diff --git a/.ipynb_checkpoints/project-statistical-analysis-checkpoint.ipynb b/.ipynb_checkpoints/project-statistical-analysis-checkpoint.ipynb
new file mode 100644
index 0000000..51e4d48
--- /dev/null
+++ b/.ipynb_checkpoints/project-statistical-analysis-checkpoint.ipynb
@@ -0,0 +1,2071 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Project 5 Statistical Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Kaggle Dataset Description:"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Ironhack Project Description:"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import norm\n",
+    "from  sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.linear_model import Ridge\n",
+    "from sklearn import metrics"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### EDA"
+   ]
+  },
+  {
+   "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": [
+    "df = pd.read_csv('train.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([dtype('int64'), dtype('O'), dtype('float64')], dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
+       "       'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n",
+       "       'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
+       "       'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
+       "       'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
+       "       'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
+       "       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
+       "       'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n",
+       "       'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n",
+       "       'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
+       "       'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
+       "       'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n",
+       "       'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n",
+       "       'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n",
+       "       'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
+       "       'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+       "       'SaleCondition', 'SalePrice'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(['Id'], axis=1, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1460 rows and 80 columns\n"
+     ]
+    }
+   ],
+   "source": [
+    "print (df.shape[0], 'rows and', df.shape[1], 'columns')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "80\n"
+     ]
+    }
+   ],
+   "source": [
+    "quantitative = [i for i in df.columns if df.dtypes[i] != 'object']\n",
+    "qualitative = [i for i in df.columns if df.dtypes[i] == 'object']\n",
+    "\n",
+    "print(len(quantitative) + len(qualitative))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count      1460.000000\n",
+       "mean     180921.195890\n",
+       "std       79442.502883\n",
+       "min       34900.000000\n",
+       "25%      129975.000000\n",
+       "50%      163000.000000\n",
+       "75%      214000.000000\n",
+       "max      755000.000000\n",
+       "Name: SalePrice, dtype: float64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['SalePrice'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<ipython-input-10-9a499bf27309>:4: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+      "  ax = plt.subplot(111)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x1008 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 14))\n",
+    "ax = plt.subplot(111)    \n",
+    "\n",
+    "ax = plt.subplot(111)    \n",
+    "ax.spines[\"top\"].set_visible(False)    \n",
+    "ax.spines[\"bottom\"].set_visible(True)    \n",
+    "ax.spines[\"right\"].set_visible(False)    \n",
+    "ax.spines[\"left\"].set_visible(True)    \n",
+    "  \n",
+    "ax.get_xaxis().tick_bottom()    \n",
+    "ax.get_yaxis().tick_left()\n",
+    "\n",
+    "plt.xticks(fontsize=12)  \n",
+    "plt.yticks(fontsize=12)  \n",
+    "\n",
+    "df['SalePrice'].hist(bins = 40, color=\"#3F5D7D\", edgecolor='black', linewidth=1.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LotFrontage      259\n",
+       "Alley           1369\n",
+       "MasVnrType         8\n",
+       "MasVnrArea         8\n",
+       "BsmtQual          37\n",
+       "BsmtCond          37\n",
+       "BsmtExposure      38\n",
+       "BsmtFinType1      37\n",
+       "BsmtFinType2      38\n",
+       "Electrical         1\n",
+       "FireplaceQu      690\n",
+       "GarageType        81\n",
+       "GarageYrBlt       81\n",
+       "GarageFinish      81\n",
+       "GarageQual        81\n",
+       "GarageCond        81\n",
+       "PoolQC          1453\n",
+       "Fence           1179\n",
+       "MiscFeature     1406\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()[df.isnull().sum()!=0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "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>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>LotConfig</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>197</th>\n",
+       "      <td>75</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>174.0</td>\n",
+       "      <td>25419</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>512</td>\n",
+       "      <td>Ex</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Abnorml</td>\n",
+       "      <td>235000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>810</th>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>10140</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>648</td>\n",
+       "      <td>Fa</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>181000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1170</th>\n",
+       "      <td>80</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>9880</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>576</td>\n",
+       "      <td>Gd</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>171000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "197           75       RL        174.0    25419   Pave   NaN      Reg   \n",
+       "810           20       RL         78.0    10140   Pave   NaN      Reg   \n",
+       "1170          80       RL         76.0     9880   Pave   NaN      Reg   \n",
+       "\n",
+       "     LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "197          Lvl    AllPub    Corner  ...      512     Ex  GdPrv         NaN   \n",
+       "810          Lvl    AllPub    Inside  ...      648     Fa  GdPrv         NaN   \n",
+       "1170         Lvl    AllPub    Inside  ...      576     Gd  GdPrv         NaN   \n",
+       "\n",
+       "     MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "197        0      3    2006        WD        Abnorml     235000  \n",
+       "810        0      1    2006        WD         Normal     181000  \n",
+       "1170       0      7    2008        WD         Normal     171000  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['PoolQC'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "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>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>LotConfig</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>5</th>\n",
+       "      <td>50</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>14115</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>700</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>143000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10920</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>GdWo</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>157000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>45</td>\n",
+       "      <td>RM</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>6120</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>132000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "5           50       RL         85.0    14115   Pave   NaN      IR1   \n",
+       "14          20       RL          NaN    10920   Pave   NaN      IR1   \n",
+       "15          45       RM         51.0     6120   Pave   NaN      Reg   \n",
+       "\n",
+       "   LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "5          Lvl    AllPub    Inside  ...        0    NaN  MnPrv        Shed   \n",
+       "14         Lvl    AllPub    Corner  ...        0    NaN   GdWo         NaN   \n",
+       "15         Lvl    AllPub    Corner  ...        0    NaN  GdPrv         NaN   \n",
+       "\n",
+       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "5      700     10    2009        WD         Normal     143000  \n",
+       "14       0      5    2008        WD         Normal     157000  \n",
+       "15       0      7    2007        WD         Normal     132000  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['Fence'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "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>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>LotConfig</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>5</th>\n",
+       "      <td>50</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>14115</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>700</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>143000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10382</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>350</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11241</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>CulDSac</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>700</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>149000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "5           50       RL         85.0    14115   Pave   NaN      IR1   \n",
+       "7           60       RL          NaN    10382   Pave   NaN      IR1   \n",
+       "16          20       RL          NaN    11241   Pave   NaN      IR1   \n",
+       "\n",
+       "   LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "5          Lvl    AllPub    Inside  ...        0    NaN  MnPrv        Shed   \n",
+       "7          Lvl    AllPub    Corner  ...        0    NaN    NaN        Shed   \n",
+       "16         Lvl    AllPub   CulDSac  ...        0    NaN    NaN        Shed   \n",
+       "\n",
+       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "5      700     10    2009        WD         Normal     143000  \n",
+       "7      350     11    2009        WD         Normal     200000  \n",
+       "16     700      3    2010        WD         Normal     149000  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['MiscFeature'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "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>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>LotConfig</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>21</th>\n",
+       "      <td>45</td>\n",
+       "      <td>RM</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>7449</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Grvl</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Bnk</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>139400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>70</td>\n",
+       "      <td>C (all)</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>8500</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>40000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>160</td>\n",
+       "      <td>FV</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>2645</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</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>8</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Abnorml</td>\n",
+       "      <td>172500</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "21          45       RM         57.0     7449   Pave  Grvl      Reg   \n",
+       "30          70  C (all)         50.0     8500   Pave  Pave      Reg   \n",
+       "56         160       FV         24.0     2645   Pave  Pave      Reg   \n",
+       "\n",
+       "   LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "21         Bnk    AllPub    Inside  ...        0    NaN  GdPrv         NaN   \n",
+       "30         Lvl    AllPub    Inside  ...        0    NaN  MnPrv         NaN   \n",
+       "56         Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
+       "\n",
+       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "21       0      6    2007        WD         Normal     139400  \n",
+       "30       0      7    2008        WD         Normal      40000  \n",
+       "56       0      8    2009        WD        Abnorml     172500  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['Alley'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nan_columns = ['Alley', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1',\n",
+    "              'BsmtFinType2', 'FireplaceQu', 'GarageType', 'GarageYrBlt', 'GarageFinish',\n",
+    "              'GarageQual', 'GarageCond', 'PoolQC', 'Fence', 'MiscFeature']\n",
+    "\n",
+    "for column in nan_columns:\n",
+    "    df[column].fillna('NA', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['MasVnrType'].fillna('None', inplace=True)\n",
+    "df['MasVnrArea'].fillna(0, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "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>Neighborhood</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Blmngtn</td>\n",
+       "      <td>47.142857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Blueste</td>\n",
+       "      <td>24.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BrDale</td>\n",
+       "      <td>21.562500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>BrkSide</td>\n",
+       "      <td>57.509804</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ClearCr</td>\n",
+       "      <td>83.461538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>CollgCr</td>\n",
+       "      <td>71.682540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Crawfor</td>\n",
+       "      <td>71.804878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Edwards</td>\n",
+       "      <td>68.217391</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Gilbert</td>\n",
+       "      <td>79.877551</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>IDOTRR</td>\n",
+       "      <td>62.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>MeadowV</td>\n",
+       "      <td>27.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Mitchel</td>\n",
+       "      <td>70.083333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>NAmes</td>\n",
+       "      <td>76.462366</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>NPkVill</td>\n",
+       "      <td>32.285714</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>NWAmes</td>\n",
+       "      <td>81.288889</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>NoRidge</td>\n",
+       "      <td>91.878788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>NridgHt</td>\n",
+       "      <td>81.881579</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>OldTown</td>\n",
+       "      <td>62.788991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>SWISU</td>\n",
+       "      <td>58.913043</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>Sawyer</td>\n",
+       "      <td>74.437500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>SawyerW</td>\n",
