diff --git a/Advanced Regrassion/Advanced Regression.ipynb b/Advanced Regrassion/Advanced Regression.ipynb
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@@ -0,0 +1,1543 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "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": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Load datasets\n",
+    "train = pd.read_csv('./train.csv')\n",
+    "test = pd.read_csv('./test.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <th>MSZoning</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>Street</th>\n",
+       "      <th>Alley</th>\n",
+       "      <th>LotShape</th>\n",
+       "      <th>LandContour</th>\n",
+       "      <th>Utilities</th>\n",
+       "      <th>...</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>PoolQC</th>\n",
+       "      <th>Fence</th>\n",
+       "      <th>MiscFeature</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SaleType</th>\n",
+       "      <th>SaleCondition</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>8450</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>208500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>223500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>70</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>9550</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Abnorml</td>\n",
+       "      <td>140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>14260</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>250000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 81 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
+       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
+       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
+       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
+       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
+       "\n",
+       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
+       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
+       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
+       "2         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      9   \n",
+       "3         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
+       "4         Lvl    AllPub  ...        0    NaN   NaN         NaN       0     12   \n",
+       "\n",
+       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "0   2008        WD         Normal     208500  \n",
+       "1   2007        WD         Normal     181500  \n",
+       "2   2008        WD         Normal     223500  \n",
+       "3   2006        WD        Abnorml     140000  \n",
+       "4   2008        WD         Normal     250000  \n",
+       "\n",
+       "[5 rows x 81 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <th>MSZoning</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>Street</th>\n",
+       "      <th>Alley</th>\n",
+       "      <th>LotShape</th>\n",
+       "      <th>LandContour</th>\n",
+       "      <th>Utilities</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>PoolQC</th>\n",
+       "      <th>Fence</th>\n",
+       "      <th>MiscFeature</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SaleType</th>\n",
+       "      <th>SaleCondition</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1461</td>\n",
+       "      <td>20</td>\n",
+       "      <td>RH</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>11622</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>120</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1462</td>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>14267</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Gar2</td>\n",
+       "      <td>12500</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1463</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>13830</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1464</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>9978</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1465</td>\n",
+       "      <td>120</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>5005</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>HLS</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>144</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "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": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Analys of Target values "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "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",
+    "#Distribution plot\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()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "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()\n",
+    "           "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Check the missing values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train.columns[train.isnull().any()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.subplots(figsize=(12,9))\n",
+    "sns.heatmap(train.isnull())\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "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,
+     "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",
+    "isnull"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "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": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x360 with 1 Axes>"
+      ]
+     },
+     "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",
+    "plt.xticks(rotation=90)\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Check the missing values on test dates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "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": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.columns[test.isnull().any()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.subplots(figsize=(12,9))\n",
+    "sns.heatmap(test.isnull())\n",
+    "plt.show"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "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": 14,
+     "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": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x360 with 1 Axes>"
+      ]
+     },
+     "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": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9dab185d30>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x648 with 2 Axes>"
+      ]
+     },
+     "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",
+    "#Building the corr matrix\n",
+    "plt.subplots(figsize = (20, 9))\n",
+    "sns.heatmap(corr, annot = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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drk36IXfdp704uDpjyCrYLvRZahzcnK3K+ndphEQm5cbu0/g2q2G1P2HrXzSaO5j6098EIHz8StQ30myaV+qiwJRTsI5NWTlIC6njrD2HydywC2NqBs51q1Pum8mYsrLJ3nUI1fF/8Bk9CEVoXdRnI/Ae1AeJowNShdymeeHpbMtOrs7o7msXOqUKx0IyV+ncCKlMSuye05Rvat0uAH7uOBGZ3JEqnRshc7R9Fyh1dbaqY0OWqtB2kbbjGHfW5r32qn7/McbMHNK2Wc66RL486W4dO1H+4zeotmoylzravo6tfofC2nZ24W1bVrY0bjWCSH53PLorcZQaPZiysydy461RdsxX2Ptb4X1I+s6jpKzbiyElA5cGwQQuHY9RmUPG9sM4+vkg83RDXqU8ES0HIw/0J2jddDSxN8g+etammVU6A65yxwLb3OQO5Oisz7RXKuVKOXcFHZfsRyaREOTrzoT2zazK6Y0mJv4Wzou1KxDo83QNrsU3NNqY+SEd9EsvvcTOnTsxGAxERUWhVCpp1KgR165dIyYmhtGjR9OjRw/eeOMN9Ho9sbGxuY/t2bNn7v81Gg0TJ07kxRdfpG/fvty+fbvAjHhRs0nyzyw9wOHDh+nTpw8vvPACy5cvJzIy8qGP+X9kylFbdeZSNxeMOWqrstqriRhup4HJhDr8Mqk/bsejSwurcl692pGxxfaz1gDGHDVS94Jr2WRuLlYfEAA0V5LQ30oHk4mcM1HcXvEb3t2a5+7PPhGBWW/AqMwhYcpynCqVRVHtv6/nf2BmlQbZ/ZndC69jdb7M2aejSF7+G6W6Wd7Iyw7ojCoynuzwh3+4fFyGHA0O7gXbhaObAkO2psA2mUJO3cl9OTt5VaHHcQ/yo+nS4ZwcuYRfK/Vnb+txhAx9gXLt6ts0r0mlRupasI6lbi6YCqljfUwCxjuWdqw5G0HG6q24dXzesi8ukVsT51B68jAC//wZmbcHupgEDMkpNs0LT2db1uVocLqvXTi5K9Dfl9lBIafFxNf4c8pPDz2mUavnyrbjNBz6AqVrFD7b+V+ZcjTWdeyuKLRdaO577d1avvMBdawiYcpy5JXKoKhW+Jkcm/4OhbVt18LbtlmrRXXwGNpL0Zh1etKXrMa5QS0kbvZb/2sqwvub9kpeH6I6c5k7K3bg1dVSx2aN5axX8jfrMWt1aC5fI33HETzaNLR5ZhcnB3LuW26SozXg6mT9AW/W/gvojCb+HNGJ46O60C7Yj2GbCl6zZTKbmbzzHxxkUsa3r2PzvMLjKfaZ6+DgYBISEsjIyCgwe3327FlCQkLw9/cnKCiIw4cPc/LkSXr27IlEIsFsNuPt7c22bdseeGwXl7wX27x58/D19eWLL77AwcGBgQMHotX++1rckJAQzp07Z7X9/PnzDBw4EACZTIYp36mHe8e8fv06s2bNYtOmTVSsWJHw8HDGjBnzaJXyf0Ybdx1kMpwC/NFds5zWc64RiPaK9UVgVu6ul8zP0a80rk3qcGPSQnvERRt7A4lMijzQD22cZZmFomYA6uhHuDjObIZ/+1z2sP3/kSbGktk50A/N3cwuNQNQRT3CWkhz3odJz5Z18GhaC6+2ljM6Dl5uuNQOxLVWgGU224ayYpKRymS4BZYlO85yJb9nrUooowquSXSrUg7XiqVps3UKAFJHBxw9XHjx3CJ+7zYVj5CKZMUkc+uQ5SxGdsxNbv7+D35t65H8u+1mo/TXkpA4yHCs7I8+3tKOnUKqFHoxoxUzBf7uOfuOkrPPMlspdXcloFdnNBdt/4HmaWzLGbGWduEZUJbMa5Z2UbpGJauLGb0Cy+JeoTS9fv0EAJmTA07uLgw8s5CNPT4lK8n6w4rU0QGPymVIibTdha6aQurYpWYA6kd67Zn/fSKnkPc/e9DHX0fiIMOhkj+GhLy2rY+5ZlVWFx1X8KyWfU9wAaCNvQ4yKU4Bfuiu3W3HNQLQPHI7ttShOvJa3rb8++2gsrcrBpOZ+LTs3KUh0XeUhS7niLqtZPjz1fFUOAHw2nOBLD4aRbpKi7eLHLPZzKe7z5Gao2Vh7yY4yp7C7wN8gpZw2EOx/0UqVKhA586d+fTTT3MHptHR0SxdupThw4cDlhnojRs38ttvv+XORgcGBuLs7MzWrXm394mJiSE7O7vQ58nKyqJcuXI4ODgQHR3N6dOnH5qtX79+nDhxgt27d+du+/HHH5HL5bl3MqlUqRIXLlg67ePHj5OSYnnDzs7OxtHREV9fX0wmE+vXry9q1diVwWBEq9VhNJowmkxotToMhpK5z6RZrUW59zhlRr2BRCHHpWENPDo0IWOL9W2e3Ns3QerhCoCibjA+/buTtf/vAmW8erZBFR6JLsE+V9Sb1Foydv+N/0d9kSrkuDWqjlfHxqT+esiqrFfHxsg8LXld61ejzMAXyNh7EgDn4IooagaCVIrUxZmKU95Gn5yG5or1BS22yJy2+wQVxr5myRxaHe9OoaRssr7doXen0HyZgyg3sCtpdzPHfLiAc61GcqHDR1zo8BE552NImreBxC/W2TyzUa0ladcpao3tjUwhxyc0mPKdGuZemHiP8nIivzUcyb72E9nXfiKnxyxDcyeTfe0norqRSsbFa7hXKYdvi5qW36lyGfzbNyDDhgMosLTj7P3HKDX8LSQKOc4NauLathlZO363KuvathlSD0uHKq8Tgle/HuQczLuVnLxmkKVdeHvi+9mH5Bz82y4XhT2Nbdmg1hKz5xRNx/TGQSHHr1E1Ajs25PLmgu0iNSqJH5t8wPrOk1jfeRIHx/6AKiWT9Z0nkX0jlbINquIXGozUUYbM2ZHn3n8Bl9Ie3Prnqk3zmtRa0nf/TfkxBes45RHquOzAbqTvy1fHtQLy6njqAHR2quP7mdUacg4co9Sw/kgUzsjr18S1TfNC23bW1n24tGuBU0gVcJDhPeQN1GcuYM5WFXJk2zCptWTuOY7f6DeQKuS4NqqBZ4cmpG+27kM8OjRBdrcPcalXjdJvv0jmPssssC4hmewTlyg7vA8SJwfkQRXwevF5lAdtc3OF/BRODrQL9mPJ0SjUOgP/JKVx6Eoy3WpZn4moVc6L3y4lkqXVozea2PDPNXzdnPF2sSwV+3zfBeJSs/i2V2OcHWU2zyo8vhK5Fd/UqVOZN28eXbt2xdHREblczqRJk2jcuDEAHTt2ZNq0adSpUwd/f39LUAcHli5dysyZM1m+fDkmkwkfHx++/rrwWxi9//77fPzxx2zatInAwEBCQ0MfmsvLy4sVK1Ywe/Zs5s6dS1ZWFkFBQaxYsQIHB0tVffDBB4wfP541a9bQtGnT3HwhISF07tyZrl274u3tTatWrR5pQF9cvlv1M0tWrM39+be9B3l/4BsMG9SvRPLcnLKY8l9+QI1TazFkKLnxyWK0VxJy71197xZ7ni+GUf7LD5A4OWJITuHOd5vI2Fxw+YdXz7akLNts17zxk74j4KsR1Du3CkN6FgkTv0MTnYhb45pUW/0J/4T0BcC7e0sC5g5H4uSI7mYqyYs3k7rJ8obvWNqLyrOG4OjnY7mLwOkorgyYgdlOH3LiJnxP1XnDaHhhJYb0LOImfI86OhH3xjWovnYyp6q9AYBPj5ZUmTscqdwB3c1UbizeQsrGQ4BlHaORvE7SrDNgzFZbrXe0lfAJKwmd/y7dLy5Gl57NmfErUUZfp3STEJ5f+zFbggZZLha7k5n7GF16DmaTOXdbTvxtTo36ngYz3sKlQmn0SjUJm48Rt/aQzfPemb6QMjNGE3hkA8ZMJXemLUB3NR7nhrXx/24GsY1eAsCtSyvKzBid247Tl28ga1vevcJLT3gfefUqmA1GsvceJuXL72ye9Z6nsS0fmvQj7b8azDtnF6FJz+bQpJWkRV/Hv3EIL/40lu+qv4PZaEKVr11oMnLAZM7dJpM70uqzN/GoVAaTwUjq5UR2DPiKnFu2v8tC/MTvCZw7nPrnf8SQnkX8hHt1XIPgNZ8QHvw6AKV6tCRw3nAkTpbX3s3FW0jdeLeOfb2oPOs9nPx8MKm0ZJ++zJX+n9utju+XMmMBvtM/ovKhDZgyldyZ8S36mHicn6tNuSWfc61JDwA0J8+S9s1Kyi2agUQhRxN+idvjvrB7vqTJS6k0ZyS1wldjTM8icfISNFcScQ2tSZVVU7lQ81UAvF98nkpzRiBxckR/M5XbS34lPd+F7/Ej5lBx9khqn12LITWT5LlryT523i6ZJ3aow9TdZ2mzaB9ezo5M7FiHoNLuhCemMmzTCY6PslxMObpNTb48cJHuyw6iN5oIKu3OvJ6NAMudRDadi8dJJqXdon25x57csW6hA/Un1jO+5lpiftgi6P9jMTExDB06lEGDBtGnT59ifW59SuzDCz1Bou5+UcPTRKN7+r5DyWB6uk7/JZqtLzB60jXwtv1aZ3vLUD5d9XxcYtvb3xWHpibbf6mIPfmUerryAiiV1hcvP+lCpgSXdIQiUwz6qqQjoI0++vBC/4E8uPBbdBa3p290UYyqVq3K3r32vf2YIAiCIAjC/xXx9eeCIAiCIAiCYCPP+LKQp+scsyAIgiAIgiA8wcTMtSAIgiAIglB8xK34BEEQBEEQBEF4FGLmWhAEQRAEQSg+z/iaazG4FgRBEARBEIqPWBYiCIIgCIIgCMKjEDPXgiAIgiAIQrExm5/t+1yLmWtBEARBEARBsBExcy0IgiAIgiAUH3FBoyAIgiAIgiDYiLigURAEQRAEQRCERyFmrp9QUY1HlnSEIgk5+W1JRyiy+LD3SzpCka3LKV3SEYrkjDmzpCMU2WepT1/mSbKnq12MSvmjpCMUWdayN0s6QpGcmxBd0hGKLMmsKOkIRaaYc6mkIxRZyKCSTsAzvyxEzFwLgiAIgiAIgo2ImWtBEARBEASh+JjErfgEQRAEQRAEQXgEYuZaEARBEARBKD7P+JprMbgWBEEQBEEQio+4FZ8gCIIgCIIgCI9CzFwLgiAIgiAIxecZXxYiZq4FQRAEQRAEwUbEzLUgCIIgCIJQfJ7xNddicC0IgiAIgiAUn2d8cC2WhQiCIAiCIAiCjYiZa0EQBEEQBKHYmM3P9jc0isH1M0Dm6Ub5Lz7A7fkGGNKV3Jqzisztf1qVK/PB6/gO7YNJp8/ddrXrcPSJt3AJrUXlFZ8WPK6rgoShM1Hu+cvev0Kh1m3aztZdB7gSG0fX9q35fPJHJZIDQOrpTpnpo3Bp3hBjRiap81eSvfMPq3KlhvXD+92+mPV5dZzw0hAMSckAuLRugs+ogTiWL4s2Ko7bU+ajj0mwS2ZnT1e6zx5MlbA6qNKyOTj7Fy5us/5bNhnUmcYDOuHi7Y5OpeHSjr/ZP3MdZqPltF2FhtXoNOVNSgf5k5F4h12TV5J4Otoumd083Rgx5wPqhzVAmaZk9ZerOLzNui33fO9l2vRuR5nyvijTlOxevYst323O3R9YM5DB04YQUD0AdY6avWv3sOHb9XbJnJ+HlwfT50+kWesmZKRm8PXMJezavM+q3NtD36D7q13xr1CO9LRMfln5KysXr7V7PgAnL1cazx2MX6s6aNOyOTfrF+K3PPg1LnWU0fnALBxdFWxrNAIA38YhtFr7cYFyjq7OHHnna5J2nXrsjN7eXiz7/is6tG9FSkoakz6Zxfr1WwstO2vmRAa+/ToAK1auY8LEmbn7XujWgRkzxhNQuSIXLkTy7pAxREZeyd0fGFiJr+dNJyysKVqtjh9XrWf8hM8fO3+mWsenO8M5Hncbb4UTI9rUomutilbldAYjs/ef52DUTQwmE/Ur+DCpS33KuisAmLjtNCev3UatN+LjJmdA02Berh/w2PkKI/Nyo+rcYXi2qochLYuEWWtI3XLEqlyFj17Ff2QvzPn6kfPtRqNNuFWgXOnerQn6diQxYxZzZ90Bm+d19HKl0bzBlL3bji/O/IXEf2nHEkcZHX6fhYOrgl0NR+Ru921Rk7pTX8ctoBzatCyiFm4nbo31e7stSD3dKDdjFK4tnsOYnsmd+T+S9dshq3I+w9/A573XCtTxtR5D0d/tR1zbNMF31ABLPxIdR/Lkb9DZqR8R/hsxuH4G+E17H7Nez+XG/XCuWYXKy6eiiYxDe8X6xZa583+mifIAACAASURBVAhJo+dabVedukRknVdyf3ZtUodKyz4h688zds3+b3xL+/DegNc4duIMWq2uxHIA+E4ehllvIC7sVeTVq+K3ZDq6qFh0V+Otymbv+ZNb42ZbbXes7E+52eO4MeQTNOci8R74Cn6LPiOh2yAw2n79WdfpAzDqjcxtOJRyNSvTd+VYbkXEc+fK9QLloveHc3bjYbRKFc6erryy9AOavN2Jv3/YjbOnK68t/4idE1dwec8pavdozmsrxrCg5YdolCqbZ35vxvsY9Hr6P9ePwFpV+GTlVOIi40iMvq8tSyR8PWoe1yLj8Kvsx6drppNyI4UjOw4D8NGCsfy95ziT+0ygTMUyzPp1NtciYzm5/6TNM+c3+Ysx6PUGWtXqSvXawSxeO5eoS1eIiYqzyj9x+DSiI65SMaA83//yDck3brF7q+0HIfdrNHMAJr2RLXWH4lW7Mq1+Gkv6pXiU0dcLLV/9/RfQpmbh6KrI3XbnZBSbqg3K/blMsxqErfqIm3+ct0nGBd9+jk6nx79CPerXq8X2bT9x/nwEEREFP9QNfqcf3bt35rlGHTCbzezZ/TNxcYl8v2w1QUGB/LRqAS92f5O/T4Qz5qP32fLrSmrVaYXRaMTR0ZE9u35mydJV9H1jCEajieDgKjbJP2vvORxlUg5+0JWoWxmM2HCc4DKeBPl6FCi39lQM56+nsfGdtrg5OzJ91z98ufcc83o3BWBg82A+7dYAJwcZcSlZvLP2CNXLelLTz9smOfMLnDkYs97AmboDca0dQMhPk1BduoY6OtGqbOr2Y8SM+OaBx5J5ulJ+5MuoLttvwNdg5gBMOiM76ljaccvVY8n8l3YcMtTSjh3ytWOJg4zmK0ZxfsbPxK0+iHe9KrT6dRJp4TFkRtg+e9kpwzDr9Vxt2Rfn6lUp/91naC/Hortq/VxZuw9z8+M5VtsdK/vjN+djrr87BfW5SEoN6k35xVOJ6zrYLv2I3Yg110+OCRMmMGdOwcY2YMAA1q1bZ7PnCAsLo0uXLvTo0YPOnTszZcoUDAbDQx83f/589uzZk/v/r776CoBLly7lbrcHiUKOR6fm3Jq/BpNKg+p0BFkHTuDVs81jHderV1uUe45hVmttlLToOrRuQbuw5nh5ejy8sB1JFHLcOrYk7dtVmFUaNOGXyPnjOO4vtivScVxaNEJ95iKa8EtgNJH+wwYcyvigCK1r88yOCjk1ujTmj7kb0au0JJ6OJvpAOHVfbmlVNj3hNtq7A2WJRILZZMY7oCwAFRsGk30nk8hdJzGbzFzYcgxVqpLqXUJtnlmukNOsS3PWfrUGjUpD5KkITh44QZuXrdvylqW/EnsxBpPRxPXY65zc/zfVG9XI3V+mQhn+3HoIk8lEcnwykaciqBhc2eaZ81O4ONOhWxsWfPEdapWaf06e49DeI7z4ShersisXrSHyQhRGo5FrMQn8sfcI9RvXs2s+AJlCToWujbkweyMGlZaUk9Fc3xdOYG/rdgHgWtGXgF4tiFiw/V+PG9jneRJ3nsRog/cLFxcFL/fsytRP55CTo+LYX6fY8dt++r3Ry6rsW2++wvz533H9+k1u3Ehm/vzv6P9WHwA6dmjF0aMnOfbXKYxGI7PnLKJ8+XK0CmsGQP+3+nDz5i2+/uZ7VCo1Wq2WCxciHzu/WmfgwOXrDAurgYuTAw0qlqZVNT92XrQeQN3IUNGsSll83JyRO8joWLMCMSlZufuDfD1wcpABIJGABEhMz3nsjPeTKuSU6tqUxNnrMKk0ZJ28TPq+U5Tu3eo/Ha/ShH4kL9+FIU1p46QWMoWcCt0ac2n2RowqLakno7mxL5xKD2jHLhV9qdSrBVH3tWMnL1ccPVxI2HQUgPRzsSivXMcjuLzNM0sUctw7tCDl29WYVRrU4ZfIPvg3Ht2L1o+4tmyI+vRF1Hf7kbRlG3Eo64OLHfoRuzKb7PPvCfFUDa4nTpzI7t27OXfuHADr169HIpHQt2/fxz52/gH0woUL2bZtG7/99hsRERH8/vvvD338qFGj6Ny5s9X2iIgI9u7d+9j5HkQeWB6MRnRxN3K3qSPjkFcrfCDh3q4x1cN/JmjPIkq9Yd3pw90Be+cWZPx60C6ZnzaOARUwG4zo4/NmRHRRcTgFFV7HLq2bEnh8ExW3f4/Hqy8U3CmRFPy/RIJTUIDNM/tUKYfJaCQtLjl3263IeHyDKxRavnaP5oy7+ANjz31H2RqVCF+b97eX5M98N3eZYOtT3I/Lv0p5TEYjN/K15WsRcY80KK4ZWovEfGdqti/fTptebZE5yChfpTwhz1Xn3JGzNs+cX+UqlTAYjMTH5s30RV26QlDIw2dDn2tSj5jLsfaMB4BH1XKYjUayYvPaRUZEPJ4hhbeLhjP6c37WBoyaB585kinkVOzWmLgN1ksI/ovg4CoYDEauXMmrj/PnL1GzZohV2Zo1gzl/PiJfuQhq1gzO/bngy02CRCKhVi3LcZo0eY5r8Un8tn01yTcu8Pv+jdSuXf2x88enZeMglVLZxz3vdyrjScydLKuyL9WvzNmkVG5nqVHrDey6mEiLqmULlPl8z1mazt7OS98doLSbM88HlXvsjPdzruqP2WhCE3szd5sqIh6XkMJf594dGtHo0irq/vE1Zd/qVGCfa/0gXOtV5dZP9uv33Kta3t+y87XjzEvxeDygHTf4vD8XZ23AqC7YjrUpShI2/0XAq61AKqFUwyBcKpQm5WSUzTM7BVTAbDSiv5bXj2ijHtxXu7ZpQtDfGwjYsRSv17oV3FlYP/KA4wgl46laFuLu7s706dOZMGECixYtYsmSJfz8889IJBI2bdrE+vXrMRqNeHh48NlnnxEQEEBkZCTTpk1Do9Gg0+l47bXXePPNNwEYM2YMzs7OxMbGotFo2Lx5c4Hn02q16HQ6PDw8css3bNgwdzCf/+f79wGkpqayaNEicnJy6NGjB02aNGHixIk2rROpqwJjtrrANlOWClm+U1/3ZO48QtrPezCkZKCoH0ylxRMxKnPIvHsq/R7PTs0xpivJOXHBplmfVlIXBaacgksgTFk5SAup46w9h8ncsAtjagbOdatT7pvJmLKyyd51CNXxf/AZPQhFaF3UZyPwHtQHiaMDUoXc5pmdXJzRZhVsFxqlGidX50LLX9z2Fxe3/UWpgLLU7fU82SmZACSFX8G9jBe1ujcjctdJavdoTqnKZXBUONk8s8JVgeq+zDlZKhSF1HN+fUe/jkQq5cCG/bnbTv9+kg/nj+ald19G5iBj/dfruHr+yr8c5fG5uCrIyS44q5iVlYOrq8u/Pm7Y2HeQSqVsWf+bPeMB4ODijP6+OtYr1TgU0i4qdG6ERCYlac9pyjSrYbX/nopdQ9GmZXH7+OPP+gK4ubqiVBYciGZmZuHu5mpd1s2VTGXe7GimMgt3dzcAfj94hFkzJ9EqrBl/HT/Nx2OH4eTkhIuLpT1VKO9H69bN6fny2/x+8CgjRwxi86YV1KrTCn2+ayaKSqUz4Cov2LW6yR3I0VmfAa3k7UY5dwUdF+xBJpEQVMaDCZ0KnsGY1Lk+4zvW4/z1VE7Hp+Aos/2cmMzFGWNWwfc4ozKn0H4kdfsxbq3Zh/5OJm7PVSN42ccYlDmkbj0KUimBs97l2qQfwGy2ec57HFydMdzfjrPUOLpZt2P/LpZ2fGP3aXwLaceJW/+i4dzB1JtuGRf8M34l6htpNs8sdXHGlP2I/cjuI2Rs2I0xJQPneiGU/2Yyxqxssnb+ieqvf/D9aCCKxnVQ/xOJzzuv2K0fsSuxLOTJ0qJFC0JDQ+nduzcjRozA39+fEydOcODAAdatW8eWLVvo378/kydPBqBixYqsWrWKLVu28Msvv7BmzRri4vLWP0ZFRbF8+fICA+vhw4fTo0cPWrZsSZUqVWjWrNl/yurj48OwYcNo2bIl27Zts/nAGsCUo0bmVvDFKXVzwZijtiqrvZqI4XYamEyowy+T+uN2PLq0sCrn1asdGVvErPU9JpUa6X0DJKmbC6ZC6lgfk4DxjqWONWcjyFi9FbeOz1v2xSVya+IcSk8eRuCfPyPz9kAXk4AhOcXmmXUqDXL3gu1C7q5Al6P518elXbvFnegkus54GwB1Rja/DJ5H03e68NGZxQS1qkvs0Usok23f+ahz1Ljcl9nFzQV1IfV8T9f+L9Dm5bZMH/AphruDFzdPN6b+NI1fvllP72o9Gdi4Pw3CnqPLm11tnjk/VY4a1/sGgG5uruTkPHhtet+BvXmxT1eGvjEave6/D+gelUGlwfG+OnZ0V2C4r13IFHLqT+7LmU9WPfSYgX2eJ+7uaXVbyM7JwcPDvcA2Dw93srKtl0NkZ+fg4Z5X1sPdjaysbACiomJ4e9CHfPPNDJIS/sHHx5uIyGiSrltmZ9UaDceOnWLP3j/Q6/XMnbcUHx9vatSo9lj5XZwcyNEWHEjn6Ay4OlnPZc3aew6d0cSfo7pxfOyLtAvxZ9gv1hflyaQSGlQsza0sNRvD46z2Py6jSoPMveB7nMy98H5EfSUJ/a10MJnIPh1F8vLfKNXN0keWHdAZVWQ82eH2ueD5HkOOBof72rGDmwJ9tnU7rjO5L2cnF96O3YP8aLJ0OKdGLmFzpf7saz2O4KEvUK5dfZtnNqk0SN0erR/RxSRgvNtXa/6JJH31Vtw7WZa86OKSuDlhLmUnDyXoyFpLP3LVPv2I8N89VTPX9wwaNIjdu3fTu3dvAA4ePEhERASvvGK5IM9sNpOTY3kjVqlUTJ06lejoaCQSCSkpKURFRREYGAhA586dUSgKvkgXLlxI1apV0Wg0DBs2jDVr1tCvX79i/A0fnTbuOshkOAX4o7tmOZ3uXCMQ7RXrC+2smM0FTy8Bjn6lcW1ShxuTFtoj7lNJfy0JiYMMx8r+6OMtdewUUqXQixmtmLEslLwrZ99RcvZZBiJSd1cCenVGc9H2HVFqbDJSmYxSAWVJu2a5ir9sjUrciU566GOlDjK8K5XJ/Tn+xGWWd58CgEQmZeSR+fy9bKfNM9+IvY5UJsMvwJ+bd9tyYM1AEqMLr+d2fTrQa2hvJr4yjtTk1Nzt5SqXw2Qy8cfdZU2pyakc2XGYhm0bsXv1Lpvnvic+NgEHBxmVAiuSEGdZGhJSK4irUYUv9+jZ9wUGjXiLAS8N4dbNO3bLlZ8yJhmJTIZbYFmy4yztwqtmJTKjCrYL9yrlcK1YmvZbLH93qaMDjh4uvHR2EftfmEpOkqUjd/EvRZlmNTj18XKbZYyOjsXBQUZQUCBXr1oGknXr1iQiwvpUfURENHXr1uTU6bP5yuW9njZv3snmzZa26unpwcC3+3L6btkLFyJp3sz21w5ULuWGwWQiPi2byqUss+jRtzKp6utuVTbqVgbDW9fE8+6ZoNcaVWHx4UjSVVq8XaxnIo0ms13WXGtibiCRSXEO9EMTZ/nw4VIzAFWU9cWMVsx5S8c8W9bBo2ktvNo+B4CDlxsutQNxrRVgmc22kawYy/tbgXZcqxLK+9qx29123HprwXb8wrlFHOw2FY+QimTFJHPrkOUsbXbMTZJ//4dybeuR/Lttl5HpriUhkRXsR+Qhj9pXQ/6OJHvvUbL35vUjVXt1QnPBvh9obO4JWh9tD0/dzDWAVCotsA7UbDbTp08ftm3bxrZt29i+fXvuOum5c+fi5+fH1q1b2b59O7Vq1UKrzbvoxsXlwadsnZ2dad26NceOHQPAwcEBU75TGTpdyd7BAsCs1qLce5wyo95AopDj0rAGHh2akLHF+lZC7u2bIPWwzKwp6gbj0787Wfv/LlDGq2cbVOGR6BKSrR5f3AwGI1qtDqPRhNFkQqvVYTAU/70xzWot2fuPUWr4W0gUcpwb1MS1bTOydlivxXdt2wyph6VDldcJwatfD3IOHs/dL68ZBFIpUm9PfD/7kJyDf6OPe4QOrIj0ai2Re07RenRvHBVyKjYKJqRDQ85vtp5hbPBaa1x8LEufSlcrT4uh3bn216Xc/eVqVUbqIMPJTUGHSa+jvJlGzGHbLxnSqrX8vec4r3/0BnKFnOqNatC4QxP+2Gzdllu91Jo3P36LqW9M5tZ9twC7HmtZ0xjWoxUSiQQvXy9avhDGtchrNs+cn1ql4cCuQwwfNxiFizMNQuvSpnMYOzbutirbrVcnPpj4Pu/2GUlS/I1CjmYfRrWWpN2nqDu2NzKFnNKhwZTv1NBq5jnzciLbGo1kT4eJ7OkwkZNjlqG5k8meDhNR3cj7IBPQqyUpp6+QHX/bZhlVKjVbtu7m06ljcHFR0LxZI7q/2JE1a3+1Krt6zSY+/PBd/P3L4edXllGj3mPVTxty9z/XoA5SqZTSpUuxdMlsdvy2j6ioGADWrttMkybP0a7t80ilUj4YOZiUlLQCt+r7LxRODrQL8WfJ4UjUOgP/JKZy6MpNutWuZFW2lr83v11IJEujR280seFMHL5uzni7yEnL0bLnUhIqnQGjycxfsbfYHZFEkwDfx8pXGJNaS9ruE1QY+xpShRy30Op4dwolZZP1bTC9O4Ui87T0I671gyg3sCtpey134Yn5cAHnWo3kQoePuNDhI3LOx5A0bwOJX9jupgNgacfXd52i5t127BMajH+nhrkXJt6jvJzIzoYj2d9+IvvbT+T03Xa8v72lHWdcvIZ7lXL4tqhp+X0ql8GvfQMyI21/pxCzWkvW/r8oPfJNJAo5igY1cWvXDOV2637ErW3T3H7EuU4wXm92J/tgXl8tr2XpR2TenpSdNpLsP/5GF/fwiZMnislkn39PiKdycH2/Nm3asHXrVm7dsnSyRqORixcvAqBUKvHz80Mmk3H58mXCw8Mf+bgmk4lTp04REBAAQKVKlXKPe+vWLU6efPhtvVxdXcnKsr6QxZZuTlmMVO5EjVNrqfDNWG58shjtlQRcQmtR48LG3HKeL4YR/McyalzYSIW5o7jz3SYyNhdc/uHVsy0Zmx9+AWdx+G7VzzRs24Plazbw296DNGzbg+9W/VwiWe5MX4jEWU7gkQ2U/WoCd6YtQHc1HueGtalyOu/+u25dWlF5z0qqnN5K2VljSV++gaxtebdXKz3hfaqc+JXKu5ZjUmZxe+p8u2XeNXklDs5OfBS+mJe/HcauySu5c+U6lUJDGB+RN9NYsWEwQ/Z+wfjI5by+cixX/zjL77PzBijN33uBMf8s5cPj3+Jexptf3rVf5qWTFuPk7MRP/6xlzIKxLJ20mMToBGo2rsX6yLy2/MaYfrh7u/PVjvmsj9zI+siNvD9zGADqbDVfvDeT7u/0YO2F9Xy9ewEJ0fFs+PYXu+W+Z/q4Ocid5fx5aTezl05j+rjZxETF8VyTepyMzXutjRj/Hp7enqzfu4KTsQc5GXuQKbM//pcj287pCSuROTvx8oXFNF88jNMTVqKMvo5v4xB6X7G0C7PRhOZOZu4/XUYOmMxo7mRiNuWtpQ185XniNh5+0FP9Z8NHTEShcObm9fOsWb2YYSMmEBERTcsWjclIy5uh+37Zanbu3M/Z8AOc++d3du/+ne+Xrc7dP3/eNFLvRBJx8TDp6Zm8N2Rs7r7o6BjeGjCCRQtnkXI7gu4vdqRnr7cfa731PRM710djMNLmm11M2HaKiZ3rE+TrQXhCCs3m5N2xYnTb2jg5SOm+dB9tvt7F0Zhk5vVukrt/Y3gsHRfsIWzeb8z7/SJj29ehdbDfY+crTNyE75E6O9HwwkqqLR5F3ITvUUcn4t64BqFX8u7B7tOjJfWPLSb0ylqCvh3JjcVbSNl4CACjUoX+TkbuP7POgDFbbbWe2xbCJ6xEpnDixYuLabJkGOHjLe24dJMQXrqa1461dzJz/+nTczCbzGjvZILJTE78bU6P+p76M96ix5UfaLX5E67vPEXc2kM2zwtwa9pCJHIngo6tx2/uOG59thDd1QQUDWtR7Uze0lT3bq2osm851c5sptyXY0j7YSPKfLfpLDNxCNVObSRw9zJMymySP3nwbRGFkiExm+141YGdJCUl0atXL06cOJG7bevWrfz444+YTCYMBgNdu3Zl+PDhXLx4kXHjxiGVSqlSpQqZmZn07NmTHj16FHoRYlhYGK6urjg5OaHT6ahevTrTpk3D3d2dtLQ0Ro4cSXp6OoGBgej1elq3bm11QeP8+fMxGo2MGTOGzMxM3n33XdRqNU2bNn3kddcXq7zw8EJPkJCT35Z0hCKLD3u/pCMU2bqc0iUdoUjOmDNLOkKRxWifvrWLk2RVSzpCkbyZcqikIxRZ1rI3SzpCkZyb8JQtEwCSzP9+8fKTqI6n7a8/sbeQy9Zn04qbeq99lp4qOg23y3GL6qkcXP8/EINr+xODa/sTg+viIQbX9icG1/YnBtfFQwyu7e+pvKBREARBEARBeEo9Qeuj7eGZWHMtCIIgCIIgCE8CMXMtCIIgCIIgFJ9nfOZaDK4FQRAEQRCE4iPucy0IgiAIgiAIwqMQM9eCIAiCIAhC8XnGl4WImWtBEARBEARBsBExcy0IgiAIgiAUn2d8zbUYXAuCIAiCIAjFRywLEQRBEARBEAThUYiZa0EQBEEQBKH4POPLQsTMtSAIgiAIgiDYiJi5fkJpdE/XnyY+7P2SjlBklQ8vKekIRXa+4YclHaFI0o3qko5QZMHOZUo6QpEpjZKSjlAk1bzKl3SEIlP+eLykIxTJcYeKJR2hyG5Ln77ZzBDt09VXPzGe8TXXolUIgiAIgiAIxecZH1yLZSGCIAiCIAiCYCNi5loQBEEQBEEoPmZzSSewKzFzLQiCIAiCIAg2ImauBUEQBEEQhOIj1lwLgiAIgiAIgvAoxMy1IAiCIAiCUHye8ZlrMbgWBEEQBEEQio/4hkZBEARBEARBEB6FmLkWBEEQBEEQis8zvixEzFwLgiAIgiAIgo2ImWtBEARBEASh+DzjXyIjBtfPAJmXGwFfDccjrD6GNCXXv1hD2tbDVuX8R79GuRG9Mev0udsudfgQXcItABolbcWo0uQ2+rTtR4kfu8gumaWe7pSZPgqX5g0xZmSSOn8l2Tv/sCpXalg/vN/ti1mflznhpSEYkpIBcGndBJ9RA3EsXxZtVBy3p8xHH5Ngl8wPs27TdrbuOsCV2Di6tm/N55M/KpEc97h5uvH+7BHUC2tAVpqStbN/4ug263bR/b2etO7VFt/yvijTs9i7ehfbv9uSuz+kYXUGTHmHCkEVuJ14m2WTl3D5dKRdMrt7uTPuqzGEtmpIZpqS72f9wIGtB63KvTakD51f6Ui5CmXJTMtky6rtrF+6wapcvaZ1WfDrfH76Zg0/zF5p87xunm4My1fHa2b/xJFC6rjHez1pk6+O96zexbb76njg3Tq+lXib7+1Yx3IvV1p9NZgKYbXRpGVz8otfuLr1+APLSx1l9N43E0c3BWtDR1rtr9arJW2/GcKfY3/g8s+HbJ7X08uDGV9PpnmrJmSkZTDv88Xs3LzXqlzjFg0Z+tEgatatjjJDSftGLxXYXz+0DhOmj6ZqcABJCTeYNm424SfO2TwvgMTdHY+x45A3aoQpM5PsH5ah+f1AoWUdqlXDfdgIHIKrYVZryFm3BvWvvxYo41ivHqW+/pbs1T+Rs2K5XTLLPV3pOGcwlcNqo07L5uiXvxC17d/bRb89M3FyU/BDE0u78AosR9ikvvg1rIZUJiX5XCyHpq4mPfamzfMqPF3pNftdqj1fh5y0LPbO/oVz2/+yKtdiUBea9++Ei7cbOpWW878dZ/fMdZiMJjz9fRi1f06B8nJXZ3bOWMPRH3bZPLPM043yX47E/fkGGNKVJM/+icztf1qVK/NBX8oM64MpX199pcsI9Im3cAmtScDKTwse11VB/PuzUO6x/v2fWM/4shAxuH4GVJrxLmadgXP1B+BSK5CgVZNRRcShiU60Kpu+4yhxI79+4LEiOn6I9lqyPeMC4Dt5GGa9gbiwV5FXr4rfkunoomLRXY23Kpu9509ujZtttd2xsj/lZo/jxpBP0JyLxHvgK/gt+oyEboPAWPwvXN/SPrw34DWOnTiDVqsr9ue/3zvTh2DQG3in4VsE1AxkwsopXIuII+lKwXYhQcKC0fOJj7xGucp+fLL6M1JvpHBsxxHcPN0Yv3wy309cwok9x2nRI4zxKz5hWMvB5ChzbJ551OcjMej1vFSvN0G1gvjyp8+5GhHDteiC7UIikTDzgy+JiYzBP8Cfuetmc/vGHQ5uz/uAJnOQMXLaMC6FR9g85z2D79bxwLt1POluHScWUsffjp7Ptbt1PHX1Z6Tkq+OJyyez9G4dt+wRxsQVn/C+neq45YwBmHQGfqo/jNK1KtN51RhSIxJIj75eaPl6Q7qhSc3C0U1htc/J04UGI7qTdtn6vcZWPvliLHqdnudrd6Z67WCWrp1P1KUrXI2KLVBOrVKz+ecd7Nyyj/c+GFBgn6eXB0tWz+PTsV+wf+cfdHu5I4tXz6VjaE+UmVk2z+zxwSgw6Lnzck8cgoLwmvUF+pirGK9dK1BO4uGJ95dzyFq8EM2ffyJxcEDqW6bgwWQy3IePQBdxyeY582s7YwBGvYHvnhuGb63KvLRyDCmRCaQ+oF00eq8b6rQsnPK1C7mHCzH7w9n70ffoczQ0+aAn3X8Yxaq2H9s8b4/pb2PUG/i80fv41QxgwIqx3IyM5/aVgnkj95/hzMY/0ShVKDxdeWPJhzQf0Jmjy3eReSOVT2sNzC3rXcGXMX/O5+KekzbPC+A/bQhmvYHI0DdxrlmFgOVT0ETGob1iPSGUsfMISaPmWW1XnYogonaf3J9dm9Sm8g+fkPXnGbtkFv6bf11zPWHCBObMKfipbsCAAaxbt85mAcLCwujSpQvdu3enS5cu/HrfJ/biZDAYCAkJQavV5m5LT0+ndu3afPHFF//62Pnz5/PVV18Ved/jkirkeHdtxvU56zCpNGSfiiRz/yl8erW2y/PZgkQhx61j4rcP/gAAIABJREFUS9K+XYVZpUETfomcP47j/mK7Ih3HpUUj1Gcuogm/BEYT6T9swKGMD4rQunZK/u86tG5Bu7DmeHl6lMjz5ydXyGnSpRnr565Fo9Jw+XQkpw+cpNXLbazKbvtuM3EXYzEZTdyIvc6p/ScIaVQDsMyoZtzJ4PiuY5hMJo5sOYQyNZMmXZrbPLOzwplWXZ/nhzk/olZpuHDqIsf2H6dTrw5WZX9e8gvRF69gNJpIjEni6N5j1AmtVaDMa++9wqk/z5Bw1T4DP7lCTtMuzViXr45PPaCOt363mdh8dXxy/wlq5Kvj9Hx1fPhuHTe1Qx07KOQEdg3l1JxNGFRakk9FE78/nGq9WhZa3r2iL9VebsE/i7YXur/J+Fe5uGIfmvRsm2cFULg40+GFtnz7xXeoctSEnzjHH3sP0/2VLlZl/8fenYdFVf0PHH/PDDAMw6qAqKiAKAJq7pZ7mvuC+5LlUlmaW6VmLqlpaurXtLI011xLMRXc18rccF9BITZRVJQdZmG23x8g22BqDS79zut55nmce8/c+XA899xzzz3nzJUL4YQG7+VWvHljsG7D2jxISmb/zsMYjUZ2bt1HanIabTub/1/9a7a2yFu0IGv1KkwaNbqrV9CeOIGibTuzpMq+fdGeOYPm0CHQ6TCp1RhuFr2RtOvbj5yzZzHcLL0nclYKOdU6NuTE/7aiU2lJPBNJzKHz+PcsuVw4VnKjRo+mnClWLu5diuHa5j/Qpmdj1Bs4v3IvZXwrYOtsb9F4rRVyAjs04uDCYHJUWuLP3iDi0Dnq9mxuljblZhKaDBWQe1NuMpoo61WuxOPW69Wc2NMRpN16YNF4Ife659ihCfe+3oBRpUF1NpyMw6dx7vHvyqBzrzak7z2BSa19fOIXidFYOq8XxN82ridPnszevXu5dCn30dkvv/yCRCJhwIAB//qL9Xp9/r+XLFlCaGgoixYtYvr06Tx4YPmC/U+FhoZSr149du7cia7Q0IQXhdynAiaDEW1sYv42VXgsiuqVS0zv9EZD6lxdT+Dhb3F7u4PZfr+tc3jl/BqqrpiIjad7CUf496y9PDHpDegKXQRzbsRi41ulxPR2rV7F++RWKoUux7Ffl6I7JZKi/5ZIsPH1KoWoXy4VfCpiNBi5U6hcxEfEUukR5aIw/0aB3IosdCGXFN0vkUio/ATHeVqVfDwxGAzcirmVvy36WjRefl6P/WztxrWIjYzLf1+uojud+ndk7aJ1Fo/zoX+bxzcL5bGkWB5TSnns5OOB0WAgPbbg6VRy+E3KVK9YYvqmswZxel4weo153edWxwe32t6Erz9s8Tgf8vKpjEFvIC6mIK+uX4vC18/n6Q9mVo6hWo2q/zJCc1aelcBgwHCroBzro//CysvbLK21fwCmzAxcvvset207cJ49F6l7Qb0rLVcORcdOZK9da/E4C3PJKxdphcrF/fCblH1EuXh95iCOzy+5XBTm2bgG2UlpaNIse/Plmhfvg0Lx3om4SblqniWmf6VbE6ZfWcnnF5fj4V+ZsE0ll9m6PZtz/tc/LRrrQ3LvimAwklOovtBExGL7iPPcsXUj/C9sotr+7ykz0PxmEnIb7E4dm5D2a+mdg8I/87fDQhwcHJg1axaTJk3i+++/Z+nSpfz8889IJBK2bt3KL7/8gsFgwNHRkS+++AIvLy8iIiKYOXMmGo2GnJwc+vfvz9tvvw3A+PHjsbW1JSYmBo1Gw7Zt24p8X40aNVAqlSQlJeHq6orJZOLHH3/k0KFD6PV6ypcvz5dffknZsmVZtGgRt27dIj09nbi4OGrXrs0777zD/PnzSUxMpGPHjowblzvmNTY2lunTp5Oamoq1tTXjxo2jadOmAOzdu5fFixdja2tL27bmPWTbtm1jypQpfPfdd/z+++/5aTIyMpg8eTJ//fUXbm5uuLu7U758+cfuszSZUoExU1VkmyFThayER7gpO49xf+N+dPfTUdatRtXlEzFkZJMSkluZXO81mezzkUgVcip++ibVfprCtfYfW3yIhdROgTG7aMzGzGykSvOYM/cdJX3LHgzJadjWroHHN1MxZmaRted3VCcvUPaTd1E0rI36Yjgu7/ZFYm2FVCG3aLwvI1s7W1TFyoUqQ4WihDwurO/HA5BIJBwJzh0feuP8Dcq4l6Fptxac2nOcZkEtKVfFA5tSyGOFUkF2sZizMrOxe0zMQ8cNRiqVsndzwTjcsbNGsWrBGtQqjcXjfKikPM5+gjzu9/EApCXkcbNuLTi55zjNg1riUcUDeSnksbXSFl2musi2nExViUM+vDo0QCKTErfvLOVf8y+yTyKV0Hz2EI59vrZUJybZKe3Iyio6NCYrIwulvd1THefi2Su4e7jRqUc7Duw8TOdeHajk5YmtneXzWKJQYFQVjdmUnY3EzjyPpW5u2FavRur48ehjYnAYPhynz6eROnoUAA6jx5C1JrcHvDTZKG3JKVYutJkqrEsoy1XbN0AilRK9/yyer/qb7X/I3qMMrb8czB8zN1o8XrmdLdqsovFqMlXI7W1LTH8p9ASXQk9Q1suDej2bk/Ug3SyNV0M/7F2duLonzOLxAkiVthiyil+rS77upe8+RsrP+9E/SMOuTnUqL52EISOb9J1F53M4dWiCITWT7LCrpRJzqfr//iMyTZs2pWHDhvTu3ZvRo0dToUIFwsLCOHToEJs2bWL79u0MHjyYqVOnAlCpUiXWrl3L9u3b2bx5Mxs2bCA2Njb/eDdu3GDVqlVmDWuA06dP4+7uTrVq1QDYvn07d+/eZcuWLezYsYMmTZowf37B2NurV6+yePFi9u3bR2RkJN9++y0rV65kx44dbNmyhYSE3MfB48aNo0ePHuzcuZO5c+cybtw4UlNTSUpKYsaMGfz444+EhIRgZVX0XuPq1atkZ2fTsGFDevbsWWTIyrfffouLiwv79u1j8eLFnDlz5on2WZohW43UoeiFRmZvhyHLvDLWRN1Cdy8VjEayz90gafUuXDoXPHrOCgvHpNNjyMjm5rRV2FQuh6JaJYvHbFSpkSqLxiy1t8OYbR6zLvomhvspYDSiuRhO2vod2LfLffSni03g3uQFuE4difcfPyNzcSQn+ib6uy/Ok4/nRaPSYFesXCgc7FCXkMcPdRjcmZa9WjNn6Ez0OblPlrLSMpk3bDZd3wti5bl11G1ZjyvHLpFyN9niMauz1SiLxax0UKL6m5h7DgmiQ++2TBw0GV3e5J8mbV/Dzt6OI6G/WzzGwkrKY7vH5HHHwZ1p1as1s4vl8dxhs+n2XhCr8/L48rFLJJdCHuuyNVg7FL2Y29gr0BWrL6wUcl6d0p/j00ru+Q8Y/AbJEQkknY+2eIyFqbJV2Nsri2xTOijJLtZIeZy01HRGDRrPkOFv8ue1fTR//VVOHj3NvcQkS4YLgEmtRmpXNGaJnR0mlXm5MOVo0f55DP2N66DLIWvtT9jUrIVEqcTmtSZIFXZofzOf6G1pOdkabEoqF9nm5aL55P78Pv3vnwgpyjjQc+NELq07xI3QR0+K/Ke0Kg3yYjeEcnsF2qy/v5lOjrvLvahbBM0aaravXq8WXNt3mhxV6QyvMGZrkNmbX6tLuu5p/0pAn5R73VOdv07ymp04dWxqls6lZ2tSt5lP+H4ZmIymUnm9KJ5oQuO7777L3r176d27NwBHjhwhPDycPn36AGAymcjOzr1TV6lUTJ8+ncjISCQSCQ8ePODGjRt4e+c+EuvQoQMKRdGTYtSoURiNRhISEvj222+xtrbO/56IiAh69OgBgMFgwNnZOf9zLVq0wN4+dyxX9erVqV27NjY2NtjY2ODl5UVCQgKOjo5ER0fTvXvuzHE/Pz+qVavG5cuX0Wq11KpVCy8vLwD69u3LokWL8o//66+/0r17dyQSCe3bt2fOnDncv38fNzc3wsLC+PLLLwEoW7Ysb7zxRv7n/m6fpWljEpHIpMi9y6ONzZ2RrQjwQh35BOPzTCazR6VPtf8f0sXdQmIlw7pKBXTxuY/IbPx8SpzMaB4TRWLKPnCM7APHAJA6KPHq1QHN1UjLB/2SSYy5jVQmxcOrPHfjcsuFl78XCY8oF637vkGPEb34vM8ks4ZzeNg1PuuW+xRIKpPy/Z8rCF2xw+IxJ8TcQiaT4eldkVuxuUOGqgb4EHcjrsT0nfp14M1RAxjd82Pu3ym4oarfrC5+tauz/UIwAPYOSgxGIz41vJn8zjSLxfswj8t7lefOE+ZxzxG9mNpnklnDOTzsGp8WyuOlpZTH6TF3kcpkOHqXIyM2d5WgsgGVSSk2ac3Juxz2nq4E/fp5bkw2Vtg42PH2+SVs7zaDik0DqfCqP5VbvwKA3NmesoFVKBtYmeNTLTcUJy7mJjIrGVW8KxEfm9tZUiOwutlkxidx5uQF+rYfAoBMJuPAme2sWWq5+UMP6W8lgEyGrGJFDLdz89XK1xd9XKx52ugYciu1PIWeAtjUq4eVnx+uv+Z2REmV9piMBqx8fEifOsWiMafmlQtnr3KkxeWWC7eAymaTGV28y+Ho6UrfrbnlQpZXLt4/u4Rfus8g49YD5E529NwwkZiD5zm9pOSx+v/Wg7x4y3p5kJw3Ab+8fxXuRd16zCdzz6+yVYqOubaSW1OrU2PWf2A+gdBStLG3QSbFxqs8OXn1ha2/N5onuFabSrgWW5d3RflqLW5PKZ0VvYR/54l+REYqlSIpNCjQZDLRt29fQkJCCAkJITQ0lMOHc8f8LFy4kPLly7Njxw5CQ0MJDAwsMkHQzs78cd6SJUvYv38/8+fP57PPPiMlJSX/e0aPHp3/Pbt27WLDhg35n5PLCx7pSaVSs/eFx3U/La1Wy549e9iyZQutW7emS5cu6PV6tm/f/vgPP0NGtZa0vaeoMG4AUoUc+wY1cG7XiORffzdL69yuETKn3B4VZZ1quL/ThbT9ubOibatXQhHgDVIpUjtbKk0biu5uCponqKyelkmtJevgccqMGoREIce2bgDK1q+RudN83Jiy9WtIHXNvoOS1/HB+K4jsIwU9IfIA39yYXZxw++Ijso+cQhdbeisX/B293oBWm4PBYMRgNKLV5qDXG55LLFq1ltP7TtL/k4HIFXL8GvjToG1j/thm3gvWvHtLBkx4m5lvTSMp4Z7Zfu9AH2RWMhT2CgZNeYfkOw+4dPSCxWPWqDUc3XuMd8YPwVZhS80GgTRr14T9vx40S9u2RxuGffYu4/p/yp2bRZf5Wjl/DQObD+bddu/zbrv3OX7wBLs27WbuJwvMjvNvaNVawgrlcY0G/jR8RB636N6SgRPeZsZb07j3mDwekpfHF0shj/VqLbF7z9BwXG+sFHLKNahGlXb1ifr1WJF0KTdusbHRWLa2n8LW9lM4OmEl6vvpbG0/hezEZH7/ZDmbX/80f//9yzGcW7SdM/OCLRqvWqXh0O7fGD3xfRR2ttRtVJvWHVoQGrzXLK1EIsFGboOVlVX+v62tC/qP/GtWx8pKhtJeyaczxnA38R7Hfztl0XgB0GjQ/nkU+6Hvgq0t1jVrIm/SFPXBA+Z/3749yJs1x6qqL8hkKN8eRM7ly5iys8levYrkt98i5b33SHnvPbQnjqPetYuMeX8/uf6f0Ku1/LXvDK/llYsKDapRtW19IrYVLRcPbtxi5atj2dBxChs6TuHgpytRPUhnQ8cpZCYmY2OvoOf6iSSejeTYV5stHudDOrWWa/vP0PaT3lgr5FSpX52AtvW5sM18vHSDfq1Qls2dZO7uW5FWHwYRfbzoyiuB7Ruizsgm5mTprSxkUmvJ2H+Sch8PRKKQY1ffH8c3GpO23by+cGjbGKlj7rVa8Uo1XId0JeNg0eEqzj1eR3U+gpybpb+6V6l4ASY0xsbG0q9fP9q3b0+/fv2IK7aaD0BycjLvv/8+Xbt2pWPHjsyYMeOJ2pb/6BcaX3/9dXbs2MG9e7kXCYPBwNWruWN+MjIyKF++PDKZjOvXr3P+/PknPm6XLl1o3LgxK1asAKB169Zs3LiRjIwMILfBe/369aeK1cnJiapVqxISEgJAVFQUUVFR1K5dmzp16nDlyhVu5s3C3rp1a/7nDh48SPXq1Tl69ChHjhzhyJEjrFixIn84y6uvvpo/TCQlJSX/5uJx+0pD/JQfkdrKeeXSWry/H8fNyT+iiUzAvlEAdW/8nJ/OpVszah1bSt0bP+O1eCx3f9hG8tbcE9va1ZmqS8dT9/omap1Yho2nO1FDvsRUSo3D+7OWILGV4/3nFsr9bxL3Z35Hzl/x2Navic/Zgh47+44tqbJvDT5nd1Bu7gRSV20hM6RgvVjXSSPwCfuVKntWYczIJGn6opK+7pn4ce3P1G8dxKoNW9i1/wj1Wwfx49qfH//BUrJi6jJsbG1YdX49H307nhVTl3IrKgH/hgGsDy+48PUf/xYOLg58FbqQ9eGbWR++mfdnj8jfH/RBT1Zf2MCyk6txcXdh/vtzSi3mryd/g9xWTsjlrUz/YQpfT/qGuMh4ajeqxb7IXfnp3vt0KE4ujvy45wf2Re5iX+Quxn31EZA7vCTlfmr+S6vJQaPSkJlm+SXXlufl8Zrz6/n42/Esn7qUhLw83lgojwfk5fH80IVsDN/MxvDNfFAoj7t/0JOfLmxgeV4ezyvFPD425SdkttYMuvQ9bb4fybHJa0iNvI1HIz/eubESAJPBiPp+ev5Lk5aNyWRCfT8dk9FEToaqyH6jzoAuS202btcSZk6cj1xhy7Fr+/nfsi/54tN5/HUjhvqN63A29vf8dA1eq8ulhGMs/+UbKlQqz6WEY6zc8l3+/ndHvc2J6wf57eJO3Mq5MnqI5ZeHeyhj8SKQ2+C+bQdOU6eRuXgRhrg4rGvVxm1PwY2B7sIFslauwHnuV7htD8GqoifpX84EcoeXGFNT8l8mrRaTRoMp0/LlGODwlJ+wsrVm+IXv6fjdSA5PWUNy5G0qNvJjZERBuVDdT89/adKyMRlNqPLKhW+HBnjUqUpg3xaMjFiZ/3KoUNbi8YZMXY2VrQ1Tzy2l/7ej2DF1NUlRt/Fq6MeMa6vz01Vp4MfYffP4Inw1Q376lBu/XWT/gqIN/3q9W3Ch2I1EaUj8fCkSWzkBZzdQ6ZsJ3P58Kdqom9g1DCDgasE6/c5dmuP3+3ICrm7Bc+En3P/xV9KKDf9w7tma1F9fziEhL4rp06fz5ptvsn//ft58802mTTN/srls2TKqVq3Kzp07CQ0N5dq1axw4YH6jXJzEZHr8bJRbt27Rq1cvwsIK7px27NjBTz/9hNFoRK/X06lTJ0aNGsXVq1eZOHEiUqkUHx8f0tPT6dGjB0FBQYwfP5769esXWW2kRYsWrFmzhqpVc2dtx8TE0LdvX/bv30/ZsmVZtWoVO3bkNrZMJhNvvfUW/fv3Z9GiRRgMBsaPHw9gduwBAwYwYsQIWrRokT+hMS0tDZlMxvjx480mNCoUCtq2bcu3337L5cuXGT58OB07dqRv34L1JE0mE23atGHBggVUq1aNSZMmER0djbu7O25ubpQvX57x48eTkZHxyH1P6qxn98cneoE4O5buhJvSUOXo0ucdwlMbUP+j5x3CU0nSW36d5tLmaqV8fKIXTHvD81/+8Wksznn5hm79Hvj3E1VfNJuiLT9fprQlSV++SW5vSkrnZqc01Yrd+bxDQLV0dKkc127Ed49PRG6PdPv27QkLC0Mmk2EwGGjcuDEHDhygTJky+enmzJmDRqNhxowZqNVqBg4cyOeff079+vX/9vhP1LgWnj3RuC59onFd+kTj+tkQjevSJxrXpU80rp+N/3LjWj9wdv5oh8IcHR1xdCyoJx92BO/evTt/W6dOnViwYAGBgQW/mZCWlsbo0aOJjo7Ob1w/SUep+IVGQRAEQRAE4dkppZU91q5dy5IlS8y2jxo1itGjn75Bv2/fPvz8/Fi7di3Z2dkMGzaMffv20aGD+e+EFCYa14IgCIIgCMKzU0q/pjh48OD8FeYKK9xrDVC+fHnu3buHwWDIHxaSlJRk9pskGzZsYM6cOUilUhwcHGjdujVhYWGPbVz/owmNgiAIgiAIgvAicXR0xNPT0+xVvHFdtmxZ/P392bUrd6L8rl278Pf3LzLeGsDT05OjR3N/vCcnJ4eTJ0/m/xbL3xGNa0EQBEEQBOHZeQGW4psxYwYbNmygffv2bNiwgS+++AKAYcOGceXKFQAmT57MuXPn6Nq1K927d8fLy6vIQhePIoaFCIIgCIIgCP+vVK1aleBg87X5Hy4HDVC5cmXWrFnz1McWjWtBEARBEATh2fmPL1QnGteCIAiCIAjCs1NKExpfFGLMtSAIgiAIgiBYiOi5FgRBEARBEJ6dUlrn+kUheq4FQRAEQRAEwUJEz7UgCIIgCILw7Jj+22OuReNaEARBEARBeHb+48NCROP6BaU3vlwjdjZluz7vEJ7a5fofPe8QntrP5xY/7xCeij7kh+cdwlPbPO3u8w7hqR211jzvEJ5KDWm55x3CU5sUK3/eITyVRi9h26Xxy1WMAXDyVD3vEIQXkGhcC4IgCIIgCM+MSSzFJwiCIAiCIAjCkxA914IgCIIgCMKz8x8fcy16rgVBEARBEATBQkTPtSAIgiAIgvDsiKX4BEEQBEEQBMFCxLAQQRAEQRAEQRCehOi5FgRBEARBEJ4dsRSfIAiCIAiCIAhPQvRcC4IgCIIgCM/Of3zMtWhcC4IgCIIgCM/Of3y1EDEsRBAEQRAEQRAsRPRcC4IgCIIgCM+OGBYivOhkzvZUXTgSp5avoE/J5ObcDSRv/9Msnee4flQY0wtTji5/2+U2n6C9ea9IOtferfD9dgzR43/g/qZDpRKzrZOSbvOH4dOiFqqULI7M38zVkBNm6Rq/24FGQ9pj5+JAjkrDtZ2nODhnEyZD7iMlz/rVaD/tbVx9K5CWcJ89U9eQcDbS4vHaO9kzYv5oXmlRl8yUDDbOX8exkKNm6bp90INWvVrjVtGNjNRM9q/fQ+iP2/P3+9WvwZBp7+Hp60lSQhIrpi7l+tkIi8f7pDZtDWXHnkNExcTS6Y1WzJ467rnFApCuzmHGvkucjLuPi8KG0S1q0CnA0yxdjt7A/MPXOBJ1B73RRJ2KZZjSrhblHBTk6A3MOXiFsPgHpKtz8HRRMqZFDZr5lLN4vDbOSpr+bxgVWtZEm5LFubmbid1x8pHppdYyuh2cg7W9guAGY/K3S6QS6ozvRbV+LbG2tyUj7h77+8whJ0Nl8ZiVTvYMnT+CwOavkJmSya/zNxIWeswsXdt3u/DG4I7YuzigVWk4vesEW+asw2gw4lDWkTenv4Nf4wBsFHJuRyaw+cu1xFyMsni89k72jFwwhjot6pKRksGGeev4M+QPs3TdP+jB673b5J57KZnsW7+bHcXOvXenD8PT15N7CfdYPnUZEWfCLR4vvHx5DCB3VtJqwTA8W9REk5JF2LzN/PWYstxnf25Z3tBojNn+6r2a0XrxcH6fsJLrv/xu8XitnZXU/fp93FvVIiclk/DZm7m13fwa8pDEWkbrw19hZW/L/nqj87d7tK1HwJR+2FVyIz38JhfHrSAz8rbF4wWQOjpQ5vPx2L5aH2NaBmlLVqLaf6TEtNZ+1XAZ9yE2NaphUmvIWLOJzF+2AeA0fAiKVk2x9qpCxuoNpC9fVyrxCv9cqTau+/TpQ05ODjqdjri4OKpVqwZAQEAAc+fOLfEzJ0+exGQy0aRJk8cePzg4mBMnTrBo0SLi4+Pp1KkTvr6+AOh0OgYOHMjAgQMt8rckJCRw6tQp+vTpUyTWhQsXotPpyMnJwc3NjXXrcgv5gAEDuH//PkqlEgBfX18WLlxokViK854zDJNOz7na76Cs6YXfuimorsWhjkwwS5scepzo0d888lgyJyUVx/REdf1mqcT6UKdZQzDoDCys/yEeAVUYsGYC98LjuR9VtFKLPHiei8FH0WaosHVS0mfZWBoPbc+plXuxdVLSf9U4dk9ezfV9Z6gZ1IT+q8fzXbOP0Fi4UfLerOHodXreqz8IrwBvJq2ZRlx4LLeiiuaxBAnffbKI+Ig4PKqU5/P1X5Cc+IDjO//E3smez1ZNZfnkpYTtO0nToBZ8tvpzRjYbRnZGtkXjfVJurmX5YEh/joedQ6vNeS4xFDb34BWspVKOjGzHjaR0Rm89TXV3J3xdHYqk23gulsuJqQQPbYW93IpZ+y8z79BVvu7REIPRRDkHBSsHNKG8o4Jj0Ul8GnKO4HdaUdHJzqLxvjp7CEadns2vjKRMYBXeWDee1PCbpD3i4lxzRGc0yZlY2yuKbK8zvhfuDaqxu9sMsm8n4+zniUGrK/EY/9Zbs95Dr9PzUYP3qBzgxdjVk0iIiCMx6laRdBcPnuFY8BHUGSqUTvZ8uHQcbwzpxIFVu7C1syX20l/8MusnMpIzaNGvNWNXT+LTZh+iVWksGu/7X+aee0PrvY13oA9T1kwjLiKWhMhidZREwjcfLyIuIhaPKuWZvmEmDxIfcCzv3Juy+nOWTf6BU3tP0jyoBZNXf87wZu+RnW75c+9ly2OAZl8OwaDTs7buSFwDq9Dxp/Ekh98k9RFluc7wzqhTzMsygI2THXVHdSPlhvk1yFJemTsUo07P3pojcKrpxWsbJpAeHk/mjZLjrfZhF7TJGVjZ2+ZvU3p7UP+HDzk5cAGp56Lw/bALjdeO43Cz8fkdOJbkMnEMJp2O2+16Y1PdF7dvZqOLikYXE18kndTJEffv5pL69VJUh48isbZC5u6Wv1+fkEjatyuw79XF4jE+KyaxFN8/FxwcTEhICMuXL8fBwYGQkBBCQkIe2bAGOHXqFCdOPPru8+84Ozvnf8e6deuYP38+KSkp/zT8IhISEggODs5/n5OTw5gxY5gzZw4hISHs3buXiRMnFvnMtGnT8uMprYa1VCGnTKdXSZi/CaNKQ+bp66QeOINr75b/6HiKcMtqAAAgAElEQVSVJ73F3VV70KdkWDjSAtYKOf4dG/HbwmB0Ki0JZyOJPHSe2j2bmaVNvZmENq+hLJFIMBlNuHjl9kBWql+drPvpROw5jclo4sr246iSM6jRsaFF45Ur5DTu+Bq/LNyIRqXh+tkIzh46Tcuer5ulDflxG7FXYzAajCTG3ObMwTD8GvgDuT1naffTOLnnOEajkT+3/05GcjqNOz7+RrK0tG3VlDYtmuDs5PjcYnhInaPnUOQdRjb3w87GirqeZWnpW47d126ZpU1MV/GatxtllXLkVjLa1ahA9INMABQ2Voxo5kdFJzukEgktfMtR0dmOiLtpFo3XSiGnSqeGXFiwFb1KS9KZSBIOnqdqL/NyDGBfyQ2fnk25siS0yHYbJzsC3uvAiQmryL6dDEDajVul0ri2Ucip36Ex2xf+glalIersdS4eOkuTnub1xf2b91A/vEmVgMlowt3LI3dfQhIHVu0i/X4aJqORP34+hJW1FR4+FSwar1wh59WOTfj5fxvQqDREnAnnzKHTtCrh3NuxbBsxV6Pzz73TB8OokXfu1WjgT+r9NE7szj33/sg7917tYPlz72XLY8gtyz4dG3ImryzfPRNJ/MHzVC+hTgZwqORGtR5NuVCsLD/UeGI/rq45gCYly+KxAsjs5FTo3IiIecEYVFpSTt/g7v5zVOrdvMT0dpXdqNSrGZHfFY3X/fXaJIfdIOX0DUwGI1FLdqLwKEPZ1/wtHrPE1ha71s1JX/YTJrUG7aWrqI+exK5TW7O0DgP7oDl1FtW+w6DTYVKp0ccV3Exm7z6A5sRpTNlqi8f5zBhNpfN6QTy3CY3Lli2jS5cudOnShcmTJ6NWq4mIiGDr1q1s27aNoKAgVq5cSU5ODu+88w49e/akc+fOTJ48GZ3u8Red7Oxs5HI5NjY2AHzzzTd06NCBbt260aNHD7KystDr9fj5+bFs2TJ69uxJmzZtOHXqFPPnz6d79+507dqVmJgYAL744gsiIyMJCgrio48+IisrC61Wi6ura/53BgYGlk5m/Q3bqhUwGYxoYu7kb1OFx2PnV6nE9C5tG9Dg2lpq/7aYcoPaF9mnrOOL8pWq3Fu3v1RjLuvjgdFgICX2bv62exHxuFU3f/wPUDOoCROvrmTCpR8p51+Z8xsLHqNJJJKiiSUS3KuX/Lf/UxV8KmI0GLkTm5i/LT4ilkrVKz/2s/6NArlVuIfNLFwJlZ/gOP8fxKdmYyWVUKWMff626u5O+Y3mwrrXqszF2ykkZWpQ6/TsCb9NUx/3Eo+bnK0lPiWbqsV6v/8tRx8PTAYDGTEF5Tjl2k2c/SqWmL7xl4M4/1UwBk3R+sulRiVMegNVOjei34Ul9PhzATUGv2HRWB/y8KmAwWDkXmxBfZEQEU+FaiWfM427NeP7K+v47uJPVPKvwh+bDpaYrlKAF1Y2ViTF3y1x/z/18NxLLHTuxYU/2bkX0DCAhKiCc694VYFEQmW/KpYKNd/LlscATnl1cnqhOjk54iYu1Usuy81mDiJsvnlZBnCv44PbK95cW3/Y4nE+ZO/jgVFvILvQuZcefhNHv5KvIbVnDyZ87maMmhKezhUuGJLcl2MNy15DAKyqeGIyGNDfLOgsyImMxsbHyyytvJY/xvRMyq36looHtuL29ZfIypVcvwkvpucy5vrIkSPs3r2bX375BaVSyfjx41m2bBkff/wxvXv3xmAwMH78eACMRiNff/01zs7OGI1GJkyYwI4dO4oMz3goLS2NoKAg9Ho98fHxfPbZZ9jb25OSksKmTZs4evQocrmcrKwsbG0LHg05Ozuzbds2du3axYgRI/jmm2/49NNPWbZsGcuXL+err75i+vTpLF68mC1btuR/rkePHrRt25aGDRtSr149unXrhoeHR/7+mTNn5g8LGTp0KN27d7d4XsrsbDFkFh0CYcjIRqY0f1SXHHqcexsOoLufjn29alRf8Sn6jGySdxwDqRTvue8TN2UlmEr37s/GzhZtZtE7bk2GGhulbYnpr4ac4GrICcp4laN2r+ZkPUgH4Nb5KBzcnQns9hoRe05TM6gJZaq4Y62wsWi8tna2qIrlsSpDhaKEPC6s78cDkEgkHAnOHbd+4/wNyriXoWm3Fpzac5xmQS0pV8UDG4XcovG+rFQ5epRy6yLb7OVWZOfozdJWLqPEw0FBu6UHkUkk+Lo5MOmN18zS6QxGJu86T9eanniXtWzj2kppi65YOc7JVGFdQrmo3KEBEqmUm/vO4lGsV8yufBlsnJQ4+niw9bWPcfT2oP3mSaTH3OXOn1ctGrPczhZNVtGyrM5UYVvCo32AsNBjhIUew93Lg6Y9W5Ged+4VZmuvYNjXown5Jhh1pmWHY9kqSzj3MrMfe+71/+RNJFIph7fknXvnrlPGvQzNurXg5J7jtOjeEo8qHshL4dx72fIYwLqkspyhwqaEmL06NEAikxK37ywVXi1aliVSCc1mD+HY1LWleh2xUtqizyoary5DVWTIx0PlO+bGe2fvWVybFI33/tGrBE7tj2sTf5LPRFJ9VDekNlbILHwNAZAqFJiKlQtjVjaSEsqyzN0NmxrVSBr5KTl/xeAy5n1c50zh3rtjLR7Xc/MC9TKXhufSc33ixAm6du2Kvb09EomEvn37PnIoiNFoZMWKFQQFBREUFMTp06eJiCh5AtjDYSG7d+/m8OHDrFy5koiICBwdHalQoQITJ04kODgYtVqNlVXBfUWnTp2A3LHgMpmMFi1aALk90fHx8SV+F+T2Zm/fvp02bdpw+fJlunTpQkJCwRizwsNCSqNhDWBQaZA5FB1HKnOww1DC4yJ11C1091LBaCTr7A3urtpFmc65DZJyQzqgiogn67zlJwMWl6PSIHcoWqHIHRTkZP/9OMKUuHvcj7xFpy+HAqBOy2LzsK959b2OjDv3A74taxNz7BoZdy0zFOghjUqDXbE8VjjYof6bR3IdBnemZa/WzBk6E31e4zArLZN5w2bT9b0gVp5bR92W9bhy7BIpd5MtGu/Lys7GiuxiQyGytXqUNuZ9AHMPXiHHYOSP0e05+XFH2lQvz8itYUXSGE0mpu6+gJVMymdv1LJ4vPpsDdbFyrGNgwJdsXJhpZDTYGp/wqaVPOnoYe/fpUXbMWh0pEYkEBtyCs82r1g8Zq1Kg619sbJsr0CT9fePl5Pi7nI7KoG3Zw0rst1absPYVZ8RfSGKPT9sf8Sn/zlNdgnnnv3fn3sdB3emVc/WzB7yRf65l5mWydz3ZtNtWHfWnF9P3Zb1uHzsEsl3Hlg85pctjwF0JZRlawcFOVnmZfm1yf05/oiyHDjoDVIiEki6EF0qcT6kz9ZgZW8erz6r6DVEZicn8PM3uTyl5Hiz/krk/Jhl1J4zhI6XfsCmjAOZkbfR3LHsNQTAqFYjKVYupEpliUM7TFotqt+OkRN+A3J0pK9Yj/yVmkjyOuuEF98Lv1pISEgIly9fZtOmTSiVSpYsWcKdO3ce+7ly5cpRq1YtwsLC8Pf3Jzg4mHPnznHq1Cl69OjBmjVr8Pb2BkAuz+29kMlk+f9++N5gMPzt91SuXJnKlSvTp08fhg4dym+//cagQYP+xV/8dDTRiUhkUmy9y6PJewxpF+CF6kkmkpgKhlU4NauF46uBOLeuB4CVsz12Nb1RBnrl9mZbUHLMXaQyGWW8ypESl7tSSTn/ytyPNB9bW5zUSoZL5YLHY/Fh11nVbRoAEpmUMX8u4tSK3RaNNzHmNlKZFA+v8tyNy81jL38v8wlVeVr3fYMeI3rxeZ9JZg3n8LBrfNYtd0UOqUzK93+uIHTFDovG+7Kq4qJEbzQRn5KVPzQk8n5GicM5biRlMKp5DZzyepj61/Pmh2M3SFVpcbGTYzKZmLH3EsnZWpb0boy1zPL9CBkxd5HIZDh4lyMzNrccuwRUJq3YhCpHn3LYe7rSadvnAEitrbB2tKPfhSXs7jqD1Ii8clSoI8dUSr1+d2MSkcmkuHt5kBSX+0i9kr8XiVGPry+kMinuVQpWXLGysWL0ik9JuZPCusk/lkq8D8+98l7lufPw3AvwfuS516bvG/T8sDdT+3xGcrFz71rYVT7t+kn+37Ls2EpCllu+sfqy5TFAel6d7ORVjvS8Ormsf2WzyYxO3rllOejXvLJsY4WNgx2Dzi1he9AMKjYLpEJjfyq/nntjKHe2p2xgFVwDK3Psc8utaJEVcxeplQyltwfZeUNZHAOrkHGj6DXE3tsDu0quNA/JvUY8PPc6XP6Bo52noUp4QOKu0yTuOg2AtaMdVd5sRerFGIvF+pA+/hYSmQyrShXRJ+Tmq011H3Ji4szS6v6KoViFYPF4njvxIzKW16RJE3bv3k12djYmk4mtW7fmrw5ib29PZmbBGMvMzExcXFxQKpWkp6eze/eTNZwyMzO5du0aXl5eZGVlkZqaSuPGjRk7diw+Pj5ERT3dckbF48rKyuL48eP579PT07l9+zaeniWP+SotRrWWlL1heE7oj1Qhx75hDVzaN+TBVvOlqlzaN0TmlHvnq6zji8c7nUjZn1upRH/0HZdajuFK23FcaTuO7MvR3Pp6CwlfbbJ4zDq1loh9Z2j1SW+sFXIqNaiOX9v6XN5mvlRV3f6tsCubO9nOtVpFmn7YjbgT1/L3ewRWQWolw8ZeQdspb5JxJ4Xoo1csGq9WreX0vpP0/2QgcoUcvwb+NGjbmD+2/WaWtnn3lgyY8DYz35pGUsI9s/3egT7IrGQo7BUMmvIOyXcecOnoBYvG+zT0egNabQ4GgxGD0YhWm4Ne//c3lKVFYWNFm+rlWXrsBuocPRdupfB71F06B5qfU4Eezuy6lkCmVofOYGTLhTjc7G1xscu9OZ594AqxyZl826sRttayUolXr9Zyc+8Z6o7vjZVCjnuDalRuV5/oX4uW49TrtwhuOJbQdlMIbTeF4xNWormfTmi7KWQnJpMZn8TdU9epPTYIqY0VTr4V8A56lVuHLlo85hy1lnP7T9Pjk/7YKOT41vejTtsGnNhmXl8079cGh7xzr4KvJ50/7En48dxzS2Yl48MfxpOjyWHVuO9K7WZAq9Zyat9JBozLPfdqNPCnUdvG/F7Cudeie0sGfjqILwZ+zr2bf3/uDZn6Dg/u3OdiKZx7L1seQ25Zjt13hgZ5ZdmjQTW82tUnslidnHLjFhsajyW4wxSCO0zhjwkrUT9IJ7jDFLISk/ntk+X80vrT/P33L8dwbvF2Ts8PfsQ3/zMGlZbEPWfw/7Q3Mjs5ZRpWp3z7+iRsLboEbcb1BPbXG81vbSbxW5tJXBi3As39dH5rMwlV3uRhp9reIJVgU9aBOv97jzv7z5H1V2JJX/uvmDQaVL8dw2n4ECS2tti8EoiiZRNUe8zH2GeF7sOuVTOsq1cFmQzH995Cc+EKpuy8lW1kMrCxBqmk0L/FbwK+SJ5Lz3Xr1q2JjIykX79+ANSuXZvhw4cD0L59e0aNGkVQUBBdu3alT58+HDlyhA4dOuDq6krDhg0f2Zv8cMw1gFarpXv37rRq1Yrbt2/z0UcfodFoMJlM1KxZkzfeeLoJQ/7+/lSsWJEuXbrg6+vLrFmzWL9+PTNnzkQul2MwGOjRowetW7f+Fznzz8ROWk7Vr0dS/8oa9KmZxE5ajjoyAYdG/tTYOJUz1XKXIywb1AyfhaOQyq3IuZNM4g/beRD8OwCGDBUGCsaDmXL0GLLUZuO5LWXP1DV0W/A+487/gDo1iz1T13A/6jaVG/rx5tpP+SrgXSB3RZDXx/fFRilHlZxJ+J4wflu4Nf84TT7ogu/rdQCI/uMym99fVCrxrpi6jA8XjGHV+fVkpmayYupSbkUl4N8wgMlrp/N2QG5Z7j/+LRxcHPgqtGB1mD+3/87yKUsBCPqgJ3Vfrw/AxT/OM//9OaUS75P6ce3PLF29Mf/9rv1HGPHOQEa++9ZziWdy21pM33uR178/gLOtNZPb1cLX1YHzCcmM3BrGyY9zh3B98noA8w5dpduKI+gMRnxdHfi6RwMgdyWRrZfisZFJafP9gfxjT21Xu8SG+r9xcvJPNFs4jH6Xv0ebmsXJSWtIi7yNeyM/2m6YwMbq72EyGFHfLxhHm5OW26lQeNvRkd/T9H/DGHB1GZoHGVxY8Ct3jl0r6Sv/tQ1TVzB0wYd8c24VWamZrJ+6gsSoW1Rr6M/HP03mw8C3AajWwI+e4wdgq7QlMyWDM7tPsv3rXwCoWt+POm80QKvWsuTy2vxjLxoyh6gzll23ffmUpYz631h+urCBzNRMfpyylITIm/g3CuDztTN4078vAG+OfxsHFwfm7/w6/7NHt//Ossk/ANBjeE/qvZ5bRi78cZ55w0rv3HvZ8hjgzyk/0ep/wxh88Xs0qVn8OWUNqZG38WjkR+d1E1hVw7wsa9OyMRkLynLxddmNOgM5mWpyMi2/qsWlz1ZTb9EHdLy6lJyULC5NXE3mjduUbezHa5smsqvqO5gMRrSF4tWlZYGx6LbaswbhGFgZk87A7Z1hXJ2xweKxPpT61TeUmTaBige3YkzPIGXuN+hi4pHXqYXbt3O51SJ3aT3t2Yukfb8Kt8VzkNrK0V68SvLU2fnHKTN1HPZdCxYkcHr3LZJnzCd7V+kuRmBR//Ex1xJTad4OC//YqQo9n3cIT+WA9d9PMHoRXcZ8FYoX3c/nFj/vEJ6KPuSH5x3CU9s8zfKrMZS2o9aWX/e4NKUatc87hKfmIn25Jh43MpQ8QfxF5qF7+YYK1PM0f0ryoqt8tvRWcnlSmR91LZXjOizeWSrHfVriOYIgCIIgCIIgWMgLP6FREARBEARB+A/5jw8LET3XgiAIgiAIgmAhoudaEARBEARBeHaML9/4+qchGteCIAiCIAjCsyOGhQiCIAiCIAiC8CREz7UgCIIgCILw7Iiea0EQBEEQBEEQnoTouRYEQRAEQRCemf/67xeKxrUgCIIgCILw7IhhIYIgCIIgCIIgPAnRcy0IgiAIgiA8O//xnmvRuH5BJZgUzzuEp3LOlP68Q3hqqQb18w7hqelDfnjeITwVq6APn3cIT63+l2OfdwhP7S+Tw/MO4anUkNg+7xCeWogu8XmH8FQaSyo87xCemuR5B/AP6DSiGSWYE6VCEARBEARBeGZM//GeazHmWhAEQRAEQRAsRPRcC4IgCIIgCM/Of7znWjSuBUEQBEEQhGfH+LwDKF1iWIggCIIgCIIgWIjouRYEQRAEQRCeGTGhURAEQRAEQRCEJyJ6rgVBEARBEIRn5z/ecy0a14IgCIIgCMKzIyY0CoIgCIIgCILwJETPtSAIgiAIgvDMiAmNgiAIgiAIgiA8EdFzLQiCIAiCIDw7//Ex16Jx/R9g7ayk4dfDKNeyFtqULK7M2UzC9hOPTC+xltHu8FyslAp21x+dv92taQCvTH8Tey8PtCmZXF8SSuyG30olZnsne0YvGEudFnXJSMlg/by1HA35wyxdjw968nrvNrhXdCMjJYO96/ew/cdt+fu9A7wZNnM4XjW8UGer2b9xH1u+/cXi8To4OzDxf+Np2LI+6SkZLJ+7kkM7jpil6z+8Lx36tMPDsxzpKelsXxvKL8u2mKV75dXafPfrItZ9s4GV89dYPF6AdHUOM/Zd4mTcfVwUNoxuUYNOAZ5m6XL0BuYfvsaRqDvojSbqVCzDlHa1KOegIEdvYM7BK4TFPyBdnYOni5IxLWrQzKdcqcT8JDZtDWXHnkNExcTS6Y1WzJ467rnFInOyp+K8MTg0r4s+NYO789eRHmpejt3HDsB9ZF+MObr8bVEdR6NLuIddwwC81swoelylgvgRc8nY9+jz+J9SOCnpMf99fJvXQpWSyYH5m7kcav49Td7tyKuD22PnYk+OSsuVXSfZP2cTRkPuVdEjoApdZgzGo0ZltNlqzmw6wu/fbbd4vAC2Tko6zB+GV4uaqFOyODp/MxEhJx+ZXmotY+i+OdgoFSx9dUz+9vZz36FSY39cvMuxd8IKrm79s1TidXB2YNL/JtAor75YNncFB0uoL94c3o+OefVFWl59sWnZ5vz93wUvxNvPGxsbaxIT7rJywRqOHbB8mQCQOytp+b9heLaoiSYli9NfbeavHX+fx70PzMHaXsHGhmPM9lfr1YzW3wznjwkruf7z7xaP19pZSd2v38etVS1yUjIJn72Z24+57r1++Cus7G05UK/guleubT0CpvTDrpIbGeE3uThuBZmRty0eb0mkjg64zfoYu9fqY0hLJ2XxGrL2lHzNtfH3xXXicOQBvhjVGtJW/EL6hh3PJM7S8F8fFvKfaFzPmzeP/fv3c/v2bXbu3En16tUfmfbWrVscP36cfv365W97++23SUxMxN7eHgBvb28WL17Md999h0qlYuLEiSUe6/r168yePZuMjAx0Oh2Ojo4sWbIEV1dXPvvsM06cOIGLiwsASqWSTZs2WfCvLlBvzhCMOQZCa32Ic80qNF8/gfRr8WQ8ooLw+7AL2uRMrJSK/G0SKxlNV3/M5S9/Jmb9EVxe8aHVr1NIOR9NevhNi8f8wZcj0Ot0DK73Ft6BPny+ZjqxEbEkRBb7LomExR9/TVxELOWrlGfGhlk8SHzAnzuPAjDuuwmc2neSqX0n4V7Jnbm/zicuIobTB09bNN6PZ49Br9PR/ZXe+Ab6Mm/dbP4KjyYuMr5YuBLmjJ1HdEQ0FbwqsHDTfJIS73MktKDClFnJGDNzJNfOh1s0xuLmHryCtVTKkZHtuJGUzuitp6nu7oSvq0ORdBvPxXI5MZXgoa2wl1sxa/9l5h26ytc9GmIwmijnoGDlgCaUd1RwLDqJT0POEfxOKyo62ZVq/I/i5lqWD4b053jYObTanOcSw0MVZg7HpNMT0fBtbAN88Fo1DU1ELNoo83Mmbfef3Pr4a7PtqjPhhNfsm/9e2bgmVVZ+TuYf50ol5q6zhmLQ6fmqwQjKB3jx9uoJ3I2IJymqaH1x/eA5zgf/gSZDhcJJyYClH/HqkA6cWLUHgL7fjCR8/1lW9Z+Fi6cbw7ZO525EPNcPnbd4zG1nDcGo0/N9/ZG4B1Sh95rxJIXfJDmq5Dqu0QedUSVnYlOojgNIirhJxK4wWn3Wr8TPWcq42WPR63R0faUX1QJ9WbBuDn+FxxAbGVc0oQRmjf2K6IhoKnpVZNGm+dxLTOJwXn2xeNr3xEXGYTAYCahbg29++R/9mw8iOSnF4jE3+3IIxhw96+qMxDWwCh3Wjic5/Capj7iOvDK8M5rkTKztFWb7bJzsqDu6GynXEywe50O15w7FqNOzr+YInGp68eqGCWSEx5N5o+R4q33YBW1yBlb2tvnblN4e1P/hQ04NXEDquSh8P+xCo7XjONJsPCZD6Xetuk4dCTo9cS37Ia9RFY8fZqG9EYMuuuh1RersSIVls3kwfxlZB44hsbbCysO11OMT/rn/xJjrNm3asHHjRipWrPjYtLdv32bz5s1m26dOnUpISAghISEsXrz4sccxGAyMGzeOd955h5CQEPbs2cNXX32FQlFQ0bz//vv5xyythrVMIcezcyOuzg/GoNKSfDqSxAPnqdK7WYnp7Sq5UaVXU65/F1pku42zEmtHO+K3HgMg9VIMGVG3caz++Dx9WnKFnNc6NmHj/zagUWmIOBPO6UNhvN7zdbO025f9SszVaIwGI7djbnP64ClqNPDP3+/u6c4fO37HaDRyN/4uEWfCqVS9ikXjtVXY0rJTc1Yu+Am1SsOVM1c5fvAk7Xu1NUv789LNRF6NwmAwkhB9i2P7j1OrYWCRNP0/6MOZP85x86/Su/Coc/QcirzDyOZ+2NlYUdezLC19y7H72i2ztInpKl7zdqOsUo7cSka7GhWIfpAJgMLGihHN/KjoZIdUIqGFbzkqOtsRcTet1GJ/nLatmtKmRROcnRyfWwwAEoUcxw5NuPf1BowqDaqz4WQcPo1zD/Ny/DSce7Uhfe8JTGqthSItYK2QE9ChEYcWBpOj0hJ/9gbXD52jTs/mZmlTbiahyVDlvpFIMBlNlPUqeGLh7OnGpR3HMRlNpNxMIv5MJO7VzZ+MWCLm6h0b8ufCrehUWm6fjeSvQ+cJ7FlyHedUyY3AHk059UOo2b4L6w5x8/g19FpdCZ+0DFuFLa06NWfFgjWoVRoun7nKsUfUF5sK1Rc3oxP4c/9xajesmb8/OiIGQ14jz2QCmZUV7hXcLR6zlUKOd6eGnFmwFb1Ky90zkcQfPE+1XiXnsUMlN6r1bMqF783zGKDxZ/24uvoAmtQsi8cKILOTU6FzIyLm5V73Uk7f4O7+c1TqbV6OAewqu+HZqxlRxa577q/XJjnsBimnb2AyGIlashOFRxnKvuZf4nEsSaKQY9+2GSnfrcWk1qC5cA3V7ydx6NrGLK3z4F6oTpwla/dvoNNhUqnRxZTe9eOZMJbS6wXxn2hcN2jQgPLlyxfZplarGTNmDJ06daJbt26MHTsWgJkzZxIdHU1QUBBjxpg/ynqUbdu2MWTIEEaOHEmXLl2IjIzk7t27lCtXcLHx8vJCqVRa5o96Qg5VPTAaDGTF3M3flnYtHke/ki9ydWcP5srcLRjURXv8tA8yuLntBF79WoJUQpn6vth5uvLg9A2Lx1zBpyJGg4HE2MT8bXHhsU/UKA5oGEhCoV7B0FWhvN6rNTIrGRV9KuJXrwaX/rxo0Xgr+XhiMBi4FVPQMI2+Fo2Xn9djP1u7ca0ivVXlKrrTqX9H1i5aZ9EYi4tPzcZKKqFKGfv8bdXdnfIbzYV1r1WZi7dTSMrUoNbp2RN+m6Y+JV/Ak7O1xKdkU7VY7/f/R3LvimAwklOoHGsiYrGtXrnE9I6tG+F/YRPV9n9PmYEdS0wjUchx6tiEtF8Pl0rMrj659UVybEF9cSfiJu7VSq4vandrwtQrK5lycTke/pU5s6kgrpOr91G3V3OkVjJcfcpTqZ4v0ceuWjxml6N5CGgAACAASURBVLyYUwvFnBRxE9dH3Pi/8cUgjs4PRq8pvQb033lYXyQUqi/+uhaN9xPUF68Uqy8A5q+dzZHofazc/QMXTl7k+iXL18lOeXmcXiiPk8NvUuYRedx01iBOzys5j93q+OBW25vw9aVThgHsfTww6g1kF7rupYffxOER171aswcTMXczBo35ky6JRFLoTe7LsUYlS4dsxrqKJya9AV18QU+79kYsNr7m10Hb2jUwpGdSccMivP7YjMeSL7DycCv1GIV/7j8xLKQkx44dIzs7mz17ch9hpqenAzBt2jTmzZvHtm3biqT/8ssv83usBw0aRK9evcyOeenSJUJCQqhcOffiOXz4cAYOHEjdunWpU6cOnTt3pmrVqvnply9fTnBwMAAdOnRgxIgRFv87rZS26DPVRbbpMtVFHn09VKFjAyQyKYl7z+JWwp35zR0naLBwGHVmvQ3A+c/WoE60/ONHhVKBqljM2ZkqFErzx4uFDfjkTSRSKYe2HMzfdvbwaT5a9And3++JzErGL4s38dflKIvHm52pKrItKzMbu8fEO3TcYKRSKXs378/fNnbWKFbl9WiVJlWOHqXcusg2e7kV2Tl6s7SVyyjxcFDQbulBZBIJvm4OTHrjNbN0OoORybvO07WmJ95lReNaqrTFkFW0XBgys5GWUC7Sdx8j5ef96B+kYVenOpWXTsKQkU163vCmh5w6NMGQmkl2mOUbqQA2drZos4qee9pMFfIS6guAy6EnuBx6grJeHtTp2ZysB+n5+64fPk/vr0fQdFhnZFYyjnzzK7cvx5ROzMXqC22GymzIB/wfe/cdHUX1NnD8uyW72fQAKUAqBEJCEST03hGQbkUEKSoiolJDVRFQmooIFgRB0BepAaSLgCC9hZpAGgkQAqmbze5m2/vHYiDZ0HSX9rufc3KOmbk7eXKdPHPnznMHqNLBmuMubD1CYEPHzz6WxuVf5ouBI/ohkUr5fcWWYttH9xuPTC6jXrO6BFcJwmKxf62qk6szhhJ9XKguKLXkI6SjtY+TtxyhfInriEQqodnU/uyduMQ61e4gMldnjCXOY2NeQanXvfI3r3tXNx+hbOPi8V7fc5rICS9TtnEEWYfjqfJuV6QKOTKVwmGx/0PqosKsKX6emO+QP2R+5XCPCOPqm9EUxidRZsQgfGdGc6Xvhw6P01Esj9EssyM8tYPratWqkZCQwMcff0z9+vVp2bLlXdtPmDCBVq3u/jj32WefLRpYAwwePJiuXbty4MAB9u/fT69evfjhhx+oV68eYC0Lee211/7z73I3Ro0OuXvxP0YnNxXG/OKDN5lKSa0Jr7D3tRmlHsc9rDwNv32Xvwd+ybXdp3Gr5E/TpSPRpmeT/od9Z4K1Gi0uJWJ2cXNBq9He4RPQqV8XWvVsTXTvMRhvDhDdPN2YvPQTvp/0LbvX7cLbx5sx30aTcz2HzT9vsmu8ru7F64td3V0puEu8Pft3o2Pvdrzb830MNxexNW7XCBc3F3au32W32O7ERSFHU+LRt0ZvxFVh+yc/ffspCk1mdg/rgMpJxk+HEhi66iDL+t56xGq2WJjw+3HkMilj29Z0ePxPArNGh8yt+Hkhc3PBXMp5ob+tBKjg2HkyF2/A87kmNoNr756tyV5ju/DNXgoLdChLDJiUbir0+Xe/2ctMTifjQhrPT3mDX9/+EpWnK/2WjGHj5CXExuzDzceLVxYMJ/96LoeW7bB/zCXyhdJdRWGJfnZSKWkZ/TKr+s+0689/UAWl5guXu+aLXv2707F3e97pObwoX9zOZDRx4M9DvDCwJ5eTrrB3u30XNRo0OpxK9LHCTYWhxABWrlLScPzLbHq99D6O7NeWzHOpZBxLsGt8JZk0OuQlzmO5eynXPRclkRNf5UCf0q97+RevcOy9b6k1rT/Ovl6krt6HOv4y2qv2n1QqyVygRepa/DyR3iF/WPSFaP74G/3peACy5y8jdN8qa/sSN/jC4+GpHVwHBgayceNGDhw4wJ49e/jiiy/YsGHDfzpmaSUffn5+dOvWjW7duqFUKtm6dWvR4PphUCekI5XJcAv1Iz/pGgCe1YPIiyteW+tWyR/XwHK0WjcJAKmTHCcPF54/+Q1/dJ6MR3gg6oR0ru06BUB+wlWu/nGc8q2fsfvg+kriZaQyGeVDKnA12fpIPTQylNQSiwP/0ebFdvR6pzfjXhhDZnpm0Xb/YH/MZjN/rrYORjLTM/lrwx7qto6y6+A6NTENmUxGQGhF0pKsj/AqR1YiOS651PadXurIq+++wrCeH3D96o2i7XWb1iG8VlXWHrc+zXBzd8VkNlOpWijjBkyyW7wAwd6uGM0WUrLyi0pD4q/nlVrOEZeRx7vNquF5c7bm5WdDmb83juwCPd4uSiwWCx9tPkmmRs+83g1wkj0V1WT/mT7pMsikKELKU5h8FQDniFB0JRfllsJisVgfQd/GqXw5XBvW5PL4bxwRLgA3Eq35omyIP5nJ1kfq/hHBZFywrcUvSSqTUibYWgbnHeSLxWzhxBrr2zby0rOI3bCfqq1q231wnX0zZu8QP7KTrTnOJyKIGyUW2nmH+uERUI5XVk4EQKaQo3R34Z3D81jW4yPy0m7YHNsRSssXYZGVSbpDvuj8Ukdee/cVhvZ8v1i+KI1MLqNiSAV7h0zuzT72CPUj7+Z1pGxkEFkl+tgz1A+3gHJ0W23tY6lCjsLdhb7H5rG260dUbFKdCg0jCGr9DABKLzfKVg+mbPUg9k2wXylcfmI6UrkM11B/NDdLWTyrB6Mucd1zDfXHJbAcTWOKX/c6xM5nT+dJaFNvcHXjIa5utC6Al3u4EPxqS3JO2P8JTEmGlDQkchlOQRUwXLJeB5XhlSi8aHsdLIxPBG57EvA0vGjjKZ+5fmqvkunp6chkMtq2bUt0dDRZWVnk5OTg5uZGfr59Flns2LEDk8kEgF6vJzExkYAA+y/ouRuTVk/apsNUH9UbmUpJ2XpVqdihbtHCxH/knU9lY9332NZ2HNvajuPIyB/QXc9lW9txFFzJJOd0Mu6V/PFpEgmAa7AvFdrWIeec/d8UotfqObBlP6+O6INSpaRaVAT12zXgzzW2ryBq0b0lfUe/zuQ+E7h26VqxfZcTrYm/ebcWSCQSvHy8aNqlOcnnku0ar06rY8/mvQwY2R9nlTM1oqrTtH1jtq7ebtO2XY82DB47kBEvj+bqpavF9i2csZg+zfoxsP2bDGz/Jvu2/83GX35n+of2n2lTKeS0qVqeBXvj0BYaOZ6Wxa4L6XSubnt+Vvf3YuOZVNR6AwaTmd+OJ+Pj5oy3ixKAqdtOkZSpZm6v+jg7yewe64MyGk3o9YWYTGZMZjN6fSFGo+mhx2HR6snbuh+/D/ogUSlxqRuBR9sG5Ky1PY/d2zVA6mG9OVc9U4Vy/Z8nb/vBYm28erSi4Ng5Ci+l23zeXgxaPWe3HqbNh71xUikJqluViHZ1iwbJt6v7Uktcy1oXjfqEVaT5O91I3HcGwFqzLbHWZEskEtx8PKnZpRHXHPB2CINWT/yWwzS9GXPFqCpUaVeXM2uK57jrcWl822g4SzqNZ0mn8WwZs5CCG7ks6TQe9RXrTbnUSYZM6QQSCVL5rf+2J51Wx+7NfzFo5Bs4q5ypGVWdZnfIF+17tOGtsYN4/+VRXCmRL4IqB9KwVX0Uzgpkchnte7aldoNaHN9/0q7xAhi1epI2H6beiN7IVUr8oqoQ3L4uF1YX7+OsuDSW1x/Oqg7jWdVhPHtGLUR7PZdVHcajuZLJrg+/Z0Wr0UX7r8cmcvSLtRz+fKVd4zUV6Lmy6TDVRvdG5qKkTL2q+HeoS2qJVyuqz6ey7dlh7GoTza420ZwY8QP667nsahON9rL1nPCsFQpSCYqy7tSeNYj0rUfJv3iltB9rVxatnvwd+/B+93UkKiXOdSJxadUI9QbbWnX12m24tm6MIrwSyGV4v/0q2qOnn+hZa4vZMV+Pi6di5vrTTz9l27Zt3LhxgzfeeAMvLy9Gjx7N7NmzATCbzbz55pv4+flRtmxZQkND6dKlC5UqVWLu3Ln/+udu2bKFmTNnolQqMRqNNG7cmD59+tjr17pvx6IXU++LN+l6ej6F2fkcHbuYvPjLlGsQTrPlo1kbNhCLyYz++q16ycJsDRazpWibJiWDwx98T51PX8cloByGPC2X1uwjafkuh8T87fj5DJs1nKXHl6POzuPb8fNJjb9EZP3qTFryES9HvABAn5Gv4e7tzqwNXxR9dvfaXSwY9w3afC2fvTWNftH9eXvqOxTqCjn8xyF+m2v7Npj/as64rxg7exQxsavIy85jTvRXJMenUKt+TWYsm07Hql0AGDT6DTy9Pfhu0/yiz25fs4PZY79Eq9EWK33R6wrRFehQ59guMrSHce1qMnnzCVp9sw0vZyfGta9JWDl3jqVmMnTVQfZ/0AmAD1tF8vmO03T9YScGk5mwcu7M6REFWN8ksupkCgqZlDbfbCs69oT2tUodqD8M3y35lQWLlhd9v3HrToYM6MPQgY4twSrNlYkLqDhjOJFHlmHMVnN54gL0Fy4Vvbv6n1fseXVpRsDn7yFROGFIz+T6d6vJKVH+4dWzNTe+X1Paj7GrDRMW0WPmW0QfXUBBdj7rJywi48JlguuF8/pPY5hSfQAAwVHhtBv5EgpXJZosNad/P8gfc6yDJH2+ll/f+oL2Y1+h66cDMOgLidtxzGHvud4+4SeemzmYoce+QZedz7YJi8m8cJmAeuH0XjKKLyMHYTGZ0dyW43Q51hx3+7YXfx5L0M064YCoqnT8fBC/vjSV1APn7BrvrHFfMW72KDbGriY3O49Z0V+SFJ/MM/VrMmvZZ7Sr2hmAwaMH4OntwcJNC4o+u23NdmaO/RKJRMKAD/sxpeokTCYzaUlpTBoyhfjT9l1T8o+943+ixazBvH7S2sd7xy0mO/4y/vXD6fTzKBaFW/tYW7KPLZaibYV5JWqIDSYM+VoK1Xcuifm3Yscuos4Xb9Hx9AIKs/I5OWYR6rjLlGkQTqNfxvB75QG2172cfCzm4ttqTnkdz+pBmA0mrmw4yOmPltk91ju5MWUevlM+JGT3b5hy87gx5WsMCSk4P1uD8t9+SlL97gBoD50ka+5PlJ8/BYmzEt3xM1wb89lDi1N4cBKLI1ZHCP/ZyvIPf5D+Xyxzyr13o8dMtsn+Cd/Rtn5S51GH8EDk3d551CE8sPP1hj/qEB7YCsuTtcDUw/LkPTSNMTp+NtOeXpfYv3zE0fyNj9HU432qUS7z3o0eM5VPb713Iwe70aGFQ45bbqvtP+L1KDx5GU4QBEEQBEEQHlNPRVmIIAiCIAiC8GR4nOqjHUEMrgVBEARBEISH5mkfXIuyEEEQBEEQBEGwEzFzLQiCIAiCIDw0YuZaEARBEARBEIT7ImauBUEQBEEQhIfHYt9/vOlxIwbXgiAIgiAIwkMjykIEQRAEQRAEQbgvYuZaEARBEARBeGgs5qe7LETMXAuCIAiCIAiCnYiZa0EQBEEQBOGhETXXgiAIgiAIgiDcFzFz/Ziq433jUYfwQD7OzH3UITywqs6+jzqEB7ZiUvqjDuGB1P10+KMO4YFVO/zVow7hgQ3tPvBRh/BAvAY3eNQhPLC14y4/6hAeiIfZ8qhDeGAF0ievDtenwVM+BesgFvEqPkEQBEEQBEGwD1EWIgiCIAiCIAjCfREz14IgCIIgCMJDI17FJwiCIAiCIAjCfREz14IgCIIgCMJDY3ny1ts+EDG4FgRBEARBEB4aURYiCIIgCIIgCMJ9ETPXgiAIgiAIwkPzOMxcJyUlMXbsWHJycvDy8uLzzz8nJCTEpt2mTZtYsGABFosFiUTC4sWLKVeu3F2PLQbXgiAIgiAIwv+UyZMn8+qrr9KtWzdiYmKYNGkSS5cuLdbm1KlTzJs3jyVLluDj44NarUahUNzz2GJwLQiCIAiCIDw0jlrQmJeXR15ens12Dw8PPDw8ir7PzMzk7NmzLF68GIAuXbowZcoUsrKyKFOmTFG7n376iQEDBuDj4wOAu7v7fcUhBteCIAiCIAjCQ+OospAlS5Ywb948m+3vvvsuw4YNK/r+6tWr+Pn5IZPJAJDJZPj6+nL16tVig+uEhAQCAgLo06cPBQUFtGvXjiFDhiCR3D1+MbgWBEEQBEEQnnj9+vWjR48eNttvn7V+ECaTibi4OBYvXkxhYSGDBg2iQoUKdO/e/a6fE4Prp4DU0x3fKR/g0rguppxcMr9YTP7vf9q0KzP0NbzffAWLwVC07VL3tzGmpQPg0rIBZT8YgFNFP/RxSWRM+gJDwiWHx+/h5cGUL8bRqGUDcjJz+HLaAjat2WbT7o13+tD1pU5UCPAnOyuXFYtXs3j+cofHB+Dm6cbQGcN4pnkd1Fl5LJuxlL9i9ti06/ZWD1r1ao1PRR/ystVs+XkTMd+tLdofXrcaAyYNIiAsgGupGXw/YQHnj5xzSMwKL1eazBpMhRY10Gflc3T6CpLW7b9je6mTjK7bp+HkpmJl1HtF2yVSCbVH9qLKSy1wcnMmL/kaW1+YRmFegd1jlnm6UfHz93BvVgdjdh7pM5aSu363TTvf4a/gO/RFzIW3zuULzw3DkHoNl3qRhCz+qPhxXVWkDJlO3pa/7R7zvfyyaj3rNu3gQmISndq2ZOqEEQ89httJ3N3xih6Fol4U5txc1N8tRLf9j1LbyqtWweO9oThVrYpFpyX/518oWLkagDJz5yAPDUWicMJ0NR31wsXo9+6ze7y52kI++v0Y+5My8FYpGNaqOp2qB9q0KzSamLE9lp1xVzGazdQOKMv452rj564CYFzMEQ4lZ6A1mCjrpqR/w6r0rB1i93gBPLzcGTdrFPVbRJGTlcu30xeybZ1tH/d5+yWee6ED/gF+5GblsmZJDMu/XVG0f97KOVQKD0WhcOJKajo/zFzMX9vs38dgzRf1Zw+mfIua6LPyOTl9BSlr7/z3InWS0XHHdJxcVcREWWcEfeqH02L56GLtnFyd+WvQl6RtOvw/HW+pXN1R9f8QefW6WPLz0K3+EeNB22u3y/tTkVWpeWuDXI45PQ3N5DcdH6ODWCyOmbkuWf5xJ+XLl+fatWuYTCZkMhkmk4mMjAzKly9frF2FChXo2LEjCoUChUJBmzZtiI2NFYPr/wU+E4ZiMRhJav4SymqVKb9gCoVxiRReTLFpm79lN9fGzLDZ7hRcAf8ZY7jy9kR0J8/hPeAFyn/zMZc6DwST2aHxT/hsJAaDkRbVO1GtRlXmL59N3JkLJMQlFW8okTDu3U+IP3uRwJCKfL/iK9KvXGPzuh0OjQ9g8JS3MRqMDKj7OiGRoYxfPInks0mkXkgtHiIS5n74BcnnkvEPLs/knz/mxpUb7NvwF26eboz7cQLfjlvAwS37adqtOeMWTWRI08Fo8jR2j7nh1P6YDUZWPDOUMtWDabt0JNlnL5ETf7nU9jWGdEaXqcbJTVVse+2RvfCNqsLvXT9CczkTr/AATHpDqcf4ryp88jYWg5Fz9friHFmJkB8noTuXhP6C7U1ezu9/kfbBHJvtBYfPcrbGi0XfuzaoQfDCiah3H3VIzPfiU64sb/V/mX0Hj6LXFz6SGG7nOWI4FoORjK49kVcJo8yM6RgvJmBMSi7WTuLpQZnZn5M3dz66XbuRyOXIfH2K9ud9NQ9jcjKYzDhFRlDmy1lcf6Uv5swsu8Y7fetJnGRSdg7vRNy1HIb9tp+qvp6E+RS/gC4/nEDs5SxWDmqNm7MTUzYd5/OtJ5nTuyEAAxpX5aPOdVDIZSTdUDNo+V9U8/Mksry3XeMFGDF1OAaDkc7P9KRK9TBmL53OhbMJJMUnF28okfDJ8OkknEugYkhFvvxlBteuZLBjvXWA9cWkeSTHJ2MymYmsE8Hc/5vFS836kplh3z4GiJrWH7PBxNpa7+BVI5gWS0eRfSaFvDvki2pDuqDPVOPkeitfXD8Ux6oqA4u+920UQfMlI7j6Z+z/fLylUfUZBkYj6g9eRBZYGZfhU9GkJmK+UvzaXfDl+GLfu4yahfH8iYcS49OqbNmyREREsHHjRrp168bGjRuJiIgoVhIC1lrs3bt3061bN4xGIwcOHKBDhw73PP5j/55rg8HA119/TYcOHejcuTNdu3blvffe4+LFi6W279u3L3/+aXvnN378eI4cOXJfPzMhIYHw8HB++umn/xL6QyFRKXFr35SsuUuwFOjQHTuD5s/9uD/f5oGO49IkCu3R0+iOnQGTmeyFvyH3LYuqXi0HRW6lcnGmXedWfP3Zd2gLtBw/dJJdW//i+Rees2m7+JtlnDsVh8lkIjnhEn9u/Yva9Z9xaHwASpWShs814pfZy9EV6Dh/5ByHdxyiRc9WNm3XfbeGxNOJmE1mriRe5tD2g0RERQDWWevs6zns37QPs9nMnrW7yMvMpeFzje0es1ylJLhTPY7PXIWxQE/G4XhStx+jcq+mpbZ3C/ShUs8mnJq3vth2hacLkYM68veoH9FczgQgJy7NIYNriUqJR8fGXJuzDHOBjoIjZ8n74xBePWz7+UF49WpD7ua/sWj1dor0wbRr2YQ2zRvj5fnvHkvak8TZGecWzVEvXIRFq8MQexrd3r9RdWhn09btpRfRHzyMbvsOMBiwaLUYU27d5BgTEm/deFssSGRyZL6+do1XW2hkx/nLDG0egYtCTp3AcrSoUp7fT9vebF3JKaBRJT/KujmjlMtoHxlAwg110f4wHw8Ucmt9pUQCEiA12/43tc4qZ1p1as73MxehLdARe/g0f23/m469bPt4+YL/I/70BUwmM5cSUvlr69/UqlejaH/CuURMt/WxXC7Hr4J9+xhAplIS0Kk+p2asxFig58aheC5vO0Zo79LzhWugDyG9mnD26/Wl7v9H6IvNSP39ECY7/+09afGWSuGMvG5T9Ot+Ar0O08UzGE7ux6lR27t+TFLWD1nVGhj+3u74GB3IYnbM14P46KOPWLZsGR06dGDZsmV8/PHHAAwePJhTp04B0LlzZ8qWLUunTp3o3r07YWFh9O7d+57HfuxnrqOjo9HpdKxcuRIPDw8sFgu7d+8mKSmJsLCwonZms/muBeZTp06975+5atUqGjZsyOrVq+nfv3+pbYxGI3L5o+8+p5AALEYThpRbd+uFcUmoomqW2t6lZUNC96/CeD2L3OXryVux8dbO2/tPIgGJBEVYCNoDjrtDDq4UhNFoIiXx1gxw3JkLRDV+9p6ffbbBM6xcus5hsf2jQqWKmE1mriZdKdqWci6JyAY17vIpq4j61dm2fEvR9zanqERCUNUge4VaxKOSPxaTibzE9KJtWWcu4d+oWqntG3z6Osc+W4lJV3zQ7F0tEIvRRHDn+lQf3JHCfC3nFm7l/BL7Py1QhlYEk5nC2/pZdy4J1zv0s0fr+kQc/wVjRjaZSzeStXyzTRuJSonnc41JGTTF7vE+iWSBAWAyYUpNK9pmTEhAUdv2JtWpegTGxCTKLvgaWUBFDGfPkTvnK8zXMoraeH8+DWVUXSRKBbqDhzCcj7NrvClZ+cilUoLL3lqhX9XXk6OXbti07V47mBnbY8lQa3F3dmLT6VSaVPYr1mbqlhNsiL2Ezmiimp8nzcL87RovQFClAEwmE6mJt/r44pkE6jS690RA7QY1WbdsQ7Fts5ZMI6ppXZTOCg78eYhzJ+3bxwAela35Qn1bvsg5m4Jvo4hS29f9tB+x03/DpLvzkxiZSklg5/rs6Tf7fz7e0kj9K4LJhPnarWu3OTUBWdW7T2g5NW6HKf40lsxrjg7RocwOKgt5EJUrV2blypU223/44Yei/5ZKpURHRxMdHf1Ax370o8O7SE5OZseOHezevbuohkYikdCyZUsAvv76ay5cuEB+fj5XrlxhxYoVdzxW3759GTBgAOHh4bzwwgvs2rULJycnAN577z1atWpFjx49MBqNbNiwgeXLlzN48GBiY2OpVct6so8dOxaZTEZSUhIajYaYmBhOnjzJrFmz0Gg0Rcdq2bIlRqORt956i+zsbPR6PbVq1eLjjz++r/cjPgipiwqzpnjtq1mtQeqqsmmr3rKH3N82YcrMwblWNfy/moBZnU/+pl0U7D9O2Q8HoqpXC+2Js3gPfBGJkxypSmnXeEtycVWhyS8+e6RWa3B1dbnr54aOGoRUKmXt/228azt7cHZxpkBdvI81eQWoSunj2730wStIJRJ2rrQOROOOxVHGtwxNuzZn/6Z9NOvWAv9gf5QO6GO5qzMGtbbYtkJ1QbFHov8I6hiFRCrl0pYj+Je4OLmUL4PC0xWPSv6savQBHqH+dFgRTW5iOlf/Om3XmKWuzpjyi/ez6Q7ncu7ve8n6dSvGGzm41K5K0IJoTHkacjcUr4P37NgYU7YazUH7xvqkkqhKyRf5GiQutn9vMl8fnKpWJeuDkRgSE/EY8jbekyeS+c6tFffZY8aBTIayXl3kwcF2f79WQaERV2Xxy5SbUo6m0GjTNsjbDX93Fe2/3oJMIiHM14PoDsUHtOM71mZs+2eIvZzJkZQbOMns//BW5apCUyJf5Ks1uNwjpw0a0R+JVMrGFVuKbR/ZbxwyuYx6zeoSUiUYiwPeYSZ3sc0Xhjwtcldnm7YBHaOQyKSkbTlyx8EsQGCneuiz1GTst/+akict3tJIlCosuuLniUWrQeJ89/NE0agt+t9/cWRogh081mUhZ8+eJTg4GE9Pzzu2iY2NZdasWWzZsuWu7f5RoUIFqlSpwp491otwdnY2Bw8eLKqh2bVrF8HBwQQHB9OjRw9Wr15d7PPnzp1j4cKFxMTEkJeXx+TJk5k9ezZr1qzh22+/ZdKkSeTl5SGTyZg1axZr1qxh48aNmEwmm2PZg7lAi7RE0pa6uWDWaG3aGhIuYbqeBWYzuhNnyfl5HW7tm1n3JaVybdxMyk0YSujuX5F5e1CYcAljdbAlowAAIABJREFUuu0MkT0VaLS4urkW2+bm5opGc+fFcq8M6M3zL3binT4fYih0TO3v7XQFOlzci/exi7sL2lL6+B/P9etMy16tmfrGJxhvDgTyc9RMHzyVroO6sejoUuq0eJbYvSfJTM+0e8xGjQ4n9+KDUoW7CkOJmOUqJVETXubgpOIvzv/HPzPZJ79Yi0lnIPtcKkkxBwhoY/9yHLNGh8yteD/L7nAu6y+mYsywnssFx86TuXgDns81sWnn3bM12Wt22j3WJ5VFW0q+cHXBUmD792bRF6Lb85d1NrrQgHrxEhS1aiBxLf73ismE/sAhFPWjUDaxb4mTi0KORl98IK0pNOKqsJ0Xmr71JIUmM7s/6Mz+Uc/TJrwCQ1fYLnCTSSXUCSzHNbWWlceSbPb/V1qNFtcS+cLV3YWCu+S03v2781zv9ox4fWypOc1kNHHgz0M0aB5F03b2LyMzFtjmCyd3FUaNrtg2mUpJ7QmvcHTiknseM/TFZiSt2mvXOP/xpMVbGoteazOQlji72gy4bycLq47EswyGI7aL6Z80FovEIV+Pi8d65rqkixcvMmLECHQ6Hc2aNcPT05PmzZvbFKDfS48ePVi7di1t2rRh48aNtG7dGpebMzerV68ueo1L9+7d6d69O+PGjUOptM4uduzYsajt8ePHSUtLY/DgwUXHlkgkpKSkEBkZyaJFi9izZw9ms5nc3FycnW3vqv8rQ3IaErkMp+AKGFKsj9MV4ZVKXcxow4K18PAmzba9aLZZk4vU3ZWQXh3RnY63e8y3S0m8hFwuIyg0kEtJ1tKQ8OphXIxLLLV9j1e6MHDY6/Tv/jbXrl53aGz/uJJ4GalMSvmQ8lxNvgpASEQIqfGlv0ml9Ytt6TmkFxNeiLYZOJ89eIbRXa1vi5DKpCz46wfW/2D/0pa8xHQkMhnuoX6ok6yPD70jg8iJK77Yx6OSH24B5ei0ZqI1Jic5Th4uvHR8Hr8//xHZ527+jrdNljli5gxAn3QZZFIUIeUpvNnPzhGh6O7Qz7ezWCzFzmUAp/LlcG1Yk8vjv3FEuE8kU2oayGTIAipiSrOeC/KwMJvFjACGiwnFN9zj/7tEJkNesQL2rFYNLuOG0WwmJSuf4DJuAMRfy6Wyj+0/5BB3LYd3W0biqbI+HXw5qhLz95wju0CPt4vt0yGT2eKQmutLiWnIZDICQiuSlmTt4yqRYSTGJZfavstLz9H33VcZ0nM416/efTJDJpcREFLB3iGTl2DNF26hfuTfzBdekUHkxqUVa+deyR/XwHK0XTsJuJUvup/4hu1dJqNJs8bvUqEMvo0iODz6R7vH+iTGWxpz+mWQyZD6VsScYT1PpIGVbBYz3s6pSXsMx/aCXnfHNsLj4bGeuY6MjCQlJaXoX9sJCwsjJiaGvn37kp+fD4BryVmU+9C+fXuOHDlCdnY2a9eupVevXgDcuHGDvXv3Mm/ePFq3bk2fPn3QarVs3bq16LMutz0+tVgshIeHExMTU/S1e/duatasyYYNGzh69CjLly9nw4YNvPrqqxQW2v9NARatnvzt+yjz7utIVEqc60Ti2roR6g22r31ybd0IqYf1AqWsGY7Xa93Q7Lz1ajZlZBhIpUi9PfH5+H00Ow9gSEq1OY49aQt07Ni0i3fHDEbl4kyderVo1bE5G1ba1s927tWB4eOG8OaL75GWcqWUozmGXqvn4Jb9vPxhH5QqJdWiIqjXrgG719gunG3evQV9RvXlo9cmcS3VtiYutHolZHIZKjcV/ccPIPPqDU7sOW73mI1aPZc2H6bOyN7IVUp8o6oQ1L4uCauLz8xkn09jZb3hrG8/nvXtx7Nv1EJ013NZ3348miuZqFMySD9wnlrDuyFVyPEMq0Bot4ak7bB/Hb5Fqydv6378PuiDRKXEpW4EHm0bkLPWtp/d2zVA6mH921c9U4Vy/Z8nb/vBYm28erSi4Ng5Ci+l23z+YTIaTej1hZhMZkxmM3p9IUaj6ZHEYtHp0O3+C/dBbyBxdsapZg2cmzZGu9V2cZR20xacmzdFHlYZZDLc+vel8GQsFo0GWVAgyob1QaEAmQxV+7YonqmF/sRJu8arUshpE16BBXvOoS00cjw1k10XrtK5hu06heoVvNl4KhW1zoDBZOa3o0n4uDnj7aIkS6Nny5k0CgqNmMwW/k68xuazaTQI8Snlp/43Oq2OXZv/YvDIN3BWOVMrqgbN2jdmy2rbPm7foy1vjx3Eey+P5Mqlq8X2BVcOpGGr+iidFcjkMjr0bEvtBrU4tt++fQxg0upJ23yYWqN6I1MpKVevKhU71LWZyc09n0pM1HtsaTeOLe3GcWjkD+iu57Kl3TgKrtyaSAjp1ZQbRy6Qn5JR8kf9T8ZbqkIdxmN7UXbvBwpnZGHVcardGMP+O6xncVLgFNUCwz7b19Q+iSxmiUO+HheP9eA6JCSENm3aMGHCBNTqW6u+C0p5hPkgVCoVbdq0Yc6cOeTn5xMVFQXAunXr6NChA7t27WLnzp3s3LmTadOm3bGco06dOqSkpHDgwIGibbGxsVgsFtRqNd7e3ri5uaFWq9m40XG1wdenzEPirCT0r9/wmxXN9U++pvBiCs51a1DpyK1ZUbfnWhC8ZTGVjqzDb/oosn/8DXXMrT/kctFDqHRwNcGbfsScpyZj8hcOi/l2U8bMROmsZPeZzcz49hOmjJlBQlwSzzZ4hkOJtx7pDxv7Fp7envzf1kUcStzJocSdTJox+i5Htp/vJ3yLwlnB4mM/88HckXw/YQGpF1KJqBfJ8rO3av1fGfka7t7uzFg/m+VnV7D87AremjqkaH/3t3ry0/FlfL9/Ed6+3nz+5jSHxbx/3E/InZ14KfYbms8fyv7oxeTEX8a3fjh94hcCYDGZ0V7PLfoqzNFgsVjQXs/FYrbOVO4Z+g1uFcvxyulvabt0JMdnrubq3jMOifnKxAVInJVEHllG4FejuDxxAfoLl3CpF0nk6d+K2nl1aUb4ru+JPP0bAbM/5Pp3q8kpUf7h1bM12asffUnId0t+pW7rbvy47Dc2bt1J3dbd+G7Jr48sntzZXyJRKPHdsAbvjyaQO/tLjEnJONWqid+2TUXtCo8dR/3dQsrMnI7fxrXIAyqS/fGngPUJnduA/vhtXIvfxnW4vNCL7MmfYIy/YPd4x3Wsjc5ootVXm4iOOcy4jrUJ8/Hg2KUbNJp56+0PH7augUIupeu322j15Sb2JqQzp3eDov0rjyXS/ustNJ+zkTl/nGZU25q0rFq+tB/5n80a9yVKZyWbYtfw8fwJzIz+kqT4ZJ6pX5M/4m/18VujB+Dp7cGiTd/yR/wm/ojfxOjPPrDulEgY9GF/fj+5ls2x63hxYC8mDvmE+NP272OAI9GLkTkr6HlqPo3nD+VI9GLy4i/jUz+c3hesM7oWkxnd9dyir8IcDZgt6G7LFwChLzQjaaVjSxeetHhLo132NSgUuH/5G6o3x6Fd9hXmKynIqtTA/ZvibzaR12mCRZuPSbyC74kgsTjqGa+dFBYWMn/+fDZv3oxcLsfDwwNfX1/efPNNdu7cSUFBAWPGjClq37dvX+Lj44vKOAC+//57pk6dyoABA2jVyvparyNHjtCnTx+GDx/OO++8A0CnTp0YM2YMLVq0KPqsVquladOmxMTEMG/ePGrUqMFrr71WtD82NpaZM2eSm5uLwWAgMDCQb7/9Fo1Gw7Bhw0hPT6ds2bKEhYWh1+v57LPP7uv3vhh57/coPk66Z+Y+6hAeWFVn+7/SytG6Gh/969weRF3Fk3deVDv81aMO4YHd6D7w3o0eI16DG9y70WOm9biD9270GHnPYv/yEcFW5+ce4my3nXj8+Ohf43euSieHHDfiwqZ7N3oIHvvB9f8qMbh2PDG4djwxuH44xODa8cTgWiiNGFz/O2crd3bIcSMTfnfIcR/UY10WIgiCIAiCIAhPkifqbSGCIAiCIAjCk+1x+EdkHEnMXAuCIAiCIAiCnYiZa0EQBEEQBOGheZz+wRdHEINrQRAEQRAE4aF52l+lIcpCBEEQBEEQBMFOxMy1IAiCIAiC8NCIBY2CIAiCIAiCINwXMXMtCIIgCIIgPDRiQaMgCIIgCIIg2IlY0CgIgiAIgiAIwn0RM9eCIAiCIAjCQ/O0L2gUg+vHVE6e6lGH8EDGy8o96hAeWJ7pyfvj3uOke9QhPJCLFvdHHcIDG9p94KMO4YGVW/fjow7hgZyq88GjDuGBjTGVf9QhPBDtE/hcOsXpycvJ1w8+eR3t8agD+B8gBteCIAiCIAjCQ/O0L2h88m65BEEQBEEQBOExJWauBUEQBEEQhIdG1FwLgiAIgiAIgp085W/iE2UhgiAIgiAIgmAvYuZaEARBEARBeGie9rIQMXMtCIIgCIIgCHYiZq4FQRAEQRCEh+ZpfxWfGFwLgiAIgiAID435UQfgYKIsRBAEQRAEQRDsRMxcC4IgCIIgCA+Nhae7LETMXAuCIAiCIAiCnYiZ66eAzMuNkFnv4tG8NsasPC5/toysdXts2lX48GX8h/XGUmgo2nam3fsUXroGQFTaOkwFOrBYX++etX4vKaO+cUjMCi9X6s8eTPkWNdFn5XNy+gpS1v59x/ZSJxkdd0zHyVVFTNQwAHzqh9Ni+ehi7Zxcnflr0JekbTps13iVXq60mDWYgOY10GXlc+izFVxct/+u8fbeNg0nNxXL671ns79Kr6a0/uptdo9ayPlfd9k11n+4errxxowhVG/2DOosNatnLOfg+r027doN7ELbfs/h5u2OvkDHoY1/89u0pZhNZtzLevDq5AGEN4hEoVJyOT6VFZ8uIfHEBYfErPJ0pceMNwlrVpOCLDXbZqwgdr3tedF44HM07NcBF283Cgv0nNq4n63TfsFsslby+UcG0+WjfvhXC0Kv0XL4l53s+nqt3eOVuLvjFT0KRb0ozLm5qL9biG77H6W2lVetgsd7Q3GqWhWLTkv+z79QsHI1AGXmzkEeGopE4YTpajrqhYvR791n93jv1y+r1rNu0w4uJCbRqW1Lpk4Y8chiAWuOC545DPebOe7K5z+TXUqOK//By/gPewHzbTnuXPvhRTnu2dSYYjkue/1eLo2eZ/d4nbxcqTPnTXxb1qQwS83ZqStIu0t+kzjJaP3HZ8jdnNn67LCi7eWaRFJjch9cQ/0ozMon/uv1pCzbafd44cnLyc6ernSaMZiQ5jXQZuWze8YKzsbcPScP2DINhauK+Q1v5eSO0wcQ2CCCMqF+bBr1A6dW/WXXOIvF4OGOz5QPcGlUF1NOLllfLiZ/05827bzfeQ3vwa9gMdw6j1N7vo0xLR0AlxYNKPv+AOQV/SiMTyJj0hcYEi85LG5HMD/l/4qMGFw/BYI+fRNLoZGTtfvjUj2UsCUTKDibhC4+1aZt9oa9JL335R2Pdbb9++iT0x0ZLgBR0/pjNphYW+sdvGoE02LpKLLPpJAXf7nU9tWGdEGfqcbJVVW07fqhOFZVGVj0vW+jCJovGcHVP2PtHm/TT/tjLjSytPZQylUPpuOSkWSevUT2HeJ95u3O6DLVOLmpbPYpPF2oM6wrWedt///Y02tTBmE0GHk/ahBBkSEMXxRN6rlkrlxIK9buxPbD7F25E21eAa6ebryzYARt+3di248bcXZxJunkRf5vyk/kZebR/KXWDF8Uzeim76Av0Nk95uenvIHJYOSzqCGUjwyh76JRpJ9LIeNC8X4+v/0ox1buRpdXgMrTlVcWvE/D/h35+8dNALz41VDObj3Cjy9PwTvAh8GrJpN+LoXzO47ZNV7PEcOxGIxkdO2JvEoYZWZMx3gxAWNScrF2Ek8Pysz+nLy589Ht2o1ELkfm61O0P++reRiTk8FkxikygjJfzuL6K30xZ2bZNd775VOuLG/1f5l9B4+i1xc+khhuF/jpW1gMRk7V6YeqeihhP01Ee5cclzz8izse63yH4Q7Pcc9MfwOzwcjmGkPwrBFCo2WjyD2bgjqu9HxR5Z0u6DPzkLs5F22TyGU0WPwhZ6b8QvLPO/GqXYmmqyeQfewieWftP5B60nJy+yn9MRmMfF13KH6RwfRePJKMs5e4caH0eBu81RltphqFa/GcnHHuEuc2HqTl2JfsHmNJ5SYMBYOR5BYvoaxWGf/5U9DHJWJISLFpm791NxljZ9hsdwqqgN/nY7g6ZCK62HN4vfEC5ed9zKXnB4LpyVkmaBZlIY+/1q1b07FjR7p160a3bt2YNm3aXdv37duXP/+03i2OHTuWZcuWAbBmzRqioqKKjtOjRw/277/znfA/0tLSWLFihU1M8fHx//I3un9SlRLvTo24PPMXzAU68g+fI3f7Ycr2aunwn/1vyVRKAjrV59SMlRgL9Nw4FM/lbccI7d201PaugT6E9GrC2a/X3/W4oS82I/X3Q5i0ervGK1cpCe1Uj8MzV2Es0JN+OJ6U7ceo0qv0eN0DfajSswnHvyk93gZjX+L0om3osvPtGuftFColdTs2YO3s/0NfoOPCkfOc2HGExj1b2LS9fuka2rwC6zcSsJgt+Ib4W/elZrDtx43kXs/BYjaz+9cdyJ3k+FeqYPeYnVRKIjvWZ8fslRQW6Ek5Esf5HUep3bOZTdusSxnoimKWYDFbKBviV7TfK8CHk+v2YTFbyLqUQcrheHyrBtg1XomzM84tmqNeuAiLVoch9jS6vX+j6tDOpq3bSy+iP3gY3fYdYDBg0WoxptwaIBkTEm9dGC0WJDI5Ml9fu8b7INq1bEKb5o3x8vR4ZDH8Q6pS4vVcI67MXI65QIfm8Dlyth+iTM9Wjzq0UslclFToXJ9zn6/EVKAn61Ac6VuPEtjb9jwGcAnyIbBXU+JL5DeFlytOHi6krrI+bco5kYj6wmXcq1a0f8xPWE52UikJf64ee2avwlCgJ+1IPBd3HKN6z9Lj9Qz0oXqPJuyfbxvvsaU7SNl3BqPeUMon7UeiUuLWrilZXy/BotWhO36Ggl37cX++zQMdR9UkCu2x0+iOnwGTmZwff0PmWxZVVC0HRS78G0/F4Bpg7ty5xMTEEBMTw7hx4/71cRo3blx0nPfff59PPvnknp+5fPmyzeD6YVFWqoDFZEafdKVoW8HZJFRVg0pt79m2HrVP/0z1P+bi07ejzf7wVdN45thiKv8wBkWAYy7uHpX9sZhMqBNvzR7lnE3BM7z0wU/dT/sRO/03TLo7z6DJVEoCO9cn6Tf7P9LzrOSP2WQiN+lWvJlnL1HmDhe5JlNe59DnKzHqbJO1T+1K+NQK5ezPpZcO2It/pQqYTGauJV0t2pZ6LoUKVQJLbd+ga1O+ObWUr0/8RGBEMLt/2V5qu8DIEOQKORkp9p/5K3eznzNv6+er5y7hW6X086JW18ZMOLWQ8Se+xz8iiMO/3OrT/Yu2UKdXM6RyGeUqlSfw2TAS9p62a7yywAAwmTCl3noSYExIQB4aYtPWqXoEFrWasgu+xnfDGrw/n4rUr/jfl/fn0/D/YyvlfliA/sQJDOfj7Brvk0pZqQKUyHHac8moqpZ+Lnu2rUetU8uI2PE15UrJcVVWTafm0Z+o9P1Yh+Q4t0r+mI0mNLflt9yzl/C4Q36rNbUfZ6evwFwiv+lv5JG6Zh9BL7cAqQTvulVwCShH1iH7nxdPWk4uczNXZN+WKzLOXcLnDjm53cevs2dG6Tn5YXEKDsBiNGFIuTWzro9LQhEWXGp7lxYNCdm3isB13+PxUpcSe2+b9ZVIQCJBUSXE/kE7kAWJQ74eF09tWUjfvn0ZMGAArVq1KvX7+6FWq/H09Cz6fsSIESQlJWEwGAgKCmLatGl4enryySefkJaWRrdu3QgODmbu3LkAbN68mYkTJ3L9+nUGDBjAa6+9Zt9fEpC5qjCrC4ptM6kLkJVSjpC1YS/Xl2/FcD0X1zpVqPz9GEx5GrJirMnvfK9xaI7FI1UpqTj6Var8NJ4zHT6w+6MmuYszBrW22DZDnha5q7NN24COUUhkUtK2HMG3UcQdjxnYqR76LDUZ+8/ZNVaw1gyWjLdQXVBqyUfIzXiTtxyhfIl4JVIJzab2Z+/EJUU1n46idHFGl1/8vNCqC3AuJWaAg+v3cnD9XnxD/GnSsyW5N3Jt2ji7qRg8ZxgxX61EW+KcsweFizP6/OL9rFcXoHSzPS8AYtf/Tez6vykb4k/tns3Ivy3m838co/ecITQZ3BmZXMbOr1ZzOTbRrvFKVCrMmuL9YM7XIHFxsWkr8/XBqWpVsj4YiSExEY8hb+M9eSKZ79yqr80eMw5kMpT16iIPDnb4OfKkkLqqMJXMcXkapKWcy9kb93Hjl20YrufgWqcqlb6z5rjsmzkuvnd0UY4rP6oPlX+awLkO79s1x8ldnTHml8xvBcVKPv5R/jlrvri6+QjlGtvmt8tr91N7zmBqTnkdgJNjFqG9Yv9SoScuJ7s4oy8Rrz6vwKbkA6BqB2u88VuPENTwzvE6mtSllHyh1iAtJeb8LXvIW7kJU2YOylrV8P9iAua8fPI370J74DhlPxiIc71a6I6fxXvgi0ic5EiclQ/rVxHuw1Mzc/3ee+8VlXP89de/v1P++++/6datG+3atWPy5MmMHDmyaN/48eNZs2YNGzZsICwsjB9++AGASZMmUblyZWJiYooG1gA6nY4VK1awdOlSZs+ejUaj+fe/4B2YNFqk7sUv5jI3F0wlkjuA7kIahmvZYDajORpHxqKNeHduXLQ//+BZLAYjpjwNlyb9iCLID9UdZjr/C2OBDif34gnFyV2FUVO8hlemUlJ7wiscnbjknscMfbEZSatsF+vZg0FjG6/CTYWhRB/LVUoajn+ZfZOWlnqcyH5tyTyXSsaxBIfEeTt9gQ5nt+LnhcpNha6U8+J2GcnpXL6QSt8pg4ttd1IqGP7jWBKOX2DTfPsvDAQoLNChLDFgUrqp0OffvbY7MzmdjAtpPD/lDcC6KLLfkjH8OXctH4f3Y0bDd6nSvBb1X2tr13gtWi1S1+J9LHV1wVJge+Nh0Rei2/OXdTa60IB68RIUtWogcXUt3tBkQn/gEIr6USibNLY5zv8is0aLrGSOc3fBXGqOS8VwLetmjjtPxqKNeHUqPcelTV6IItAPZzvnOKNGh9ytlPxW4jyWuSipPvFVYseXni/cwioQ9d27HBu2gPWBr7OzxWiqDH0ev7a17RovPIE5uUCHskS8SncVhZri54STSknL6JfZMbn0Pn6YzAWl5As3F8wa2/PYkHgJ03Xreaw/cZbcZetwbW8tKzIkpZIxfiY+44YSsutXpN4eGBIuYbx246H8HvZidtDX4+KpmbmeO3cuVatWLfr++++//1fHady4cdEA+eDBg3z44Yds3boVlUpFTEwMGzZswGAwUFBQQEhIyF2P1alTJwACAgLw8PAgPT2dypUr/6u47kSfeAWJTIoytDz6myUAqsgQtPH3seDFYuGuT1Hutf9fyktIRyKT4RbqR36SdRW/V2QQuXHFF9q5V/LHNbAcbddOAkDqJMfJw4XuJ75he5fJaNKsycSlQhl8G0VwePSP9g8WyE1MRyqT4RHqR97NeMtGBpFVYqGPZ6gfbgHl6LZ6ojVehRyFuwt9j81jbdePqNikOhUaRhDU+hkAlF5ulK0eTNnqQeybYN/kn554BZlMim+IPxk3F28FRoRw5cK9F1FKZVJ8g2/VL8sVcob9MJqsq1ksHfedXeO83Y2b/Vw2xJ/MmzH7RwSTUWIB5p1iLnMzZu8gXyxmCyfWWG+y89KziN2wn6qtanNo2Q67xWtKTQOZDFlARUxp1nNBHhZms5gRwHCxxA3VPWalJTIZ8ooVsG+l6pNJn3gFZFKUIeXRJ9/McRGhaEtZzGjDYkEiuUsSs9j/QXJ+YjpSuQzXUH80N8sWPKoHk1civ7mF+uMSWI5mMcXzW8fY+ezpPAmPagHkJ6STscu6GDA/4SrXdhzHr3Vtru04YdeYn7ScnHUzV3iH+JGdbI3XNyKI6yVysneoH54B5eiz0pqTZQo5SncX3j08j597fERu2sMbkBpS0pDIZTgFVcBwyVripAyvROFF28WMNiwUuxZrtu9Fs9164yJ1d8WjZ0f0px2/xku4f0/NzHVJMpkMs/nWfYxe/+CXqQYNGmA0Grlw4QJHjhzh119/ZeHChWzYsIH333+fwsK7r6JXKm89ppHJZJhMpgeO4V7MWj05mw9QYcQrSFVK3KKq4dW+Ppmrd9m09WpfH5mndabMtXYVfAd0IWfrIQCcqwaiigwFqRSpizOBk97AkJ6F7j4GNg/KpNWTtvkwtUb1RqZSUq5eVSp2qGszy5F7PpWYqPfY0m4cW9qN49DIH9Bdz2VLu3EUXMksahfSqyk3jlwgPyXD7rECGLV6kjYfpt6I3shVSvyiqhDcvi4XVhePNysujeX1h7Oqw3hWdRjPnlEL0V7PZVWH8WiuZLLrw+9Z0Wp00f7rsYkc/WIthz9fafeYC7V6jm49RI8PX0ahUhJWN5za7aL4e81um7bNXmqDe1nrwrUKYQF0fqcnZ/edAkAml/HO/JEU6gr5ccTXWBxYqmDQ6jm79TBtPuyNk0pJUN2qRLSrWzRIvl3dl1riejNmn7CKNH+nG4n7zgBYa7Yl1ppsiUSCm48nNbs04pqd385i0enQ7f4L90FvIHF2xqlmDZybNka71bZeXbtpC87NmyIPqwwyGW79+1J4MhaLRoMsKBBlw/qgUIBMhqp9WxTP1EJ/4qRd430QRqMJvb4Qk8mMyWxGry/EaLR//rofZq2enC0HKD/yVaQqJa43c1zWGttXmHneluNcalfBZ0AXcrYdBGxzXMBEa47TXrRvjjMV6Lmy6TARo3sjc1FSpl5VyneoS2qJV7zlnU9l67PD+LNNNH+2ieb4CGt++7NNNAWXM8k5lYxbJX/KNYm0/j7Bvvi1q0OuA94U8qTlZINWT9yWwzS7mSsyDcDEAAAgAElEQVQqRlUhrF1dzqwpHu/1uDTmNxrO4k7jWdxpPJvHLERzI5fFncaTdzNeqZMMmdIJiUSCVG79b+52Q/YvWbR68nfsw/vd15GolDjXicSlVSPUG2zX37i0aoTUww0AZY1wPPt0o2DnrZcrKCLDrOextyc+k99H8+cBDEmOffuUvYma6ydUUFAQp06dok2bNly8eJFz5x687isuLg6NRkNAQAAnTpzAzc0NLy8vCgsLWb16dVE7Nzc38vMd9+aHe0kZ/x0hs4bxzMklGLPVXBr3Hbr4VNzqR1Ll54kcD38FAO+uTQmZ/S4ShROFVzNJn7+GzFXWC5RTOS+Cp7+NU/my1reOHInjQv9PsTjognokejEN5rxJz1Pz0WfncyR6MXnxl4vek7qqykAsJjO667fqaAtzNGC2FNsGEPpCM84t2OiQOP+xd/xPtJg1mNdPfoMuO5+94xaTHX8Z//rhdPp5FIvCB2ExmdHeFpsuR4PFYinaVphXot7OYMKQr6VQffdSjX9r2YQfeGPmO3x19Efys9X8POEHrlxIo0q9CD74aRzvVO8LQJWocHqOfAVnV2fUWXkc/n0/a+f8HwCV64ZTu20Ueq2eebG3HgV/0X8aFw7bv5Zyw4RF9Jj5FtFHF1CQnc/6CYvIuHCZ4HrhvP7TGKZUHwBAcFQ47Ua+hMJViSZLzenfD/LHHOtNij5fy69vfUH7sa/Q9dMBGPSFxO045pD3XOfO/hKv6NH4bliDJS+P3NlfYkxKxqlWTcrM+pxr7a1PrwqPHUf93ULKzJyOxNmZwthTZH/8KYD1BmBAf7w+CQaTGWNaGtmTP8EY75h3id+P75b8yoJFy4u+37h1J0MG9GHoQPuvG7kfqeO/JXjWMGqeWIopW82l8d+ii0/FtX4kYUsncbLaywB4d21G8KxhSBROGK5mcm3+GrJu5jh5OS+Cpg0pynGao+dJ6D8FHJDjTo5dxLNfvMVzpxdQmJXPyTGLUMddpmyDcBr9MoaNlQdYF6Lfli8MOfnWMoCb2wpSMjj2wXfUmtoPVUA5jHkFpK7ZR8py25sKe3jScvK2CT/RaeZghh37Bm12PtsmLObGhcsE1AvnxSWjmBNpzcma/2fvvqOiuP4+jr+3wLKwNHsXEUGxK0jsvccaY0s0xmiMGjW2GFuMsSVqNNEUo0Zjjb33HnsvqCAWQMCCIp3t5fkDA66LUX4uYHzu6xzOCTPfHT6SuzN379w7PH9ONlustnVf8RWlns4dLxHgS+vv+7G62zSiTtv//BY35WcKTRmB19/rMCUlEzdlPoY7d3GqUYmiC6YSUasjAKrWDSk0ZQQSRweMD+NIXLKOlG2Zd90KfDUQhZ83FqOJ1L1HeTIr5+4o5pQ3aQpHTpBYcnIoKpc0adKEBQsWWE0LiY6OZtiwYRgMBvz9/YmMjOSzzz6jcePGVosbv/rqKypVqsSHH37Ipk2bmD59OsWLF8disWCxWBg4cCBt2rTBYDAwevRorl+/jqenJwEBAVy9epUVK1ZgNBoZPHgw9+7dw9vbm3nz5tlkyirjvzlfomOO/K5yyi2zy8uL3jDJ0jfnU+6rOiO3/7Olc1IxHPM6QrYNLvHg5UVvmAJbcub2e065Wn14XkfItijDf+scp/kPnt/uOvz3Mr/v+jivI2Rb2Wt78zoCewp3z5HjtopdkyPHza63onP9NhKd65wnOtc5T3Suc4foXOc80bnOeaJznTvehM71rhzqXLd5QzrXb+2ca0EQBEEQBEHIbW/tnGtBEARBEAThzfMmLT7MCaJzLQiCIAiCIOQa89vdtxbTQgRBEARBEATBXsTItSAIgiAIgpBrzG/5tBAxci0IgiAIgiAIdiJGrgVBEARBEIRc87Y/A1p0rgVBEARBEIRc87b/hUYxLUQQBEEQBEEQ7ESMXAuCIAiCIAi5xiwRCxoFQRAEQRAEQXgFYuRaEARBEARByDViQaOQJ05JVHkdIVuGxx3O6wjZVs6jeF5HyLby0sJ5HSFbykuc8jpCtnn0D8rrCNl2tfrwvI6QLZUvzc3rCNnWumybvI6QLb08q+d1hGxLw5TXEbIt9sl/61oNUDavA/w/IDrXgiAIgiAIQq55258WIjrXgiAIgiAIQq4xv93rGcWCRkEQBEEQBEGwFzFyLQiCIAiCIOQaM2/30LUYuRYEQRAEQRAEOxEj14IgCIIgCEKuEY/iEwRBEARBEAQ7EQsaBUEQBEEQBEF4JWLkWhAEQRAEQcg1b/tzrsXItSAIgiAIgiDYiRi5FgRBEARBEHKNWNAoCIIgCIIgCHbyti9oFJ3rt4DCw4Wms/pTqkElNPGpnPp+LTe3nHphvdRBRo+903FUKVlaaygATp4q2v4xAk+fokilUuJv3+fE1NU8OH/LLhk9PT1YtHA2zZs1JC4unvETZ7BmzZYsa2dMH0ffj3sCsGTpasaOm56x7922zZk69Su8Spfk6tVQPv1sFKGhmRnLlCnFj3Om0KDBO+h0ev5ctoavxk577fzuHm5M/XECdRoGkRifyJxpv7Jz016bulp1azJo5Cf4VylPcmIyzQI6Wu2vFliZsVNGUNbXi5io+3w7ZiYXz1x57XxZUbmrGDxrKNUaVCc5PpmV3y/n2Na/beo6DuhE4y5NKVi8IMnxKexZsZMtv2/O2O9XszyfTOpPCZ8SxEbHsnDCAkLPheRIZid3F1rN7I/X07Z8dOZaQrf+e1v+eM90HF2U/PbO0IztLWf0pWRQBTzLFGb36EVc23AsR/ImafR8s/MipyIe4al0ZEjjirSpWNKmTm80MXN/MIfCHmA0m6lWIj/jW1ejsKsSgHFbz3M28hEag4n8KgV93vGlczWvHMks81BRetYQXBtUwxifzP3vV5Cw5ahNXdHh3Sky5H3MekPGttAWw9BHxQJQI3orJrUWLOljUAnbjhP15c85kvllVm/YxpZdB7gVHkGbZo2YNmFknuT4h4enO3PnT6VRk7o8eZLA9Mlz2bRhh01d3fpBjPxyEJWr+pOYmExglaZW+88FH6RgofyYTab0789eplunT3Iks9Ldha4zB+BXvzJp8SnsmrmGS9tO2tTV/6Q19T5qiYunKzq1jis7TrFj+irMpsxZtPU+bkWDvq1R5Xcj4f4TlvafTVzEQ7vmdXZ3odfMgVSoX4XU+BS2zlzNuW0nbOqafNKWxh+1eppXy4Udp9g0fYVVXoByQRUYsXYyu+dvZNsPa+2a9R9yDxVl5wzCo2FVjPEp3J2+krjNx23qSo7sSvFh72F55r13uclIdFGxyPO5Un7pVyh9iiORSdHciiHy22WknAvLkczC/0Z0rt8Cjab2wWww8kf1wRSoWJp2f44iLiSK+Jv3sqyv8VlbNPEpOKqUGdsMah0HRy0iMeIhWCx4t6zJu0tHsrjaICym1196MH/eNPR6A8VKVKVa1Yps27qc4OAQQkJuWtX17/ch7du3okZAcywWC3t2/0VERDQLF63Ax6cMy5fNp137Xpw+c5FRIweyeeNSKlZuiMlkwsHBgT27/uK3Bcvo8cFnmExmfH29Xzs7wMTvRmPQG6hfqRXlK/myYNVcwq7f4nZYuFWdRq1h01/b2bl5HwOG9bHa5+7hxm8r5vDN6O/Yv/MwbTu34NcVP9AisBPJSSl2yfmsT6d+htFg5OMavShT0ZvxS78mMjSC6JtR1oUSCT8Nn0tkaARFShdl0spvibsfx/Htx1C5qxi/ZCILxv3K6d2nqN+hAeOWTOSzev1IS0qze+bmU9Lb8i81B1PIvzRdlo7iUUgUT25l3ZZrDWiL+kkKji5Kq+2PQqMI3XGGRl91s3vGZ83YewUHmZRDw9oQFpvIkHWn8C3kjk9BN6u6VefuEHwvnvX9mqBycmDKrkt8v/cKc7q8A0DfOr5807Y6jnIZEXEp9Ft1jPKF3fEv6mn3zCWnDsBiMHK1+kcoK5bB58+JaEIi0N6MtqlN2H6cyGFzX3isGy2HoYu0b6fpf1GwQH4G9OnOiTMX0On0eR2H72Z/jcFgoGK5elSqXJ5V637n+rUbhN24bVWnTlOzeuVGlBt3MnTEgCyP1bv7QI4eefEHTHvpPKUvJoORbwI+o5i/F58s+ZL7oVHE3oqxqgvZf4Fz6/9Gm6xG6e7CR78Np16fVhz9YxcAtbo1plbXxvzx8Uxib98jf6lCqHPgXNF9Sj+MBiNjAvpTwt+LwUvGEhN6lwfP5Q3ef55T6w+jSVbj7O7Cp7+NpHGf1hz8Y2dGjVQu4/1JHxNx6ebzP8auykzvj0Vv5FzlT3Cp5EWFFeNIu34XTRbvvSfbTnDr83k2201pWm6P+AVt+AOwWMjXqhbll43lXOW+YIdrdW757yT937zygsb333+fDh060KZNG/z9/enQoQMdOnRg7NixL3zNqVOnOHky85Ov0WjEz8+P9u3b0759e9q1a8eRI0de6x+QlYSEBCpVqsR3331ntX3u3LnMnj0728fT6/X89NNPtGzZkrZt29K+fXuGDh3KnTt3XvkYDRo0yFb9q5IrFZRtHcjpWRswqHU8OHeTiP0XKd+5Xpb1biUL4tepLhd+3ma13aQzkPj0zYpEgtlkxslDhZOH6rUzOjsr6dypDZO+mUVampoTJ8+xfcd+PvzgPZva3r3eZ+7c37l37wH37z9k7tzf+ah3VwBaNG/I8eNnOXHyHCaTiZmzfqF48SI0bFAbgI96d+XBg1h+/GkharUGnU7H1auhr51f6exE83ebMO+731Gnabh45gqH9x6l/futbWqvXgph2/rdxNy17QxWD6xC3KMn7N1+ELPZzPYNe0h4kkjzto1fO+PzFEoF77Suw1+zV6JVawk9F8K5A2dp1Nn2Z21ZsInwa3cwm8zcD7/H2f1nKB9QAYDyARVIeJzIyZ0nMJvN/L35CMlPkninVR27Z3ZQKvBtHcixH9Lb8r3zN7l94CIVX9CW3UsWpGKnupz+dZvNvkvLDxB14jpGnSGLV9qHRm/kwI17DG5QAWdHOdVLFqBhuaLsvBZlU3s/UU1t78LkVzmhkMto4V+CO3GZH6h8CrrhKJcBIJGABIhOsH+HRKpU4NG6NvdnrcKs1pJ2LpTE/WfJl0W7+C9p3qguTRvUwcPd7eXFOczZWUnb9s35buo81Glqzp6+yN7dh3i/e3ub2ksXr7Jh7TbuRtp2rnKTo1JB5Va12PPDOvRqHZHnwwg5cIGaWbz3nkQ9QpusBkAikWA2myngVSTj+xbD3mPblOXE3r6XUa+xc+faUamgeqsgtv+wFp1ax53zYQQfOE9Q5wY2tXFRsWieyWsxmyn4NO8/mvV/l9CjV3h4575dcz5LqlSQv20QUTP/wqzWknL2BvH7zlOwS8NsHceiM6C9cz/jWm0xmXHwdMXBDtdqwX5eeeR6/fr1AMTExPDee++xdevWl77m9OnTmEwm6tSxvhCvX78ehULBoUOHGDVqFGfPnkUqtd+DS7Zt20aNGjXYvn07I0eOxMHB4bWON2bMGEwmExs2bMDV1RWLxcLhw4eJjIykbNmyVrUmkwmpVIpEkjsTijy8i2A2mdJHnJ+KC42ieFD5LOsbfNubUzPXY9Rm3enosW86nmWLIXOUc331YTRPkl87o6+vN0ajiVu3Mkd5g4Ov0+Bpp/hZ/v6+BAeHPFMXgr+/b8b3z/5aJRIJEomEihX9OHT4OEFBNYi8G8OObSsICKjG9es3GDZ8Iteu3Xit/F7epTAZTUSGZ3aably/RWDtGtk/2HPNQiKBcuXLZl37Gop5F0/vLEdkXiwiQyKo+E6ll77WP9Cffav3WGW0IpFQyq+0vaJm8HzalhOeacuPQqMo+YK23Gxyb47+S1vOaXfjU5FLpZTO75qxzbeQOxei4mxqO1Yrzcz9wTxK0eDq5MCua9HULVvYqmbanstsD45CazRRvrA79X2K2BzndSm8i4HJjO6ZdqEJjcQ1qGKW9e7NAqlydSWG2AQeL9tJ3Io9VvvLbZiBRCIh7cINYr5dgj7mkd0z/9d4+3hhNJoIvxOZse36tTDq1A38n47366JZSKRSrgWHMnniTEKu2f/2fwHvophNJqupG/dD71I2qEKW9dXb1+G9aZ/g5OpM6pNktk9bCYB70Xx4FMtPEb+SdJ89ELPJxPlNx9j/40YsFvstYSv0NO+jiAcZ22JC71IuyD/L+sD2dekxrT9KV2dSniSzYdqKjH35ihegzvuNmfHuGLp9mzNTbgCUZYthMZnTR5yfUl+PxK121u89z+YBBIb8ieFRIg+W7CZ2ufU0xKoH56D0KYbU0YHYVfsx2OFanZve9pFru0wLWbBgATt2pM8nq1KlChMnTiQyMpINGzZgsVg4duwY7dq1o0+fPlavq1WrFikpKaSkpODu7s7cuXOJiYkhKSmJyMhIqlSpQt++fZk5cyb379+ndevWjByZPpfup59+Yvfu3Tg6OiKTyVixYgUqVfont02bNjF+/Hjmz5/PkSNHaN68ecbPvHfvHr169eLx48f4+voyffp0JBIJTZo0Ye/evXh4eAAwbdo08uXLR4sWLThy5AhHjx7F1TX9IvpP/T/mzp3L3bt3SUpK4sGDB2zYsIGQkBCmTJkCQFBQkF1PLM9ydHFCn6Kx2qZPVuOgUtrUercKQCqTEr7nPMXfyfqk+VeLccgUDni3CkDmYJ9ZQyoXF5KTrac9JCWl4Kpysa1VuZCUnHmSSEpOwdU1/f/rwUPHmDF9PA0b1ObkqfN8OXowjo6OODun/1tLFC9Ko0Z16NT5Yw4eOs7QIZ+wacMSKlZuiMHwv3fAnF2cSU21HnlJTU7FReWcreNcPn+VQkUK0qZTC/ZtP0jb91pR0qsETs6K/znbizi5OKFOUVttU6ekoXSxbRfP6j6iJxKplIPrDgAQduEG+Qrlo177BpzadYIGHRtSpHQRFEr7Z3Z0dkL3XFvWJattpnwAlGsZgEQm5dbe85R8QVvOaWq9EReF9XtEpZCTpjfa1JbyVFHEVUmL+XuQSST4FHJjbMuqVjXjW1XjqxZVCb73hPN343CQ2f9JqVIXJabn2oUpOQ1pFueLhB0niFu9D8PjRFyq++L9+xhMyWkkbE2fv36zy1jSLt5EqlRQdPQHlP1zAqEtv/hP3ZrOCS4uzqSmpFptS0lOwSWL893LDOo/iqtXQpBIJPQf2Ju1mxZTN7CN3aeRKZwVaFOt33vaFA2KLNoFwKVtJ7m07SQFvIpQs3N9UuOSAHAvkg8Av/pVmN3qS5Ruzny6fBxJD+I5s+aQ3fI6OTuheS6vJkWNk8opy/pz205wbtsJCnoV4Z3ODUmJS8zY1/Wbj9k+J30EPCdJXZxs3nvGFDWyLDLHbT/Jw5X7MTxOwrVGOfwWj8aUnEbclsz52VeajkCicCB/6yAkdrpWC/bz2mfvQ4cOsXPnTtasWcP27dvR6XQsWLCAChUq0KVLFzp37szWrVvp16+fzWsPHDhAvXr1cHd3z9h27do1fvzxR/bs2cPNmzeZN28eixcvZsuWLaxbt47o6Gji4+NZvXo1W7duZdu2baxYsQInJ6eM16elpREYGEjnzp3ZuHGj1c88f/58RsfcycmJBQsW4OLiQuPGjdm5M30OlsFgYNeuXXTs2JGQkBDKlCmT0bF+keDgYObMmcOePXtwcHBgxIgRTJo0ie3bt1O1alUePcqZER19mhZHV+sToKOrEsNzJx65UkHdcd35++vlLz2mSWfg1tZT1Bz0LgUqlHrtjKlpabi5Wf/+3NxcSUm1vVWYmpqG2zO/azdXFSlPL1RhYXf4+JMv+OmnqcREXSJ/fk9CQm8Scy99JECj1XLixDn27D2MwWDghzkLyJ/fkwoVyr1WfnWaGtVzF0YXVxfSUtUveEXWEhOS+Lz3KPp81pNj1/dQv/E7nDp6ltj79m8b2jQtzq7WnX+lyhlNmuYFr4DWH7WlUecmTOszGePTDmJKYgoz+k2jff+OLL24guoNaxB8/ApPHtiOzr4uvVqL4rm2rHBVon8us4NSQaOx3Tk46eVtOSc5O8pJ01l3pNP0RlwcbS90M/ZeQW8y8/fwtpwa3Y6mfsUYvNZ2sZhMKqF6yQLEpmhYfzHC7pnNaRpkz7ULmasz5lTbdqG9FY0hNh7MZtIu3ODRkh14tMm8C5l6JgSLwYgpOY2YSYtxLFkYp3K2izn/v0lLU6Nytb5Fr3JVkZbF+e5lzp25hFarQ6PRMm/OQpKSUnindoC9ombQqXU4PdeRdlIp0WXRLp4VF/mQ2FsxdJ7SFwDD02lYh3/fjjZZTUJMHKdXH6R842p2zatVa1FmkVebqv3X1z2OfMiDW9F0n5LeH6nctCZOLkou7Mj5Oe3mNK3Ne0+uUmLKIrPmZgyG2AQwm0k5H8aDxTvJ/67tnV6LzkDcluMUH9IJZ3/7303MSRZJzny9KV67c33y5EnatWuHSqVCIpHQtWtXq3nWWXn//fdp0qQJkyZNYtiwYVb7GjRogEqlQi6X4+vrS506dXB0dESlUuHl5UV0dDRubm4UK1aMMWPGsH79ejQaDXJ5+gVt48aNdOzYEYlEQsuWLblw4QKPHz/OOH6TJk3Ily8fEomELl26cPr0aQA6derE5s3pT0g4cuQIfn5+FC1a1CZ7WFgYHTp0oGXLllZzuhs1aoSnZ/rio9u3b+Pq6kpAQPpJsF27djg7Z2+U81Ulhj9EKpPh7pV5i7lAhVI2ixk9yhTGtUQB3ts4kb4XfqbNomE4F/Kg74WfcS1RIMtjSx3kuJUu9NoZb94MRy6X4eNTJmNblSr+hITY3t4MCblJlSr+z9VlLjLZtGkn1ao3pXDRSkz+9ge8Spfk/PnLAFy9Gpojdwgiw6OQyWWULpPZcShf0ddmMeOrOHfqEl1b9qG2X3PGDP6GMj5eBF+y/5M37offQyqTUtQrsw17+ZexXcz4VNOuzeg8qAuTeo7nycMnVvuun7nGl+1G0LtKT378Yg7Fy5bg1mX7L/xJeNqWPZ9pywUrlCLuubbsWaYwbiUK0GP9RAad+5mOvw/DpZAHg879jNsL2nJOKJ1PhdFs5m585ijlzdgkyha0/SAeFptI+yqlcFc64iiX0T3Am2v3E0h4wWiZyWzJkTnXuvD7IJOieKZdKCuUyXJBlQ2L5d+nu1ksz896+n8p/HYkcrmMMt6ZnZ2KlfwIu/H6T16yWCy207TsIC78AVKZLGPuNEDRCqV4+NziwKxIZTLyl05/zz6+cz99ncMz5+GcOCc/epr32bnTJSqU5sGtl7djqUxGwad5y9etRKnK3nx3biHfnVtIzXfr0LhvWz5bNNrumTV37iORSXEqk/nec67ohTrs1d57//bmkshlOJUu/OKCN5A5h77eFHnyFxrXr1/PoUOHGDx4MMOHD0evz1zdrVBk3m6WSqU23xuNRuRyOevXr6dHjx7cv3+fTp06cevWLXQ6Hbt27WLdunU0adKEd999F6PRmNFp/je1atUiISGBO3fusGnTJjp37gyAv78/ERERpKamX0D9/PzYunUrPXr0ICUl89ZcTnWeX8ao0XFnzzneGdUFuVJB0YBylGlRkxubrB/v8yQshj+DhrGm1XjWtBrPodGLUcclsabVeFLvP6Fw9bIUDfRF6iBD5uRAjYHv4lzAjdhLt1/wk1+dWq1h85bdfDNpFM7OSurUDqB9uxasXLXRpnbFyg188cWnFCtWhKJFCzN8+ACWLV+Xsb9G9cpIpVIKFMjHgt9msn3HPsLC0heKrlq9iaCgGjRtUh+pVMqwof2Ji4u3elTf/0Kj1nJg52GGjPkUpbMT1WtVoUmrBmxbv9umViKR4KhwRC6XZ/y3wzO37CpU8kUul+GicuHLb4by8H4sJw6ffq18WdFpdJzec4oeIz9AoVRQPqACtZoHcWTTYZvaBh0b8sGXvZn8wURinz5m7VllKnojk8tQqpT0mdCXuAePuXz0kt0zGzQ6bu45R70RXXBQKigeUI5yzWty/bm2/DgshgW1h7GszXiWtRnPnjHpbXlZm/Gk3E//YCB1kCFTOIBEglSe+d/2pHSU09SvGL8dDUWjN3Ip+glHbj2gbSXbuz0Vi3my42o0KVoDBpOZdRciKKhywtNZQXyajj3XY1DrjZjMFk6Gx7I7JIYgr4J2zQtg1uhI3HOaoqN6IlUqcAkoj0eLWsRn0S7cW9RC5p5+x8a5WjkK9n2XxH1nAHDyLYnSvwxIpUidnSgx8WMMD+PR3H55ZywnGI0mdDo9JpMZk9mMTqfHaDTlSRa1WsOu7fsZM34ozs5KAoOq06pNU9avsV14K5FIUGScL0ChcMxYI1S8RFECg6rj4OCAQuHIoKF9yZffk7On7f/e02t0XN17lpYj3sdRqcCrpi8VmwdwYZPtY+JqdWuMKn/6wtHCPsVpMqgDt05cA8Cg1XN5xykaDWiHwsUJ9yL5eKdnE0IPXrR73st7z9BuRDcclQq8a/pRtXkgZzbZPlKybrcmuD7NW8SnOC0HdeTG07zbfljLN02GMb3NaKa3GU3wgfOcWHOQ5aN+tWteSH/vxe86Q8nR3ZEqFbgG+pGvZSCPN9g+HtWzZWDGe09VzYcin7Qhfs+59O9rlMO1VnkkDnKkTo4UH9wRx4IepFy0z2NzBft47c51nTp12LlzJ2lpaVgsFjZs2JCxgFGlUll1QJ/Xv39/3N3dWbdu3QtrspKamkpCQgJBQUEMGzYMb29vbt26xf79+/H19eXo0aMcOnSIQ4cOsWjRIjZt2pTx2sOHDxMfHw/A5s2beeed9EdhSSQSOnbsyOLFi7l8+XLGPO2yZcvSoEEDJk6cmNHBBtBoXny7zMfHh5SUFC5eTD+h7Ny5E7U6e1MIsuPI+D+ROznQ7/IvtPx5MEfGLyX+5j2K1fJjwI3FAFhMZtSPkzK+tIlpYLagfpyExWxBpnCg0dSP6B+8gL7n5m9in4AAACAASURBVOPVpCrb+8wmLTbxJT/91Xw+ZBxKpRMP7gWzcsWvDB4ylpCQm9SrW4vE+MxR0IWLVrBz534uXzzAlUsH2b37IAsXZS4+mTvnW548DiXk2lESEpIY8FnmCMPNm3fo3WcIv/w8g7hHIbRv14JO7338WvOt//HtmJkolE4cv76X2QumMvnL77kdFk7NoGqcjziSURdQuzpXoo+zcM1PFCtZlCvRx1m8bn7G/k8+78XJG/s5fHk7BQsXYEifL18724ssHP8bjk4K/ry0khHzR/P7+N+IvhlFhVr+rA7NfM/1HNULV09XZm6fw+rQdawOXcdn0wdl7O/0WWeWXV7FotNL8SyUj+/7T8/qx9nF/gnpbXnwxV9oN28w+yYs5cmte5QI9OOLkMy2nPY4KeNLm5iGxWwh7WlbBui64itG3lxKiQBfWn3fj5E3l75wYeTrGNeqGlqjicY/7WLs1nOMa1UNn4JuXIyKo/aszM7UiCaVcJRLab9gH41/3MXxOw+Z0yUoY//6i+G0mL+HBnN2MOfgNUY3q0wjX9s7Z/YQPX4BUidHKl9eTpmfRxE1fgHam9G41PKn6o01GXWe7etT8dgCqt5Yg9fcL4j9dRPxG9I74fICHpT5dTRVQ/+i4onfcSxZiDt9pkAedWh/X/YXNZt04I+V69ix9xA1m3Tg92V/5UkWgDEjv8XJScH12ydY8McPjBkxmbAbtwmqXZPwexcy6mrXDSTqUTB/bVxEyVLFiXoUzNrNfwDp609mzvmGm3fPcPnGUZo0q0/PLp+SkGCfc/LzNk1YgoOTA99cWMAH84awacIfxN6KoUygH9OuL82oKxPgy8g9M5kespRP/hzDjcOX2D0r87nQmyf9iU6tZeKZXxmy6VsubT3J2XVH7J73rwmLcXByZOaFRXwybxh/TVjEg1sx+ASWZ+71zClj3gF+TNgzmx9DlvP5n2O5fvgSW2eltw1dmpbkx0kZXwatHr1amyOPDgQIH7sIqdKRwGtL8P1tOOFfLURzMxrXoAoE3V6ZUVegQz1qnPyFoNsr8Zk/lHu/bOHx+iMASBUOeE/vT62QP6l5cSEeTWsQ2mt6+jSS/5C3feRaYsnmPZt/nhZy5syZjG1ZLWhUKpVERUXx+eefI5FIMhY0VqxYkeDg4IwR6VOnTjFmzBgOHDjAL7/8gslkYtSoUQCMGjWKmjVr0qNHDwB69OjBwIEDKVu2LF988QVarRaLxUKlSpX49ttvGTBgAK1bt6Zr164Z2SwWC02bNmXWrFkcPXqU6Oho4uLiePToUcaCxn8WQkZHR9O8eXO6du3Kt99+m3EMvV7PL7/8wp49e5DL5bi6ulKkSBEGDBhAhQoVmDt3rlVugLNnz1otaNy7dy9//vmnzdNFXmR+yQ+z878lzw2PtR35etOV8yie1xGyrbzTf+vWX22J+8uL3jBDvi2R1xGyLXTC6z9yMjdVvvTiZ2e/qUqUbZPXEbKll2f1vI6QbWnkzYez19FL99/LXOeB7V3j3PZzDvVxPo9e+fKiXJDtzrWQO0TnOueJznXOE53r3CE61zlPdK5znuhc5443oXOdU32cIW9I51o8v0UQBEEQBEHINea3fPVznixoFARBEARBEIS3kRi5FgRBEARBEHLNm7T4MCeIkWtBEARBEARBsBMxci0IgiAIgiDkmrd95Fp0rgVBEARBEIRc87Y/pk5MCxEEQRAEQRAEOxEj14IgCIIgCEKuEY/iEwRBEARBEIS3SEREBN26daNly5Z069aNyMjIF9aGh4dTtWpVvv/++1c6tuhcC4IgCIIgCLnGnENf2TFp0iR69uzJ3r176dmzJ19//XWWdSaTiUmTJtGsWbNXPraYFiIIgiAIgiD85yUnJ5OcnGyz3c3NDTc3t4zvnzx5QkhICEuXLgXg3XffZcqUKcTHx5MvXz6r1y5cuJBGjRqhVqtRq9WvlEOMXAuCIAiCIAi5xpJDX8uWLaNp06Y2X8uWLbP6+Q8ePKBw4cLIZDIAZDIZhQoV4sGDB1Z1N27c4Pjx4/Tp0ydb/z4xcv2GesecltcRsiVlUa+8jpBtyX+eyusI2TY2QpHXEbJlq+F+XkfIts3j7uV1hGwbYyqa1xGypXXZNnkdIdti7uzK6wjZElF/UF5HyDatxiGvI2SbRvLfy/wmMOfQw/g++ugjOnXqZLP92VHrV2UwGJg4cSIzZszI6IS/KtG5FgRBEARBEP7znp/+8SJFixYlNjYWk8mETCbDZDLx6NEjihbNHKh4/PgxUVFRfPrpp0D6lBOLxUJqaipTpkz51+OLzrUgCIIgCIKQa/L6LzTmz5+fChUqsGPHDjp06MCOHTuoUKGC1XzrYsWKcebMmYzv58+fj1qtZsyYMS89vphzLQiCIAiCIPy/8s0337By5UpatmzJypUrmTx5MgD9+/fn6tWrr3VsMXItCIIgCIIg5Jo34c+fly1blvXr19tsX7RoUZb1Q4YMeeVji861IAiCIAiCkGvyelpIThPTQgRBEARBEATBTsTItSAIgiAIgpBrzJK8TpCzxMi1IAiCIAiCINiJGLkWBEEQBEEQck1O/RGZN4XoXAuCIAiCIAi55u3uWotpIYIgCIIgCIJgN2LkWhAEQRAEQcg14lF8giAIgiAIgiC8EjFy/RaQeagoM3swbg2rYYxPJmbGSuK3HLOpKzaiG0WHdsGiN2Rsu95sOLqoWAAC723GpNaCJX02VPzW40SO/jVHMidp9Hyz8yKnIh7hqXRkSOOKtKlY0qZObzQxc38wh8IeYDSbqVYiP+NbV6OwqxKAcVvPczbyERqDifwqBX3e8aVzNS+755W4uuI2egyKgADMSUmkLl6E9uCBLGvl5crhOngIct9yWDRa0lavRLNxo1WNQ9Wq5PtxHqkrlpO25A+75wVwcVfx8cyBVKxflZT4FDbOXMWZbcdt6pp/8i7NPmqNytMVnVrL2R0nWTd9OWaTGdf8bvSc1Be/IH8clQru3Yxm7dRlhF++lSOZXT1cGTt7NLUa1iQpPpkFMxaxf8shm7qen3Wj9fstKFKiMInxSWxeto3VC9Zm7J+//gfK+JXB0dGB+9EPWTxrKcf3nbR7XjcPV8bNHk2thgEkxiexYMZi9m05aFP3wWfdaP1+S4qUKExSfBKblm1l1TN5f14/B+9n8i6atZRj+07YPS+Ag4cL1ed8SqFGldHHpxAybS0xm1/8u5E4yGhy8DvkKif21sj8C2UF6vpTadIHuJQpjD4+lZvzt3F3pe3/K3vw8HRn7vypNGpSlydPEpg+eS6bNuywqatbP4iRXw6iclV/EhOTCazS1Gr/ueCDFCyUH7PJlP792ct06/RJjmR+mdUbtrFl1wFuhUfQplkjpk0YmSc5/iF1V1Fk6nCc69TElJhE3JylpOw8YlOXf/CH5BvQ3eo6crfjQAwxDwFwaRREgREf41CsMLqbEcRO/BH9nSi755W5qygxcyiu9atjjE/m4czlJG7726au8Bc9KDS4K+Zn8t5qNQR9dPp1D6mUwsN7kq9rM6QuSvR3H3Cnx3jMyWn2z+yhwvuHwbg3rIoxPoXoGSt5stn2Wl18ZDeKDX3P6nd8temIjGv1Pwp0aUTZeUMJH/Urj1dnfT16U4kFjXZkMBhYsGABO3bsQC6XI5PJ8PLyYujQofj4+ORmFCvh4eH07t2bjRs3UrhwYQDOnTvH+PHj2bJlC87Ozjav8fPzw9fXF6lUik6no2XLlgwfPhyAr776ikqVKvHhhx9y5swZDAYD9erVy7H8pad9isVg5HLVj3GuWIZyy8ejDolEezPapjZh2wnCh/74wmNdbz4cXeTDHMv6jxl7r+Agk3JoWBvCYhMZsu4UvoXc8SnoZlW36twdgu/Fs75fE1RODkzZdYnv915hTpd3AOhbx5dv2lbHUS4jIi6FfquOUb6wO/5FPe2a123YcDAaeNy5E3IfHzxmfIfhzm1MkZFWdRI3dzy/n0XKrz+j/ftvJHI50oKFrA8mk+H6+RD0IdftmvF5H07ph9Fg5IuAfpTy92LYkrFEh0Zy/1aMVd3l/ec4vv4QmmQ1Lu4qBv02kmZ92rDvjx04OTsRceU2a6b8SfKTZBp0a8KwJWP5st4gdGqt3TOPnDYMo8FAu6rvUa6iD7OWT+d2SDgRNyOtCyUwZdh33Am9Q3Gv4sxdPZPY+484uO0wAD9+/QuRNyMxmcz4Vy/PT2tm071+b548ird7XoPBSNuqnSlX0Ycfls/gVsidLPJK+HbYjIy8Pz7Ne+Bp3rlf//xM3grMWzObbvV72T0vQNUZH2M2GNldaSDulbyovXI0SSF3SQm7l2V9uUHvonuSjFzllPnPkcsIWjqC61NWE7niEB7VvKm3cQIJF2+THGL/jtR3s7/GYDBQsVw9KlUuz6p1v3P92g3Cbty2qlOnqVm9ciPKjTsZOmJAlsfq3X0gR4+csnvG7CpYID8D+nTnxJkL6HT6vI5DoYmfYzEYuVO/O4ryZSm+4Ft0YRHob9+1qU3ZfZSHY2babHcoXYwis77k3oCv0V4JxbPv+xT75Rsi2/YDk30nAhSf8hkWg5GQgF44+XtTZsnXaEIj0N2ybX+JO44RPXxOlscpPLwnLjXLc7vzaAz3HqPwLYUlh/5/eE3vj8Vg5GKVvjhX8sJv+XjU1yPRZHGtjt92gjtDfnrhsWTuLhQb2hn1Dfu/34TXl6vTQsaOHUtYWBjr169n586dbN26lc6dOxMREfHKxzAajXbP5e3tTb9+/Zg0aRIAGo2GCRMmMG3aNJuO9bM/f82aNWzdupXNmzezfft2rly5YnPss2fPcuJEzoxAAUiVCjzbvEPMrL8wq7Wkngslcf85CrzXKMd+5uvS6I0cuHGPwQ0q4Owop3rJAjQsV5Sd12xPEvcT1dT2Lkx+lRMKuYwW/iW4E5eSsd+noBuOchkAEglIgOgEO484ODmhaNCA1CV/YNFqMFy7iu7kSZTNW9iUunTtiu7cObQHDoDBgEWjwRRlfXFy7toN/fnzmKJy7qToqFRQs1UQm39Yg06t5db5G1w+cJ46nRva1D6OikWTrE7/RgIWs4VCXkXS90U/Yt8fO0h6nIjFbObvvw4gd5BTxLuY3TM7KZ1o1KY+i2YtRaPWEnzuGsf3n6Lle81talf/tpab125hMpmJuhPNsb0nqBJYKWP/ndBwTE8v5hYLyORyChUrZHOc183buE0DFs5akpH32P6TtMoi76rf1jyX9+QL82KxIJfLKWznvAAyZwXF2tYi9Pv1mNQ64s+G8XDvBUp2qZ9lvXOpgpR8rx4352+z2u7o4YKDmzPRG9LvhCReDifl1j1cfYvbPbOzs5K27Zvz3dR5qNPUnD19kb27D/F+9/Y2tZcuXmXD2m3cjbTtrLxpmjeqS9MGdfBwd3t5cQ6TKBW4Nq9L3LzlWNRatBevk3b4NG7tm2TrOC51a6K5cB3txetgMpOweB3ywvlRBlaxe163VnV4+MNKzGot6vMhJB84i2fnxtk6jszNhQJ92xPz1c8Y7j0GQHczCovO8JJXZp9UqSBfm3eImbk6/Vp99gaJ+85RoIvtOflVlBz7IQ//2IUxPtnOSXOHJYe+3hS5NnIdGRnJgQMH+Pvvv3FzSz+ZSCQSGjVqBMCpU6f48ccf0el0mEwmPvvsM9q2bQtAr169KF++PFeuXMHd3Z3ffvuNAQMGkJCQgE6no0qVKkyePBlHR0f0ej1Tpkzh7Nmz5MuXjwoVKhAXF8e8efMAWLhwIfv27cNkMlG4cGGmTJlCwYIF6d27N/v372fz5s1cv36dhg0bEhgYmOXPX7RokdW/TaPRYDQacXV1tdoeFhbGmjVrMJvNnDx5krZt2/Lpp5/a9ffq5F0Mi8mMLvx+Zp7rkbjWrphlvXvzAKpfW47hUQKxf+7i8fK9VvvLb5yGRCoh9XwYUZOXoI95bNe8AHfjU5FLpZTOn/n78i3kzoWoOJvajtVKM3N/MI9SNLg6ObDrWjR1yxa2qpm25zLbg6PQGk2UL+xOfZ8ids0rL1ESTCZMMZkjvsY7t3GsWs2m1qGCP8aIcDzn/4K8eHEMoaEk/zQX86NHAEgLF0bZug3xn/bHddgwu+Z8VhHvYphMZmIjHmRsiw69i1+Qf5b1Qe3r0XvapyhdnUl5ksTaacuyrCvp74XcUc6ju/a/u1HSuwQmk4no8Mzf8+3rd6hWu+pLX1s1qDJbV1pPE5i5bBoB9WqicHLk9OGz3LgSZte8pV6Qt/or5K0WVJktK7dbbZu9bLpV3lA75wVQeRfBbDSRFp75/y8pJIoCtStkWV9l2keEzFiLWWs9kqeLSyZ60wlKdW9IxLIDeFb3wblEAeLP2j+zt48XRqOJ8DuRGduuXwujTt3A/+l4vy6ahUQq5VpwKJMnziTkmv0z/9c4epXAYjJhiMy8e6G7EY4ysHKW9S6Ngyh7aj3GuHgSV20jac3OjH2SZ//ynkQCEgmKcqXRnL5st7wK7+JgMqOPeOa6FxqBKqhSlvVuTWvhf3k1xkcJxC3fQfzK3QA4lfcCkwn3NnUp8EkHzClq4pZu48mKXXbL+g+nsunXam145jk5LeQubrWzPid7NA+g5vVl6B8lELt0N4+euVa7VPPBpWpZIscuJH+7OnbPmhve9gWNuda5DgkJoXTp0ri7u2e539/fn9WrVyOTyYiLi6Nz587Uq1cvoz46OprVq1cjl8uxWCzMnj0bT09PLBYLY8aMYePGjfTo0YO1a9dy//59du7ciclkolevXhQpkt7Z2rp1K9HR0axbtw6pVMrq1av57rvv+OGHH5BKpcyYMYOePXvi6urK5s2brfI9+/P/0b17dwDu3r1Ljx498Pb2tnqNn58f3bt3R61WM2bMGLv9Lp8ldXHCnKK22mZMUSN1UdrUxm8/weNV+zA8TkJVoxxlF36JKSmN+K3po0+hnceTdvEmUqUjxb/8gHLLJnC9xXC7385T6424KKybnkohJ01ve1eilKeKIq5KWszfg0wiwaeQG2NbWndexreqxlctqhJ87wnn78bhILPvDRmJUolZbT0abklLQ+Js+zuWFiyIk285EkaNwhgejutnn+E+8WsShnwOgOuQoaQuTR8Bz0kKZye0qdbtQpOixkllmxngzLbjnNl2nEJeRajbuRFJcUk2NU4qJf3nDGHrT+vRPNfm7MHZRUnac8dNTUnDOYu2/KxPRn6ERCpl59o9Vtu//Gg8MrmMwPo1KV2uFBaLfcc1lC/MazuN7Fn9RvZBIpWy47m8oz4al5HXq1xpu+cFkLs4YUy1bnuGZLXVlI9/FG0dgEQm5cHu8xSoY9v5vrf5FNXm9KfylN4AXBmzBM19+09jcXFxJjUl1WpbSnIKLiqXbB9rUP9RXL0SgkQiof/A3qzdtJi6gW1ITkp5+YvfYlJnJ8zPnS/MqWlIs2jLKXuOkrhuF6YniThV8aPYvImYk9NI2XWEtFOXKDDyE5SBVdBcDiFfv65IHORInGzb1+vmNT2fNyUNaRbnt8Qdx3myei/GuEScq/lSesFYzMlpJG47ikORAsjcVCjKFONGvX4oyhTDe9VUdBH3ST1uvw8DADJnJ0zPnS9MyWnIsrpWbzvBo5WZ1+pyi77ElJzGky3HQSrFa8an3B2/OGN9lPDmybOnhdy+fZsOHTrQsmVLpk6dSnx8PEOHDuXdd9/lk08+ISkpyWq6SLt27TI6tmazmSVLltChQwfat2/P6dOnCQ0NBeDMmTN06NABuVyOQqHIGP0GOHToECdPnqRTp0506NCB1atXc+9e5if1UqVKUbt2bbp3747TcyeDZ3/+P9asWcP27ds5fvw4Z8+e5cCB3F9QYE7TInW1PgHKXJWY02w7b9pbMRhiE8BsJvV8GLF/7MSzbean3tQzIVgMRkzJaqK+/gNFqUIoy5Wwe2ZnRzlpOuuOdJreiIuj7We9GXuvoDeZ+Xt4W06NbkdTv2IMXmu7+EomlVC9ZAFiUzSsv/jq04xehUWjQepsfSGXODtjUdv+ji16HbpjxzGG3QCDntRlf+JYqTISFxcca9dBqnRGd/iwXfNlRafW4qSybhdKlRJt6r936h9FPuTerWh6Telvtd1B4ciwP77izqVb7Pp18wte/XrUaRpcnmvLLq7OqLNoy/94r09HWnVpwejeYzHobW/lmowmTh8+S60GAdRrbt8RHs0L8774g0eXPh1p3aUFI3t/9a95g3IgL4AxTYv8uQ6Ig6sSY6r1/HmZs4KKE3sSPH55lsdR+RQj4PfPuTjkN7aV7M2hhl9SbnA7CjezvZvzutLS1KhcVdY/31VFWmr2p3+dO3MJrVaHRqNl3pyFJCWl8E7tAHtF/c8yq7VInztfSF2cMWfRlvV3ojA9jgezGe3lUBKWb0HVMn1NkSEihodjZ1No4iDKHl2NzMMN/Z0ojLG2dyVfN6/s+bwqZ8xZnN90t6MxPkrPq754g7il23FvXTf9ODodALHz1mDR6dHeiCRx+1FcG9u/TZjUWmQ212pnTFmc3zTPXasf/rGDfG1rA1C4TyvUoXdJvXjT7hlzkxlLjny9KXJt5Nrf35+7d++SnJyMm5sbPj4+bN26lZUrV3Lt2jW++eYbmjRpws8//4xEIqFly5bonjZ8wGru8/bt27lw4QKrVq1CpVKxYMECIp9bWJYVi8XCwIED6dKlywtrZDIZMpnMZntWixr/4ebmRp06dThx4gTNmjV7aQ570obfRyKToihTFN3TKQDO/l5owl5hzqHFgsTqHp7tfv5t//+odD4VRrOZu/GplM6XftG8GZtE2YKuNrVhsYl83sgfd6UjAN0DvPn1aCgJah2ezgqbepPZYvc518aYaJDJkBUvjunphzG5jw/GSNtOvPFOOFYzv54ZWXCsUQO5nx8FNm4CQOqiwmI2Iff2JmnCeLtmfhh+H5lMSiGvIjx6ukC1ZAUv7t96ebuQyqQUKp059UbuKGfIoi+JfxDP8nG/2zXns6LDY5DJZJQoU5yYiPTfs49/WSLCIrOsb9utFR9+3oPBnb/g8YN/v3jL5DKKe9l3nnhUFnnL+fsQ/oK873ZrTa/PezKw87BXylvCznkBUsMfIpXLcClThLSI9HbhVrE0yWHWi1xVZYrgXLIA9bd+DYDUQY6DmzOtgn/laNuvcStfgtQ7D3l0JDj9uHceEHvgEoWbVCP2gH1H/MJvRyKXyyjjXZqI8PT1CxUr+RF24/WfWGOxWHLiFPefo4+MQSKT4VC6GIa76VMtFOW9s1zMaMv6OpG67zip+9LvhkpdXXB/ryXaq/adeqMLvwcyKY5eRdFHpl/3lBXKoM1iMaNtXEv64hxAGxr5dNuz