg0q6Ddm289cwbDd5SzoVgfyCRaHycnD+jJqiy5fOrwccR8CreagM+fBpCpGowX2PveWK8TUVflYtncHdf/9R/nrV+cyeWuMkVdY1xlbp1FbrhHSvFONHGKuXzSTgV/v9hDf18aBfxaMobm6QfPg0hdXLZpZklxLJQLFq6XSwnTA1tm1hWBbYXeV56gwVlm2jez0E/GpBm7Btm+a2KI8+9z5fv/8lXuoS4+trg3zlhgX87afOd8V4gXOaaUyF3/GzpBgvGSHo3vx+SKHy4UwklmTd7/fwN999jo5oMiMEnAACfpVZUyqZMqGC2mqdoO6VJxclEomkF/KtQXSfWtAHS62neyLlV6YQAizLcgV2RUBl0Ou2u2rp9DSNr/tBqtIVSjHdN035pQNBRVAjljDwewdOf1MVht36rexecTwe58Ybb0RRRp7zMtJYNLcOVs9j3Za9nGqKMLkujN2VhTkWN5zjNV11TTPXUqdNqODSeRN4eecJDp1sG5DQBPkQgO5T3MSuqsfZzZ/sOn49uS6E6lGwbZuJ48KsuHAKC+cMnzhTkuFLtg2Ny8qans7au1bmJHatCKgZCV0Bnr53Vd7kXtlJvYqtV0rd731xSU5i1/Nn1OQkdAUncaumKrz+XgORuEFLe3cMUgF8eMZYli6cyHkfGoOiOImj/V4V3afi83pkor8RzqK5dXzpugU8vOE9Djd0zw99mSe8mkLAr9HYEi1YpzKk8eXrL+i2vSLtUiIZKNLjxEfjzgJs1dLpbnm+OgOR2LWnk42aqlBfG+TmlecB5LWJpGHy0tvHWbtxNyfPOMeCA36Va5ZMZ8mCiXi6/HmB8xse0FWZ20MyInn87qtzErvqXmXQE7pCaT5dfzjVFOHJrft4/vXDGeG0NI/AsiEU0Aj4NHSf4N7blw3otSUSiWSkk08buOWa84H8PlhqbbL1zWMZayS/18Pqyx0hOuUzBvwai+eO48CJNo43duIRgtoqH36fSixuUl2hu+2eM7madVv2kjRs6mo8tLTHSZo2ujfTN033S9NPICuKwKsqJAyT3vaQ+LweKoNehBBUV+jccs35BZPVlkLAp/DVv7xw2K3fhJ0doGiIeeCBB/B6vdxyyy3l7EYOR48eZfny5WzevJlJkyaVuzuSPrB9VwMPPrHTXTBWh338+fJzWDRnHOGAl4AuE7YONtKOJABNbVF++8pBnn/1MKdbY255RdDLZR+p56MfqWdMpY4Q4FOduPB+r4wLD9KGiuGdfadZ89OXMS2b+bNq+cZnF6Pr8qi8pBtpRwPDvqPN/OyZ93h7z2nA2XW1ZP5Erlk6g5Celt/DqxLUNXnqcAQhbWh0sftgE7/+/R5effekK/p4NYVLzp/A8kVTmFJXQUB3fDW5YaJ4Rpsd5XtolE6hB0t9qVdKW5LhzWizI8nIpuxbVp544gmOHTvGT3/6U2pqMsMcbNy4sUy9kgxnTjVF+H/r3+EPfzwJOE/sli+ezFWXfYiasE4ooMkkQxLJIGPbNm/vPc1vXjrAa++edENFAcyeWs3SBROZf04tqkdBUz34fR50nyptU1ISDU0Rvv/w65iWzcTaEF+5foEU4yWSAaatM8EvN+5m4x8OYnSdgDxnchXXXTGLSXVhwBHi9S4h3iuFeIlk2GGaFi+/c4Intuxlz5EWt7wy5OPyCyaxbOFEaqsC6H7NjT8skUgkEomk75RdkF+zZk25uyDJw/ZdDazbspfDJ9swTBvNozB5fJjzZ4zhnX1n2H+shWjMYABOTw8o6YkoUngUwVsfNLJzTyOaqpAwbOpkSALJAPPIpt09hh5IUcrx5mKPIw90vf60qXkEf7nyXJ59+SDHT3e65QG/yviaAMcaOzl4oo3WjjiJhMk1S2dI8WYUsn1XAz/f8C5HTnbk/Gb3lXjS4G++9zwJo/BZSU1VmFgb4nMrz2XR3Dp3rmtoish5QTLkfP6uZ2ls6Q7fVVvl46E1n8iYT7Bshi6CvOMzjan0gxBUhTTiCZujp9rdh6o1FX4+/bGZLJw9zkm23SXEhwIamip/yyWji6EIGzPY1+6MJtn06iGeemEfp1u6TzFOGR/misVTuOTDE6gIeTNOLhYbrlAikUhGC/nWFFt3HGHbW8fdkIM+TWHW1Bo3znmhNUi6H6h5BFVhHzaCupoA2Bbv7m8qWYdLHWYSAibXhbl55XnsOdLMr3+3h3jSiTE/rlpn+eIpvLPvDHsONxNLmICzwTXk92SE0u0vqkcQ1FUiMRPTtAZEV6wManz5hguG1Vqu7IL8kiX5J++2trYh7okkxfZdDTy4bidJ06QzmsQGYjYcON7Ke/vP4NUUonGz3N3MQQgyhB1FCCpDXryah7bOhBv7sDrspbktyoPrdsLqecPKYCVnJ49s2s1jz30AwkkmEksYzmvIEOWzxXiAaMLi2q8/nSPKFzp2efUd6zMWXANdr69telUFoQjiCZOHnnrXLf9QfQV/smASjS0RXnr7ODWVPoRt0xk3+OWm90maVt4HF5KRy/ZdDdz36A5aOxMDlkukOuyjI5LsUYwHSBoWRxra+fFjb/Knl07jd68fQVUFYV2V84JkSMkW4wEaW+Jc+/WnSRg2CAYkZnypmJbN6ZYoNRU+DhyPZSRv1H0ePrP8HBbMHocQEPBpBHVVCvGSUUkpftXZeO2TZzp5ats+nnvtsCu6CGDeObV8/MLJzJtZSyBP6KlsMR7gnX1NfOP+F6QoL5FIRiUp/Sx9TXHPL153f1tTxJMWe4808ePH3sS2bUIBLWcNsudIs6srCGziSZuGpijVYS8fHG4inujbNo30/FyHT7Rz989fdfzNtPcbmqI8svF9vJpCPNl9HcuyB1SMBzBMm9aOZO8VS6C1M8n3H36Nr31u+MSSL7sgH4lECAQC7uuWlhYeeughfvnLX7J9+/Yy9mz0sm7LXlRV0NppIBB4FGfXeSRqIBTOOjFeCOcHJF3YqQx50X0q7Z0JmtszF7ytHUnGVOrEMFi3Ze+wMVbJ2cv6bfu7xHjnCK/alZV8/bb9GWJzthjfW/lwwKsqWLadI4QuXTCRJfMnMnV8GL9XZc3/fRkbaOtIuCEPLNvO+Y4kI591W/YSjRsDJsaHdI2EYeU4vYVQFEEkZrB+236qw1434aTfq8p5QTJkZIvxKaIJC49HoCoKpjn0/pZPcx6unm7t7p8iYPyYAKZl88o7J/jovHq5I14iGYbYts17B5p4cuvejPjwPs3DpfMm8PELpzKtvoKAT8VTIIRgthjfW7lEIpGMdFL6WcaaosC6JBq3sCwDsBlbpXfX71qD7D/W6uoKCaO7jdaO5ICdKgYyxPjU7nnbBhsyxPjhRjxpDau1XNkE+T/+8Y985Stf4ejRo4wdO5b77ruP3bt382//9m8sWrSIBx54oFxdG/U0NEUI6ypJw0Lpsk5FQNK28QrB2SXHZwrxQV0lHPASiRk0NEXyCj6pHzKf5uFUU2SIeikZyUTjBtnhND0C91TGSOPQiTY2vHQAIci7I1n3efirq85D96v4vSoeRXCkoQNVASG6v6iR/B1JCtPQFMnIKdAf/F4PHo+gtSNR9GcUAYZpkTQtxtfoGe/JeUFyNuApQ45EAfh9HmJxk3TrdDQ5QUjXCAU0OqMG1RX+oe+gRCLpM4Zp8eLbx1m/dR97j3bHh6+u8HH5BZO5YvEUaqt0/L6y79WTSCSSYUdKPysWw7TIzoedWoOk6wopLUvAgIrxZ1nU6QFnOK3lyjbr3n333VxxxRVcffXVPPnkk9x2221MnjyZtWvXMnv27HJ1SwLU1QRobouiqQqGYXeFgnFCwJhnifUKMn9IvJqH6rCXeMLiVHO0x2PeqYcM8aTJuJpAwXoSSbHoPpVYwkBNm1hN2ykfSXgUwf/+j23sOtic856mKgT9KrpPI5403Sf+KUbLdyTpnbqaAK3tMfekRF9RPQLdp+acguoNywbVo6CqCvGk6e5mATkvSM4OTJuM38rBxqspmJadcwLSIyCoa1SFfIQCXpraYoSDvqHrmEQi6RcdkQTP/uEQz7y4nzOt3fHhp02o4OMXTmHp/HqCAZ9M0iqRSCT9IKWfpa8pekL1KGTL4qk1SEc06a6Z3UgQ5M+V2FeytbSRxnBay5Vt9t2zZw933nkn5557LnfeeSfNzc3cf//9Uow/C1i9bCaGYRPwq9jYGJaFZdkEdBVsZ/druUn9gHgUQW2VTkjXONMap6Uj3mvM1cqQRixhYBi2m1BDIukPq5ZOB9sJU2PbFoZlgd1Vnobuzf+TW6j8bMGjOIn7TMt2xfi6mgCKEIQCGnU1AapCPpKGRUNTJ01tsZw2iv2OJCOf1ctmovvUnJ0hpaAogsqgj5aO0sR4cOIgBvxO4mXDsIklDGzblvOCZEiprcovbOtexf2tHGwEzsPURNLCzHpANqbCx7iaAF7Vg2XDqeYIsbgp7UMiGQYcb+zggV+/zc3f2cTDG97jTGsMIWDh7HF843MX8v2//yhXXTadqgq9ZDH+/Bk1JZVLJBLJSCeln6WvKfze/JqZ7lMI+FV3s1r2GiR9zaykrZUqQxq+AdQMvGk7P9LDPwuc8IXDFZ+mDCtftWzftGEYeDzOIPV6vYRCIWpq5ER+NrBobh23rp5HfW2YoK7h9zphYD5UX8l1H5/FzMnVBHUt4wdiqBECqsJeair9tHUmaGqLYZg9L15Vj6CuRserqVRX6NwqE/dJBogbVszhuo/Pwu9VMSwnDtx1H5+VExv98buvzhHfda+Sk9AVKJiUK7t8oOsBPPGvTn+ULiM3LRvbdl4vnDOOr9ywgHv+/jIe/e6fogjBmdYojS1ROmMGlp2/zWK/I8nIZ9HcOm6/fiFTxofdE0ulIICqkI/mjnjJceg1VWFyXZgvXbeAG1bM4dbV86iu0OmIGnJekAwpD635RI4oX1vl4/G7r3Z/KxVFDJqj7lEENmQkbQWoCGjMnVZNTaWfgK4SCnhJGpa0D4kki1L8qqG69vf+7qP8y0Ov8oV7NvOblw92nQLzsHzxZH74paV8/ebFXDJvAkHd6/p4pfK9Ly7JEd/Pn1EjE7pKJJJRS0o/S19T/ONnF7Ns4cSM31qfpjBzcg1fum4Bt1+/MO8aJH3NbCPwaYqrYc2aUsP5M2r6pMOJrh33igJTJoT5+s0XceOVs13xXQioq9G54crZzJpak/FAQVEEFYGBPdWuegSVIQ1NVQZMV6wMasMqoSuUMWRNIpFgzZo17utoNJrxGuCuu+4a6m5Julg0t67gQL5hCPvxzt7TPLBuJ0ca2gEIBzQ+s3wWV148hYDfO4Q9kUh65oYVc4oSl/OJ74UodlE3UPUam6NsevUQm149BOCeNqmp8LNkfj3LFk5m/NgAurc72dfa7/xpUdeG4r8jycinpzkmH//nf97m2VcOAvDlGxbwsUVTytIPiWQgeWjNJ/KWD9ZvpWXZbH3zKD9/5j33JFNNhZ9Pf2wmi+eMIxTwEvBrBZM5SiSSTIZCfO/t2knD4oW3jrJ+636+8cBL7vtjKv0sXzyZFRdOZWyVPqB2LcV3iUQiySTfmmLR3DruuKnnz+RjqNbMqQcAOdcf9CtLUpRNkP+rv/qrjNc333xzeToySti+q4F1W/bS0BShribA6mUzC/4AZNc9f8YYnnlxP22dySHudSZeTUH3qTz+/Ac89PS7RX/OowhqKn0kkhaGaaN5FCaPD/f4HUgkpVKsjV19x/qcskILuhgmdKUAACAASURBVGLr9qfe+h9cw5sfnOK3Lx/k9fdOkh7xSQgI+FQ0VfDi28f561Xn53z+f/1gM4dOdrivp44P8ZOvLs97P/eu3c62t45jWTaKIlg6v547blqUt65k5LF9VwM/3/Auh06097mNkK5x///s5EePvNlr3boanS+s/oj8nZectdy0ZgNtke7E1rpXYeaUGt7Ze3pQrpeKRZpO0jB5+oX9/Or5PXTGEnxmeWknl0rxLyWSwaCcY7AUn24org0wY2Iln7h4GpfNd3bCi/7EhyuA9OckEomkf/Q0d33j/hd4Z1+TW9fn9bgb5QQWCSNvk6OennSIs5WyCfJ33HEHAK2trVRWVua839bWNtRdGrFs39XAg+t2oqqCsK7S3BblwXU7Ic/R4+y6xxvbB21hWCweRVAV9mGYFqdbovQSIj4H07JpbI4hAMUjiNlObMVC34FEUirF2lihxdPVd6zPWcAVW7e/9T751acykrpUBL3E4gYVQec4cyRm0NgSw7LsnDazxXiAQyc7+F8/2JwzGd67djtbdhxzX1uW7b6Wi7iRz/ZdDdz36A5aOhJ9bsPv9WCYFvGk2XtloKEpyg/XvsGdN10gf+clZx3ZYjxANGENqs+VLsaHdI1QQCMWN2lsjmJ2OVe/3Pg+QFGifCn+pUQyGJRzDJbi0w0kRxra+eK//i6nXPUoVAQ1fvClpYOapFX6cxKJRNI/epq71v3+gwwxHiCeKG7tM9oppEMMNqZlY1k2pmVh2zaWDZZpY9lOud/nQfdpeT9bNkE+xeWXX86OHTtyyq+44gpee+21MvRo5LFuy15UVbhZn/1elRgG67bszXFWs+tGYuV7/CYEhANePIqgtSOOYfYvF7QNqIqCZdtEYgZjKn15vwOJpFRKsbGzjZRVzZpSxfJFU/joR+r5+x/8jtbORE5s4Wyyxfieyre9dRwgI5GnbTvlPR3lk4wM1m3ZSzTe9/lE9QhUj6AjWlobkWhyWNihZPSRLcYPFQG/SkXQSzRucKo56u64Smf9tv1FCfLDee6TjAxGyxi0bZu39zSyftt+tu9qyHjP7/UQDmjEkxatHYlBFeNB+nMSiUTSX3qau7LFeElpFNIn+oIjtFuYXeJ6MmnSHk3SEUnSHknQGU3SGU3QETOIxAwisSSRmEE03v06Gjf40Vf+pOA1yi7I23kyskUikUE5XjdaaWiKENYz/1P7NA+nmiK91u1NkBssdK+HgK7REUkWvRuyWBTh3Feh70AiKZVSbKwcdEQLh5vyaR7+5QuXMGNStbuIa+3HLuZC5BN9eiqXjCwamiLuDtxSUQQE/BptnaWPSxvOGjuUSMqJ3+uhMuQlljALCvEpin14drbPfZKRz0gfg4mkydYdR3nqhf0cPNF9elwRENQ1fJqHzq6TjEOF9OckEomkf4z0uetsxbZtonGDjmiSts4E7Z0JOqKpv0k6ogYdkQSdsSSd0WSXqG4QiSeJxgxig3BSoWyC/IoVKxBCEI/HufLKKzPeO3PmDB/72MfK1LORR11NgOa2qPsEDiCeNBlXE+i1rqYqGObQHZFxsi17icZNzrQOjnNp2c59FfoOJJJSKcXGhpI9R5r57csH2frmsYxyjyII6hpeTSEaM5gzbcyg90VRRN7FmjJQadUlZzV1NQFa22N9OukUDnr7/JBIQNntUCIpJ5qqUB32EU+abvix3tB9xS0Pzta5TzJ6GKljsKU9zm9fPsBvXj5IS0fcLZ81pYqVH/0QDz39LpGYQXtk6PN7SX9OIpFI+kdPc1eDFOWLQgCKAgKBUARCOP8GuO+xNx1hPZqkM2rQEUsS6RLYrTwbwvvcB+H4zAG/RsCnovtVAn6VgE8j4E+9zh+qJkXZBPk1a9Zg2za33XYb3/zmN91yIQRjx45lzpzBzyo8Wli9bCYPrttJDAOf5iGeNDEMm9XLZvZaN+BXicYHX5AXAioCXizbpqktnpN0bECuARiWBTYEgmrB70AiKZVSbGwo+Yd/35bx2uf1ENI1DNOiM2rQ1tm/EzBTx4fyHgubOj6UU7Z0fj1bdhzLse2l8+v71QfJ8GD1spnc9+gO4snShPXKoJf2PuyMTxHQtbLboUSSj4qAOqhha5wNDj5M0+Z0a3FCfIpVS6cXVe9snfsko4eRNgYPnWxj/dZ9bNlx1D2l7FEEF543nlVLp3Puh8YghCgqsflgIf05iUQi6R89zl22NWrD1qSCpAiRkta7wuvaYGNnzDs2YFpd/8rycZ9/7XDR10xpnnq6kO7rEtb96a81dJ9K0N/9b5/Pg9LPyC5lE+SXLFkCwNatW6mqqipXN0YFi+bWOQkituzlVFOEcVlZnHuqW18b5sqLp/HMi/tp6xycXRi6T8Xv9dAeSfQ7Tnw+PIqgptJHImlhmDaaR6G+NlTwO5BISqVYG3v63lV5k4DlS/5VbN1C9VJMHBdixeIpLL9wMn/zvc05J0/6c+2ffHV5TmLXQtnNU4m+tr11HMuyURTB0vn1MgHYKGHR3Dpuv34hP9/wLodOtBf1mYBfpTOWLDmRd4q6Gp0vrP6I/J2XnJWsvWtlTmJX3aswc0pNvxK7KkJQEdSwcXbZlhIqSlHg+o/PLip+PJTmX0okg0E5x2ApPl1P2LbNjvdPsX7rPt78oNEtD/hVli+azDVLpzN+TOZGh4G6dl+Q/pxEIpH0j57mrkVz6/jG/S9kiPI+r8fdWCGwSJQvzWNJCPf/6BLVeyYluOcLa14MmqpwzuQqVzAPuOK5xxXXg2nCuu5T8fSQd0Wk/+3agS+6Xgghuh8gQObr1AMF4byneQpfo+wx5MPhMA8++CDr16+noaGBuro6Vq1axS233IKqlr17I4aUcfe1brGLs0KYls2mPxzkF7/Z5caznjo+zN9+8nzmnVPbr7YlkrOBYm2slMVSb3WThslLO09w3vQxvLv/jFuuehQuPG88f3rJVObNHIuiOJPA499bOWDXTlFKFvM7blokE36NYnqzkQPHW/nqf7xAPGEyd1oN3/27jw56cjqJpJysvav43+Rs9hxp5sEn3uH9Q82Aswi5+rLpXPvxWQR7OR47kJTiX0okg0E5x2B/BPB40uT324/w1Av7OdLQ/aC6ribAn310GldePK1HWx4K8b0Q0p+TSCSS/tHT3PW9Ly4Z1GsnDYtILElH1ImV3hFN0hlJ0hFNZJbl+XdnLFn0Jlrb/b/CCMDviucqAV/3zvSgrhH0awS6/gZ1lZDuJZj2ns+rIITiiOFZgnh6GJvs94A0cb1bfCf9s0OQ17Tsive9997La6+9xh133MHEiRM5duwYDz74IC0tLfzjP/5jubsnGQDeP9TET9ftZO/RVsDZ8XHdFbO4ZukM1B6eFkkkkvycON3Js68c5PnXD2ckuhxXrXPF4ilcefE0air95eugRFIirR1x/uWhV4knTMZW6Xzj5sVSjJdI8tDcHuO/frOL518/7O4kWnxuHbdc82Em1uaGC5NIJGcXzW0xNrx8gN++fDDDh5s7rZprlk7nkg/X45HrI4lEIhkV2LYTisURrx3Hznb/2R2mxe6qi+0k0Y7GDTpiCSJRg/aoEyM9lYzUEc6NDBE9knodM0gkBzYktVdTckK6BPwaIV0jqGuEdEdADwUcET0U0AjpXkIBR1z3eBSEEChDJIKfTZRdkP/Nb37DunXrqKmpAWDOnDnMnz+fT33qU1KQ74Xtuxp4eMN7HGt0wkXU1wa5eeV5Je0S2b6rgZ9veJfjjZ0ABP0qLX1MnlcMuk9F8yg8/Jtd/OyZ9wa8/anjQyCEez8Ta0N8buW5cveWZNAp9uhwKUeM89VdMKs240izIgSqKgj4NaJxg8ee/4Bfbnp/UK6dr+61X3+aaKI7Fr3uVXj87qvztikZPWzf1cC6LXvZfeAMyRJCkQkgnjD4y3/eWPRnvKpg9rQxMlSGZNiR7/fzf3/2Qte3S8WQLoRHEVQEvfxx3xm+8P3NJV9/XLXO331ahnWSDG8e2bSb9dv2E40b6D6VVUun9/tkb7GU4lcdON7Kk1v3se3NYxhmd3z4S+ZN4JNLZzB7as2gXVsikUhGC6lwJ+kid7fADekit5WudjvvpLWT+XnsTJG8O7Z55nXfO3CG371xhDOtMWoq/CxbOIk5U2sAm/cONPG7N45ypjVCdcjPheeNp35ckEjMIBoz6IwlicYMDp1sY8/hFjpjBppHoSLkRQhBNJakuSOOOQhhnlOItNAsiiJQhHD+Ks6c9f/Zu/M4Keo7f/yvurr6ngMYZoABBARGRA5RowlIvI0SlGjAI2uSn/nm8tiNJt/sJtGsfpOsxiQbV7NiYoybKGiSWRE1IlERjecAgtwMt8zBwBw900d11/H7o6ebOXpmeqZ7+prX8/HwoLq6+lNNv7uqXvXpz0cSxW6TeMduKJiWhY5AGL4ODWbnn02z8x/LGpY5Invqa+jcXJb1QF7XdUiS1G2ZJEkwzdQmGyx0Nbsa8fCzW+Dzh+M/sfiksQO/Xr0Zd66Yn9TFVc2uRvx69Wa0ByIQBUA3rWEL42VJhMepIKDpaEthgr6BxMayViQBFoCjje14+NktuGP5PF5w0rDpawz3JXet6XZxlOx6/a0bC+NLPCouWlCJ1zcdRUgz0NquDftr91y3Z5gEAMGwiS/+61qG8iNYza5GrKzehpO+4KDCeADwum1oG+RxKKxb2HukGSurtwHLzuJ3PeWFvr4///1370EShV5jvwvCqYtJAYDbqUAUBLR1XvgMxfGWIB76Uw3uvnkB64by0qpXd+PZ9XsBAZBFIBTWo39G6sNtDiSZcyXTtLBpdyOef3M/tnWZG8LtUHDpuROxZNEUjCl2DstrExEVspNtQSiOaCdMqzMZtzDwOOU9VxhqTmwYJoKajoCmIxDSEQhFsPdwC97eegxAtKd3XVMHtu5rQnmpC1rEwInWICzLgmkBR9CBrUnMGRQE4AsMPT8TEA3WYwG7JIqQxGjILksiJEmA1Bmwx8Jzw7DigbrRGapHIha0WMiegXB9KA43dOC2n7+WV6F81gP5Sy+9FN/+9rdxxx13oKKiAnV1dXjkkUdw6aWXZrtpOa16Qy0CIT1+1woA0PnTleoNtUldWFVvqEVQ0+N3vSwjvT9dAaIXkB6HDRYstPQIDIdTbMxs07IQCCX/nhDlglOTtvQ+SVBkEXcsn4sLZo+DTZHw1zdqM96+mJ5h0kDLaWSo3lALWRYQ0Qd3tuZxKmgf4g1bLWxClgV+11Pe6O97UuwSyIuiANM81bNIVUR4XSp8/jC0NPzkODCI80aiXLNm44HOMD563i8LgG6aWLPxQMZ6yScS0nS8vukoXti4H8c6f7ULABWjXbjq05Nx6XmT4VSzfhlORJS3dMOCnkIybFkWQmEDwc4wvWuwHkz4/zoCWrQHe0DToYWTPwc70mWekL4osginXUYwpMMC4qG5KAiwLAsOu4ITrcH4+qJwah1JFCDLUvz/Yz3ZISDeS92I/9eEYVrQI9EbCrHHCkWsg26+yPqZwPe//338+te/xt13340TJ05gzJgx+NznPoc777wz203LaY3NAeiGCVk69XMRQYhOnnq8OZD0NgzTOhXop5ndJsFpl+Hzh5Oe+CHdRAHQDTPp94Qom9o6NPz9gyN45b1DAE6F8QIAu12G0yYhFDGxeH5ltppINKDG5gA8jsGdXthtEgIhPaUeF6oi8bueCoIAC7IkQDes+A1aURBQ4lUR0U00dbkgS5VlgXVDeSuo6eg53YgkRJdn01fufxUdwUj8z7OmjMLnF07BebPKOT48EVGaRHQjOtxLlwA9EIr1Wj8Vnnf/fx3BzgA+ncOoiIIAC9FsTRIFCGJ0THRRiHayEAQBqiJ2C9oFAdAiJu77+vlQ5OioIT987B14HDJkSewcKia6rhYxIHSG8IIgJAzaw5Fo2G4YFkzTzNme7HRK1gL5F198EVdffTVUVcX3vvc9fO9738tWU/LS2FIn2to1mJaF2BBOlhUt0LLS5H76GN1GCKYZm2E4PSRRQJHbhqBmoNmXuV7xiZhWdLicZN8Tomx56E+b8I9tdfFxRYFoLbkdCiRJgD+k42SW64koGWNLnWjxJR8Yxib3TrV3hhYx+F1Pec+miNB169S4pogOb2FXJbS2h7sdI9JBEMC6obzlUGWEwjrkLtcxhhVdnk0dwQhkScT5syuwdNGUQY8PT0RE/bv38XchqMVp3aba2aHUqUYnKHXaY/+c+nP0vwpcdhmOLo/ZbRJ+tWoL2jpCUJVTQ3JrEQNFbjsEAegIaHCocjS0l0TopolKtx1FLjUa1EsCZk4qQUtHCKoswuj8hWQgFIHXbceRxg7ousGgvYBk7WzlnnvuwdVXX52tl897yxZPi48hbwkWBETDZ5eqYNniaUlvIzaGPEyr2/ikQ+V2KpBEAa3tQx/TNB1M04xP3uF2Jf+eEGWS2GW8tje3fAIAcKoyLjirAh/tPQHdMNERjKQ9gEkXh01MOOyCw8beXyPZssXTsLJ6G5Qkhq0RhWjv+K49CYdCtUVDTH7XU77o+f2p2iSYhoVw5NQyWRIxqkhFIKTjRGtoWNrhVGXWDeWtpYum4Nn1e6GbJiQhGsbDii7PFkEAli6aiiULp6CshDe7iIiGg26YUHoskyUhYXjeX7AeDeCj4bokpnYNe+X5k/C/G2phU0TYbTIM04TLYcN1F50OUQCee20vRCHazlDYhB6xcPWnT0OJ1x7fxsXnTMTK6m2QZQGqIkGLGNB1CzddMQVep4INm4+l1MZCN6ncne0mDErWAnkrE9PsFrAFVWNxx/J5eOqlnTjWFB0naUKZC1++albS44AuqBqLO1fMxx9e2oG6Jj9kSYDLLg9pYlebHJ39ud0fQUcaxjQdqknlbkAQUNfkhwBgQpkbt1x1BsdGpWG19hdLE06w1XNirbW/WIrP370Gkth9KAIAmFzhxWfPrsRFCyagyK1CEISkt5nO9Qaz7nM/W9JrYkKHTeSEriPcgqqxwLKzUL2hFrsPnux3YlePa/CTuPZkkwVMn1iKZYun8bue8kbs+xOCAMsCQl3GInWoEhx2GbIo4mSbNmw3ZctKHPjmF+awbihvxcaJX7PxAIKaDocqY+miKcM6fnxQ0/Hah0dQMcqF+pOnxocXO3/V+Pi/XgKXo2dMlF6DOacjIipEX7qyCpWVE6K91NVosG7r0jM9nWKjSUSHoIkOOyNJIiQREDrHbBcEARfOr8SoIjvWvn0Qjc0BjC524POfmYKzY+dZQnS+q4bmAMpKnVhx2TTMn9n9HKzrddTxzvVi1zix87WNH9V1yxFibRzpEeukcndeTegKZDGQN00T7733Xr/B/Pnnn5/BFuWfrkWZiW1YloXXa47iyRd3xAOUitEufPXqM3DurIp4b1+ikai/i6BQWMfGLcfw8jsHYVmIz6lgU0Sce0Y5LjtvEs6YMqrbz9sG2uZwrjeYdRm+UyJ9HVuefmU3Vq/fAwD42jVn4vMLp2a6aUQ5IaKb+MLF0/GX1/bFw/gJZW4sv2Q65k0vg8dl43kVURJuuGxmRiZwbWoJ4sW3D2Dde4fgD50ao/7MqaOw5NOn4dxZ5ZDl4QmDEmH4TkQj2czJpSivSG3IGqHzXyIAURS7TYoqSqeCdkk8Nfb7QObNGIt5MxLna8lmb/2td9dNC3DXTQNugvJE1gL5cDiMH/zgB30G8oIg4LXXXkv5dS666CLYbDaoqgoAuPvuu7Fw4cKUt5svanY1onpDLY40+KAbFiwzOi5pWDdg9uhwpSrRsQ53HmzG8Zbe4/+KAroNQ+NQZUR0Aw/8cVPWhtSIfilaUGQJDpuMynIPZk8dhX9sq0NdU7TXyvgx7CVPw+8XT9fE71aLooBFc8fh+oun42/vHsLrNUcRCHWfYMxuk+B12bDjwEn83386J+E2k+39lO71BrPuqld3Z7RnGuWu2PFmz6FmhPX+jwlOu4w/vLgTv31++6BeQ7VJ+MJno8Nr8HNH+eqdbcfw+7U70dhjMtX2QBh/eWMffrdmO9oD4WEb+k8UgcqxnkH9qpIoV8WOPY3NAYzt0pMwXfYeacGaN/fj7W2neiQqsojzz6zAzoMn8UljBx7806b4PCiZCsqz2UN+uN9zIqJUCPF/AVIsUJeEeOAemyg1uiwatue6/q6zRAHx4ZqT1V+PelkS4h0I88WNl8/Iy2vBrAXyDocjLYF7Mh5++GFMnz49I6+VS2p2NWJl9TZEDAP+YCQ+KURftIiZcEyqWBAfuzCURAGlXhVBzRi2MU2TFTsx1sIGIhEDh+tNbK89EZ+B2gJwtLEdDz+7BXcsn8eTRRoWv3i6Jl47khjt+f6PbfXd6kmWorOhuxw2OO0SgpqBk20hGKaFJXet6XURlehCK7a867rpXm8w6656dTeeXb8XEABZjP4S4Nn1ewEgLw+INHSx401LR2jAMN4mi7AsC5EB1ktECxt4Zt0eCABESeDnjvKGZVk4WNeG36/dga37TnR7zKaIKPHYEQrrONLQPuw/OTZN4Eh9O369ejPuXDGf50aUt2LHHlkW4HHIaPEFsbJ6G7DsrJQ+14Zp4b3t9Vjz5n7sOtQcX+512XDRgkpcecFkfPfht9ARjPQaNiDReVW6DeacLt2G6z0nIhoMUQAUqfvwMWIsbO8M2WM93PPdQNdZQ+nA0d+5Zr6F8QDwzLroL7Dz7Vowu1PQ5wifzwefz9dtWUNDQ5Zakz7VG2ohywLa/DoERHuSD0bsTlvXAve6FNgUCS3tWk4VamzvOgJ6/O6g0jkph2lZCIR0VG+o5YniMCrUOkrG21vr4LBJgCAgFNYR1E6NBTym2IGF88Zj8fwJ+MmTH6AjEMbxlnBBjPG2ZuOBzjA+WmuyAOimiTUbD+TdwTAX5HMNxY43WoJJfruSRAF2VYbPn9q48Rb4uaPEcq2OLMvCybYgnl2/F+s/OBLvRRtT7Fah2iS0tmvQMjwHT1DjuRH1lms11J/Yscdui17S2m0yQhj65zoQiuDV949g7VsHcLzl1C9YKsvcuOy8SVi8YAKKXNF5flI9juWrdL/nhSqf6ogoV/VXR2NKnCgrHRkTZyd7nTXS5eO14IiY1PXuu++GZVk4++yz8Z3vfAder7fb40899RQeeeSRjLUnUxqbA/A4ZER0E2LnpGHJEBC9u9j1otEmiyjxqugIRHDCn91e8X2xLMBKcNNBFKKzcB/v8dNwSq9CraP+GIaJ97Y3QBJFBMO9gxS7IuKhOxbB7YzeyOo5PEG+C2o65B6T0UtCdDkNXj7XUOx40x8B0d6FLe1a2l+fnzuKyZU6siwL/mAE6z84gr+8vi8e3pV67bjuotPx5NrtKC1yQAsbON4SyPhNWgvRXsA8N6KecqWGkpHo2KMq0qA/143Ngc7x4Q93O5bMnjoaV5w/GQuqxsChKgXR0zJV6XrPC10+1RFRrmIdRSVznUX5eS2Ytb/VLVu2ZOR1nn76aVRUVCAcDuMnP/kJ7rvvPjz00EPd1rnllltw7bXXdlvW0NCAm27K79kSxpY60eILQpFF6LqV1MzLiiwiopvxMF4AUOKN9gQ50Rrq1bMrlwgCIECA2WMnTQuQJXHE3EHNlkKto0SOtwTwyjsH8feao2jxdQ8XBQFw2RW4nQoiuonSInuWWjn8HKqMUFiH3OX61LCiy2nw8rmGYseb/hS51WHrUcjPHcXkQh2FIwY27z6OZ17djYN10Z5diiziivMn49JzJ8KhSliz0YHWDg1agpu5mSAg+osVnhtRT7lQQ8mKHXtivbUBQIsYSX+udx9qxvNv7sc7H9fFr5FsnXNqXfGpyZg2oRh2Hlu6SfU9HynyqY6IchXrKCqZ6yzKz2vB/GvxIFVUVAAAbDYbbrzxRnzzm9/stY7X6+3Va74QLFs8DSurt8Fpl9HW0X8IosgiDKP7mL4OVYoHKD0npMw1FqKzY7udMtr9EQgCYJpmfPgat0vBssXTstzKwlaodRRjGCY+3NWAV949jC17mrrd+Cly2dAejMDjVOBQZQQ1HU0tQSycOy6LLR5+SxdNwbPr90I3TUhCNBSFFV1Og5fPNRQ73qg2MeHPKd0OBcGwnrabugLAzx0llO06amkP4fcvbO82h8iCqrFY9tlpKPXa4VBlFLlssCwja2F8jEOVeW5EvWS7hgYjduwJQYeqSNAiBnTd6vdzbRgm3vm4Hs+/WYu9R1rjy4s9Kj579gRccs5ElJU6uwXOdMpQ3vORKJ/qiChXsY6iBrrOoqh8vBYUB14lfwUCAbS3twOI/nT45ZdfRlVVVZZblTkLqsbi68vOwrgxHrgcCpx2BU5Vht0moXPoXSiyGO8Vb1oWRAFwOWSMKbbDoSo43hLM6TA+OmkHoNokeF0qJlUU4YbLZ6Cy3AMI0Uk8Ksd6OKErDVlTaxDPvLIbX/vZ3/GTJz/Ept3HYVoW3A4Fl503Cf/vGxfgP/9lMa48fxLMzp//twciWDh3HO66aUG3bfU10Vai5cmum+71BrPuDZfNxPJLp8Nuk6Gb0XFEl186Pe/GbqPUxY430yeWwtZjHCNVkQBYaQkfVZuEGy+fgRsun8HPHeWkex9/Nx7GTyhz464b5+PWpWdidLEdxR4VpV47JEnEEz+8AmOK1V7Pdzmi52riMI6MIYrAxAoPJ3SlvBc79pR4HegI6ijxOvD1PiYX7QhGUP3GPtz607/jwT/WxMP4ieUefHXJLPzyzkW4+YoqTCz3JhXGD+a8Kt2y+dqDec+JiCh1/V1nAdEhmgc7olp/68tS/g3PduPlM/LyWrCgb/2fPHkSt99+OwzDgGmamDp1Ku69995sNyujFlSNTXiCFNR0PLNuN9a+dSDeY3HO6WNw42XTcdr4IjhUJdNNTat8LEbKHRHdwNZ9J7DuvcOo2dUI3Th1J3rahGIsmjce82eWweOwwWWXoaoy/wNQDAAAIABJREFUvrFsDr6xbM6A2x7MxVKy66Z7vcGse8NlM1lvBODU8abhpB/f+c+NaA+EMaHMjQdvXwiP05b21+PnjnLR2FInfP4wLv/UJHxmzniIYnTywyK3DbLU/SLq9z+6IkutJCocfV3rxNSf8OOFjfvx9w+PINR5Y1gAMGf6GFx6biXOmjoGLqcNSoKQYyCZCMBz8bUHes+psIUjBmyKlO1mEI0o/N4tTAUdyFdWVuL555/PdjNyimVZeOujOvzuhY/jY1+PKXZgxaXTcd6sCrhdNkjD2S2LKEcZpoUWXxCvffgJXt90BHVN/vhjDlXGp84sx8K54zGhzA2nqsDpkKHIPBkl6iqo6fjJkx+gPRCG26HgX285Z1jCeKJc9YOvnIegFkGzT4MoAB6XDW4Ha4AokyzLws6Dzah+Yx8+3NmI2GBpqiLhgrMqcPE5lTitoghOh9LrRhkR9c+mSFhy15p+18nmDSMionxR0IF8IarZ1Yg/vLQjHhaOH+PGLVed0e/dsppdjfjfDbVoOOmHLxBGSDs1bIAii5g1pRRb9jbhf17eifagDsu0kOmpW0UhOvlqjN0mweNSEI6YCGnRcYcFQUhqf4kGUrOrEc+/WYu2Dg3jyzyYUVmMfZ+04oMdjdAip+qjyG1DIKQjouvYebAZE8s9mD+jDFKCi7dVr+7Gmo0HENR0OFQZSxdNSdiDN9EJbF8nrcmum+x6y763Bl12D4oEVD+Y+LX/7Tdv4eP9zfE/z55aip9+a2HCdWlkq9nViKde2okjjT6YXYY1tCki/vlXb3abmyRZggCUlTjwjWVz+H1PeUlVJBS5bf3euO35PSuJ0XMhKw0nYaIAOOwKLNOCIAqQJQETy71Ytngaa4oKStc6kkQBp1V4YELAgWNt8XVKvCo+e3YlLpw3DmOKnXA60tMBaTDndOmWzdcmIqLsiGUOgVAEgiBAFgFFkaFIIiK6AX8/w00LAuC0KzinqgwH63042tgBMw3ze4kiUDnWgy9fNQsA8KtVm+DzRwa1jbISB775hVPXfTW7GlG9oRb7j7YgGDYGPDcWRQGLEgwZnOvYJSCP1OxqxK9Xb8YnjR2AZcGyLBxtbMfDz25Bza7GPp/z5Avb8cnxdhxvCXYL4+02CaOK7Ni0+zje216HNn8EZhbCeKB7GA8AobCBppYQ2jrC0CImdMOCYZoD7i/RQLbsOY5n1++GYZgIR0x8sKMBv39xJ976qA5axIBNEfHps8bhM3PGQdN0FLltKC91IhTW8cy6PXjutb29trnq1d14dv1ehMI6ZBEIhXU8u34vVr26u9t6ffUmSbQ82XWTXa9nGA8AESO6vKeeIREAfLy/Gf/2m7cSvhaNXDW7GvHws1twpKF7GO92KtDCxpDCeCAaSDY2B/HQ05v4fU95xyZHz68GE8YDgGGmJ4wHoudV/mAEAU1HIBSBPxhBXVM7VlZvY01RwYjVkd0mwWmXYVlA7TFfPIyfXOHFrUvPxH9869O4/uLTMbmiGB6XOmxhfH/L0ymbr01ERNkRyxyCWgSWBZimhbBuIRCKoLVD6zeMB6LnmP5gBBs2H8Ph+va0hPEAYJrAkfp2/PyPH+Inv39v0GE8ABxvCeKhP9WgZlcjanY1YmX1Nhysa0VAGziMj7bBwobNx/CLp2uGsAfZw0A+j1RvqEVQ0yEKAkRRhCSKEEUBgZCO6g21vda3LAvP/n0P6k760dw5PA0QvYM1qsgOj9OGE61BtAci0FOfa29YCYh+gfS3v0T90Q0T7YEwnnttL441+bHjYDPqTvjjgaFNEbH80ul44NsL8U+fq8Kheh+KvXYYhoWmVg0hzYBpWViz8UCvba/ZeAAQAFkUIQgiZFEEBCRcN1t6hvH9Le8ZEg20nEau6g21CIT0bjdVbYoIRRIHPClMRiAY4fc95R1JEiEMMLtWpr9PBUTPn2RZYE1RwThQ1w6nKiMUNjqPRacORt+9+Wz88Cvn4ZJzKlE+yg23wwaRw3ISEVGeimUOlhXNx2LS1ZkjVcGwgSH2xQIABLRozle9oRayLCAQHPy15MaP6obegCzgkDV5pLE5AMO0IHa5yBOFaNB4vDnQbd1D9T789vmPsftQS7d1HaoMj8uG9kC0t1Te6Pzi6Wt/iRIxTAtaWEe7P4L3dtTjzc2fYN/R1m7rOO0y3HYZumnhogWVcNhkOB0Kmn0h6LoBQTh131ISomNk9xTUoj3ju+prXaJC0tgcQKTLHV1RAIpcNpxoC6W8bQGABfD7nihFlhX9mXJEN6EqEmuK8pplWdiytwlr3qxNeC0jiQK8LhvOrhoLpyoPeHOMiIgoH8QyB6PzvC4rQ1v0wYr/K4VtWNHrPguAxyH3GkUjGenq9Z8pDOTzyNhSJ9raQzDNzgJE9CfJsiSirNQJAOgIhLF6/R689I+D0I3oh9GmRHvsFrltCOsmmlqCMPLsg4rOL52e+0vUk2VZ0MIGgpqOT463Y+NHx/CPrXVoD5y6aJNEAR6nApdDgSwJkCQRFaPcGFPshNKZrAuCAMMC5C7XcYYVvanVk0OVo8PVJLEuUSEZ5bWjqeVUuDe62IFmXygtPTUsREN5ft8TpUbo7NSgyCK0iMGaorwU0U28seko1mzcjyMN7b0elyUBXpcKRRbREYzAZVey0EoiIqLhEcscci2MBzp77Aup9dYXhFPXfS2+YK95JpORb7+E45A1eWTZ4mlwqDJMy4JpmjBME6ZpweWQcd1nT8eGTUdx20NvYM3GA9ANC6VeO668YDLGjXKistyN9kAEzb5QwjC+n2FOc4KFzkDetOC0y1i2eFq2m0Q5Jhwx4OvQ0HDCjzc2HcWDf6rBD/77Hbzy7mG0ByIQBGDO6aOxZOFpKHbb4LTLKHarKPKokAQBl547MR7GA8DSRVMAC9BNE5ZlQjdNwOpc3sNg1s0WpY8aT7R89tTShOv2tZxGpohuIhCKxE+8Sj1q5xBo6TtDdDoUft9TQcr096mF6PmTrlusKcpLP3zsH/iv5z6Kh/FTxhehYpQTNkXE6GI7RhU5oIV1NDYHMGWcJ8utJSIiSq9Y5iAI3fP4XPkhmMMm9Ro1YDCcajTnW7Z4GnTdgtMx+M6Ni+aOG3oDsoDdN/PIgqqxuHPFfPzhpR2oa/JDAHB6ZREuOWci/vrGPmyrPQEg2kPkknMn4aoLJqPIreJQfQX+8sY+yJIIp12BrhuIGFZnmB+dZfmkT8P+oy0IRUxYWZjYtefdL7tNgselIBwxEdJ0GKYFQRAwfowbt1x1Rnz2ZRrZdMNEUNMR0gycaA3g7a11eGvrMbR0mTOhyK3iM3Oik7SWeO0AgJmTSvHux/U41tQBj2zDjVdU4ewen6kbLpsJIDpWW1DT4VBlLF00Jb58KOuu/cXShBNurf3F0oTLklk32fWqH1zaa2JXRYou7+mn31rYa8LB2VNL8dNvLey1Lo1MlmVh5f9uw+HOYGT8GDcCWiRtwzQJAlBW4sA3ls3h9z0VpETfs5IYPRdKxy9MRAFw2BVYpgVBFCBLAsaN8WDZ4mmsKcpLQU2HKAqYP6MMF59TiSnji2BXZPz2+a3YtOdE/PiTqfOVwZzTFdJrExFRdnTNHAKhCARBgCwCiiJDkUREdKPfObwEAXDao/nfwXofjjZ2pGWIF1EEKsd68OWrZgEAfrVq06Andi0rceCbX+hy3bfsLFRvqMX+oy0Ihgee2FUUBSyaOw533bRgKLuQNQzk88yCqrHxD2lbRwh/fm0fHvvfj+MTU55xWimWXzoD40e74HXb4FAVlHjtmDejLJvNJkobw7QQCusIhnSEIjr2HGrBm1s+wdZ9J7odUM44rRSL5k3A7GmjIIkiBAA2RYLboWD8vAlYNG/CgK91w2UzEwbwqaw7mIulZNdNdr1E4XtfGL5Tf15+5xDWvXcYAPD5hafhlqtmwdbXzzCIKCF+zxIl7+d3LEJHIAwtYsBhk+FyKLApEv7vLedlrU3ZDMAZvhMRjTyDySey5en7PpfyNrrmnoWMgXwe0sI63t5ah6df2Y2m1iAAoMSj4rqLT8fZM8rgctjgcdkg9TF+Us2uRlRvqEVjcwBjS53dekvFHttzqBnhHlMkqzYJsiQAiPa0mljuTdjTqmZXI/7w0o6Ed9xEQUBluRtfvmrWiCgwSg/LiobwIc1AKKzDF4jg3W11eOujYzjeEoyv53YoOP+sCiyaOx5jSqLjjwkC4hO1qoMMDPurlaH64r+uRTB8qrYcNhHP/WxJSq9/049egi9w6m641ynj6fuvSqmdRH3ZVtuEx5//GAAwdUIRTraFcNtDb2B0sQOH61q7fRYTmVTh4TGACIm/4wH0WvarZ2r6rKv+jiFEhURVJAhOG7wCoHQZa3M4ztWSxV7qRESUKwZ7POxr/VS34+sI4XBDR7d1brx8Rso3Ela9uhvPrNvTbdmkcjce+e7FKW03mxjI55GIbuBAnQ9/fHkntu6LDk8jitGxr6+8YDI8Dhu8Lhvs/UwkWbOrESurt0GWBXgcMlp8Qays3gYsOwsAsLJ6G1o6Qr3CeADQwgY0RH+SIgoC6pra48/tGuj/evVmtPnDCX9WYloWjjS049erN+POFfMZyFC/QmEdmmYgGI6OS33gWBs2bjmGTbuPQzdOfUanTSjCwnkTMH9GWXwceFEAnKoCp0PpNjZ8svqrlaF+bnuG8QAQDJv44r+u7RWoJPv6PcN4APAFdNz0o5cYylPaNZz042dPfQjTtDC6yA5FFNFw0g+nKmHH/hNJTbxzuJ7HAKJE3/EPP7sFlmXB7VTiy/79d+/1u52+jiFEhajnL7GG41wtWYnC+NhyhvJERJRJgz0e9rX+vnMq8fqHR4e8nd2HTiKi974gjAXpQw3lE4XxAHC4oQO3/fy1vA3lGcjnAd0w0dIWwvNv7cff3jkUH55mxqQSrLh0BsaNccFlV+Bx2gacVbh6Qy1kWYDdFv2rt9tkhKCjekMtAECWBWjh3mF8V5YFCIKAQEjHqCIZ1Rtq48VZvaEWQU3vd4wny4qOA9n1eUSJtPo0dIQi+GBHAzZuOYZjTafutNpVCefNqsCieeMxfow7vlwSBbjsMpx2BZI09FlF+quVoX5ue4bx/S1P9vX76jU5UC9losEKhCK4//fvoyMQgduhYNwYN7RwdPxCAEmF8TE8BtBIl+g7vqklBMDC6GJHfFky+jq2EBW64ThXIyIiyjeDPR72tf6ajQdQ4rENeTuJwviYNRsPDDmQX7PxQJ+P9eyNn08YyOcww7QQCIbx3vYGrFq/B02dQ3MUuW24/uLpOHtmGWyyhCK3DWqSF22NzQF4esxWrCoSjjcHYAG9HkvE6pzZOaKb8ed23b6RRCpjmFa35xH1dOBYG/76+l68v6MRWpeZSCeO9WDR/PFYUDW2W1ihSCJcDhkOVRnwxlQy+quVTMj26xN1ZZoWfvnMZhxpaIcoCvjGstl44e0DMAwrHsgPBo8BNNIl+o7XDRNDKCeiEYvnSkRERIM/Hva1flDTUV7qSGk7fYlNvj4UqTw3lzGQz0GWZSEQiuBwfTtWr9+DLXubAESHp7l4QSWu+vRpcNhleBwKXI6Be8V3NbbUiRZfsFuQqUUMlJVGx9tu8QX7emqcIERDeUUWuz03tv229hB0o/9QXhKFbs8j6urNzZ/goac3xf+syCLOOWMsFs2bgMkV3vhyAYBNluByyrDb5CEFg30ZqFaGW7Zfn6irZ17djfd3NAAAbrh0Os6dVY71HxzByWAw6V68XfEYQCNdou94WRIBDOKnJkQjHM+ViIiIBn887Gt9hypDixgpbacvjn6G1k7muf5gZMjPz1VDH8+BhkVQi6D+hB+r1+/FD1e+Ew/jT68sxg+/ci6+cNHp8LpUjC5ywONSB90TeNniadD16ASZsYkydd3CssXT4o+ptv4/FoIAWLDgtMvx53bdvkOV++3hJQjRgur6PKKuYuPDV4xy4ouXTMcDt30G//S5M+JhvCAATlVGaZEdo0sccKhKWsN4oP9aGSpHH7WVaHmyr+91Jj6w9bWcaLDe3noMz67fCwBYNG88rrzgNDhUBddc2P0zOpjDEY8BNNIl+o532mU4VLnbsmT0dWwhKnTDca5GRESUbwZ7POxr/aWLpqS0HUXu+4Jw6aIpQ96//p47qdzd52O5jmfwOSIU1nGiNYh/bKvHPY+/i+ff3I+IbsLrsuErS2bhOzfOx4QyN7xOBaOL7b0mNUrWgqqx+Pqys1DidaAjqKPE68DXOydoiD02fWIpbAkmwVRtElwOBQ5VgcuhYNwYT/y5Xbd/54r5mFjuSXizQBQETCz3cDI/6tfF50zE6v/3Ofz71z6FixZUwmlXAEQnanXbFYwpdqDEax9Sz9xk9VcrQ/Xcz5b0Ck4cNjHhZHzJvv7T91/VK3z3OmVO6EppceBYG/5z1RYAwPSJxfjSlVXwumwAen9GZ00dndSNoEkVPAYQJfqOv2P5PNy5Yn63Zffe+ql+66qvYwjRSDAc52rJ6mviVk7oSkREmTbY42Ff699w2cyUtjNz8qiEAfmNl88Y8vjxQHQy2Bsvn9Fr+aRyd95O6ApwyJqsi+gGOgIR1DV14M+v78Om3ccBRIPrxWdPwJKFU+BQZahKdKx4RR5aEN9VLHwf7GPp2D5RslwOBe1+DbAASQRcdiXliVoHazg+y4MJTpJ9fYbvNBxa2zXc//v3oEUMjCqy4xvLzsLoYke3X6Pw+55o6Pqqn0Q3XokosWwehxi+ExFRrhjs8bC/89B0bCfdbrhsZkqhfi5iIJ8lumHCH4jAF9Dw9w+P4qW3D8Ynrpw2oQgrLpuBCWUeiCLgddrgctiy3GKizJNlCR5VSttErUSUnIhu4qd/+AAnWkNQFQnfvm4OJpZ5Ose4JiIiIiIiIqKhYiCfYYZpIRAMoyMYwa5DzVi9fi/qT/gBAB6ngi989nScd2Y5BEGAQ5Xhddn6DUBqdjWiekMtGpsDGFvqxLLF09hbkQrG6GLHwCsNAeuGqG+WZeG//7oVuw41AwC+fPUZmDmpBGqPiXhYR0SpYQ0R5TfWMBERFRIe1zKLXd0yxLIsdATDaGrx40hjB367Zjt+tWoL6k/4IQjA4vkT8O//53x8anYFZElAiUdFqdc+YBi/snobWnxBeBwyWnxBrKzehppdjRncM6L8wroh6t+Lbx/E+g+OAACWfOY0XHDWOHhcard1WEdEqWENEeU31jARERUSHtcyj4F8BgRCETS1BNHcFsK6947gx799Fx/ujH6op4wvwr99+VysuGxGdIxsVcaYYmd8Esv+VG+ohSwLsNtkCEL0v7IsoHpD7XDvElHeYt0Q9e2jvcfxuzXbAQDzZozB5xdNRZFb7bUe64goNawhovzGGiYiokLC41rmcciaYRTSdLQHIgjrBvYdacGq9XtQ1xQdnsbtULDss9PwqdkVEAUBsijC61bgUAcO4mMamwPwOLr/FaqKhOPNgbTuB1EhYd0QJdZw0o//+J8amJaFCWVufPXqWSjx2iElmL+BdUSUGtYQUX5jDRMRUSHhcS3zGMgPg3DEQHsgAi2so7VDQ/UbtXh/RwMAQACwaP54fH7RVLjsCgQALrsCt8uWMPToz9hSJ1p8Qdhtp/4atYiBslJnGveGqLCwboh6C2o67vvde/AHI3A7FHxj2VkYU+KAqkgJ12cdEaWGNUSU31jDRPknHDFg6+PcdjDrEBUiHtcyj4F8GkV0Ex2BMIJhHbph4s3Nx/DCW/sR0gwAwOQKL264fAYmlXsBAIokoshl6zVRXrKWLZ6GldXbEIIOVZGgRQzouoVli6elbZ+ICg3rhqg707Tw8z/W4OjxDoiigK8vm42JYz1wOWx9Pod1RJQa1hBRfmMNE+UfmyJhyV1r+l1n7S+WZqg1RLmFx7XMYyCfBoZpwR8Iwx+KwLSA2k9asWrdHhxr6gAAuBwKrrlwKj49ZxxEQYAgAG67ArfTBnGQveK7WlA1Flh2Fqo31OJ4cwBlnAWZaECsG6Lu/vjyTnzYOVnPDZfNwBmnjUo4bnxXrCOi1LCGiPIba5iIiAoJj2uZx0A+BaZpwR+KwB8MwzABnz+M6jdq8d72egDR4Wk+PWccrlk8DW5HdGx4myzB67b1OQzAYC2oGssCIRok1g1R1IZNR/GXN6IT9Vw4fzwunDceJR41qZvFrCOi1LCGiPIba5iIiAoJj2uZxUA+BW0dGgKaDtO0sPGjY3jhzf0IaDoAYGK5BzdcNgOnjSsCAIhCdCJXt9MGQRh6r3giIqJ02He0Bf/1548AANMnFmP5xdNR7FGhyBw3k4iIiIiIiGi4MJBP0cG6NqxatwdHGtsBAE67jGsunIrPzBkf72GoKhKK3DaGHERElBNa2zX85MkPEI6YGFVkx/+5Zja8bhUOVcl204iIiIiIiIgKGgP5IWrr0PDEC9vx5pZj8WWfPmscrlk8FR5ndCI8UQA8LhtcdoW94omIKCdEdBP/8T8f4mRbCKoi4VtfmINRRQ54XX1P4kpERERERERE6cFAfghOtAbxz7/agLaOMACgcmx0eJop44vi60R7xatQZDFbzSQiIurlzc1HsePASQDAl68+A5PKPSj2qLxxTERERERERJQBDOSHwOcPo90fhlOVsWTRFFw4b0J8eBpRALwuG1wO9jQkIqLcM2V8MU4b58UFs8dh/swyFLtVyBJvHhMRERERERFlAgP5IZgyvgiPff8SmKYJdOlR6LDJ8LptDDaIiChnTRlfhIfv+iyOtwTgsElQVZ4KEBEREREREWUKk+MhqhjtgtMenfxOEoESj4rSIjvDeCIiyguqIsHjUrPdDCIiIiIiIqIRhd3iUuRUZXhdNkgM4omIKI9wElciIiIiIiKizCv4FPngwYNYvnw5Lr/8cixfvhyHDh1K27ZdDgUlXjvDeCIiyjucxJWIiIiIiIgo8wo+Sb733ntx4403Yt26dbjxxhtxzz33pG3bNkVK27aIiIiIiIiIiDItHDGy3YSckMz7wPeKiNKhoIesOXnyJHbu3Iknn3wSAHD11Vfj/vvvR3NzM0pLS+Pr+Xw++Hy+bs9taGjIaFuJ8h3riCg1rCGi1LGOiFLDGiJKXT7WkU2RsOSuNQOut/YXSzPQmuxJ5n0o9PcgV+RjHRENRkEH8vX19Rg7diwkKdqTXZIklJWVob6+vlsg/9RTT+GRRx7JVjOJCgLriCg1rCGi1LGOiFLDGiJKHeuIKHWsIyp0BR3IJ+uWW27Btdde221ZQ0MDbrrppiy1iCj/sI6IUsMaIkod64goNawhotSxjgpbOGIkNXxxsutRYqwjKnQFHchXVFSgsbERhmFAkiQYhoHjx4+joqKi23perxderzdLrSQqDKwjotSwhohSxzoiSg1riCh1rKPCxuF9MoN1RIWuoCd1HTVqFKqqqvDiiy8CAF588UVUVVV1G66GiIiIiIiIiIiIiCgTCrqHPAD8+Mc/xve//3385je/gdfrxQMPPJDtJhERERERERERERHRCFTwgfzUqVPx5z//edDPMwwDAGdxpvxSXl4OWc6dsmYdUT7KpTpiDVE+yqUaAlhHlJ9yqY5YQ5SvWEfJmzBhQrabUHCSGUM+GArj5InjGWrR4OVSDQG5X0dEifRVR4JlWVYW2pPzampqOFkE5Z3XXnstp06mWEeUj3KpjlhDlI9yqYYA1hHlp1yqI9YQ5SvWEVFqcqmGANYR5ae+6oiBfB9CoRC2b9+OMWPGQJKGZ2bs2AzRTz/9NMrLy4flNXIN93l49znX7mBnoo66KsTPV6HtUz7sTy7VUaZrqC+59PfGtuR+W3KphoBoHb3xxhv453/+55x4f7rKpb+3rnK1XUDuti3d7cqlOsqVY1FfcvUzMdxG6n4Dye/7SKqjXP48sG1Dkwtty6UaAnL/eJQuufB3n0vy/f3oq45yp7JyjN1ux4IFCzLyWuXl5Tl11zETuM8jQybrqKtCfK8LbZ8KbX+GS7ZqqC+59PfGtiSWS23JFXa7HbNnzwaQu+8P2zV4udq2XG1XKnLtWNSXQnzvkzFS9xvIr33PVB3l8nvCtg1NLrct0/LleJQu/LvvrtDeDzHbDSAiIiIiIiIiIiIiGgkYyBMRERERERERERERZQADeSIiIiIiIiIiIiKiDJB+/OMf/zjbjRjJVFXFeeedB1VVs92UjOE+03AqxPe60Pap0PZnpMilvze2Jffbkoty9f1huwYvV9uWq+0aCUbqez9S9xsY2fvel1x+T9i2ocnlttHw4t99d4X4fgiWZVnZbgQRERERERERERERUaHjkDVERERERERERERERBnAQJ6IiIiIiIiIiIiIKAMYyBMRERERERERERERZQADeSIiIiIiIiIiIiKiDGAgT0RERERERERERESUAQzkiYiIiIiIiIiIiIgygIE8EREREREREREREVEGMJAnIiIiIiIiIiIiIsoABvJERERERERERERERBnAQJ6IiIiIiIiIiIiIKAMYyBMRERERERERERERZQADeSIiIiIiIiIiIiKiDGAgT0RERERERERERESUAQzk+6DrOj755BPoup7tphDlLdYRUWpYQ0SpYx0RpYY1RJQ61hFR6lhHVEgYyPehoaEBF198MRoaGrLdFKK8xToiSg1riCh1rCOi1LCGiFLHOiJKHeuICgkDeSIiIiIiIiIiIiKiDGAgT0RERERERERERESUAQzkiYiIiIiIiIiIiIgygIE8EREREREREREREVEGMJAnIiIiIiIiIiIiIsoABvJERERERERERERERBnAQJ6IiIiIiIiIiIiIKAMYyBMRERERERERERERZQADeSIiIiIiokEyTQuGaWW7GUREREQFJxwx0rperpGz3QAiIiIiIqJ8YpoWWts1eFwKJFHKdnOIiIiICopNkbDkrjUDrrf2F0sz0Jr0Yw/GzoKUAAAgAElEQVR5IiIiIiKiJFmWhdYODaGInu2mEBEREVEeYiBPRERERESUBMuK9owPajrA0WqIiIiIaAhyasialpYWfO9738ORI0dgs9kwadIk3HfffSgtLcVdd92F999/H01NTdi8eTNcLlf8eTNmzMD06dMhitH7Cw8++CBmzJgBAHj99dfx4IMPwjAMzJo1Cz/72c/gcDiysn9ERERERJS/2jrCCGjsGU9EREREQ5dTPeQFQcCtt96KdevWYe3ataisrMRDDz0EALjuuuuwZk3fYwetXr0aa9aswZo1a+JhvN/vx49+9CM89thjWL9+PVwuF5544omM7AsRERERERWOtnYN/lAk280gIiIiojyXU4F8cXExzjvvvPif586di7q6OgDA+eefj1GjRg1qexs3bsSZZ56JyZMnAwBWrFiBv/3tb2lrLxERERERFT5fh4YOhvFERERElAY5NWRNV6ZpYtWqVbjooouSWv9LX/oSDMPAokWLcPvtt8Nms6G+vh7jxo2LrzNu3DjU19f3eq7P54PP5+u2rKGhIbUdIBphWEdEqWENEaWOdUTDod2voT04MsJ41hBR6lhHRKljHVGhy9lA/v7774fT6cTNN9884LobNmxARUUFOjo68N3vfhePPvoo/uVf/iXp13rqqafwyCOPpNJcohGPdUSUGtYQUepYR5Ru7YEwfIGREcYDrCGidGAdEaWOdUSFLicD+QceeACHDx/GY489Fp+otT8VFRUAALfbjeuvvx5PPvlkfPn7778fX6+uri6+ble33HILrr322m7LGhoacNNNN6WyG0QjCuuIKDWsIaLUsY4onfzBMNr94Ww3I6NYQ0SpYx0RpY51RIUu5wL5X/7yl9i+fTsef/xx2Gy2Addva2uDqqqw2+3QdR3r1q1DVVUVAGDhwoW4//77cejQIUyePBmrV6/GlVde2WsbXq8XXq837ftCNJKwjohSwxoiSh3riNIlEIqgrSMMK9sNyTDWEFHqWEdEqWMdUaHLqUB+3759WLlyJSZPnowVK1YAACZMmIBHH30Ut912G7Zt2wYAuOKKKzB9+nQ88cQTOHDgAO655x4IggBd1zFv3jzceeedAKI95u+77z58/etfh2maqKqqwg9+8IOs7R8REREREeW2oBZBa4c24sJ4IiIiIsqMnArkTz/9dOzZsyfhY32NHTVv3jysXbu2z21ecskluOSSS9LSPiIiIiIiKlwhTUdLuwZrgDTe5w/jzc2f4ML541E1eVRmGkdEREREBWHgAdqJiIiIiIgKnKbpaGkPDRjGN7UE8PM/1uClfxzEs+v3ZqZxRERERFQwcqqHPBERERERUaZpYR3N7SGYA4TxRxra8cifP4LPH4Yii1iycEpmGkhEREREBYOBPBERERERjVjhiIGWJML43Yea8Vj1NoTCBpx2Gd++bg7OmjY6M40kIiIiooLBQJ6IiIiIiEakiG6g2ReCYfa/3qbdjXhy7Q7ohoUSj4rbl8/F+NHuzDSSiIiIiAoKA3kiIiIiIhpxIrqJ5rYQjAG6xm/YdBTPrt8LC0D5KCfuWD4PpV57ZhpJRERERAWHgTwREREREY0oumGixReC3k8Yb1kWXnjrAP72ziEAwJTxRfj2dXPgcigZaiURERERFSIG8kRERERENGLoRrRnfKSfcWoM08Qzr+zBP7bVAQBmTx2Nr11zJmyKlKlmEhEREVGBYiBPREREREQjgmGYaPb1H8aHIwZ+t2Y7ttWeAABcMLsCN105E5IoZqqZRERERFTAGMgTEREREVHBM0wLzT4NEb3vMN4fiuA3f9mK/Z+0AQCuOH8Sli6aCkEQMtVMIiIiIipwDOSJiIiIiKigGaaFFl8IYd3oc50WXwj/9dxHqDvhhwDg+kum46IFlZlrJBERERGNCAzkiYiIiIioYJmdYbwW6TuMrz/hx8PPbUGLT4MkCvjKkllYUDU2g60kIiIiopGCgTwRERERERUky7LQ0q71G8YfONaGR//8EfwhHapNwjeWnYWqyaUZbCURERERjSQM5ImIiIiIqODEwvhQWO9znY/3n8Bvn/8Y4YgJj1PBbV+ci0nl3gy2koiIiIhGGgbyRERERERUUCzLQmu7hqDWdxj/7sf1+OPLu2BaFkYXO3DH8rkoK3Em/Ro2RYIkiuloLhERERGNIAzkiYiIiIiooLR1hBHoI4y3LAvrPziC6jdqAQCVZW7c9sW5KHKrSW1bAOByKPC6bBAEIV1NJiIiIqIRgoE8EREREREVjLYODf5QJOFjpmXhr6/vw2sfHgUAzJhUgm8sOwsONbnLIlEAij0qHKqStvYSERER0cjCQJ6IiIiIiAqCr0NDRzBxGK8bJp56aSc+3NkIADh7Zhm+fPUsKHJyw84osogSjwpFltLWXiIiIiIaeXJm0MOWlhZ87Wtfw+WXX44lS5bgtttuQ3NzMwDgrrvuwmc+8xnMmDEDfr+/2/M++ugjfP7zn8fll1+Or371qzh58mRSjxERERERUeFo92to7yOMD2k6Hv3z1ngYv3j+BPx/S89MOox3qjJGFzkYxhMRERFRynImkBcEAbfeeivWrVuHtWvXorKyEg899BAA4LrrrsOaNWt6Pcc0TXz3u9/FPffcg3Xr1mHBggXx5/T3GFEhsiwr200gIiIiyoqOYBjtgcRhvM8fxi9XbcauQ9HOPksXTcXyS6dDTGL8d0EAitw2lHjtEEWOF09EREREqcuZQL64uBjnnXde/M9z585FXV0dAOD888/HqFGjej1n+/btUFUVCxYsAACsWLECr7zyyoCPERUaLWKgzR/OdjOIiIiIMs4fDMPXEUairglNrUH8/E81ONLQDkEAbr5yJq68YHJSk7HKooBRXjvcDlv6G01EREREI1ZOjiFvmiZWrVqFiy66qN/16uvrMW7cuPifS0tLYZomWltb+32suLi423Z8Ph98Pl+3ZQ0NDWnYE6Lh5w+G4fOHoSrZLWfWEVFqWENEqWMdjTxBLYI2f+Iw/mhjO/7ruY/g84ehyCJuXXom5pw+JqntqoqEEo8KScqZ/ksZwRoiSh3riCh1rCMqdDkZyN9///1wOp24+eabM/J6Tz31FB555JGMvBZRuliWBV9HGB2hCMIRI+uBPOuIKDWsIaLUsY5GlqAWQUu7hkSj9u053IL//utWhMIGnKqMb10/B9MmFPdesQcBgMuhwOuyJdWLvtCwhohSxzoiSh3riApdzgXyDzzwAA4fPozHHnsMoth/j5SKior4sDYA0NzcDFEUUVxc3O9jPd1yyy249tpruy1raGjATTfdlOLeEA0P3TDR2q5BixjYe6QFT7ywHQ9/57NZbRPriCg1rCGi1LGORg5N09HaRxi/aXcjnly7A7phodij4vYvzsX4Me4BtykKQLFHhUNVhqHF+YE1RJQ61hFR6lhHVOhyKpD/5S9/ie3bt+Pxxx+HzTbwWI1nnnkmQqEQampqsGDBAqxevRpXXHHFgI/15PV64fV607ovRMNFC0cvQMOGiVfePYS1bx1IeDGaaawjotSwhohSxzoaGbSwjub2EMwE5z9vbv4Eq1/dAwtA+Sgn7vjiPJQW2QfcpiKLKPGoUGQp/Q3OI6whotSxjohSxzqiQpczgfy+ffuwcuVKTJ48GStWrAAATJgwAY8++ihuu+02bNu2DQBwxRVXYPr06XjiiScgiiIefPBB3HvvvdA0DePHj8fPf/5zAOj3MaJ85Q+G0eYPo60jjD+8uAM7DzYDACrLBu71RURERJTvwhEDLQnCeMuysPatA3j5nUMAgNPGefHt6+fC7Ri4t7tTleF1q5DEkTdEDRERERFlXs4E8qeffjr27NmT8LH+xo2aP38+1q5dO+jHiPKJaVrw+cPwhyLxIWraOsIAgAvnj8d1F52e5RYSERERDa+IbqDZF4Rhdl9umCZWrduDt7dGh6s8c+oofG3pbKi2/nu7CwLgcdrgcQ78y1wiIiIionTJmUCeiBKLjRcfDOvdhqix2yTcfGUVFlSNzXYTiYiIiIZVRDfR3BbqFcaHIwaeeGEHtu5rAgB86swKfOnKmZCk/ueikkUBxW4VqsrLISIiIiLKLJ6BEuUwTdPR2qGhuV3Dk2t3YNehziFqxnrwtWvORFmJ89TK/JU1ERERFSDdMNHiC0HvMU5NIBTBb/6yDbWftAIALv/UJFxz4VQIQv8nRaoiodijQh4gtCciIiIiGg4M5IlyVEcwDJ8/jN2HWvD7tb2HqOk66ZhDlVHk4s+tiYiIqLAYRrRnfKRH1/iW9hD+67mPUNfkBwBcf/HpuPiciQNuz21X4HXbBgztiYiIiIiGCwN5ohxjWRbaOsJoD4SjQ9S8fWqImi99rgpnzzw1RI0oAF63Cpd94AnLiIiIiPKJYVpo9mm9wviGk348/OxHaPaFIIkCbrnqDJw7q7zfbYkCUORW4eQ5ExERERFlGQN5ohwSGy++qTWA36/did2dQ9RMHOvBrT2GqFEVCUVuFYrMn1sTERFRYTFMCy2+EMK60W35wbo2PPLnrfAHI1AVCV9fNhtnnDaq320pkohijwqb0v8kr0REREREmcBAnihHaGEdre0adhw8iSde2AGfPzZEzYTOIWqiwbsgAB6HAreTP7cmIiKiwmN2hvFapHsYv33/CTz+/McIR0x4nApuu34uJlV4+92WQ5VR5FYhiTxnIiIiIqLcwECeKAf4g2G0tGt4+Z1DeLGfIWoUWUSRW4XKHl5ERERUgCzLQku71iuMf297Pf7n5V0wTQuji+y4ffk8jC119rGV6Fz3HqcCj0sd5hYTEREREQ0OA3miLLIsC76OMOpOdvQ7RI0AwOVQ4HHaILKHFxERERWgWBgfCuvdlr/6/mFUv1ELAJhQ5sbtX5yLInffQbskAsVuO+wqL3WIiIiIKPfwLJUoSwzDREu7hm21Tf0OUSOLAorcKi8qiYiIqGBZloXWdg1B7VQYb1oWql+vxd8/PAIAmD6xGN9cNgcOe9/nRDZZQrGHc+wQERERUe5iwkeUBVrEQHNrCGvf3o8X/3EwOkSNKuFLV3YfosapyvBy3FMiIiIqcG0dYQS6hPGGYeJ/Xt6F93c0AADmzRiDry6ZBUXue9g+l12B18VfExIRERFRbmMgT5Rh/lAEnzT68LsXug9R87VrzsSYziFqJBHwulQ47Uo2m0pEREQ07P5/9u48Tq6yTPT47+y1dfWWTsiekB0CZENUDCYEWZUlDAKDiuO4jRdx7lUcxSs64iUDQWdAQVHUQYUE0ACyDEkAw6YsSQhJIAnZSEKW7nR671rPcv84XZWu3tNdvT/fzweSPrWc01BvnXOe93mfp7YhSWMinf05kbL51WNbeHevf5308Xljufq8Ge0G2lUFomGTcNDsk+MVQgghhBCiJyQgL0Qf8TyPusYUG7eXc3+zEjWL5o3jymYlaixToyhioWuy1FoIIYQQQ1tdQ5KG+PFgfH0sxc8ffZt9h+sA+NTCk7n4o5NQlLaD8YamUlggDe+FEEIIIcTgIQF5IfqA47gcq03w2Iu7ePqVvXj4JWo+d9EpzJs5EvCzuwrCJhHJ7hJCCCHEMFDfmKS+WTC+sibOzx7ZRHlVDEWBf7xgJgvnjG339QFTpyhiokkSgxBCCCGEGEQkIC9EL0umHfYdquPXT2xh+75qACacVMCXLj+NsqIg4DcgK4yYmJLdJUSvsh1XVp8IIcQAUB9LURc7Hoz/oKKenz2yidqGFLqm8sXLZjNnelmbr1UUKAgaFIStvjpcIYQQQggh8kYC8kL0osZEmje2Hs4pUbN4/jiWLvZL1CgKRAIGBWGz3aXYQoiesx2XuoYUhq5SEJZVKEII0Z8a4ynqm66LAHbur+beP28mnrQJWjpfu/J0pk0obvO1mgpFkQABS25jhBBCCCHE4CRXskL0As/zqKlL8sgL7+WUqLn+4lOYO8MvUaOrKkURE0tuKIXoVY2JNO/tq+KxF3cTMHW+87kz220MKIQQonfFEmlqG1J4TT+/taOC3/zlHWzHpTBiceOn5zB2ZKTN11qGRlGB9NkRQgghhBCDm0QChcgzx3F5/3Adv1i1mR1NJWomnlTAF5uVqAlZOtGIhSZBQSF6je24VNbEeWzdLla/tg/H9TB0lUTKJhQw+vvwhBBi2Ikn09Q0JLPB+Jfe+oAVa3bgeTCqJMSNV8+htDDY6nUKEA4aRGVFoRBCCCGEGAIGVEC+urqab3/72+zfvx/TNJk4cSI/+tGPKCkpYdOmTdxyyy0kk0nGjh3L8uXLKS0tBWDGjBlMnz4dVfWzZe644w5mzJgBwAsvvMAdd9yB4ziceuqpLFu2jGCw9YW+EPmQTDv8ffNhfv3EljZL1KgKFEYsCQYK0csaE2le23KIB5/dwdGaOAAjCgN86fLTZPwJIUQ/SCRtquuTeJ6/kvDpV/fy1Ct7AZg0OsoNV51BJNS6pJiqQFGBRdCS724hhBBCCDE0DKiAvKIofPGLX+Sss84C4Pbbb+fOO+/kxz/+MTfddBPLli1jwYIF3Hvvvdx5550sW7Ys+9qVK1cSDodz3q+xsZHvf//7PPjgg0yaNInvfe97/OY3v+GGG27o099LDA/1sRQPrd6eLVETtHQ+e9Es5s30S9RYhkZhxMLQZZm1EL3Fdlz2H67nD8++y/ptFQBoqsL5H57IRR+ZxIg2Mi+FEEL0rmTSpro+geeB63qsXLuDl946CMCpJ5fy5ctPwzJbN7Y3dY2iAhNDl6b3QgghhBBi6BhQAfmioqJsMB5gzpw5rFixgq1bt2JZFgsWLADgmmuuYcmSJTkB+ba89NJLzJ49m0mTJmVf953vfKdVQL6uro66urqcbUeOHMnDbySGA8/z2H+knp89uqnNEjWKAgVBg0hoaC+zlnEk+lt9Y5InX9nDYy/uJpF0AJg2voh/vGAmo0eEO3l1/5MxJAaCeDJNLOFQErUG5TlLxtHAk0zZVNUncD1I2w6//cs7vPXeUQDOOvUkPnfxLLQ2asKHLJ3CiCU9P/qYjCEhek7GkRA9J+NIDHUDKiDfnOu6rFixgnPPPZfDhw8zZsyY7GMlJSW4rktNTQ1FRUUAfPazn8VxHM455xy+/vWvY5pmq9eNGTOGw4cPt9rXAw88wM9//vPe/6XEkOM4Lq9uPsR9jx0vUXPugvFcsWgqhq5iaCqFBRaWMfQzu2Qcif6Stl0276rkd09uZd+RegAiQYOli6fykdNGoygKigLhgEEoOHBLHsgYEv3FcT0/EB+3STsufhze6u/D6hYZRwNLKu1Q3RSMjyXS/OLPm9l5oAaAT5w1gSsWTUVtMfGjKBANm0SCrcvXiN4nY0iInpNxJETPyTgSQ13eAvJr167lE5/4RKvtzz33HOedd94Jv9+tt95KKBTiM5/5DGvXru3wuevWrWP06NE0NDRw0003cc899/C///f/7vK+rr/+eq644oqcbUeOHOG666474eMWw0csafPHZ7bx1Ct7siVqPnfxLObOGOk3HwsYFITNYZPZJeNI9Iej1Y388dnt/HXDB3hNXQLPPmMMVyyaSqQp+B4wdaJhY8CXPJAxJPpa2naJJdLEE2kcr/PnDwYyjgaOtO1QVZfAcaG2IcndD2/i4NEGAK5cPJVPnDWx1Wt0VaGowMIyB2zO0JAnY0iInpNxJETPyTgSQ13ernb/7d/+rc2A/M0333zCAfnbb7+dffv28ctf/hJVVRk9ejSHDh3KPl5VVYWqqtns+NGjRwMQiUS46qqr+N3vfpfd/vrrr2dfd+jQoexzm4tGo0Sj0RM6RjG8HTzawH+u2Hi8RM3oKF+6bDYjioJoqt+4dbg1H5NxJPpSKu3w/Jv7eXD1DmobkgCMGRHmHy+YydTx/rnB0FQKwsagGYsyhkRfSSZtGhM2ibSdncgaKmQcDQxp26WqNoHjepRXxbhr5VtU1SVQVYXrL57FWbNbX49bhkZxgdVm+RrRd2QMCdFzMo6E6DkZR2Ko63FAPhMo9zyPw4cP4zW7sztw4ACmeWLLTX/605+ydetWfvWrX2VfO3v2bBKJBOvXr2fBggWsXLmSCy+8EIDa2losyyIQCGDbNqtXr2bWrFkALFy4kFtvvZX333+fSZMmsXLlSi666KKe/spiGPM8j7+9fYh7/vw29bE04JeoWbp4KrqmEjB1iiKm3EwK0Us8z2PvoVp+/fhWtu45BoChq3zyY5M578wJaJqKqkAkZBIJGoOyBrYQvcFtKkvTGLexHZchFocXA4jtuFTXJbBdj/cP1/HzRzbREE9jGRpfvuI0Tj25NOf5Cn6ZsYLw0O61I4QQQgghREaPA/Lnnntu9uJ58eLFOY8VFxfz9a9/vcvvtXPnTu677z4mTZrENddcA8C4ceO45557uOOOO/jBD35AMplk7NixLF++HIA9e/Zwyy23oCgKtm0zd+5cvvGNbwB+xvyPfvQjvvKVr+C6LrNmzeJ73/teT39lMUyl0g4PPP0uT77cukSN2lTvNCz1ToXoNbFEmkeee4+/vLyHtO0CcNqUUq7+xAxGNDVQDlkGBSFDJsWEaJK2XeKJNLFkGsft76MRQ53j+JnxacflnT3H+NVjW0imHcJBgxuuOoPJYwpznj9cVxUKIYQQQojhrccB+XfeeQfP8/jMZz7Dgw8+mN2uKAqqemIBkWnTprFjx442H5s3bx5PPvlkq+1z585tc3vGeeed160a9kI0d6SygZ88tJHtbZSosQyNwog54OtTCzFYeZ7Hm9vKuf/xLRw+FgOguMDi0+dNZ870MhRFwTI0CsLmsGigLERXJJM2saRNPDX0ytKIgclxXKrqkqQdl9ffOcIDT7+L63qURAN845q5jCoJ5Tzf1DWKCiwMXSZQhRBCCCHE8NLjgLym+cGPlStX9vhghBiIXttyiLsf2dSqRI2hqxQEDSIhWWItRG85Vhvn/ie28srbfnk0RfHH4Kc+djIBS0dXFQrCJqGAZFcK4boe8ZRNLG6Tth0pSyP6jON6VNcnSdkOz72xnz+9sBOAsWURvv7pORQVWDnPDwcMosOo8b0QQgghhBDN9Sgg/9nPfrZLgcjf//73PdmNEP3CdlweeOpdnnhpNx4QsnQ+d8kpzJlehqGpFBZYko0rRC9xHJdn/raXB5/dTmPCBmDS6Cj/eMFMJpxU4NeJDxqEgxLQESJtu8QSaeI9LEtTVZtgw/ZyDpTXc92FMzl5bFH+DlIMWa7rUV2XIJ6yeWzdLta+vh+AaeOL+JcrT8+ZMJUSf0IIIYQQQvQwIH/ppZfm6ziEGFCOVsW444/rsyVqJo2O8sXLZlNWFCQc8BuPSRBQiN6x64MafvGnt3nvQA3g92u47ONTOGfOWDRVIWjpREKmlDkQw14yadOYsEmku1+Wpqo2wcYdFWzYXs7eQ3XZ7SeVhiUgLzrluh5V9QliiTR/+J9tvLb1CABzppfxz5eemlPOT5IZhBBCCCGE8PUoIH/VVVfl6ziEGDDeeOcw/7XyrWyJmiVnjueKRVMJGBrRiCmNx4ToJfFEmj8+u42nXn0f1/Wji2eeMop/OHcahRELU9eIhgwsq8fV1oQYtFzXI55M0xi3SXczHb69IDxAQchg7oyRfPq8afk4XDGEeZ5fpqauIcWvHt/CO3uOAbBwzliuPX9GTuJCwNQpipjScFsIIYQQQgh6GJB/6qmn+OQnPwnA448/3u7zLr/88p7sRog+4bgev3/mXR77665WJWqCpk6h3EgK0Wv+vvkQv3piK5U1cQDKioNce/4MTplciq4qREIGoYAh/RrEsJW2XeKJNLFulqXpShB+3oyRTJtQhK6pRMNWO+8khB+Mr6lPUlkT454/vZ39TH3yY5O55OzJ2e9qBf/zJf12hBBCCCGEOK5HAfnHHnssG5B/5JFH2nyOoigSkBcDXmVNnNt//2arEjUji4MUhE0iUutUiF5xtDrGL1Zt5s13ywHQNYULPjyJCz8yEcvQCAcMwiETTUpEiWGqJ2VpOgvCz5k+kvkz/SC8psqEs+iaTDD+QEU9dz+8ifKqGIoC154/g3Pmjss+T1OhMGLJykIhhBBCCCFa6FFA/je/+U327w899FCPD0aI/rB+2xF++tDGViVqwpZBYYGZU/9UCJEfjuPyxIu7eWjtDpIpB4AZE4q59oIZjC4NS514Maz1pCxNVV2CjdvbDsJHggZzZ5Qxf+YoCcKLbqttSLHzQA13P7KJ2oYkuqbwhU/NZt7MkdnnmLpGUYEl3+FCCCGEEEK0QQrximHLcVz+8D/bWNWiRM3cGWUUBGV5tRC9Zfu+Kn7+yNvsO+IHCwtCBleeO42zTj0Jy9ClTrwYtrpblqbzILxkwov8qG1IsmlnBb/402ZiSZuApfEvS89gxsTi7HPCAYNo2MypIS+EEEIIIYQ4Lm8Rj5kzZ7YbvNy2bVu+diNEXhyrjXPHH9bz7t4qACaPifLPl85mdGmYwgILy5CseCHyrSGe5r+feoc1r+0jU3lj4ZyxXL5oCoUhU+rEi2ErmbSJJW3iqa6XpckE4TfuqGDPwdqcxzKZ8PNmjmK6BOFFntQ1JHnl7UP85i9bSdsu0bDJjZ+ew7hRBQCoCkTDJmEp8yeEaMFxXOJJm0hIvh+EEEIIyGNAfs2aNTk/V1RUcP/997NkyZJ87UKIvNi4vZyfPLSRusYU4JeoWbpoKoVhiwLJ6BIi7zzP48WNH3D/X7ZS2+CPu7FlEa67cCZTxxVKnXgxLLmuRzxlE4vbpG2HrsThJQgv+kt9Y5L/ee19Hnx2O54HI4uD3Hj1XEYUBQEwNFUSGoQQrdiOS2M8zeHKBg5Xxvj4vHFyryWEEEKQx4D8hAkTWv08ffp0Pv3pT3PVVVflazdCdJvjuDz47Hb+9MLOnBI182eWSdMxIXrJocoG7nn0bTbvqgTAMjQ++bHJLDlzPJGgKXXixY6bETUAACAASURBVLBzomVpJAgv+ltdY5KH177HX17eA8DE0VFuuOoMCpoyXQOmTlHERNPk8yeE8KVth4ZYmq17jvHXDQfYuL0Cx/VIpB0u+sik/j48IYQQot/1apHeWCzGsWPHenMXQnRJWyVqvnjZbMaWFVAYMdHlJlKIvErbDo8+v5M/Pb8z25TyjGkjuPo8v2lrQdjAMqVOvBg+EkmbeBfL0nQUhA8HDeZOL2P+LAnCi95X35jk149vZd3GDwA4ZXIJX77iNAKmjoLfA0R67gghMpJph5q6BC+/fZC/bviA/Ufqs49FggbTxhf149EJIYToiVTawezCasiuPm+4y1s05Lvf/W7Oz4lEgjfffJNLLrkkX7sQg9z6beWsWreL/UfqsB0P8AAFz/VQVAXPdXFcj2Q6N2VQVRUiQZ1YwsZxPVRVYdzICJ+/5FQWzBrV5j52H6jJBj0MXcV1PRzXj4Ccd+YEli6eQkk00KrOaeb15VUxRpWEWLpoaqt9CDHQ3Hzvy2zZXZX9+bQpJdz2tYWtnnfd95+mLmZnf46GdB68te3v6J88uJ6XNh3CbRpz58wZwzevW9ClfV9z/kzuefRtDlU2AlActbjmEzMIWTrP/G0vByoaiIZNGV/D2A3Ln2ffkYacbaqi4DaLVBuagqGrpB2PtN06lbwwYvCv18xnwaxRA/a7+0TK0vR3EF4BVBVMXcc0VAmwDiAr1mzniZf2EIunW32GyooDfO3KOby48QDrNh5s9VpFgVDA4MxZIzlWl+TAkXriyTRp28UDNFVhbNM1FZAdR2PLwlz0kUk8+/d9bNxRAcCHTj2Jz108C11T0VRkdaEY9vrz3POpbz7RatuTP7msT/bdlmTSZt+Reta8sY9X3j5EYzydfWzCqAIWzR/Hh089ifEnRfvtGEXv6Oo9Q3taXhNOPCnCz29a0ulj0Pk9UE/H6EC9vhSiv5iG1ub5p6X+PB8NJnkLyI8alfvFFAqFuOKKKzjnnHPytQsxCGVvIhPpLjeqa8l1Peoaj1/UOY7HvsP1/Pv9r3X6WkNXcwI5qgJv76xg084KGmJpRpWGOPv0Mby6+RAHyutxXdA1hRFFQarr4ty3ajMsPV1OvKJfdOUisOWFKMCW3VXcfO/LORekLYPxAHUxm+u+/3SroPxPHlyfE9hxXS/7c/ML7Jb7VhTYsb+G7/3ib4AfYF1y5ng+tXAyFVVxfvboJuobUzTNjbFlVyU/+OKHZXwNI+u3lfMfD7zRauIVyAnGA34g3nHafa/ahnSb54GKqhjv7qkkHDRoiNk57xsO6pw8tig7lnrrRst2/LI0jYnjZWm27q5kzev7qayNM6IwyPlnTWBsWYSNOyrYsL1rQfituyu5a+WmnPeYPWVEt45RUUBTFExDwzRUDF3D0CUQP9CsWLOdh9e+l00qaOlodaLD6yHPg8Z4us1gPYDd7JpKwb/RKisOkErZ3PngBlJNY3XJmeO58txpqIqCqWsUFVj8+YX3ePylPcSTNkFL57JzTuba82f2+HfubRJgEfnQ8nxWURXjvX1VfOf6D/X656m9YMinvvlEnwRBbr73ZbbuqSJk6YSDBiVRi4Bl8PbOo9n7PVVVmD9zJIvnj2fymCiKoqDLiq4hpyv3DJl4QFvnirYSNPYdaeCG5c9n/97WYz+/aUmn90Drt5Xz/377GplQQEVVjG17KvneF47fe3SUrLR+Wzm3/fcb2VhCRVWM7e9XcfPn/THe0e8lhBBdkbeA/L/+67/m663EANHTG5a2TrB9SdOUnGB8wNIoiljUx9LZrI0DR+p56PCOnNfZjsfR6jgjS0LousKqdbvkRk3kTVfH1fpt5TlBloqqWJsB7JYXou1tbxmM72h7e4GbdRsP5gTkm+/D0FVsx80Gb04eW8h1F8xg2vhiIiGTb/7XS6Sd1gGlH93/Gn+RGfRhYf22cm69/zW6UDa9xxyXnIncjMa4zZZdlWzZVYmmgqqqRMMmRREzL5OwybRDLJ5uVZZm6+5KVq7ZgaYpWLrCocoGfrlqc9NqseMyQfh5M0cyY2JxTiZ88/cIWxq1DQlWrtnBNefTpaC8ooCuqliGhtEsAC8GnubniYqqWJ/t18OfGLMdl/cO1GavoZYunsr5Z00EIBwwiIZNHn5uBw+vfQ8U0FVIpGz/ZxjQAYn128q5b9VmdF2hIKhL8sUQ0F8TLP+1YkOryeVk2uW/Vmzgjz+6uNf331++94uX2XuonrLiIA2xNBXVcSqq49nHCyMmC+eMZeGcsRRGLMBPiApaBgFLyhcMNS9tOtTu9m9e5wfjH1p9/F67MZ7O/nzt+TPbjRV0FEPIPNbZPdDyP7xBywWWtutvf/i2T3WarHTnH9e3WqGZtl3u/ON6Lvv4lEF5DhRCDCx5C8hXVVVRUlICwN///nfWrVvHtGnT+Id/+Id87UL0oe7esPzkwfW8+NbBbmfD54Oq+DeVTrNAR3GBha6rVNbEcwIg7SSc4bgeNfVJxowI9enNsBja1m8r5+6H3yKWsLEdl9r6JHc//BY3Xj231bj68W/bznj88W9f4/HlAyeArSp+FlTLlSg3f/5DFIVNLMs/zbQVjAc6LOEhBr/LvvVEu9+z/c1xwXFdahtSeJ5HPOmQSjvc+eAGvnXd/C4HdDzPI5GyaYzZpNopS/P0q++TSDukYk520iojHDSYM72M+TNHMmNCcbuNMde8vt8P6DfVY7QMjSQOa17f32ZAXlHA1Jqy3w0VU9ek6eYA01YgEchef1VW9+31h64pRMMm5cfi2c9xwNQ4/6yJKAoUhs1sqb8nXtoDir8SKu242eu+VX/dNaCDEavW7ULXFQJNPUwCpk4CW5IvBqn+nGCpbWPSt6PtQ4HrehyqjJGyXRqq4q0e/+Jls5k7vQxNU7PnoGBAI2AZaKqsvhqsOsoid9u5yMtsbx6Mb+6h1Tt6/VwRS7adApLZ3lmyUmOi7ccbEzZPvLQHDw/PBcfzr7kUxT83DuRzoBBiYOlxQH7Dhg18/etfp7q6mgkTJvCNb3yD2267jTlz5vDUU09x6NAhbrzxxnwcq+hD3blhablkrT9oqpKzrFvXVUqjAeJJm+rq1heOHUnbLsm0w8iSUL4PUwxTDzz9LnWNKVRVQdf8etl1jSkeePrdVuPKaSeNuL3tfS2RtDE0hbTj4TYLtkdCBpGgwcjioJS+GOYGcjC+OQ+P6rokuu7XxU4k7S4FdBzHJZa0icXT2G38otV1iWw5mr2HcsvR+NmCOqqq8B//62NdCpRX1sYJt8guNHWVqtq4X/9dAUPXMQ0FQ9cwDQ1VAiADVnuBxIClk3ZcahvtPh0/mqoQDVscq01ktymK/znfub+aj5w2OqcRdzxpowBpx0Vpeq7nQSLlsH5b+YANbpdXxSgI5t7+WIYmyReDlEyw9I2U7fLa5oM88/f3qaxJtPu8BbNGoasKQUsnGNAxdMmIH+xOpOTlcJIpx5s5/+H5iX6xxNCdkBNC5F+PA/LLli3jxhtv5JOf/CSPP/443/3ud3n00UeZPn06u3bt4stf/nKXAvLV1dV8+9vfZv/+/ZimycSJE/nRj35ESUkJmzZt4pZbbiGZTDJ27FiWL19OaWkpQLcfEx3rzg1Le0vW+oraIhhfEDIIBQyq6xKk2mgI2BlNVbBtL5uxJkRPHTzagNKUUQhNqzkUj4NH+6+0U3e8vvUwv3xsS07Wu2moFBcESKYdKqrjEowXgyIYD34Wl0dTU1kXTEPpsFxZ2naIxW1iyXSr37F5EL5lTXi/uaZOyNIJmBop26UwEuhy1vqIwiC1DQmCpt5UckZFASaOCVJaFMSU+u+DSnuBxAMV9biO16erh1RVoSBkUFWXG2hTFYWSwgC/f+Zd1r6xnyualQIJWjqN8TQK+BGJJorCgA6GjioJUV0Xz/53ByT5YhCTCZbeVVuf4Jm/vc/aN/ZztKbtxCZVVQhZOqGATmk0gGVqci4aQk6k5OVwoigKXiYiD/6fHvLZF0KckB6vXd67dy/XXHMNkUiEa6+9Fs/zmD59OgBTp06lpqamS++jKApf/OIXWb16NU8++STjx4/nzjvvxHVdbrrpJm655RZWr17NggULuPPOOwG6/Zjo3KiSEMl0bjO9zm5Y2luy1hcU5fj+VQXKigLomkpFdaxbwXiA0SPCfEVqioo8a3mZNtgu2/7f717nx797g8qmGzNNVRhRGKAwbFFVl6CmPtmv3wViYFi/rby/D6HLMqU2/MC8R1HEahXQ8UvapDlWk+BoTZyGxPFgfHV9guff3M8df1jPd+99lUef35kNxoeDBmefMYZLF55MSYFFJGhkg/GO43H+WRO6dIyKApcunExJNEhhgUkkqGM7LnWNaZYsmIBlSABksCmvimXLD2VYhobT18F4xW92XNOQytkeMDVGFgdJJG2q6pJUNWXwZ8b2ZeecDPhlxzzv+DgqDBsDOhi6dNFUbNsvM5UpNyXJF4NXd+5XROd2Hqjhpw9t4J9+vJaH1uzIBuNnTirJPido6ZQWBhhZHETXVGrqkwQsXc5FYlgIGH4YLXP+y5wDM9uFEKIrepwh7zUrFq5pGoFAoFvvU1RUxFlnnZX9ec6cOaxYsYKtW7diWRYLFviNBK+55hqWLFnCsmXLuv1YS3V1ddTV1eVsO3LkSLd+j6Fi6aKp3LdqMwlsv05t2un0hkVVlX4LxGVPgqZGUYFFbUOKeLJrM/eq0jqT8x8vmJFT/62/GkYNJjKOOjemLMwH5Q3getnl/a4H40aGWz1XVcFtYy5J7afrvMw4eW2r//901qQSDh5tIGjp1DV2Pt5alpNqvl34hsoYypTiGAwsUyWV9ktu6LpCUSRAOGiQSNmMHhHGcT1iiTTxhE26Wb2o6voEb+04yobt5ez+IDcTvnlN+LTt8vybB9j2fhVBS8cDYkmH0sIg5581od1mrIoChqZiGk014HWNMSMiREImf/7rLo4cizGyJMS158+Sc1ELg2UctZep3ZcUBYIBg/oWNa8zpceq6pLYrotpaK1KgVx7/kzWvrGPypoEnuefIwrDJuGQQXE02Ke/x4lYMGsULD2dVet2UVHljyO5pss1WMYQdO9+RbTNdlxe2XSQp17dy4591dntlqnx4dmjWTRvHKNHhPnOPa8QNHW/iXnC7vL91nAzmMaRaNtpU0rabBx72pQSUFT2HqohFvfLy6kKhII6k8cU9cORDl0yjsRQ1+OAfCqV4uc//3n250QikfNzOn3idbRc12XFihWce+65HD58mDFjxmQfKykpwXVdampquv1YUVHuF+UDDzyQc8yiezcs40eGO+yInm+ZgGZGSdRCURQqquMdTgwoQMDSCZgqtY1pigtMGuN2U1NKjxFFQZ578wBbdh/LXtB3tRHncCbjqHOfv+RU7vzjemJJ2687qEDI0vn8Jae2eu45c8a22ZPhnDlj++JQczSftIqGTT593jQWzx/PV//jecq7mAkZsDQa461v2gJW3nqLD3pDZQxlSnEMZIoCQVNjyvhiTptSyjOv7iWetDlaEyeWSFMSDXDJRydRUdXI5l2VrHl9PxXVMQxdRVcVDh/L/dyHAzpzZozMCcL/9sl3SCRtIkGDgpCRzYq/9vwZrQLxfv13Dasp+G4YWpuTVfNnjmL+TDnvdGSwjKP2Aol9KWD6ZWeaKy6wMAyVo9Xx7CSqZvmfxZYrR7525ZxsHfzBFAxdMGuUXL91YLCMIZAJlnyoqU/y9Ct7WP36Pqrrk9nto0pCLJo/jg/PHk04oBMw/ZJro4oD7PygrtW91sSTIn196APaYBpHHYmG9DbL00RDQ//6/bavLeTme1/OCcqfNqWE2762MJt8kllVOVjOf4PNUBlHQrSnx9+kF110Efv27cv+fMEFF+T8fOGFF57we956662EQiE+85nPsHbt2p4eYqeuv/56rrjiipxtR44c4brrruv1fQ9kJ3LDsmLNdj6oaOzlI8qVCcbrmkJpYYCGuN3qxrIlVYFRpWHCAZ1EyqYwEqAgbFJRFSNgadQ1pDB0FcvQsg3WPLwuN+IczmQcdY2hq5iOiuN6aKqCobed8t5eg+R1Gw/yzesW9OYhZjXP4gc/m/32Gz7GSaVhdE2lPtb1CddUuu3SUak+zggdyIbKGMrU9J06rpBdLbLHBwJNVdBUhcsXTeXa82eyfls5trsHQ1MpKjBxXY+ahhS1jSn+tuUwjz73HinbbZq0PS4c0JkzfSTzZ41kxoRiNE1l6+5KHn3uPTRNIZV2cD2P+lgaw9AImhopxWHdhg84Y+oITON4LXhTlwas+TJYxlF7gcTbfvd6Tn+O3mKZWk5mq6ZCaWEQRfGoqIrnlM1pjKVpDNloKjmlQBbMGsXOM8fzxEt7iCdtgpbOZeecLNdGg9xgGUMZMsHSPdvfr+IvL+/m71sOYzd95yjAaVNHsGj+OE6ZXIKl6wQDGgHLyE4S1zSk2kx8SqTkeq65wTaO2vPgrZe0auwaDenDpqHrbV9b2OZ2mQzsG0NlHAnRnh4H5JcvX47rumzYsIEzzjgD0zR79H633347+/bt45e//CWqqjJ69GgOHTreLLSqqgpVVSkqKur2Yy1Fo1Gi0WiPjnuo66xky5//uqvNchS9LRI0CAZ0jtUmsheTHXE9qKiKUVRgYWgq/3zpKdnf4+ZfvIrjuK0arB08GkNTlUHfiLO3yTjq3Kp1u4iEDEYUHV/On0jZA6oBXqYMmULuCpRo2CRgaowbWZDdFjC1Nm/AAqbWalvLYGZn24ejoTKGMqU4HMfL9LgaUFzPw3U8Hn1+J9PGF/OHZ94hEjRIpV2q6xJ+aRoPfvXYllY9SFQFTFOjNBrk5s+f2aoh65rX96NpSlMtcBdDUzGa6omWFgXRVIX6xhSjSsNSZ7eXDKZx1FYgMRjQSTee+OrSE2HoKslm392moVISDVDXmCKWsDF0Fc/1sJuu6zygqjZBcYGVk/23fls5L7x5gOICk5NKgiTTDi+8eYBp44sHzDlNnLjBNIbEiUmlHV7edJAnX97D7maNx0MBnbPPGMPH547jpJIQQUsnGNAx9NbXc+VVbTd3bW/7cDWUxtFwCb63paMYSG9OBnqeR9p20TV1WCdsDKVxJERb8rLWSFVVvvzlL/PWW2/16H1++tOfsnXrVn71q19lA/uzZ88mkUiwfv16FixYwMqVK7NZ9919TJyYzJIsXVcoCOrZzHGaGp6u31aec2PXFxQFSqMBUrbL0eoTvwBMpBxuuG5Ozkk0k9XZnGVoNG+gnt1/dw5aDHvtfcYGSgO8Dyrq+cWf/drfmSBqwNQojJg0xG0qWoy1pYunsnLNjpweDKribxfD19JFU7lr5UbqY+kBF4wHf6LJ0FUiQYO/vLSbytokDbFUq14imWC8qvjN60IBPTvZFEvarYLx4NeWLwobWJYBeLgupG2HRNolnrBpiKcojgYlGC/a1Zjo3XrMmqbkTIRGgjrhoElVbSL7mfdcF03TABfH9ZvMup7XqtF9pjxVy0SGgTTJLISAypo4T7+6lzWv76Ou8XgD5/EjIyyaP54PnTqKwrBF0NKxTGkSLrqurDjA0epEm9sHu85iIPniuh4p28FxXGzb81dlOg4KMKIoiKq2nhgTQgwNeSv+NX/+fDZv3szpp5/erdfv3LmT++67j0mTJnHNNdcAMG7cOO655x7uuOMOfvCDH5BMJhk7dizLly8H/ImA7jwmTkxnN1yr1u3KlrZoWde9N5iGSlHEoqY+2Sp7sSsmjS6gIW63OpG212DNMlQ/+74LjTiF6Eh7n7HmJQD6Qyrt8OjzO/nTCzuxmxpXqqpCadQibXscrY63ClYC2cbHLcsVNG+InGEZKsk2ytZYRj91qRW9ZsGsURQVBIgnHTIBvYEiaOmEgzqaqlIfS/H2rqNtNk8G/3w2ZkSEtG23GrOlhcGc5xma33x1+oQiqmrj4PnB+CNVMTz8Bq0N8ZTUFxWdypSC6I3rKVVVcJqVpigp9AMmR2tye+/YLqiqh6IoaBoURkzGlBW0um4a6JPMQgxnnuexdc8xnnx5D6+/cyQ7xlVVYd6MMhbPG8+MicWEQwZBU29zklmIznztyjks/8ObxFNONhYQNDW+duWc/j60HuuNSefmwfe07ZFKO9iuvzJz4FwtCyH6St4C8hMmTOBLX/oS5513HqNHj8557IYbbuj09dOmTWPHjh1tPjZv3jyefPLJvD4muq6jG67128rZ/n5V9gzS28H4woiJqihU1rQdIOxMOKC3GwBtr8HaledOyzb8y9T9DltGm404hehIe5+x/g7Q3XDnXzlc6feAKC0MkLZdLEOjpiHZaUmZa8+f2WYAvqUrz53GitU7ci42labtYuipqU/ium6HDbb7iqYqhIMGQUsnlXaoqU92qcTZ6BFhrlg0hZVrdpBMO5i6igcEDJ0rPj6FaMho1YD1vDMnHm9y2bS6pL4xTcDUKY4Gpb6o6JSmKv7nM89DR1HICciVFQWJJ+2cbFmAcFCnMe5f7xi6SjhoYGham+epgTrJLMRwlkja/HXjBzz1yh72H6nPbo+GTRbOGcuieWMZPSJCwNKxDMm8FT2zYNYopowrzDY+9TyYMq5wSFzr9HTS2Q+6u9hNf6ZtV4LvQogceQvI19fXc84555BKpXKausqSt8GvvRuugKX5TU89r9dPKpqqUBK1aIjbOU3IOjLxpAj7yxuykwQhS6M4arUbAO2oOcu08cXStEX02Ik0wFMV2px06o0ygocrG1FVhQvOmsi158/gq7c/3ypI01Mnkk0vBrf128qpjyVx+rk9gKmrREImmgr1sXSbn2k/u10hZXutti9dNJXTpozAuFjl1c2HaIylKYoGuOCsCcyd0fb3f8vzyJiyApZeJecL0XVjR0Y4cKS+W0kH7WneEyRTL762IZVzPaWqMKokjKZCWVEo2/C+o2uegTrJLMRwpakK1/9oNbFmpa8mj4ly7oLxfPS0MRSEDQKmLvfnIm9+8uD6bDA+Y8vuKn7y4Hq+ed2CfjqqrhlVEmyz98GokmDTn12fdPYD7w627We+p20Hx/M6TFZ0PY/6xhRVdQmq6hJU1yWpqktwrDZBdX2CxliapYuncuk5U3r+ywrRx1JpB7OTSd+uPGeoy1tAXsrBDF3t3XDpmoKuK36jkS5kG3ZXwNSIBA2q6pJdKn2gqQq6phBPucyeMoLTppSyZfcxKqpinWYottecpTebtojh40Qa4LX3Ue+NhOOp4wr50mWzmTGpFE1Vcm7kOtNZw+fmuppNLwa3Vet2tVsGpi8ELb1ZNnyi3THzoVNHMX/mKB597j1sxyGeclBQCFk6F35kEh89fQyGrrJ4/njOXTChy/uX84Xoic9fcip3rdxIPGm3WearOzJDIBI0CAV0KmviOatELENj3Mhw9vruny89BSD73b5q3S6AVp/rjhIZhOgrK9ZsH/aT/aqq4LoejusRS9jomsqZp4zivDPHM2tSCcGAgS4laUQvWLfxYLvbB3pA/qtLz+D2379JolkvvICp8dWlZwC5MZCgpeO6HqauceXiqcSTadLppsx3x8H1WlcKSKYcP9Be7wfcq2oTOcH36vpEpys2t+yulIC8GJRMQ+NT33yiw+c8+ZPL+uhoBq68BeQzEokE1dXVeM2+kcaMGZPv3Yg+1PyG68CRetKOi64pHKtLEAnqpPJ0w9iSokBh2MJxXSprWzeLaUvmWjMSMrLNV15480CrRmRC9IeB1gBPwR8r//G/PoZlnvjpoK+aHYnBpbypbnpf0lSFoKWjKBBPdr6Sqjhq8oVPzW6qdarzty2HqG9MUVhgceGHJ7abAS9EPt1878s5mYWnTSnhtq8t5BvXzGPVul1s2VWZt32VFFigKBytiecEDSxDZfSIMA1xOxtQB7r83S4TUKI/rViznYdWHy952hhPZ38eDkH5bG+rZjPPVyyawnlnTmBkcahXGrRq2vFeFC23C9GX2uu1kvnInzalpFX2fmZ7RsDU8DwvW5Y2YGrZ18+dXsZXrzyN5988QGVNgkiBwcfOGMPo0jCVNQn+/NedvLzpEKm0g66pjBsZIRo2qW4Kup9Ik/aApVEaDVIctSiJBiiJBigtDLDkzPEn9N9ECDG45C0gv3v3br797W/zzjvvoCgKnudlLwC2bduWr92IPrJ+WzkPPP0uB482ADCmLMzZp4/haFWMiK5jOx51DSmq6/Nb1iJD1xSKIhZ1jakuN25VVQXX8yiJmhQX+I3K+jvgKURz5VUxUqk0h4424np++Zlo2CBt9274MpZIt9pmGRrRsEl9LNWtYDwMvAkGMTCMKgn1WVNH01DRNZW07dIQb/05b05T/brupqFh6hp3PbyRq8+bweIF41m8QG54RN9qGYwHf5n/1Tc/SSQcIGjlZwmvosCIQr9efFtj5KQRYX72rcW5x/aLV+W7XQwKjzz3Xrvbh2JAft/hOp56dW/250wwUlEgHDCIBA2uv/iUXm3QWhoNUFHdusxHaTTQa/sUoi1BUyWWbB0nCJpNn39FRVf9RuUZuupvB3jsxV1omoJpaGiaiqmrFIQNnn3tfUZEAxytjbP6tX1s2F5B2nbRVIXdH9SiKFBVl8iZDLAdl/cP17V5nKqiUFTQFGgvDFBccDzonvknGGh9L6ZATrkcIcTQk7cR/u///u/MnTuXX//611xwwQWsWbOG//zP/2TevHn52oXoI+u3lXP3w29R15hCUfyTwQflDTzy3HsURiwUVaOyJtFrGZChgI6pqxxrcaLriKYqFBWY1DWmKYpYOY+dSPMVIXqT57nUNBwPiLge1DSkKSvundppnufx2tbD/OqxLdltqqpQFDFJ2y5Ha1rfUJ2InjY7EkPT0kVT85rZ25ICGIaK50Eq7ba7SktTwTL9pnWZ+oSptEMy7dAQS1FeFeOulW9x49VzJcgo+lxbvtb9VAAAIABJREFUWXsAsaTL6BE6ew+1fWN/IjRVobTIrxefbLYkv7ma+mSrbfLdLgaL9so9dKVx92DhOC6vv3OEp17Zy5bduedWQ1eJhkxUVaExkaa8OtarwXg4nn3c1e1C9Ja2gvHNt+8+UJMNxuuaiqH7/1RWx9h/pI6KY40kU37ZGSfpNzOvqI6z+4M6XttypNX7Oq5HVV3Hq/ZVFS47ZyolUYviaIDSaIDCiOWX+BVCiBbyFpDfvn07999/P6Zp4nkexcXFfOc73+FTn/oUl19+eb52I3rZ+m3l3PngBhrbyTQ81sXSMd2hKFAUsUikHGoaTizz3j9BJlFVhQ8qGiiJBggHDaD95itC9LX6xrbHVXvbe+rW377Om++WZ3+OBA0MXaW2IdWlfgydOZFmR2J4yNTy7Q266s8Q247XZhBebVpqHDB1zKaAfbIpAF8fS7UZoIklJOtXDDyKovS4X4ihqxRFTKpqO65RWx9Ls2LNdrbsPpbtBRKydJJpR77bhehHtQ1JVr+2j//5296c0p0ji4M0xNNEggbJtENtYwq7D7uo+/dbfna+5/n3b37GcOvJPTE0DKY+DaqqYGgKew7WoKoKkaCBB03NVh0SKZu6xhT/a/lfT+h9laZ/eZ5/fk23s4LfdeGCD0/s8e8hhBge8haQN00Tx/Gzb4qKijh8+DDRaJTq6up87UL0svXbyrlr5cZ2g/G9ydBVCkImtQ1da9zaFgUoKwpytDpORXWcMs9D11Vs28vWRBWiPyXayVBsb3tPZYLxs6eUcriykYZYutOyHieivYbPMt6Gp5a1fPNBAZSmZnV2i3ODovgNg0KWjmVquK5HMu0QS6SpaXBzauq2+d6Kv8RYsn7FQNPT5IeAqRG0dCprO19p6LoeD63egd5U/7m2PtFU3sm/RZDvdjGQtRcYM/TB28B054FqnnplLy+9dTAbaFeA06aO4MKPTOTMWSfxuX9f3WbZmL6iKQpqs0x8tz87uYteNVD7NLyz5xi6pqAoir86wwO3qRZ8Mu3xjZ++2KP3//ZnF3DHH9ajq6Cozb5PPLfbE2BK9l+52xRo+j2UpgkuBbXZ34UQQ1feAvLz5s1j9erVXH755Zx//vl8+ctfxjRNPvShD+VrF6KX/ffT71Af6/tgfCRoZGux9YSuqU3vpVBVm+BYXZKZk0pYumiqZD+KYakoYvG5i2ex5MzxXHbTk11+XWdNkjKaN3yuqIplGwLKeBue8hmMz3wGPcBrFljPNNwKN33XJ1MOiZSfIdhZAL6tfeiaKlm/ol80xQ/aVN1GGZmuylxTneh72I6HpoLrKtiOSzikUBwNyne7GNCuWjKtzXPPVUum9cPRdF/adnj17UM89cpeduw/nswWCugsnDOWiz86iUmjC7NlLzprXN6bxpSFOXCknrRzPJlEVWD8SZF+OybRe9q7tnto9Y4+Ccg3D0p7npe9P/nOPa80PaN7iXw//NKH+eGvX0NV/Kz65kFwVVWYMq6QEUVB0raNrmko+LXgHc/FMnVClkZtQzp7fJk/SwosiiImKAqZKjUK/grP5kF2RVH895RSNkIMa3kLyN91113Zv3/rW99i6tSpNDY2snTp0nztQvSyQ0cbURXonVzd1lQFCiMWsYRNMt3zvXpNJ+RwQCdkhWmI29z2L2f3+H2FGIxCAZ2f37SYwhY9FfJtwaxREqQRedd8QkjXFEIBnZBlkLJdkmmHqrqOy3B0heuCrbicNqW0h0crxIm79oIZbQY6VKC7uabRsIntuMTi3QvWOS4oqoeqQE19it/+X7mGEgPbtPHFhAM6saSdLZ8SsnSmjS/u70PrksqaOM/+/X1Wv7aPmobjk2hjyyJc8OGJLDlzPNFw717HnaizTx/DisO5312e528X4kQ8vHZHtl+dR9vJQH5ppM5XPKqZgLrqJ2/8+Csf4d9/8zqqqh4PtCsKquo/b/r4Yk4eGyWW8L87XNfDbQr4W6bGqJIwnzx7Eo+t20Uy5fiTAfjHesnZk/E8WLn2vezxeZ6H68Hi+eMIB81e+K8lhBiK8haQb76cprq6WgLxA9z6beWsWrcrWy80swy5r1ogmbpKKGhQ25DscZ3UjMy5ujFhU1WbwPU8bv7Fq5LVJYasti5QdU0lGjaJJdLdDsbrWttLwPVebhQmhp/2soRNXSUcNNA1hWTaD8LXNea3tIypqxSEDV548wDTxhfLeUL0qWnjizF1hZTdfAUIfmShG5NNRQUW8TwkODiuh6YpLVfVCzEgrVq3i4Cl4XoeadvF0FUCljage4N4nse7e6t48pU9/H3L4ezqLlVRmDdzJJecPZm508t6vTlrd23ZfYySwgCxhJ39bx4K6GzZfYxr+/vgRK9Tm2V4gx+8VptqxiiKkr0f9zyP+5/YgqmruJ7XFPDOfa8/Prvdf247+1IUP7iuqiq6pqCpCrquomsqd964kG//7JVs1rzjetm/u57H9ImlOI5H2vbPiZmAe+bPgrBJOGhyuLKRePL4eTNoaYwdGUFTFSaOLiRtu8RTTnbCL2hqTB5TxKp1u5rut/xxYBqajAMhxAnLW0C+vr6eW2+9lWeffRZVVdm0aRMvvPACW7du5cYbb8zXbkQerN9Wzn2rNqPrCgVBneq6OPet2kxJ1KKypveatmZEggae51HTgyXZGZoK0bBFXWMKTVVoiKc52lRTsawokP3dWHr6gL0wF6I7DpTXc++f387+rChQEPKbalfXd143uCNjyyIcKK9vyiIBtylzZGyZLEcWPZPJhMrclDX/mJqGRjjgX5ak0g51jflpPtxSaaFFcUEg+3MiJY1dRd/776ffwXHB0NRsiSbX89BVhaKI1eU68orilydriKfbbTJ3Ijz87/sJJxX0+L2E6G37j9TRGE+j4Ge92rZHbUMK26nr70NrJZGyeXHjBzz1yl7eP3z8+ApCJovnj+Pisycxtmzgj7vyqhhFEZPiguNJH57nST+WQc51j2d5g/+n53qMLA5my6u4nofteNiOi+O4LP/Dej/o7bq4bdx4PPHSng73OWl0lINHG9A0BUPzA+1KU3A/E8B3XP/vtu2S8jzchH+sJdEg5Z185hoTHa8WO21KKVt3VeZsSySd7MrJVet2UVIYyGlwnrlmlHEghMiHvAXkf/jDHxIKhVi9ejWXXnopAGeccQa33367BOQHmFXrdqHrSvbkEjB1EthomkY0bFLfmGrVPC8f8l2iBsDQNcJB//eIRkwOHW1E1xRKogHCQQOABBJsEUPLH/5nG6v+ujNbssMyNcIBg7rGVLcbDTV3/SWncPfDbxFL2NiO6/dnCBtcf8kpPX5vMXSdNqWELburWm3XNaVZ9lKLIHxTJryi+M2N87FqKhzQc27CWmbhF7VYOWIZmtxAiT536GgjnudhN2X0ZSar7KYgfVeoChRHA9Q2JHtcwinnfVVFvu/FoGA7fhkJrakOs6KA7Xp5HQ89deRYI0+/upe1b+ynMX68V9fkMVEu+sgkFs8fR8Ay+vEIT8yokhDVdfGcIGUy7Ug/lkGktj5JynaaAvB+wLsulqaqNkFVXeL4n3UJKmvi7V6XvbTpYLv7UBSYNamEHfuq0ZuC7aahousqnufhOB53f3MR1/zfZ3Acj1ja7pUkjI48/+b+Vtn5XtP2a8+fSXlVjIJgbrgsc80o40AIkQ95C8j/7W9/48UXX8Q0zewSptLSUiorKzt5pehr7Z1cGuI2N149l1XrdrH7QDWJlJO3cjLZEjXdaLzXkUTKIZV2/UB/U4Oj4gIrG4wHCbaIoeeR594DoKwoiO24pJpqaufLglmjst8F0tBPdNVtX1vIzfe+zI59NX7VDTeTSZX7na9rCuGggamrxJPda8jakWjYxNRVqhtSABi64lcA8aCk0CKZduQGSvQ7x3VzrrEyk1Wq5/GVpadz54MbcoJ3Lamq3zyuuj7Z4yBGZiUUgKEphIKGfN+LQcHQVBJNq0uyn2Ov65NavcV1PTa9d5SnXt3D+m3l2VWLuqbwoVNO4pKPTWb2ySMGZUPHpYumct+qzSSwsQyNZNrBtr1s+VMxcLmux+vvHGHr7kqO1sSzQffquuQJJ/TomsIZ08qork/y/qFadE3F0FUMXcM0VC45ezIXf3QyX1r2HLbtYjsudY25QXdFUYh1ksXem8qr4h1u7yjovnTRVO5++C2OVieyyUuhgM4/XyrjQAjRdXkLyEciEWpraykrK8tuO3z4MCNGjMjXLkSehCydDyoacVwPQ1cpKrDQVBhZEsregN23ajPBgEtdY5K03bMbvXDQaGoQ1vMSNc1pqt+g5VhtAsf1KIqY1NYrHK1JoChKNigvwRYx1GiqwiVnT+a6C2dy7ff/J6/BzAxp1ipORFVtnJfePoTtQNp2W2UcqYpCKKARCZok0g6N8TS1eSiv0ZaK6nhOkCPteIQCBpedczLTxhdLIEEMDO19bXv+9284aGBoUNPQOiivqgql0QBVdYm8ZBS6np84UVoYQNMUiqPBHr+nEH1h/EkFHDrakFvPPKwzpp9L7H3tjuc5eLQx+3NxgcWSBRO46CMTGVka7scj67kFs0ax88zxPPHSHuJJm6Clc9k5J8s14yCwYXs5t/33Gx0+J2BqlEQDFEcDlEQDvLv3GGnbT2TQNYWAqeF6UFIY5MZPz+U/fv8GZcUhUmkH2/F7/jTEUzz16h6WLp6W9/v/E6Gq4LZxqal2cb6us8knv5eXh5+L6nXafFYIIVrKW0D+yiuv5Bvf+Ab/5//8H1zXZfPmzfz0pz/l6quvztcuRB6s31ZOTb0/k6sqkLYdKqpiRMNmdkZ31bpdxJJp6hvT2W7i3Tm9ZOqaxpI2yVR+StQ057hetgFaLGFTXGBRUhigoipGVV2CUECXYIvoMyvWbG91c3Lt+TPzvh9DV7n9ho8xbXwxQK8E44XojOt6lFc18vcth/nblsO8t6865zyRqYltGX6TYUVRaIynqaiO5W3lVXsc18NxPXRNoTBiYmgaX2neR2Tp6bL6Q/S79saB6/nXarX1CZJpP5KQGU/gT8iWFgayyQj5Ox6PlO1geJpcM4lBIxMwKy20+n2StflKk0wwfvqEIi788CQWzhkzqMrSdGT9tnJeePMAxQUmJ5UESaYdaY4+SEwdV8TpU0cQT9oUFVg5gfeSqP9zKHD8c6oosP39Kp56eQ8BS8MydeIpm1TS4fJzplBSGGD7vuo2+1Ydre79vnSd8drJ+2hve0sLZo1q95rx5l+8SiRkMKLo+AS29CQSQpyoHgfkKysrGTFiBF/5ylcwTZPvfe97JJNJvvWtb3H11VfzT//0T/k4TpEnq9btIhIyCFo6NQ1J0raLrilEI2b25HHgSD11jX5GltLNaLyhqxSETWrzsJS6PZlZb0Mn28gsHNApKw5yrDZBQ9yWYIvoEyvWbOfhte+BArrqX5A9vNYvK5OvoLyi+KU4PM/LBuOF6Cuu6wfrjlbF+PvWw7z+zhF27q/JOT0ELZ0zppUxf+ZI/vT8DlRVI5GyqW1IkeqlbPj2KPglncJBo9UNkqz+EAPdXSs3Zq+dVFXJTrxqmp8Zn+9gvIIf8E+kXG64bq6MDzFodBQw6wsKoDSN0eZD8uNzx3LxRycxY2IJWj+Xz8m39nqRSSBy4CuOBvh//3I2lTXxnH5uStO/dFXFNDR0TUHXVDRNZcyCCEWRAKte3MWB8gZGloT4xwunM3fGSIA2g/EDRQcL0QAYVRJss2zNqJLjQfb2rhk7qi8vhBBd1eOA/CWXXMJ3v/tdLr/8cr7whS/whS98odvvdfvtt7N69WoOHjzIk08+yfTp0wFYt24dd911F7ZtU1hYyLJlyxg/fjwA5557LqZpYll+k7ZvfetbLFy4EIBNmzZxyy23kEwmGTt2LMuXL6e0tLSHv/HgtX5bOdvfr8LzmkrVRPxa657n0RA/Xr8t3ayGXHdOsqGAjqGrVNX27sy4oamkXBenaal1hq4pzJxUwm3/cnav7l+IjCde2oOHh+eCk2nOp/jbTzQg3xhP88dnt+Vss0yNSNBv2pru48CmGJ4cxyVlO6TTLker47z+7hE2bC/vMAg/a3IJ4YDB+4driSUdGhPJflvBYRhqtmyZ3CCJwaY+lsbzPDRVyQbeMw3reyMYnzlnpdL5X80oRG/r60nW2oYka9/Yn82I95qNx5ClEwkZfPO6+dmeakONBCIHP0VRsHQNQ1fRdQVNUzF1rd2eBvNmjmTezJF9fJS976tLz+D2379JotlK/oCp8dWlZ3T6WmnqKoTIhx4H5H/2s5/x/e9/n2eeeYZbb72VUaO6f0G0ZMkSPve5z3Hddddlt9XW1vJv//ZvrFy5ksmTJ/PEE0/wwx/+kN/85jfZ59x9993Z4H2G67rcdNNNLFu2jAULFnDvvfdy5513smzZsm4f30Cxfls5q9btorypw3dXMkHWbyvnvlWbURUFx/OwbY+jNf6MsKYpjCwJZd831kETsY4oQFGB3zCvtqmZXm/yS9YoeJ4/CeB5npSoEXnV1bEWS6RzJq88z/8nluj6WPI8j1c3H+LXj2+hqs6vt6iqCkURk1Ta5VgPJ7hUoK1Q/tDK2xLdlbZd0k0B+GTa4VhdnI07jrJhWzm7DrQVhB/B/JmjmDW5hN0Hanj93XLWvrmPgpDF/iP/n717j4+rOg+9/1t775k9F83oZlm+4wsXG2MK2Em4NA4JjUMPASeckwZDTwmh/bTJSZq8CU3TvD6BtiG8NCQhaU7yJm3a8Gkp8CalUGNaIIAhoblgLuFiG7AN+CpZd2k01315/9gzoxlpRhpJI2lGer6fT2K0NJrZM9pLa+1nr/U8AwzFpzaOVEthf5QLJFFvdA1sZyQY7zO0bDA+UfVdh7nUhODVevj+/S9BYYonIWrcVK6LpuLQsX52/fwwT79wvGhxhKYUDSEfAb+eTc2WmLfBeJBA5HzQ2hiY60OYFYYGpdYxFazjI+DXcV03H1cI+PWKnluKGwshqmHaAfl3vvOd7Nq1i7/9279l+/btfOpTn2LdunVFj7nooosqeq4tW7aMaXv77bdZtGgRa9asAeA973kPX/jCF+jt7aWlpaXsc73yyiuYppl/zmuuuYbLLrus7gPyucC6YSgiQYO+wURFF0+57YUtjQG6+hKgQLnQO5ikORJg07rW/PNO5VJP1xTNUZOB2Oyt4HVcWNUe4eJzl/LyoR7JByyqajJ9rdxOksnsMLnl73/J8wdOAV7wxW9oBEydgVgay65CAKYwuenodrGguK5LuiAAn87Y2K7LQCzFC691jbMSfhEXrG9nw+oWfIaGT9d46+QAD/38MBnbRtc03jrRT8/A3BXwyrEsR27Sirrk0xWWM1IfpDAYX5WxoARd13BdaGkMoGtI6glRN6Z6XVSpjOXwXy+dYNfPD/Pa23359qBpkLFsGhtMlIJYPMPg8MwvRqoFV196Ot+693m6+hL5IGbQNLjxqk1zfWhihszWTa9q+733n8W/PPJayXbwxjpdV2jZ3WiaptB1VdEYONfpsoQQ80NVirr6/X4++clPcvDgQb7+9a/T3DyS31gpxeOPPz7l516zZg3d3d289NJLnHvuuezatQuAkydP5gPyN910E67rsnnzZj73uc8RjUY5efIky5Ytyz9PS0sLjuPQ399PU1NT0WsMDg4yODhY1NbR0THlY55Jo/P22Q70DaX46o9+zfrVLWUHgtz2QqUUNAfpH0p5W5Nd+OPsYFL4vJMR8OuEgwa9A8kpF+vzG5C2Jn5cTjjo46brNuff646pvayoonrqR5VMLGcrR2auTEMuGH/u6Yv4w+0b+eL/eaaqgc2gaeRX7LvZtDq5dlEbZqoP2Y5LJmOTsWxSGS8Q77reeTc4XBCEP9pfdBOpcCX8+mwQXgF+n/c3f/+bvXzz3hdIJC38Pp2miMnQ8NyujM9xge6BJKuWRMuOi/V6gSnGV09j0WgBv7fKLtcPR4LxyaoG4/XsjdiRdDgaTRGTcHa3oaSeWNjqqQ/N1FytdzDJw8+8ySO/fJv+2MhcbNmiMO/dvIL3bl7JF77z8wWbSjBjOaQtB9clW0R94X0GE6mnfjTefGimb3rNpB3b1vPywS5ePtSbb9u0riWfTvRIxyDDiQwKhaYUluVmF0INlnvKkmo4jX7dq6d+JMRUVCUS84tf/IL//b//N2effTY//elPq5qnPRKJ8M1vfpPbbruNVCrF1q1biUaj6Lq3nejuu+9m6dKlpNNpbr31Vv7qr/6KO+64Y1Kvcdddd/Gd73ynasc8kwrz9g0nLW+1e3YYGG+ALNxeGA54/0umLZqjQbZsaOd79780Jh9gJZoiJo7jTjtwaDsKQ6eiC05dU2zfurbmJwELTb30o0onlrORI1OpkVX0zRGT3//dDVx6wQr8Pp14chJ3qCrwjg2L2fP88fzXudd9x4b5lxOyXs1EH0qmLPqGim+WDsRSvPh6F88fOMXrR/tKBuELV8KDt5EiaPoIBgxMn57vR4mkha6BZXu55i27Ni7KNQXNkUDZWiL1fIEpxlcvY9Fo4YDBcMHffZ+h0doYoLs/WfV+pSmINvgZGs4QCftpjpj570nqCVFPfaiaczXXddn3Zg///rPD/OqVjpHCykrxW2cu4rItKzn/zDbCQT+6rtE7OLO1smrVj3a/SjJtY2hafh6bTNv8aPerMn4WqJd+NNF8qJ6L+N7z6AH2vdmHrit05dX52vdmH/c8eoAd29Zj2S4uIzeplQLLcSuKR8g8cnbUSz8SYqqmHZD/i7/4C372s5+xc+dOLr/88moc0xgXX3wxF198MQDd3d388Ic/ZNWqVQAsXboU8FbpX3vttXziE5/It584cSL/HL29vWiaNmZ1PMD111/Phz/84aK2jo6Oolz2taIwsN4/lPJWuboqP1CWGiD37u9kaDjNie44Pl3RHDExDA3Lctm0rpUvfe8Z+gaTDAx5KW3KKQweasrLPxdLWCRS0w8cNkX8NEcCvHlicML8qErBMy+dmHSxTDGz6qUfVTqxnMkcmZpSOK6b709+Q+PO/+s9tDQGp/3c5fQMptA0cAriOprmtYvaMBN9yMXFcStbCT86CA9gaIpQwCAU8KHrI+25fuT3eWOJpimcGlkjlNv9cbwrVvYx9XyBKcZXL2NRjqYpwqbBUEH9nuVtYRpCPo50xKoSjFcKDE3Dxbt5hlIsa4uw6cJWnnj2KMm05MAVI+qpD1VjrpbK2Dz+7BEefuZN3u4Yyrc3BH389nnLuGzLKla0NxAyfWWLXi4kJ7qG0RT5z0IpwHE50TU8twdWY+qlH000H6rnIr4PPn0YJ7sl1C7YHfzg04fZsW09Pl0j6YLjuiOZPV3w6RNX2JJ55Oyol34kxFRNOyBvWRYPPfRQyUB3tXR1ddHW1objOHzjG9/gmmuuIRQKEY/HsW2bSCSC67o8/PDDbNiwAYBzzjmHZDLJ3r172bJlC/fee2/ZGwbRaJRoNDpjx19NhQVE0hkbTXnr45savED66AGy8O7t4uYgfYMpuvqTrGhvYOv5y3ji2aMYhqI1atLVn6Szp/xkKh889Gk0NZj0DqaqtmqrbzCF39DR9eJA5Wia8lJ8HOuMcc+jB3j5UI+kG6gR9dKPKp1YTqZYT8jUiKfG9oWQOTKhcxw3PxF0sie4yq7idVx3RoPxAK+91VMUjPeOyWsXtaHafSiWyPD4r9/mZy+eGLMSPmDq/NbpbWzeMDYIrxT4DS8tTcBvlCxOl+tHTQ0mXf0JHAcctzZWx+fS8TjjpBGo5wtMMb56GYvAyxdv+ouD8X5D48Yrz+F79/+mKqkw/IaW78OO6xLw6zQ2mPndI2esbJYcuKJIPfWh6RRWPNE9zEM/P8wTe48yXNAHT1sS4b2bV3LRpqU0R82y4+BCNvoyrbA4tPDUSz+aaD5Uy0V8NU3l662MbgeK+jWMxDJy7SuXRHj75ACxuEXGdbMFmg1WLolM+Noyj5wd9dKPhJiqaQfkv/a1r1XjOAD4yle+wqOPPkp3dzc33HADTU1N7N69mzvvvJPnn3+eTCbDJZdcwk033QRAT08Pn/70p7FtG8dxWLduHTfffDMAmqbxN3/zN9x8882kUimWL19e1WOdK4UFRDp7E2gKWqIBwkEfMHaAHH33tiHoI5m2iIZNXj7UM/I9P6QyDn1DxatlR9eBjIR8+H063f2JKeeLL8Vxoas/4QVSxnlex/UmfErBTx5/g8UtQdkmJial0onlZIr1fOjSM0oWDfrQpWcA8HbHIN/9yW/GrEqOhHwMDKdJpe0qvbvy0lbpjlWuXdS/L3//v3jjaH/+6/GC8DCSliYUMPD79HGfO9ePcmNPfyxFogY3W+zd31myz9byBaZYGEKmDkoRKwgY+HRvp+K/PHaAeMqeXGXwUZoa/MSTFrbrYmTncq7r1eApPM+3bGiXeZOoW5MtrOi6Ls/u72T3z9/khddO5QPLuqbYsqGdSy9YwVmnNRMN+TGlxk5Jy9saONo5VLSq2HVhxeKGuT40MQUTzYdquYhv0K8XpXorbIeRgH3h/TTXHQnYb1rXyr7DPSgN/EphuzCcsNi0buL0yzKPFEJUQ03NNHbu3MnOnTvHtN96660lH79y5UoeeOCBss93wQUX5IvAzie5i6fc6nddV7iuW3JVyNGOIZJpC8t28Rle0S7XdTnwVi+24+I3NJqjgWxOeRtDV/m8abm0GjmLmgKkMw49AzOTM9GyXQzdq25uj5O7zbFdDMOrhl5qmxgghfpEWVNZTTVRSOTlQz2Yfo1UemQ1o+nX+M0b3aTSr/LAU4dGcpFqipZogIxl529C1SIpeFn/lrSG6eyNs2F1S9kgPGTT0gR9hEyjKC3NeAr7UShgoOuKY6dqa7u6pii7dXi8vwNy7ouZlkxZRBtMOnpGVtIZuqK1KUjfUCrfPpXsGLqmWL00QizSDZkDAAAgAElEQVRh8d8uWcOPH38jPwcMB334dE1S0oh5pZKbSrHhNI/++m3+8xdvc7JgN3Bjg8nW85ez9fxltDeHCQV9mBPckF7orr/ibO74573EUxZuNg1IyDS4/oqz5/rQxBRUcl3k7RDx4g2gambHSKlgfGF70NQZTmTPU0au54LZm20vH+qhKeLdvM5YDn5DIxQwePlQDzuyjy03J5zO7hwhhMipqYC8mJyJVoXs3d9JPJnxVkdpCst2ONUbx3W9CzPd0MhkC/HRHCRjOSjIp8HJBeMNXdHaGGBwOFOVfPHjcVwvOOQqt+wKfKUUjsOYwJJlObx6uJtXD/fg0zWao6asnBdjVLqaajLFeg4d7SsKxgPYlnfj69XDXkqYxc1B4kmLcNBH32CSdBVSEcyUvfs7+fZ9LxBPWli2w8BQim/f9wJ/+tHzpR/VkS/8zy0kUhl6S9QJUIDfN35amvGU6kcne+Lj3kydLSqb29ana2W3Dhce/9GOITK2g6ErfrT7VQZjacJBQ3ZfiRnRH0tx249+XRSM1zXFoqYg/UOpoh1TU9mJaDsu/bE0y9oa2LFtvaSkEQuW67ocOtbP7mfe4ue/OU6yoG+dvqKJ925ZwflnthEJmYSDBj5DAvGV8vt0LNvFsh0MXZtwV52oXRNdF92/5yDhoEFrQZ25ZLo+cqWvXd6UT0njFKSkOW1pI+ClnfH6vU12Dz4+YyTtzITXgpPYnSOEEKVIQL7Ojbcq5P49B4mEfQzE0jheDa/8Kt2WqDeodvUncHHpG0x6gXi3eFV8yDSIhP30DCSrli9+XK5Lxi6fQ957iIuuaxiGxvGuYe9GggLb9koKGpp3M6G7P0lbcxDDUHUxaRCzp5LVVJMp1pPMeH1DKbKFrrR87l9DV1x+0WquvvR0PvvNp+isg9yCd+3ex0AshYu3tdNxbTIxm7t275N+VOc0BSHTR7CCtDQTGd2PPnXHE7x9cmicn5gdbrYoVzhosLglVHZ1U+7Yv3//SzQYBqZP59ipGJbtEjC9mxRSpEtU04muIb76o2fzhSO3b