+       "      <td>71.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>Somerst</td>\n",
+       "      <td>64.666667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>StoneBr</td>\n",
+       "      <td>62.700000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>Timber</td>\n",
+       "      <td>80.133333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>Veenker</td>\n",
+       "      <td>59.714286</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Neighborhood  LotFrontage\n",
+       "0       Blmngtn    47.142857\n",
+       "1       Blueste    24.000000\n",
+       "2        BrDale    21.562500\n",
+       "3       BrkSide    57.509804\n",
+       "4       ClearCr    83.461538\n",
+       "5       CollgCr    71.682540\n",
+       "6       Crawfor    71.804878\n",
+       "7       Edwards    68.217391\n",
+       "8       Gilbert    79.877551\n",
+       "9        IDOTRR    62.500000\n",
+       "10      MeadowV    27.800000\n",
+       "11      Mitchel    70.083333\n",
+       "12        NAmes    76.462366\n",
+       "13      NPkVill    32.285714\n",
+       "14       NWAmes    81.288889\n",
+       "15      NoRidge    91.878788\n",
+       "16      NridgHt    81.881579\n",
+       "17      OldTown    62.788991\n",
+       "18        SWISU    58.913043\n",
+       "19       Sawyer    74.437500\n",
+       "20      SawyerW    71.500000\n",
+       "21      Somerst    64.666667\n",
+       "22      StoneBr    62.700000\n",
+       "23       Timber    80.133333\n",
+       "24      Veenker    59.714286"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "neighborhood_mean = df.groupby('Neighborhood')['LotFrontage'].mean().reset_index()\n",
+    "neighborhood_mean"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<ipython-input-19-69b9a2b47560>:5: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df['LotFrontage'][df['Neighborhood'] == neigh_list[i]] = df['LotFrontage'][df['Neighborhood'] == neigh_list[i]].fillna(mean_list[i])\n"
+     ]
+    }
+   ],
+   "source": [
+    "neigh_list = [i for i in neighborhood_mean['Neighborhood']]\n",
+    "mean_list = [i for i in neighborhood_mean['LotFrontage']]\n",
+    "\n",
+    "for i in range(len(neigh_list)):\n",
+    "    df['LotFrontage'][df['Neighborhood'] == neigh_list[i]] = df['LotFrontage'][df['Neighborhood'] == neigh_list[i]].fillna(mean_list[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Electrical'].fillna('SBrkr', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Series([], dtype: int64)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()[df.isnull().sum()!=0]\n",
+    "#No more NaNs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['MSZoning_encoded', 'Street_encoded', 'Alley_encoded', 'LotShape_encoded', 'LandContour_encoded', 'Utilities_encoded', 'LotConfig_encoded', 'LandSlope_encoded', 'Neighborhood_encoded', 'Condition1_encoded', 'Condition2_encoded', 'BldgType_encoded', 'HouseStyle_encoded', 'RoofStyle_encoded', 'RoofMatl_encoded', 'Exterior1st_encoded', 'Exterior2nd_encoded', 'MasVnrType_encoded', 'ExterQual_encoded', 'ExterCond_encoded', 'Foundation_encoded', 'BsmtQual_encoded', 'BsmtCond_encoded', 'BsmtExposure_encoded', 'BsmtFinType1_encoded', 'BsmtFinType2_encoded', 'Heating_encoded', 'HeatingQC_encoded', 'CentralAir_encoded', 'Electrical_encoded', 'KitchenQual_encoded', 'Functional_encoded', 'FireplaceQu_encoded', 'GarageType_encoded', 'GarageFinish_encoded', 'GarageQual_encoded', 'GarageCond_encoded', 'PavedDrive_encoded', 'PoolQC_encoded', 'Fence_encoded', 'MiscFeature_encoded', 'SaleType_encoded', 'SaleCondition_encoded']\n"
+     ]
+    }
+   ],
+   "source": [
+    "def encode(frame, feature):\n",
+    "    ordering = pd.DataFrame()\n",
+    "    ordering['val'] = frame[feature].unique()\n",
+    "    ordering.index = ordering.val\n",
+    "    ordering['spmean'] = frame[[feature, 'SalePrice']].groupby(feature).mean()['SalePrice']\n",
+    "    ordering = ordering.sort_values('spmean')\n",
+    "    ordering['ordering'] = range(1, ordering.shape[0]+1)\n",
+    "    ordering = ordering['ordering'].to_dict()\n",
+    "    \n",
+    "    for feat, i in ordering.items():\n",
+    "        frame.loc[frame[feature] == feat, feature+'_encoded'] = i\n",
+    "    \n",
+    "qual_encoded = []\n",
+    "for f in qualitative:  \n",
+    "    encode(df, f)\n",
+    "    qual_encoded.append(f+'_encoded')\n",
+    "    \n",
+    "print(qual_encoded)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SalePrice               1.000000\n",
+      "OverallQual             0.790982\n",
+      "GrLivArea               0.708624\n",
+      "Neighborhood_encoded    0.696882\n",
+      "ExterQual_encoded       0.682639\n",
+      "KitchenQual_encoded     0.659600\n",
+      "GarageCars              0.640409\n",
+      "GarageArea              0.623431\n",
+      "BsmtQual_encoded        0.622925\n",
+      "TotalBsmtSF             0.613581\n",
+      "1stFlrSF                0.605852\n",
+      "FullBath                0.560664\n",
+      "GarageFinish_encoded    0.549247\n",
+      "TotRmsAbvGrd            0.533723\n",
+      "FireplaceQu_encoded     0.525932\n",
+      "YearBuilt               0.522897\n",
+      "YearRemodAdd            0.507101\n",
+      "Foundation_encoded      0.505503\n",
+      "GarageType_encoded      0.489130\n",
+      "MasVnrArea              0.472614\n",
+      "Fireplaces              0.466929\n",
+      "HeatingQC_encoded       0.427649\n",
+      "MasVnrType_encoded      0.423697\n",
+      "Name: SalePrice, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "corr_df = df.corr()['SalePrice'].sort_values(ascending=False)\n",
+    "topcorr = corr_df[corr_df > .4].index.to_list()\n",
+    "\n",
+    "print(corr_df[corr_df > .4])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr = df[quantitative].corr()\n",
+    "corr2 = df[qual_encoded+['SalePrice']].corr()\n",
+    "corr3 = df[topcorr].corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 12))\n",
+    "plt.figure(1)\n",
+    "sns.heatmap(corr)\n",
+    "plt.figure(figsize=(12, 12))\n",
+    "plt.figure(2)\n",
+    "sns.heatmap(corr2)\n",
+    "plt.figure(figsize=(12, 12))\n",
+    "plt.figure(3)\n",
+    "sns.heatmap(corr3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = df[topcorr]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x27b6b52d370>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1980x180 with 11 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x180 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(data,\n",
+    "             y_vars = ['SalePrice'],\n",
+    "             x_vars = data.columns[:11],\n",
+    "             diag_kind=None)\n",
+    "sns.pairplot(data,\n",
+    "             y_vars = ['SalePrice'],\n",
+    "             x_vars = data.columns[11:],\n",
+    "             diag_kind=None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='GrLivArea', ylabel='SalePrice'>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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lI6w6Yn7zV/Zci31nZ/xCVjfM6CkUM5H9BbAGT7lko8B/lH1GhtEJOhK5FUY+TDGTW9g5OLOnjmHiqMGs3/YBU8cew/iRVpvW6HoK7mBUdZGIRIAnVfVvsl5/20VzNIyS6UjkVrmf+Etxsoe9y1i+fjsX3PkcNzy2mQvufM6iyIxuoaiTX1VTInIVsLQL5mMY7SbbX3HptHHc+fQW4omj/sViu4Ni+TDt8YmU4mTffSDO8cMHsPKqMzjYkixrrkp396YxjDSlhimvEpFvi8hYERmWfpUyUESiIvIHEVnpfh4mIqtEZIt7H+o79zoRaRKRN0TkPJ/8VBF51R27Q1zVTRGpEZFfO/laETnBN2ae+44tIjKvxHUavYygfI905FZ7dwf5/B7tzSkpZv7yX++CO5/jnd0Hy3rjr/TeNEbvodQw5bQ57EqfTIETSxj7TeA1YLD7eSGwWlVvFpGF7ucFIjIRmAtMAkYDvxORk1Q1CfwUrx/Ni3h10GYCTwJXAHtVdbyIzAVuAb7klN8ioN7N82URWaGqe0tcr9FDCIq+atyxDxD6V0W45uENtCQ150m9XBn6HdkNFAqj7ordRV/oTWP0DkpSMKr60Y5cXETqgPOBm4B/cOILgbPc53uBZ4AFTv6QqsaBt0WkCThNRP4EDFbVF9w17wMuwlMwFwLfc9daBtzpdjfnAatUdY8bswpPKT3YkXUYwXQklLY9Y7Id5ZecWseDL22jNZk/tN5viipH75KO5pTkU3BdkaPSV3rTGD2fggpGRKYBS/C6WL4K/K2qvtaO6/8LcC3gD2EZqao7AVR1p69x2Ri8HUqaZidrdZ+z5ekx29y1EiKyDxjulweM8a9vPt7OiHHjxrVjWUbYyYxBT/r3vZg/1DhNuash7zvcmhOVVup3BCm4rtpdWPdJoydQzAdzF/BtvJv27XgKoyRE5ALgPVV9udQhATItIO/omKMC1SWqWq+q9SNGjChxmkZHSpG0d0zz3sPEIkH/jfmpjgq3XnwyQKdLvqT9JFfe/wrJVIqqqHQo2iu7FExX5qiEVWPNMEqlmIksoqqr3OeHReS6dlx7OjBbRL4A9AMGi8ivgHdFZJTbvYwC3nPnNwNjfePrgB1OXhcg949pdl02hwB7nPysrDHPtGPuRgE6YuZp75hN2/dxIJ4seU7VsQhPXH0GjTs/ZPotazpV8iVo91QTg7suO4VJo4cUvWGnzYCbtu9j8eObc+bSU3cXVn3ZKDfFFMwxWRn7GT+rat5ES1W9DrgOQETOAr6tql8RkduAecDN7n25G7ICeEBEbsdz8k8A1qlqUkT2i8jpwFrgcuDHvjHzgBeAOcAaVVUReQr4vi9C7dz0XIzO0xEzT7Ex/psbwOLHN+dc45L6Oh79w/YMH0xNVEBoy30phwM9SBlWR6MMqa0u2W8Ui0ibggyaS0/rbW89aIwwKKZg/ovMLH7/zx3N5L8ZWCoiVwBbgS8CqGqjiCwFNgMJ4EoXQQbwdeAXeH1onnQvgLuBX7qAgD14UWio6h4RWQy85M67Me3wNzpPR5zI+cYA3LF6C3c93UR1NEJLMsXFnxxDVDLNYwOqo9QN7U9EoF8sQjKV4przPsGRRIq7nm7iX599ix+t3oJkWUI74kDvqJ/Ev/MJoqcWnLS8GSMsSi52WelYscv209kosuea3ufaZRsyEiLz4ZW8F+KJVEFZNh0t8rhi/fYcZVjsiX7Dtg/4ys/Xsj+eKOtcwiZo3oNqYvzqq9OYMvaY7puY0SsoVOyypDBlERkJfB8Yraqfdzkrn1LVu8s4T6OX0REzT3rM7gPxkpTLgOooSVWuPGs8S579Y4YyiUoEzY3daKMm1nEHekf8JEE7H/8aemqosOXNGGFRaqLlL4B/B77jfn4T+DWeicow2s39a7cWVS79qyPcMHsSZ3/Ci2S/65mmjONJTZHKc4maaIR/u7yeM0/qeHRgqQrUvyvLNgNef8FEJo8e0qMd55Y3Y4RFqQrmWFVdmo4iczknpYf4GIaP3Qfi3PV0U9HzEknl7E8c13ajS98EoxGhNal8d9ZEmvcc4qf/9cecsYoyafTgHHm5CXKOP79gRrdGY3XEdNlTI9uM3k17WiYPx+WSuIiufaHNyqhomvcepjpa/Fdv0axJGTe62VPHcP35E2lNpKiKCItXbqZuaH9iAZdaNHtS2W+S2Tkt+XJ7gG7LP2lv3TQ/ljdjlJtSdzD/gBcS/DEReR4YgRcWbBjtJsjmXxUVIgKxaITWpLJo1kQum3Z8xjm7D8RZ/PhmWpJKS9LbQC9+fDM3XDiZGx/bTEQgkVK+N2sSl007Pu+TfEee8IN2KscPH9CjWhNbNJjR0yi1FtkrIvIXHG2Z/EaltUw2uo58Nv9iJpp8yZqTRw/h9wszzVL58jraW66mee9hBlRHA2/cK686o0c5x7uizplhtIditcjytUU+SUQKJloaRiHy2fwL3QgLRTv5HfL5nuQnjhpc8Ak/O4Q6rYjiyRSiufk1B1uSOX6h6y+Y2KleMp3BosGMnkaxHUxQq+Q01jLZ6BTtDXMuNdqpccc+IlmJmlWRCOu3fZD3Cd+vUFqSSVIKrb42ANmkb9xTxh7D/iMJbniskapohMUrNzOoJta2K+rKDHmLBjN6GgUVjKr+TVdNxOibtPfpvli00/L12wPza1pTKaaOPSbwCT/IBFaMS+rr2nY92X6ha5ZtYPr4Y4HylK5pDxYNZvQkSnXyIyLn4zUD65eWqeqNYUzK6Bu09+ner4yCMszTprFs5ZJOuBw6oJorzxrPnU9voToabfvOgy3JnJ1NMR5at5XP/tlIQHLGxhPKA2u3cuZJI7rFJ9LT6pwZfZdSM/l/BvQHzgZ+jhdBti7EeRkVTnsjnkpRRkFO7v5VUX72V6ey91BLW5VlEOafeSKfn/wRDrYkGVAdDczAL0RLEv7Xr14hmVISydyx//K7N/n85I+YT8To05S6g/m0qp4sIhtV9QYR+QHmfzE6QHoXsu9wcBBi9tO91yL5Q65dtpF4orAyCnJyp1D6V0X46rKNtPjG/2j1m9zpCmy2plJcUl/HQ+u20VKgW2Y2h1o8k1hQ25qkwo59R/IW+Nyw7QMzYRkVT6kK5rB7PyQio/EqF3eojbLRd/HvQlqSqZwilUdaPX9I9vmRgIKWQaamICf3JfV1XPrztTmKI5GCROroHJY2NPPAV6dx6d3raMn6rqh4CiMf1dEIRwIKbr7wx/dZMPPPMnwizzW93+l+NYbRWyg1k3+liBwD3Aq8DLwNPBTWpIzKIzvrPagCcgTYsc97lml6dz/XPLyBI60pDrXmViXKZ2qaPXUMzy+Ywa++Oo2VV53B0obmknYlVZEIVbEoi2ZNzDkWjQjL/u50/ukLnwj8g0mpBnbfvOe5t9l9IN6WIQ+0uxNoR8muOmAY3UGxPJg/B7ap6mL380DgVeB14IfhT8+oFIJCh7NJAX/z7y9x2bRxPPjStozGYtlcUu81OQ0yNaWd3Bu2fZDTVwa8qgFAxvX9CmtAdZSDLUnf+RHufv5PPLnpfwLncvWMCQD8YNWbGfLqaLRtl7X7QJynX38vRxGF4fS35mFGT6GYiexfgc8CiMiZeM3CrgamAkuwcjFGCeQLHQ4iqXDfi1uLnnf/i1t5aF0z1TGhNZniqrMncOm0cRk36k3b92UoCoDqqPDENz7D5p0f5s0XSWYlVR5sSeZVLtVRuHTaOMDz6/g3ZkcSSeqG1rbd8KMiOfMpt9PfysUYPYliCibq6wT5JWCJqj4CPCIi60OdmVER5Asd7ixJhWQyRfp+/YNVntP+tjne03o6PyWbi04Zw/iRgxg/clDeSgLXnz+R7/xmU0nzUITnm95vy3vJOKbK3oMtgV0uB9RESabK3yPGysUYPYliPpioiKSV0DnAGt+xknNojL5L+obnpyao/HEZiCeO+jSa9x4ONI/9Zv2Oon6JyWOGMLAmWvCcNK1J5dpHNtK440NqYpljaqtibdUD/AyojnLDrEk8v2BG2U1XVi7G6EkU+0t/EPgvEVmOF0n23wAiMp4i5fpFpJ+IrBORDSLSKCI3OPkwEVklIlvc+1DfmOtEpElE3hCR83zyU0XkVXfsDhHvziEiNSLyaydfKyIn+MbMc9+xRUTmte+fxSgX+bo8dpRiZf7TT+t1Q2tpDchPqYoKzXsPFyxrXze0lkS+TmZ5vvOFt94PNH9NHXtMW4Z/mqRqWxO1cjvi05F0/aoiDKqJ0a+q4109DaOzFPxrVdWbgG/hdbQ8Q7XNOB3B88UUIg7MUNUpeD6bma6PzEJgtapOAFa7n3FtmOfiVQuYCfxERNKPhD8F5gMT3Gumk18B7FXV8XhBB7e4aw0DFgHTgNOARX5FZnQd/hvegOoo1VHh/P/vI4HnRsi/u/nW507id//nTH4+71RqYvmDBVqSR4tfLpo1Ked4MqUZpWGCorn8c+5fXXwn05JMcc/zb+fIrz9/Io07PyQ7YO6S+rq2cOWO9G0phj+SLoxdkmGUSlFbhaq+qKqPqupBn+xNVX2lyDhV1QPuxyr3UuBC4F4nvxe4yH2+EHhIVeOq+jbQBJwmIqOAwar6glNw92WNSV9rGXCO292cB6xS1T2quhdYxVGlZHQxbY3CUkpVNMJjG3cGnjdryii+e0FumHBNLMKl08YxfuQgzjzpOL57Qa7iSHPV2ePbntYvO/14bvrLyVTHIvSvjlAdFa4/f2JbaRg/6Z2Pf87PL5jBz77yyRyFFot4c0rvEK46ezzV0UxFNKAmythhtVy7bCPJrN3QQ+u2cu2ycMOVO9s8zMKcjXIQjjHcISJRFwzwHt4Nfy0wUlV3Arj349zpY4BtvuHNTjbGfc6WZ4xR1QSe2W54gWtlz2++iDSISMOuXbs6sVKjEG0FIRMpDrYk84YfP7X5XcYOq81ItgTPLOa/+U8eMyTnHICqyNGIrjSXTTueRRdMJJGC6liExY9vZtOOfTlmu/TOx8/wgTWcedJx3DZnSobJ6fZLpnL/Facx97SxLLpgYmBJGE+pCNGA/BghkiPPVnDdSWe6YhqGn1Ad9aqaBKa6JM1HRWRygdOD7B5aQN7RMf75LcELt6a+vr68YU4G4CmXxzZsD/jXz6UqEuH3b+0uGspbN7Q2J5QY4HuzJwf2Ykkrt5aEJ1u8cjPXnz+RRSs2tZmvkqkUzze932ZO8hfWzK5Q/KPfvZkRSh0R+Mrp41ja0JwR9jxp9OCc3QuAkiKZyny2a0mm2He4laZ393OwJdltZWQszNkoJ10SCaaqH4jIM3hmqndFZJSq7nTmr/fcac3AWN+wOmCHk9cFyP1jml202xC8MjbNwFlZY54p45IMH/lK7i9fv51vP7yhYMKkn3giwd3PBfgyspp4pUOJb3iskVhUSKRg0ayJzJz0kZzEy/xhu4cyfCOJ1NEbqb83jD9RcfjAGhre3p2Tp5NSeGjdNp74xmdylMNtc07mW75/g1gE/u8XpwK05eEcSSRJplLM/2UDR1pT1EQFiUi3JEhamLNRTkJTMCIyAmh1yqUWL2HzFmAFMA8vaXMesNwNWQE8ICK3A6PxnPnrVDUpIvtdgMBa4HLgx74x84AX8JI+16iqishTwPd9jv1zgevCWmtfJru+2FVnj+fzkz/Cjn1HuObhjSUpl36xCIlUipRKTvRWv1iEsUP7t/28+0Cc+9du5a6nm6iORWhJKotmTWRgTYzpt6whFpE22WXTjmdAdZR4Mtcc9vMARRYVoXHHh3mf4J9rep9vP7whcA3ikiiz2wikdz+NO/YBwqTRg9tu1Gn51+5rIJ70aqMBxJMKLvy5q3cOFuZslJMwdzCjgHtdJFgEWKqqK0XkBWCpiFwBbAW+CKCqjSKyFNgMJIArnYkN4Ot4kWy1wJPuBXA38EsRacLbucx119ojIouBl9x5N/oSRo0yEWRO+cGqN/nBqjeJiPdkXwrnnzyKFRt2BCqjI4kUX7uvgdvmnMz+Iwm+t2IT6ZzFuDN53fjYZlKpFP5cxu88uonfvNLMhuYPyI5Wrh83lPXNe3O+zwtr1sAn+LTiyacwU6lUoF8IjvpyguRDaqupjkaJJxI5x7tj52BdMY1yEpqCUdWNwCkB8t14SZtBY24CbgqQNwA5/htVPYJTUAHH7gHuad+sjfYQZE5J0440Eh55pbATOZ5IZZiZgo4H8dI7HwTKn//j7kD5olmTmDR6SOATfJDi8SPABXc+126zVqE8oe7aOVhXTKNchBpFZlQ25U6iLESpfpz24oUvR/j6X5zIzMlefs6VZ42nJiYZiYqjh9TmmNr8tKRoCzduend/ySG+wwfWtBXuTBOL0O0Jkp0NczYMANGAaJy+SH19vTY0NHT3NHodK9Zv5xrXDKw38umPDePld/ZSHY1yqCUBIlRHI6RUuers8Vw6bVyb019T6vlHClATFVSEmmjpbaCn37Imo1ZZuiDn+JGDyrZOwwgLEXlZVeuDjtkOxugUs6eO4d8urydauBJ/hxlQHaUmFgnt+r9/aw/xhLI/nvAKaKaUw61J4okUd6zZwtu7DnCNS4pMK5eoeEpgQEC9snhSaUmUnkAZXKstmhOqbRi9EStYaXSa0UP6Fez42B6iEaF/VZTWVIq/+8yJvP4/+1nz+rvEohGSJeySinWfbA+tSeVLS17MuV7/6hh3XfZJhtRWsWn7PhY/vpmqSIR4IomSa84LctSnQ7sHVEctasuoWEzBGEXJl+eS5mBLkuqoF6bcWaKi3HXZKazcuJMfrWk6eqAEX08E+NKfj2X5+h1l2wEEKavWVKot3HjK2GOYOfkjNO89TGsiyZx/fTHj3Ow20JDbEOyS+rqcJE3zfRiVgCkYoyDZN8Prz5/I5DFDMpRN3dBaijSrLJmIRPjwcIKlDc3FT84iBfzHK80cKdB7JhoRRJWOtqepjnnOd8jsppnuoFkTlQw/TXWEDGW3+0C8rflaOiJtaUMzK686o1sz+A0jDEzBGHlpenc/1yzbSEviaJ7Ld36ziYE1URKuWVY6w/27sybyT49uKqUiTEGSqRTvHzjS4fF+5TKgOko8kURE6BeLciSRRNUruJnoQFBCdVR44uozaNz5IdNvWZOT6V83tBaJZNroWlKwace+tgTM+9duzWm+VhWJBCZpGkZvx5z8RiDL12/nC3f8Ny0BN+ID8WSGA3v5+u0sXrm5rdd9Z/je7MmcMX5E3uPt+YX932d9jHv++s958KvT+Na5ExCURAoOl6BcBDIKUnolXqYwdEB13lL/6RI22SxeuZndB+LsPhDnrqebco63JJN5fS5W1djozdgOxsghnaHfUoK3vHHHvsCWwB3hmzPGM3nMED441MJJxw3gzfcO5pzTnm/5v799k2jEKz8TE0oyi8UELjplNMvX76DVly0ajUTakg/z1eoCaE0m6VcVyfj38B+vjkZyQrqvOntCoFks2zzZHbXJDKMzmIIxcmjcsY9ICU6VI60pPjzcWjDDvT3c+XQTd65polwBugpttc1K9bkkFJa9siNHnm4ZkK9W16bt+5jzs98HJoT6o8Kyx6Z73WRTalXjYgEYhtGdmInMyGD5+u187b4GDmVFYUUj3tO9n5qoMLi2umzZ/EmlbMqlvRT7Q0griaCWxNdfMJEbV24OVC41saMZ+UFjb5sTHDEWlB+T3TPG+rYYPR3bwRhtpJ+as53QABGRDJMR4LruKNefP5Hrf7OpDHuY7qPQ3KtjmWVbsmt1Ne89HNhYrCYa4d8ur+fMk476lEqt81WsqrH1bTF6A6ZgjDYKFa/0P533r/JyXlIKV97/Bw63Jnq1cilEVQSeuPqMnLIt6R1JmqDGYogyafTgHHH22CCKVTW2vi1Gb8AUjNFGqcUr007qREppTeaWma8UYhH4wSVTi9YEGz6wJrCx2G1zpnTqZl9ot2N9W4zegBW7dFixS48V67e3PTUfakmUrexKb+Lmv5zM6KH9M5qDlcLuA/HAxmJh4f+/sigzo7soVOzSFIzDFMxR0jfKr977En2t5mJNVFj6vz7da5IeLYrM6G4KKRgzkRlt+G9WQ2qrqYnFaMljAotFoJdW6C+IRKRXmZlK8ecYRndhYcoG4IW8fvrm1Xx5yYt8+ubVbNqxr6A/5qyTRlAdVg39kIhF4J//cnJgxBd4pWCs0KRhlI/QFIyIjBWRp0XkNRFpFJFvOvkwEVklIlvc+1DfmOtEpElE3hCR83zyU0XkVXfsDhEvC1BEakTk106+VkRO8I2Z575ji4jMC2udlcDuA3G+tXQ98YRyqDVJPKEsWr6Jf/jsSXl/QVa/saukTP+eRG1VjImjh3DjhZNyjlXHIjzxjc+U7MPo7hIu3f39hlEKYZrIEsC3VPUVERkEvCwiq4C/Blar6s0ishBYCCwQkYnAXGASMBr4nYicpKpJ4KfAfOBF4AlgJvAkcAWwV1XHi8hc4BbgSyIyDFgE1OMldL8sIitUdW+I6+21NO74MMfclUjBrU+9kTf8uKe57iIULyMTT3g1v6aMPQYUbniskZgrJbPogokld5AsVsIlbL/I8vXbuXbZRqIRIZlSbpvTcee++XCMMAltB6OqO1X1Ffd5P/AaMAa4ELjXnXYvcJH7fCHwkKrGVfVtoAk4TURGAYNV9QX1IhLuyxqTvtYy4By3uzkPWKWqe5xSWYWnlIxAgrVFIii3o4cSy20umcMXTx3bdhO97PTjWTRrEgn1di+LH99cUia8P8ExqGtl2Nn1uw/E+fbDG4gnUhxq8TpvfuvhDR3ayVglACNsusQH40xXpwBrgZGquhM8JQQc504bA2zzDWt2sjHuc7Y8Y4yqJoB9wPAC1zKyqBQTS0sS8rhW2jh+eP+2z7sPxFn8+GZaEqmc6tCFCCrhEkFo3PGh6/WSX/mUg8Yd+3JK0rQm1YVHl04xRWkY5SD0KDIRGQg8Avy9qn4o+YsoBh3QAvKOjvHPbT6e6Y1x43ILDlY697/4Djes3EysXN3CupliG67bf/cmF59ax/CBNR3OhA9KcDzUmuRr9zVwxvjhOZWSy59dn+//qn3/h1YJwOgKQt3BiEgVnnK5X1X/w4nfdWYv3Pt7Tt4MjPUNrwN2OHldgDxjjIjEgCHAngLXykBVl6hqvarWjxiRvwdJJXL/i+/wnd9soiWR4lBr30h28ReL7GgmfLqES01W5c94IsXq13flnN+SLG92/aTRg4ll/dXGIgSWpCmEVQJoHxZU0THCjCIT4G7gNVW93XdoBZCO6poHLPfJ57rIsI8CE4B1zoy2X0ROd9e8PGtM+lpzgDXOT/MUcK6IDHVRauc6WZ+h0B/E7gNxbnissRtm1b20JJNs23OIZ9/0FEF2ZeNSQ5RnTx3Dv11eT//q4o6fq84eX9YdwfCBNdx+yVRqYkL/qig1MeH2S6a2+zuCKjtbiHYw5qvqOGGayKYDfwW8KiLrnewfgZuBpSJyBbAV+CKAqjaKyFJgM14E2pUuggzg68AvgFq86LEnnfxu4Jci0oS3c5nrrrVHRBYDL7nzblTVPSGts8eRjnKKitCaTLFo1iQuO/34tuPNew/Ty1JYykJrUrnqwT8A3lP/7ZdM5fkFMzoURTVp9BBSRULpqqIE9nrpLKVWZO6q61QyVrW6c1ipGEellIrZfSDO9FvW5HSYvOkvJ3PZNE/JXLtsA0sbmoOG92qiAiKlVxioiQm/X3hOh28U6Vpg0YhwMJ5rZrzposkZit3ofWzY9gFf+fla9sePVrQYVBPjV1+d1mvKCYWNlYrpQ3i7k9ztyaIVjUw7YRgfHGqpSOVSHRWe+MZn2LzzQ65ZtiGwp002Ucl0ahfKCQk65t8BbNq+j8WPbyYaEVqTyqJZE9sUutF7MV9V5zAFU2HUDa2lNZn7CJ9IKjN/9N9FzTq9lYgIO/YdabvpP7B2K3c+3UR11Otdk0imcipDJ/XojaJQ8mShY+laYFPGHsPMyR8xc1OFUawvj1EYM5E5KsVEBrDk2bf4/hOvd/c0upyaWCQjq92/63i+6f2cfi23XzKV2VPHBJoV+1VFeH7BDIC8x+wm03ewigf5MRNZH2L5+u3cvupNqqPS62qFFULIV2/gKPFEKq8DNr2zCerXUignZN/hFiJZJkd/vojdePoGlVy1OszfYVMwvZTsX4p0D5drS/Q/9CZi4pXRz85gDyJ983+u6f1As9aZJx2Xcf7uA3H2HW6hJZnppG9Npdi0fR83rmzM+fdM2+CL1SQzjJ5O2L/DpmB6Idm/FLOnjOY363cQFak45QJeEcsqKWUP4938B1RHSwot9f87ptQzm9VWxWhNpbj+goksXrk559+zJubli+w92MI1D2+gJakWvmr0SroiBNsUTC8j6JeiEqPC/KSUnBIsadKmwJqoIBGvn8vBlmRekxd4JrEgJVQTi3DXZZ9k0ujBgWaz/lVRfvZXp7L3UAtf+PFzOSZIK7Vi9Ca6olyQKZheRvPewyQCosQqnaoIZKX2UBUVbpw9CcVTQGeMP5bxIwex+0A8MLR00/Z9fGnJC1RFIsQTyZz9UHU0wpDaqrY/ruxrpFBGD+nH/F820BKg8Cx81ehNdEUItnW07GW0JpIV2aq4GCmFf/zCJ6iOSlsdMFVl4aObuO7RTXzvsc3M/NGzrFi/PbAMyvXnT2Tx45vbqge3JDW3KrHvjytfKZX07igb64Zp9Da6olyQ7WB6GY+/urO7p9AtRCLCjI8fRwT4/pNeCHZQk7Rrlm1g4qjBHD98ACuvOoMd+46QLrCdbQ7wk/at+P+4gkqpBO2OqmMRnrj6jJIblhlGTyHsckGmYHoBuw/EeeGt3Tz9+rs88oecotB9gtak8rl/ebZoJ01V+MId/01NLMrh1gQiQr9YlJZkimQqWLn0q4qwcOYnmD7+2Jxj2eGpwwfWcMmpddz34tY22dw/rzPlYvRawgzBtkRLR09NtFy+fjt//9D6EuKnjGJURQWBwPygAdVRkqptYZr5cgMKJWWaeczoi1iiZS9l94E41zxsyqVc9ItFueuyU9iwbR93Pr2FWDTSVqTyYIv3fu0jG9l/JMHixzcH5gZYoy7DKB1z8vdgmvcezqmfZQQTEy8KrBCtqRSTRg/h6nMm8PuF53DDrEkMyOrpEhXhe4815m0lbMUPDaN0TMH0UHYfiLNtzyH6YERyh7jwlNHUZLd6BKIRMiJkAJ598z0ad3zI1LHHEE9kZvAfaknmRJf5c2isUZdhlI6ZyHoYuw/EuX/tVu56egvRgHDYvsTXzzqR+37/Jw62FNeyZ398JI+/+j8ZsppYhMevPoODLUnqhtbyXNP7nP7Pq9sUSFTwGsj4jJBBG8aWZDJjh2KNugyjNPr2HayHsXz9dj598xpuX/Um8YRyqCW3iVVf4cIpo/jqGSeWVH8sFoFPfWx4zs7itjknM37koLbGUNcu25hxvaRCMlX8+ledPSFHiaRL9JtyMYz82A6mh5AuAZOvJEolEhPIVzrtiU3/w3dnTWLRrEl85zebco5HgH5VUZKa4rY5Uxg+sCZv3kq6KnI00v4+0TWxSChtjw2jL2AKpoeQtvH3Jf7P5yZwx5qmwAKdrUmlccc+Ljv9eA7GE23JlWmqYhF+9lenZpTdh8yYfn8xy5ZkkqDNSlQgFo1QHfUixi6pr+PBddvadjrJVIrnm963KsmG0QFCM5GJyD0i8p6IbPLJhonIKhHZ4t6H+o5dJyJNIvKGiJznk58qIq+6Y3eIeM05RKRGRH7t5GtF5ATfmHnuO7aIyLyw1lhOBlRHM3IrKp0IcN6kUXypfmyBs7wdx7QTh+dEe2XXDcvGXxR0fzxBPKGoak476ctOH8fvF87gV1+dxvMLZvDNc07Cv9FJpMiIIjMMo3TC9MH8ApiZJVsIrFbVCcBq9zMiMhGYC0xyY34iIuk7yk+B+cAE90pf8wpgr6qOB34I3OKuNQxYBEwDTgMW+RVZT+VgS5KaaPtNOD2diED/qtxfs1g0whfueJYH1m0LHBeLwKTRgwEvNDip+euGBZHOV/FTUxUlIpnXSVeiTvtTmvcepjqaqcz8UWSGYZROaApGVZ8F9mSJLwTudZ/vBS7yyR9S1biqvg00AaeJyChgsKq+oF7JgfuyxqSvtQw4x+1uzgNWqeoeVd0LrCJX0fU4BlRHe2VCZfppP59urIpGSATYplqSKVqSBB6rinrtjNO7k46EBgfmqySV6lhh5WF5LoZRPro6imykqu4EcO/p9oJjAP+jbLOTjXGfs+UZY1Q1AewDhhe4Vg4iMl9EGkSkYdeuXZ1YVue4/8V3+MKPn8NZ/6iOCtGId9MeVBMjYAPQY0jrh3zBXvFEim+f+3H6VUXoXxUNPslHdSzCk984M8fnMXvqGJ5fcNSUVcwnEqSUFs2aWNJO6MqzxlMTszwXw+gsPcXJH/T8qwXkHR2TKVRdAiwBrxZZ8WmWnyX/9VaOA7slqfSLCSmF+WeeyIiB1Sx8NDeSqjdQExWmnTic5xfMoHHHh3ztvoaCzcOuPns8QwdUBx5vb1G+oKiyQTUxrs1qERsUFADK/DNP5NJp40y5GEYH6WoF866IjFLVnc789Z6TNwN+b28dsMPJ6wLk/jHNIhIDhuCZ5JqBs7LGPFPeZZSH+198J0e5pDniIqtuX/UmAQnqvYYUtN3czzxpBLfNOZlrlm3IiRzzqrwoS579I3c901S23uDZSilfkmRQp9C7nmmyEGXD6ARdfetaAaSjuuYBy33yuS4y7KN4zvx1zoy2X0ROd/6Vy7PGpK81B1jj/DRPAeeKyFDn3D/XyXoUuw/EueGxxqLnKbmdHHsT2dW6Z08dw+8XnsO3PndSmxmqJhZxVY4JrP9VboKSJIOCAsy5bxidI7QdjIg8iLeTOFZEmvEiu24GlorIFcBW4IsAqtooIkuBzUACuFJV02nsX8eLSKsFnnQvgLuBX4pIE97OZa671h4RWQy85M67UVWzgw26nea9h6mKevkZvYUIMOPPjuN3r70XeDwaEWICcZ9DprYqllNpePjAGq4+ZwKXThvnkiBbufL+V9gfT7Sd09UVis25bxjlJzQFo6pfznPonDzn3wTcFCBvACYHyI/gFFTAsXuAe0qebDcQFHrb04lGhcs/dTz/vWVXYHKkV9srU1boJp02XwV1iezqm3s6KCCff8YwjPbTU5z8fYLsJla3Xnwy/7B0fU7r355AdVRyGnP1i0UBcdFuuQqmJhZl/pknctczTe26SfeUm7sVsTSM8mIKpovwRyj5m1hFBK56cH3o3x+NSEmFHdPcOHsSix5rzNipeP1UBnPrxSdzzbLcummtqRSXThvXZvpqz026p9zcw2wfaxh9DVMwIZLesQyojuZEKF37yEamjz+WT33sWGIRMnYxUfHa8OYrUx8BpIjCiEWEREqpjno7jkQ7Gstc/qlxzJ12PEmFGx5rpCoaaWsn7C8q+cDardz59Baqo9GcXUdHbtJ2czeMysIUTEj4dyzxZArJ8rekndhTxh7D7ZdM5ZplG4hKhKSm+O4Fk1j8+Ob8F5fgMvN+xdOWIS/C92ZNZPHK1zjUmj+g4JpzT2Lk4H5MHXsM40cOYvn67Sx+fDPVsQgtSWXRrIkZYcPZjnozKRmGkY0pmBAIyqnIxu/EzjYPAew52MKP13h94xNJpTWZavN65Nu4pAIORgS+u6KxaF+V8yZ9hPEjB+XMP83ilZuZOekjgX1RTLEYhhGEKZgQSOdU+JVLv6oIqZRSE8s1J8HRG3V65wNeRr9qCkU7XKeslArNl39qXJtyyTf/rg4bNgyj92MKJgSCcioAnvjGZ9ra9wbdqIN2Dq3tcMyDV4U4GvH6m6RNc/E8u5eaaIQfXDKFC6aMLjp/ywkxDKO9mIIJgXxht/5dQhBBO4d8RMSrVKzqVSauiQoSEW69+OQ2c9uA6igX3Plc3kqU4loNlzp/270YhtEeTMGUgez8FuhY2G2+nQ8c3Zmkw41vm5OpSPw7o3SJlaEDqjMUxZFEElWltipWVGn455++/u4DcVMyhmGUjCmYTpIvvwUyM9U3bPugqKLx7xzA859URYWISIZC8V8n+3pB83l+wYyMAIJSld7wgTU81/R+3vUZhmEUQrKLEfZV6uvrtaGhoV1jdh+IM/2WNRk+k35VEZ5fMCOwBHypN+jdB+Lcv3Yrd655k1gkSlJT3DZnSknjis2n3OszDKNvIyIvq2p90LFeXAi++ylWgTe7L3x7qgT/5JkmWpJwqDVJPKEljSt3RWCrMGwYRmcwBdMJikVbdfQG3dFx5Y7+smgywzA6gymYTlCsV3xHb9AdHdeR3vVdeT3DMPoW5oNxdMQHkyYoiizNivXbc8J9S3GSd3Rcsfl0hHJfzzCMyqGQD8YUjKMzCqYYHb1B243dMIyeTiEFY2HKXUBH63VZnS/DMHoz5oMxDMMwQqGiFYyIzBSRN0SkSUQWdvd8DMMw+hIVq2BEJArcBXwemAh8WUQmdu+sDMMw+g4Vq2CA04AmVf2jqrYADwEXdvOcDMMw+gyVrGDGANt8Pzc7WRsiMl9EGkSkYdeuXV06OcMwjEqnkqPIJECWEZOtqkuAJQAisktE3umKiXUxxwLvd/ckQqYvrBH6xjptjb2P4/MdqGQF0wyM9f1cB+zId7Kqjgh9Rt2AiDTki1GvFPrCGqFvrNPWWFlUsonsJWCCiHxURKqBucCKbp6TYRhGn6FidzCqmhCRq4CngChwj6o2dvO0DMMw+gwVq2AAVPUJ4Inunkc3s6S7J9AF9IU1Qt9Yp62xgrBaZIZhGEYoVLIPxjAMw+hGTMEYhmEYoWAKppchIveIyHsissknGyYiq0Rki3sf6jt2navF9oaInOeTnyoir7pjd4hIUN5QtyAiY0XkaRF5TUQaReSbTl5p6+wnIutEZINb5w1OXlHrBK90k4j8QURWup8rao0i8ic3t/Ui0uBkFbXGDqGq9upFL+BM4JPAJp/sVmCh+7wQuMV9nghsAGqAjwJvAVF3bB3wKbyE1CeBz3f32nzrGQV80n0eBLzp1lJp6xRgoPtcBawFTq+0dbr5/QPwALCyQn9n/wQcmyWrqDV25GU7mF6Gqj4L7MkSXwjc6z7fC1zkkz+kqnFVfRtoAk4TkVHAYFV9Qb3f6vt8Y7odVd2pqq+4z/uB1/DK/FTaOlVVD7gfq9xLqbB1ikgdcD7wc5+4otaYh76wxoKYgqkMRqrqTvBuzsBxTp6vHtsY9zlb3uMQkROAU/Ce7itunc50tB54D1ilqpW4zn8BrgVSPlmlrVGB34rIyyIy38kqbY3tpqLzYIy89diK1mnrCYjIQOAR4O9V9cMC5uheu05VTQJTReQY4FERmVzg9F63ThG5AHhPVV8WkbNKGRIg69FrdExX1R0ichywSkReL3Bub11ju7EdTGXwrtte497fc/J89dia3edseY9BRKrwlMv9qvofTlxx60yjqh8AzwAzqax1Tgdmi8if8FpmzBCRX1FZa0RVd7j394BH8dqFVNQaO4IpmMpgBTDPfZ4HLPfJ54pIjYh8FJgArHPb9f0icrqLUrncN6bbcXO6G3hNVW/3Haq0dY5wOxdEpBb4LPA6FbROVb1OVetU9QS8eoBrVPUrVNAaRWSAiAxKfwbOBTZRQWvsMN0dZWCv9r2AB4GdQCveE88VwHBgNbDFvQ/znf8dvCiVN/BFpAD1eH8EbwF34qo69IQXcAaeaWAjsN69vlCB6zwZ+INb5ybgu05eUev0zfEsjkaRVcwagRPxosI2AI3AdyptjR19WakYwzAMIxTMRGYYhmGEgikYwzAMIxRMwRiGYRihYArGMAzDCAVTMIZhGEYomIIxjDIhIiNF5AER+aMrGfKCiPxlwHkniK8atk9+o4h8toTvOUVE1F+F1zB6IqZgDKMMuMS43wDPquqJqnoqXmJhXdZ5ecszqep3VfV3JXzdl4Hn3HvgXETE/raNbsd+CQ2jPMwAWlT1Z2mBqr6jqj8Wkb8WkYdF5DHgt/kuICK/EJE5IvJ5EVnqk5/lxqYV2Rzgr4FzRaSfk58gXv+cnwCvAGNF5BoReUlENorrNePO/Y3bYTX6CjMaRtkxBWMY5WES3o09H58C5qnqjBKutQo43ZUdAfgS8Gv3eTrwtqq+hVe77Au+cR8H7lPVU9znCXg1saYCp4rIme68v3U7rHrgGyIyvIQ5GUa7MQVjGCEgIneJ16nyJSdaparZfXwCUdUE8J/ALGdSO5+jNam+jFc0EvfuN5O9o6ovus/nutcf8BTfJ/AUDnhKZQPwIl7RxQkYRghYuX7DKA+NwMXpH1T1ShE5FmhwooPtvN6vgSvxmsu9pKr7RSTqvmO2iHwHr7z78HShxazvEOCfVfVf/Rd1JfM/C3xKVQ+JyDNAv3bOzTBKwnYwhlEe1gD9ROTrPln/TlzvGbzW2F/jqHnss8AGVR2rqieo6vF4LQ0uChj/FPC3rqcOIjLG9SoZAux1yuUTeC2aDSMUTMEYRhlQr2rsRcBfiMjbIrIOr03ugjxDPi4izb7XF7OulwRWAp937+CZwx7Nus4jwKUB8/kt8ADwgoi8CiwDBuGZ3mIishFYjGcmM4xQsGrKhmEYRijYDsYwDMMIBVMwhmEYRiiYgjEMwzBCwRSMYRiGEQqmYAzDMIxQMAVjGIZhhIIpGMMwDCMU/h/Agt822yv1+gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.scatter(x='GrLivArea', y='SalePrice')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[523, 1298]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "outliers = df[(df['GrLivArea'] > 4000) & (df['SalePrice'] < 200000)].index.to_list()\n",
+    "outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in outliers:\n",
+    "    df.drop(i, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='GrLivArea', ylabel='SalePrice'>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "df.plot.scatter(x='GrLivArea', y='SalePrice')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "E:\\Programs\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 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": [
+    "sns.distplot(df['SalePrice'], fit=norm);\n",
+    "fig = plt.figure()\n",
+    "res = stats.probplot(df['SalePrice'], plot=plt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "E:\\Programs\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 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": [
+    "df['SalePrice'] = np.log(df['SalePrice'])\n",
+    "\n",
+    "sns.distplot(df['SalePrice'], fit=norm);\n",
+    "fig = plt.figure()\n",
+    "res = stats.probplot(df['SalePrice'], plot=plt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.get_dummies(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Linear Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((1020, 441), (438, 441), (1020,), (438,))"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = df.drop('SalePrice', axis=1)\n",
+    "y = df['SalePrice']\n",
+    "\n",
+    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.3, random_state= 0)\n",
+    "x_train.shape,x_test.shape,y_train.shape,y_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "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>Actual</th>\n",
+       "      <th>Predicted</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>411</th>\n",
+       "      <td>11.884489</td>\n",
+       "      <td>11.776476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>211</th>\n",
+       "      <td>12.133502</td>\n",
+       "      <td>12.055214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>342</th>\n",
+       "      <td>11.379394</td>\n",
+       "      <td>11.261677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303</th>\n",
+       "      <td>11.917724</td>\n",
+       "      <td>11.779981</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>12.676076</td>\n",
+       "      <td>12.667192</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1340</th>\n",
+       "      <td>11.719940</td>\n",
+       "      <td>11.628496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1099</th>\n",
+       "      <td>11.964001</td>\n",
+       "      <td>11.997850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>416</th>\n",
+       "      <td>11.915052</td>\n",
+       "      <td>11.976308</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>747</th>\n",
+       "      <td>12.491173</td>\n",
+       "      <td>12.288125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>667</th>\n",
+       "      <td>12.173033</td>\n",
+       "      <td>12.262372</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>438 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Actual  Predicted\n",
+       "411   11.884489  11.776476\n",
+       "211   12.133502  12.055214\n",
+       "342   11.379394  11.261677\n",
+       "303   11.917724  11.779981\n",
+       "159   12.676076  12.667192\n",
+       "...         ...        ...\n",
+       "1340  11.719940  11.628496\n",
+       "1099  11.964001  11.997850\n",
+       "416   11.915052  11.976308\n",
+       "747   12.491173  12.288125\n",
+       "667   12.173033  12.262372\n",
+       "\n",
+       "[438 rows x 2 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "linreg = LinearRegression()\n",
+    "linreg.fit(x_train, y_train)\n",
+    "\n",
+    "m = linreg.coef_[0]\n",
+    "b = linreg.intercept_\n",
+    "      \n",
+    "predicted = linreg.predict(x_test)\n",
+    "    \n",
+    "df_pred = pd.DataFrame({'Actual': y_test, 'Predicted':predicted})   \n",
+    "display(df_pred)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.01830053613971105"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_squared_error(y_test, predicted)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.09263041892633742"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_absolute_error(y_test, predicted)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(16,8))\n",
+    "sns.scatterplot(data = df_pred)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/project-statistical-analysis.ipynb b/project-statistical-analysis.ipynb
new file mode 100644
index 0000000..a24fbc7
--- /dev/null
+++ b/project-statistical-analysis.ipynb
@@ -0,0 +1,2503 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Project 5 Statistical Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Kaggle Dataset Description:"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Ironhack Project Description:"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import scipy.stats as stats\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import norm\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.linear_model import Ridge\n",
+    "from sklearn import metrics\n",
+    "import statsmodels.api as sm\n",
+    "from statsmodels.tsa.stattools import adfuller\n",
+    "import itertools "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### EDA"
+   ]
+  },
+  {
+   "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": [
+    "df = pd.read_csv('train.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([dtype('int64'), dtype('O'), dtype('float64')], dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
+       "       'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n",
+       "       'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
+       "       'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
+       "       'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
+       "       'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
+       "       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
+       "       'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n",
+       "       'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n",
+       "       'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
+       "       'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
+       "       'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n",
+       "       'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n",
+       "       'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n",
+       "       'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
+       "       'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
+       "       'SaleCondition', 'SalePrice'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(['Id'], axis=1, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1460 rows and 80 columns\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df.shape[0], 'rows and', df.shape[1], 'columns')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "80\n"