++0aNYP2zutcq8n4HbvVq4zbOxXxaFIDALmHCudKZXCu6JU+mi28EXJt5NrLy4umTZsyYcIEUlIyb8Gp1emfjFNSUihevDgSiYQTJ05w9+6L39QpKSl4enqiUqlISUlhx47MuZa1atVi+/btGI1GdDodu3fvztjXpEkTVq9eTVJS+i1vvV7PjRs3XvvfptfruXTpEl5eXjb7/smYU8waHQm7T1N8VA+kSgWqgPJ4tKhF3MYjNrUeLWohc08fgXWpVo7CfduSsO8sAE6+JVFW9AKpFKmzEyUn9UH/MB7tc0+WsAelo5ymfsX47WgoGr2RS9FPOHLrAW0rlbKprVjMkx1Xo0nRGjCYzKy7EEFBlROezgri03TsuR6DWm/EZLZwMjyW3SExBHkVtG9grRbdsaOoPv4EnJxwqFQJRZ26aPbvsynV7NmFol595GV9QCbDpVdv9MHBWNLSSFvyB096fUh8v37E9+uH7uQJNDt2kPz9d/bNC+g1Oi7sPUunEd1xVCrwqelHteYBnNxk+6iq+t2a4po/fR1EMZ8StB3UmZATV4H0Tt6gX0eh1+r5Y+T8HJmq8A+tRsvfu4/Rb9THOCmdqBxQkfot6rB3436b2hadmjLgq3580X0096MeWO0rVbYk7zSuhaOTIzK5jBadm1EtqAqXTtkuOH7dvEd2H6P/07xVAipRv0Ud9mSZtxmffdWPod1H2eQt/TSv4mnelk/zXrRzXgCTWsf9Xeeo8GUXZM4K8gX6UrRlTaI3WD8OLPlGNHtrDOFw07EcbjqWSyMXoX2cxOGmY1Hfe0Li1UhU3kUoUDd9vqhz6UIUbl6dpBx4UoharWHX9v2MGT8UZ2clgUHVadWmKevXbLOplUgkKBSOyOVyJBJQKBxxcHAAoHiJogQGVcfBwQGFwpFBQ/uSL78nZ09fsnvmV2E0mtDp9JhMZkxmMzqdHqPRlCdZLBodKQdOkH9IbyRKBU7V/XFpUpvkbbaPVnRp8g5St/RBEafKvnh+2IG0g5lPX1H4+4BUiszTncKTh5F6+DSGCPteRywaHcl7T1FkxAdIlAqca1bArXkQCZts7wq6NQ9C5pZ+3VNWLUeBPu1I3n8GAH3UQ1LPXKPQ512ROMpRlC2BR7v6pBw8a9e88M+1+gwlRndPv1YHlsezZSBxG2zPyZ4tA5+5VvtQpG8bEvamZwr/Yj7BDYdyrflIrjUfSVrwHe7NWUfMd6vtnjkniQWNdjRjxgx+/fVXunTpglwux83NjUKFCvHpp5+SmJjI5MmTmT9/PpUrV8bPz++Fx+nYsSMHDx6kVatW5M+fn5o1a2aMcnfv3p0bN27Qtm1bPD09reZBd+zYkcTERD788EMgfdSiR48elC9f/n/693Tv3j3jUXy1atWiR48eNjXNmjVjy5YtdOjQIUcWNALcHbeQMj98TrXgPzEmpHB37O9ob0ajqlUB35UTuejbE4B8HepRZs7nSBzl6B884cGvm3myPv1k5FDQg9IzBuBYND9mtY7U8ze49dE0LDl0sh/XqhqTdl6k8U+78FA6Mq5VNXwKunExKo7Ba09yanT6kwBGNKnE9KTZ7QAAIABJREFU9/uDab9gHwaTBZ+CrszpEpRxnPUXw5m65zIWi4Wi7s6MblaZRr5F7Z43+ce5uH05hkKbtmBOTiblx7mYIiNxqFwFj++/53Gb1gAYLl0idfEiPGZ8h8TJCcPVqyRN/RZIn15i0WTeArTodFi0Wiw59OFr5YRFfDxrED9d+IPUhBRWTFjE/VsxlAuswPA/xzGoYi8AygX40XlUD5xcnEiJT+bczlNsnrMGgLI1/ajWLACdRsfPwZmLHOf2mc6tc6F2zzx73E+M+2E0O4I3kpSQzOyxPxJxM5KqtSoze+V3NPdNn+bV/8u+uHu6sXjXbxmv3bdpP7O++hGJRELfER8xxfdrTCYzMRExfD1wCjev2f/Z3LPH/ci4H75kV/AmkhKSmfVM3jkrv6epbxsABjzNu2TXgozX7t20n5lfzQWJhH4j+uDlWxqzyUx0RAwTB36bI3kBrny1hBpzB9D62m/o41O5MmYJKWH3yB/kR+3VY9hRtm/6IunHmfPuDYmpYM7cpr77iIvDf6fKtI9QliiAMVlN9KYT3F2VM1Oexoz8lh9/nsb12yeIj09kzIjJhN24TVDtmvy1YSHexWsCULtuIJt3Zk5liXoUzIljZ+n8bm9UKhdmzvkGrzIl0er0XL8aSs8un5KQkJgjmV/m92V/8duSVRnf79h7iIF9P2DwJx/mSZ5H3/5MkakjKHt8LabEZB5Nno/+9l2UNStS/Pep3A7oBIBrm0YUmTYCiYMDxtg44hevJ3lr5pTIQuMGoihfBovBRMreYzz+Pmfudt2b8BslZg2j4oWVGBNSuDfhN3S3onAO9KfMn99wvWJXADza1afEzKFIHB0wPHzCowUbSdiY+aEhaugsSs4civ+l1RifJPFwzipSTwbnSOaIsQvxnjOYGleXYkxIIXLsQjQ3o3GtVQG/VRM4X+4D4Om1+ofPkSrSr9X3f91M3PojAJiS1ZjInK5j0RsxpWps5nO/6d72BY0SS04OReWR1NRUVCoVer2egQMH0qpVK95///28jpUt54p3yusI2VJp+os/DL2pkv/M+2fdZtfYCDuPyuewMIP9F7jltDdp3t6rGmOy/wfKnDRAczGvI2RbzB37P0EiJ0XUH5TXEbJNq3HI6wjZptH/9zIH3d+U1xEY5tU9R477U+SaHDludr2Vf6Hx448/Rq/Xo9PpqFOnDp06/bc6qoIgCIIgCG8ry39wECM73srO9fr16/M6giAIgiAIgvD/0FvZuRYEQRCE/2PvzuNjuv4/jr9mSSaTySKbhCBBiMS+1xJr1U6LovVVpRRVWlvVUqWK2rqo4ltqK1q72ClqVyF2IZZExBJkn2T25fdHiMSESr+TpPzOs488Hs29x/XOdefMmXM/50YQhH+nV73mWgyuBUEQBEEQhELzMq5tyY8i+yUygiAIgiAIgvCqETPXgiAIgiAIQqF5teetxcy1IAiCIAiCINiNmLkWBEEQBEEQCs2rXnMtBteCIAiCIAhCoXnVnxYiykIEQRAEQRAEwU7EzLUgCIIgCIJQaF7139AoZq4FQRAEQRAEwU7EzLUgCIIgCIJQaF71mmsxuP6X8vLMLOoI+XJu7NWijpBvx+WlizpCvtV7ye6k1ZeULOoI+eZmeclOMqB9ye5B9vaoWdQR8i027KOijpAvZQ/PL+oI+WY6vauoI+Sb/pd1RR1B+BcSg2tBEARBEASh0LzqNddicC0IgiAIgiAUmle9LOQlu5koCIIgCIIgCP9eYuZaEARBEARBKDQW66tdFiJmrgVBEARBEATBTsTMtSAIgiAIglBoXu15azG4FgRBEARBEAqR5RUfXouyEEEQBEEQBEGwEzFzLQiCIAiCIBSaV/0512LmWhAEQRAEQRDsRMxcC4IgCIIgCIXmVf8lMmJwLQiCIAiCIBSaV31Boxhcv4Kkbq74fDUCZYPamFPTSP5hCZk7/syzrWNIEF5jBqMICcKi1ZG66DfSV20u8IyyYi6UnzME96bVMSWruTV9JUmbDtu0KzWyByWHdcVqMGZvO99yBPpb93O18+7WjKC5w7gxaj4PV++1e16Fu4o3Zg0goEkVtMkZHJmxhujw489sL3WQ8Z9d03B0UbK4/jAAipX1o8n4dyhRuwJSmZSEczEc+PJXUmLu2T0vgKKYimazBlCqSRV0yRmcmLGG65ufn/nt3dNwcFGyst4wm/0VuzamxfeDODB6MVd+P1BgmZvOfpI54pu/z9xtT1bmVXVtM1fo2pgWPwzi4OjFXPnN/pkdi6moN2cAJZpWRZ+cwbnpa4jbdOy5edvsnY6DSkl4naEA+NQLpumqz3K1c1A5cbj/99zecfL/fWalu4ruMwcSHFaVzGQ1O2b+zpkttnnDPmhL4z6tUXm4otfoObftONumrcJifjJH1rhvG5r0a4uLlxspd5NYOmA2ibEJds0LIHV3we/r4Tg3zOqDE79dinr7AZt2XkP+g+fAnrn6t7g3B2O8nZVJ1aw+3iP64lDSF/3VWO5/8T2GG7fsnvdFrV6/hc079nItJpZ2rzdj6oSRRZYlLVPHpNV7OX4lDg+VkqGdGtKuTiWbdgajiZkbDrL//A1MZgs1ypVkfI8W+BZzAeBOUjrT1u7nfGwCjnIZr9cIYnTXpshl9q+alahcUQ4ajUO1OljVaWh/W4zx6L4828rKVkDZZwiyshWx6rToNq/GsHND1r6A8ij7DkMWUA6rVot+71b0G3+1e17hnyuSwbXRaGThwoVs27YNuVyOTCYjMDCQYcOGERQUVBSRcjl//jzfffcd8fHxuLu7o1KpGDp0KHXr1i3qaC/Ee/zHWI1G4pp1x7FSeUr89DWG6BiMN+JytZMWc6PEgmkkzVrIvT2HkTjIkft6F0rGstMGYDWaiKzWD1WVQIJXjEdz6Sbaq/E2bZO2HOXG0B+eeSyZuwr/YV3QXCm4N50WX7+P2Wjiv7WG4FM5gDeXjiLx8i2Srt7Js32dge3RJqtxdFFmb1O4OXPjj9PsHvkzxkwd9T95i06Lh7O8xWd5HuN/1fhR5uU1h+BdOYC2y0aRFHWLlGdkrjEoK7NDjsyPObo7U/PjTiRH2/772DuzxWBiRY2szG2WPz9z9UHt0SU9J/PQTiRfKbjMdaa9j8VoZlO1jyhWJYCmK0aTcimO9GfkrTS4A/okNQ6qJ3kfRkSzvsIH2d8XbxBCk+UjuffneZEZ6DKlH2ajiUl1BlEyNJAPlnzG3cu3uH/tdq52UX9EcnLdQXTpGpTuKvosGE7j99tw6JcdANTr0Zx63ZvzS9+Z3L9+B68yxdGkZdo9L0DxLz7GajRxI6wnikrl8V/4FfroWAzX42zaqnceImHMTJvtDgEl8Zv1GXcGTkR37jIe/d6m5E+TuNm+P5iL5qa6j7cXA9/vydETkej1hiLJ8Nj0tX/iIJOyf9oAom8/ZOjCLVT09yGohFeudqsOnuV8bALrPu+Fi1LBlN/2MWPdAb4d0AGAaWv34+nizN6p/VFr9Qyat4m1h8/zbrMads+s/OATMJlI+7ALssAgXD6fjjruBpbbN3O1k7i6oRo7A+2K+Rj/OghyOVIvn+z9zsMmYIw4Qsbk4UiL++EyeS7muBuYIp/9IfnfRixoLABjx44lOjqadevWsX37dsLDw+nSpQuxsbEvfAyTyVQg2aKjoxk4cCD9+vVj7969bNiwga+//prk5OR8Haeg8v0didIJVavGpMxbjlWrQ3/mEpkHjuPasaVNW/f3uqI5doqM7fvBaMSq0WKMLdjBE4BUqcCz3WvEz1yNRaNDHXGFlD0n8e7W9B8dr8zY/5Dwyw5Myel2TppFrlRQoW1djs1ej1Gj5+7Jq8TsPU1Il8Z5tncr7UOltxpx8qctubbfPxfDpTUH0adlYjGZOb14J55BJXF6NINi78zl2tbl5Kz1mDR6Ek5eJe6P01R8RmbX0j5UeKsRZ+ZtyXN//TE9uLh0D7rkDLtnzZm5bDvbzBW6Pidzl0ac+ekZmT/vwcUle9ClFExmmVJBqXb1uDBzHSaNnsSIq9zZc5qy3fLOqyrtQ2DXRkT9mHfex8p2DyN+ewRmrf7/fWZHpYKqbeqxa85aDBo9N09FE7U3ktp5XMdJtx6gS9cAIJFIsFgseAf6ZX//xidd2TJlBfev38lury2AwbVEqcC1VSMS567AqtGhO32JzD//wq1Ti3wdR9WoNtrIS+hOXwKzhZTFa5H7eqGsW83umV9Uq2aNaNmkIcXc3YosA4BWb2TvuesM6dAAZ4UjNcv707RqObZHXLZpezcpnQYhAXi5qVA4yHmjVkVuJCTl2v9GrQooHOR4u6loGBqQa7/dKJxwqN8E3doloNdhjr6I8dQxHMNa2TZt3x3TuZMYj+wFkxF0Wix3nkweSX38MBzZC1YLlvt3MUVfQFY60P6ZhX+s0Geub968yd69ezl48CBublkvUIlEQrNmzQA4fvw433//PXq9HrPZzKBBg2jfvj0AvXv3plKlSpw7dw53d3cWLFjAwIEDSUlJQa/XU61aNSZPnoyjoyMGg4EpU6YQERGBp6cnISEhJCYmMnfuXAB+/vln9uzZg9lsxtfXlylTpuDj48OiRYvo1q0bYWFh2ZnLlClDmTJlAJgxYwYREREYjUY8PDyYNm0a/v7+3L59m65du9KlSxf++usvunfvjo+PDz/88ANSqRSz2cwXX3xB/fr1C/T8OgT4YzWZMcY9mYUyRMfgVMe2Q3aqFoLhWiwlf/0Oh9L+6C5cIXHqj5gTHhZoRqfyJbGaLehylENoouJwaxCaZ3uPVnWoc2k5hgcp3F+6k/srdmfvU9UIQlW9PLFjf8arY8MCyetRzg+L2UxqjtvHD6NuUeo121uQAM2/eo+jM9dh0hnz3P9YqfqVyHyQii7V/oM/90eZ03JkTrp8ixL1887c+Kv3ODFzHeY8MhevUQ6f6mU5PH4Z5TsU3PWbZ+aoW5R8xnluNOU9ImbkfZ59apTDp1pZDo9bRvmOBZPZrbwfVrMZdcyTvKlRcRRvEJJn+9pf9+H89LWYdc+e8ZMpFZRuX49DfebYPS+8fJm9y5XAYjbnKt24ezmO8vXzzluzU0O6Tv0AJ1dnMpLS2Tp1JQDuJTwpVtILv+DS9Jw9GIvZzKmNh/nj+w1YrfadQXMMLIXVbMZ480kfrL8Sg7Ju1Tzbq5rXp/zxdZgSk0ldtYW037dn75NIcjSUSEAiQVEhAO1fZ+2a+WUT9yAFuVRKQHGP7G0V/b2JvG579+XNBpWZuf4gD9IycFUq2HHqCo1CA7P392pWk92RV6lToRTpGj1Ho+IY0v41u2eWlSgFZjOWe0/uuJjjbiAPrW7btkIIlluxuHz1I1I/f8zXL6P55QesSQ8A0O/YgGOTN9CtXYK0eEnkFSqj3/K73TMXJLGg0c6ioqIICAjA3d09z/2hoaGsXr0amUxGYmIiXbp0oXHjxtnt4+PjWb16NXK5HKvVyuzZs/Hw8MBqtTJmzBg2bNjAO++8w5o1a7h79y7bt2/HbDbTu3dv/PyyZjHCw8OJj49n7dq1SKVSVq9ezTfffMOcOXOIioqiTZs2z8w/YMAAxowZA8C6deuYPXs23333HQCpqalUrVo1e3+nTp346quvqFmzJmazGa1Wa7fz+CxSZyWWTE2ubZaMTKQq29vmMl9vXEKCSPjwcwzXYvEcMQDfmeO4+97wAs0oc3bCrM6d0ZyeiSyPjElbjnJ/5R6MD9NwqVWBios+w5SeSdLmIyCVUnb6h9wcvxjs/AaZk6PKCYM697+dXq3JdZv8sfKt6yCRSrmx+xSlXst7AADg4udJi6/7cPCrVXbPC1n1r8anMhvSNbnKVB4LbFMHiUzKzV2nKPlUZolUQuOp73NkwvICPcfPzKzW5FnykTNziQa2mcOmvs+RLwo2s9zZNq8xXYtc5WTTttSjvLd3nXrmQBagdLu66JPVPDhuOwNnDy9bZoWzAl1G7rw6tRZFHtcEwJktxziz5RjegX7U7hJGRmIaAO5+ngAEh1VjdpvPULo58+GKcaTdS+bE7/vtmlnq7IQlI68+2NmmrXrXIVLX7sCclIpTtWBKzv0CS3om6h0HyDx+Bu+RH6CsWw3t2Sg8+3dH4iBH4mT7b/X/jUZvROXkmGubi5OCzDw+BJbxKYafhytvTPgFmVRCUElvxr7dPHt/rSB/Nhy7SOPRCzBbrHSsF0LzauXtH9pJiVWb+7qwajKRONleF1JPH+RlK5IxdRTmWzEoew1C9ckXZEzMWvNgPH0c5yFjUXTsgUQmQ7d+OeYb0fbPLPxjRb6g8fr164wcORKdTkdYWBi9evVi3LhxxMXFIZPJSEtLIzY2lho1suqfOnbsiFyeFdtisbBkyRIOHTqExWIhLS0Np0cdz4kTJ+jcuTNyuRy5XE779u2JjIwEYP/+/Vy8eJG33noLALPZjIvLi92aP3ToEKtXr0aj0diUfigUCtq2bZv9/Wuvvcb06dN54403aNKkCRUrVvzfTtYLsGi0Np24VOWMJdN2YG/V69HsP4r+0lUAUhb8SuCRDUhcnLE+9eZgT2aNDplr7owyV2fMeWTU5qirzDgVTcIv2/Bs34CkzUfwfb8NmstxZJy+WmBZAQyZOhxdc7+ZO7ooMT6VV65UEDauJ5v7zHru8ZSernRZNYZzK/YSveXZi/X+F8ZMHQ5PZXZwVWLIsM3cYFxPdryXd+bK771O8uV4Hpy5USA5c8ors6OLEmMemV8b/+zMoX1eJ+lyPA9OF2xmkybvc2zK1OXaJlMqqDHhHQ70tq2rfVrZ7mHErj9i15w5vWyZ9Ro9Tk8NpJ1clOgznj9RkXgzgfvXbtNlSj+WD/oOoz7r7saf/92KLl2DLl3DX6v3Ual5DbsPri0aHVKXvPpg2z415+JE3dnLpKzYjEvrxqh3HMAYe5uEsbMp/sVHyH08Sd+yH8ONW5juJ9o178vIWeFgM5DO1BlsBtyQVZttMJk5+M1AlI5ylu2LZMiCzawc1ROLxcqQ+Zvp0qgKy4e/jcZgZNKqvXwffpThb+ZdKvWP6bRIlLmvC4mzM1ZdHu+1RgOGk4ezB8y69ctx/yUclCokUikuY2egWToX45G9SIp5ohoxGce0FAx7wu2buQDZ+47Rv02hD65DQ0OJi4sjPT0dNzc3goKCCA8PZ+XKlVy8eJFJkybRokUL5s2bh0QioXXr1uj1T+r4nJ2fXJxbt24lMjKSVatW4eLiwsKFC7l58+bfZrBarQwePJhu3brlme/8+fO8/vrrNvvu3LnD9OnTWb9+PaVLl+b06dOMGjUqe79SqUSS4z7euHHjiI6O5q+//uKTTz6hb9++dO/e/UVP1T9ijLuDRC5DXqYkplt3AXAMLofxxk2btoarsbln9grpWtfduItEJsWpbAl0sVmlIc6hgWheZLGclexz7N64Km6vVaZYi1oAyIu54FylLKrKgVmz2XaSEpOAVCajWKAvqTeznlLiE1rGZjGjR1lf3Ep50339FwDIHOU4ujrz4al5/P7mJNJvJ6Jwd6bLyjHE/HGaiGfUN9tD2qPM7oG+pD3K7BVSxmZhoHtZX1xKedN5Q1Zm6aPM70XOY1PnSfg3rkzJ+iGUaZ5161JRzAWvygF4Vy7DkS9WFEhmt7K+pMc+yhxahuQXzNz79Dw2dZqEf6PKlHwthDItcmf2qlyGoxPslzn9RgISmQyXsr5kPMpbLLQMadG5F9q5lvNDVdqb1zdNzMrrIMfBzZk3z/7EHx2+JPN21mDJuaQnxRuEcPKzX+yW8WXPnBhzD6lMhnegH4k3s0pDSoSUIeGpxYx5kcpkeAX4AvDwxl1MemOu/q6g3twNN28jkclwCCiJMS6rD1ZUKpfnYkZb1ly1IBl7jpCxJ+uDi9RVhXvX1uguiBnKgOIemCwW4h6kZJeGXL3zkPKP7lDkFH0nkY87NMD90d2Znk1qMH/7X6Q8+oB2L0VNzybVcXSQ4+ggp1P9UH7aftzug2vzvdsgkyH188eSkNWnyQKCMMfftG0bdyP3+3GOa1XqWwKrxYLx0J6sXcmJGI/tx6FG/ZdqcP2qP4qv0Bc0BgYG0rJlSyZMmIBarc7ertFkfXpTq9X4+/sjkUg4evQocXHP7pDUajUeHh64uLigVqvZtm1b9r569eqxdetWTCYTer2enTt3Zu9r0aIFq1evJi0t65ahwWDgypUrAPTv35+1a9dy7NiTVbfx8fHs3r2bjIwMHBwc8PHxwWKx8Pvvz69xiomJITg4mD59+tCpUycuXLiQjzP1z1i1OjL3HsVzSB8kSicUNUJRNW+Ieqvt437Um/fg3LIRjsHlQC7DY1AvtJEXCnTWGsCi1ZO88wSlRvdEqlTgUrcSHq3rkrj+oE1bj9Z1kbmrgKz6ar9+7UjeHQHAjU9/5FzTYVxoNZILrUaSef4Gt79dS/w3q+2a16TVc33XSRqM7IZcqaBknQqUb1Wbyxtzz9YlRt9m8WufsLLteFa2Hc8fny1Gk5jGyrbjUd9NwtFFSZdfx3D31FWOfLPGrhnzyhy76yR1RmVl9qtTgcA3anP1qczJ0bdZWf8T1rUZz7o24zk4ejHaxDTWtRlPxt0k/hzxM7+3+Cx7/8PzMUR+v4mImesKJvPOk9R9dJ5961Qg4I3aXNtgm3lVvU9Y33o861uP59DoxWgfprG+9Xgy7yZxYMTPrGn+Wfb+h+djiPxuEydn2DezWavn9s6TVBvdDZlSgXfdivi3rm0zi5t2JZ7wOsPY1Wocu1qNI2LUInQP09jVahyau08WTgV2bUziqWtkxD2wa86XObNBq+fC7ghaj3gbR6WCwNoVqdyqDpEbbWfK6/VojotX1joe3yB/WnzUmWtHLwJg1Bk4u+04zQZ2RKFywt3Pk9febcHlfaftntmq1aPeexSvoe8hUSpwqhmKqkUD0rfYzpCrWryG1C3rrqlT1Yp4/Kczmfue3M1ShAaBVIrMwx3fyZ+Q8edfGGP//oNFQTGZzOj1BsxmC2aLBb3egMlkLvQcSoUDLasHsWD7X2j1Rs7E3OXAhRja17MtX6pcpjjbIi6j1uoxms2sPXwOH3cVHi5KPFyU+Hu5se7weUxmC+kaPVsjLlOhpFcef+v/SK/DGHEYp+59QeGELLgKDnUaYjj8h01Tw4FdONRtjCygPMhkKLr2xnT5PGgzMd+7jUQiwaFRS5BIkLh74NCgOeZbMfbPLPxjRVIWMn36dObPn0+3bt2Qy+W4ublRvHhxPvzwQ1JTU5k8eTI//vgjVatWJTg4+JnHefPNN9m3bx9t2rTBy8uL2rVrZ89y9+zZkytXrtC+fXs8PDwoV65crj+XmprKf/7zHyBrBuOdd96hUqVKVKpUiYULF/Ldd98xceJElEolHh4eDBs2jODgYNq0aUO7du3w8PCgadOmnDp16pn55syZk13e4ubmxtSpU+10Bp8v8esf8ZkykoADa7GkpfPw67kYb8ThVKsKfgumcrN+ZwB0EWdJ/mEpfj99jUSpQHf6Eg/GfFMoGWPH/kz5b4dQ+8JSTClqYsf+jPZqPK71Qqi0agInK/QCwKtzY8rN+RipQo7hXhJ3528icd0BAMzpGsw8+SBgNZgwZ2ht6rntYd/4ZbwxewCDzvyENiWDfeOXknT1Dv71gnlz+Wh+CumP1WxB8zAt+8/oUjOxWqzZ24La1MGvRnm8KvoT+naT7HYrWo5Bfdf+q9MPj19Gs9kD6HP2J3QpGRwev5SUq3fwqxdM+xWj+aVSVmZtjsz6R5kfbzOkP1U7ajRjUGttatDt5cj4ZTSdPYD3zmVlPjLuSeZ2v45mSbBtZl1qJlbr8zMbMwom86mxS6n/7Yd0uTAffUoGp8YuJf3qneznQK+v8EHW4t0ceQ2pmWCx5toGUPbtMC4v2Pb0X/H/PvPGCUvoMWsgkyIXkpmSwcYJv3D/2m3K1g2m/7LPGV+5b1aWOhVpO6oHCpWCjGQ157f/xa5vn3yg2vTlMrpN788XJ+ajS9dw4vf9RKw9UCCZH3w1D7+vR1D+yBrMqek8mPwjhutxKGtXxv+/X3O9TlZJomu7ZvhNHYHEwQHT/USSF68jPfzJc/qLjxuMolJZrEYz6t2HeTjjvwWS90X9d/lvLFjyZJ3Itt37GdyvF0M++E+hZxnXvTlfrvqD5uN+ppjKiXE9mhNUwovT1+8wZEE4x+d8BMCIt8KYsf4gnb5ajtFsJqiEF9/275B9nDn9OzBrw0GW7o1EJpVQt2JpRndp8qy/9n+iXfw9zoM/w/3njVgz0tEs/h7L7ZvIKlXFZewM0vq0A8B06Qy63xej+nw6ODphjr5A5o9fPzqIhsw5E3Hq9SHO/T/FajBgjDyG7iV7zvWrvqBRYn2FC18yMjJwcXHBYDAwePBg2rRpw9tvv13UsV5ITNU3ijpCvjxIsv/j5AracbntQpJ/O+VL9mqVvGR5AdwsL2Hol0yk48v31vqhMqWoI+RL2cPzizpCvplO7yrqCPmm/8X+d/EKWrE1ef9SucLUsUyHv2/0D2y9VfATFC+iyBc0FqS+fftiMBjQ6/U0bNgwewGjIAiCIAiCUDRe9V8i80oPrtete/k+UQqCIAiCILzKxIJGQRAEQRAEQRBeyCs9cy0IgiAIgiD8u7zCy/0AMXMtCIIgCIIgCHYjZq4FQRAEQRCEQvPyPS8of8TgWhAEQRAEQSg0r/rTQkRZiCAIgiAIgiDYiZi5FgRBEARBEAqNeBSfIAiCIAiCIAgvRMxcC4IgCIIgCIVGPIpPEARBEARBEIQXImauBUEQBEEQhELzqtdci8H1v1R6ulNRR8iX21ZlUUfItwfSl+9Jm/V1RZ0gfyRFHeAf0EhfvtRxDi9X5kzMRR0h33Rah6KOkC+m07uKOkK+yWu1KeoI+ZY5Z01RR3gpiUfxCYIgCIIgCILwQsTMtSDuZn6FAAAgAElEQVQIgiAIglBoLGJBoyAIgiAIgiAIL0LMXAuCIAiCIAiF5tWetxaDa0EQBEEQBKEQvepPCxFlIYIgCIIgCIJgJ2LmWhAEQRAEQSg0YuZaEARBEARBEIQXImauBUEQBEEQhEJjfcUfxScG14IgCIIgCEKhEWUhgiAIgiAIgiC8EDFzLQiCIAiCIBQa6ys+cy0G168AmbsLpWcOxbVJTczJ6dyduYLU8EM27fw+fQffj9/GYjBmb4tuPQxD/P2sb6RS/Ea8g1f315GqlOjjErjRczzm9Ey7Z3YopqLOtwPwbVoVfXIGF6etIX7TsWe2lzjIaLVvOnKVkh21h2Zv92kUSrUv38Ul0A99sproeVuIXfmn3fMq3VV0nfkhFcKqkpmsZvfMNZzbYpu30QdtadinNc4eLhg0es5vO87OaauxmC24l/Ri+B+zcrVXqJzY/vVKjizeYffMDsVU1Pz2Q4o3q4ohWU3U1DXc/ptz3GLfN8hdnNhd68k59mtVi9DxPXAu7UNa1C3OjlyE+uodu+fNmdknR+Y7f5O5+aPMe3Jk9s2ROb0AMzsWU1FvzgBKPLqOz01fQ9xz8kodZLTZOx0HlZLwOll5feoF03TVZ7naOaicONz/e27vOGn3zE7uKtrNHEBgkypokzM4OHMNUeHHn5u5365pOKqUzH9tWPb2NtP7Ubp+CJ5lfdkxehEX1h+2e9bHnN1V9J45mJCwamQkqwmfuZqTW47atGvxQXua92mDysMVvUZH5LbjbJz2KxazJVe7CvVDGLFmMjt/3MCWOWvsnlfm7kKpmcNwDauJKTmdhJkrSN1y0Kad76fvUHxI91x98rU2Q3P1yb7D38XzUZ9siLvHjXfGYymAPjktU8ek1Xs5fiUOD5WSoZ0a0q5OJZt2BqOJmRsOsv/8DUxmCzXKlWR8jxb4FnMB4E5SOtPW7ud8bAKOchmv1whidNemyGWFf6N89fotbN6xl2sxsbR7vRlTJ4ws9Aw5SVxdcRk+BsfadbCkpaFZugj9n3vzbCsLqoDLoKHIgypg1enQ/L4S3eYNAHgs/x2phydYzAAYoy6RPm5Uof0cwt8Tg+tXQKkpg7AaTVyq/R7K0LKUWzoRXVQsumvxNm1Tth3h1qff5nkcvxHvoKodwtW3PsN45yFOFctg0RsKJHPNae9jMZjZWvUjilUJoPGvo0m7FEf6MwZAwR91QJ+kRq5SZm+TyGU0XDKc81//Ruyv+/GoXo6mG8aTfPoGaVG37Jq385S+mI0mptYZTInQQN5fMpp7l+N4cC133st/RBK57iC6dA1KdxW9FnxKw/fbcOSXHaTdTWJS5X7ZbT1K+TDq4Hdc3BVh16yPVZ/eF4vRxM4qg3GvEkiDlaNJi4pDHZ33Oa7wUQf0SenIXZyyt6nK+lF7/kcc7zWLlMhrBH3UgfrLR7Kv8SisTw1Y7KHao8y7HmV+beVo0v9h5r9yZK63fCT7CyBznWnvYzGa2VQt6zpuumI0Kc+5jisNzrqOHXJcxw8jollf4YPs74s3CKHJ8pHc+/O8XbM+9saU9zEbTfxYewi+oQF0WzqKB1G3SLyWd+b6A9ujTVLjmCMzwIPLt7i87QTNPu9RIDlz6jmlPyajiTF1BlAqNJAhS8Zy+3Ic967dztXu/B+nOL7uT7TpGpzdVXy4YCTN32/Lvl+2Z7eRymW8/WVfYs9cLbC8/o/65Kg6vXEKLUfZJRPRXo5Ff822X0rddpj44Xn3yb7D30VVuxLXu4zGeOchioplsBZQnzx97Z84yKTsnzaA6NsPGbpwCxX9fQgq4ZWr3aqDZzkfm8C6z3vholQw5bd9zFh3gG8HdABg2tr9eLo4s3dqf9RaPYPmbWLt4fO826xGgeR+Hh9vLwa+35OjJyLRF9B5yw+XIcPBZCSpx1vIywfhNuUbTDHXMcfdzNVO4uaO+9RZZC6ch/7IQSRyOVLv4rnapH85FuOZyEJMb1+v+oLGQv8oaTQa+fHHH2ndujXt27enU6dODBs2jOvXrxd2lGeaNWsWVapUISkpqaij/C2pUoF72wYkzFmFRaMj89Rl0vZG4NGleb6OI3NT4dOvE/Fj5mG88xAA3dVbWPXGv/mT+SdTKijVvh6XZq7DrNGTFHGVu3tOU6Zb4zzbO5f2oUzXRkT/uCXXdsdiKhzcnLm1/ggAKediSL92B7eK/nbN66BUULlNPf6Ysw6DRk/cqWgu742kZpcwm7bJtx6gS9cAIJFIsFqseAX65nncWl3DiI24TOrtRLvmBZA5KyjZvh6XZ2Sd4+SIaBJ2R1K6m21mAOcyPpTu2pirT53j4s2rkXQimuSIaKxmC9fmbUXp54lXg5B/ReZSXRtzrYgyy5QKSrWrx4WZ6zBp9CRGXOXOntOUfcZ1rCrtQ2DXRkQ9lfdpZbuHEb89ArNWb9e8kHUtB7ety6E56zFq9Nw+dZXre09TuUvemd1L+1D5rUYcn2+b+fSKvcQdvYSpAPqInByVCmq2qc/WOWvQa/TcOBXN+b2nqN+liU3bxFv30eZ6/VnwCfTL1eb1AR24fOgcCTfuFkheiVKBW5uGJMxZiUWjQ3MqivR/2Cd79+vE7c+f9Mn6AuqTtXoje89dZ0iHBjgrHKlZ3p+mVcuxPeKyTdu7Sek0CAnAy02FwkHOG7UqciMhKdf+N2pVQOEgx9tNRcPQgFz7C1OrZo1o2aQhxdzdiuTvz0XhhGPjJmQu/wV0WkyXLmA4fgxFyzdsmiq7dsdw6mTWrLbRiFWrxRwfVwShhX+q0AfXY8eOJTo6mnXr1rF9+3bCw8Pp0qULsbGxL3wMk8lUYPnMZjPh4eHUqlWL8PDwIsmQH4py/mC2oI998kahvRyLU8UyebZ3b1mXKudWEfzHPLz+0zZ7u1OlQDCZKdauIZVPLqfSnwvwfq9dgWR2Le+HxWwmIyYhe1vapTjcgkvl2b7m1D5cnL4Wszb3zIM+MZ1bG48R2KMpSCV41g7CuZQ3iRHRds3rXS4rb2Lsk7z3Lt/Ct0Leeat3asiXFxbzxdmf8Qspw4nV+/JsV7NLGKc3FMytdJdyflhMZjJznuOoW888x9Wm9iFq+hosujxmdySSHP+f9eVWqbSdEz87s+szMled2ofL09dgziOzpBAyu5X3w2o2o86RNzUqDvdn5K39dR/OT1+bZ97HZEoFpdvXI3ZtwVwXno+u5ZQc1/KDy7fwecYH0laT3+PQzHWYdAU7gH6e4uVKYDGbeRB7L3vb7ctxlKiQ979n3U6N+PbCMmafXYJ/SCCHVz+57e7p703Dt5uzY+76Asv7uE82PN0nV8i7T3ZrWY/Qs6upuOcnPJ/uk81m3Ns1IuTkCoL3L8Srd8H0yXEPUpBLpQQU98jeVtHfmxsJyTZt32xQmbMxd3mQloHWYGTHqSs0Cg3M3t+rWU12R15FazByPzWDo1FxNAoJKJDcLxNZqdJgNmO58+Ruizn2OvKAsjZt5ZVCsarTcf/uJzzXbMZt8nSkPrlnrl3HTMBzTThu02YjK1e+wPPbmwVrgXz9WxRqWcjNmzfZu3cvBw8exM0t65OkRCKhWbNmABw/fpzvv/8evV6P2Wxm0KBBtG/fHoDevXtTqVIlzp07h7u7OwsWLGDgwIGkpKSg1+upVq0akydPxtHREYPBwJQpU4iIiMDT05OQkBASExOZO3cuAD///DN79uzBbDbj6+vLlClT8PHxAeDgwYOUKVOGYcOGMWnSJPr1e3IbPzg4mI8//pgDBw4QFhbGp59++sxjPe9nsSepsxNmtSbXNnO6BtlTt3ABUrYfIXH1bkyJqTjXrEjZhZ9jTs8kdcshHEp4IXN3QVHOn6jGA1CULUnQ6inoYu6SceSsXTPLVU6Y1Npc24xqLQ45bu0/VrJtHSQyKXd3nsInj5nH+M3HqD1nANWn9AbgzOdL0d61fUP4XyicndBn5M6rU2tQ5JEX4NyWY5zbcgyvQD9qdQkjIzHNpk1g3WBcvN25uOOEXbM+Jlc5YXoqszFdk6t84rESj87xvZ2n8G6Y+xw/PHSRyhN64t0whKSTV6n4cSekjnJkSke7Z5blkdn0Apm98sgcOqEnXg1DSD55lQoFlFnu7ITx6es4XYtcZZu3VJusvLd3naL4c2bQS7eriz5ZzYPjtjOG9uDg7IT+qcz6dI1NyQdAxdZZma/uPkWZ1+x/p+JFOTk7oX3qutCqNTg94/V3cstRTm45ik+gH691aYo6MTV7X/dJfdn6bdYMeEGROjthzsjdJ1vUmUhdbM9x6rYjJD3uk2tUJGDhWCyP+2Q/b2RuLijKluRK4/4oypak3Kqv0cfav0/W6I2onHK/PlycFGTm8UGwjE8x/DxceWPCL8ikEoJKejP27Sez8rWC/Nlw7CKNRy/AbLHSsV4Izau9fIM/e5MolVg1uWvlLZmZSJS214XM2wd5UAXSx47CFBuDqv8gXMdOJG3ExwCoZ3yN6fpVkEhQvtkN96mzSOn/HtbMjEL5WexBlIXYUVRUFAEBAbi7u+e5PzQ0lNWrV7N582aWLl3KjBkzSEt7MjCJj49n9erVLFq0CJlMxuzZs9m4cSPbtm3DbDazYUNWsf+aNWu4e/cu27dvZ9myZVy8eDH7GOHh4cTHx7N27Vo2bdpEkyZN+Oabb7L3b9iwgS5dulCnTh2MRiPnzp3LlVGhULBhwwY+/fTT5x7r734We7FodMhcnXNtk7k6Y87U2rTVX4vH9CAZLBY0kVd4uGQrxdo1BMD6qBNN+OF3rHoDuis3Sdl6GLfmte2e2ZSpQ+6au0ORuygxZuhy/xxKBVUnvMPZCcvzPI5rUAnqL/yYk8MWsLFMH/Y0G0PFjzrg19K+tX16jQ7FU2+MChcl+qfyPi3pZgL3r92m85S+NvtqdW3CpV0RGAroTd6UqUP+VGYHVyWmp8+xs4LKX7zL+fEr8jxOxvW7nB62kGrT3qftufk4erqivnoH3T37foABMOeRWf6MzKFfvMuFF8jcJkdmrZ0zmzQ6HFzzOMeZttdxjQnvEPlF3tdxTmW7hxH7qMypIBg1OhRPZVa4KjE81V84KBU0G9uTvV/mfY4Lk06jQ/nUdeHkokT3N6+/hzcTuHctnp5T+gNQtWVtnFRKIrc9e/GmPVg0OmQuuftkqYszlow8+uTrOfrk01dIXLoV97aNso6jz+ob7s990ienbj2Ea/M6ds/srHCwGUhn6gw2A27Iqs02mMwc/GYgx2d/RMvq5RmyYHNWZouVIfM306J6eY7P/ogD33yIWqvn+3Dbxaf/31i1WiTOqlzbpM7OWLW214XVoMdw7Aimq1fAaECzchkOlatm/3lT1EUwGECvR7tmFZbMDByqVCuUn0N4MUW6oPH69euMHDkSnU5HWFgYvXr1Yty4ccTFxSGTyUhLSyM2NpYaNbIGSx07dkQuz4pssVhYsmQJhw4dwmKxkJaWhpNT1kzGiRMn6Ny5M3K5HLlcTvv27YmMzCr8379/PxcvXuStt94CsspAXFyyVjknJSURERHBjBkzAHjzzTfZsGED1atXz878+M/93bGSk5Of+7PYiz7mDsikOAaWwHAz67apMiQQ3dUXWNBntWbf8tdevvlkW879BUB9IwGpTIZLWV8yYrNWxRerXIb06NyLk1zK+aEq7U2zzRMBkDrIcXBzpsO5n9jf/kvcgkujvpHA/QMXAMi4cY+EfWfwa1GdhH32m9lJjMnK6xXoR9LNrNvpJUICuP/UYqq8SGVSvAJy11zLFQ5UbVefXwfmvYjJHjJiEpDKZajK+pH5qATArXKA7Tku64dzaW/CwnOf4zbn53Oo/UQ08Ync3RbB3W1Ziy4d3JwJeLcZKWdjCiWze+UA1E9lVj3K3PipzK0fZdbGJ3JvWwT3HmWWP8qcaufM6TcSkDx9HYeWIe2pvK6PruPXN+XO++bZn/ijw5dkPqq5dy7pSfEGIZz87Be75swp+dG17BHoS8rNrMzFQ8rw8KkFmB5lfXEv5U2vdV8AIHOUo3B15uOT8/j1rUmkFcA6gWd5EHMPqUyGT6AfDx+9/kqFBHAvjwXbT5PKZPg8ev1ValSFMlXL8c3JnwFQujpjMVsoWakMCwfMet5h8iXvPrksujwWM9qwWrPKmABddp+cc7/dYuYSUNwDk8VC3IOU7NKQq3ceUt7P06Zt9J1EPu7QAPdHd2h6NqnB/O1/kfLow8O9FDU9m1TH0UGOo4OcTvVD+Wn7cYa/mXdd//8X5tvxIJMhLemP5W7W601WLghTnG1JrCkm5qn337/5h7eSfd28LP4NJRyxsbF8/vnnpKamUqxYMWbMmEFgYGCuNj/99BM7duxAKpXi4ODA8OHDCQvLex1QToU6cx0aGkpcXBzp6ekABAUFER4eTu/evcnIyGDSpEnUq1ePrVu3Eh4ejp+fH3r9k5k9Z+cnswFbt24lMjKSVatWsXXrVt59910Mhr9fDWy1Whk8eDDh4eGEh4ezbds2fv/9dyBrVttkMtGpUydatGjBb7/9xs6dO9HpnsyQ5MzwvGP93c9iLxatnrRdxykxohdSpQJVnRDcW9UnZaPt4+jcWtVH5pb1yde5egW8+3YkbU9WWYLhVgIZJy7h+3F3JI5yFEGlKNYxjPT99n8UmFmr586Ok4SO7oZMqcCrbkVKtq6dvTDxsfQr8WyvPYw/Xh/HH6+P49SoRegepvHH6+PQ3E0i9eJNXMv54dMoFABVQHFKvF6TtMv2fVKIUavn0u6TtBrRDQelgoDaFQltVZszG23rYuv0aIbKK6vkqXiQP80+6syNo5dytancui7a9ExijkfZNWdOZo2euztOEvJZN2TOCjzrVqRE69rEP/W4tPQr8eyuNZQ/W47lz5ZjOTMy6xz/2XIsmjtZi5Dcq5UFqQRHL1dqzO7Pvd2RZFy3/2Kwx5kr5cjsl0dm9ZV49tQayoGWYznQcixnRy5C/zCNAy3Hon1G5oQCyGzW6rm98yTVHl3H3nUr4t+6ts3Mc9qVeMLrDGNXq3HsajWOiEfX8a5WWdfxY4FdG5N46hoZcQ/smjMno1ZP9K6ThD26lv3rVCCoVW0ubcyd+WH0beY3+ISl7caztN14do5ZTGZiGkvbjSf9UWapgwyZwgGJRIJUnvX/uerz7cSg1XN29wk6juiBo1JBudrBVG9VlxMbbR832qhHC1wfvf78gvxp/dGbXDmadedyy5w1TGrxCdPajWZau9Gc33uKo7/vY8Wo+XbNa9XqSd99HL8RvZAoFTjXDsHtBfpkZfUKeL/fkfQ/cvbJFyn+uE8un9Unq/fZ/+lCSoUDLasHsWD7X2j1Rs7E3OXAhRja17MtB6pcpjjbIi6j1uoxms2sPXwOH3cVHi5KPFyU+Hu5se7weUxmC+kaPVsjLlOhpFcef2vBM5nM6PUGzGYLZosFvd6AyWQukizodRiOHkL13gegcEIeWgXHBo3Q79tj23TPDhwbhiErFwQyGc7vvofx4nmsmkykPsWRh1YBuRwcHFF264nUzR3jpYt5/KXC83z55Ze8++677N69m3fffZeJEyfatKlWrRrr169n69atTJs2jeHDh+caEz5LoQ6uAwMDadmyJRMmTECtVmdv12iy6tPUajX+/v5IJBKOHj1KXNyzV8eq1Wo8PDxwcXFBrVazbdu27H2PB7Umkwm9Xs/OnTuz97Vo0YLVq1dnl2gYDAauXLkCwMaNG/npp5/Yv38/+/fv59ChQ1SrVo1du3blmeF5x8rPz/K/uj1hIVInRyqf/pWAuaOIn7AA3bV4VHVDqRr15BmuHh3DCDn0X6pGraHMt8N5sGADKRv2Z++PGzoLR//iVDm7inJLJ5IwZxUZRwvmcWCnxy5FpnSk48X51F8whNOfLyX96h286wfz5vWsmTur2YL+YVr2lzElE6vFiv5hGlisZMY94NTwn6nx9Xt0vraYphu/4M72k8SuOmD3vOETliB3cmRC5AJ6zv2YzROW8ODaHQLrBjPp0pLsdgF1gvlk1wwmRy3h/WWfEf3nWXbPyv0c3VrdmnBmY8Hd+n/s3OdLkDk50vbiAuos+JhzY5agjr6DV/1gOtzIymxzjlMzwGLJPscA1aa8R/uri3n9yBwMqZmcHbW4wDKff5S5zcUF1M6R2bN+MO2fkdmQmoH1qcxVH2VueWQOxgLMfGrsUmROjnS5MJ+G84dwamzWdexTL5hu155cx7qHadlfhtRMsFjRPUzDankye1P27TBi19kOGO1tz4RlyJ0cGHr6JzrNHcKeCUtJvHaHUnWDGRG1ODtz5sO07C9datZrLzNH5p6/fs7oq0spVacibWf0Z/TVpZSpb/tcZHv4bcJiHJwcmRm5iA/mfsJvExZx79ptgupW4rtLT0pXytUJZsKu2XwftYKPl43l0p9nCJ/1GwD6TB3pD9Oyv4w6AwaNDk2a/Z8ZfWfCAiROCipHrqTM3NHcmbAA/bVbONcNpfKltdntinUMI/jgz1S+tJbS347gwcLcffKtYbNw9Pch9MxqApd+ScK3q8g4VjB98rjuzdEZTTQf9zNjl+1kXI/mBJXw4vT1OzQY+eQDyIi3wrJmpL9aTvOxP3Mk6ibf9u+QvX9O/w4cvRxH87E/0+mrZchlUkbn8WSXwvDf5b9Ru0Vnflm5lm2791O7RWf+u/y3IskCkDHvO1A44rV2M65jJ5L543eY424ir1INr81PxinGc2fQLFuE25Rv8FwTjqxkKdTffAWAxNkZl6Ej8NqwDc/V63GoU4/0CZ9hVacX1Y/1j1gL6L8XlZSURFRUFB06ZF27HTp0ICoqiuTk3OWDYWFhKB/VxQcHB2O1WklNTbU53tMk1kKuKjcYDMyfP5+dO3cil8txc3OjePHifPjhh6SmpjJ58mSUSiVVq1blwoULjBs3jvr169O7d2/69etH8+ZZCyfUajVDhw4lISEBLy8vgoKC0Ov1fPPNNxgMBiZNmkRkZCQeHh6UK1cOgGnTpgGwbNmy7Ppsq9XKO++8Q5UqVRgyZAiHDh1CKn3ymWPz5s1s2LCBX3/9leDgYE6fPo1K9aRuKq9j9erVi6NHjz7zZ3kRZwM6/e8nuxBdN7gWdYR8i1QU/W2p/Kr/9x+Y/1VesjuVAGikL1/qOIeXK3OcpOifOZxfg7Gtjf03q/Bz279v9C8jr9WmqCPkW1ov2zU1/3beu21/oVFhq+L7WoEc99i1PdnVETm5ubllP0gD4OLFi4wZM4bt2588A79du3bMmjWLypUr53nsTZs2sWLFCjZt2vS3OQp9cF1YMjIycHFxwWAwMHjwYNq0acPbb79d1LFemBhcFzwxuC54L9eQL4sYXBc8MbgueGJwXTjE4PqfKajB9cAJvZg3b57N9o8//pihQ5/8Ft/8Dq4jIiL47LPPWLJkSfaE7fO8sr+hsW/fvhgMBvR6PQ0bNsy1EFEQBEEQBEEoGvkp4ciPPn365DneyzlrDVCiRAnu37+P2WxGJpNhNpt58OABJUqUsPmzZ86cYfTo0cyfP/+FBtbwCg+u161bV9QRBEEQBEEQhELydPnHs3h5eRESEsK2bdvo3Lkz27ZtIyQkBE/P3E/IOX/+PMOHD2fu3LnPLBfJS6H/hkZBEARBEATh/y+L1VogX/kxadIkVq5cSevWrVm5ciWTJ08GYMCAAVy4kPWI38mTJ6PT6Zg4cSKdO3emc+fOREf//W+BfmVnrgVBEARBEIR/n4IqC8mP8uXL51nlsGjRouz/f/zAivwSM9eCIAiCIAiCYCdi5loQBEEQBEEoNPkt4XjZiJlrQRAEQRAEQbATMXMtCIIgCIIgFJp/Q811QRIz14IgCIIgCIJgJ2LmWhAEQRAEQSg0r3rNtRhcC4IgCIIgCIVGlIUIgiAIgiAIgvBCJFbrKz43/5LS/jKqqCPky61Zl4o6Qr4Z9C/fjRt3L01RR8gXo+7lO8c+9S1FHSHfHp54ueZJ7ie5FHWEfJNJXq63yuCwlKKOkG+m1Jfvtee+amlRR8g3B+9yRR2Bsl7VC+S4sUnnCuS4+fVy9ciCIAiCIAiC8C/28k0rCYIgCIIgCC8tyytecy0G14IgCIIgCEKhedUrkkVZiCAIgiAIgiDYiZi5FgRBEARBEArNq14WImauBUEQBEEQBMFOxMy1IAiCIAiCUGhe9ZprMbgWBEEQBEEQCs2r/uvPRVmIIAiCIAiCINiJmLkWBEEQBEEQCo1VLGgUBEEQBEEQBOFFiJlrQRAEQRAEodCIBY3Cv16a1sCkXec4fvMhHkpHhjapRLvQUjbtDCYzM/ddYv+1e5gsVmr4ezL+jar4uioxmMxM++MCJ+ISSdMaKOWhYliTSjQu51sgmaXuLvh9PRxVo1qYU9J4+N0y1NsO2LTz+rgXXgN7YjUYs7fd7PwRxtsJAKia18dn+Ps4+PuivxpLwoQfMNy4Zfe8MncX/GcMwzWsJqaUdBJmriBty0GbdsU/eYfiQ7pjyZH3WtuhGOPv41w3lMClk3IfV6UkbvB00ncds3tmqZsrnl+Mwum12lhS00mdtxjN7v15tnUIroDHyI9wrFQBq1ZH+tLVqH/fCID7oPdRNmuEQ2AA6UtWkvbzCrtnfVZ+nynDcW5QG3NqGsnfLyVjx595tnUMCcJ7zCAUoUFYtDpSF/1O2srNhZIzF5UryvdHIK9cG2tGOroNv2A6YZvZ+dOpyCpUfbJBLseScJvMLz8s8Igvel49PvoPHgPewWp8ci3HdxmE6dFrz7lpfbw+7Yfc3xfD1VgeTPwOY4z9X3sA8mIulP/2I4o1rY4pWU3ctJUkbjpi0670yO74f9I1V39xtsVI9LfuI/d0pdLSz1EG+SORSdFeu83Nr5ajPhlt97yyYi6UmzME90d546evJGnTYZt2/iN7UHJY7rwXWo5Af+t+rnbe3ZpRfu4wYkbN5+HqvXbPCyBRuaIcNBqHaqZBWiwAACAASURBVHWwqtPQ/rYY49F9ebaVla2Ass8QZGUrYtVp0W1ejWHnhqx9AeVR9h2GLKAcVq0W/d6t6Df+av+8rq64DB+DY+06WNLS0CxdhP7PvM+NLKgCLoOGIg+qgFWnQ/P7SnSbs/J6LP8dqYcnWMwAGKMukT5ulN3zvqjV67ewecdersXE0u71ZkydMLLIsgj/nBhcvwKm/3EBB6mU/UPeIPpBGkPXR1CxuDtB3q652q2KjOX83RTW9W2Gi0LOlN3nmbH3It++VRezxYqvq5LF7zSkhJuSIzce8Fl4JOv6NcPf3dnumX0nDsFqNHK98Ts4VSqP/38no78Sg+G67Zuzeuch7n02y2a7Q0BJSsz6jDsfTkR77jKeH3TDf/6XxLYbAGaLXfOW/GoQVqOJy3V74xRajsBfJqK7HIv+mm3e1O2HuT38W5vtmpNRRFXpnv29qn4VAhZ/gfpgpF2zPuYxZhhWo5E7b3TDsWIQPj9MxXjtBsaYuFztpO5uFP9xOinfLkCz7xASBzmy4j7Z+03xd0mduwiXrh0KJOezeE8YAkYTN5v2QFGpPH7zp6CPjsF446n8xdwouXAqiTMXkrHnCBIHOXI/70LN+piy11AwmVAP746sdHmcP5lKZnwMlru5M2u+H5/re+fRszFdOVsoGV/0vAJk7D7Ig89n2mx3KFMS3xljuDf4C3TnL1Os79uUmDeZWx0/sPtrD6DstAFYDSZOVv0AVZVAQn4dR+alOLRX423aJm05yrWP59psN2fquD7iJ3Qx98BqxbNNPSotH8vJqv3snjlw2gCsRhOnq/XDuUogwSvGo7l0M8+8yVuOcmPoD888lsxdRclhXdBcKZgPLo8pP/gETCbSPuyCLDAIl8+no467geX2zVztJK5uqMbOQLtiPsa/DoJcjtTrSX/hPGwCxogjZEwejrS4Hy6T52KOu4Ep0r4TCC5DhoPJSFKPt5CXD8JtyjeYYq5jjnsqr5s77lNnkblwHvojB5HI5Ui9i+dqk/7lWIxnCqYfzi8fby8Gvt+Toyci0esNRR2nwIhfIvMvsnPnTt588006d+5MmzZtGDny+Z/oTpw4QZcuXf72uLdv3yY0NJTOnTvTsWNHevToweXLl5/ZvnPnzuh0unznLwhag4m9V+8xJCwYZ0c5NUt50TTIl+2Xbtu0vZumoUFZH7xUChRyGW9UKsmNRDUASkc5gxsH4+/ujFQioUmQL/7FnLmckGr3zBKlAtdWjUic+ytWjQ7t6Utk7P8Lt04t83UcVePaaE9dRHv6EpgtJC9ah9zXC+e61eye161NQ+5/uxKLRofmVBTp+yIo9lbz/+m4xbq2JG3nMaxavZ2SPiFxcsK5RRhpC5dh1erQn7uI9tBxnNu1smnr2uttdH+dQrNrHxiNWDVaTDefvJFnbt+D7lgE1kyt3XM+M79SgUurxiT/uByrVofuzCU0B47j2tH2GinWpyuaY6fI2P5ndn5jzP+1d99xVVd/HMdf9164bHGPCAUVB2rLrWk5Ms0FYo6cZY7K1ByJZGZuM8k0LWdaqImAIG7T1FBzpLkSJ2COREXkMu/l3vv7gx9XrhdwdPX7vXCejwePLt97tXff7vjc8z3ncyyLmKdO7Yhd/VfJilwJWZnoL55Bd+Ig9k3bFvrHFGUqoKpRF92BnU894uOc18I4NW9AxrHTZB7Pee0lLw9FVb4MTg2s+9oDUDo5UKZjY658tRZDeiaaw7Ek7ThKue6vPdbfY8zSkXnpOhiNoFBg1BuwL+WGfUlXq+ct/VYTrn61BkN6JqmHY0necYSyj5k3l+eEvvy7fAvZSSlWzWnGwRH7xi3JDF2R89w9dxrd0QOoW1i+Xzh07EH2iSPoYn6FbB1kZmC4dv/9QlmuItqYX8FowHDzOtnnTqHy9LJ6XvWrLUlbtRwyM8g+cwrtwQM4tGln8VCngB5ojx7JGdXW6TBmZKD/x/KLpFy88Xpz2rRsRkn3ElJHeaqMRuNT+ZELmymuExMT+fLLL/n++++Jiopi69atDBo0yGp/v5ubG1FRUURHR/PWW28RFBRk8Zjs7GwAoqKicHR0tNq/+79IuJuGnVJBldL3PyBqlHc3Fc15+dWrzF/XkkjUZJKhy2bL39doXrW8xeMA7qRlkZCURrUHRr+tQe31PEa9Hl38NdOxrHNxOPhUyffxLq0aU/2PULyif6Bkr47mdyoU5rcVCtQF/D1PysHbA/QGtHHXTccyz8bhWKNyvo8v0boRtY+vwWf7Qkr36ZDvYxRODrh3aEZyeP6XXf8ruyo55zj7yv0vWdrzl1BX9bJ4rEO92hjuaaiwfD4eO8IoFzwNVYX8nxfPin2V5zFm69ElmD9H1NUt/986vlAL/T0NHiHf4LV3HRW/+xK7iuUsHve0KSt6gF6P4eb9zIZ/LqF8rvDno32zN9CfP43xzs1CH2cNj3NeAZxfa4LX/jA8I5dQoueDVy7ye+15WT2zU7XnMOoNOSPO/5d+Jh7nmp75Pr7UGw1o+PdKXtozjwr937S4/8VdwTSJX0vtnyZwc/VOdHesW7Q65pM37e8EnArIW/KNBtQ/s4p6v82j/AN5XV6qjsuL1Uj8abtVMz5IVen5nOfujfvvF/qES/kWxSqf2hhTNbhOWUCJJRG4fDodRZn77xdZW8JRt2wHKhXKSp7Y+dQh+5R1R4VVz3vm5L2WJ2/cReyqeFs81q6WL0ZNCu7fLKT0ukhKfDkTZTnz9ze38RMpvS6KEjO+RlW1mlWzCsWTzUwLuX37NnZ2dpQsWRIAhUKBr68vAGPGjCEuLg6dTkflypWZMWMG7u7uFn/H3r17+f7779Fqtdjb2zNhwgReeukli8c1b96cb775BoDAwEBUKhVxcXGkpaURFRVFzZo1OXbsGC4uLly6dInp06dz69YtAN577z38/f1JTExk2rRpXL9+naysLDp27MiwYcOsfl7Stdm4ONibHXN1sCNNm23x2MqlXajo5kS773eiUiioXs6NCW2bWjxOpzcQtOkYnes+j3cZ6xfXSmdHDKnpZscMmjSULk4Wj9Vs/Z3k0K3obyfj+GJNPL6diF6TimbzXtIPHKfcmPdwalSPjONnKfP+2yjs7VA6OVg3r4sj+gfy6gvIe29zDElrt5N9Oxnnl2pQ+fsJ6FPSuBe9z+xx7u2bob+rIe3QaatmNWV2csL44DlOTUORT2ZV+XKoa/mQ+NGnaC9eptSIIZSd8Rk3B418KtkehdLZCUPaoz1HVBXK4la7OjeGTEB7Po7SY96n/JwJXO83+lnFBUDh4IQx0zyzMSMNhWPh06rUTduStXnN04xm8jjnNXXbPlLWb0F/JxmHF2pR8ZuJGFJSSd26h4w/jlPmk0E4NnyBzON/U2pQDxT2digcrfvag/+//jTmmbM16ahcLQc4bkcf4N+Qnehu3cPtFR9qLhuHPiWN25H352efaDMahYM9ZTo0RmFv/Y9AlbNlXn1KGqp8znHSxv0khuxAd+serq/44LP0U/QpadyJjAGlEq+ZQ0j4bFnOaPvT5OiEMeOB5256/s9dZely2HnXIHX6WPRXLuPUZxguIz8nddLHAOiOHcT5owk4dO6JQqUiM2wV+kvWndeucHLCmJ5mdsyQlobCKZ/3h7LlsKvuQ8qEsWTHXcbl/WG4TZjEvdHDAdDMnkb2xfOgUODk1x336XO4+35/jGmpVs0smBObyMhErVq1eOGFF3j99dcZMWIEK1eu5O7duwB89tlnREREEB0dTfXq1Vm6dKnFn79y5QqLFi1i2bJlREREMG3aNEaNGpXvv2vbtm3Url3b9PvZs2dZtmwZUVFRZo/Lzs7mww8/5O233yY6Opro6Ghef/11AMaPH0+/fv0ICwsjPDycffv2sX//fiudjfuc1XakZenMjqVlZeOitvzQmLnzFFq9gb0fv8nBTzrQpkYlPgo7ZPYYg9HIxM3HsVMpCWxbz+LvsAZDeiZKV/M3baWrM4Z8ph1oL11Bn5gEBgOZx89y9+dI3N58Nee+uKvcmDCXChM/pPrvq1GVKoH24hWy/71t3bxpmageyKsqIG/WxX/I/n/e9GOx3PkxGvcOzS0eV6pba+5G5L+40CqZMzJQPHiOXVzyndphzMoi/bcYtH+fA62Oe0t/xuHFuihcXJ5avocxpGegdHm054gxS0vargNknT6PUavj7qIQnF6uY/Ece9qMWRkWxYjC0cWi4M5LVb0OCvfS6I7uK/Ax1vQ451V3+Qr6WznP5ay//uZeSCQu7Vrk3Bf3D4mfzaFc0Ed47VmLslQJdJeukH3Tuq89+P/rz808s52rE/pUy6l5Geevort5FwwGNEfPcWPZZsp0shxAMGbpuB0Zg8fH/jj7WvdKlz7dMq/KzRl9Puc448L9vKlHz/Hv8k2U7piTt8LA9qSfTSD12Hmr5stXZgYKpweeu87O+T93dVq0R37PKZh1OjLDVmFXsy44uaBwccN1wmwyw3/iXt923PvgbexebIi6XVerxjVmZKBwNn9/Ujo7Y8zI5/1Bm4X2QAzZ52NBpyU9ZCX2deqZ/nz236dBq4WsLDLWrcaQlop9XetPbxKKF5sZuVYqlSxatIjz589z5MgRfv31V5YvX050dLRpOodOpyM9PR0vLy+LP//7779z5coV+vTpYzqWnZ3N7ds5HwYajYauXbtiNBrx9PRk1qxZpse1b98eZ2fLD+q4uDiys7Pp0OH+pf9SpUqRnp7O4cOHSUpKMh1PS0vj0qVLNG9uWWj9F1VKuZBtMJKQlGqaGnL+Vkq+0znOJaYwvEUt3J3UAPR6xZtFMee4m55FKWcHjEYjk7ee4E5aFt91b4y96ul899LGX0WhUmFf5Tl0CTlTLRxqepN14RHmwRkh7+Xo1O0xpG7PGZVSurlQLeBNMk9Z98MoK+4aqJSovSqhjc+51OtY25vM8w9fYGQ0Gs2ungPYVyqLS5N6XPtsoVVz5pWdkHOO7Tw9yP4nZwqAukZVtJfjLR6ru3gZ8i4ukcGIgi7hKgo7FfaVn0N3Jfc5UhXtRcvniPb8g/mfUcgHGP69lnMpvLwHhsScc670rGqxmDEv++bt0B2Lgaxns4bjcc6rBSNmz+W0nTGk7bz/2ivRrT1Zp61fCGZcuo5CpcTRuxKZcTmvP+c6XqSfe4R59fm8/vJS2KlwrFKB9L+tNwc38/95HbwrkZWb19eLjEfKi2mqW4lX61GiSR1Ktn4FyOmY4lzXG+c6Xjmj2Vakv3E157lb0SPneQyoqlRH/0+85WMTLpm/xvK8XygrVMJoMKDbtyPnrqTb6A7sxv6lxmh3RGEt+qv/5OR9zgPD9f/nrVqd7IQ4i8dmX778wHvaQ94gHnieC0+HnOZHPw02M3Kdq0aNGvTp04cff/wRNzc3QkJCWLt2LcuWLSM6OppRo0ah1ea/wrZFixZERUWZfmJiYihbNqerQO6c640bN7Jw4UKqVLk/mpFfYV0Yg8GAQqEgLCzM9O/69ddf6d+//5P/hxfASW1HmxqV+D7mHBnabI5fTWLPhX/pWMeyFV+diiXZdOYfNFk6dHoDocfjKefqSCnnnEu503ecIu6OhvkBjXC0V1k9ay5jRhaanQcoO6IfCicHnF72xbVNU1I2Ws4/dm3dBGWJnC8NjvVqULJfF1J3/2G636FOdVAqUZVyp8KUEaT+9gfaOMvFnP81b8r2g1T4pA8KJwec69emRNvGJG+wbF/m9kZjlCVyRkScXvSh7MDOpOw0vzpQ0r8V6cfOor3yr1VzmmXOzCT9txjchw