13H5Redxrfve5EjHYMk0zZKTStTDQCDw2k+9RFvlZ6kpBELTTJt8cuXT/Ifv3iLfW/25tt9hsa7Ni7h0gtWsGpJhFDARyjgK7lzTJRXzwFaUdp440Qt50qfKCXN1ZeezrfvewGfoeVvHunayC6xkGlwpGMwf71jOw6pXotVS7yc5RNdC8r4KoSYLgnIz2OdvXGaGkz8hk7PYJJMpjignsv92zeUImPZ+H1G0Qr45oiJUoquvnhV88WXEw4YZbeeFdJ0xSXnLuVnL54ABboayYOtKW8FvVIKB5f+oRTLFoVqYtIg6stkJqBuNnri9+mk0zZ2QfXUv/yjizjrtGZMv8HgcHpmD7pKjp4aKqrXgAtOtl3UH6XA0DRCQYOg6UOfSh6MCnzsio385d//ckaeezIUXhFl23bZtK513NVNoy+27OyFXf9QinDAa6uVC09RvxzH5Y2jfdz+T3vp6kugFPz+5Rtoivj5p/84wPGuWEXzn0qFAoYECcSCYjsu3X3DPPqrIzy+92hRes1FjQG2XrCCS85dRjTsI5wNxFeaok0Uq+UArai+Ws6VvvW8Zex5/viYm9hbz1uW/283u0rDC9q7+Ws2gHgyUxTjcF0vS0A86dV2kXNdCDHTJCA/j+UGULIpXgxjZNVuV38C8ILytuPQM+jkg/FKQVtTkGTaZnB4dqr0eUWB3DFFZEczdMWGNa30DKaKcr4pQGmAq/L5DDUFGcupmUmDqC+TmYDmajAUphrwGRrtzQHOWbcov1JjLpXrW6UOzck+0M3/X3G7qB+6ptEcMaeUlmaytmxoZ/XSKG+dHJzR1ynH0L2txhnLQdcUTZFAcfFyxq5uGn2x5TM0LMvJj5VQOxeeoj5lLIeX3ujiG/c8z+BwGp+h8Yfbz8HQFY//+ghpyyYUGLlhOzrX7VQ0RwITP0iIOue6Lsm0xWtv9/HIL9/mV692FP3tPntNC5duXsk5a1u93NDBbCC+BuZk9ayWA7Si+ibKlR4yNeKpsbvoQ+bM3/Ba1la6kHCu/f49B9F1haZ5tec0zatVl5sD9g2l8ql6c/EDhbdYEeRcF0LMPAnIz2O5AdQbVFxwFbrmFWRxga6+OH1DelFORb9PoyUaYCCWnvF88YWUUqTSthe4dF2cMtlxHNd7X9+7/yWaGsz8RefxrhiW5WBn35vjgIuLrmlSYEVMSSXFemKJDHc99CqxRHFfaWzwY/p0XFRRMH4uJ63lYuml2sulS6jVArSiPC8tzcznds2lhTnVOzeFXTUFbc2h/Kp213WJJSziKWvc1U2jL7aaGkxO9SUwximWLkSlEqkMv3rlJP/nJy+RTNuETINPfuS3OH1FE3c9vI+05eWtbQj6aAga+bFkun9q3zo5yJe+94zksxXzUjpjE4uneealEzyx9ygHjw3kvxfw61y0aSmXbl5Je0sIn64Rzu4Oq4XFEfOBFLNcWCbKlW67pftVufZq+tcn3ijbvmPbeo50DBKLZ/Ipey3bJp1xsOyRhSO6ptC0keswpyAIIee6EGKmSUB+HssNoF/90a8BMAxFU0MAlKJ3II7tqKJgfEPQRzjoo7t/lvLFF8gNlI7tUm74VsCq9ghbNrSXDaL4DJ3miN9Lw2PDikVhrr/ibLkgFZM23gTUdV32PHeMH/77KwxkVzVqGvh0neaoSSJpkbHsMSuSSwXjx2ufK6ZfL1rtX9guxGiFRa/mahNFQ8iXD8ZD8Qqm8VY3jb7Y0nVFJOSjKRIglrCkSJeYEtd1icXT7Hn+GP+w61Us26U5YvLp3zuPZW0NBE2DE10xDE3lc98uaQ3T3Z9gYDidLV4/vc50oismBYnFvGHbDom0RUd3nCf2HuHpF48zEBtJA7ikNcSlm1dy4cYlBEwDv6FnA/EzvztsoZFilgvPeLnS05mx1wvjtVdTKlP6+inXnkrbXipCyG89sx03f42zrC3Msc4YZNMVenWzYMXiMCDnuhBi5klAfp7bsqGd9atbONE1RDxp0dWf8PJcWyOFU5WCRdEADsxavvjxlHt5F7j+irOB8YMoiZTFmae1yIApyipX5HG0UhPQ46eG+D8/+Q0vH+oBvNW2jQ1+ggEdx4bubN7SUMCo2y2Nhq4olazKkHyrooTCPOyzfTM3J5GySaZHVjDF4hkMXad/KEU8mSES9tHUYI5Z3VTqYuvGqzbJ2CGmzLYd+mNp/vMXb3LfY6/j4gUL//Sj59MSDRDwGzRHTKJhc8zNooaQj5VLonz1E5fwP/7ioZI3RivVM5CktdGUQouibuVS0iSSFq++2cuTzx3l+QOn8ot4lIJzT29j9dII+97sZc9zRzl8vJ/fvWiNnPMzTIpZipxa3lWbKZyTumPbP3bFRr517/MkUha246JrirDp42NXbBzzXDXwdoQQ85AE5OvM6EDipnWtvHyoZ9zA4qZ1rew73IPSvPy48YLCYZqmaGsKkkhZdVFw8v49BwEJooipK1zNW6rI4+jH5vrbskVhmiMmP3vxRD7o+FtntHHNtjM58GYvDzx1iFgyg67AdiE9ZPOBC0+bi7dYBQpNyxY3yuVUlAVmooS9+zs58FZvvkiWZc/uJYuuKXyGhunXaY4GOdUbJ2DqKKUYiqdJpi0s26FnIEXPQAqfobE8m1t09Hj6J7KSWExTKm3RN5jk3546xMP/9RYAa5ZF+V8fOY+GoC8fjFdKld0K3xo1px2Mz+kZSNE7mJL0NaIudfbF+dkLx9nz/DGOdIwUlQ8Hffz2by1j6/nLOdk9zL89eZDGiJ/li8L0DpSf04nqqXRhi5gf6vX3rSmFg1sUTFfZdvDiCZ+55oKyK+Anumas189FCFE7JCBfR0YPCie6Yuw73ENTxE9Tg1k2sPjyoR4WNQXoG0qRSI1c4AX8Ok0Rc9bzxU+VrjHmPcqgJyarcDUvjC3ymJPrb6ZfIxoy2PdmD+nsFsiWaICPvv9MtmxoJxr28//99HUMQ+HPFk72GxqhgMHLh3rYMSfvcnoMXaFQONkgq+t6k1dDl6i8GJHrI5pSpG1n1ldDadkbReGgwbK2CF/9xCXs3d/JHXc/RyKZKbnbqzVqYtk2377vBVzXRdc1hhMZevoTHHirl49cdgY7tq2f3Tci5oWheJr+WJJ/+c/X+PlvTgDegog/+tAm/D4d06fTHDHzeaxLLSxojXo3fe0qblV03bFzJyFqme243PfYazz088MMxTP59pXtEd67eQVbNrTj9+koBQ/9/DDNjSaOQzaFoMIwlOwMmUGTWdgi6l89/75DAZ2BWPHOTTfbnvPG0T4OHx8gkbKIJTK8cbQv/77Gu2YE6vZzEaJWpDN2tt7ZwiUB+ToyelCIJy1Q3r/NkUDZwOKpvjjd/cmiC7xIyEcoMDf54qfKdcF2kIm2mJbO3vi4RR5z/u2pgzSEdHoH0/QOjiRwaY6Y3PJHF7KoMUBDyI9SiuNdw0VFhsHbaj36OetFcyTAYCydz6eoFDiOW/T+hMiNSS2NAU52z34xV8f16o70DaX4wIWr8xeN5YLxAL1DKVa1R+jqSxalPTB0heW4/OTxNzhjZbOML6JituMyEEsxEEvxw39/ld+80QXAhecs5X/+7np0XcNv6DRHA2OKSo5eWHDNzocpW0hnGuJJi1DAkLmTqAsvvHaKex59DfB2QV2wfjGXXrCCtcsbUcqruxAyfYSDBkc7Y5g+rShPfKk5naieShe2iPmhnn/fyVTpnWa59nsePcC/PPJavn04kcl/vWPb+nGvGev5cxGiVvh9Old+/sFxH7Pr69tn6WjmhgTk68joQSFjOejK+zencBKasWz+7oFX6OzxvtY0heu4NEcDKFUb+eInwwX6h1IsWxSSibaYstEFgaG4yCN4wedTvXFO9SXyhfX8Po3WqElD0M/ytoaiu7ntLSFePdyNU3BvS9Ng49pFM/+GZoCLi6YptOyFr1fkyB216VMsdLkxac4L5rnw8DNv0hQ5Sca2x12pn8nucrFsB9tx8Rlafuuyrrzg6o92vypbkEVFLNuhdyDJwHCK7/7kJQ4e6wfgAxeexofesw6lFD5doyVqomsT95NEysLQoNql8PqGUjRHTJk7ibpw9poWfvfi1QR8OhduWkpjgwl4u6JCAR/hoC9f06Y5GphwTieqq9KFLWJ+qOffd6ZMGsVc+72PvVby+/c+9ho7tq0f95qxGp+LpLwRQkiFvjrS3hIiVVCx3Gdo2K73b05ukDjZHeOmb/2M//jFW95jdY2msI/FLSFsx6FnIFlXwXjwgoIZy5GJtpiWqy89HcvyCoXlCoYVFnl87e1ePnfnU3T0xHEcF01BS8Rk9ZIIbc0hGqPmmK1VHd1DRcF4AMfx2utRImXT1hTAMLy0NYahaGsKlF1pIhamwjFJm4OgfO4VHRf6Y2neOjnIQHZnx0RywZzCGKnreqsxj3XG6BtMFG1B3ru/s/pvQNQ9y3Y41R/njrufywfjP3LZGXz40tNHgvGNAfQKC2IHTQPbrf4ieTfbR2TuJOpBKODjk//9t9i+dR2NDSa6BtGQj8XNIRobzKIC8xPN6UT1jb4eBbkJMp/V8+9bK7OQKNc++totJ9c+3t+X6X4uuV2dMt8UYmGTgHwdGT0o6LrCtl1SaZtjp2L0DSXBhbNXt/CZbzzF4RMDKOCKS9bwJ1dvojESIBZPMxCr/eKt5eiakom2mJYtG9r546vPpTkaJJawaI4G+ZOrz+Ws05r57k9+wxf+9uccOj4AgOnTaGsOsrK9Ab9Po6c/yRUXrx3znF39qTFt47XXuvaWEEa2+OXqpVGWtzVgGFpdTL7F7CkckxobfLP++qUusyx7/H0chq5Ipr30HZoGluPiui6O4+0AcRwHQ9cI+L2V/wG/kU+TJsRox0/F+No/PceJrmF0TXHjVRu57B2rADA0RXM0UBQ8nMg7NizGnuAcnqrB4bTMnURd0XRFNOynrTlMJGyWvLFVak73x5LDeUbJTZCFZaLfd7ndX5XsCptx5VZoVLiIZLy/L9PtB4Upb2S+KWpFOiOL72abpKypI4UFwI50DJJK20TDPtIZh4zlkM7YLG4Ocd9PXwcgGvbz8Ss3snFtC00NAf51z0GWtIaIp2z6h1JFhVxzw5LP0HBdt+wWr7mkgKWLwlx/xdky0RbTUpi313Vdnnr+GP/ra0/Ql80V394S4toPrAfX5df7Ozl+KkYk7OcPP7RpWueepii5M6UW5qyFrr70dL5//0sksTB9OqmMLRdbYozCMSljubS36HT2Jub6sLJFiIv7msJLIxUO+mmOBrnxqtN542gfP3n8jXzqmnDQR99QmkVRs+j56mVrtphdrx/p45a/+wVD8QymX+ePP7yJs9e0Al4R+pbGQNEOxons3d/Jgbf6aAj5iBUUsqwGQ1eEAobMnURdqbRuzehaDGJmbdnQzhvvWMmDTx8mkbIImgbbt66V38E8VaoAeWFqFU1TJQuRj66ZMhesMvGMcu2llPv7MtHnMpF6TgUk5i/J6T77JCBfZ3KDwpe+90w+p5mmFD5Dcej4IPvf6gPgrFXNfPyqjbQ1hWiKmPgMjdbGIH2DCcIBg3DA4HjXMGnLxp9dCQuQTFv0DaXJJKp7MVgJhXfDWmle0urCWrOGroiE/BKMF1V1tHOQHzzwCi++7hXh8xkav3vxat7/ztNoCPpobDB5X3a1YzWUSxNVa+mjpjvJFAvH6AuVG299jEjQ4ET3MIk5THHkuF5QVCmF68KK9gY+dsXGomPdsqGdM1Y2F53nkVAay67Prdlidv39g68wFM8QCfn41O+dx2lLokA2GB8N4jP0CZ6hWG613JKWEIfiA1VbJd8SNQkFDJqjwSo9oxBiIdu7v5Mnnj1Kc8TPkpYgqYzNE88elYLo89h4N70Ka9lV0l5LDA1KHWal99KnczOwkppmQlQinbHHpNOdymPE3JCAfJ3K3VU1fTrJtMXBtwbzQb0rLlnDFZesyQcUc3eoR696DQUM0kM2oYCB67r5VbCGPnt3tHOrGHVN0dYcJGM5DA6ncfDShbQ0BggHvNM0mZbK5aI64skM9z95kH976iDpbJHHs9e0cM22s1jSEiIa9hMO+it+vnpZ+T4ZsuJMTEXuAiNjOWjAXF6OaZrG+tUt495MGn2e53J6yu4QMZFt71pFJOzjikvW0p69gNaUt6p3Khc9pVbLTYdPVzguhAKGnMNCiKopTLUBEPAbJJFrNFF/TNOHVWIRomnOfBpG2Y0sqkVWtdc3ySFfp5a0hDAMxan+BIeOe8F4TcGKxQ1ctXUtTQ1+mqOBou1io/OgLWtr4KPvP5NlbZGivGirlkTHTa1WzZxwrgumX2dlewTXhWVtDXzpY++ktTHIisXhfDAeZBuXmD7bdti7r4PP3fk09/30ddIZh2jYz41XbeTTv3ceq9qjLGoKTSoYD7Bx3SK0UX9NNc1rLzTNVIbTEg6WnlyWaxdiKnI5NXVNoetqVs7t0ZSCgF+nJRrgq5+4ZFIBAslHLCr1O+88jT/7/S1FwfiWSADTP7WgemGBOJ9vetNzn6HQNO9/cg4LIaqpszeOOeqmo1yjLVwBv3cu5He6j2qfSLnUNpWkvJnoumqi7xu6wtC9Aux+Q8Ona/m2mSbzTSEE1NgK+dtvv51HHnmE48ePs2vXLs4880wA9uzZw7e+9S0sy6KxsZHbbruNlStXAvDmm2/yxS9+kf7+fpqamrj99ttZvXr1hN+rd5desIL/999eyq/u9RsaDUEfv3fZmbREAgTM0r/aUqted5R43KGjfcRLpBvQFLQ1BxmIpSadjkDhFeHL/QteipAv/sE7xhyTbOMS1eS6Lp29w/zTw/t5+sUTgHcebr1gBR/auo5w0Jj0qvhCV196Ol29cQxDjbvK4T3nL2fP88fH/Px7zl8+pdedjO1b13LfY6+DAl2B7QKu1y5EteTSHf1o96sc64zhN3SCps5ALI1L+d0kU6Vp4BQsw1cKdM3LBz/V8UJ2h4jJyq2MN8vMvSpRuFquJRqgo2dqwS2FV0PIp+tycS/EPDWXOzPlGk0Uuvq9p3Pvo69552P2nNSU1w7QGPYxMDx2FXpj2FsQtPW8ZSWvjcq1F4qGSj93NOQ990TXXauWRDnRNUQ8aZGxHHyGRijgY1lbZNzXrRaZbwohamqF/GWXXcbdd9/N8uUjwamBgQH+/M//nG984xvs2rWLj3zkI9xyyy357998881ce+21PPLII1x77bV8+ctfruh79cpxXB771dv84MGX88H4oKmzemmUG7efw2+ft6xsMH4y2saZVHX2xEmlJ58b2B31L0Ao4Cs5EE23crkQOYlkhn9/+jCfu/PpfDB+VXuEL17/DnZsO4vmaIC25smvii+0ZUM773vHSvqG0rx5coi+oTTve8fKMef256/bQltTccHItiaTz1+3ZcxzNjWYY9pKtetlVnGMbt+xbT0fff+ZBPwGluNtMf7o+89kx7b1E74/ISZjy4Z2vnPT+9j58Xdx5mnNmH6DVUsjLG4Oouta1Qp9KQUr2yOEC9J8uC5YtkPfUJJN61qr8jpCjEdTiqaIOaW51979nXzpe89w462Pcf+eg7zvHStpjgZJTqP+glIwOJypylxQCFHe6qXRSbVX1RxuuZRrNFFox7b1XLPtLMJBH5qmCAd9XLPtrPz1xWd3bMYctevL9Gl8dsdmwLs22rSupej7m9a18PnrtpQtjJ5rN03fmHzvhgaBbMqZ8Z4bvHM5mbJJpm0s2yWZtkmmbDmXhRCzpqZm61u2jA1Kvf322yxatIg1a9YA8J73vIcvfOEL9Pb24rou+/bt4x//8R8B+OAHP8hf//VfT/i9lpaWMa9TD2LxFH//4Ks8vvco4K2A+viVG1m/uoWgadDYYE47nUwuf65XWCxIZ2+iaFV7bjWGW2JVRmujiW279MfSFb9eU6R00FGKSorpylg2rx/p5x93vcprR7xixwG/zpXvXsulm1fgNzQiYZNwYPopWyotcPX1u/fS1Z8q+tmu/hRfv3vvmKB8LF78uHLtKxdHONIxiIvXL3PbRVcuHru6Y8e29RKAF7Om1Mqf3BiTsR36BpNTWi2vawq/TyOZtjnWGSu9ItCFh595U4rMiRnX2OAnOIV8s4XzrUjQoG8wwRPPHuV971jp7bjSNSx78lUYlFK0NgawbJvv3/8SyCp5IWZEJFT6MrpcezU5ZQbPcu3VJNdoYrTxri+2bGjni9e/s+z5snd/J119SVYsDud3GXf1Jdm7v3PCdDYKN1+UNRer8L52J3zuLRvaeeNoH4mUlY9ruC4kUhZvHO0rOr779xykszdOu5zrQogqq6mAfClr1qyhu7ubl156iXPPPZddu3YBcPLkSVzXpb29HV33cpTpus7ixYsn/N7ogPzg4CCDg4NFbR0dHbPw7irjui6HjvXzzXtf4EjHEADrT2vmhis30tRgEgn5iIRLB7Ynq7BQz/GB2MgxVPCzg8NpTlsSJWgadPTG84ObrinsEhNETYE7zjPLNq76Uiv9yHZc+gYS/OTJgzzyy7ewbO8cu+CsxXzkd86gORIgaHopagy9OpuEKi1wlU+XUzC/dF2v/fPXFT+nVSYOM7r9+ivO5tv3vUA8aWHZDoauEQoYXH/F2dN+X2J21Uofmkm5vjIwbKHrGq7tlLzBOx7bcUmkbJTy8n+mCzqFUuA3dBzHJZGSInML0Wz2I9Ono6a4IrXcuPHg04dpjvinvNBV0xQDsTTL28JSaFFMyUIYi6rh1Tf7JtU+n8g12sSkH40Y73wZ7xqq3I78XHv/0MgipcKpZK59ouuzB58+jNIUZkEhMMtxePDpw+zYtr7kjXO50T27pB+J+a7mA/KRSIRvfvOb3HbbbaRSKbZu3Uo0GkXXdSzLqspr3HXXXXznO9+pynNVW8Zy+Omv3+YfHnqVZMpGAR/87TX87sVrMAxFU4M5pZVZ5XT2xolkt/9nLKeiQHyOZXmPDgd96JrCsl38hoZSCtspHlD9hkZL1JzWtmyQu9a1ZK77keu6xFMWv3r5JP/8yAG6+hIALGoM8NFtZ7Fp3SJ0DaJhk1AVVsUXKuw3OaUKXM3EiqYtG9r504+eXxcrlaS/jm+u+9BsyPWVjOWga6V3WylV3F5Yd6SQT9cAVfTY3H8r5QXuc31Qzr2FYzb70VSD8VB+3EikLJa0BHFdb+t9uZuz5WQsB8tyGE5ahEwptCgmbyGMRdWQm7uNXmQxG6vU55qMqROTflSZSq+hSsnYLrrm7eDP7RLWlNeee25NwfGu4XyO+MYGf/65EylrTMobXXntUPmCKzFzpB+J+a7mA/IAF198MRdffDEA3d3d/PCHP2TVqlUkEgk6OzuxbRtd17Ftm1OnTrF06VKviGOZ7412/fXX8+EPf7ioraOjg+uuu27MY2dTfyzJP/z7qzz53DGgOEWNT9dojpr4jMoqmFeqsFCPz9CwbbvioHzh43Kr4vMpNAoCLEFTZ3lbA8m0V1F8qqZy11omkDNnLvtRKmVx9FSMux85wN79nYB3Dr7/Xav4bxevwe/Tq74qvlClBa40TZW8UJtuTu16WKm0d39n0Ur+gaEU377vBf70o+fX/LHPllodi6op11d8hpeOY0zwXYGhaViOU1QFPPe43L9awdejnyNteTevfYbG4pbQtFY4yZhRf+qlH5UbN4KmQSpjZ/sIKNcpOvcroqCrL0Fjg59lbQ0z8wbEvFUvfWiuzdScrtbJquHKSD+qzHjXUJ0TBOWDpkEybeHXi1e4B7PPFTINjnYOoWkKXfNqDHX1JVjZHin6eaOgy9qu1w7ZgD4uxwdiIwH9sF8We8wi6UdivquLgHxXVxdtbW04jsM3vvENrrnmGkKhEKFQiA0bNvDQQw+xfft2HnroITZs2JBPSZkY/7oAACAASURBVDPe9wpFo1Gi0VkowFMh23F540gff/vjF4tS1Hz8qo1Ew2bV8sWXcvWlp/P9+18iiUVj2E8y5a0yLrdCcbS3Tw7iuLm0AZqXLsRxiy4kU2mbo51DBE2DG6/aNOVjnexda5lAzqy56EcZy2EwluKRX73Nvz11ML/j4vQVTVx7+VksW9QwY6viCxX2m1yOwlIFrraet4w9zx8fE1TZet6yMc+pAaUWRk7ndsJcThzv2r2PweE0mqYwdIXjugwOp7lr9z7pf1m1NhbNhFxfCQUM+odSJVfDO65L0K+jNI1EMkNBOlAvMAn4fBq27eI4jBmcXNdrSmccjnYMccfdzxHwazSEAkDlK5xkzKhP9dKPyo0b27eu5Ylnj+b7yFR4czbvb+ynPiLF6cTk1EsfmmuTmdPNJ7JquDLSjyoz7jWU6/Dyod4xP5Mr1Lp961rueeQ1UvbIjnuVbYeC1LjZeeHIl27+5+977HUsx0FXXjAed+Tng6aerVWk0JTCsly6+pOsaG+QOeIskX4k5ruaCsh/5Stf4dFHH6W7u5sbbriBpqYmdu/ezZ133snzzz9PJpPhkksu4aabbsr/zC233MIXv/hFvvvd7xKNRrn99tsr+l6tSqYsHn/2CD96eJ+XokbBBy/xUtTomqpqvvhSRhfqWbU0QiJp0TeUwnYc/NkV+clROd1yQZWM7RLw64SDPhzHxTAU/UNpFKBpXjAxu8FzWlu9YfJb3GQCOX84jstwIs2+N3v5p/88wNsnvdxy4aCP//7e07lo01KUUoSyq+L1GVgVX6jSAle5wq1Pv3gCx3HRNMXW85aNKegK0JYtqlyqfSrmeuJ4vCuW3Urq9XtNgatcjnfFJvhJMZ8U9hXbdsnYDq7j4rguactG1zSWtYX52BUbAe9GzpHOQS/wDvgMRdA0GE5YBAM6luWSyQ5Hena1Yi42ousarY0mb50cIpX2csuHg96NuUq2Q8uYIWbSeOPGGSubi/pIJmORsd2KV8k7LgR0DdOvy7kqxAwpt/tkNnalmH69ZH5t01/dndOlTCfFiBCjTXQNdeCtX+VT0AD4dMXV7z0TgDNWNhMK+ognMvlNlaGgjzNWNgOQSNm0NQUYGE4XrHAfSZmbK0T74NOHSaQsgqbB9q1r8+2KbKwitxsTvF2bKJkjCiGqoqYC8jt37mTnzp1j2m+99dayP7Nu3Tp+/OMfT/p7tcZxXHoHk9y1ex97nh9JUXPjVRs567QWNAVNkermiy9nvPQXuRW2rxzqBtfblun36diOl7PUdb3tYPFkhlDAYElrA/+w8xK+9L1nxmxHS6anN2hVmiYkRyaQ80M8maGrN879Tx3iyeeO5oMTF29aytXvPZ2GkB9DU0Qb/LPSX3IqTRuzrK2BoGnkJ37lLtx6B1No2Rzbhak5egentmKyFiaOo2/Bze9N3WK00Ts0PnPNxOmKtmxoLzl+9BkpkmmbxgY/6f44hqbhuC4BU8eyXVzXW+aklDdGpS2b/lgqH5Afb6zIkTFDzLRy48bo9k/f8SQnu4fJWDZUEJRXwKKmwLTSAgohxvfg04dLztNyBSFnUsZyxuxeVtn2mTbZ6y8hKjV6aLt/z0HaW0Nl4wf37zlIc8TP0tZQye/nztXlBddao1Pm7ti2vmx/jacsIiEfg8MZMq6LphTRsI9EyvK+J3NEIcQ0zeyyUVGRdMZm35s93PyDX+SD8etXt7Dz4+/krNO8fPGtjcFZDS6Wklth2zeYwPTpaLq3yr0pYmJZjldQBfJbugZiaY50eCuXO3vjmL7iVRvTHbSuvvR0LMslmbZwXe/fUmlCctpbQqQyxatJZAJZP1IZm66+OI8/e5SdP/gFT+z1gvFLF4X5/HUX8AdXnE0k5CdkGixqmvv+Uso9jx7gvsde9/IVat6k8L7HXueeRw+UfLyuFH5Dx/Tp+A0dfZoFBKvdBydjWVsYJ1vszHVdHMfFcb12Mf8Vjh+FOzRyNR/GU+rcbWrw0xD08SdXn4uuadjZCyXLcslYDo7j4stW6mqKmOB6KWwqGStyZMwQtWDv/k6OdA6Rsex84brRRo8MLlR0jgshpi6ezOTTpqlsdNxxvPaZ5tPVmOClm22faZO9/hJiPOPNDye6dpno+9M9V4OmzlA8g64p/IaGrimG4hkCpi5zRCFEVUhAfg65rsvQcIpHfvkWf/n3v+RI5xBKwZXvXsuf/t55RMMmAb9Ba1MQv2/mtyBOpHCFbXPEzOco7RtM5ieFPl1DKYWmeRNFK7vFLDdoDScyHO+K8dbJQY6dihEwp/6+tmxo54+vPpfmaJBYwrvb/cfjpN+QCWR9sm2H/qEUr73dyzfveZ4fPPAy/UMpfIbGh96zjv/7hndyxspmDE3RHDVpjgZmPEXNVD349GHIFq1USsPQNMiuphqt2gHsyU4c9+7v5Evfe4Ybb32ML33vmYoCp+P52BUbiYR8aJqXI1zTIBLy5VOTiPmtcPxQyvvXMLwtv+XkzsG+wSTHTsUYTowEOXLn7v17DhIN+1F4Y46W7fqOC00NXnq3cMCgKWISMI2KxoocGTNELbh/z0Ev+JadaJW6Lzs6MBfw6xWd40KIqcul3nQZqV1S2D6TmiIj6UtVmfaZMtnrLyHGM978cKJrl/aWEP2xVD62cLwrRn8slf/+dM/V0SlrRr5UMkcUQlRFTaWsWUgylkN3f5y7H3mNp0qkqFFAQ9BHJOyflYldJQq37+e2/fcNpUhl7PyFYsZ2wM5u28QL0IMX2PjWvc8zFM+Qq0Vr2S6DsTR793dOODAWpjoImQYuLomUPanClJXm+Ra1wXVdhpMZ+geTPPKrI+x+5s38Vtxz1rVyzfvPYlFTEAUETYPoDBU6rqZEylsZX0hXXvtoH7tiI3f8817iKSu/FTpkGiUD2JUUa7360tOzzzdc9HylCivPRL75LRva+cw1F0j/W6Amm/5l7/5Ovn3fC8STFrbtkHG951jcHMQwtPxFz7fufSF/MeQ44Cgvz7xleznp+06lyFgOuqb4H5edUXEagVyfSqZtMgkHQ1esWhKVc1bMus7eOEFTJ5Xxxr+J0tVoCtpbQ7xxtG/OingLsRAYGqRLZIgZPc+bCS6KcNCrp5L7kxAOGsx2MsAKSloIMa7x5od/cvW55Qu+ApvWtfLywe78z1m2TSJl84ELV+fbJkopOt41VDxl0dYcZCBWkIO+0U8iZUlcQQhRFRKQnwPDyQwHj/Tx/Qde4WjnEOClqPn4lWcTDZuzmi9+MkbnDAwHfaQtG9tx87njc3IBv9xKjS0b2mmKBEikvMf7DI2miImuMWEO68LgoKbIf2ZtTYFJBworzfMt5lYilWFoOMO+t3q455HXONE9DEBjg8lHf+dMzj+rDaXUnOSKn46gaXjpagqul2zXay/FZ2j4bQ3bcdE1lU/BUajS4PkbR/tIZIP74PXRRMrijaN9Y/rETOWbl/63cE025+xdu/cxOJxGy573luNi2y7dA0k2rGnNX4zFkxls18XQVT6dRzTsx9AVvYOpfOqacNDHE88e5YyVzRXdAM71qdZGs+gCUM5fMduCpk5P/9gC3+VEwz5i8Qz3PfY6TRE/TQ3mrBfxFmIhcMdkcS9sn1kh06CnP4HP0NCUtyssmbJpa5r5S/uZWLQhFq7x5ocTBb13PzN2h3GuvZIFGBOdyyM56Ed2JxfmoJfrGiHEdElAfhbZtsPAcJqfvXicf/6P/STTtpei5rfXcvlFq73Ag+4FqmshRU2hvfs7GRpOc6I7jk9XNEdMDENjaDhDNOxncDg95meUUrgFE9V4ymLF4nDRin/XdSfMYV0YHDzeNYymeWXOB4bTLG9rkIrm80jGshkaztDdH+df9xzkv146CXg3d967eSVXvnstQdNAAaGAt4Ok1lfFF9q+dS33PfY6luOgKy8Yj+u1j3b/noPoupf+yXZcNE2h62rMuV5p8PzBpw+jNIWpjQT1LccpWXxMilmKasvtkurqS+RvMAXL7NAAON4VQymvJgmAoSkUDkopvvqJSwD40veeIRL2MRBL4zje3wkHl8HhNMvawrS3aFMqJF4LBZCFyMltmdc0Lz/1aIamsF1vYYRP17yV9BkXFMSTFs2RgJzDQsyAcgVUZ6Owav76Kpcqxx3VPoNkjBTVNNH8cLyg90CsdL2Gcu2jTXQuX33p6eOu0BeiXqQzds3FF4VHAvKzJJHK0NOf4J7HXufpF44D0Njg58arzuHMVc2ANwh4q8ZrK8BYePd4cXOQvsEUXf1JVrQ3EAr4aGrwMxBLY2hegNH1rgNpawqQTI3kfZvsCsmcwuCgl3rAm3fmJrwSKKx/tuMSi6eJJdL810sn+dcnD+bzRZ+2JMJ1l69n1ZIoQN2tii+UC3w/+PRhEimLoGmwfevakqs4jnQMMpzIoFBFhZIte7DocZUGzyeTLmeqfVWI8ahsAk7XdQE1YTq20d8d/XVnb5ymBhO/odMf81LT+HQN06+TSNlTvqkkN6RELcltme8ZSOKUisgzsitRqdzcSKGr4sCgnMNCzB+JlE1bU4CB4YJUGmGz6LprpsgYKaptsvPDapnoXJa0NGK+8Pt0rvz8gxM+btfXt8/C0YhCEpCfYY7jMjSc5s2TA/ygIEXNhtUt3HDlxmwxutrLF19o9N3jhqCPZNoiGjaJhr2t0EqB5YwE4w1DYRhafksXMOW7zIXBQZ+healxXPLpOyRQWN+GE2li8QxHTg1xzyOv8cbRfgACps6Htq5j6/kr0DRVt6viR9uxbX1F2ygt21vnlHuvXh9z84WScyoNnk8mXc5kVzMLMZH79xwkHDRobQzk28Zbsb6sLcyxzhg4Lkp5Y4vjworFI9uGc+d+rqZJfyxFOuOg6xpNpjfGTOWmktyQErUkdz6WS5Bhu167pnmFX725kSJt2fgL7sLKOSxEdeXGplLtM629JcSJrqGitoztsKwtMiuvLWOkqJbJzg8LTbcPVnIuS1oaIcRMmoWyMwtXMm3R3Z9gzwvHuPUff83RziGUgqu2ruXTHz2PaNifzxcfbTBrMhgP3t1jc9QWl9zd46svPZ1YPINtOyO5qQHbdonFM0XB9qlWOi+sYt7Y4MdxXBzXpTHsl4rmdc62Hbr6E/zkyYPc+g+/zgfjt2xo5y//6CIu3bwSTfNyxTdHzZrcQTJTfNmtII7r5bVxXG9fcq5Qck5h/3Bdt2yf2L51LbhemhrXdbAcp2y6HChcrQKzuVpFzE/jjSOlfOyKjURCPi9Nh+uiaRAJ+YqKGufO/b6hJF39CdLZ1cABv85gzLvRN1G/KKXSPiXEbMjNszJW6WQUrgtNEX9+vGgM+wkFDHAhFDDkHBZihoQCpde1hQIzv4Nz07pW+ofSpC0HTUHacugfSrNpXeuMv7aMkaKaJjs/LHTO2pZJtY8m57IQYq7JCvkZ4Lpe+o3eoSQ/fvwNnnq+dIqaWs0XP9pExVZyxVqtbFBeKTB0jaZIYEywfSp3mUdvF1vZHsHFJZmyaY4GZetYHXvuQCffu/8luvuTALQ1Bblm21lsXOtdUMyXVfFTsXJJhBNdMeJJK78dORQ2WNbWUPS4SrdTTiZdznRWqwhRymRX1G3Z0M5nrrlg3PM6d+7fcfdzuK63HbMpYhIOZHeD6DqRsH/S24xli7KoJbl51kAsjcvIHCuXO9r06/h9BivbA/m50bK2MB+48DRePtQj57AQM2Tt8ibePjlALG55N46VoiFkcNrSxhl/7ZcP9dAUMfNzRL+hEQoYvHyohx0z/NoyRopqmtaOC6URNL00hTlBUwdV2ZpTOZeFEHNNAvJVlrFsBmJpjp4a4u8KUtScvaaFj33QS1EDtZsvvpSJUs2UK9YaS4zNTT1Vsl1s/tn1s8P84IGXAS8tywcuPI3LL1qdv0FlaIrGBpNAiZQqC0Gu37U2mhOmeKq0f1SaLkfyg4pqm0rKskrO6y0b2gkHfSxpCRaNQaZPJ5aw+Nub3jul45UxR9SSeMqivTVEd38yW+zYS1XjuHDTdZvLnqszHZgTYiHLjWvRsH/WCz56NVT8NEfMfJvrurM2T5MxUlTLdAqndvbGWbZobAxiMv1AzmUhxFxamJGuGTKcSDM4nObX+zr55//YTzJteylq3r2OD1x0Gpry8mCHgz4vd3ydpICY6O6x5BIUU9EzkADgzFVNXPuB9Sxp9XJDKyAc8NGwAFfFF5rLVRvSp0W1zeT5LOermO9y53hbc5D+oVS2wL3GikVhCSQIMUdknibE9E2nH0k/EELUOwnIV4FtO/TH0gzFU/z48Td4+oVcihqTP7xqI2dkU9RoymubjdyC1Tbe3ePp3NkWC9cf/Lezef87V3kReO//8OkajWE/5gJdFT/aXK3akD4tZsJMnc9yvor5LneOG4Zi2aJQ/hy//oqz5/rQhFjQZJ4mxPRNtR9JPxBC1DuJek1TIpVhIJbiRHecv3/gZY6eigFeipobrtxIJOSlqKmXfPFTIfnXxFRommJJa5jOPm9bYTjgIxLyoy3gVfG1Qvq0qCdyvor5Ts5xIUQh+ZsghPQDIUT9k4D8FNmOy9Bwmngyw7P7y6eogWy++AY/ul5ZgZF6JPnXxFT5dM3Lv+mXP0e1RPq0qCdyvor5Ts5xIUQh+ZsghPQDIUR9kwjYFKRSFgPDaeKpzLgpauoxX7wQs0nTFK2NQVkVL4QQQgghhBBCCCEWBAnIT4LreqviY8kMHT1x/u6BlzlWJkVNPeeLF2K2KKWQe1VCCCGEEEIIIYQQYqGQgHyF0hmbgViatGXz7L4O/vk/D5Aqk6JmPueLF0IIIYQQQgghhBBCCDE1NRWQv/3223nkkUc4fvw4u3bt4swzzwTgySef5Fvf+hau6+K6Lp/61KfYtm0bAO973/vw+/2YpgnATTfdxLvf/W4AXnzxRb785S+TSqVYvnw5X/va12htbZ30ccUSaYaG0yTTNj9+/A1+9mLpFDUApl+nucGc1/nihRBCCCGEEEIIIYQQQkxeTQXkL7vsMv7gD/6A6667Lt/mui5f+MIXuPvuuznzzDM5cOAAO3bs4Hd+53fQNC/o/e1vfzsfvM9xHIc/+7M/47bbbmPLli1897vf5Y477uC2226b1DH1DSVRZprO3vFT1Ei+eCGEEEIIIYQQQgghhBDjqamA/JYtW0q2a5rG0NAQAENDQyxevDgfjC/nlVdewTTN/HNec801XHbZZSUD8oODgwwODha1dXR0AJDOOEUpajSluGrrWrZdOJKiRvLFCzF+PxJCTEz6kBDTJ/1IiOmRPiTE9Ek/EmL6pB+J+a6mAvKlKKW48847+eQnP0koFGJ4eJgf/OAHRY+56aabcF2XzZs387nPfY5oNMrJkydZtmxZ/jEtLS04jkN/fz9NTU1FP3/XXXfxne98p+TrP/DUQV58KwNkU9Rs38gZK0dS1Ph0jcaIiSn54sUCN14/EkJMTPqQENMn/UiI6ZE+JMT0ST8SYvqkH4n5ruYD8pZl8f3vf5/vfve7bN68meeee47Pfvaz7N69m3A4zN13383SpUtJp9Pceuut/NVf/RV33HHHpF7j+uuv58Mf/nBRW0dHB9dddx3P7uvEF2ph49pWPvbBs/MpagBMn05zRPLFCwHj9yMhxMSkDwkxfdKPhJge6UNCTJ/0IyGmT/qRmO9qPiC/f/9+Tp06xebNmwHYvHkzwWCQQ4cOce6557J06VIA/H4/1157LZ/4xCcAWLp0KSdOnMg/T29vL5qmjVkdDxCNRolGoyVfXynFh96zrihFDUBDwEe0QfLFC5EzXj8SQkxM+pAQ0yf9SIjpkT4kxPRJPxJi+hZ6P0pnbPySiWNeq/mA/JIlS+jo6ODw4cOsXbuWQ4cO0dPTw6pVq4jH49i2TSQSwXVdHn74YTZs2ADAOeecQzKZZO/evWzZsoV7772Xyy+/fNKv/4fbz+HCC1bnv9YURBtMwpIvXgghhBBCCCGEEEIIUUV+n86Vn39w3Mfs+vr2WToaMRNqKiD/la98hUcffZTu7m5uuOEGmpqa2L17N7fccguf+cxn8qvRv/rVr9LU1MTRo0f59Kc/jW3bOI7DunXruPnmmwGvEOzf/M3fcPPNN5NKpVi+fDlf+9rXJn1Mq5eO3JEzNEVTxMT019THJoQQQgghhBBCCCGEEKIO1FRkeefOnezcuXNM+1VXXcVVV101pn3lypU88MADZZ/vggsuYNeuXVU5NtOn0xQxMSRfvBBCCCGEEEIIIYQQQogpqKmAfK0KB3w0Sr54IYQQQgghhBBCCCGEENMgAfkJREI+miLmXB+GEEIIIYQQQgghhBBCiDon+VcmEJLirUIIIYQQQgghhBBCCCGqQALyQgghhBBCCCGEEEIIIcQskIC8EEIIIYQQQgghhBBCCDELJCAvhBBCCCGEEEIIIYQQQswCCcgLIYQQQgghhBBCCCGEELNAAvJCCCGEEEIIIYQQQggxRemMXZXHiIXBmOsDEEIIIYQQQgghhBBCiHrl9+lc+fkHx33Mv/4/H5yloxG1TgLyZdi2d9eqo6Njjo9EiMotWbIEw6idbi39SNSjWupH0odEPaqlPgTSj0R9qqV+JH1I1CvpR0JMTy31Iaj9frRixYoJH1NJ0B5g19e3V+OQFoxjx47N9SGUVa4fKdd13Tk4npq3d+9errvuurk+DCEm5fHHH69oEJgt0o9EPaqlfiR9SNSjWupDIP1I1Kda6kfSh0S9kn4kxPTUUh8C6UeiPpXrRxKQLyOZTPLKK6/Q1taGrusz8hodHR1cd9113H333SxZsmRGXqPWyHue2fdca3ewZ6MfFZqP59d8e0/18H5qqR/Ndh8qp5Z+b3IstX8stdSHwOtHTz75JJ/97Gdr4vMpVEu/t0K1elxQu8dW7eOqpX5UK2NRObV6Tsy0hfq+ofL3vpD6US2fD3JsU1MLx1ZLfQhqfzyqllr43deSev88yvWj2ulZNSYQCLBly5ZZea0lS5bU1F3H2SDveWGYzX5UaD5+1vPtPc239zNT5qoPlVNLvzc5ltJq6VhqRSAQYNOmTUDtfj5yXJNXq8dWq8c1HbU2FpUzHz/7SizU9w319d5nqx/V8mcixzY1tXxss61exqNqkd99sfn2eWhzfQBCCCGEEEIIIYQQQgghxEIgAXkhhBBCCCGEEEIIIYQQYhZIQF4IIYQQQgghhBBCCCGEmAX6LbfccstcH8RCZpom73rXuzBNc64PZdbIexYzaT5+1vPtPc2397NQ1NLvTY6l9o+lFtXq5yPHNXm1emy1elwLwUL97Bfq+4aF/d7LqeXPRI5tamr52MTMkt99sfn4eSjXdd25PgghhBBCCCGEEEIIIYQQYr6TlDVCCCH+//buPL6Ge3/8+CurSNAkRWzVhSuxJU5yiAhRoWJJaGkqWrS1L7EVpUFVUPRar6Xka+uvDbogJFRQIiiRSOy9lKIhaUiECrKe+f2RR+Y6siCSnDTez8cjj0fOfM7MvM/M+cxnOZ/5jBBCCCGEEEIIIYQoA9IhL4QQQgghhBBCCCGEEEKUAemQLyPz58/H09MTe3t7Ll68qC6/cuUKffr0wcvLiz59+nD16lXDBVnCCvrMqampDBkyBC8vL3x8fPD39+f27dsGjrTkFHae8yxfvrzQNPH8Klp+8vT0pEuXLvTs2ZOePXty6NAhQ4f0TF7E615FVNrnq6hy4eTJk/To0QMvLy8GDhxISkqKul5x057W49drQ8SSkZHBjBkz6Ny5Mz4+PkyfPh0o+pwUN+2fbObMmXTp0oUePXrg5+fHmTNn1LT+/fvTsWNH9Tq6ZcsWNc3Qx6osz0dR+cze3h4fHx/1GF24cEFdb//+/XTp0oW33nqLcePG8fDhw6dKe1aFlXeGvAZcv35djadnz554enrSqlWrIuMti7iEvop6XXuSit6mehrSrvqf8pwPylN7pjy3TQqLrTwdP1F8hZ3fiIgI3nnnHXx8fOjXrx/x8fFqmqHrqaWpvLb/ypwiykR0dLSSkJCgdOjQQblw4YK6vH///kpISIiiKIoSEhKi9O/f31AhlriCPnNqaqpy7Ngx9T3z5s1TPvvsM0OFWOIKO8+Koihnz55VBg0aVGCaKBkVLT/9078rL+J1ryIq7fNVWLmQk5OjdOrUSYmOjlYURVFWrFihTJkyRVEUpdhpT+vx67WhYpk1a5YyZ84cRafTKYqiKLdu3VIUpehzUty0f7L9+/crmZmZ6v8dO3ZU0/r166fs37+/wPUMfazK8nwUVf9q1KiRkpaWlm+dtLQ0pU2bNsqVK1cURVGUgIAAZdmyZU9MK46CyjtDXgMKMnv2bGXmzJmFxmuouF50FfW69iQVvU31JNKu0lee80F5OkfluW1SWGzl6fiJ4ivo/N65c0dp1aqV8scffyiKkvvdGzhwoLqOoeuppak8tv8MQTrky9ijGTA5OVlxcXFRsrOzFUVRlOzsbMXFxUVJSUkxZIglrqhCZPfu3cqHH35YtgGVgcc/c0ZGhvLee+8p8fHxUqiWkoqYnyrKd+VFvO5VFIY4X3nlwqlTp5Tu3bury1NSUpQWLVooiqIUO+1pFHS9NkQsaWlpiouLS76O0qLOSXHTKpLbt28rTZs2VXJychRFKbxD3tDHytDn49H6V2Ed8rt27VKGDh2qvj59+rTSrVu3J6YVR0HlnaGuAQXJyMhQXF1dlbNnzxYaryHietEZOh+VJxW1TVUQaVfpK+/5oDyeo/LcNpEO+Yrt0fN56tQpvbpTamqq0qhRoxeyTm/o9p+hmBp6hP6LLDExETs7O0xMTAAwMTGhZs2aJCYmYmtra+DoSp9Op2PTpk14enoaOpRSt3TpUnr06EG9evUMHUqFVVHz08SJE1EUBRcXFz755BOqVatm6JCeS0U9TxVVWZ+vR8uFxMRE6tSpo6bZ2tqi0+m4c+dO8DPpWAAAIABJREFUsdOsra2fGENB12tDxBIfH4+1tTXLly8nKioKKysrxo4di4WFRaHnRFGUYqVVpLwXHBzMm2++ibHx/2Zl/Oqrr1i0aBH29vZMmjQJOzu7Ir/bZXGsDHktLKj+1b9/f3JycvDw8GD06NGYm5vn+/7WqVOHxMRENf7C0orr8fLOUNeAguzfvx87OzuaNm1aaLzVqlUr87hedFKnyPUitalA2lWP+yfkg/LcnpHjJwzl9ddfJzk5mdOnT+Po6EhoaCjAC1enLw/tP0OROeSFwcyaNQtLS0v69etn6FBKVVxcHGfPnuX99983dCjiHyY4OJgdO3awZcsWFEUhMDDQ0CEJUaoMXS6Up+t1Tk4O8fHxNGnShK1btzJx4kRGjx7NgwcPDB1amXvnnXdwdXUt8C8nJ0d9386dOwkNDeWLL75Ql3311Vf8/PPPhISE8MYbbzBu3DgDfILy5fF8FhERwdatWwkODubSpUusWLGizGMq7+Xdli1b6N27t/q6vMcrXiyGLjvLUnkqp8XTkevl85HjV3FVrVqVxYsXM3fuXHr16kVKSgrVqlVTO9pfFC9SGfY46ZA3oNq1a5OUlKQ2JnNycrh58ya1a9c2cGSlb/78+Vy7do0lS5bojWKriKKjo7l8+TIdO3bE09OTv/76i0GDBnH48GFDh1ahVMT8lBe7ubk577//PrGxsQaO6PlVxPNUkZXl+Xq8XKhduzYJCQlq+u3btzE2Nsba2rrYaU9S2PX62rVrZR5L7dq1MTU1xdvbGwAnJydsbGywsLAo9JwUdb7+yXlv27ZtREVFFfiX12jZu3cvixcvZu3atVSvXl1dN+/zmZiYMGDAAE6dOoVOpzP4sTLU+Sio/pW3zypVquDr66uWNY9/fxMSEtT3FpVWHAWVd4a4BhQkKSmJ6OhofHx8iow3b3lZxSWkTgEvVpsKpF1VkPKeD8p7e0aOnzCkNm3asGnTJrZu3Uq/fv1IT0+nfv36Bq+nlpXy0P4zpIpfapdjL7/8Mo0bNyYsLAyAsLAwGjdu/I+8zeRZLFq0iLNnz7JixQrMzc0NHU6pGzp0KIcPH2b//v3s37+fWrVqsXbtWtq2bWvo0CqUipafHjx4wL179wBQFIVdu3bRuHFjA0f1/Craearoyup8FVQuNGvWjPT0dGJiYgDYvHkzXbp0ea60Jynsej148OAyj8XW1hZXV1eOHDkCwJUrV0hJSeG1114r9JwUdb4qct47cOAAc+fOZe3atXpTGGRnZ5OcnKy+3rlzJ40aNcLY2Njgx8oQ56OgfHb37l3S09OB3OMVHh6uljXt2rXjzJkzXL16Fcj9/nbt2vWJac+qsPLOENeAgmzbto327dtjY2NTZLxlHZeQOsWL1qYCaVcVpDzng39Ce0aOnzCkW7duAbnTtixatAg/Pz8sLS0NXk8tC+Wl/WdIRoqiKIYO4kUwe/Zs9uzZQ3JyMjY2NlhbW7Nz504uX77MlClT+Pvvv6lWrRrz58/njTfeMHS4JaKgz7xkyRK8vb157bXXsLCwAKBevXoGuT26NBR2nh/l6enJqlWraNSokYGirLgqUn6Kj49n9OjR5OTkoNPpaNCgAdOmTaNmzZqGDu2pvYjXvYqotM/X77//Xmi5EBsby4wZM8jIyKBu3br8+9//Vkc/FzftWTx6vTZELPHx8QQEBHDnzh1MTU0ZN24c7du3L/KcFDftn6x169aYmZnpNUQ2bNhApUqV6NevH1lZWQDUrFmTqVOnlptjVZbno7B8NnjwYD7//HOMjIzIzs5Go9EQEBCAlZUVAPv27ePf//43Op2Oxo0bM2/ePCwtLZ+Y9iyKKu8MfQ0A8PLyYurUqXh4eDwx3rKMS+SqqNe1Jymq7HyRSLsqV3nNB+WtPVOe2yYFxbZq1apydfxE8RX23Zs6dSqxsbFkZWXh7u5OQEAAlSpVAgxfTy1N5bn9V5akQ14IIYQQQgghhBBCCCGEKAMyZY0QQgghhBBCCCGEEEIIUQakQ14IIYQQQgghhBBCCCGEKAPSIS+EEEIIIYQQQgghhBBClAHpkBdCCCGEEEIIIYQQQgghyoB0yAshhBBCCCGEEEIIIYQQZUA65MVz8/T05Ndffy2VbWs0GuLj40tl20IIISouKT+EKJ6MjAzs7e3566+/DB2KEP9Yy5YtY+LEiQBcv34de3t7srOzS2VfUVFReHh4lMq2hahI3N3diYmJMWgM48ePZ+XKlQaNQYjSMHDgQHbs2AHAjz/+SP/+/Q0cUfknHfJCFRMTg5+fHy4uLrRq1Qo/Pz9Onz5dYtvPq4xqNBo0Gg2enp4EBQUVuU5cXByvvPJKicUgREVSlo29x0njT5SGnTt34uvrS4sWLXBzc8PX15fg4GAURSnw/VOmTGHx4sUFpj1r+bF161bs7e3ZtWtXsWIXojTl1Z00Gg0ODg44Ojqqr/MaP4WJjIzkrbfeKva+x48fT7NmzdT99e7dm9jY2GJvrzAFxZmamsqnn35KmzZtcHZ2xsvLi/Xr1wP/++GgRYsWamzu7u4lHpcQnp6eenlOo9GQlJRU7O3179+f5s2bo9FocHFx4YMPPuDChQtPvb69vT3Xrl0r9v6FKEpJlzcLFiygadOmaDQatFotffv25cyZM6UW/99//42joyOjRo0q0e1mZmaydOlSOnfujJOTEx4eHgwbNoyjR4+W6H6EeNTEiRP57LPP9JYdP34cV1dXbt68WeL7erS+16tXr2f6AWvdunX06NEj3/Ls7Gzs7e25fv16SYZbIZgaOgBRPqSlpTF8+HC++OILunbtSlZWFjExMZibm5f4vqKjozE1NSUuLo6PPvoIBweHfB172dnZmJrK11OUT1u3bmX9+vX8+eefVKlShU6dOjFhwgSqVatm6ND0HDhwgBUrVnDp0iUqVapEu3btmDRpEnZ2doYOTYh81q1bx5o1a/j8889p27YtVlZW/Pbbb6xduxZfX9985VFOTk6J7n/btm1YW1sTEhJCt27dCn2flE/CEOLi4tT/PT09mT17Nm3atCmz/Y8cOZKRI0ei0+nYuHEjY8aM4fDhw6W+31mzZmFiYkJ4eDhWVlb88ccfXLlyRe89u3fvplatWqUei3ixrVq1qkTz3Oeff46vry85OTksX76cTz/9lO3bt5fY9oUortIob95++23mzJlDVlYWixYtYvz48ezbt+95Qy3Qrl27qFy5MgcPHiQ1NRUbG5vn3qaiKIwYMYJ79+6xcOFCHBwcUBSFX3/9lYMHD+Lm5pZvHakvipIwdepUvL29OXLkCO7u7mRkZDB9+nQmT55MzZo1S2w/ee2qYcOGMXr0aHQ6Hd9//z2jR4/m119/xcjIqMT2Jf5HRsgLALVx4+3tjYmJCRYWFrRt2xYHBwf+/PNPBgwYgKurK66urkyYMIG///67wO3odDqCgoLo1KkTrq6ujB07ljt37hT4Xo1GQ8OGDfn999+B3NEewcHBdO7cmc6dO6vL8kaApKenM2/ePDp06ICLiwt9+/YlPT0dgJMnT+Ln54dWq6VHjx5ERUWV6PERIs+6detYsGABkyZNIiYmhu+//56EhAQ+/vhjMjMzS2w/zzvSfffu3UyYMIEPP/yQY8eOERYWhpmZGe+//36h+VcIQ7l37x7/+c9/mDFjBl26dKFKlSoYGRnRpEkTFi5ciLm5OVOmTGHGjBkMGTKEFi1aPPE6n1d+nDp1Cnd3d70O/L179+Lj46O+vnHjBtHR0QQGBnL48GFu3bqlpuXdDRIUFIS7u7s6SuXAgQP07NkTrVaLn58f//3vf9V18spBjUZDt27d2Lt3b0kdKiEKlJ6ezsyZM2nbti0eHh7Mnz+frKwsUlNT8ff3Jz4+Xh3xlJqayokTJ/D19UWr1dK2bVu+/PLLpyp3jI2N8fb25tatW2r97vLly/Tt2xcXFxdat27Np59+CvxvBPumTZvo1KkTzs7OrFy5kj/++IN3330XFxcXJkyYQHZ2dqFxnjlzBh8fH6pWrYqxsTENGzZ8rtH+QpSUgu4ULM40niYmJnTv3p3Lly+ry06fPk2fPn3U/BkYGKjWMT/44AMAevbsiUaj0bura926dbi5udG2bVu2bNlS3I8mRJGetbx5lJmZGd7e3sTHx5OWlgb8b1T9ypUrcXV1pV27dhw8eJB9+/apfQrr1q1Tt3HixAnefvttnJ2dcXd3Z+HChXr7CAkJYcCAAdSvX5+dO3fmiz8uLo4uXbrQqlUrpk+fruatjh076uXfjIwMtFotly5dIiIigtjYWFauXEnz5s0xMzPD3NycN998kylTpqjruLu7s3btWrp3746LiwuQm5979OiBRqNh4sSJZGVlPecZEC8SGxsbpk2bxvTp03nw4AHLly/nlVdeoVevXuh0OlatWqXmk/Hjx3P37l0gt19uzJgxuLu7o9Vq6d+/v145M3HiRGbOnMmgQYNo0aJFvpHwxsbG+Pj4cPv2bW7fvg3A4sWL9b7v165dw97eXn3dt29ftm7dmu8z9OvXD8jta9RoNISHh5fcAfqHkw55AcDrr7+OiYkJkydP5uDBg2pGhtxfhIcNG8ahQ4f4+eef+euvv1i2bFmB2/n222/Zt28f3333HYcOHeKll14iMDAw3/sUReHEiRNcunSJJk2aqMv37dvHDz/8UOCUAfPnz+fcuXNs3ryZ48ePM2nSJIyNjUlKSmLYsGGMGDGC48ePM3nyZMaMGaNeOIQoKWlpaSxbtoxp06bh4eGBmZkZ9erVY8mSJdy4cYN169bh6Oio9yPU+fPncXV1VStfP/30E127dqVly5YMGjSIGzduqO8t6Eep2bNn0759e5ydnZ/6tjFFUZg/fz4jRozAx8cHCwsLatSowZw5c6hcuTL/7//9P0B/yhvIP+3Nli1b6Nq1KxqNho4dO7J58+bnP4hCFCAuLo7MzEw6duxY5PvCwsIYPnw4sbGxakPnSZycnKhcuTLHjh1Tl4WGhup1yIeEhNCsWTO8vLxo0KABoaGhettITk7m7t27HDhwgFmzZnH+/HkCAgIIDAwkKiqKPn36MHLkSLVR98orrxAcHMyJEyfw9/dn0qRJJX5bqRCP+s9//sOFCxfYsWMHW7du5fjx46xZswYbGxu18RYXF0dcXBw2NjaYmZkxffp0oqKi2LhxIwcOHODHH3984n6ys7MJCQnh9ddf56WXXgJg0aJFdOrUiZiYGCIiIujTp4/eOkePHmX79u189913rFixgjlz5rB06VJ++eUXzpw5w549ewqN08nJiQULFrBt2zaZokNUSJmZmYSGhuLk5KQuMzY25rPPPuPYsWNs3ryZo0ePsnHjRgCCg4MB2L59O3FxceodXcnJydy7d4/IyEjmzJlDYGCgXntOiJLyrOXNozIzM9m+fTs1atTAyspKXX7jxg1MTU05cuQIQ4cOJSAggPDwcHbs2MH69etZvHixOk3UrFmzGDZsGLGxsYSHh9OpUyd1O1euXOHkyZP4+Pjg4+PDtm3b8sW/c+dOvvnmG3bv3s358+dZs2YNAN27dycsLEx9X0REBHXr1qVhw4b8+uuvODs7U7169Scen127drFu3TqioqJIT09n5MiR9OnTh+PHj+Ph4cH+/fuf7YCLF17Xrl1p2rQpn3zyCT/88AOzZs0CYMOGDURERBAcHExkZCSWlpbMnj1bXe/NN98kPDycI0eO8K9//YtJkybpbTcsLAx/f39iY2PRaDR6aTk5OYSEhFC/fv3nvsvku+++U/cXFxeHl5fXc22vIpEOeQFAlSpV2LhxI0ZGRkyfPh03NzeGDx9OcnIyr776Ku7u7pibm2Nra8vHH39MdHR0gdvZvHkz48ePp1atWpibm+Pv7094eLjeqKvWrVvTqlUrpk2bxoQJE/Ru8Ro6dCjW1tZYWFjobVen07FlyxamTp2KnZ0dJiYmODs7Y25uzvbt2/Hw8KB9+/YYGxvj7u5Os2bNOHjwYOkcLPHCio2NJSMjQ+0sz2NlZUX79u25ePEiLVq0YM+ePWpaaGgoXl5emJmZsW/fPlavXs3y5cs5evSoOjrwUY//KNW8eXNCQkI4fvw43t7ejB07loyMjCLj/OOPP0hISKBLly56y42NjencufNTTzPw8ssvs3r1amJjY5k7dy5z587l3LlzT7WuEM8i75biR2/tzbvrydHRUS1zOnbsiIuLC8bGxlSqVOmpt/9oIystLY3IyEi6d++upm/fvh1vb28gd/RGSEiI3vrGxsaMGTMGc3NzLCws+P777+nTpw9OTk6YmJjwzjvvYGZmxsmTJ4HcirOdnR3GxsZ069aNV199tUSfySLE40JDQxk9ejS2trZUr16dESNGFDn9haOjI46OjpiYmFC/fn18fX0LrdtB7nQdWq0WjUbDokWLGDt2rHr7sqmpKTdu3ODWrVtYWFjk+7Fs6NChWFlZ0aRJE1577TU8PDyoW7cu1tbWuLu7c/78+UL3GxgYSOfOndmwYQNdu3bFy8sr3wjk7t27o9Vq0Wq1fPXVV09zuIR4ZqNGjVK/ZyNHjnzu7c2ePRutVouzszPfffcd/v7+alqzZs1o0aIFpqam1KtXjz59+hSZPyE3H44aNQozMzPat2+PpaVlvumdhCgJz1reQG49S6vV4uTkRGhoKEuWLNGbAqNy5coMHjwYU1NTunfvTnJyMoMGDcLS0pImTZpQv3599TkLpqamXL16ldTUVKpUqaL3Y1ZISAiOjo7Ur18fb29vzp49qzcqGGDAgAHY2dlha2vLsGHD1FH03t7e7N27Vx1cERYWptYNU1NTqVGjhrqNpKQktFotLi4uaLVave1/9NFH2NnZYWFhoU4B/MEHH2BmZkaPHj30RhQL8bRmzJhBVFQUI0eOpHbt2kBu39snn3yCnZ0dlSpVwt/fn927d6PT6TA2NqZXr15UqVJFTTt37hwPHjxQt5l3N6+xsbE6NWhQUBBarZYWLVowf/58xo0bh7GxdBuXFpnUSqgaNGjAvHnzgNzbjydNmsSXX35JQEAAc+bMISYmhvv376MoSqFzZSckJDBq1Ci9TGtsbExKSor6+tixY4XOp5Z3cXlcamoqGRkZBT6gLyEhgd27d3PgwAF1WXZ2Nq6urk/+0EI8g4I6DfPUqFGDc+fO4ePjQ2hoKO+99x6KorBr1y4WLFgA5BaaQ4cOpUGDBgAMHz6c1atXc+PGDerWrQv870epPD179lT/HzhwIF9//TVXrlzBwcGhyDiBAueVq1GjRr7bRwvz5ptvqv+3atUKd3d3YmJiaNq06VOtL8TTsra2JjU1VW++zbw7Mjw8PNDpdEDhZcST+Pj44Ofnx8yZM9m7dy9NmjRR89yJEye4fv262kHv7e3N4sWL+e2332jcuDGQe7vooz8AJCQkEBISoo74AMjKylJHwYeEhLB+/Xr1DpgHDx48db4T4lkpikJycrL6nQaoW7dukQ+dvHTpEvPmzeP8+fOkp6eTk5ODs7Nzoe8fPnw4I0eORFEU/vvf/zJo0CCsra1xc3MjICCAJUuW8M4772Bra8vgwYP1yq5HRxRWqlRJ77WFhYVe4/BxlpaW+Pv74+/vz71791i5ciWjR4/m4MGDmJmZAbmjHWUOeVHaVqxYoTeP9vNOjzlt2jR8fX3R6XTExsYyYsQIvv32WxwcHLhy5Qrz5s3j7NmzPHz4kJycnCfWvaytrfXqp5UrVy4ybwlRHMUpbyC3PTNnzhxSUlIYOXIkFy5c0OvItrW1VfsP8upbL7/8sppeqVIl9fs8f/58li1bRpcuXahfvz5jxoyhXbt2KIrCjh07GDhwIJB7t6JGo2Hbtm16dwQ/WpesU6eOWndr1KgRtWrVIjIyktatWxMZGUlAQACQm78e/YHLzs6OmJgYLl68SO/evfU+66Pbv3nzZr7yqU6dOkUeKyEKUr16dWxsbPjXv/6lLktISGD48OH5OsxTUlKwtbVl4cKFhIeHk5qaqr4nNTUVS0tLoOB21dChQxk9ejSKonDhwgUGDx6sDqAQJU865EWBGjRoQK9evfj+++9ZtGgRRkZGhIaGYm1tzb59+wqchgagVq1afPnllwVOJfA0T1Uu7GEReZ0h8fHx+Toia9euTc+ePfVuzxGiNNjY2OTrNMxz69YtbGxs6Ny5M7NmzeLmzZtcvXoVY2NjtcKZkJDAl19+yfz589X1FEUhKSlJrdg+XjCuXbuWn376iZs3b2JkZERaWtoTO/bybiu7efNmvh+x8uJ8GgcPHmTFihVcvXoVnU5Heno6jRo1eqp1hXgWGo0Gc3Nzfvnll1K5jbFhw4bUqVOHyMhIvRFPkNt5rigKb7/9tt4627ZtUzvkHy+bateuzfDhwxkxYkS+fd24cYNp06axYcMGNBoNJiYmep2TQpQ0IyMjqlevzo0bN6hfvz6QW97kPcC7oLrVtGnTcHV1ZenSpVhZWREUFPRUc18bGRnRuHFjHB0diYyMxM3NDTs7O+bOnYuiKBw/fpxBgwbRsmVLvc6Up/0cRalatSpDhgxh3bp1JCYmqp9VCEOoXLmy+iwryL29vzjTZebVE+vXr8+RI0dwcHDgiy++UJ+hUqVKFTZs2CBz7opyoTjlzaNefvllZs6cyQcffEDXrl2xtbV95hgaNGjAkiVLyMnJYefOnYwePZrjx49z4sQJEhISWL58OatWrQLg/v37JCQk8Mknn6gdkomJieq2EhMT9QYweXt7s3PnTu7evUvz5s3VdpmbmxtbtmwhOTn5qaatyVOjRg3++usvvWWJiYkyuEmUiFq1arFw4UK9u0TybNmyhcjISL755hvq1q1Lamoqbm5uKIqivqeo/GpkZISDgwNOTk5ERETg7u6OpaUlDx8+VN/z6DO3iiIPhC2c3HsggNwR8evWrVMLjMTERMLCwnBycuL+/ftYWlpStWpVkpKS1HnWCtK3b191Pm2A27dvl8gT1I2Njenduzdz584lKSmJnJwcdc7hHj16cODAAQ4dOkROTg4ZGRlERUXlK/yEeF55nYaPTkkDuZW9vI6Jl156CXd3d3bt2kVYWBjdunVTC6HatWszc+ZMYmJi1L/Tp0/rjUp8tMCKiYlhzZo1LFmyhOjoaGJiYqhatapeQVqQN954g1q1arF792695Tqdjj179tCqVSsgf2MyOTlZ/T8zM5MxY8YwcOBAjhw5QkxMDB4eHk/ctxDFUa1aNUaNGsXMmTPZvXs3aWlp6HQ6fvvtN72KX0F0Oh0ZGRnqX2EPV/b29uabb74hOjpanc4pIyODn3/+mcDAQEJCQtS/6dOnExYWVuhDLn19fdm8eTOnTp1CURQePHhAREQEaWlpPHz4ECMjI7WRuWXLFvXh5UKUFm9vb1asWEFqaiopKSmsWrWKHj16ALmjqlJSUrh//776/vv371OlShWsrKz4/fff+eGHH556XxcvXuTkyZM0bNgQyJ0vNykpCSMjI/UOShMTk2f+DAXFuWzZMs6dO0dWVhbp6el8++232NjY8Oqrrz7z9oUoSa+//joZGRlERESQlZXF119/XWj58yRxcXFcvnxZzVP379/HysoKKysrLl++zKZNm/TeX716deLj45/7MwhRHM9a3jzOwcEBrVbL+vXri7X/kJAQUlNTMTExoWrVqhgZGWFkZERISAgdOnQgLCxMrc9t376du3fvcvToUXX9b7/9lps3b3L79m2CgoLo2rWrmta9e3ciIiL48ccf9QZvdOjQAScnJ0aOHMmZM2fIysoiMzOTU6dOFRlry5YtyczMZNOmTWRnZxMWFqZOvSPE8/Lz82PRokUkJCQAuSPjf/nlFyC3HDE3N8fa2pqHDx+yZMmSZ97+pUuXiIuLU0flOzg4EB0dTWJiIn///Tf/93//91TbMTExwdraWsqtAkiHvABy55A/deoUvr6+tGjRgvfee49GjRoxZcoU/P39OX/+PFqtlqFDh+abP/tRAwYMwNPTk4EDB6LRaHjvvfdKbN7cyZMn06hRI959911atWrFggUL0Ol01K5dm5UrV7J69Wrc3Nxo3749a9euVac4EKKkVK1alVGjRjF79mwiIyPJysri+vXrjBs3jlq1aqmjYH18fNi+fTvh4eF6D4708/MjKChI7Zy7d+8eP//8c6H7u3//PiYmJtja2pKdnc3y5ctJS0t7YpxGRkZMnjyZr7/+mtDQUDIyMrh16xZTp04lNTVVfdJ548aNiY6OJiEhgXv37rF69Wp1G5mZmWRmZmJra4upqSkHDx7kyJEjxTpuQjyNIUOGMGXKFNasWYO7uztt2rTh888/Z+LEifkeNPSooKAgdT5sR0dHPvzwwwLf5+3tTXR0NK1bt1Y7y/ft24eFhQVvv/02NWrUUP969+5NTk4Ohw4dKnBbzZs3Z9asWQQGBtKyZUs6d+7M1q1bgdzR+AMHDsTPz482bdpw8eLFIqcCEaIkjBkzhgYNGuDt7U3Pnj1xdnZm8ODBQG4DytPTE09PT7RaLXfu3CEgIICffvoJjUZDYGCg+mDIwqxcuRKNRoNGo2HYsGG8//779OrVC8jtTOzduzcajYaxY8cSGBiojpZ8FgXFqdPpmDRpEq1ataJ9+/bExsYSFBSkznUqhKFUrVqVGTNmMG3aNDw8PKhcufIzTZ0UGBio5qlPP/2UcePG0b59eyC3zRMWFoazszPTp0/Plz/9/f2ZMmUKWq1WfeaQEGXlWcubggwaNIjg4OBC04ty4MABunTpoj7TZMmSJWRmZrJnzx769++vV5979dVX6datm97DXbt168aAAQPw8vKiUaNGDBkyRE2rV68e9vb2nD17Vu9ZXMbGxmpfw/jx49Fqtbz11lvs3buXoKCgQmO1sLBg+fLlbNy4kZYtWxIREUGHDh2e+TMLUZCPP/6Ydu3a8dFHH6HRaPDz8+PMmTMA9OrVi5o1a9KuXTuyAkzjAAAB4klEQVS8vb2LbEs9avXq1WrZNGTIEHx9fXn33XeB3GlEO3XqhI+PD76+vnh6ej51rGPGjGHixIlotdp8gxtfZEaKDHcUQohn8uOPP/LNN9/w559/UqVKFTp16sSECRN46aWXAEhPT8fNzY06deqoDwrKExISwtq1a7lx4wZVq1alTZs2zJ07FwB7e3v27NmjjvzLyclh2rRphIeHY2lpyYcffsimTZuYPXs2bdq0YdmyZVy7do0FCxZw/fp1OnbsyLlz59TpdPbt28fXX3/NpUuX1Olmli5dyhtvvKHGM3PmTEJDQ7GxsWHIkCFMnz5d3UZwcDArVqwgMzOTDh06kJ2dTf369Rk/fjxRUVFMmjSJyMjIsjjkQgghhBBCCCGEEBWCdMgLIcQL4PDhw0yYMIENGzao82ILIYQQQgghhBBCiLIlHfJCCPGC2L9/P0lJSfTt29fQoQghhBBCCCGEEEK8kKRDXgghhBBCCCGEEEIIIYQoA/JQVyGEEEIIIYQQQgghhBCiDEiHvBBCCCGEEEIIIYQQQghRBqRDXgghhBBCCCGEEEIIIYQoA9IhL4QQQgghhBBCCCGEEEKUAemQF0IIIYQQQgghhBBCCCHKgHTICyGEEEIIIYQQQgghhBBl4P8DK99MLjv3O50AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Viewing corr matrix in graphs\n", + "col = ['SalePrice', 'OverallQual', 'GrLivArea', 'TotalBsmtSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt']\n", + "sns.set(style = 'ticks')\n", + "sns.pairplot(train[col], height=3, kind='reg')" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The most importent feature relative to target\n" + ] + }, + { + "data": { + "text/plain": [ + "SalePrice 1.000000\n", + "OverallQual 0.817221\n", + "GrLivArea 0.700904\n", + "GarageCars 0.680677\n", + "GarageArea 0.650904\n", + "TotalBsmtSF 0.612292\n", + "1stFlrSF 0.597063\n", + "FullBath 0.594789\n", + "YearBuilt 0.586554\n", + "YearRemodAdd 0.565603\n", + "TotRmsAbvGrd 0.534391\n", + "Fireplaces 0.489417\n", + "MasVnrArea 0.426717\n", + "BsmtFinSF1 0.372305\n", + "WoodDeckSF 0.338278\n", + "OpenPorchSF 0.321143\n", + "2ndFlrSF 0.319212\n", + "HalfBath 0.314413\n", + "LotArea 0.257316\n", + "BsmtFullBath 0.236564\n", + "BsmtUnfSF 0.221860\n", + "BedroomAbvGr 0.209087\n", + "LotFrontage 0.179430\n", + "ScreenPorch 0.121158\n", + "PoolArea 0.069786\n", + "MoSold 0.057307\n", + "3SsnPorch 0.054878\n", + "BsmtFinSF2 0.005154\n", + "BsmtHalfBath -0.005200\n", + "Id -0.017597\n", + "MiscVal -0.020040\n", + "OverallCond -0.036791\n", + "YrSold -0.037235\n", + "LowQualFinSF -0.037989\n", + "MSSubClass -0.074164\n", + "KitchenAbvGr -0.147600\n", + "EnclosedPorch -0.149137\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print('The most importent feature relative to target')\n", + "corr = train.corr()\n", + "corr.sort_values(['SalePrice'],ascending = False, inplace = True)\n", + "corr.SalePrice" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ('FireplaceQu', 'BsmtQual', 'BsmtCond', 'GarageQual', 'GarageCond', \n", + " 'ExterQual', 'ExterCond','HeatingQC', 'KitchenQual', 'BsmtFinType1', \n", + " 'BsmtFinType2', 'Functional', 'BsmtExposure', 'GarageFinish', 'LandSlope',\n", + " 'LotShape', 'PavedDrive', 'Street', 'CentralAir', 'MSSubClass', 'OverallCond', \n", + " 'YrSold', 'MoSold', 'MSZoning', 'LandContour', 'LotConfig', 'Neighborhood',\n", + " 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st',\n", + " 'Exterior2nd', 'MasVnrType', 'MasVnrArea', 'Foundation', 'GarageType', \n", + " 'SaleType', 'SaleCondition', 'Electrical', 'Heating')\n", + "\n", + "from sklearn.preprocessing import LabelEncoder\n", + "for c in cols:\n", + " lbl = LabelEncoder() \n", + " lbl.fit(list(train[c].values)) \n", + " train[c] = lbl.transform(list(train[c].values))\n", + " \n", + "from sklearn.preprocessing import LabelEncoder\n", + "for c in cols:\n", + " lbl = LabelEncoder() \n", + " lbl.fit(list(test[c].values)) \n", + " test[c] = lbl.transform(list(test[c].values))" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [], + "source": [ + "#Take targate variable into y\n", + "y = train['SalePrice']\n", + "#Delete the saleprice from train \n", + "del train['SalePrice']\n", + "#Take their values in X and y\n", + "y = y.values\n", + "X = train.values" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict value [11.72581807]\n", + "Real value 12.019749091416921\n", + "Accuracy --> -87.27753973246952%\n" + ] + } + ], + "source": [ + "#Train the model\n", + "from sklearn import linear_model\n", + "model = linear_model.LinearRegression()\n", + "#Fit the model\n", + "X_test = test.values\n", + "model.fit(X, y)\n", + "#Prediction\n", + "print(\"Predict value \" + str(model.predict([X[142]])))\n", + "print(\"Real value \" + str(y[142]))\n", + "#Accuracy \n", + "print(f\"Accuracy --> {model.score(X_test, y)*100}%\", )" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict value [11.79836006]\n", + "Real value 12.019749091416921\n", + "Accuracy --> -90.22469058321204%\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import GradientBoostingRegressor\n", + "GBR = GradientBoostingRegressor(random_state = 10)\n", + "GBR.fit(X, y)\n", + "#Prediction\n", + "print(\"Predict value \" + str(GBR.predict([X[142]])))\n", + "print(\"Real value \" + str(y[142]))\n", + "#Accuracy \n", + "print(f\"Accuracy --> {GBR.score(X_test, y)*100}%\")" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [], + "source": [ + "predictions = GBR.predict(X_test)\n", + "submission = pd.DataFrame()\n", + "submission['Id'] = test.Id\n", + "submission['SalePrice'] = np.exp(predictions)\n", + "submission.to_csv('prediction_GBRnew.csv',index = False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}