+     ]
+    }
+   ],
+   "source": [
+    "quantitative = [i for i in df.columns if df.dtypes[i] != 'object']\n",
+    "qualitative = [i for i in df.columns if df.dtypes[i] == 'object']\n",
+    "\n",
+    "print(len(quantitative) + len(qualitative))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count      1460.000000\n",
+       "mean     180921.195890\n",
+       "std       79442.502883\n",
+       "min       34900.000000\n",
+       "25%      129975.000000\n",
+       "50%      163000.000000\n",
+       "75%      214000.000000\n",
+       "max      755000.000000\n",
+       "Name: SalePrice, dtype: float64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['SalePrice'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<ipython-input-10-5e89c5433ea4>:4: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+      "  ax = plt.subplot(111)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:title={'center':'House Sale Price Histogram'}, xlabel='Price', ylabel='Weight'>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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AACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAk0mFxvWnTppg2bVoMGzYsKisr4+Mf/3g8+OCDxeOPPvpojBo1KsrLy+Poo4+ON954o3gsy7K4/PLLY+DAgTFw4MC47LLLIsuyjhoVAACS6LC4bm5ujv333z8ef/zxqK2tjWuuuSY+97nPxfLly2Pt2rUxZcqUuOaaa2L9+vUxbty4OP3004tr58yZE/Pnz4+FCxfGCy+8EL/+9a/j1ltv7ahRAQAgiT066okrKipi5syZxdt///d/HyNGjIj//M//jHXr1kVVVVWcdtppERExc+bMGDRoUCxZsiRGjRoVd955Z8yYMSOGDh0aEREzZsyI2267LS666KKOGhcAANqtJNtF51usXr06hg0bFs8//3zccsstsXnz5rjllluKx0ePHh3f+ta34tRTT418Ph8PP/xwjB8/PiIinn322Tj66KOjvr7+A887Z86cmDNnTkRErFixIubOnRu5XG5XvKXdRkNDQ9I9bWpqihdeeCEqBgyOXr127h9PWlpaorBhdRx66KGx5557JptpV0q9n9jT1OxnevY0LfuZnj3deZMmTdrq/R32yfV7NTU1xVlnnRVTp06NUaNGRUNDQ+y9996tHpPP54vx3NDQEPl8vtWxhoaGyLIsSkpKWq2bPn16TJ8+PSIixo0bF7lcbptvlrZZsGBB0j2trq6OyZMnxxGnfiX6lFfu1NpN79THH+bdFCtXrowhQ4Ykm2lXSr2f2NPU7Gd69jQt+5mePU2nw68W0tLSEl/4wheitLQ0Zs+eHRERuVwu6urqWj2urq4uKisrt3q8rq4ucrncB8IaAAC6kg6N6yzLYtq0abF69eqYN29e8Z/xq6qqYuHChcXHFQqFeO2116KqqmqrxxcuXFg8BgAAXVWHxvU//MM/xEsvvRT3339/lJWVFe8/5ZRTYtGiRTFv3rzYuHFjfPvb345DDz00Ro0aFRER55xzTtx4442xcuXKqK6ujhtuuCHOPffcjhwVAADarcPi+o033ohbb701nn/++dhnn30il8tFLpeLu+++O/bee++YN29eXHnllTFgwIB4+umn49577y2uvfDCC+Okk06KQw45JEaPHh0nnnhiXHjhhR01KgAAJNFhX2gcNmzYdn/wyzHHHBNLlizZ6rGSkpKYNWtWzJo1q6PGAwCA5Pz4cwAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgkT06ewBoi1WrVrVpXUVFReTz+cTTAAD8hbimW2lu2hQlJb1i7NixbVrfv/+AWL58mcAGADqEuKZbaWluiixricNPOD9Ky3I7tXZzY0M898DcKBQK4hoA6BDimm6ptCwXfcorO3sMAIBWfKERAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgkT06ewDY1VatWtWmdRUVFZHP5xNPAwD0JOKa3UZz06YoKekVY8eObdP6/v0HxPLlywQ2ALBN4prdRktzU2RZSxx+wvlRWpbbqbWbGxviuQfmRqFQENcAwDaJa3Y7pWW56FNe2dljAAA9kC80AgBAIuIaAAAScVoIbVJbWxuFQqFNa9t6tQ4AgK5OXLPTamtrY/jwEVFTs6GzRwEA6FLENTutUChETc2GNl11IyKiYcPqWPTYPR0wGQBA5xLXtFlbr7qxubGhA6YBAOh8vtAIAACJiGsAAEhEXAMAQCIdGtezZ8+OcePGRZ8+feLcc88t3r98+fIoKSmJXC5X/HXNNdcUj2dZFpdffnkMHDgwBg4cGJdddllkWdaRowIAQLt16BcahwwZEldddVU89NBD0djY+IHjNTU1scceHxxhzpw5MX/+/Fi4cGGUlJTEscceGwceeGBcdNFFHTkuAAC0S4d+cj1lypT4zGc+EwMHDtypdXfeeWfMmDEjhg4dGvvtt1/MmDEj7rjjjo4ZEgAAEunUc66HDRsWQ4cOjS9+8Yuxdu3a4v2LFy+OMWPGFG+PGTMmFi9e3BkjAgDADivJdsHJzFdddVWsWLGi+OlzQ0NDLFmyJA477LBYt25dXHLJJVFfXx8PPfRQRET07t07Fi9eHKNGjYqIiFdeeSVGjhwZLS0tUVJS0uq558yZE3PmzImIiBUrVsTcuXMjl9v5H2zCtjU0NLTa06ampnjhhReiYsDg6NVr5//7bEtzU7xTu7ZN6ztrbUtLSxQ2rI5DDz009txzz51a+37v30/az56mZT/Ts6dp2c/07OnOmzRp0lbv75QfIpPL5WLcuHERETF48OCYPXt27LvvvlFXVxf9+vWLXC4XdXV1xcfX1dVFLpf7QFhHREyfPj2mT58eERHjxo2LXC63zTdL2yxYsKDVnlZXV8fkyZPjiFO/0qYfIlO/7s/x3ANz27S+s9Zueqc+/jDvpli5cmUMGTJkp9a+3/v3k/azp2nZz/TsaVr2Mz17mk6XuBTfu9H87ofoVVVVsXDhwuLxhQsXRlVVVafMBgAAO6pD47q5uTk2btwYW7ZsiS1btsTGjRujubk5nn766Xj55ZejpaUl1q1bF//4j/8YkyZNinw+HxER55xzTtx4442xcuXKqK6ujhtuuKHVpfwAAKAr6tC4vvbaa6OsrCyuu+66uOuuu6KsrCyuvfbaeP311+O4446LysrKGD16dPTp0yfuueee4roLL7wwTjrppDjkkENi9OjRceKJJ8aFF17YkaMCAEC7deg51zNnzoyZM2du9djnP//5ba4rKSmJWbNmxaxZszpoMgAASK9LnHMNAAA9gbgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhkj84eALqTVatWtWldRUVF5PP5xNMAAF2NuIYd0Ny0KUpKesXYsWPbtL5//wGxfPkygQ0APZy4hh3Q0twUWdYSh59wfpSW5XZq7ebGhnjugblRKBTENQD0cOIadkJpWS76lFd29hgAQBflC40AAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJLJDcX355Zfv0H0AALA726G4fuSRRz5w34MPPph8GAAA6M722N7BW265JW6++eZ4/fXX49BDDy3eX19fHxMmTOjw4QAAoDvZblyfeeaZcfzxx8cVV1wR1113XfH+ysrK2GuvvTp8OAAA6E62G9f5fD7y+Xzcc889sWXLlli9enU0NzdHQ0NDNDQ0xAEHHLCr5gQAgC5vu3H9rtmzZ8fMmTNj8ODB0avXX07TLikpiRdeeKFDhwMAgO5kh+L6pptuipdffjkGDhzY0fMAAEC3tUNXC9l///0jn8939CwAANCtbfeT6xtvvDEiIg488MCYNGlSnHjiidGnT5/i8a9+9asdOx0AAHQj243r+vr6iIg44IAD4oADDojNmzfH5s2bd8lgAADQ3Ww3rq+++updNQcAAHR7O/SFxpNOOilKSkpa3ZfP52PcuHFx4YUXRt++fTtkOAAA6E526AuNBx54YORyubjgggviggsuiH79+sXgwYNj6dKlccEFF3T0jAAA0C3s0CfX//Vf/xVPPPFE8fZJJ50Un/zkJ+OJJ56IqqqqDhsOAAC6kx365Prtt9+ON998s3j7zTffjLVr10ZERGlpacdMBgAA3cwOfXJ9ww03xMSJE+Oggw6KLMti2bJlcfPNN0ehUIipU6d29IwAANAt7FBcn3DCCfHKK6/EkiVLIsuyGDVqVPFLjF/5ylc6cj4AAOg2thvXjz32WHzqU5+K++67r9X9r7/+ekRETJkypeMmAwCAbma7cf3444/Hpz71qbj//vs/cKykpERcAwDAe2w3rr/1rW9FRMTtt9++S4YBAIDubIeuFrJ69eqYNm1aHH/88RER8eKLL8aPfvSjDh0MAAC6mx2K63PPPTf+7u/+LqqrqyMiYuTIkXHTTTd15FwAANDt7FBcr127Nj73uc9Fr15/efgee+wRvXv37tDBAACgu9mhuK6oqIh169ZFSUlJRET84Q9/iHw+36GDAQBAd7PdLzTedNNNMWHChJg1a1Z8+tOfjtdffz0mTJgQb7/9dvziF7/YVTMCAEC3sN24XrFiRfzTP/1TLFmyJEaNGhXHHntsTJo0KU4//fQYNGjQrpoRAAC6he3G9fXXXx8REZs3b45nn302nnrqqXjsscfiX/7lX6J///7x4osv7pIhAQCgO9ihH3/e2NgYdXV1UVtbG7W1tTFkyJA45JBDOno2AADoVrYb19OnT4/FixdHZWVljB8/Pj7xiU/EV7/61RgwYMCumg8AALqN7V4t5M0334xNmzbFPvvsE/vtt18MHTo0+vfvv4tGAwCA7mW7n1z/5je/iSzLYvHixfHUU0/FDTfcEIsWLYq99torjjzyyOKPRwcAAHbgnOuSkpIYPXp09O/fP/L5fOTz+fj1r38df/zjH8U1AAC8x3bj+gc/+EE89dRT8bvf/S723HPPmDBhQhx55JFx3nnn+UIjAAC8z3bjevny5fHZz342/sf/+B+x77777qqZAACgW9puXN944427ag4AAOj2tnu1EAAAYMeJawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBEOjSuZ8+eHePGjYs+ffrEueee2+rYo48+GqNGjYry8vI4+uij44033igey7IsLr/88hg4cGAMHDgwLrvsssiyrCNHBQCAduvQuB4yZEhcddVVcd5557W6f+3atTFlypS45pprYv369TFu3Lg4/fTTi8fnzJkT8+fPj4ULF8YLL7wQv/71r+PWW2/tyFEBAKDdOjSup0yZEp/5zGdi4MCBre6/7777oqqqKk477bTo27dvzJw5MxYuXBhLliyJiIg777wzZsyYEUOHDo399tsvZsyYEXfccUdHjgoAAO3WKedcL168OMaMGVO8XVFREQcddFAsXrx4q8fHjBlTPAYAAF3VHp3xog0NDbH33nu3ui+fz0d9fX3xeD6fb3WsoaEhsiyLkpKSVuvmzJkTc+bMiYiIFStWRENDQyxYsKBj38Bu5v172tTUFNdff31UDBgcvXrt/H+fbWk+KN751Kg2re+Oa1taWuKzR14fixcvjqVLl/oz2gHsaVr2Mz17mpb9TM+e7rxJkyZt9f5OietcLhd1dXWt7qurq4vKysqtHq+rq4tcLveBsI6ImD59ekyfPj0iIsaNGxe5XG6bb5a2WbBgQas9ra6ujsmTJ8cRp34l+pRX7vTz1a/7czz3wNw2re+Oaze9Ux9/mHdTrFy5MoYMGfKB/aT97Gla9jM9e5qW/UzPnqbTKaeFVFVVxcKFC4u3C4VCvPbaa1FVVbXV4wsXLiweAwCArqpD47q5uTk2btwYW7ZsiS1btsTGjRujubk5TjnllFi0aFHMmzcvNm7cGN/+9rfj0EMPjVGjRkVExDnnnBM33nhjrFy5Mqqrq+OGG274wKX8AACgq+nQuL722mujrKwsrrvuurjrrruirKwsrr322th7771j3rx5ceWVV8aAAQPi6aefjnvvvbe47sILL4yTTjopDjnkkBg9enSceOKJceGFF3bkqAAA0G4des71zJkzY+bMmVs9dswxxxQvvfd+JSUlMWvWrJg1a1YHTgcAAGn58ecAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCJ7dPYAsLtYtWpVREQ0NTVFdXX1Tq2tqKiIfD7fEWMBAAmJa+hgzU2boqSkV4wdOzYiIq6//vqYPHnyTj1H//4DYvnyZQIbALo4cQ0drKW5KbKsJQ4/4fwoLctFxYDBccSpX9nh9ZsbG+K5B+ZGoVAQ1wDQxYlr2EVKy3LRp7wyevXqFX3KKzt7HACgA/hCIwAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhkj84eANgxq1atatO6ioqKyOfziacBALZGXEMX19y0KUpKesXYsWPbtL5//wGxfPkygQ0Au4C4hi6upbkpsqwlDj/h/Cgty+3U2s2NDfHcA3OjUCiIawDYBcQ1dBOlZbnoU17Z2WMAANvhC40AAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIJE9OnsAOk9tbW0UCoUPfVxTU1NUV1cXb69ataojxwIA6LbE9W6qtrY2hg8fETU1Gz70sddff31Mnjx5F0wFANC9ievdVKFQiJqaDXH4CedHaVluu4+tGDA4jjj1K8XbDRtWx6LH7ungCQEAuh9xvZsrLctFn/LK7T6mV69erR6zubGho8cCAOiWfKERAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkMgenT0A0PFWrVrVpnUVFRWRz+cTTwMAPZe4hh6suWlTlJT0irFjx7Zpff/+A2L58mUCGwB2kLiGHqyluSmyrCUOP+H8KC3L7dTazY0N8dwDc6NQKIhrANhB4hp2A6VluehTXtnZYwBAj+cLjQAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhkj84egPapra2NQqGw0+tWrVrVAdMAAOzexHU3VltbG8OHj4iamg2dPQoAACGuu7VCoRA1NRvi8BPOj9Ky3E6tbdiwOhY9dk8HTQYAsHsS1z1AaVku+pRX7tSazY0NHTQNAMDuyxcaAQAgEXENAACJiGsAAEikU+N60qRJ0bdv38jlcpHL5eLggw8uHnv00Udj1KhRUV5eHkcffXS88cYbnTgpAAB8uE7/5Hr27NnR0NAQDQ0N8fLLL0dExNq1a2PKlClxzTXXxPr162PcuHFx+umnd/KkAACwfZ0e11tz3333RVVVVZx22mnRt2/fmDlzZixcuDCWLFnS2aMBAMA2lWRZlnXWi0+aNCkWL14cWZbFwQcfHP/yL/8SkyZNin/6p3+KzZs3xy233FJ87OjRo+Nb3/pWnHrqqa2eY86cOTFnzpyIiFixYkXMnTs3crmdu+Zzd9XU1BQvvPBCVAwYHL167dx/J21pbop3atfu0Nq9KvvG+vqNbVrb3tfuiWvfv59dde6WlpYobFgdhx56aOy55547tXZXa2ho2G3+3u8K9jM9e5qW/UzPnu68SZMmbfX+Tr3O9fe+97342Mc+FqWlpXHvvffGSSedFM8//3w0NDTE3nvv3eqx+Xw+6uvrP/Ac06dPj+nTp0dExLhx4yKXy23zzfY01dXVMXny5Dji1K/s9HWu69f9OZ57YO4OrT3zU6Pip4/9//9qsDNr2/vaPXHt+/ezq8696Z36+MO8m2LlypUxZMiQnVq7qy1YsGC3+Xu/K9jP9OxpWvYzPXuaTqeeFjJ+/PiorKyMPn36xNSpU2PChAnxwAMPRC6Xi7q6ulaPrauri8rKnQ85AADYVbrUOdclJSWRZVlUVVXFwoULi/cXCoV47bXXoqqqqhOnAwCA7eu0uK6pqYmHHnooNm7cGM3NzXH33XfHE088EX/3d38Xp5xySixatCjmzZsXGzdujG9/+9tx6KGHxqhRozprXAAA+FCdds51U1NTXHXVVbFkyZLo3bt3jBo1KubPn1+81vW8efPiS1/6Upx99tkxfvz4uPfeeztrVAAA2CGdFtd77713PPPMM9s8fswxx7j0HgAA3UqXOucaAAC6M3ENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIZI/OHgDo2latWtWmdRUVFZHP5xNPAwBdm7gGtqq5aVOUlPSKsWPHtml9//4DYvnyZQIbgN2KuAa2qqW5KbKsJQ4/4fwoLcvt1NrNjQ3x3ANzo1AoiGsAdiviGtiu0rJc9Cmv7OwxAKBb8IVGAABIRFwDAEAi4hoAABJxzjXQYdp6Gb8Il/IDoHsS10By7b2MX4RL+QHQPYlrILn2XMYvwqX8AOi+xDXQYVzGD4DdjS80AgBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACSyR2cPAJBabW1tFAqFNq2tqKiIfD6feCIAdhfiGuhRamtrY/jwEVFTs6FN6/v3HxDLly8T2AC0ibgGepRCoRA1NRvi8BPOj9Ky3E6t3dzYEM89MDcKhYK4BqBNxDXQI5WW5aJPeWVnjwHAbsYXGgEAIBFxDQAAiYhrAABIRFwDAEAi4hoAABIR1wAAkIi4BgCARMQ1AAAkIq4BACARcQ0AAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIJE9OnsAgG1ZtWrVDj2uqakpqqurd2pNitd9v4qKisjn8+1+fQC6L3ENdDnNTZuipKRXjB07docef/3118fkyZN3+eu+X//+A2L58mUCG2A3Jq6BLqeluSmyrCUOP+H8KC3LfejjKwYMjiNO/UpERDRsWB2LHrtnl7zue21ubIjnHpgbhUJBXAPsxsQ10GWVluWiT3nlhz6uV69excdtbmzYZa8LAO/nC40AAJCIuAYAgETENQAAJCKuAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACQirgEAIJE9OnsAImpra6NQKOz0ulWrVnXANAAAtJW47mS1tbUxfPiIqKnZ0NmjAADQTuK6kxUKhaip2RCHn3B+lJbldmptw4bVseixezpoMgAAdpa47iJKy3LRp7xyp9ZsbmzooGkAAGgLX2gEAIBExDUAACTitBCAHqCtVx2KiKioqIh8Pp94IoDdk7gG6Obae9Wh/v0HxPLlywQ2QALiGqCba89VhzY3NsRzD8yNQqEgrgESENcAPURbrjoEQFq+0AgAAImIawAASERcAwBAIuIaAAASEdcAAJCIuAYAgERcig+gC2jPT1hctWpV4mkAaCtxDdDJ2vsTFgHoOsQ1QCdrz09YjIho2LA6Fj12TwdMBsDOEtcAXURbf8Li5saGDpgGgLbwhUYAAEhEXAMAQCJOCwFIqC1X7nC1D4CeQ1wDJNDctClKSnrF2LFjO3sUADqRuAZIoKW5KbKspU1X/HC1D4CeQ1wn0tYfAOGfg6FnacsVP7rC1T7e+79FTU1NUV1dvUPrKioqIp/Pd9RYAN2OuE7AD4AAuqutnc5y/fXXx+TJk3doff/+A2L58mUCG+D/EdcJtOcHQPjnYKAzbe10looBg+OIU7/yoWs3NzbEcw/MjUKhIK4B/h9xnVB3/edggPf+71evXr3a9MNsAHCdawAASEZcAwBAIuIaAAAScc41AO3S1kuKuowf0BOJawDapL0/ldJl/ICeSFwD0Cbt+amULuMH9FTiGoB2actlSN/Vnp9S67QSoCsS1wDscu09pSTCaSVA1ySuAdjl2nNKSYTTSoCuS1wD0Gnac0pJhCuVAF2PuAag23GlEqCrEtcAdDuuVAJ0VeIagG6rvaeVtEVtbW0UCoWdWtPU1BTV1dWdejpKW+Z+V3c8jaY97zeie77n7qqn/dkU1wCwg2pra2P48BFRU7Nhp9Zdf/31MXny5E47HaWtc7+ru51G0973G9H93nN31RP/bIprANhBhUIhamo27PTpKBUDBsfhJ5zfaaejtHXuiO55Gk173m9E93zP3VVP/LMprgFgJ+3s6Si9evVqU+Sl1hmn0XSm3e39dmc96feqy8b1+vXrY9q0afHwww/HoEGD4rvf/W6ceeaZnT0WAD1EWy7j156fKNle7TkvtbvO3RXPp4UP02Xj+pJLLonS0tJYvXp1PP/883HiiSfGmDFjoqqqqrNHA6AbS/HTIXe1FOcQd4aeeD4tfJguGdeFQiHmzZsXixYtilwuFxMnToyTTz45/u3f/i2uu+66zh4PgG6sPZfxa9iwOhY9dk8HTbZt7T2HuDvO3VXPp4UP0yXjeunSpdG7d+8YOXJk8b4xY8bE448/3olTfbjNjQ07v2ZjocuvbWlpiU3v1Cd53fau7wlr37+fu/K1u8Patqx/7552x/fc1f5O7eif0e7+nttjZ1+3paWluKYzT0dp03518txbe453L234YWva/OerHe+5u/qwPe0o7fm9auvvb0crybIs6+wh3u/JJ5+M0047rdUf6ttuuy3uvvvuWLBgQavHzpkzJ+bMmRMREUuWLImBAwfG3nvvvSvH7fHefvtte5qQ/UzPnqZlP9Ozp2nZz/Ts6c4bNGhQ/OY3v/nA/V3yk+tcLhd1dXWt7qurq4vKyg9+i3T69Okxffr04u1x48bFs88+2+Ez7k7saVr2Mz17mpb9TM+epmU/07On6fTq7AG2ZuTIkdHc3ByvvPJK8b6FCxf6MiMAAF1al4zrioqKmDJlSvzzP/9zFAqF+N3vfhf//u//Hl/4whc6ezQAANimLhnXERE333xzNDY2xkc+8pH4/Oc/H7fccssOfXL93lNESMOepmU/07OnadnP9OxpWvYzPXuaTpf8QiMAAHRHXfaTawAA6G7ENQAAJNJj4nr9+vVxyimnREVFRQwbNix++tOfdvZIu9zs2bNj3Lhx0adPnzj33HNbHXv00Udj1KhRUV5eHkcffXS88cYbxWNZlsXll18eAwcOjIEDB8Zll10W7z1baPny5XH00UdHeXl5jBo1Kn7729+2eu6f/vSnMWzYsKioqIjPfOYzsX79+uKxTZs2xXnnnRf9+vWLffbZJ2688caOefMdYNOmTTFt2rQYNmxYVFZWxsc//vF48MEHi8ftaducffbZse+++0a/fv1i5MiRMXfu3OIxe9p2r7zySvTt2zfOPvvs4n32s20mTZoUffv2jVwuF7lcLg4++ODiMXvaNvfee2/89V//dVRUVMRBBx0UTz75ZETYz7Z498/lu7969+4dX/7yl4vH7WkXkPUQZ5xxRva5z30uq6+vz5588smsX79+2aJFizp7rF1q3rx52a9+9avsoosuyqZOnVq8/+2338769euX/fznP88aGxuzr33ta9n48eOLx3/4wx9mI0eOzN56661sxYoV2V//9V9nt9xyS/H4EUcckV166aXZO++8k/3yl7/M8vl8tmbNmizLsmzRokVZLpfLHn/88ay+vj77/Oc/n51++unFtd/4xjeyiRMnZuvXr89efPHFbPDgwdmDDz7Y8ZuRQENDQ3b11Vdny5Yty7Zs2ZLdf//9WS6Xy5YtW2ZP22HRokXZxo0bsyzLspdeeikbPHhw9uyzz9rTdjr22GOziRMnZmeddVaWZf7et8dRRx2V3XbbbR+43562zcMPP5wdcMAB2e9///tsy5Yt2YoVK7IVK1bYzwQaGhqyioqK7PHHH8+yzJ/RrqJHxHVDQ0O25557Zi+//HLxvrPPPju7/PLLO3GqznPllVe2iutbb701O/LII4u3Gxoasr59+2YvvfRSlmVZduSRR2a33npr8fjcuXOLfxlffvnlrLS0NKurqysenzhxYvEv4xVXXJF9/vOfLx579dVXsz333LP4+CFDhmQPPfRQ8fhVV13V6i9jd3PIIYdkv/zlL+1pIkuWLMn22Wef7Gc/+5k9bYd77rknO+2007Krr766GNf2s+22Fdf2tG2OPPLIbO7cuR+433623x133JGNGDEia2lpybLMnnYVPeK0kKVLl0bv3r1j5MiRxfvGjBkTixcv7sSpuo7FixfHmDFjirff/We5d/fn/cffu3eLFy+OAw88sNVPx3z/8feuPeigg6K0tDSWLl0aGzZsiOrq6m0+d3ezevXqWLp0aVRVVdnTdrr44ouL/+y47777xgknnGBP26iuri7++Z//OW644YZW99vP9rniiiti0KBBMWHChFiwYEFE2NO22LJlSzz77LPx9ttvx0c/+tEYOnRofOlLX4rGxkb7mcCdd94Z55xzTpSUlESEP6NdRY+I64aGhsjn863uy+fzUV9f30kTdS0ftj/vP57P56OhoSGyLNvpte893tDQULy9tbXdSVNTU5x11lkxderUGDVqlD1tp5tvvjnq6+vjySefjClTpkSfPn3saRt985vfjGnTpsX+++/f6n772Xbf+9734vXXX4+VK1fG9OnT46STTorXXnvNnrbB6tWro6mpKX75y1/Gk08+Gc8//3z813/9V1x77bX2s53efPPNePzxx2Pq1KnF++xp19Aj4jqXy0VdXV2r++rq6lr919fu7MP25/3H6+rqIpfLRUlJyU6vfe/xXC5XvL21td1FS0tLfOELX4jS0tKYPXt2RNjTFHr37h0TJ06MFStWxC233GJP2+D555+P3/72t3HppZd+4Jj9bLvx48dHZWVl9OnTJ6ZOnRoTJkyIBx54wJ62QVlZWUREfPnLX4599903Bg0aFF/96lftZwI/+clPYuLEiTFixIjiffa0a+gRcT1y5Mhobm6OV155pXjfwoULd+gnOu4OqqqqYuHChcXbhUIhXnvtteL+vP/4e/euqqoqXn/99Vb/9fn+4+9d+/rrr8emTZti5MiRMWDAgNh33323+dzdQZZlMW3atFi9enXMmzcv9txzz4iwpyk1NzcX986e7pwFCxbE8uXL44ADDoh99tknrr/++pg3b14cfvjh9jOhkpKSyLLMnrbBgAEDYujQocXTFt7LfrbPT37yk1afWkfY0y6j0872Tuz000/PzjjjjKyhoSH7v//3/+6WVwtpamrKGhsbs2984xvZ2WefnTU2NmZNTU3ZmjVrsn79+mW//OUvs8bGxuyyyy5r9e3hW265JRs1alS2YsWKbOXKldnHPvaxVt8eHj9+fDZjxoyssbExu++++z7w7eHKysrsiSeeyBoaGrKzzjqr1RcYLr/88uyTn/xktn79+uyll17K9tlnn2717eELL7wwGz9+fFZfX9/qfnvaNqtXr87uueeerL6+Pmtubs5+85vfZOXl5dn8+fPtaRsUCoXsz3/+c/HXjBkzslNPPTVbs2aN/WyjDRs2ZL/5zW+K//t51113ZeXl5dmSJUvsaRt985vfzMaNG5etXr06W79+fTZx4sTsqquusp/t8Lvf/S4rLy9v9eXDLPP/m7qKHhPX69atyz796U9n5eXl2f7775/dfffdnT3SLnf11VdnEdHq19VXX51lWZY98sgj2cEHH5z17ds3O+qoo7Jly5YV17W0tGRf//rXswEDBmQDBgzIvv71rxe/eZxlWbZs2bLsqKOOyvr27ZuNHDkye+SRR1q97t13353tv//+WXl5eXbyySdn69atKx7buHFj9sUvfjGrrKzMPvKRj2Q33HBDh+5BSsuXL88iIuvTp09WUVFR/HXXXXdlWWZP22LNmjXZJz/5ySyfz2eVlZXZ6NGjszlz5hSP29P2ee/VQrLMfrbFmjVrsnHjxmW5XC7L5/PZ+PHjs4cffrh43J7uvM2bN2f/8A//kOXz+Wzw4MHZl7/85ayxsTHLMvvZVtOnT8/OPvvsrR6zp52vJMvec/VwAACgzXrEOdcAANAViGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDVAD9S7d+847LDDYvTo0XHaaafFO++8s9XHfeITn9jFkwH0bOIaoAcqKyuL559/PhYtWhSlpaXxwx/+sNXxLVu2RETEU0891RnjAfRY4hqgh/vbv/3bePXVV2PBggVx9NFHx5lnnhmHHHJIRETkcrni42bNmhWHHHJIjBkzJr7xjW9ERMRrr70Wxx13XIwdOzb+9m//NpYsWdIp7wGgu9ijswcAoOM0NzfHgw8+GMcdd1xERPzxj3+MRYsWxYgRI1o97sEHH4z58+fH008/HeXl5bF+/fqIiJg+fXr88Ic/jL/6q7+Kp59+Oi6++OJ47LHHdvn7AOguxDVAD9TY2BiHHXZYRPzlk+tp06bFU089FX/zN3/zgbCOiPjtb38bX/ziF6O8vDwiIvbaa69oaGiIp556Kk477bTi4zZt2rRL5gforsQ1QA/07jnX71dRUbHVx2dZFiUlJa3ua2lpif79+2/1eQDYOudcAxCTJ0+OH//4x8Wriqxfvz769esXI0aMiF/84hcR8ZcAX7hwYWeOCdDliWsA4rjjjouTTz45xo0bF4cddlhcf/31ERFx9913x49+9KMYM2ZMVFVVxb//+7938qQAXVtJlmVZZw8BAAA9gU+uAQAgEXENAACJiGsAAEhEXAMAQCLiGgAAEhHXAACQiLgGAIBExDUAACTy/wEgX2TmcwhkYAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x1008 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 14), facecolor='w')\n",