1E4eiI+sU6OL3WjPQtlovmUjduw/n1V7GvUQ1UKkq835fM46cwpv3/sqtKBWp7UCry3H66bx3GjCxSf91PqeH9UTg54PiyL86tmqKJtnyOaDbswKV1M9Q1q4KdilLD3iHjz9MWU4+eOm0m2cdicPAbAGpHVNXrYP9SM3QHC2idZq/GvsFr6PbveGYRH+e8OrdqanrtOdStiXufrqTvPmi6X+2b89pTlnKn3BejSPvtD3Rx1l9IasjIImnLITzH9ULp5IBbw5qUfrMht8IsW2GWerMhKvec15/rS9WpOOgtkrYdyfn9FR/cGtXKmTrmqMbjIz/U5UqiOXbB6nnvbj3E8//P69qwFqXebMjth+R1eak6Fd97i7vbDwNwedQCTr42gtNvjOH0G2NIO3mJa8GhXJ31FKYQZWWiO/w7jj3eBQdHVDXrYt+gGdrfLd8vtHu2Yd/wVVRVct4vHAL6kX32JGSkob9xFYVCgX3zNqBQoHAvhX3TVuivXLZ6Xu3+fbj0HwQOjtj51kXdtDlZuyxfS1k7tqBu1gJV1eqgUuH8Tn90p09iTE9DWa48dr51wc4O7NU4de+FsoQ7ujNPZ7reo8jO1pOVpUWvN6A3GMjK0pKdrZcsz9NiwPhUfuTCZorrmzdvcvz4cdPv//77L0lJSSgUClxdXSlZsiRarZbw8PB8/3zz5s35/fffuXDh/hvpyZMn/1Mmb29v7Ozs2Lp1q+nY3bt3cXV1pX79+ixZssR0/MaNG6Z52dYW9EY9MrP1tFq4gwnRfxLUrh7Vy7px7J87NP1mi+lxo1v5olap6LJ0N62+207M5ZsE+zcAcjqJhJ1I4FxiCm0W7qDpN1to+s2WfLuOWMPNKd+hcFBTff8vVJo7nptffof24hWc6tfB588I0+PcOr5G1R3L8fkzgoqzx5K0bD0pkfeLlfJBw/A5sh7vrUsxpKTy7+cFt7T6L65//j0KRwd8j4bg+e04rn3+PVkXruDc0Bff06Gmx5Xs1IKae5bgezqU5+eO5tbicJIfmP5Rsltr7oY/vSkhue7O+haFgwMeO8MoO/0zkmZ+i+5yAg4v1eP5fZtMj8s6+hfJC5dTbt4Mnt8Zjv3zHtyZON10f+mJY6h8YBsu7dvgPqhvzu18uo5Y2+2p36F0cMBrbyjlv5rA7akL0F1KwPGVungfvt/DOuPwCZLmr6TSoql47V2HfeXnuDl+ViF/89OTEbIA1Grc5oXiNCSIjJBvMVxPQOVTF7eFG80ea/dyc4wZqeifUQu+XI96Xl07vEblLT/ifTiS8jPGkbwiFM3G+6+9soEf4H0wnMqblqNP0XBr8jdPLfPlCUtROqlpeHoFNb7/hMuBS8g4/w9ujWvT+GLI/UxdX+WVAwtpfDGE6gtGcG1hJLfW7wFA6WBP1RmDafT3SuofW0LJNq9wtt+MnGkZVhY3YQlKRzWvnPqR6os+IX7C//M2qk2DC6tNjyvd9VVe3L+IBhdWU23+CK4v2sDt/+fVp6Sju5Vs+jFqs9GnZljM57aWjGXzUKgdcF8SgcuIiaQvm4fhajyqWvVwX3X/cyT7zHEyf1mGS+BMSizZgKqiB2kLpv3/L0knbe4kHDp2x33FRty+Wob+nzgyn0Kf69TvvgEHNWVCI3GbMIm0Bd+gT4jHru4LlIm8/5msO3Gc9JVLKTF1FqXXRaF67nk0s6YAOVNfXD8eTZnwTZReE4Z9g0akTPwUo+YpdmZ5iMWr1lK/dVeWh4Syaftu6rfuyuJVayXLIzwZhdFGxuavXbvG559/zrVr13B0dMRgMNCnTx8CAgIYN24cZ86coVSpUjRo0IBTp07x888/c+jQIWbPnk1ERE6xFhMTw/z588nMzESn0/HKK68wffp0rl69SkBAAIcOHbL49wYGBlK3bl369u1rOvbggsYpU6aYCv333nsPPz8/bt26xcyZM03FvIuLC9OnT6datUdbiZyxXLom9k/iypwzUkd4bNosm5kVZeJe5hmPxv5HukzbO8flGlu/T/PTduuQzYyTAHDzjnXb3z0LKoVNfFSa1Gxh/S8NT1t2su299txX/yh1hMdmX7aq1BEo4fJ0MqSkWfkqyROymeK6uBHF9dMniuunTxTXz4Yorp8+UVw/faK4fjZEcf302d4nnyAIgiAIgmCzinorPlFcC4IgCIIgCM+MUUaLD58G27qWKAiCIAiCIAgyJkauBUEQBEEQhGemqE8LESPXgiAIgiAIgmAlYuRaEARBEARBeGaKeqM6MXItCIIgCIIgCFYiRq4FQRAEQRCEZ6aodwsRxbUgCIIgCILwzIhpIYIgCIIgCIIgPBIxci0IgiAIgiA8M2LkWhAEQRAEQRCERyJGrgVBEARBEIRnpmiPW4PCWNTH5gVBEARBEAThGRHTQgRBEARBEATBSkRxLQiCIAiCIAhWIoprQRAEQRAEQbASUVwLgiAIgiAIgpWI4loQBEEQBEEQrEQU14IgCIIgCIJgJaK4FgRBEARBEAQrEcW1IAiCIAiCIFiJKK4FQRAEQRAEwUpEcS0IgiAIgiAIViKKa0EQBEF4hpYuXfpIxwRBsE0Ko9FolDqEIOQ1a9YsAgMDH3pMDoKDgwu9f/To0c8oyaMZN24cc+bMASAqKoquXbtKnKhoy87OJjw8nLNnz5KVlWU6PnPmTAlTFQ1xcXGF3u/t7f2Mkjw+f39/NmzY8NBjcnLkyBF8fX1xcXFh/fr1nDp1isGDB+Pp6Sl1tEJpNBri4uLMXn8NGzaUMFHhDh48yKVLl+jbty+3b99Go9HI+rks5M9O6gDC09OkSRMUCoXFcaPRiEKh4ODBgxKkerhDhw5ZHPvjjz8kSPJwSmXOxZ+rV69y5MgR2rZtC8CuXbtk+QZ+4cIF0+2VK1faTHHdt29fQkJCAFi8eDFDhw6VONGjmTRpEnq9nkOHDtG7d282bdpEgwYNpI71UBkZGfz777/o9XrTserVq0uYyNLAgQNRKBQYjUYSExNxcnICcrKXL1+evXv3SpzQ0v79+4mJiSExMZGvvvrKdDw1NRW5j3NNmTKFjRs3cuHCBX788Ue6dOnCZ599xk8//SR1tAJt2bKF2bNnk5KSQvny5bly5Qq1atWS7ZeYJUuWsHfvXm7dukXfvn3Jzs4mKCiItWvXSh1NeEyiuC7CwsPDpY7wWLZv38727du5fv06Y8aMMR3XaDQ4OjpKmKxgo0aNAmDAgAFs2LCB0qVLA/DRRx/JbtQayPfLli1ITU013d62bZvNFNenTp0iOjqazp07M3ToUN555x0+/PBDqWMVavXq1Xz99deULFnS9HxRKBTs2rVL4mTmcovnadOm8dJLL9GpUycANm/ezIkTJ6SMViB7e3tcXFxQKBQ4OzubjpcvX54hQ4ZImOzh7OzsUCgU7Nu3j969e9OvXz+2bdsmdaxC/fDDD0RERDBo0CAiIyPZv38/27dvlzpWgTZt2kR4eDhvv/02ABUrVjR77xNshyiuizAPDw+pIzwWT09PmjZtyvHjx2nSpInpuKurK82bN5cw2cPdunXLVFgDlC5dmsTERAkT5S81NZX9+/djNBpJS0sjJibG7P5XX31VomSFs9UvBQ4ODgCoVCoyMjJwc3Pjzp07Eqcq3IoVK9i0aZPNvH8cPnyYiRMnmn7v2LEjS5YskTBRwRo1akSjRo1o164dNWrUkDrOY8nOzubEiRPs3LmTqVOnAphd2ZAjOzs7ypQpY8rZvHlzvv76a4lTFczR0RF7e3uzY7b63lfcieK6GLhx4wZz5swhNjbWbN6Z3EaifH198fX1pU2bNmaFqi2oVq0akyZNonv37gBERERQtWpViVNZKlu2LAsXLjTdXrRokek+hUIh2+I6KSmJ1atXW9zO1adPHyliPZS7uzv37t2jRYsWDB48mFKlSlGhQgWpYxWqXLlyNlNYQ840t+PHj/Pyyy8D8Ndff2EwGCROlb+8z9sjR45Y3C/X5zHkXKWbNGkSTZs2xcfHh7i4OKpUqSJ1rEKp1WqMRiNVqlTh559/xsPDg/T0dKljFahixYocPXoUhUKBwWDghx9+wMfHR+pYwhMQCxqLgXfffZe33nqLFStWMGPGDNauXUvlypUZPny41NHM2NriwLw0Gg3z5883zRdv0qQJH3/8MW5ubhInKxomTJhQ6P1yXSCo1+tRqVQYDAaio6PRaDT4+fnh6uoqdTQLFy9eBHLmqWZmZtKxY0fTyDvIb851rsOHDzN69Gjc3d2BnNdicHCwLOe22/LzOCwsjJ49e0od5bEcPHiQunXrcufOHSZPnoxGo2HMmDE0a9ZM6mj5unXrFuPHj+fw4cMoFAoaNGjAnDlzKFu2rNTRhMckiutiwM/Pj8jISDp37kx0dDQGg4GePXuyfv16qaOZmTdvXqH3585vFqzn6tWr7NmzB09PT1577TWp4xRJqampJCQkUKdOHamjFKp169YF3ifHOde50tPTsbOzM305qF69Omq1WuJURU+3bt2IiIiQOkaxkJGRgcFgwMXFReoowhMS00KKgdw5XM7Ozly/fp2yZcuSlJQkcSpLtlg829po+8CBAxk/fjy1a9fm5s2bdOvWjbp163Lt2jXOnTsn20VVSUlJODk5mTpCHD16lO3bt+Pp6UmfPn1QqVQSJ8zf3r17mTRpEiqVit27d3Pq1CkWLlzIDz/8IHU0C7t375Y6wmMzGAx0796dLVu24OvrK3WcR3Ly5ElKlCiBl5cXu3bt4sCBA3h7e9OrVy/s7OT7kdy4cWO2bdtG+/btpY7yyO7cucPMmTO5ceMGq1evJjY2luPHj9O7d2+po+UrMjKSVq1ama7CJCcns2/fPrp06SJxMuFxiU1kioEGDRqQnJxM79696datG23bti10lEoqO3bsAGDdunX5/siRUqlEqVRy/fp1oqKiSEtLIy0tjY0bN3Ljxg2p41lITEykdu3aAGzcuJHGjRuzYsUKQkNDiY6OljhdwT766CNu3boFwOXLlxk8eDA6nY6dO3cye/ZsidMVbP78+YSFhVGiRAkA6tWrx5UrVyROVbiRI0c+0jE5UCqVVKxYkZSUFKmjPJJvvvmGUaNGMXDgQGbPns3ChQtxcnJi69atTJs2Tep4hdqwYQOjRo3ipZdeomnTpjRpw75AEwAAIABJREFU0oSmTZtKHatQEydOpH79+qbnR9WqVVmzZo3EqQq2YsUKU2ENULJkSVasWCFhIuFJyfdrsmA148ePB3KmhzRq1IjU1FRZrlQ/c+YM7dq14+jRoxb3KRQKWc73s7VWfHnn0B47dow2bdoAOQvv5Dr6C5CSkkLlypWBnFZr7du3Z/LkyWRlZREQECBxusKVK1fO7He5T1nIr/i/fPmyBEkejbu7O926deP11183a28nx9ffzp072bp1K2lpabRu3ZqYmBhcXV3RarX4+flJHa9QttbaFeDmzZv07t3bNDijVqtNexPYCrl3ZBHyJ4rrYiB3LmIupVLJxYsXZbdA6ZNPPgEw7SBoS2ylFZ+dnR2XLl2iVKlSHDlyhKCgINN9eTvJyE3egvSvv/4yFSIODg6yvpTu4uLC7du3Te20Dh06JNtFrqGhoaxbt474+HhT1xtA9jvEValSRfZdK3Kp1WocHBxwcHCgcuXKpoWtarVa9l+6bKmDTK4H3xtSUlJkvVlPuXLl2LFjB+3atQNy9n4oU6aMxKmEJyHfTyXBavLOo9Vqtdy+fZvnnntOtnMsC5oCIseR61y20opv9OjR9O7d2zRSlrt18YEDB/Dy8pI2XCFcXV3Zu3cvFSpU4NixY8yaNQvImXMr5y8FY8aMYfDgwVy9epV+/foRHx/P999/L3WsfDVv3pwqVaowdepUPv30U9NxV1dXatasKWGywtnSWg2j0UhmZiYGgwGFQkFmZqap2JNz0Qe209I1rzfeeINJkyaRlpZGREQEa9askfWVrqCgID788EPTAJNKpTJrlyrYDtEtpBg6ePAg+/btM00XkZtx48aZbmdlZXHkyBFefPFFWS4Cy2VLrfh0Oh0ajcZspD13FzA5togDiI2NZezYsdy8eZOhQ4fy/vvvAzkf7Nu2bZP11Q6NRsOxY8cAePnll03zr4X/Ji4ujvj4eFq1agXA7NmzTc/jPn36UKtWLSnj5atWrVqmLdtz5f6uUCg4e/ashOkKZystXR+0ceNGdu/ejdFopHXr1nTt2lXqSIXS6/XExcUB4O3tLevpekLBRHFdTPn7+7NhwwapYzySmzdvMn36dObPny91lMeSd2MLuRk9erRFp5P8jsmJwWDg/Pnzsiya8qPX6+nevbvNvM5yaTQali5dytmzZ81GKH/66ScJU1kaNWoUfn5+vP766wC8+eabvPPOO2RkZHD+/HlZP5dtka20dM2l1+tZuHAhI0aMkDrKQ2m1WtRqNRkZGfnen9slSbAdtjWzX3giFy9eNP2cP3+e8PBwtFqt1LEeWYUKFUzf5OXuzp07LFu2jA4dOjB27Fip4xQov/N54cIFCZI8OqVSaXZVQ+5UKhXOzs6ynraSn6CgIJRKJfHx8fTo0QOVSsULL7wgdSwL8fHxpsIacgqQAQMGMGzYMP7991/pgj2EXq9n6NChUsd4bA+2dM3OzpZlS9dcKpWKffv2SR3jkeROeXz55Zd55ZVXTD+5vwu2R8y5Lgbyzrm2s7OjSpUqpjmrcpR3zrXBYODUqVOULFlSwkSF0+v1/Pbbb4SFhXHs2DH0ej2LFy+W5Q5x69evJywsjPj4eHr16mU6rtFobGLBUpUqVbh69SrPP/+81FEeibe3N3369OHNN98062Qh522uExISWLBgAbt27aJTp060a9eO/v37Sx3LwoNdFL766ivTbY1G86zjPDKVSkVycjIGg8GmOlc82NJVrVbz5ptvSh2rUK+//jrLly/Hz8/P7PUnt5Hg3KtbsbGxEicRrEUU18WAXBcuFiRvKz47OzsqV64s2xHL2bNnEx0dTdWqVenWrRvBwcF06tRJloU15MwF9/DwYMqUKWa9i11cXGxiE460tDS6dOlC/fr1zT4sv/32WwlTFUyv1+Pj4yPrVnYPyu1aYW9vT3JyMu7u7rIcodTpdKSlpZl2scttL5qamir7K3Mvvvgiw4cPp1OnTma78Ml5l1Rbaema13fffQfkdKCS+9x2W51GJuRPFNdFnE6nIzo6mvPnz6NQKHjllVdo06aNrEdM5Lw47UEhISHUr1+f4cOHmwrq3LZrcuTp6Ymnpyfbtm2TOsoT6dKli03tVjZz5kyLY9evX5cgyaPz8vIiOTmZzp0707NnT9zc3GS5dXuHDh347LPPmD59uqlATUtL44svvpD9LoK5xd3atWtNxxQKhSyL66NHj3L37l3eeOMN07HnnnuOHTt2kJqaKutpC7Y0Epx3Glne/QgE2yQWNBZhV69eZdCgQbi7u/Piiy8COVvvOjg4sGzZMqKionj77bclTnmfwWBg165duLu706hRI1avXm3aGnjYsGGy7GSRnJzMxo0biYiIID09HT8/P0JDQ9mzZ4/U0QoVHx/P4sWLuXLlitnl9V9++UXCVEWXVqtlx44dhIWFcebMGY4cOSJ1pEdy9OhRNBoNLVq0kF0/cZ1Ox6effsq+fftMfbjj4uJo2bIlX331lWmOsJxkZmbi6OgodYzHMnDgQKZOnWpq25nr6tWrTJw4kZUrV0oT7DFptVq2bdtGeHg4q1atkjpOviZOnEhsbKxNTSMT8ieK6yLs448/pn79+gwcONDs+MqVK9m1axe3bt2S1Qjm5MmTOXPmDFqtlmrVqnHv3j1atWrFkSNHsLOzY+7cuVJHLNTp06eJiIhg8+bN1KxZk86dO8vqy0teXbp0oWPHjtSpU8es1ZNctzPOO582P3n7MsvJ6dOnCQsLY+vWrWRlZTF9+nTatGljEwVWVlYWFy5cwMPDg1KlSkkdp0CXL1/m77//BqB27dpUq1ZN4kQFe/PNN5kxYwb169eXOsoje/vttwvsCNKlSxc2btz4jBM9npMnTxIWFsb27dupV68enTp1ku1umBMmTMj3eH5XwAR5k9dQhGBVZ8+eZcGCBRbHBw4cyA8//GB2SVIODh8+zKZNm8jIyKBly5YcPHgQtVrNO++8Q+fOnaWO91B169albt26BAYGsmPHDiIiImRbXKtUKpvqWJB3FMcWrFq1ioiICDIzM+nWrRuRkZH06dOHjh07Sh2tQH/88QdTpkzB3d2dcePG8cknn5CdnU16ejqzZs2S7eK1nTt34ufnR4UKFaSO8lDTpk0jKCiIVq1aMXr0aNnvyghw7969Au/LzMx8hkkeXVJSEhs3biQ8PBydToefnx9OTk4sW7ZM6miFEkV00SGK6yKssHnVbm5ustvSWK1Wo1QqcXFxwdPT0/TBo1QqZfshVNDCqXbt2pm2sJWjZs2asX//fpo3by51lEci940qHjRz5kyaNm3KlClTTJfT5TwXH3KuDowfPx6NRsPQoUNZuHAhjRo14ty5c3z66aeyLa7v3LlDQEAANWvWJCAggLZt28r2/aJhw4ZERkYSHByMv78/vXr1MnufluPl/+eff54DBw7QrFkzs+MHDx7kueeekyhV4Vq2bEmDBg348ssvTXPC5dqPG3LmhgcFBREXF0edOnWYOXOmxTQcwbaI4roIq1y5Mjt27LAo8rZv307lypUlSlUwnU5HfHw8RqPR7DYUXMRK7YUXXiiwaFIoFKbL1XLTsmVLhg0bhr29vVkhEhMTI2GqguXd4GbDhg34+/tLnKhwmzdvJjw8nN69e+Pt7Y2/v7/st7c2GAymBXXz58+nUaNGALLe+hxy+nJ/+umn/Pbbb2zYsIHp06fTrl07vvjiC6mj5cvJyYk6deqwdetWTp06Jfsd+EaNGsWwYcN4++23Tf3OT548yfr162W7a+6AAQPYuHEjwcHBBAQEyPaLYa7Jkyfj5+dH8+bN2bp1K1999VW+V50F2yHmXBdh58+f57333qNx48amBY1//fUXhw8fZsWKFbJro9SyZUuUSmW+RYhCoZDlIkG9Xo/RaGTx4sXY2dnRo0cPjEYjYWFh6PV6PvjgA6kj5uuNN95g1KhR+Pr6mn24y/FLF9zfHQ5sa3dRvV7Pnj17CA8PJyYmhvbt29O5c2datGghdTQLec/rg+fYVs75pUuXTIu15fjF9tatW3z++eekpaUxY8YMmxmdPHfuHMuWLTOdU19fXwYNGiTr3VINBgN79+4lPDycw4cPk52dzaJFi2jSpInU0Sw8OHe9a9euREVFSZhI+K9EcV3E3bt3j5CQEM6dOwfkjEL17dsXd3d3iZMVLfkVH926dSMiIkKiRIULCAggPDxc6hiPrLDCz1bcuXOHDRs2EBkZyaZNm6SOY6Fhw4amS/95pwEYjUb++OMPDh8+LGW8AqWkpLB582YiIiJITk6ma9eu+Pn5yXKjoRYtWvD+++/Tv39/2U8TKkru3LlDVFQUGzZs4N69e7LbudFWv8wKBRPFtSArer2enj17EhYWJnWUx9K+fXuWLl1qGon6559/GDx4sKy6seS1ePFiSpcuTYcOHcymhch1rmrbtm35/PPPgZxFYRMnTjS7X479gQEiIyNp3769TXQHediHuVyn4jRu3JjWrVvj7+9vmsoiV3FxcbJb6/Ko7ty5w8yZM7lx4warV68mNjaW48eP07t3b6mjPZaTJ0+aprfIRZ06dShRooTp95SUFEqUKGHa9ObgwYMSphOehCiuizBbbV/Wp08ffvzxR9kWevnZunUrkydP5sUXX8RoNHL69GkmT54s27l+eS/nyn3nMoB+/foVeJ9CoeCnn356hmke3YgRIzhy5AitW7emW7duNtWCzVakp6fbXDcZWyxUP/jgA1q2bMmaNWuIjo5Gq9USEBBAdHS01NEKZCvn+dq1a4Xe7+Hh8YySCNYiFjQWYbb2gZOratWq9OvXj/bt25v9N/Ts2VPCVIXr0KEDDRo04K+//gJgxowZlCtXTuJUBTtz5ozUER7Lzz//LHWEJzJ//nySk5PZtGkT06dPJy0tjW7dusmyDeLq1asLvV+OnSxyBQcH88cffwDQpEkThg0bJuv3v4kTJ5oKVch5zxs3bpzsir68bt68Se/evVm3bh1wv7uTnNnKeX6weE5KSqJ06dISpRGsQRTXRZittS/LlZmZSeXKlc0WJCkUClkX15DzYZN7+V/uo+5ZWVk4OjqiVCq5dOkSFy5coE2bNrLvXDBy5Ei+/fbbhx6Tk5IlS9K3b186depEcHAw8+bNk2Vxffr0aakjPJGgoCAcHBwYN24cABEREUyYMEHWzwlbLFQf3KEzJSVF9h1wbO08nzhxglGjRpkWY546dYrQ0FCmTp0qdTThMYniugiz1ZGoOXPmSB3hsR04cIAxY8bg4+OD0Wjk0qVLzJ07V7Y7Hvbt25eQkBDS09MZMGAA1apVY+/evbLfxODKlSsWxy5fvixBkkej1+vZt28fERER/Pnnn7Rp04aQkBCpY+VL7v/vC3Lu3Dm2bt1q+r1hw4Z06NBBwkQPZ4uF6htvvMGkSZNIS0sjIiKCNWvWEBAQIHWsQtnaeZ45cyZLly5l7NixANSrV4/AwECJUwlPQhTXRZitjkQBJCQkcO7cObKyskzH5LxL49y5c1m1apWpveGFCxcYP368bLuFGAwGnJ2d2bx5Mz169GDEiBGyPr+hoaGsW7eO+Ph4unfvbjqu0WhkvUDstddeo0aNGvj5+TFnzhxZL2zcu3dvoffLddFouXLlSE5OpmTJkgAkJydTvnx5iVMVzhYL1cGDB7Nx40ZSUlLYu3cv/fr1o2vXrlLHKpStnWedTkf16tXNjtnb20uURvgvRHFdhNnqSFRISAghISHcuXMHX19fjh07RsOGDWVd/Ol0OrO+4T4+Puj1egkTFU6r1aLVajl48KBp/qGcW4M1b96cKlWqMHXqVLOFuK6urrLe5GT9+vVUqlRJ6hiPpLCtoRUKheyK69xNhcqWLUvXrl1p3bo1AL/99pvsF47aYqEKOf2Yu3TpInWMR2Zr51mtVpOWlmZ6L7548SIODg4SpxKehCiui4nLly8TGxtrttOhn5+fhIkKtm7dOsLDw3nnnXdYtWoVsbGxLF68WOpYhSpVqhRRUVGmN+6NGzeaRtLk6M0336RFixZ4eHhQv359bt++LetRVQ8PDzw8PMz6Q2u1Wu7duyfLeeJ//vkn9evX5/z585w/f97ifrkVqmB7i0Zz585WrlzZbPMjPz8/WX9RzGVrheqIESMszqubmxsvvfQS3bp1k+1cZls6z8OGDWPQoEEkJiYSGBjI77//bpPTJAVRXBcLP/30E+vWrePWrVvUq1ePo0eP0rBhQ9kW1/b29ri4uGAwGICctnFynlcL8OWXXzJ69GgmT54M5KxKnzt3rrShCjFy5Ej69euHu7s7SqUSR0dH5s2bJ3Wsh/rkk0+YMmUK9vb2dO3albt37zJ06FAGDRokdTQzGzZsoH79+vmOBstxFDivgqaHyC3zqFGjCrzv+PHjzzDJ47PFQrVcuXKcPn2ajh07ArBlyxbc3NzYunUrsbGxFr3n5cDWzvNrr71G1apV+f333zEajXzwwQdUqVJF6ljCExDFdTEQGhrK+vXr6d27N8uXL+f8+fMsXLhQ6lgFcnR0JDs7mxo1ahAcHEzFihVlPcUCwMvLi4iICFJSUgDMNgSQm+TkZNRqNaVLlyY2NpZDhw7h5eUlu+IpP3Fxcbi5ubFt2zYaN27MhAkT6NGjh+yK62nTpgH5jwbnN5ItJ3m/EGi1Ws6ePYuvr6/snx+5O2CGh4ej1WrZtWuX1JEKZIuFamxsLD///LOpE1LPnj0ZOHAgq1atku1AjS2eZ09PT9555x2pYwj/kSiuiwG1Wo2zszMGgwGj0UiNGjWIj4+XOlaBJk2aRFZWFoGBgcydO5eLFy8ye/ZsqWM91LVr17hy5YrZF4FXX31VwkSWVq9ezZw5c3BwcGDEiBEsW7aMevXq8dNPP+Hv7y/79o3Z2dkAHDlyhNdeew0nJyfZjT49zJAhQ9izZ4/UMQr04BeCixcvsnz5conSFE6v1/Pbb78RFhbGsWPH0Ov1LF68mAYNGkgdrVC2WKjevn3bbHGdnZ0dd+/eRa1Wy7b1qK2c54CAgEKnMtnajsWCKK6LBScnJ3Q6HbVq1WLOnDlUqlTJNOVCjnJ3D3RxcWHWrFkSp3k0wcHBhIaG4uXlZSr2FAqF7IrrtWvXsmvXLlJTU+ncuTO//vor5cuXR6PR0LNnT9kX19WqVeP999/n8uXLjBkzhszMTKkjPTY5twLLT/Xq1WW56dDs2bOJjo6matWqdOvWjeDgYDp16iT7whpss1Bt1KgRQ4YMMa0riY6OpkGDBqSlpck2s62c5/Hjx0sdQbAyUVwXA1988QU6nY7AwECCg4O5evXqQ7dGl9KVK1f47LPPuHnzJjt27ODMmTPs2bOHjz76SOpoBdq2bRu7du3CxcVF6iiFsrOzo0yZMpQpU4bKlSubWpa5ubnJ6sOmILNnzyYmJoaaNWvi7OzMzZs3TT1hbYXcF9vlnXNtMBg4deqURb9gOQgJCaF+/foMHz7cVFDL/dzmssVCddKkSfzyyy9s374dyLkq16tXL+zt7QkNDZU4Xf5s5Tw3atRI6giClSmMtjaMIjwWvV7PwoULGTFihNRRHtm7775L//79mTdvHlFRURgMBrp06WLWKUJuBgwYwIoVK2TZuSIvf39/NmzYYHE7v99tRefOnYmOjpY6hpnCekYHBgZy8ODBZ5jm8fTr1890287OjsqVK/P+++/j6ekpYSpLycnJbNy4kYiICNLT0/Hz8yM0NFTWU25y6XQ6fvnlFw4fPgzkFFe5hapgPbZ2njUaDUuXLuXs2bNmezz89NNPEqYSnoQorouB7t2729ScrW7duhEREYGfnx+RkZEAZrfl6MyZMyxYsIBmzZqZ9SWV25btdevWNdtsI2+7wOTkZNluPHTx4sUC7xs4cCAxMTHPMM3D5S1Q8yPHtnezZs0y7QYXExMjuylNhTl9+jQRERFs3ryZmjVr0rlzZ95++22pYxUp2dnZhIeHWxR+trqfghx9/PHHVKtWjc2bNzNy5EjCw8OpU6eOzV2dE8S0kGLh9ddfZ/ny5fj5+eHs7Gw67uTkJGGqgqlUKrKzs02XeBMTE2V/uXfFihVcu3aNEydOmM25lltxvWXLFqkjPJFOnTrh4eGR73zl5ORkCRIVLrd4TklJkXXnmLwOHTpkuj137lybKq7r1q1L3bp1CQwMZMeOHURERMi6uLbFQnXSpEno9XoOHTpE79692bRpk+znt9vaeU5ISGDBggXs2rWLTp060a5dO/r37y91LOEJiOK6GPjuu+8AmDNnDgqFAqPRiEKh4OzZsxIny1+vXr34+OOPuXv3LosWLSIyMlLW860BTp48yfbt22XfuSLvZhu2xMPDgzVr1lChQgWL++TaIs5oNNKrVy+b+UKT94uLLV3QTE9Px9HREaVSyT///IOdnZ3sN52yxUL11KlTREdH07lzZ4YOHco777zDhx9+KHWsQtnaec6dB25vb09ycjLu7u4kJSVJnEp4EqK4LgZiY2OljvBIfvnlF3r16kVAQACenp7s3r2be/fuMWXKFJo0aSJ1vEJ5eXmRmZlpdmVAjkaPHl3oVQC5bnzTrl07rl27lm9x/cYbb0iQ6OEUCgWVKlXi3r17uLu7Sx3nobRaLZcuXcJoNJrdzlW9enUJ0xWsb9++hISEkJ6ezoABA6hWrRr79u1jxowZUkcrkC0WqrnT3VQqFRkZGbi5uXHnzh2JUxXO1s6zl5cXycnJdO7cmZ49e+Lm5kadOnWkjiU8AVFcFxNxcXFcunSJtm3bkpaWhk6nk9323Nu3b2fnzp3MmDGDRo0a2dQK6hIlShAQEEDLli3N5lyPHj1awlSWmjZtKnWEJ1JYqyo5bgSRy9XVFX9/f1q2bGn2xevTTz+VMFX+MjMzGTx4sOn3vLcVCoVsN2UxGAw4OzuzefNmevTowYgRI+jcubPUsQpli4Wqu7s79+7do0WLFgwePJhSpUrl+2VXTmztPH/99ddATt/rtLQ0VCoVQ4YMkTiV8CREcV0MREREsGTJEnQ6HW3btuXmzZtMmTKFlStXSh3NzI8//sgvv/xCz549GTlyJP7+/lJHemSenp6y66aQHznPQy2KfHx88PHxkTrGI9m9e7fUEZ6IVqtFq9Vy8OBBevfuDci/JZ8tFqpLlixBpVLxySefEB0djUajkdVGLPmxlfM8duxY3n//fWrVqkVycjJdu3bF1dWVu3fvUrZsWfG+bYNEt5BiwM/Pj9WrV9OnTx9Tx41OnTrJtrVdfHw83bt3R6VSoVQqTXPE5dy+zNbo9Xo2bNhAbGys2UKfqVOnSpiq6Lh06RJxcXG0bdsWgOnTp5OamgpA//79qV27tpTxipRvv/2WNWvW4OHhQVhYGElJSXz44Yey7b0MOa8/lUqFwWAwK1RdXV2ljpYvvV7Phx9+KPu57A+ylfP81ltvmdZmrFq1ir1797JixQr+/fdfhg4dSlRUlMQJhccl79VXglXY29tbbG4i137MJ0+eZPjw4XTq1ImwsDDCwsIIDw+XfSvBpKQkAgMDTSu7z507J+sP9y+++IKDBw+yc+dOKlasyJ9//in7xZi2ZP78+Wa9dPft20fdunWpWrUqS5YskTBZ0TNy5Ei2bt3K+vXrUSqVODo6Mm/ePKljFSi3UAVQKpV07dqVvn37yq7gy0ulUpGcnCzrnX0fZEvnOe9Uwj///NP0pbxixYqyvwoj5E9MCykGSpYsSVxcnOlFGhUVRcWKFSVOZenrr79m27ZtTJkyhWbNmkkd57F8/vnnNG3a1LRNtLe3N2PHjqVHjx4SJ8vfiRMn2LhxI126dOGjjz6ib9++st/63JYkJCSYdTFxcnKiT58+AKZ/CtaTkZHBuXPn0Ov1pmPPPfechIkKlrdQtaUvtC+++KJp4CPvYI1cu/XY2nm+efMm7u7uHD582GzTt7xXFgXbIYrrYiAoKIgxY8YQFxdH69atcXR05IcffpA6loWkpCQiIyNlObLwMDdu3KBv376mEXa1Wi3rN3S1Wo1CoUClUpGZmYm7u7usF/rYmrxFHph3YUlJSXnWcYq04OBgQkND8fLyMusxL+c+3bZWqAKm1q1r1641HVMoFLLObCvneciQIfj5+WFvb0/9+vVNnXn++usv2X5JFAoniutiwNvbm/Xr1xMfH4/RaMTb21uW00Lk3DrrYezszF9KGo1G1r2CS5YsSUpKCs2bN2fo0KGUKlWKcuXKSR2ryNDpdKSmppq+KFarVg2A1NRUtFqtlNGKnG3btrFr1y6LqW9yZouFqhx3FX0YWznPHTp0oEGDBty+fZtatWqZjleqVEmsg7FRYkFjMRAUFERAQAD169eXOkqRtXjxYv79919iYmIYPnw4a9asoX379rz77rtSR8uXVqtFrVaj1+uJiooiJSWFgIAA3NzcpI5WJCxYsIALFy4wY8YMU4GdmprKxIkT8fb2ZuTIkRInLDoGDBjAihUrZDlgUNRoNBri4uLMpio0bNhQwkSCIE+iuC4GVq9eTXh4OKmpqfj7++Pv7y/LOde2bsOGDezevRuj0Ujr1q3p1q2b1JEKtGLFCt57772HHhOeTHZ2NoGBgezatQsvLy8gpwtOmzZtmDVrlsWVDuHJnTlzhgULFtCsWTOzhWE9e/aUMNXD2VqhumXLFmbPnk1KSgrly5fnypUr1KpViw0bNkgdrVC2dp6FokEU18XIuXPniIyMZPPmzfj4+LB8+XKpIxVpSUlJlC5dWuoY+fL397f4UMzvmPDfJCQk8PfffwPg6+tLlSpVJE5U9IwZM4bz589To0YNsznXX331lcTJCmaLhWqXLl348ccfGTRoEJGRkezfv5/t27czZcoUqaMVyBbPs1A0iOGTYsTHx4dGjRqRkJDA4cOHpY5TZCQlJZGYmIiPjw8qlYq7d++yZMkSwsPDZXeeDx48yIEDB7h16xbBwcGm4xqNxqbabNmKKlVzf4xYAAAIwklEQVSqiIL6KTt58iTbt2+X9QLiB/3www9ERERYFKpyZmdnR5kyZUyLdZs3b27aUVCubPE8C0WD7bwbCU/s3LlzzJo1i5YtW/Lzzz/ToUMHYmJipI5VJERERNCyZUsGDBiAv78/u3fvpl27dly9epV169ZJHc9CbocQyOn9mvvj4eHBd999J3E6QXh8Xl5eZGZmSh3jseRXqJ46dUriVIVTq9UYjUaqVKnCzz//zO7du0lPT5c6VqFs8TwLRYMYuS4GRowYgb+/P2FhYWKutZUtX76csLAwatWqxeHDh3nvvfeYPXs2HTt2lDpavpo0aUKTJk1o37692ap0QbBVJUqUICAggJYtW5rNuR49erSEqQr3YKHq4eEh+0J15MiRpKamMnbsWCZPnoxGo2Hy5MlSxyqULZ5noWgQxXURd/ToUSpVqsTKlStZtWoVNWvWZPjw4TRo0EDqaEWCnZ2dqUht1KgRHh4esi2s8/L29mbevHmmLeVzW/LlLU4EwRZ4enri6ekpdYzHYkuF6qVLl4iLizPtGrhgwQIqVapEpUqVKFmypMTpCmdL51koWkRxXYT9+uuvTJ06lQ8++IDx48cDcPz4ccaMGcPnn39uerMUnlx2drapfzjkFNt5f/f29pYyXoGmTp1KZmYmY8aMASAsLIypU6cybdo0iZMJwuMZNWqUxTGdTidBkoezxUJ1/vz5Zp2P9u7dS//+/UlPT2fJkiV88803EqbLny2eZ6FoEcV1EbZo0SKWLVuGj4+P6Vjt2rVp0KAB48ePF8W1FWg0GgYOHGi2YcyAAQOAnPnNe/bskShZ4U6cOEF0dLTp94YNG9KlSxcJEwnCk9FoNKb+7DqdjtDQUJYuXSrL154tFqoJCQlmm644OTnRp08fANM/5cYWz7NQtIjiugjLzMw0K6xz1ahRw6znp/Dk9u3bJ3WEJ5aRkYGTk5PptiDYkr179zJ27FhSU1Np3rw5I0eO5JNPPsHd3Z1Zs2ZJHS9ftlio5i4GzDV37lzT7ZSUlGcd55HY4nkWihZRXBdhOp0OnU6Hvb292XGtViu2YLYivV5Pz549CQsLkzrKI+vYsSO9evWiU6dOQE4/2M6dO0ucShAeXXBwMF999RWNGjVi586d9O/fnw8++IAhQ4ZIHa1Atlio6nQ6UlNTTTuNVqtWDcjZcVSunyO2eJ6FokW04ivC2rRpw/jx49FoNKZjKSkpBAYG0qZNGwmTFS0qlQoHBwfZftDkFRQUBMCwYcMYNWoUiYmJJCYmMmLECFkXJYKQn1atWuHi4oKfnx+lS5eW/XM4t1DNZQuFaseOHQkKCjLLnZqaysSJE3nrrbckTFYwWzzPQtEiRq6LsNGjRzN58mRee+0100YWCQkJtG/f3rSQTbCOqlWr0q9fP9q3b4+zs7PpuNy2YD579qzpdqtWrWjVqpWEaQThySkUCnQ6nWm9g5ubm9nvarVaynj5yi1UZ8yYYRoJlnuh+sEHHxAYGEiLFi3w8vICID4+njZt2vDRRx9JG64AtniehaJFbH9eDFy/fp3z589jNBqpUaMGHh4eUkcqcsaNG2dxTI5bMIstzoWiolatWigUCoxGY77/zPtFUi6ys7MJDAxk165dFoXqrFmzsLOT73hXQkICf//9NwC+vr6y3nnUls+zUDSI4loQipE6depQokQJi+O5BUlu32tBkLsH59U+KHcnUjmypULVlonzLEhFFNeCYCUJCQmcO3fOrBOL3BYJduzYkSVLlhR4v7iqIdiaFStW8N577z30mCAIwrMiro0IghWEhIQQEhLCnTt38PX15dixYzRs2FB2xbVarRYFtFCkREdHWxTS+R0TBEF4VkRxLQhWsG7dOsLDw3nnnXdYtWoVsbGxLF68WOpYFh5syygIturgwYMcOHCAW7duERwcbDqu0WgwGAwSJhMEobgTxbUgWIG9vT0uLi6mD/VatWpx+fJliVNZCg0NlTqCIFiFQqEwzatWKu93lfXw8BCj1oIgSEoU14JgBY6OjmRnZ1OjRg2Cg4OpWLHiQxdcCYLw5Jo0aUKTJk1o3749tWrVkjqOIAiCiVjQKAhWEBsbi6enJ+np6cydO5eUlBQ++ugj6tSpI3U0QSjSsrKy+P77702dbpo3b87QoUNxcHCQOJkgCMWVKK4FQRAEmzVx4kQyMzPp0aMHAGFhYajVaqZNmyZxMkEQiisxLUQQrODKlSt89tln3Lx5kx07dnDmzBn27Nkj2x3MBKGoOHHiBNHR0abfGzZsSJcuXSRMJAhCcad8+EMEQXiYL774gvfeew8nJycAateuzdatWyVOJQjFQ0ZGRr63BUEQpCBGrgXBCu7du0erVq349ttvgZzuBWKLXUF4+jp27EivXr3o1KkTAFu2bJFdf3lBEIoXMXItCFagUqnIzs5GoVAAkJiYaLotCIL1BQUFATBs2DBGjRpFYmIiiYmJjBgxgiFDhkicThCE4kwMrQmCFfTq1YuPP/6Yu3fvsmjRIiIjI8V8a0F4is6ePWu63apVK1q1aiVhGkEQhPtEcS0I/8Evv/xCr169CAgIwNPTk927d3Pv3j2mTJlCkyZNpI4nCIIgCMIzJlrxCcJ/8O6776JUKpkxYwYVKlSQOo4gFBt16tShRIkSFseNRiMKhcLU91oQBOFZE8W1IPxHv/zyCz/88AMjR47E399f6jiCUCx07NiRJUuWFHi/h4fHM0wjCIJwnyiuBcEK4uPj6d69OyqVCqVSKUbPBOEp8/f3Z8OGDVLHEARBsCDmXAvCf3Ty5EmCgoLo1KkTgwYNQqkUTXgE4Wmzt7eXOoIgCEK+xMi1IPwHX3/9Ndu2bWPKlCk0a9ZM6jiCIAiCIEhMjFwLwn+QlJREZGQkrq6uUkcRBEEQBEEGxMi1IAiCIAiCIFiJmBwqCIIgCIIgCFYiimtBEARBEARBsBJRXAuCIAiCIAiClYjiWhAEQRAEQRCsRBTXgiAIgiAIgmAl/wMb89g0yuYioQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "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",
+    "sns.heatmap(top_corr, annot = True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 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": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9dae1ecb38>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "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": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9dab29dd68>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1296x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "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": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x7f9daafef828>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x1512 with 56 Axes>"
+      ]
+     },
+     "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": 22,
+   "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",
+       "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": 22,
+     "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": "markdown",
+   "metadata": {},
+   "source": [
+    "## Normalize missing values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# PoolQC has missing value ratio is 99%+. So, there is fill by None\n",
+    "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')\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": 24,
+   "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": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Replacing zero, cuz this metrix is not importent\n",
+    "for col in ['GarageYrBlt', 'GarageArea', 'GarageCars']:\n",
+    "    train[col] = train[col].fillna(int(0))\n",
+    "train['MasVnrArea'] = train['MasVnrArea'].fillna(int(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#There is put mode value \n",
+    "train['Electrical'] = train['Electrical'].fillna(train['Electrical']).mode()[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#There is no need of Utilities\n",
+    "train = train.drop(['Utilities'], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9da3c8f710>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Checking there is any null value \n",
+    "plt.figure(figsize=(10, 5))\n",
+    "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": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9dab0c8748>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 5))\n",
+    "sns.heatmap(test.isnull())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Inputing values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "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": 33,
+   "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": "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": {},
+   "source": [
+    "### Prepraring data for prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "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": "markdown",
+   "metadata": {},
+   "source": [
+    "### Linear Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predict value [11.73071436]\n",
+      "Real value 12.019749091416921\n",
+      "Accuracy --> -96.72803857402104%\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": "markdown",
+   "metadata": {},
+   "source": [
+    "### GradientRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy --> -99.58821706122039%\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import GradientBoostingRegressor\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": 126,
+   "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_GBR10000_16.csv',index = False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## RandomForestRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy --> -85.2952891946336%\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestRegressor\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}%\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## ExtraTreesRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy --> -87.56210695716639%\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import ExtraTreesRegressor\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": {
+  "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/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",
+      "text/plain": [
+       "<Figure size 864x648 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "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": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 112,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x360 with 1 Axes>"
+      ]
+     },
+     "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": [
+       "<function matplotlib.pyplot.show(*args, **kw)>"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x360 with 1 Axes>"
+      ]
+     },
+     "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": [
+       "<Figure size 864x576 with 2 Axes>"
+      ]
+     },
+     "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": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9a8c2a63c8>"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "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": [
+       "<seaborn.axisgrid.PairGrid at 0x7f9a8ff56e10>"
+      ]
+     },
+     "execution_count": 92,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x1512 with 56 Axes>"
+      ]
+     },
+     "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
+}
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 @@
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+2911,165086.775061735
+2912,188506.431412274
+2913,172917.456816012
+2914,166274.325225982
+2915,167081.220948984
+2916,164788.778231138
+2917,219222.423400059
+2918,184924.279658997
+2919,187741.866657478
diff --git a/Advanced Regrassion/test.csv b/Advanced 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
+2901,20,RL,NA,50102,Pave,NA,IR1,Low,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,6,5,1958,1958,Gable,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,909,Unf,0,723,1632,GasA,TA,Y,SBrkr,1650,0,0,1650,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,2,518,TA,TA,Y,0,0,0,0,138,0,NA,NA,NA,0,3,2006,WD,Alloca
+2902,20,RL,NA,8098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,1136,BLQ,116,129,1381,GasA,Ex,Y,SBrkr,1403,0,0,1403,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2000,Unf,2,470,TA,TA,Y,0,173,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2903,20,RL,95,13618,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,198,Gd,TA,PConc,Ex,Gd,Av,GLQ,1350,Unf,0,378,1728,GasA,Ex,Y,SBrkr,1960,0,0,1960,1,0,2,0,3,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,714,TA,TA,Y,172,38,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2904,20,RL,88,11577,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,382,Ex,TA,PConc,Gd,TA,Gd,GLQ,1455,Unf,0,383,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Ex,9,Typ,1,Gd,Attchd,2005,Fin,3,682,TA,TA,Y,161,225,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2905,20,NA,125,31250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,1,3,1951,1951,Gable,CompShg,CBlock,VinylSd,None,0,TA,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1600,0,0,1600,0,0,1,1,3,1,TA,6,Mod,0,NA,Attchd,1951,Unf,1,270,Fa,TA,N,0,0,135,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2906,90,RM,78,7020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,200,TA,Gd,PConc,Gd,TA,Gd,GLQ,1243,Unf,0,45,1288,GasA,Gd,Y,SBrkr,1368,0,0,1368,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
+2907,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,5,Typ,1,TA,BuiltIn,1977,RFn,1,336,TA,TA,Y,141,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2908,20,RL,58,10172,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,423,864,GasA,Ex,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2909,90,RL,NA,11836,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,149,Unf,0,1503,1652,GasA,TA,Y,SBrkr,1652,0,0,1652,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1970,Unf,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2910,180,RM,21,1470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,522,Unf,0,108,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2911,160,RM,21,1484,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2912,20,RL,80,13384,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,1979,Gable,CompShg,Plywood,Plywood,BrkFace,194,TA,TA,PConc,TA,TA,Av,Rec,119,BLQ,344,641,1104,GasA,Fa,Y,SBrkr,1360,0,0,1360,1,0,1,0,3,1,TA,8,Typ,1,TA,Attchd,1969,RFn,1,336,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2913,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,408,Unf,0,138,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml
+2914,160,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,34,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal
+2915,160,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Gd,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2916,160,RM,21,1894,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml
+2917,20,RL,160,20000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1960,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1224,Unf,0,0,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,1,0,4,1,TA,7,Typ,1,TA,Detchd,1960,Unf,2,576,TA,TA,Y,474,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml
+2918,85,RL,62,10441,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,337,Unf,0,575,912,GasA,TA,Y,SBrkr,970,0,0,970,0,1,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,80,32,0,0,0,0,NA,MnPrv,Shed,700,7,2006,WD,Normal
+2919,60,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,94,TA,TA,PConc,Gd,TA,Av,LwQ,758,Unf,0,238,996,GasA,Ex,Y,SBrkr,996,1004,0,2000,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,1993,Fin,3,650,TA,TA,Y,190,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
diff --git a/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
+1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500
+2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500
+3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500
+4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000
+5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000
+6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000
+7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000
+8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000
+9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900
+10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000
+11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500
+12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000
+13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000
+14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500
+15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000
+16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000
+17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000
+18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000
+19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000
+20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000
+21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300
+22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400
+23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000
+24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900
+25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000
+26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300
+27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800
+28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000
+29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500
+30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500
+31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000
+32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350
+33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900
+34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500
+35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500
+36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000
+37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000
+38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000
+39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000
+40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000
+41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000
+42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000
+43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000
+44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250
+45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000
+46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900
+47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686
+48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700
+49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000
+50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000
+51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000
+52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500
+53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000
+54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000
+55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000
+56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500
+57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500
+58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500
+59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780
+60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900
+61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000
+62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000
+63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500
+64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000
+65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500
+66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000
+67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000
+68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000
+69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000
+70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000
+71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000
+72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500
+73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000
+74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900
+75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400
+76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000
+77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750
+78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000
+79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500
+80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000
+81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500
+82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500
+83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000
+84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500
+85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500
+86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000
+87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000
+88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500
+89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000
+90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600
+91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900
+92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600
+93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500
+94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900
+95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750
+96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000
+97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000
+98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750
+99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000
+100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950
+101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000
+102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000
+103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964
+104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900
+105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500
+106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000
+107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000
+108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000
+109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000
+110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000
+111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900
+112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000
+113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970
+114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000
+115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500
+116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000
+117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000
+118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000
+119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000
+120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990
+121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000
+122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000
+123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000
+124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900
+125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000
+126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500
+127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000
+128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000
+129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000
+130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000
+131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000
+132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000
+133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750
+134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000
+135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000
+136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000
+137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000
+138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000
+139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000
+140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500
+141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000
+142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000
+143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000
+144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000
+145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000
+146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000
+147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000
+148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500
+149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000
+150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000
+151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000
+152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402
+153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000
+154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000
+155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000
+156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000
+157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500
+158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500
+159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900
+160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000
+161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500
+162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500
+163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000
+164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200
+165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000
+166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500
+167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000
+168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624
+169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500
+170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000
+171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500
+172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000
+173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000
+174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000
+175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000
+176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000
+177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000
+178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500
+179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837
+180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000
+181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000
+182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100
+183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000
+184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000
+185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000
+186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000
+187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000
+188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000
+189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337
+190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000
+191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000
+192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000
+193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000
+194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000
+195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000
+196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500
+197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872
+198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000
+199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000
+200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900
+201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000
+202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500
+203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000
+204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000
+205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000
+206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500
+207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900
+208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000
+209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000
+210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000
+211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000
+212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000
+213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678
+214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000
+215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750
+216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450
+217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000
+218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000
+219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500
+220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240
+221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900
+222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000
+223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900
+224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000
+225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250
+226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000
+227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000
+228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000
+229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000
+230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500
+231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000
+232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000
+233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500
+234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200
+235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500
+236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500
+237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500
+238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500
+239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000
+240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000
+241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500
+242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500
+243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000
+244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000
+245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000
+246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500
+247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000
+248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000
+249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000
+250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000
+251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500
+252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000
+253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000
+254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000
+255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000
+256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000
+257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500
+258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000
+259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500
+260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000
+261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000
+262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000
+263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000
+264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000
+265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000
+266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500
+267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000
+268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500
+269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500
+270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000
+271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000
+272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500
+273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000
+274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000
+275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500
+276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000
+277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000
+278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000
+279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298
+280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000
+281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500
+282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000
+283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500
+284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600
+285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200
+286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700
+287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000
+288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000
+289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000
+290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575
+291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230
+292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900
+293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000
+294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000
+295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000
+296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500
+297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000
+298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000
+299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000
+300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500
+301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000
+302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000
+303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000
+304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900
+305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000
+306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900
+307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000
+308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500
+309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500
+310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000
+311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600
+312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000
+313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900
+314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000
+315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000
+316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500
+317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000
+318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000
+319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000
+320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500
+321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643
+322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000
+323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000
+324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175
+325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000
+326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000
+327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000
+328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250
+329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500
+330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000
+331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000
+332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000
+333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000
+334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000
+335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000
+336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950
+337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426
+338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000
+339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500
+340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000
+341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900
+342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000
+343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500
+344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000
+345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000
+346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200
+347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500
+348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500
+349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000
+350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154
+351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061
+352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000
+353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000
+354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900
+355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000
+356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500
+357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000
+358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000
+359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000
+360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000
+361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000
+362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000
+363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500
+364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000
+365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000
+366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000
+367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000
+368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000
+369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000
+370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000
+371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400
+372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432
+373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000
+374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000
+375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500
+376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000
+377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000
+378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000
+379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432
+380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000
+381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000
+382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750
+383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500
+384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000
+385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000
+386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000
+387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000
+388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000
+389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000
+390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000
+391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000
+392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000
+393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500
+394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000
+395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000
+396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000
+397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000
+398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500
+399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000
+400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000
+401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500
+402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990
+403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000
+404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000
+405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000
+406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000
+407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000
+408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000
+409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000
+410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750
+411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000
+412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000
+413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000
+414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000
+415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000
+416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134
+417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500
+418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000
+419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000
+420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000
+421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300
+422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000
+423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000
+424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000
+425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000
+426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000
+427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000
+428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008
+429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400
+430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000
+431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400
+432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900
+433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500
+434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000
+435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000
+436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000
+437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000
+438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000
+439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350
+440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000
+441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000
+442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000
+443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900
+444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500
+445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000
+446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500
+447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000
+448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900
+449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500
+450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000
+451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000
+452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000
+453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000
+454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000
+455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000
+456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500
+457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000
+458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000
+459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000
+460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000
+461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435
+462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000
+463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383
+464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700
+465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000
+466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740
+467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000
+468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500
+469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000
+470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000
+471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000
+472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000
+473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000
+474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000
+475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000
+476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500
+477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900
+478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000
+479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000
+480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471
+481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000
+482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000
+483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000
+484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000
+485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500
+486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000