+    "ax = plt.subplot(111)    \n",
+    "\n",
+    "ax = plt.subplot(111)    \n",
+    "ax.spines[\"top\"].set_visible(False)    \n",
+    "ax.spines[\"bottom\"].set_visible(True)    \n",
+    "ax.spines[\"right\"].set_visible(False)    \n",
+    "ax.spines[\"left\"].set_visible(True)    \n",
+    "  \n",
+    "ax.get_xaxis().tick_bottom()    \n",
+    "ax.get_yaxis().tick_left()\n",
+    "\n",
+    "plt.xticks(fontsize=12)  \n",
+    "plt.yticks(fontsize=12)\n",
+    "\n",
+    "plt.title('House Sale Price Histogram')\n",
+    "plt.ylabel('Weight')\n",
+    "plt.xlabel('Price')\n",
+    "\n",
+    "df['SalePrice'].hist(bins = 40, color=\"#3F5D7D\", edgecolor='black', linewidth=1.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LotFrontage      259\n",
+       "Alley           1369\n",
+       "MasVnrType         8\n",
+       "MasVnrArea         8\n",
+       "BsmtQual          37\n",
+       "BsmtCond          37\n",
+       "BsmtExposure      38\n",
+       "BsmtFinType1      37\n",
+       "BsmtFinType2      38\n",
+       "Electrical         1\n",
+       "FireplaceQu      690\n",
+       "GarageType        81\n",
+       "GarageYrBlt       81\n",
+       "GarageFinish      81\n",
+       "GarageQual        81\n",
+       "GarageCond        81\n",
+       "PoolQC          1453\n",
+       "Fence           1179\n",
+       "MiscFeature     1406\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()[df.isnull().sum()!=0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "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>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>LotConfig</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>197</th>\n",
+       "      <td>75</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>174.0</td>\n",
+       "      <td>25419</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>512</td>\n",
+       "      <td>Ex</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Abnorml</td>\n",
+       "      <td>235000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>810</th>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>10140</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>648</td>\n",
+       "      <td>Fa</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>181000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1170</th>\n",
+       "      <td>80</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>9880</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>576</td>\n",
+       "      <td>Gd</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>171000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "197           75       RL        174.0    25419   Pave   NaN      Reg   \n",
+       "810           20       RL         78.0    10140   Pave   NaN      Reg   \n",
+       "1170          80       RL         76.0     9880   Pave   NaN      Reg   \n",
+       "\n",
+       "     LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "197          Lvl    AllPub    Corner  ...      512     Ex  GdPrv         NaN   \n",
+       "810          Lvl    AllPub    Inside  ...      648     Fa  GdPrv         NaN   \n",
+       "1170         Lvl    AllPub    Inside  ...      576     Gd  GdPrv         NaN   \n",
+       "\n",
+       "     MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "197        0      3    2006        WD        Abnorml     235000  \n",
+       "810        0      1    2006        WD         Normal     181000  \n",
+       "1170       0      7    2008        WD         Normal     171000  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['PoolQC'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "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>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>LotConfig</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>5</th>\n",
+       "      <td>50</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>14115</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>700</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>143000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10920</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>GdWo</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>157000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>45</td>\n",
+       "      <td>RM</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>6120</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>132000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "5           50       RL         85.0    14115   Pave   NaN      IR1   \n",
+       "14          20       RL          NaN    10920   Pave   NaN      IR1   \n",
+       "15          45       RM         51.0     6120   Pave   NaN      Reg   \n",
+       "\n",
+       "   LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "5          Lvl    AllPub    Inside  ...        0    NaN  MnPrv        Shed   \n",
+       "14         Lvl    AllPub    Corner  ...        0    NaN   GdWo         NaN   \n",
+       "15         Lvl    AllPub    Corner  ...        0    NaN  GdPrv         NaN   \n",
+       "\n",
+       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "5      700     10    2009        WD         Normal     143000  \n",
+       "14       0      5    2008        WD         Normal     157000  \n",
+       "15       0      7    2007        WD         Normal     132000  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['Fence'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "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>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>LotConfig</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>5</th>\n",
+       "      <td>50</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>14115</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>700</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>143000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10382</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Corner</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>350</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>200000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11241</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>CulDSac</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Shed</td>\n",
+       "      <td>700</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>149000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "5           50       RL         85.0    14115   Pave   NaN      IR1   \n",
+       "7           60       RL          NaN    10382   Pave   NaN      IR1   \n",
+       "16          20       RL          NaN    11241   Pave   NaN      IR1   \n",
+       "\n",
+       "   LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "5          Lvl    AllPub    Inside  ...        0    NaN  MnPrv        Shed   \n",
+       "7          Lvl    AllPub    Corner  ...        0    NaN    NaN        Shed   \n",
+       "16         Lvl    AllPub   CulDSac  ...        0    NaN    NaN        Shed   \n",
+       "\n",
+       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "5      700     10    2009        WD         Normal     143000  \n",
+       "7      350     11    2009        WD         Normal     200000  \n",
+       "16     700      3    2010        WD         Normal     149000  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['MiscFeature'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "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>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>LotConfig</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>21</th>\n",
+       "      <td>45</td>\n",
+       "      <td>RM</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>7449</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Grvl</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Bnk</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>GdPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>139400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>70</td>\n",
+       "      <td>C (all)</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>8500</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>40000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>160</td>\n",
+       "      <td>FV</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>2645</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>Inside</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>8</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Abnorml</td>\n",
+       "      <td>172500</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "21          45       RM         57.0     7449   Pave  Grvl      Reg   \n",
+       "30          70  C (all)         50.0     8500   Pave  Pave      Reg   \n",
+       "56         160       FV         24.0     2645   Pave  Pave      Reg   \n",
+       "\n",
+       "   LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "21         Bnk    AllPub    Inside  ...        0    NaN  GdPrv         NaN   \n",
+       "30         Lvl    AllPub    Inside  ...        0    NaN  MnPrv         NaN   \n",
+       "56         Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
+       "\n",
+       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
+       "21       0      6    2007        WD         Normal     139400  \n",
+       "30       0      7    2008        WD         Normal      40000  \n",
+       "56       0      8    2009        WD        Abnorml     172500  \n",
+       "\n",
+       "[3 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['Alley'].notnull()].head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Data Cleaning and Manipulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nan_columns = ['Alley', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1',\n",
+    "              'BsmtFinType2', 'FireplaceQu', 'GarageType', 'GarageYrBlt', 'GarageFinish',\n",
+    "              'GarageQual', 'GarageCond', 'PoolQC', 'Fence', 'MiscFeature']\n",
+    "\n",
+    "for column in nan_columns:\n",
+    "    df[column].fillna('NA', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['MasVnrType'].fillna('None', inplace=True)\n",
+    "df['MasVnrArea'].fillna(0, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "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>Neighborhood</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Blmngtn</td>\n",
+       "      <td>47.142857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Blueste</td>\n",
+       "      <td>24.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>BrDale</td>\n",
+       "      <td>21.562500</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Neighborhood  LotFrontage\n",
+       "0      Blmngtn    47.142857\n",
+       "1      Blueste    24.000000\n",
+       "2       BrDale    21.562500"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "neighborhood_mean = df.groupby('Neighborhood')['LotFrontage'].mean().reset_index()\n",
+    "neighborhood_mean.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<ipython-input-19-69b9a2b47560>:5: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  df['LotFrontage'][df['Neighborhood'] == neigh_list[i]] = df['LotFrontage'][df['Neighborhood'] == neigh_list[i]].fillna(mean_list[i])\n"
+     ]
+    }
+   ],
+   "source": [
+    "neigh_list = [i for i in neighborhood_mean['Neighborhood']]\n",
+    "mean_list = [i for i in neighborhood_mean['LotFrontage']]\n",
+    "\n",
+    "for i in range(len(neigh_list)):\n",
+    "    df['LotFrontage'][df['Neighborhood'] == neigh_list[i]] = df['LotFrontage'][df['Neighborhood'] == neigh_list[i]].fillna(mean_list[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['Electrical'].fillna('SBrkr', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Series([], dtype: int64)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()[df.isnull().sum()!=0]\n",
+    "#No more NaNs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['MSZoning_encoded', 'Street_encoded', 'Alley_encoded', 'LotShape_encoded', 'LandContour_encoded', 'Utilities_encoded', 'LotConfig_encoded', 'LandSlope_encoded', 'Neighborhood_encoded', 'Condition1_encoded', 'Condition2_encoded', 'BldgType_encoded', 'HouseStyle_encoded', 'RoofStyle_encoded', 'RoofMatl_encoded', 'Exterior1st_encoded', 'Exterior2nd_encoded', 'MasVnrType_encoded', 'ExterQual_encoded', 'ExterCond_encoded', 'Foundation_encoded', 'BsmtQual_encoded', 'BsmtCond_encoded', 'BsmtExposure_encoded', 'BsmtFinType1_encoded', 'BsmtFinType2_encoded', 'Heating_encoded', 'HeatingQC_encoded', 'CentralAir_encoded', 'Electrical_encoded', 'KitchenQual_encoded', 'Functional_encoded', 'FireplaceQu_encoded', 'GarageType_encoded', 'GarageFinish_encoded', 'GarageQual_encoded', 'GarageCond_encoded', 'PavedDrive_encoded', 'PoolQC_encoded', 'Fence_encoded', 'MiscFeature_encoded', 'SaleType_encoded', 'SaleCondition_encoded']\n"
+     ]
+    }
+   ],
+   "source": [
+    "def encode(frame, feature):\n",
+    "    ordering = pd.DataFrame()\n",
+    "    ordering['val'] = frame[feature].unique()\n",
+    "    ordering.index = ordering.val\n",
+    "    ordering['spmean'] = frame[[feature, 'SalePrice']].groupby(feature).mean()['SalePrice']\n",
+    "    ordering = ordering.sort_values('spmean')\n",
+    "    ordering['ordering'] = range(1, ordering.shape[0]+1)\n",
+    "    ordering = ordering['ordering'].to_dict()\n",
+    "    \n",
+    "    for feat, i in ordering.items():\n",
+    "        frame.loc[frame[feature] == feat, feature+'_encoded'] = i\n",
+    "    \n",
+    "qual_encoded = []\n",
+    "for f in qualitative:  \n",
+    "    encode(df, f)\n",
+    "    qual_encoded.append(f+'_encoded')\n",
+    "    \n",
+    "print(qual_encoded)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SalePrice               1.000000\n",
+      "OverallQual             0.790982\n",
+      "GrLivArea               0.708624\n",
+      "Neighborhood_encoded    0.696882\n",
+      "ExterQual_encoded       0.682639\n",
+      "KitchenQual_encoded     0.659600\n",
+      "GarageCars              0.640409\n",
+      "GarageArea              0.623431\n",
+      "BsmtQual_encoded        0.622925\n",
+      "TotalBsmtSF             0.613581\n",
+      "1stFlrSF                0.605852\n",
+      "FullBath                0.560664\n",
+      "GarageFinish_encoded    0.549247\n",
+      "TotRmsAbvGrd            0.533723\n",
+      "FireplaceQu_encoded     0.525932\n",
+      "YearBuilt               0.522897\n",
+      "YearRemodAdd            0.507101\n",
+      "Foundation_encoded      0.505503\n",
+      "GarageType_encoded      0.489130\n",
+      "MasVnrArea              0.472614\n",
+      "Fireplaces              0.466929\n",
+      "HeatingQC_encoded       0.427649\n",
+      "MasVnrType_encoded      0.423697\n",
+      "Name: SalePrice, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "corr_df = df.corr()['SalePrice'].sort_values(ascending=False)\n",
+    "topcorr = corr_df[corr_df > .4].index.to_list()\n",
+    "\n",
+    "print(corr_df[corr_df > .4])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr = df[quantitative].corr()\n",