+487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000
+488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000
+489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000
+490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000
+491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000
+492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000
+493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785
+494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000
+495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300
+496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900
+497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000
+498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000
+499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000
+500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000
+501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000
+502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700
+503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000
+504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000
+505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000
+506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500
+507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000
+508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300
+509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000
+510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500
+511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900
+512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665
+513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900
+514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000
+515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500
+516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861
+517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000
+518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000
+519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000
+520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000
+521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250
+522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000
+523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000
+524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750
+525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750
+526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000
+527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000
+528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261
+529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000
+530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624
+531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000
+532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000
+533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500
+534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300
+535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000
+536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500
+537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000
+538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250
+539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000
+540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000
+541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000
+542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000
+543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250
+544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000
+545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665
+546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000
+547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000
+548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500
+549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000
+550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000
+551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000
+552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500
+553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500
+554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000
+555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000
+556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000
+557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000
+558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000
+559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000
+560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000
+561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500
+562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000
+563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000
+564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000
+565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000
+566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000
+567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000
+568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000
+569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600
+570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960
+571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600
+572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000
+573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500
+574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000
+575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000
+576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500
+577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000
+578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500
+579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000
+580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500
+581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900
+582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293
+583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500
+584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000
+585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000
+586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900
+587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000
+588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000
+589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000
+590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500
+591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900
+592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950
+593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000
+594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000
+595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000
+596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000
+597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504
+598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201
+599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500
+600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000
+601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000
+602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000
+603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000
+604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000
+605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000
+606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000
+607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000
+608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000
+609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100
+610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500
+611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000
+612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000
+613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500
+614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000
+615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500
+616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500
+617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200
+618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500
+619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813
+620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000
+621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000
+622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000
+623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000
+624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500
+625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150
+626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000
+627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900
+628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000
+629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000
+630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500
+631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000
+632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500
+633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500
+634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400
+635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000
+636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000
+637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000
+638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000
+639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000
+640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561
+641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000
+642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000
+643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000
+644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000
+645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878
+646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250
+647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300
+648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000
+649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000
+650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500
+651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950
+652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000
+653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000
+654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000
+655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000
+656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000
+657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500
+658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000
+659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500
+660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000
+661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900
+662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000
+663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000
+664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500
+665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000
+666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500
+667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000
+668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500
+669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000
+670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500
+671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500
+672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600
+673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000
+674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500
+675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000
+676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500
+677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000
+678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500
+679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500
+680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500
+681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000
+682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434
+683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000
+684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000
+685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000
+686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500
+687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875
+688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800
+689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000
+690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700
+691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000
+692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000
+693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000
+694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480
+695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500
+696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000
+697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000
+698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500
+699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500
+700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000
+701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500
+702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000
+703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919
+704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000
+705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000
+706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000
+707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000
+708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000
+709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540
+710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900
+711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000
+712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776
+713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000
+714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000
+715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500
+716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000
+717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500
+718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000
+719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000
+720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500
+721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000
+722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000
+723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500
+724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000
+725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000
+726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500
+727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000
+728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500
+729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000
+730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000
+731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500
+732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500
+733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500
+734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400
+735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000
+736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000
+737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500
+738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900
+739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000
+740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000
+741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000
+742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000
+743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000
+744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000
+745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000
+746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800
+747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000
+748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979
+749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400
+750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000
+751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500
+752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000
+753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000
+754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500
+755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000
+756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500
+757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000
+758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900
+759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400
+760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000
+761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500
+762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000
+763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200
+764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000
+765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000
+766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132
+767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500
+768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000
+769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837
+770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000
+771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900
+772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000
+773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000
+774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500
+775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000
+776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000
+777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500
+778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500
+779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000
+780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000
+781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000
+782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900
+783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100
+784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500
+785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000
+786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500
+787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000
+788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000
+789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900
+790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500
+791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200
+792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800
+793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790
+794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000
+795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500
+796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000
+797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500
+798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000
+799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000
+800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000
+801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000
+802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900
+803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000
+804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933
+805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000
+806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680
+807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500
+808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500
+809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950
+810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000
+811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000
+812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500
+813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993
+814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900
+815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000
+816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900
+817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000
+818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000
+819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000
+820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000
+821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000
+822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000
+823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000
+824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500
+825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600
+826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000
+827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500
+828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000
+829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000
+830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400
+831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000
+832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000
+833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000
+834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000
+835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950
+836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000
+837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500
+838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000
+839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000
+840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500
+841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000
+842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500
+843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900
+844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000
+845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900
+846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000
+847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000
+848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500
+849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000
+850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000
+851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500
+852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000
+853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000
+854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000
+855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000
+856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000
+857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000
+858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000
+859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000
+860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000
+861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950
+862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500
+863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000
+864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500
+865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580
+866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500
+867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900
+868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000
+869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000
+870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000
+871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500
+872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500
+873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000
+874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000
+875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500
+876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477
+877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250
+878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000
+879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000
+880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500
+881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000
+882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500
+883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000
+884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500
+885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000
+886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900
+887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000
+888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500
+889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000
+890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500
+891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900
+892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500
+893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500
+894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000
+895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858
+896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000
+897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500
+898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953
+899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657
+900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000
+901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000
+902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000
+903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000
+904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000
+905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500
+906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000
+907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000
+908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000
+909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000
+910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000
+911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300
+912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500
+913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000
+914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000
+915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733
+916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000
+917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311
+918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000
+919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000
+920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500
+921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000
+922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900
+923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990
+924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000
+925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500
+926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000
+927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000
+928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000
+929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500
+930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000
+931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000
+932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500
+933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000
+934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000
+935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000
+936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900
+937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900
+938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000
+939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799
+940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400
+941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900
+942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000
+943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000
+944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000
+945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500
+946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900
+947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000
+948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000
+949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500
+950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500
+951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000
+952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900
+953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900
+954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000
+955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500
+956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000
+957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000
+958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000
+959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000
+960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000
+961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500
+962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000
+963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000
+964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000
+965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900