+    "corr2 = df[qual_encoded+['SalePrice']].corr()\n",
+    "corr3 = df[topcorr].corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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X0WjKT/Vd1RCcm7PXmc1mdu7ciZPTrTNFVraMEEIIIYS4P9SL4T2HDh3iyJEj1r+NRiNt27alYcOG5OXlVbhMeHg4CQkJnD17FoCLFy9y4sQJgoKCSE5O5qeffgKgsLDQ2pteVXlAlctWplevXnzwwQfWvy9dukSnTp344YcfOH/+PCaTiVWrVhEaGkqnTp3Ytm0bFy5coKSkhNWrV1dajtFoBCAkJITY2FgAvvnmGy5dulRlfYQQQgghRP1TLxr9+fn5jBw5Ek9PT/R6PQcOHGDGjBlER0fzhz/8ocILbz09PZk1axa9evVCr9fTs2dPcnJyaNGiBcuXL2fo0KHo9XqCgoKsF91WVR5Q5bKV+b//+z8uXbqEl5cX3t7ebN26lVatWvH222/TvXt3vL298fX15amnnqJVq1bMmDGD4OBgnnzySXx9fa3lLFiwgNTUVPR6PZ6ennz44YcAvPHGGyQmJuLr68vGjRt55JFHarqbhRBCCCHueRaLuVYftUVjkdu5iAqojOn/LO396kM36awfpZQ3KX5JtBq141lbjVYpryrlXNVnfCoS/oBeKf9rSa5S3lnroJR/1Lby60EqcsFcpJQ/V5qvlAdwsrFXyrtqHZXXoeKKqVgp/4itq/I6jpdeVsqrbnOh+ZpSvthcqpQ/Vaw2T4ib0wNKeQB7xe9zgeI2N9HeOoyyKk42dkr5c6UFSvnmWmelPMCpUrXfCxcbtd+LBorfzXzzVaW8tg72WRZb1L4LhSa1bQ5zfFgpn2VSe48BLpvVfsMa2aj9vnz38zdK+Tvl6tFdtbp+h0eDamW9de9bI4QQQgghhPhd1ZsLee+2Tp06cfVq+aP0lStXotPpaqlGvy8fXG47q9prD7Ajc7lSfqTfX5TyBZYSpfwZxV7mVrYNlfJhD3gp5QF8tWo966cVe/sOXlPrcVXdp40UewYb26vlAc6a1CbLM9io9azbW9Qugj9pp9ZzV2hRnySwle3tfzcBGmjUepntbRoo5U+YKr/OqSK9GnmolV96RSkPcF7x+/y4Q3OlfJ5Z7bugR+334qydWu/pOYva5w6guVbtfW6i2KMbbFYr/7St2tncM6idnXGoQR+nm0XtbMXXpl+V8q62ameMMksvKuVNqA8jaaz4Prtp1T7bdYbcvUeo2L17d21XQQghhBBCiNsijX4hhBBCCHH/qMWLaWuTjOkXQgghhBCinpNGvxBCCCGEEPVcvW/0r1u3Do1GY71ffnZ2Nl5eZRdVbtu2jX79+tVm9X6Tdu3acf787V+MuXz5ciZNmnQHaySEEEIIUceZTbX7qCX1vtG/atUqunbtSlxcXG1XRQghhBBCiFpRrxv9+fn5JCcns3Tp0mob/QUFBURFRREQEICPjw9ffPEFAN26dcNoNFpzXbp0ITMzU6mM5cuXM2DAAHr37s3jjz/OK6+8Yl3m22+/xdfXF29vb8LDwwG4ePEiTz/9tHVW3+vru3DhAr169cLHx4dx48Zx47xqn332GYGBgRgMBsaNG4fJVHYkuWzZMjp06EBoaCjJycmKe1AIIYQQop6xmGv3UUvqdaN//fr19O7dmw4dOtC0aVP27t1baXb27Nn06NGDlJQUtm7dytSpUykoKGDMmDEsX74cgMOHD3P16lX0+opnSq2sDACj0Uh8fDz79u0jPj6en3/+mXPnzjF27FjWrFlDRkYGq1evBuCNN97Ax8eHzMxM3nrrLUaMGAHAzJkz6dq1K+np6fTv35+TJ08CcPDgQeLj40lOTsZoNKLVaomNjSUnJ4c33niD5ORkvv/+ew4cOFDl/oqJicHf3x9/f3/25B9R2tdCCCGEEKLuqteN/lWrVjFkyBAAhgwZwqpVqyrNbty4kXfeeQeDwUBYWBjFxcWcPHmSQYMG8dVXX1FSUsInn3zCqFGjlMsACA8Px9XVFUdHRzw9PTlx4gS7du0iJCQENzc3AJo2bQrA9u3bGT58OAA9evTgwoUL5ObmkpiYyHPPPQdA3759adKkbPKmzZs3k5aWRkBAAAaDgc2bN3Ps2DF2795NWFgYLVq0wN7ensGDB1e5v6Kjo0lNTSU1NZVAl8dvYw8LIYQQQoh7Qb29T/+FCxfYsmUL+/fvR6PRYDKZ0Gg0TJw4scK8xWJhzZo1uLu73/Jaz549+eKLL/jPf/5DampqpeusrIzdu3fj4PC/2Ua1Wi2lpaVYLBY0mltn/Lxx2M5113OV5UeOHMnbb79d7vn169dXmBdCCCGEuG/dpzPy1tue/oSEBEaMGMGJEyfIzs7m559/xs3NjVOnTlWYj4iIYOHChdYGd3p6uvW1MWPGMHnyZAICAqy98aplVCQ4OJgffviB48ePA2Vj+QFCQkKIjY0Fyu4w1Lx5cxo1alTu+W+++YZLly4BZWcREhISOHv2rLWcEydO0KlTJ7Zt28aFCxcoKSmxDh8SQgghhBD3l3rb079q1SpeffXVcs8NHDiQt956q8L8a6+9xosvvoher8disdCuXTu++uorAPz8/GjUqBGjR4+ucp1VlVGRFi1aEBMTw4ABAzCbzbRs2ZLvv/+eGTNmMHr0aPR6Pc7OzqxYsQIoG+s/dOhQfH19CQ0N5ZFHHgHA09OTWbNm0atXL8xmM3Z2dixatIigoCBmzJhBcHAwrVq1wtfX13qBrxBCCCHEfek+nZFXY6loLIko5/Tp04SFhZGVlYWNTb09OVLOO22fu+3smpKTyuXvyFyulB/p9xelfIGlRCl/pjRfKd/KtqFSPs9yTSkPEKBtppQ/zVWl/MFrtz/HA8BDto2U8vYarVK+Jt+ss6ZCpXywbXOlvL1FbXjcSY3ae1BoUT8Iv4baMg00dkp5e8V34oQpTynfRuuiVn7pFaU8wHnF7/PjDmqfizyz2u9LsE3lZ4grclajVv45i9rnDiDfrPab1MTGUSkfbG6glD+tVWuEnUGt/g41+IVxs9gr5b82/aq8DhVaxW0wod6wdVL8vXDTqv1b+O/s/yjl75Sr+7+v1fU7ePWslfXeHy3Y3+DTTz+lU6dOzJ49+75p8AshhBBCiPql3g7v+b2MGDHCesvM65YtW8b8+fPLPdelSxcWLVp0N6t2R+Vpbr+HwFSD02SqPfcr0v6plP+L/9+U8j9bLivlx1xV663c6KR+Qu1hk9pB5ikbtXUUmtR6Bx+0d1LKl6JWH9UeY4CWWmel/DnUelC1ihfC/2wqUMr7apso5QFSTBeU8o9q1XpcXSxqn7tiG7X3oDlqPYlFiu8xgK3iWaYCxZ77hxT36WGL2hkpxa8OrTVq302AHylWXIdaT/8Fxd8jV8XP3RnFe1QUKp4hA9iH4vumqJXiWa/jJZeV8k206p8L1Zt/6E1qZ0PqjPv0Ql5p9NfA6NGjqx3fL4QQQgghRF0hjX4hhBBCCHHfsNTgeqr6QAapCyGEEEIIUc9Jo18IIYQQQoh6rk40+l1cbv9iluXLl3P69Gnr31999RU+Pj54e3vj6enJRx99BMCoUaNISEj43etal2RnZ+Pl5aW0zP2wX4QQQgghKmUx1+6jltxzY/qXL1+Ol5cXrVu3pqSkhOjoaPbs2UObNm24evUq2dnZtV1FIYQQQggh6pQ60dNfEaPRSFBQEHq9nsjISC5dukRCQgKpqakMGzYMg8HA2bNnKS0tpVmzskmMHBwccHd3t5aRmJhI586dad++vbV3Oz8/n/DwcHx9fdHpdHzxxRdAWa+5h4cHI0eORK/X88wzz1BYWHa7rrS0NEJDQ/Hz8yMiIoKcnJxK63306FF69+6Nn58f3bp1IysrCyjrYZ88efIt9QGYM2cOOp0Ob29v6yzCFW3/9bp4e3sTHBxc7hahJpOJqVOnEhAQgF6vt57xsFgsTJo0CU9PT/r27cvZs2d/2xsjhBBCCHEvM5tr91FL6myjf8SIEbz77rtkZmai0+mYOXMmzzzzDP7+/sTGxmI0GnnooYfo378/bdu2ZejQocTGxmK+YWfm5OSwfft2vvrqK2tj2tHRkXXr1rF37162bt3KX/7yF65PSnzo0CGio6PJzMykUaNG/Pvf/6akpIQXXniBhIQE0tLSiIqKYvr06ZXWOzo6moULF5KWlsbcuXOZOHFilfX55ptvWL9+Pbt37yYjI4NXXnml0u2HstuFLliwgJ07d5Zb79KlS3F1dSUlJYWUlBSWLFnC8ePHWbduHYcOHWLfvn0sWbKEHTt2VFr3mJgY/P398ff3Jz3vJ5W3SwghhBBC1GF1cnhPbm4uly9fJjQ0FICRI0cyaNCgCrMff/wx+/btY9OmTcydO5fvv/+e5cuXA/D0009jY2ODp6cnZ86cAcp6vv/+97+TmJiIjY0Nv/zyi/W1hx9+mC5dugDw3HPPsWDBAnr37s3+/fvp2bNsymSTyUSrVq0qrEt+fj47duwoV9erV/83AVJF9dm0aROjR4/G2blsApqmTZtWuv03Pz98+HC++eYbADZu3EhmZqb1DEJubi5HjhwhMTGRoUOHotVqad26NT169Kh0v0dHRxMdHQ3A9HbPVpoTQgghhBD3ljrZ6Fel0+nQ6XQMHz4cNzc3a6PfwcHBmrnemx8bG8u5c+dIS0vDzs6Odu3aUVxcNjPhzTPRaTQaLBYLHTt2vKVnvSJms5nGjRtjNBorfL2i+lgsltueAa+qrMViYeHChURERJR7/uuvv1aeYU8IIYQQot6qxYtpa1OdHN7j6upKkyZNSEpKAmDlypXW3u2GDRuSl5cHlPWsb9u2zbqc0Wikbdu2VZadm5tLy5YtsbOzY+vWrZw4ccL62smTJ62N+1WrVtG1a1fc3d05d+6c9fmSkhJ+/PHHCstu1KgRbm5urF69GihriGdkZFRZn169evHJJ59Yrx+4ePFipdvfuHFjXF1d2b59O1B2AHNdREQEixcvpqSkbDr5w4cPU1BQQEhICHFxcZhMJnJycti6dWuV9RFCCCGEEPVPnejpLywspE2bNta/X375ZVasWMH48eMpLCykffv2LFu2DCi7IHb8+PE4OTmRlJTEnDlzGDduHE5OTjRo0MDay1+ZYcOG8cc//hF/f38MBgMeHh7W15544glWrFjBuHHjePzxx5kwYQL29vYkJCQwefJkcnNzKS0t5cUXX6Rjx44Vlh8bG8uECROYNWsWJSUlDBkyBG9v70rr07t3b4xGI/7+/tjb29OnTx/eeuutSrd/2bJlREVF4ezsXK5Xf8yYMWRnZ+Pr64vFYqFFixasX7+eyMhItmzZgk6no0OHDtaDJyGEEEIIcf/QWK6PM7nPZWdn069fP/bv31/bVakTVMb0f3P1pHL5HvYtlPIr0v6plP+L/9+U8tuv/qKU/4f5YaX8Rif1r5m7Se2YfKdNoVI+vfh09aEbdHN6RClfito2nzDlKeUBmtk4KuUbaeyU8lrUhsYdVdwGX20TpTxAiumCUt5P21Qp72JROwF8mCKlfCuNQ/WhG/xsUSsf4KL5avWhG6ie8m6lbaCUL7aYFNegpoXiPgX40XRJKW+4w58jR8Xv2mFNsVLepPh7BGBWbB79bLqilG+lvf05igCOl1xWyjfROinl4dZhztXpb1H7XIz/+TOl/J1SnLKmVtfvGDCwVtZbJ4f3CCGEEEIIIX4/dWJ4T13Qrl07pV7+559/nuTk5HLPTZkyhdGjR//eVasVexV6gbQa9WPHAkuJUl615/6fqW8r5cO8xyjlP7bLV8o/c81VKQ+QYa/WO3jGpNbTb2+j9vU/qtiL5aRRK99BMQ+gUewdvGi5ppS3U+wXcVbchmyL2nsGcNVcqpQ/baPW6+2s0SrlT5TkKuV1thXf/awyR2rQS156h3vWz5rVzj6ofhfyzWqf0xIb9YsSTYoXMv6ieMbFVvG746j4uTtnVuvpr8lnwslG7cxggeL7VmyjVifVbWigWH+Aq4qfi0Natd+jOuM+vZBXGv01dOPEWEIIIYQQQtRlMrxHCCGEEEKIek56+oUQQgghxP3DfH8O75GefiGEEEIIIeq539zod3FRu+XU7ZgxYwZz5861/j137lw8PDzw8vLC29ubTz/9tEblbtu2jR07dvxe1awTbt5Xt+NOvGdCCCGEEPcEi7l2H7Wkzvf0f/jhh3z//ffs2bOH/fv3k5iYSE2nFvg9G/0m0529O4QQQgghhBC/lzvS6N+wYQOdOnXCx8eHJ598kjNnzgBlvdJRUVGEhYXRvn17FixYYF1m9uzZuLu78+STT3Lo0CHr82+99Rb//ve/adSoEQCurq6MHDkSgM2bN+Pj44NOpyMqKoqrV8tuTdeuXTveeOMNfH190el0ZGVlkZ2dzYcffsi//vUvDAYDSUlJnDhxgvDwcPR6PeHh4Zw8WTbJ1KhRo0hISLDW4XrP+LZt2+jevTvPPvssOp2u0u3/7LPPCAwMxGAwMG7cOOsBgouLC9OnT8fb25ugoCDrfjlz5gyRkZF4e3vj7e1tPTB5//338fLywsvLi3nz5lW7r44ePUrv3r3x8/OjW7duZGVlAXD8+HGCg4MJCAjgtddeu+33UQghhBBC1A93pNHftWtXdu3aRXp6OkOGDGHOnDnW17Kysvjuu+/Ys2cPM2fOpKSkhLS0NOLi4khPT2ft2rWkpKQAkJeXR15eHo8++ugt6yguLmbUqFHEx8ezb98+SktLWbx4sfX15s2bs3fvXiZMmMDcuXNp164d48eP56WXXsJoNNKtWzcmTZrEiBEjyMzMZNiwYUyePLnabduzZw+zZ8/mwIEDFb5+8OBB4uPjSU5Oxmg0otVqiY2NBaCgoICgoCAyMjIICQlhyZIlAEyePJnQ0FAyMjLYu3cvHTt2JC0tjWXLlrF792527drFkiVLSE9Pr3RfAURHR7Nw4ULS0tKYO3cuEydOBMrmD5gwYQIpKSk8+OCDlW5bTEwM/v7++Pv783P+z9XuCyGEEEKIe47ZXLuPWnJH7t5z6tQpBg8eTE5ODteuXcPNzc36Wt++fXFwcMDBwYGWLVty5swZkpKSiIyMxNnZGYD+/fsDYLFYKp0S+tChQ7i5udGhQwcARo4cyaJFi3jxxRcBGDBgAAB+fn6sXbu2wjJ27txpfW348OG88sor1W5bYGBgue252ebNm0lLSyMgIACAoqIiWrZsCYC9vT39+vWz1uv7778HYMuWLdbrFLRaLa6urmzfvp3IyEgaNGhg3Z6kpCTMZnOF+yo/P58dO3YwaNAga12un/lITk5mzZo11u2cNm1ahXWPjo4mOjoagD88/Idq94UQQgghhLg33JFG/wsvvMDLL79M//792bZtGzNmzLC+5uDgYP1/rVZLaWnZbG4VNe4bNWpEgwYNOHbsGO3bty/3WnXj+q+v58Z1VOd6HWxtbTH//yMxi8XCtWv/m2XveiO8MhaLhZEjR/L227fOCGtnZ2ddR3X1qmr7KtpXZrOZxo0bYzQab3sZIYQQQoj7jtyy8/eTm5vLQw89BMCKFSuqzYeEhLBu3TqKiorIy8tjw4YN1tf+9re/8fzzz3PlyhUArly5QkxMDB4eHmRnZ/PTTz8BsHLlSkJDQ6tcT8OGDcnLy7P+3blzZ+Li4gCIjY2la9euQNk1AWlpaQB88cUXlJSU3O6mEx4eTkJCAmfPngXg4sWLnDhxotplrg9NMplMXLlyhZCQENavX09hYSEFBQWsW7eObt26VbqvGjVqhJubG6tXrwbKDhoyMjIA6NKlS7ntFEIIIYQQ95ff3OgvLCykTZs21sf777/PjBkzGDRoEN26daN58+bVluHr68vgwYMxGAwMHDiQbt26WV+bMGEC3bt3JyAgAC8vL0JDQ3F2dsbR0ZFly5YxaNAgdDodNjY2jB8/vsr1/PGPf2TdunXWC3kXLFjAsmXL0Ov1rFy5kvnz5wMwduxYfvjhBwIDA9m9e3e1vfs38vT0ZNasWfTq1Qu9Xk/Pnj3Jycmpcpn58+ezdetWdDodfn5+/Pjjj/j6+jJq1CgCAwPp1KkTY8aMwcfHp8p9FRsby9KlS/H29qZjx4588cUX1vIXLVpEQEAAubm5t70tQgghhBCiftBYanr/S1GvqYzpP28qUC6/tW0jpXxbm9s/8AL4Z+qtw6uqEuY9RinfUqtWn2dKXZXyABn2areFNZouKeXPl+Yr5Zvbqs3v4KRRGz1Yk5OtDTV2SvkSxbXYKfaLFFlubyjhdY4arVIe4FRpXvWhG7SzVfvsOSvW6WDJRaV8P9tWSvmdFvWOiivmq8rLqHCyUfvcqX4X8s3Xqg/dwMXGXikPcN5UqJR/UPE3z1bxu6P6XfjVXKSUL7Wo32Zb9X3+ueSyUr6N4ndTtfx29k2U8gBXFe8h/5iN2r8L/8qOU8rfKUWJy2t1/U4ho2plvXX+Pv1CCCGEEEKI30Z6+mvowoULhIeH3/L85s2badasWS3U6PcV2Lrq6yNupNWoHzuqfuyuKfagOin2fG3L+Fgp7+4xUCn/kENTpTxArmJPnLONQ/WhG6he3G1S7AFyVuwlM9fgp8jEnf35MiuWX2JW+5y6aNXeM4BixXWo9lZaFLf5qmIPqoNij+4VU7FSHtTPSuUpnhmw4c5+d1oo1j+nRP1siK3i+1CkePbBWfGzXR+aIqr/FpYofndUP3c1+X1pZuOklD9jUjtjvO3UJqX8nVK07ZNaXb9TWFStrPeO3L3nftCsWbNK75QjhBBCCCFEXSLDe4QQQgghhKjnpKdfCCGEEELcPxSH3NUX0tMvhBBCCCFEPXfPNPqzs7Px8vIq99yMGTOYO3cuy5cv5/Tp09bnx4wZw4EDB4CyibbOnz8PlE3Gdb2szz//3JpPTU1l8uTJd3oT7ojr+0CFi4vaRWJCCCGEEPWG2Vy7j1pyzzT6q3Jzo//jjz/G09PzltyOHTuAWxv9/v7+LFiw4M5XVAghhBBCiFpQLxr9qampDBs2DIPBQFFREWFhYaSmpt6Su97D/eqrr5KUlITBYOBf//oX27Zto1+/fgAUFBQQFRVFQEAAPj4+1lltf/zxRwIDAzEYDOj1eo4cOVJpfT777DNrdty4cZhMJuv6p0+fjre3N0FBQZw5cwaAM2fOEBkZibe3N97e3taDk/fffx8vLy+8vLyYN2+etfzZs2fj7u7Ok08+yaFDh6zPHz16lN69e+Pn50e3bt3IysoC4Pjx4wQHBxMQEMBrr71W090shBBCCCHuUfWi0e/v709sbCxGoxEnp+rvMfvOO+/QrVs3jEYjL730UrnXZs+eTY8ePUhJSWHr1q1MnTqVgoICPvzwQ6ZMmYLRaCQ1NZU2bdpUWPbBgweJj48nOTkZo9GIVqslNjYWKDugCAoKIiMjg5CQEJYsWQLA5MmTCQ0NJSMjg71799KxY0fS0tJYtmwZu3fvZteuXSxZsoT09HTS0tKIi4sjPT2dtWvXkpKSYl13dHQ0CxcuJC0tjblz5zJx4kQApkyZwoQJE0hJSeHBBx+sdL/ExMTg7++Pv78/Zwtzqt2PQgghhBD3HIu5dh+15J65e09lEwmpTjBUnY0bN/Lll19ax8kXFxdz8uRJgoODmT17NqdOnWLAgAE8/vjjFS6/efNm0tLSCAgIAKCoqIiWLVsCYG9vbz2j4Ofnx/fffw/Ali1b+PTTTwHQarW4urqyfft2IiMjadCgbOrzAQMGkJSUhNlsJjIyEmdnZwD69+8PQH5+Pjt27GDQoEHWuly9WjbhTHJyMmvWrAFg+PDhTJs2rcK6R0dHEx0dDahNziWEEEIIIeq2e6bR36xZMy5dulTuuYsXL+Lm5va7rsdisbBmzRrc3d3LPf/EE0/QqVMn/vvf/xIREcHHH39Mjx49Klx+5MiRvP3227e8ZmdnZz1I0Wq1lJZWPrNmVbMTVnSgYzabady4caUThv3eB0dCCCGEEOLecc8M73FxcaFVq1Zs3rwZKGvwf/vtt3Tt2pWGDRuSl5d322VVlY+IiGDhwoXWRnd6ejoAx44do3379kyePJn+/fuTmZlZ4fLh4eEkJCRw9uxZaz1PnDhRZX3Cw8NZvHgxACaTiStXrhASEsL69espLCykoKCAdevW0a1bN0JCQli3bh1FRUXk5eWxYcMGABo1aoSbmxurV68Gyg4aMjIyAOjSpQtxcXEA1qFGQgghhBD3Jbl7T9336aefMmvWLAwGAz169OCNN97g0UcfZdSoUYwfP956IW919Ho9tra2eHt7869//avca6+99holJSXo9Xq8vLysF77Gx8fj5eWFwWAgKyuLESNGVFi2p6cns2bNolevXuj1enr27ElOTtXj4+fPn8/WrVvR6XT4+fnx448/4uvry6hRowgMDKRTp06MGTMGHx8ffH19GTx4MAaDgYEDB9KtWzdrObGxsSxduhRvb286duxovQh5/vz5LFq0iICAAHJzc6vdP0IIIYQQon7RWKoaRyLuWypj+rUa9WNH1Y/dNUvlQ6Eq4mRjr5TflvGxUt7dY6BS/iGHpkp5gFxToVLe2cZBKa865MukePGRs42dUt5cg58iE3f258usWH6JWe1z6qJVe88AihXX4aT4PlgUt/mqxaSUd9BolfJXTMVKeYDmtmpzkeSZryrlbbiz350WivXPKVHvzLFVfB+KzNeU8s6Kn+360BRR/bewRPG7o/q5q8nvSzOb6m+GcqMzpnyl/LZTm5Tyd0rRdx/U6vqdIibVynrvmTH94u5qa9f4trOnSq8ol9/KtqFSfsxVtX8EP7ZT+yFSbcQfylqjlH/KV/0L3kZxH50qvf0hbgBXTNWfFbuRp0NLpXyO4j8GNhoNzooHa3aKJyuvKf4jq+oKao1HB41agxwg36K2DpNFrXHXSOuolLdX3Kcuiu9xTRSbS+5o+Y4atX86tTZqn1MTagcJzRQPEgCumNUOptrZq3VcNFD8bBcpduxcRf27bFI8sHBUPDAqVvwuFCoeSKkeJFwsLVDKA5y1qP17Huj4kPI6RO2RRn8NXbhwgfDw8Fue37x5M82aNauFGglxb1Nt8AshxO1SbfALUR9Jo7+GmjVrVumdcoQQQgghRB1VixfT1qZ76kJeIYQQQgghhDrp6RdCCCGEEPcP6emvHS4ut38B0vLlyzl9+rT175KSEl599VUef/xxvLy8CAwM5JtvvqlRPc6dO0enTp3w8fEhKSmJPn36cPny5RqVdbdkZ2fj5eWltMyoUaNISEi4QzUSQgghhBB10T3V0798+XK8vLxo3bo1UHZP/ZycHPbv34+DgwNnzpzhhx9+qFHZmzdvxsPDgxUrVgCUu/+9EEIIIYQQ97Ja7+mviNFoJCgoCL1eT2RkJJcuXSIhIYHU1FSGDRuGwWCgoKCAJUuWsHDhQhwcyu5F+8ADD/CnP/0JgFWrVqHT6fDy8mLatGnWsl1cXJg+fTre3t4EBQVx5swZjEYjr7zyCl9//bV1gq927dpx/vx5AP7xj3/g4eFBz549GTp0KHPnzq207kePHqV37974+fnRrVs3srKygLIe9smTJ9O5c2fat29frrd9zpw56HQ6vL29efXVVyvdBwBpaWl4e3sTHBzMokWLrGWYTCamTp1KQEAAer2ejz76CCi79/GkSZPw9PSkb9++1pmChRBCCCHuSxZz7T5qSZ1s9I8YMYJ3332XzMxMdDodM2fO5JlnnsHf35/Y2FiMRiNHjx7lkUceoVGjRrcsf/r0aaZNm8aWLVswGo2kpKSwfv16AAoKCggKCiIjI4OQkBCWLFmCwWDgzTffZPDgwRiNRpyc/jc5RWpqKmvWrCE9PZ21a9eSmppaZd2jo6NZuHAhaWlpzJ07l4kTJ1pfy8nJYfv27Xz11VfWxv0333zD+vXr2b17NxkZGbzyyiuV7gOA0aNHs2DBAnbu3FluvUuXLsXV1ZWUlBRSUlJYsmQJx48fZ926dRw6dIh9+/axZMkSduzYUWndY2Ji8Pf3x9/fn2P52VVupxBCCCGEuHfUueE9ubm5XL58mdDQshlhR44cyaBBg5TKSElJISwsjBYtWgAwbNgwEhMTefrpp7G3t6dfv34A+Pn58f3331dZ1vbt23nqqaesBwJ//OMfK83m5+ezY8eOcvW9evV/E+k8/fTT2NjY4OnpyZkzZwDYtGkTo0ePxtnZGYCmTZtWug9ufn748OHWaxg2btxIZmam9QxCbm4uR44cITExkaFDh6LVamndujU9evSotP7R0dFER0cDMKjtU1XuFyGEEEKIe9J9eiFvnWv0367HHnuMkydPkpeXR8OG5WcurWo6bzs7OzSasqmstVotpaVVzwKoMjW42WymcePGld6///owpBvLtVgs1vpUp6qsxWJh4cKFRERElHv+66+/vu3yhRBCCCFE/VTnhve4urrSpEkTkpKSAFi5cqW1Z7thw4bk5eUB4OzszJ///GcmT57MtWtlU1nn5OTw2Wef0alTJ3744QfOnz+PyWRi1apV1jJUde3alQ0bNlBcXEx+fj7//e9/K802atQINzc3Vq9eDZQ1xDMyMqosv1evXnzyyScUFhYCcPHixUr3QePGjXF1dWX79u0AxMbGWsuJiIhg8eLFlJSUTT9/+PBhCgoKCAkJIS4uDpPJRE5ODlu3bq3RfhBCCCGEEPeuWu/pLywspE2bNta/X375ZVasWMH48eMpLCykffv2LFu2DCi7GHb8+PE4OTmxc+dOZs2axf/93//h6emJo6MjDRo04M0336RVq1a8/fbbdO/eHYvFQp8+fXjqqZoNVwkICKB///54e3vTtm1b/P39cXV1rTQfGxvLhAkTmDVrFiUlJQwZMgRvb+9K871798ZoNOLv74+9vT19+vThrbfeqnQfLFu2jKioKJydncv16o8ZM4bs7Gx8fX2xWCy0aNGC9evXExkZyZYtW9DpdHTo0KHGBz9CCCGEEPVCLV5MW5s0FpXxK/ep/Px8XFxcKCwsJCQkhJiYGHx9fWu7WneUypj+U6VXlMt/UHv78zMAjLmqlv/YIV8pn1F4Sil/KGuNUv4p30lKeQBXjb1S/lRpnlL+iqlIKe/p0FIpn2NSew+cbdS2F8BO8WTlNYtJeR0qrpivVh+6gYuNQ/Whm1wovbP7tZHWUSmvuk9dFOtz0VSolAcwK/6zVoJaA8BZY6eU12rUPqe2inlTDf4Zv2IuVsq31DZQyjdQ3EdFlqqH2t7sKmqfu5rsI0eNVilfrPhdKDRfU8qXKJZ/TXGfApQqriPQ8SGl/MfZdWOeoKIv5tTq+p2eeqVW1lvrPf33gujoaA4cOEBxcTEjR46s9w1+IYQQQoh6Sy7kFZX5/PPPb3nu+eefJzk5udxzU6ZMYfTo0XerWnfUrwq9iSnnDiuXH/aA2kzCG53UemmeuVb5EKyKnHdQ601U7bn/Yu8HSvmarEP1cm17G7Wv/y+KZxJMqL1nNemJ89beesveqsTnH1TKmxR7vZwVe8lPmc4r5QFaOTRVyp8rUXvfihV7B51t1Hp0nzQ3V8r/u0R9bhEnrdrZBI3it+eXkktK+Ua2zkp51TMDBSa1XnuAC1fVztA2adhWKX/wqtr7pnrDCQfFzx2o92KbFIeAqL5vTbRqn4uL19TO8t0Nv5rVzhiL2iWN/hq6cWIsIYQQQtRdqg1+IeojafQLIYQQQoj7x316IW+du2WnEEIIIYQQ4vcljX4hhBBCCHH/MJtr93Ebvv32W9zd3Xnsscd45513bnk9NzeXP/7xj3h7e9OxY0frrd2rctcb/S4uardevB0zZsxg7ty5AOzatYtOnTphMBh44oknmDFjBgDLly9n0iT12ybWdaNGjSIh4fZvgZWdnY2Xl9pFtEIIIYQQ4u4wmUw8//zzfPPNNxw4cIBVq1Zx4MCBcplFixbh6elJRkYG27Zt4y9/+Yt1strK1Lsx/SNHjuQ///kP3t7emEwmDh06VNtVEkIIIYQQ4rbs2bOHxx57jPbt2wMwZMgQvvjiCzw9Pa0ZjUZDXl4eFouF/Px8mjZtiq1t1c36OjG8Z8OGDXTq1AkfHx+efPJJzpw5A5T14EdFRREWFkb79u1ZsGCBdZnZs2fj7u7Ok08+Wa5hf/bsWVq1agWAVqstt4OuO3HiBOHh4ej1esLDwzl58iTwvxl/u3XrRocOHfjqq6+AsiOuqVOnEhAQgF6v56OPPqpye9577z1r9o033gDKetifeOIJxo4dS8eOHenVqxdFRWW3uvrpp5948skn8fb2xtfXl6NHj2KxWJg6dSpeXl7odDri4+MBsFgsTJo0CU9PT/r27cvZs/+7LVpaWhqhoaH4+fkRERFBTk6O9Xlvb2+Cg4PlrkNCCCGEuL/V8eE9v/zyCw8//LD17zZt2vDLL7+Uy0yaNImDBw/SunVrdDod8+fPx8am6mZ9nWj0d+3alV27dpGens6QIUOYM+d/M6VlZWXx3XffsWfPHmbOnElJSQlpaWnExcWRnp7O2rVrSUlJseZfeukl3N3diYyM5KOPPqK4+Nb7F0+aNIkRI0aQmZnJsGHDmDx5svW17OxsfvjhB/773/8yfvx4iouLWbp0Ka6urqSkpJCSksKSJUs4fvx4hduyceNGjhw5wp49ezAajaSlpZGYmAjAkSNHeP755/nxxx9p3Lgxa9aUzeo6bNgwnn/+eTIyMtixYwetWrVi7dq1GI1GMjIy2LRpE1OnTiUnJ4d169Zx6NAh9u3bx5IlS9ixYwcAJSUlvPDCCyQkJJCWlkZUVBTTp08HYPTo0SxYsICdO3dW+T7ExMTg7++Pv78/vxb8UmVWCCGEEEKou7G95e/vT0xMTLnXLRXMW3PzXBbfffcdBoOB06dPYzQamTRpEleuVD3/Rp0Y3nPq1CkGDx5MTk4O165dw83Nzfpa3759cXBwwMHBgZYtW3LmzBmSkpKIjIzE2blsYov+/ftb86+//jrDhg1j48aNfP7556xatYpt27aVW9/OnTtZu3YtAMOHD+eVV/43HfKf/vQnbGxsePzxx2nfvj1ZWVls3LiRzMxM69j53Nxcjhw5Uq6e123cuJGNGzfi4+MDQH5+PkeOHOGRRx7Bzc0Ng8EAgJ+fH9nZ2eTl5fHLL78QGRkJgKNj2eQ+27dvZ+jQoWi1Wh544AFCQ0NJSUkhMTHR+nzr1q3p0aMHAIcOHWL//v307NkTKDs70apVK3Jzc7l8+TKhoaHW7f3mm28qfB+io6OJjo4GoNtD4VW+Z0IIIYQQQt2