+966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900
+967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000
+968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000
+969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900
+970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000
+971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000
+972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000
+973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500
+974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000
+975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500
+976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000
+977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500
+978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900
+979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000
+980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000
+981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400
+982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000
+983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895
+984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900
+985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000
+986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000
+987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000
+988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192
+989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000
+990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000
+991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000
+992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000
+993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000
+994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900
+995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500
+996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600
+997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500
+998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000
+999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000
+1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000
+1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000
+1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000
+1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000
+1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905
+1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000
+1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900
+1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500
+1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000
+1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000
+1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000
+1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000
+1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000
+1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000
+1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000
+1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200
+1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000
+1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000
+1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500
+1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000
+1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490
+1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000
+1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000
+1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000
+1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000
+1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000
+1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500
+1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500
+1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077
+1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000
+1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000
+1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000
+1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000
+1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000
+1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000
+1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750
+1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000
+1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500
+1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000
+1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000
+1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000
+1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000
+1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000
+1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000
+1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280
+1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000
+1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600
+1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581
+1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000
+1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000
+1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900
+1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485
+1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141
+1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000
+1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500
+1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000
+1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000
+1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850
+1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000
+1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000
+1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000
+1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500
+1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000
+1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000
+1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500
+1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000
+1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000
+1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000
+1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900
+1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400
+1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000
+1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000
+1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000
+1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500
+1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500
+1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000
+1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500
+1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000
+1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800
+1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900
+1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000
+1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000
+1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000
+1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000
+1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000
+1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500
+1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000
+1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500
+1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000
+1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500
+1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000
+1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900
+1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000
+1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500
+1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000
+1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000
+1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432
+1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000
+1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000
+1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000
+1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000
+1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000
+1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500
+1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000
+1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500
+1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000
+1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000
+1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900
+1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725
+1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000
+1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000
+1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000
+1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000
+1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900
+1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500
+1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000
+1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000
+1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100
+1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000
+1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000
+1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700
+1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400
+1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900
+1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000
+1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000
+1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900
+1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000
+1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000
+1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000
+1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000
+1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000
+1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000
+1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500
+1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500
+1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500
+1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000
+1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000
+1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000
+1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000
+1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000
+1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000
+1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000
+1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500
+1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870
+1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000
+1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000
+1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000
+1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000
+1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500
+1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900
+1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000
+1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000
+1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900
+1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000
+1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500
+1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800
+1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000
+1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900
+1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000
+1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128
+1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000
+1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000
+1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000
+1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000
+1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959
+1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000
+1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170
+1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350
+1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000
+1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000
+1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000
+1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000
+1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000
+1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900
+1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500
+1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000
+1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000
+1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500
+1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000
+1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900
+1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000
+1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000
+1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500
+1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000
+1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000
+1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700
+1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900
+1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000
+1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000
+1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000
+1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000
+1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000
+1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000
+1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000
+1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000
+1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000
+1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000
+1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210
+1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000
+1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000
+1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000
+1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050
+1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900
+1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000
+1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000
+1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500
+1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900
+1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000
+1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000
+1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000
+1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000
+1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000
+1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000
+1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000
+1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000
+1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500
+1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000
+1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000
+1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456
+1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500
+1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500
+1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000
+1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000
+1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000
+1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900
+1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000
+1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000
+1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000
+1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000
+1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294
+1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000
+1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000
+1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500
+1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800
+1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000
+1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000
+1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887
+1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500
+1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000
+1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500
+1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900
+1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900
+1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328
+1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000
+1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000
+1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000
+1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000
+1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500
+1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900
+1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500
+1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000
+1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000
+1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750
+1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000
+1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000
+1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400
+1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500
+1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500
+1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900
+1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000
+1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000
+1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000
+1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900
+1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500
+1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500
+1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000
+1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900
+1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000
+1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500
+1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000
+1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000
+1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000
+1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750
+1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000
+1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000
+1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000
+1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000
+1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000
+1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900
+1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000
+1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400
+1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000
+1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000
+1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500
+1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000
+1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000
+1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500
+1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000
+1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000
+1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000
+1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000
+1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500
+1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500
+1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500
+1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900
+1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000
+1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500
+1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000
+1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000
+1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000
+1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000
+1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000
+1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500
+1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000
+1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000
+1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000
+1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000
+1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500
+1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000
+1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000
+1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200
+1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000
+1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000
+1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000
+1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168
+1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000
+1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900
+1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493
+1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900
+1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000
+1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000
+1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500
+1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500
+1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000
+1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500
+1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000
+1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000
+1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000
+1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500
+1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000
+1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500
+1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000
+1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500
+1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000
+1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500
+1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000
+1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900
+1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000
+1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500
+1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000
+1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500
+1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000
+1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000
+1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500
+1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000
+1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835
+1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500
+1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500
+1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463
+1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000
+1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000
+1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000
+1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000
+1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900
+1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000
+1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000
+1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000
+1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000
+1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900
+1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500
+1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000
+1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000
+1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000
+1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900
+1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932
+1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152
+1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000
+1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000
+1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000
+1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000
+1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000
+1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000
+1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500
+1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300
+1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500
+1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000
+1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000
+1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000
+1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000
+1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000
+1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500
+1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500
+1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500
+1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000
+1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000
+1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000
+1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500
+1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000
+1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000
+1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500
+1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000
+1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000
+1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000
+1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000
+1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000
+1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578
+1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213
+1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000
+1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500
+1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000
+1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450
+1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000
+1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000
+1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879
+1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922
+1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000
+1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000
+1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000
+1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000
+1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500
+1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000
+1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000
+1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000
+1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000
+1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000
+1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000
+1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900
+1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500
+1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000
+1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000
+1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000
+1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900
+1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500
+1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500
+1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970
+1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000
+1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000
+1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000
+1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000
+1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000
+1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900
+1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140
+1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750
+1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500
+1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500
+1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000
+1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000
+1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500
+1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617
+1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700
+1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000
+1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000
+1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300
+1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000
+1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000
+1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600
+1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000
+1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900
+1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000
+1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000
+1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000
+1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000
+1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090
+1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000
+1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500
+1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000
+1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000
+1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000
+1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500
+1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125
+1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500