N7a2KtGnThp9//tn696lTp2jdunW5zLJly3j11VfRaDQ89thjuLm5kZWVRWBgYKXl1olG/wsvvMDLL79M//792bZtm/XiWwAHBwfr/2u1WkpLy2aLrGr2vkcffZQJEyYwduxYWrRowYULF6pc/41l3VyuRqPBYrGwcOFCIiIiqt0Wi8XC3/72N8aNG1fu+ezs7Fu2paioqMKjuevl3E59b8x37Njxlt78y5cvK890KIQQQghRb9VgBvi7KSAggCNHjnD8+HEeeugh4uLi+Pzzz8tlHnnkETZv3ky3bt04c+YMhw4dsl4DUJk6MbwnNzeXhx56CIAVK1ZUmw8JCWHdunUUFRWRl5fHhg0brK/997//tTaYjxw5glarpXHjxuWW79y5M3FxcQDExsbStWtX62urV6/GbDZz9OhRjh07hru7OxERESxevJiSkhIADh8+TEFBQYV1i4iI4JNPPiE/v2y67F9++aXcuPubNWrUiDZt2rB+/XoArl69SmFhISEhIcTHx2MymTh37hyJiYkEBgYSEhJCXFwcJpOJnJwctm7dCoC7uzvnzp2zNvpLSkqsw4hcXV3Zvn27dXuFEEIIIUTdZGtrywcffEBERARPPPEEf/rTn+jYsSMffvghH374IQCvvfYaO3bsQKfTER4ezrvvvkvz5s2rLvduVP5GhYWFtGnTxvr3yy+/zIwZMxg0aBAPPfQQQUFBlY6Xv87X15fBgwdjMBho27Yt3bp1s762cuVKXnrpJZydnbG1tSU2NhatVltu+QULFhAVFcV7771HixYtyt3b1N3dndDQUM6cOcOHH36Io6MjY8aMITs7G19fXywWCy1atLA20m/Wq1cvDh48SHBwMFB2i9LPPvvsljrcaOXKlYwbN47XX38dOzs7Vq9eTWRkJDt37sTb2xuNRsOcOXN48MEHiYyMZMuWLeh0Ojp06GAdtmNvb09CQgKTJ08mNzeX0tJSXnzxReu9W6OionB2dr6tsxVCCCGEEPXWbd4rvzb16dOHPn36lHtu/Pjx1v9v3bo1GzduVCpTY6lqHMl9ZtSoUfTr149nnnmmtqtS61TG9O88l6VcftgDanMFdNQ2UcoHXlM7nv1Qk6OUb6h1qD50gy/2fqCUB3jKV21eiXzTVaV8kaVEKe+ksVPKm1D7aXGxUdunAL6Kn4v4/INKeZPFpJR31joq5QtNt95ooDqtHJoq5XNLC5XyDW2dlPLONmqfiz9pHlTK//vaT0p5ACetvVJeg9oQyCuK+7SRrbNSXqtROwlfUIPP0YWrVV/wdzPvhm2V8jnXcpXyqsNQHRQ/d6WK32UAk0WtYaj6vjXRqn0ufrl2SSl/N7g5VN2zfLOvTv73DtVETdGqN2p1/U5DZ9bKeuvE8B4hhBBCCCHEnVMnLuStK5YvX37b2X379jF8+PByzzk4OLB79+7fuVa1Y61n6W1nn8vSK5ev2kP7sEnt+DTDXq1XJ7dYreeujW1Dpbxqrz2onx143f//lPLHLGrb3Fixp79fsdrPy5d2t/+Zu85oUuv5+tz+1jtuVUX1EniTRW0J3Z+KFNcA73zVWCn/1+DTSnkb58qHIlZkTlJLpbyT2gkmPuDh6kM3WWGv1kOreqL/RVu1z+oes9rvxTXFD94w/5+rD93k/zI6qq2jWG0vtX9M7bNtY6dW/pdHHlLKO9dkTIPi+/CR4hnjbjbNlPL7HdXOJD5zrYFSHuCg2kky/hKt9ntRZ9wDw3vuBGn015BOp8NoNNZ2NYQQQgghhKiWNPqFEEIIIcT9Q/F6jfpCxvQLIYQQQghRz0mjXwghhBBCiHruthv9Go2Gv/zlL9a/586dW27m3Ip8+eWXvPPOO1Vmtm3bRr9+/Sp8rV27dpw/f/52q3iLUaNGkZCQUOPl73a5NVHV/qtMWFgYqampd6hGQgghhBB1mNlcu49actuNfgcHB9auXavUCO/fvz+vvvpqjSr2W5WWqt8JRAghhBBCiProthv9tra2REdH869//euW186dO8fAgQMJCAggICCA5ORkoOwWmJMmld2q8OjRowQFBREQEMDrr7+Oi4uLdfn8/HyeeeYZPDw8GDZsGDfOF/bee+8RGBhIYGAgP/1UNknLiRMnCA8PR6/XEx4ezsmTJ4GyHviXX36Z7t27M23aNAASExPp3Lkz7du3t/bOWywWpk6dipeXFzqdjvj4+GqfnzRpEp6envTt25ezZ89Wua/S0tIIDQ3Fz8+PiIgIcnLKbuMVFhbGtGnTCAwMpEOHDiQlJQFgMpn461//ik6nQ6/Xs3DhQgA2b96Mj48POp2OqKgorl4tm3zp22+/xcPDg65du7J27VrregsKCoiKiiIgIAAfHx+++OILAIqKihgyZAh6vZ7BgwdTVKR+m0AhhBBCiHrBYqndRy1RGtP//PPPExsbS25u+Zn2pkyZwksvvURKSgpr1qxhzJgxtyw7ZcoUpkyZQkpKCq1bty73Wnp6OvPmzePAgQMcO3bMetAA0KhRI/bs2cOkSZN48cUXAZg0aRIjRowgMzOTYcOGMXnyZGv+8OHDbNq0iX/+858A5OTksH37dr766ivrWYe1a9diNBrJyMhg06ZNTJ06lZycnEqfX7duHYcOHWLfvn0sWbKEHTt2VLqPSkpKeOGFF0hISCAtLY2oqCimT59ufb20tJQ9e/Ywb948Zs4sm5EtJiaG48ePk56ebt2m4uJiRo0aRXx8PPv27aO0tJTFixdTXFzM2LFj2bBhA0lJSfz666/WsmfPnk2PHj1ISUlh69atTJ06lYKCAhYvXoyzszOZmZlMnz6dtLS0CuseExODv78//v7+fHpK7X7DQgghhBCi7lJq9Ddq1IgRI0awYMGCcs9v2rSJSZMmYTAY6N+/P1euXCEvL69cZufOnQwaNAiAZ599ttxrgYGBtGnTBhsbGwwGA9nZ2dbXhg4dav3vzp07rWVdL2P48OFs377dmh80aBBa7f8mi3j66aexsbHB09OTM2fOALB9+3aGDh2KVqvlgQceIDQ0lJSUlEqfT0xMtD7funVrevToUek+OnToEPv376dnz54YDAZmzZrFqVOnrK8PGDAAAD8/P+t2btq0ifHjx2NrW3YH1aZNm3Lo0CHc3Nzo0KEDACNHjiQxMZGsrCzc3Nx4/PHH0Wg0PPfcc9ayN27cyDvvvIPBYCAsLIzi4mJOnjxJYmKiNafX69HrK55MKzo6mtTUVFJTUxnRplWl2yiEEEIIIe4tyvfpf/HFF/H19WX06NHW58xmMzt37sTJyalGlXBwcLD+v1arLTceX6PRVPj/N7rx+QYNys9Ad2PZ14cNWSo5tVLZ81Wtu6IyOnbsaD1Audn1+ty4nRaL5Zbya1IXi8XCmjVrcHd3r3H9hRBCCCHqtft0Rl7lW3Y2bdqUP/3pTyxdutT6XK9evfjggw+sf1c0U21QUBBr1qwBIC4u7rbXd31cfXx8PMHBwQB07tzZWkZsbCxdu3ZV2oaQkBDi4+MxmUycO3eOxMREAgMDq3w+Li4Ok8lETk4OW7durbRsd3d3zp07Z230l5SU8OOPP1ZZn169evHhhx9aDwIuXryIh4cH2dnZ1usYVq5cSWhoKB4eHhw/fpyjR48CsGrVKms5ERERLFy40HrAkJ6ebt3e2NhYAPbv309mZqbS/hJCCCGEEPe2Gt2n/y9/+Uu5u/gsWLCA1NRU9Ho9np6efPjhh7csM2/ePN5//30CAwPJycnB1dX1ttZ19epVOnXqxPz5860XES9YsIBly5ah1+tZuXIl8+fPV6p/ZGQker0eb29vevTowZw5c3jwwQerfP7xxx9Hp9MxYcIEQkNDKy3b3t6ehIQEpk2bhre3NwaDocprAADGjBnDI488Yl33559/jqOjI8uWLWPQoEHodDpsbGwYP348jo6OxMTE0LdvX7p27Urbtm2t5bz22muUlJSg1+vx8vLitddeA2DChAnk5+ej1+uZM2cOgYGBSvtLCCGEEKLeuE9v2amxVDWO5HdUWFiIk5MTGo2GuLg4Vq1aZb27jKh7zvWs/MDmZs9lOSuX76ttopR/2KR2fJqtNSnlvy3OVsp3dHhAKZ9ruaaUB/hi7wfVh27wuv//KeWPWQqV8o01dkr5fsVqowe/dFS/ze4pU75S/g2T2hBE1UFxJovaErqB6nfSeuerxkr5v/qdVsrbOGurD91gTpLad+GxErXvslvpVaU8wAontX9UVf8JftGs9lndY26olL+m+MEb5vuz2gLA/2WovW/DitX2UvvHLijlbezUyv/yyMNKeee70M76SKN2A4yetg8q5fdToJR/5lqD6kM3OWivlv9LtNrvRYPpn6qt4A4pWvrXWl2/05/n1sp6lcf011RaWhqTJk3CYrHQuHFjPvnkk7u1aiGEEEIIIe5rd62nvz6KjIzk+PHj5Z579913iYiIqKUa/X4mtPvTbWd3FJ+qPnQTg6Pa3YHMih/TM2a1XuwrpmKlvJ1GrXejJpdRd7FT64l7M3WWUn6c/ytK+QtmtX3kbqPWu/mTRa0XC6DEotZ919pGraffRvGdK0btDFODGvS7nLOo9XyrnqF5ALWuvkOK75tdzUaVKrmsuI+0iu+zveL3v9ii9rloYeOolG9Yg89RaknV883crI1tI6V8e43aGWAzar/xWea86kM3cNSo76NmGrXvwqaCY0r5QOdHlPInS3OrD93ARetQfegmzor7qb1G7WzCnOxV1YfugqKPX67V9TuNeb9W1nvXevrro3Xr1tV2FYQQQgghhKjWne9yEUIIIYQQQtQq6ekXQgghhBD3DYv5/hzZLj39QgghhBBC1HN3rdH/66+/MmTIEB599FE8PT3p06cPhw8f/k1lbtu2jX79+gHw5Zdf8s477wCwfv16Dhw4YM29/vrrbNq0qUbryMrKIjg4GAcHB+bOrZ1bLFVmxowZynVycXG5Q7URQgghhLgH3Kf36b8rw3ssFguRkZGMHDnSOpOu0WjkzJkzdOjQ4XdZR//+/enfvz9Q1ujv168fnp6eALz55ps1Lrdp06YsWLCA9evX/x7VFEIIIYQQ4q67Kz39W7duxc7OjvHjx1ufMxgMdO3alalTp+Ll5YVOpyM+Ph4o68EPCwvjmWeewcPDg2HDhnH9zqLffvstHh4edO3albVr11rLW758OZMmTWLHjh18+eWXTJ06FYPBwNGjRxk1ahQJCQkAbN68GR8fH3Q6HVFRUVy9WnZrt3bt2vHGG2/g6+uLTqcjKysLgJYtWxIQEICd3e3d9u6zzz4jMDAQg8HAuHHjMJnKbtXm4uLC9OnT8fb2JigoiDNnzgBw5swZIiMj8fb2xtvb2zp77/vvv4+XlxdeXl7MmzfPWv7s2bNxd3fnySef5NChQ9bnjx49Su/evfHz86Nbt27W+h8/fpzg4GACAgKsM/QKIYQQQoj7y11p9O/fvx8/P79bnl+7di1Go5GMjAw2bdrE1KlTyckpm9EuPT2defPmceDAAY4dO0ZycjLFxcWMHTuWDRs2kJSUxK+//npLmZ07d6Z///689957GI1GHn30UetrxcXFjBo1ivj4ePbt20dpaSmLFy+2vt68eXP27t3LhAkTajSU5+DBg8THx5OcnIzRaESr1RIbGwtAQUEBQUFBZGRkEBISwpIlSwCYPHkyoaGhZGRksHfvXjp27EhaWhrLli1j9+7d7Nq1iyVLlpCenk5aWhpxcXGkp6ezdu1aUlJSrOuOjo5m4cKFpKWlMXfuXCZOnAjAlClTmDBhAikpKTz4YNWz/8XExODv74+/vz8H8tTuNyyEEEIIcU+wmGv3UUtq9ULe7du3M3ToULRaLQ888AChoaHWhmxgYCBt2rTBxsYGg8FAdnY2WVlZuLm58fjjj6PRaHjuueeU1nfo0CHc3NysQ4pGjhxJYmKi9fUBAwYA4OfnR3Z2tvL2bN68mbS0NAICAjAYDGzevJljx8oaz/b29tbrD24sf8uWLUyYMAEArVaLq6sr27dvJzIykgYNGuDi4sKAAQNISkoiKSmJyMhInJ2dadSokXU4U35+Pjt27GDQoEHWMwzXD56Sk5MZOnQoAMOHD6+y/tHR0aSmppKamopnw/bK2y+EEEIIIeqmuzKmv2PHjtbhNTeqajJgB4f/zSSn1WopLS0FQKOpydym1a/vxnXeuD7V8keOHMnbb799y2t2dnbWuldXflX1rGj7zWYzjRs3xmg03vYyQgghhBD3Jbll553To0cPrl69ah3SApCSkkKTJk2Ij4/HZDJx7tw5EhMTCQwMrLQcDw8Pjh8/ztGjRwFYtari6ZwbNmxIXt6tU3R7eHiQnZ3NTz/9BMDKlSsJDQ39LZtWTnh4OAkJCZw9Wza9+cWLFzlx4kS1y1wfYmQymbhy5QohISGsX7+ewsJCCgoKWLduHd26dSMkJIR169ZRVFREXl4eGzZsAKBRo0a4ubmxevVqoOygISMjA4AuXbpYL56+PtRICCGEEELcX+5Ko1+j0bBu3Tq+//57Hn30UTp27MiMGTN49tln0ev1eHt706NHD+bMmVPluHNHR0diYmLo27cvXbt2pW3bthXmhgwZwnvvvYePj4/1AOH68suWLWPQoEHodDpsbGzKXVxckV9//ZU2bdrw/vvvM2vWLNq0acOVK1cqzHp6ejJr1ix69eqFXq+nZ8+e1mE2lZk/fz5bt25Fp9Ph5+fHjz/+iK+vL6NGjSIwMJBOnToxZswYfHx88PX1ZfDgwRgMBgYOHEi3bt2s5cTGxrJ06VK8vb3p2LEjX3zxhbX8RYsWERAQQG5ubpV1EUIIIYQQ9ZPGUt2YF3FfmtDuT7ed3VF8Srl8g2MrpbxZ8WN6xlyolL9iKlbK22m0SvmaDLDqYveAUv7N1FlK+XH+ryjlL5jV9pG7TUOl/E+WAqU8QIniBVGtbZyU8jaK71wxJqV8gxqMsDxnuaqUb6y5vTuPXfcA9kr5Q4rvm91d6Gu6rLiPtIrvs73i97/Yova5aGHjqJRvWIPPUWrJWaV8G9tGSvn2GmelvBm13/gs861n86viqFHfR800at+FTQVqN8AIdH5EKX+yVK3jzkXrUH3oJs6K+6m9poFSfk52xSM07rbChRNrdf3OL/y7VtYrM/IKIYQQQghRz92VC3nrmwsXLhAeHn7L85s3b6ZZs2a1UKPf3znL7ffqOtegN+HgtfNK+UKTWs+dvY3aR9vBRq039IqpSCmvWh+AYxa1sxWqPfcfpc5Ryg/wnayU36XYk1iTXqk8xc+FqmuKPbSqPcA16XZRrdNZxfxFzTWl/HmT2udUtcc136xWH4BS1M4AqZ7wbm2n1uvtoFF7ow+WXFDKP2rbRCkPUKL4uVDtiT9iyVfK55lLlPKqXx3Vsy0ApxXPJrSwV/tcnDOr/TuiqiZn1QotajcxOYXaGeA6oxZnxa1N0uivgWbNmlV6pxwhhBBCCCHqGhneI4QQQgghRD0nPf1CCCGEEOL+cZ/ew0Z6+oUQQgghhKjn7lqj/9dff2XIkCE8+uijeHp60qdPHw4fPvybyty2bRv9+vUD4Msvv+Sdd94BYP369Rw4cMCae/3119m0aVON1hEbG4ter0ev19O5c2frpFd1wYwZM5g7d67SMi4uLneoNkIIIYQQ9wCzuXYfteSuDO+xWCxERkYycuRI6+ywRqORM2fO0KFDh99lHf3796d///5AWaO/X79+eHp6AvDmm2/WuFw3Nzd++OEHmjRpwjfffEN0dDS7d+/+XeoshBBCCCHE3XBXevq3bt2KnZ1dudlvDQYDXbt2ZerUqXh5eaHT6YiPjwfKevDDwsJ45pln8PDwYNiwYdZbqn377bd4eHjQtWtX1q5day1v+fLlTJo0iR07dvDll18ydepUDAYDR48eZdSoUSQkJABlt9X08fFBp9MRFRXF1atlt/xr164db7zxBr6+vuh0OrKysgDo3LkzTZqU3Q4tKCiIU6eqnojqs88+IzAwEIPBwLhx4zCZym4T5uLiwvTp0/H29iYoKIgzZ84AcObMGSIjI/H29sbb25sdO3YA8P777+Pl5YWXlxfz5s2zlj979mzc3d158sknOXTokPX5o0eP0rt3b/z8/OjWrZu1/sePHyc4OJiAgABee+01lbdNCCGEEELUE3el0b9//378/PxueX7t2rUYjUYyMjLYtGkTU6dOJScnB4D09HTmzZvHgQMHOHbsGMnJyRQXFzN27Fg2bNhAUlISv/766y1ldu7cmf79+/Pee+9hNBp59NFHra8VFxczatQo4uPj2bdvH6WlpSxevNj6evPmzdm7dy8TJkyocNjM0qVL+cMf/lDpdh48eJD4+HiSk5MxGo1otVpiY2MBKCgoICgoiIyMDEJCQliyZAkAkydPJjQ0lIyMDPbu3UvHjh1JS0tj2bJl7N69m127drFkyRLS09NJS0sjLi6O9PR01q5dS0pKinXd0dHRLFy4kLS0NObOncvEiWWzzU2ZMoUJEyaQkpLCgw8+WOX7FBMTg7+/P/7+/hzLP1FlVgghhBDinmS21O6jltTqhbzbt29n6NChaLVaHnjgAUJDQ60N2cDAQNq0aYONjQ0Gg4Hs7GyysrJwc3Pj8ccfR6PR8Nxzzymt79ChQ7i5uVmHFI0cOZLExETr6wMGDADAz8+P7Ozscstu3bqVpUuX8u6771Za/ubNm0lLSyMgIACDwcDmzZs5dqxsWm57e3vr9Qc3lr9lyxYmTJgAgFarxdXVle3btxMZGUmDBg1wcXFhwIABJCUlkZSURGRkJM7OzjRq1Mg6nCk/P58dO3YwaNAg6xmG6wdPycnJDB06FIDhw4dXuX+io6NJTU0lNTWV9i5tq92fQgghhBDi3nBXxvR37NjROrzmRlXNgujg8L/ZObVaLaWlZbPEaTSaGtejulkXr6/zxvUBZGZmMmbMGL755psqZ9y1WCyMHDmSt99++5bX7OzsrHW/uXyVela0/WazmcaNG1c6Ydhv2WdCCCGEEPWK5f6ckfeu9PT36NGDq1evWoe0AKSkpNCkSRPi4+MxmUycO3eOxMREAgMDKy3Hw8OD48ePc/ToUQBWrVpVYa5hw4bk5d06fbaHhwfZ2dn89NNPAKxcuZLQ0NAq637y5EkGDBjAypUrq73oODw8nISEBM6ePQvAxYsXOXGi6mEy4eHh1iFGJpOJK1euEBISwvr16yksLKSgoIB169bRrVs3QkJCWLduHUVFReTl5bFhwwYAGjVqhJubG6tXrwbKDhqu32WoS5cu1ounrw81EkIIIYQQ95e70ujXaDSsW7eO77//nkcffZSOHTsyY8YMnn32WfR6Pd7e3vTo0YM5c+ZUOe7c0dGRmJgY+vbtS9euXWnbtuIhKEOGDOG9997Dx8fHeoBwfflly5YxaNAgdDodNjY25S4ursibb77JhQsXmDhxIgaDAX9//0qznp6ezJo1i169eqHX6+nZs6d1mE1l5s+fz9atW9HpdPj5+fHjjz/i6+vLqFGjCAwMpFOnTowZMwYfHx98fX0ZPHgwBoOBgQMH0q1bN2s5sbGxLF26FG9vbzp27MgXX3xhLX/RokUEBASQm5tbZV2EEEIIIUT9pLFUN+ZF3Jeeadv/trO/lN56VqU6JsVTa4Wmq0p5exu1kWsONnZK+TtdH4D2dk2V8g00auv4KHWOUn6A72SlfK6pSCnvonWoPnSTPMX3obHWSSl/zWJSyttrtEr55jbq23zZfE15GRW2GrW+oPOmQqW8o+LnNL8G21uK2u+L6j+Dre0aKeVVe9dUf1MftW2iuAY4XHJBKd/WrrFS3oLaPs0zlyjlVfdpTQZzFCp+9syK2+yi+P0vUqxPE8XfO4ASxT3VWKO2DZ+fWKeUv1MK3x1dq+t3nrasVtYrM/IKIYQQQghRz92VC3nrmwsXLhAeHn7L85s3b67yQt97ycMa59vOOtqqf4wKLGq9Og/aq/VYHDVdUcpfVuyV9nRoqZSvydmQxhq1sw+/mtW2QbXnfu3eBUr5vj4TlfI1OenoYmOvlLdF7aJ2W8Ve6exrF5XyLRxbKeUBii2V3wSgIs1t1L47jopnKx6wdVTKZ5acV8q7atXKB2ii2PtYgNo+ba1R26cPWNQ+R2bFn1TV3wqAErPaNj+suM2tFTfiklath/mqYq+6neJ3H+CUTbFS/rQpXylvvHJcKf+YS2ulvJ3iWTtQv5vkwxr176eoPdLor4FmzZpVeqccIYQQQghRd1nMcvceIYQQQgghRD0kPf1CCCGEEOL+UYuz4tYm6ekXQgghhBCinqtTjX6tVovBYMDb2xtfX1927NgBQHZ2Nl5eXhUuExYWRmpqaqVlzp49G4PBgMFgsJZvMBhYsEDtosS6atu2bfTr109pmer2mRBCCCGEqF/q1PAeJycn6wWy3333HX/729/44YcfflOZ06dPZ/r06QC4uLjIBbhCCCGEEPczxbmC6os61dN/oytXrtCkya0TjhQVFTFkyBD0ej2DBw+mqOh/tylcunQpHTp0ICwsjLFjxzJp0qQKy37ttdeYP3++9e/p06ezYMECtm3bRkhICJGRkXh6ejJ+/HjM//8K740bNxIcHIyvry+DBg0iP7/yW3OlpaURGhqKn58fERER1ll5w8LCmDZtGoGBgXTo0IGkpCQATCYTf/3rX9HpdOj1ehYuXAiU3QLUx8cHnU5HVFQUV6+WTUT07bff4uHhQdeuXVm7dq11vQUFBURFRREQEICPj491Vt6q9tmNYmJi8Pf3x9/fn315RyvMCCGEEEKIe0+davQXFRVhMBjw8PBgzJgxvPbaa7dkFi9ejLOzM5mZmUyfPp20tDQATp8+zT/+8Q927drF999/T1ZWVqXr+fOf/8yKFSsAMJvNxMXFMWzYMAD27NnDP//5T/bt28fRo0dZu3Yt58+fZ9asWWzatIm9e/fi7+/P+++/X2HZJSUlvPDCCyQkJJCWlkZUVJT1TANAaWkpe/bsYd68ecycORMoa2wfP36c9PR0MjMzGTZsGMXFxYwaNYr4+Hj27dtHaWkpixcvpri4mLFjx7JhwwaSkpL49ddfrWXPnj2bHj16kJKSwtatW5k6dSoFBQWV7rObRUdHk5qaSmpqKrqGj1b1VgkhhBBC3JvMltp91JI6O7xn586djBgxgv3795fLJCYmMnly2aRCer0evV4PlDXWQ0NDadq0KQCDBg3i8OHDFa6nXbt2NGvWjPT0dM6cOYOPj491Uq3AwEDat28PwNChQ9m+fTuOjo4cOHCALl26AHDt2jWCg4MrLPvQoUPs37+fnj17AmW9+K1a/W8CngEDBgDg5+dHdnY2AJs2bWL8+PHY/v9Jrpo2bUpGRgZubm506NABgJEjR7Jo0SLCwsJwc3Pj8ccfB+C5554jJiYGKDsb8eWXXzJ37lwAiouLOXnyZKX7TAghhBBC3B/qVKP/RsHBwZw/f55z587d8ppGc+vMeqqzeY4ZM4bly5fz66+/EhUVVWnZGo0Gi8VCz549WbVqVbXlWiwWOnbsyM6dOyt83cGhbKZIrVZLaWmpdZmb11vV9lS0/deXWbNmDe7u7re9jBBCCCGEqP/q1PCeG2VlZWEymaw98NeFhIQQGxsLwP79+8nMzATKeuh/+OEHLl26RGlpKWvWrKmy/MjISL799ltSUlKIiIiwPr9nzx6OHz+O2WwmPj6erl27EhQURHJyMj/99BMAhYWFlZ5FcHd359y5c9ZGf0lJCT/++GOVdenVqxcffvih9SDg4sWLeHh4kJ2dbV3nypUrCQ0NxcPDg+PHj3P0aNmY+xsPRCIiIli4cKH1gCE9Pb3KfSaEEEIIcd8xm2v3UUvqVKP/+ph+g8HA4MGDWbFiBVqttlxmwoQJ5Ofno9frmTNnDoGBgQA89NBD/P3vf6dTp048+eSTeHp64urqWum67O3t6d69O3/605/KrSM4OJhXX30VLy8v3NzciIyMpEWLFixfvpyhQ4ei1+sJCgqq9JoBe3t7EhISmDZtGt7e3hgMBuutRyszZswYHnnkEfR6Pd7e3nz++ec4OjqybNkyBg0ahE6nw8bGhvHjx+Po6EhMTAx9+/ala9eutG3b1lrOa6+9RklJCXq9Hi8vL+s1EZXtMyGEEEIIcX/QWFTHxdRh+fn5uLi4UFpaSmRkJFFRUURGRlaYNZvN+Pr6snr1auv4+G3btjF37ly++uqru1ntOumldkNuO3vOck25/AJLiVL+QRsnpfxR0xWl/GVTxXc0qsyjdrfeWaoqv5TmKeUBnrBrqpT/1ay2Dap9DWv3qs1t0ddnolJey50fguaoubMjGrOvXVTK+zi2qj50kxxTgVK+ueJ3x1GjrT50AwfFvqPMkvNK+UZaR6U8QBONg1K+gFKlfGuN2j59wKL2uUtH7fdCtT4AycWnlPLdHR9Wyrc2q23zJRu1X6SrqDVd7Grw+3LKUqyUP22q/K5+Fdmfd1Ip/5hLa6V8K1sXpTzAVcVbWXraNFTKv5td/TDpu6Hg9dtv49wJDd6Mq5X11tkx/TUxY8YMNm3aRHFxMb169eLpp5+uMHfgwAH69etHZGSktcEvymul8I9UljlXufxGNmr/KJcq/sA7KTburtnYKeVzFH/cTYr1B+hXrLYNSY5qP767Ss4q5VUb8f9N/7dSHmCk31+U8qdNao2jP9Ks+tANVE+FnlB8Dx4yqZ9szdCqNV6evGqvlD9mr1b+LstlpfyFUrXvTlvbys/YVuaS5apSvpWNs1LeWfGTsR+1A7U2io34Vha13y+ARx3UvguqnTs6k9rvV3PF78IeO/XOJtXfYRfFf0e0GrVtGNhE7aYaJ81qnyPVg1+AK6h1yD1WqtZJIGpXvWr0X79rTXU8PT05duzYLc+HhYURFhZ22+uLjIzk+PHj5Z579913y10jIIS4PaoNfiGEuF016XgRor6pV43+u23dunW1XQUhhBBCCKFCZuQVQgghhBBC1EfS0y+EEEIIIe4ftTgrbm264z39Li7lrx5fvnw5kyZNutOrBeCrr77Cx8cHb29vPD09+eijjwBYv349Bw4cqHb5sLAwUlNT73Q1f5Nt27bRr18/pWXuhe0SQgghhBC/n3rb019SUkJ0dDR79uyhTZs2XL16lezsbKCs0d+vXz88PT1rt5JCCCGEEELcBbU6pv/EiROEh4ej1+sJDw/n5Mmye9aOGjWKhIQEa+762YKcnBxCQkIwGAx4eXmRlJQEwMaNGwkODsbX15dBgwaRn59PXl4epaWl1hl9HRwccHd3Z8eOHXz55ZdMnToVg8HA0aNH8fX1ta7ryJEj+Pn53VLXitZRmbS0NEJDQ/Hz8yMiIoKcnBygrId92rRpBAYG0qFDB2v9TSYTf/3rX9HpdOj1ehYuXAjA5s2b8fHxQafTERUVxdWrZbeh+/bbb/Hw8KBr166sXbvWut6CggKioqIICAjAx8eHL774Aiib9GzIkCHo9XoGDx5MUZHa/dyFEEIIIeoLi9lcq4/acscb/TfOsmswGHj99detr02aNIkRI0aQmZnJsGHDmDx5cpVlff7550RERGA0GsnIyMBgMHD+/HlmzZrFpk2b2Lt3L/7+/rz//vs0bdqU/v3707ZtW4YOHUpsbCxms5nOnTvTv39/3nvvPYxGI48++iiurq4YjUYAli1bxqhRo8qtt7J1VKSkpIQXXniBhIQE0tLSiIqKYvr06dbXS0tL2bNnD/PmzWPmzJkAxMTEcPz4cdLT0637ori4mFGjRhEfH8++ffsoLS1l8eLFFBcXM3bsWDZs2EBSUhK//vqrtezZs2fTo0cPUlJS2Lp1K1OnTqWgoIDFixfj7OxMZmYm06dPJy0trcK6x8TE4O/vj7+/P7vzj1T5XgghhBBCiHvHHR/e4+TkZG1QQ9mY/uvjyXfu3GntqR4+fDivvPJKlWUFBAQQFRVFSUkJTz/9NAaDgR9++IEDBw7QpUsXAK5du0ZwcDAAH3/8Mfv27WPTpk3MnTuX77//nuXLl99S7pgxY1i2bBnvv/8+8fHx7Nmzp9zru3btqnQdNzt06BD79++nZ8+eQFkvfqtW/5t1c8CAAQD4+flZhxtt2rSJ8ePHY2tb9nY0bdqUjIwM3Nzc6NChAwAjR45k0aJFhIWF4ebmZp1U7LnnniMmJgYoOxvx5ZdfWucrKC4u5uTJkyQmJloPqPR6PXp9xROCREdHEx0dDcCcts9VmBFCCCGEuKfdpxfy1qkx/RpN2UyQtra2mP//6Q+LxcK1a2Uz74WEhJCYmMh///tfhg8fztSpU2nSpAk9e/Zk1aqKp3bW6XTodDqGDx+Om5tbhY3+gQMHMnPmTHr06IGfn591SNB1FoulynXcnO3YsSM7d+6s8HUHh7IZ8rRaLaWlpdZlrm/7jeVU5ubsjcusWbMGd3f3215GCCGEEELUf7U6pr9z587ExcUBEBsbS9euXQFo166ddQjKF198QUlJ2bTQJ06coGXLlowdO5Y///nP7N27l6CgIJKTk/npp58AKCws5PDhw+Tn57Nt2zbruoxGI23btgWgYcOG5OXlWV9zdHQkIiKCCRMmMHr06FvqWdk6KuLu7s65c+esjf6SkhJ+/PHHKvdDr169+PDDD60HARcvXsTDw4Ps7GzrOleuXEloaCgeHh4cP36co0ePApQ7EImIiGDhwoXWA4b09HSg7GApNjYWgP3795OZmVllfYQQQgghRP1Sq43+BQsWsGzZMvR6PStXrmT+/PkAjB07lh9++IHAwEB2795NgwYNgLLbUxoMBnx8fFizZg1TpkyhRYsWLF++nKFDh6LX6wkKCiIrKwuLxcKcOXNwd3fHYDDwxhtvWHv5hwwZwnvvvYePj4+18Txs2DA0Gg29evW6pZ6VraMi9vb2JCQkMG3aNLy9vTEYDOzYsaPK/TBmzBgeeeQR9Ho93t7efP755zg6OrJs2TIGDRqETqfDxsaG8ePH4+joSExMDH379qVr167WAxmA1157jZKSEvR6PV5eXrz22msATJgwgfz8fPR6PXPmzCEwMFDtjRJCCCGEqC/Mltp91BKNpapxJPeRuXPnkpubyz/+8Y/arkqdoDKmf6v5gnL5jWwc1PIaO6X8WbPaHYpyzcVKeVUlNZjy+1XTA0r5JEe18neVnFXKO9qovQf/Tf+3Un6k31+U8gCnTXnVh27wJ82DSnnVXpETWrX3+SGTer9LhvaqUv7Jq/ZK+WP2akMBd1kuK+V/unpOKe/r+JBSHuCSRW0ftbJxVso3URwZe8Ki9nv0gEbt97GVRe27CZDGFaW8k+I29yhV26eqA1D32F1TyptQb+rYKNbqqEltnz6mbaSUP2kuUMqrfq4BrlhKlPJPmlyqD91g7KnPlPJ3Sv7UyFpdv8t762plvXVqTH9tiYyM5OjRo2zZsqW2qyKEEEIIIcTvThr9wLp1NTviioyM5Pjx4+Wee/fdd4mIiPg9qlWrdin0Ap0rrXzOgso0tlfryTqh2KProFH7aJsVT3i5aNXqb6rBCbUv7UqV8hcUezdVt0H1pKBqz/2KtH8q5QGG+r2olI8tPa2Ud1T8HAXRXCmv2msPcNKk9n2L0ZqU8s1R6x08bypUyns5tqo+dIPMq79WH7qJk43a2Y18G7X3QaPYA6zVqJ3RuYTamceLNejRPXbtolI+zKGNUn6Hndo+dVA8r3bBotbTf82i9j0AKLao/QbbKr7PGSXnlfJmxbMVWuXzJ6B6TvpKrQ4S/w1qcPa9PpBG/29Q04MFIYQQQggh7iZp9AshhBBCiPvHfXqf/nv1xIwQQgghhBDiNkmjXwghhBBCiHquTjT6tVotBoMBLy8v/vjHP3L58uUalZOVlWW9j//Ro0eZPXs2HTt2RK/XYzAY2L17NwDz5s2jsLD6i89cXNRuRVUbZsyYwdy5c5WWuRe2SwghhBDiTrCYLbX6qC11otHv5OSE0Whk//79NG3alEWLFtWonPXr1/PUU0+Rnp7O2bNn+eqrr9i7dy+ZmZls2rSJhx9+GLj9Rr8QQgghhBD1QZ1o9N8oODiYX375BQCj0UhQUBB6vZ7IyEguXbpU6fNff/018+bN4+OPP6Z79+7k5OTQvHlzHBzKbkvYvHlzWrduzYIFCzh9+jTdu3ene/fuLF26lJdeesm6/iVLlvDyyy/fUq/33nuPgIAA9Ho9b7zxRpXb8NlnnxEYGIjBYGDcuHGYTGW3CnNxcWH69Ol4e3sTFBTEmTNnADhz5gyRkZF4e3vj7e1tncH3/fffx8vLCy8vL+bNm2ctf/bs2bi7u/Pkk09y6NAh6/NHjx6ld+/e+Pn50a1bN+uswcePHyc4OJiAgADrLL1CCCGEEPel+3RG3jrV6DeZTGzevJn+/fsDMGLECN59910yMzPR6XTMnDmz0uf79OnD+PHjeemll9i6dSu9evXi559/pkOHDkycOJEffvgBgMmTJ9O6dWu2bt3K1q1bGTJkCF9++SUlJWWz0C1btozRo0eXq9fGjRs5cuQIe/bswWg0kpaWRmJiYoXbcPDgQeLj40lOTsZoNKLVaomNjQWgoKCAoKAgMjIyCAkJYcmSJdY6hYaGkpGRwd69e+nYsSNpaWksW7aM3bt3s2vXLpYsWUJ6ejppaWnExcWRnp7O2rVrSUlJsa47OjqahQsXkpaWxty5c5k4cSIAU6ZMYcKECaSkpPDgg5XPSBoTE4O/vz/+/v4czz+h/P4JIYQQQoi6qU40+ouKijAYDDRr1oyLFy/Ss2dPcnNzuXz5MqGhoQCMHDmSxMTESp+/mYuLC2lpacTExNCiRQsGDx7M8uXLb8k1aNCAHj168NVXX5GVlUVJSQk6na5cZuPGjWzcuBEfHx98fX3JysriyJEjFW7L5s2bSUtLIyAgAIPBwObNmzl27BgA9vb29OvXDwA/Pz+ys7MB2LJlCxMmTADKrm9wdXVl+/btREZG0qBBA1xcXBgwYABJSUkkJSURGRmJs7MzjRo1sh4g5efns2PHDgYNGmQ9w5CTkwNAcnIyQ4cOBWD48OGVvg/R0dGkpqaSmpqKm0vbSnNCCCGEEOLeUifu0399TH9ubi79+vVj0aJFjBw58jeXq9VqCQsLIywsDJ1Ox4oVKxg1atQtuTFjxvDWW2/h4eFxSy8/lM1E+re//Y1x48ZVu06LxcLIkSN5++23b3nNzs4OjUZjrVtpaeWz/VU1++n1Mm5kNptp3LgxRqPxtpcRQgghhLjvmO/PGXnrRE//da6urixYsIC5c+fi7OxMkyZNSEpKAmDlypWEhobi6upa4fM3O3ToULneeKPRSNu2Zb3XDRs2JC8vz/pap06d+Pnnn/n888+tPeI3ioiI4JNPPiE/Px+AX375hbNnz1a4DeHh4SQkJFhfv3jxIidOVD1UJjw8nMWLFwNlQ5yuXLlCSEgI69evp7CwkIKCAtatW0e3bt0ICQlh3bp1FBUVkZeXx4YNGwBo1KgRbm5urF69Gig7aMjIyACgS5cuxMXFAViHGgkhhBBCiPtHnejpv5GPjw/e3t7ExcWxYsUKxo8fT2FhIe3bt2fZsmUAlT5/o/z8fF544QUuX76Mra0tjz32GDExMUDZMJY//OEPtGrViq1btwLwpz/9CaPRSJMmTW4pq1evXhw8eJDg4GCgbOjQZ599RsuWLW/Jenp6MmvWLHr16oXZbMbOzo5FixZZDzgqMn/+fKKjo1m6dClarZbFixcTHBzMqFGjCAwMBMrORvj4+AAwePBgDAYDbdu2pVu3btZyYmNjmTBhArNmzaKkpIQhQ4bg7e3N/PnzefbZZ5k/fz4DBw68rfdBCCGEEKJeuk9n5NVYqhpHch/p168fL730EuHh4bVdlTphQNv+t509ee2ScvmP2zdTyl8wFyvlHTRqx7O5piKlvIvWQSlvqsHX7BGt2nwKFyxXlfLFlsqHl1VE9aeiiY2jUn5F2j+V8gBD/V5UyueU5ivlHRU/R0G2zZXyZylRygOcNKltQ6nFpJRvrnVWyp8qvaKUb2PbSCmfdbXis6pVcbKxV8o72qi9zxrUhktqNWon1W0Uy29po/aeARy4prZfwxzaKOXzUPvcOSgOPDin+Ht3TfF7AOq/karDaHNNav+umVH7DW6pbaCUL1uHmjAaK+X/cvIzxTXcGXkT/1Cr62/4729qZb11anhPbbh8+TIdOnTAyclJGvxCCCGEEKJeqnPDe+62xo0bc/jwYeXlLly4UOFBwubNm2nWTK0Xuy66pNDzrdqrBnDWpDY5WkvF3kfVnriLqNXHTvF42Vur1rsJYDSpnUGx1WiV8nkmtZ4yF8X3+bQpr/rQDVR77QFWpc1TynfR33qhflWumtV64teXHFXKP2R/63DC6pxXPFtxzazWW6n6OVI9G/KARu0s2SU79e/OJcXfF9UzcZcU34Pmdmpn7VR/v86Z1c5UgvoZoOPmAqV8oWIvuUmxj1n1c5dvVvu9A7BXXEeB4m+qas+96jZnX7uolK+Jk45qn+064z4d3nPfN/prqlmzZpXeKUcIIYQQQoi6RBr9QgghhBDivnG/Xs5634/pF0IIIYQQor6TRr8QQgghhBD1XJ1r9Gu1WgwGA15eXvzxj3/k8uXLNSonKysLg8GAj48PR48eRaPRMHz4cOvrpaWltGjRgn79+lVZjtFo5Ouvv7b+vXz5ciZNmlSjOt0JLi5qF9HMmDGDuXPn3qHaCCGEEELUcWZL7T5qSZ1r9Ds5OWE0Gtm/fz9NmzZl0aJFNSpn/fr1PPXUU6Snp/Poo4/SoEED9u/fT1FR2V0Ovv/+ex566KFqy7m50S+EEEIIIcS9ps41+m8UHBzML7/8ApQ1voOCgtDr9URGRnLp0qVKn//666+ZN28eH3/8Md27d7eW94c//IH//ve/AKxatYqhQ4daX9uzZw+dO3fGx8eHzp07c+jQIa5du8brr79OfHw8BoOB+Pj4aut87tw5Bg4cSEBAAAEBASQnJwNlPexRUVGEhYXRvn17FixYYF3m008/Ra/X4+3tbT0bceLECcLDw9Hr9YSHh3Py5EkAjh8/TnBwMAEBAbz22mvl1v3ee+8REBCAXq/njTfesD4/e/Zs3N3defLJJzl06NDtvwFCCCGEEKJeqLONfpPJxObNm+nfv2xm2BEjRvDuu++SmZmJTqdj5syZlT7fp08fxo8fz0svvcTWrVutZQ4ZMoS4uDiKi4vJzMykU6dO1tc8PDxITEwkPT2dN998k7///e/Y29vz5ptvMnjwYIxGI4MHD6623lOmTOGll14iJSWFNWvWMGbMGOtrWVlZfPfdd+zZs4eZM2dSUlLCjz/+yOzZs9myZQsZGRnMnz8fgEmTJjFixAgyMzMZNmwYkydPtpY/YcIEUlJSePDBB61lb9y4kSNHjrBnzx6MRiNpaWkkJiaSlpZGXFwc6enprF27lpSUlErrHhMTg7+/P/7+/pwuOHU7b5MQQgghxL3lPh3eU+du2VlUVITBYCA7Oxs/Pz969uxJbm4uly9fJjQ0FICRI0cyaNCgSp+vjF6vJzs7m1WrVtGnT59yr+Xm5jJy5EiOHDmCRqOhpERtUp7rNm3axIEDB6x/X7lyhby8skmK+vbti4ODAw4ODrRs2ZIzZ86wZcsWnnnmGZo3bw5A06ZNAdi5cydr164FYPjw4bzyyisAJCcns2bNGuvz06ZNA8oa/Rs3bsTHxweA/Px8jhw5Ql5eHpGRkTg7l01udf0gqiLR0dFER0cD0L1NzxptvxBCCCGEqHvqXE//9TH9J06c4Nq1azUe01+Z/v3789e//rXc0B6A1157je7du7N//342bNhAcXFxjco3m83s3LkTo9GI0Wjkl19+oWHDhgA4OPxvJkqtVktpaSkWiwWNpvrZF2/MVJS3WCz87W9/s673p59+4s9//nOleSGEEEKI+5HFbKnVx+349ttvcXd357HHHuOdd96pMLNt2zYMBgMdO3a0doBXpc41+q9zdXVlwYIFzJ07F2dnZ5o0aUJSUhIAK1euJDQ0FFdX1wqfr0pUVBSvv/46Op2u3PO5ubnWC3uXL19ufb5hw4bWnvrb0atXLz744APr39XN2hseHs5//vMfLly4AMDFi2XTZnfu3Jm4uDgAYmNj6dq1KwBdunQp9/x1ERERfPLJJ+Tnl00P/8svv3D27FlCQkJYt24dRUVF5OXlsWHDhtveFiGEEEIIcXeZTCaef/55vvnmGw4cOMCqVavKjSIBuHz5MhMnTuTLL7/kxx9/ZPXq1dWWW2cb/QA+Pj54e3sTFxfHihUrmDp1Knq9HqPRyOuvvw5Q6fOVadOmDVOmTLnl+VdeeYW//e1vdOnSBZPJZH2+e/fuHDhw4LYv5F2wYAGpqano9Xo8PT358MMPq8x37NiR6dOnExoaire3Ny+//LK1nGXLlqHX61m5cqV1rP/8+fNZtGgRAQEB5ObmWsvp1asXzz77LMHBweh0Op555hny8vLw9fVl8ODBGAwGBg4cSLdu3ardBiGEEEIIUTv27NnDY489Rvv27bG3t2fIkCF88cUX5TKff/45AwYM4JFHHgGgZcuW1ZarsdyvcxGLKqmM6S+1mJXLt9dolfIttc5KeQ1qQ5pOlOZWH7pBc8X6eNo0UsoDGE2XlPK2ivv0sqlIKe9iY6+UL7KoXRejuk8BVqXNU8p30Y9WypsVP9tF5mtK+YfsmyjlAc6X5ivlr5lLlfKqdSq1mKoP3aCjrVr5WSa17ybAJVOhUt5RY6dWfmmBUr65ndp8Kqq/X/Ya9cvzckouK+UftW+ulC+0qH3uTKh91xwVtznffFUpD+r7tUDx+29Grfmlus0XFT+nNRHm+IhSfn523B2qiZrckeG1un7XFZurfD0hIYFvv/2Wjz/+GCgbybJ79+5yI0lefPFF6w1h8vLymDJlCiNGjKiy3Dp3Ia8QQgghhBD1VUxMDDExMda/b7yRCpRdp3mzm6/PLC0tJS0tjc2bN1NUVERwcDBBQUF06NCh0vVKo7+GZs+efcv4qUGDBjF9+vRaqtHvK8D29nt1DpivKJdvsHFVyp9Drdf4okWtx0XVNcXezfj8g8rr+NzeTSm/zF6tp1+VrWLv4x9pppSPLT2tlAf1nvvkzGVKedOxNKX8ygFfVB+6gU6xRxrgUwe1s0YvOql9P4uL1P5Z+JCGSnlHxVGlo01qnyOAtXYO1YduYFHscf2L6QGl/GGt2jar/bpAcLF6L/anTg2U8s1ROxvyVLHab7bWRq2nf4W92udUY6O2vQAPWtS2+cvSk0r5MIc2Svlsi1rP/WCN2ucU4LBW7QxNvyL1M/11Qi1X++ZG/s3atGnDzz//bP371KlTtG7d+pZM8+bNadCgAQ0aNCAkJISMjAxp9N8J06dPrzcNfCGEEEIIUTcEBARw5MgRjh8/zkMPPURcXByff/55ucxTTz3FpEmTKC0t5dq1a+zevZuXXnqpynKl0S+EEEIIIUQdYWtrywcffEBERAQmk4moqCg6duxovTnM+PHjeeKJJ+jduzd6vR4bGxvGjBmDl5dX1eXejcoLIYQQQghRF9zuvfJrU58+fW6ZSHb8+PHl/p46dSpTp0697TLr9C07hRBCCCGEEL/dXWn0a7VaDAaD9VHZzGLXvfXWWzVaz5gxY26ZvKA6H3zwAY899hgajYbz589Xmc3Ozr5lTFVtCwsLIzU19bbz27Zto1+/fnewRkIIIYQQdZjZUruPWnJXhvc4OTlVOzPtjd566y3+/ve/K63DZDJZ72eqskyXLl3o168fYWFh1eavN/qfffZZpfUIIYQQQghRm2pteE9ubi7u7u4cOnQIgKFDh7JkyRJeffVVioqKMBgMDBs2DIDPPvuMwMBADAYD48aNs86Y6+Liwuuvv06nTp3YuXNnuV7vVatWodPp8PLyYtq0adb13ryMj48P7dq1u6V+P/zwg/XMhI+PD3l5ebz66qskJSVhMBj417/+VeF2mUwmpk6dSkBAAHq9no8++ggo62EPCwvjmWeewcPDg2HDhlnvw5qSkkLnzp3x9vYmMDCQvLw8iouLGT16NDqdDh8fH7Zu3QpAUVERQ4YMQa/XM3jwYIqK/jfB0saNGwkODsbX15dBgwaRn182ic+3336Lh4cHXbt2Ze3atTV+z4QQQgghxL3prvT0X2/EX/e3v/2NwYMH88EHHzBq1CimTJnCpUuXGDt2LFA25Ob6mYGDBw8SHx9PcnIydnZ2TJw4kdjYWEaMGEFBQQFeXl68+eab5dZ3+vRppk2bRlpaGk2aNKFXr16sX7+ep59+utJlbjZ37lwWLVpEly5dyM/Px9HRkXfeeYe5c+fy1VdfVbrc0qVLcXV1JSUlhatXr9KlSxd69eoFQHp6Oj/++COtW7emS5cuJCcnExgYyODBg4mPjycgIIArV67g5OTE/PnzAdi3bx9ZWVn06tWLw4cPs3jxYpydncnMzCQzMxNfX18Azp8/z6xZs9i0aRMNGjTg3Xff5f333+eVV15h7NixbNmyhccee4zBgwdXWvcbJ4tolqfBu+FjVe4jIYQQQoh7zj06vcBvVavDe3r27Mnq1at5/vnnycjIqHDZzZs3k5aWRkBAAFB2ANGyZUug7FqBgQMH3rJMSkoKYWFhtGjRAoBhw4aRmJjI008/XekyN+vSpQsvv/wyw4YNY8CAAbRpc3uTaGzcuJHMzEwSEhKAsjMaR44cwd7ensDAQGs5BoOB7OxsXF1dadWqlXX7GjUqm3hn+/btvPDCCwB4eHjQtm1bDh8+TGJiIpMnTwZAr9ej1+sB2LVrFwcOHKBLly4AXLt2jeDgYLKysnBzc+Pxxx8H4Lnnnis3C9yNbpws4pV2Q29re4UQQgghRN1Xq7fsNJvNHDx4ECcnJy5evFhhw9pisTBy5EjefvvtW15zdHREq711FtKKpi+ubpmbvfrqq/Tt25evv/6aoKAgNm3aVO0y19e9cOFCIiIiyj2/bds2HBz+N0ukVqultLQUi8Vyy9TK1W1DZfmePXuyatWqcs8bjcYK80IIIYQQ96N74Zadd0Kt3rLzX//6F0888QSrVq0iKiqKkpKyabvt7Oys/x8eHk5CQgJnz54F4OLFi5w4caLKcjt16sQPP/zA+fPnMZlMrFq1itDQUKW6HT16FJ1Ox7Rp0/D39ycrK4uGDRuSl5dX5XIREREsXrzYWv/Dhw9TUFD51NkeHh6cPn2alJQUAPLy8igtLSUkJITY2FhrGSdPnsTd3b3c8/v37yczMxOAoKAgkpOT+emnnwAoLCzk8OHDeHh4cPz4cY4ePQpwy0GBEEIIIYSo/+5Ko//6mP7rj1dffZXDhw/z8ccf889//pNu3boREhLCrFmzgLJhJnq9nmHDhuHp6cmsWbPo1asXer2enj17kpOTU+X6WrVqxdtvv0337t3x9vbG19eXp556qsLsggULaNOmDadOnUKv1zNmzBgA5s2bh5eXF97e3jg5OfGHP/wBvV6Pra0t3t7elV7IO2bMGDw9PfH19cXLy4tx48ZRWlpaaV3t7e2Jj4/nhRdewNvbm549e1JcXMzEiRMxmUzodDoGDx7M8uXLcXBwYMKECeTn56PX65kzZw6BgYEAtGjRguXLlzN06FD0ej1BQUFkZWXh6OhITEwMffv2pWvXrrRt27ba90sIIYQQQtQvGktV40jEfUtlTP8B8xXl8g02rkr5c5Qo5S9arinlT5dWfQbnZo1sHKoP3eBQ0a9KeYDP7d2U8svsqx+2dqPT5qLqQzewRW2YWE+L2nscaz6tlAcosZiU8smZy5TypmNpSvmVA75QyuvMhUp5gE/t1UZlvuik9v0sLrJTyn+Ik1LeBbXPqc819b6ptXb5SnkLav8MPnfVRSl/2EFtG9Q+1RBcfFVxCfjUSW2bm6P2uXiqWO03W2ujdmXlCsXvQU0GuT5oUdvmL6+dVMqHOdzetYLXZVsqHzVQkSfNjZTyAIe1lXdSVqRfkdr71uPMf5Tyd8qlgWG1uv4ma7bVynplRl4hhBBCCCHquVq9kPde9t1335W7/z+Am5sb69atq6Ua/b4c7/DxoL1Frd9Fq3gxsp1i/c2KPX2qTIo90qDeM2WjuMQ1xTrZatR+LlQ/QY6K5QNcNav1Jqr23Gvb+ynlbS1qPf01YVL8rNraqvXEqV73b2dRe6ddFPNONbjgzlHxbIIq1e+mwx0+n26uUT+2WqUKFe9xaFKsk0bx34QSxfpoarCP7BSXcbaxV8qrfpdV1eSulEWKS1lq9NmrfffrhbzS6K+hiIiIW+7QI4QQQgghRF0kw3uEEEIIIYSo56SnXwghhBBC3D/u0xl5padfCCGEEEKIeu6ONPq1Wm25+/K/8847VebfeuutGq1nzJgxHDhwQGmZYcOG4e7ujpeXV7kJwW7XjBkzmDt3rtIyd0p2djZeXl5Ky4waNYqEhIQ7VCMhhBBCCFEX3ZFGv5OTE0aj0fp49dVXq8zXpNFvMpn4+OOP8fT0VFpm2LBhZGVlsW/fPoqKivj444+V1y2EEEIIIe5NFnPtPmrLXRvek5ubi7u7O4cOHQJg6NChLFmyhFdffdU6Y++wYcMA+OyzzwgMDMRgMDBu3DhMprJbC7q4uPD666/TqVMndu7cSVhYGKmpqQCsWrUKnU6Hl5dXuVtp3rxMnz590Gg0aDQaAgMDOXXqFFDWgx8VFUVYWBjt27dnwYIF1jJmz56Nu7s7Tz75pLX+lTl69Ci9e/fGz8+Pbt26kZWVBZT1sE+ePJnOnTvTvn37cr3tc+bMQafT4e3tbT1AMhqNBAUFodfriYyM5NKlSwCkpaXh7e1NcHAwixYtspZhMpmYOnUqAQEB6PV6PvroIwAsFguTJk3C09OTvn37cvbsWdW3TgghhBBC3OPuSKP/eiP++iM+Ph5XV1c++OADRo0aRVxcHJcuXWLs2LG888471jMDsbGxHDx4kPj4eJKTkzEajWi1WmJjYwEoKCjAy8uL3bt307VrV+v6Tp8+zbRp09iyZQtGo5GUlBTWr19f5TIlJSWsXLmS3r17W5/Lysriu+++Y8+ePcycOZOSkhLS0tKIi4sjPT2dtWvXkpKSUuW2R0dHs3DhQtLS0pg7dy4TJ060vpaTk8P27dv56quvrI37b775hvXr17N7924yMjJ45ZVXABgxYgTvvvsumZmZ6HQ6Zs6cCcDo0aNZsGABO3fuLLfepUuX4urqSkpKCikpKSxZsoTjx4+zbt06Dh06xL59+1iyZAk7duyotO4xMTH4+/vj7+/P3ryfqtxOIYQQQoh7krmWH7Xkjty953oj/mY9e/Zk9erVPP/882RkZFS47ObNm0lLSyMgIAAoO4Bo2bIlUHatwMCBA29ZJiUlhbCwMFq0aAGUjdtPTEzk6aefrnSZiRMnEhISQrdu3azP9e3bFwcHBxwcHGjZsiVnzpwhKSmJyMhInJ2dAejfv3+l252fn8+OHTsYNGiQ9bmrV/83PfrTTz+NjY0Nnp6enDlzBoBNmzYxevRoa/lNmzYlNzeXy5cvExoaCsDIkSMZNGjQLc8PHz6cb775BoCNGzeSmZlpPYOQm5vLkSNHSExMZOjQoWi1Wlq3bk2PHj0qrX90dDTR0dEAvN5uWKU5IYQQQghxb7mrt+w0m80cPHgQJycnLl68SJs2bW7JWCwWRo4cydtvv33La46Ojmi1t860aLFUPrNaRcvMnDmTc+fOWYfAXOfg4GD9f61WS2lpKQCa25yi0mw207hx4woPeG4u/3qdLRbLbZdfVdZisbBw4cJbJgz7+uuvb7t8IYQQQghRP93VW3b+61//4oknnmDVqlXl7pxjZ2dn/f/w8HASEhKsY88vXrzIiRMnqiy3U6dO/PDDD5w/fx6TycSqVausveE3+/jjj/nuu+9YtWoVNjbVb35ISAjr1q2jqKiIvLw8NmzYUGm2UaNGuLm5sXr1aqCsIV7ZGY3revXqxSeffEJhYSFQtr2urq40adKEpKQkAFauXEloaCiNGzfG1dWV7du3A1iHPUHZDMGLFy+27sfDhw9TUFBASEgIcXFxmEwmcnJy2Lp1a7XbLIQQQghRX92vF/LekZ7+62P6r+vduzdRUVF8/PHH7Nmzh4b/j707j6uq2h///zocRieyxKG8JpaKDIfDqDgATuBH/Zg4XDRz4irOWveXqZnjtdlrpfnRi7egjJQbjrey1BQRNAUUkMgx0TKcFQEZzzm/P/h6kmRapoH6fj4e56Hs8z5rr73P3vusvdbaazVsiL+/P0uWLGHRokWEh4ej0+nw9PQkOjqaJUuWEBQUhNFoxMrKipUrV/L0009Xur4WLVrw5ptv0r17d0wmE3379uW5556rMHbixIk8/fTT+Pn5ATBo0CDmz59fadqenp6Ehoai1+t5+umny3UHqkh0dDSTJk1iyZIllJSUMGzYMNzd3SuN79OnD6mpqXh7e2NtbU3fvn154403+OSTT5g4cSI3b96kTZs2REZGAhAZGUlYWBj16tUrV6s/btw4srKy8PT0xGQy4eDgwObNmwkJCWHXrl24ubnRrl27Sm+GhBBCCCHEw0tjqqpvjHhkqfTpP2S8rpy+r+YxpfjzGrX5FK6b1OJPl15Xin/MwlYpPvPmOaV4gP/YPKsUH2Wtdg//kyFXKb6eRi39YJO9UvwXJvWRpXIMBUrxCVumK8Vr23gpxX/mXnkFQkU6mG4qxQNEWt/ZxbEqsxrmKMXn59lUH3Sbf5vqK8U/YVLLv65I/Sdqg02h8mdUDClSO/+zrO9vo7pbUbHyZz6zU6turIfa9/bXQrX0LTVq8R/bqHVb1aDezbWNSe1c2FaarRTvZeWgFP+z4vWih7GRUjzAEa3asTSkQG2/9rwQoxR/v1wOrt0K0Cbf7qmV9cqMvEIIIYQQQjzk/tQHeR8mU6ZMITExsdyyGTNmMHbs2FrK0b11ldIax94wqNeqnbUqqj7oNj8b8pXiVWulS4w1316AG6jlv55WrWYQwGBSq0EpxKAUb61Rq7nLKr6qFH/GtqFSfCeaKMUDbC45pRS/dtAWpXhLk1r8C2mLleLT9H9XigcwKta4HriiVpvYwqBW03fVVi2+OfWU4o8r1ugCWGnU6rNumNS24SfFmvuzFmrXlzzFc7mD4jEBUGJSy5OTUe0alqO4DVqjWovOY4o19+p7CPIVWx9KFMdivIpai7Rqa8XddB23VqwLftxGrbVV1C4p9N+l2yfGEkIIIYQQD4bafJi2Nkn3HiGEEEIIIR5yUtMvhBBCCCEeGVLTL4QQQgghhHgo3fNCv0ajYeTIkea/S0tLcXBwoH///sppBQYG8u2335Zb9v777zN58uQapzFlyhT0ej3Ozs7Y2dmh1+vR6/XExsYq56cuioqKYurUqUqfad26NZcvX75PORJCCCGEEHXNPe/eU79+fTIyMigoKMDOzo4dO3bw1FNP3VVaw4cPZ/369eUmoVq/fj3vvvtujdNYvnw5Wq2WrKws+vfvT2pq6l3lRQghhBBCPPike8899D//8z989dVXAKxbt47hw4eb3zt48CCdO3fGw8ODzp07c+zYMQB++OEHfH190ev16HQ6Tpw4wZAhQ/jyyy8pKiobHjErK4tff/2Vrl27EhcXR2BgIEOGDMHJyYkRI0Zwa56x1q1bs3jxYrp27coXX3xxR/5GjhzJli2/DcU3YsQItm7dSlRUFM899xx9+vShffv2LFq0yBzz2WefmfM3YcIEDIbKhyPbvn07fn5+eHp6MnToUPLy8sz5WrBgAZ6enri5uXH06FEA8vLyGDt2LG5ubuh0OjZs2GDed25ubri6ujJr1ixz+pGRkebZdW8fNvTSpUsMHjwYHx8ffHx8zO9duXKFoKAgPDw8mDBhApXNxxYREYG3tzfe3t78kKs2FKIQQgghhKi77kuhf9iwYaxfv57CwkLS09Pp2LGj+T0nJyfi4+M5fPgwixcv5tVXXwVg9erVzJgxg9TUVJKTk2nZsiVPPPEEvr6+fPPNN0BZLX9oaCgaTdlYtYcPH+b9998nMzOTn376qVwB2NbWloSEBIYNG3ZH/saNG0dkZCQAOTk57Nu3j759+wJlNyXR0dGkpqbyxRdfkJyczI8//khMTAyJiYmkpqai1WqJjo6ucNsvX77MkiVL2LlzJ4cOHcLb25tly5aZ32/SpAmHDh1i0qRJLF26FIB//OMf2Nvbc+TIEdLT0+nRowe//vors2bNYteuXaSmppKUlMTmzZvJzs5mwYIFJCYmsmPHDjIzM81pz5gxg5deeomkpCQ2bNjAuHHjAFi0aBFdu3bl8OHDDBgwgLNnz1aY9/DwcJKTk0lOTsal4TNVfcVCCCGEEA8mk6Z2X7Xkvozeo9PpyMrKYt26debC9C05OTmMHj2aEydOoNFoKCkpm5zCz8+P119/nV9++YVBgwbRtm1b4LcuPs899xzr16/n448/Nqfl6+tLy5YtAdDr9WRlZdG1a1cAQkNDK81fQEAAU6ZM4eLFi2zcuJHBgwdjaVm2K3r37s0TTzwBwKBBg0hISMDS0pKUlBR8fHwAKCgooGnTphWm/f3335OZmUmXLl0AKC4uxs/Pz/z+oEGDAPDy8mLjxo0A7Ny5k/Xr15tjGjduTHx8PIGBgTg4lE2sM2LECOLj4wHKLQ8NDeX48ePmdG6/Cbhx4wa5ubnEx8eb19WvXz8aN25c6b4RQgghhBAPn/s2ZOeAAQN4+eWXiYuL48qVK+bl8+bNo3v37mzatImsrCwCAwMBeP755+nYsSNfffUVwcHB/Pvf/6ZHjx4MHDiQv//97xw6dIiCggI8PT3NadnY2Jj/r9VqKS39bYbB+vXrV5m/kSNHEh0dfceNxK1WhNv/NplMjB49mjfffLPa7TaZTPTu3Zt169ZV+P6tPN+eX5PJdMd6K+uCU1EebzEajezfvx87O7saf0YIIYQQQjz87tuQnWFhYcyfPx83N7dyy3NycswP9kZFRZmX//TTT7Rp04bp06czYMAA0tPTAWjQoAGBgYGEhYWVezbgjxozZgzvv/8+AC4uLublO3bs4OrVqxQUFLB582a6dOlCz549iY2N5eLFiwBcvXqVM2fOVJhup06dSExM5OTJkwDcvHnTXBNfmaCgID788EPz39euXaNjx47s2bOHy5cvYzAYWLduHQEBAXTs2NF8I1VSUlLumYXfp3ProWV/f39zd6Rt27Zx7dq1Gu4lIYQQQoiHi8lYu6/act8K/S1btmTGjBl3LH/llVeYM2cOXbp0KfcwbExMDK6uruj1eo4ePcqoUaPM7w0fPpy0tLQK++ffrWbNmtGhQwfGjh1bbnnXrl0ZOXIker2ewYMH4+3tjbOzM0uWLCEoKAidTkfv3r3Jzs6uMF0HBweioqIYPnw4Op2OTp06mR/Yrcxrr73GtWvXcHV1xd3dnd27d9OiRQvefPNNunfvjru7O56enjz33HO0aNGChQsX4ufnR69evcq1fCxfvpzk5GR0Oh3Ozs6sXr0agAULFhAfH4+npyfbt2+nVatWf3DvCSGEEEKIB4nGVFU/kofYzZs3cXNz49ChQ9jb2wNlLQ/JycnlassfVVNbV/5MxO+ll6iP+d/OSu25gp8N+Urx9TRqPdd+LrmuFG9jYaUUf7UkTyke4CPtX5Ti19hUH3O7y8YipfhfitVaiPrYPq0Ufzc1EJsL1EaZetGqrVK8peLV8YW0xUrxafq/q60A+Jel2rHXo9haKb6FoVgp/iPbykcyq4gz9ZTitUrRZY5qCpXib5jUtrmLqZFS/FmL0uqDbpOH2j4dWqC+l9baqm1zR6Pa9/Z0ido2aBWLIrvs1Lqs3s1xZIXaOr4rqbgysDLtrB5Xir9pUjuOAowNleIBTmjV1jHGWKAU73F2S/VBf4Lsrt1rdf0tEnbXynrvW5/+umznzp2EhYXx97//3VzgF+W5l9a8YHHdUn0f3jSp/SB4atVuErJMN5XiG2jVSsw2GrWC1y8G9Rsjt7+qXUzrf6l4gVcsZTvYtlCKf8qgtoI0rdpNCMBT1mrHhZtB7bhQpVqId09dVn3Q79TzflUpvm/P82orsFQr6DjubqYU30Dt1KentXp3xCsGtUJ5PmoFnWGtzinFr/n5SaX4JopF1K4z73yOqzrrP7yuFK8rUTs/G9moxTf7S65SfNrP6vP/qBb8i1C7EWloofY74m1Q+972WNxQivcoUbv5BSjU2CrFtwtTuxkUteuRLPT36tWrwmErx4wZw5gxY2qcTseOHc1zCNyydu3aO55jEEIIIUTtuZuafiEeNo9kof9eOXDgQG1nQQghhBBCKJAZeYUQQgghhBAPJSn0CyGEEEII8ZCrtUK/VqtFr9ebX2+99VaV8W+88cZdrae4uJgXX3yRZ555hmeffZb+/ftX2J+/phYuXMjSpUvv+vP3UlZWFq6urkqfGTNmDLGxsfcpR0IIIYQQdZvJpKnVV22ptT79dnZ25smjauKNN97g1VfVRq0wGAy8+uqr5Obmcvz4cbRaLZGRkTz33HOkpKRgYSENHUIIIYQQ4uFXp0q9OTk5tG/fnmPHjgFlk3KtWbOG2bNnU1BQgF6vZ8SIEQB89tln+Pr6otfrmTBhgnmirwYNGjB//nw6duxIYmIikZGRvPfee2i1Zc/ujx07lgYNGrBz5847asqXLl3KwoULAVizZg0+Pj64u7szePBgbt6s2VB/p06dok+fPnh5edGtWzfzxFxjxoxh+vTpdO7cmTZt2pSrbX/nnXdwc3PD3d2d2bNnA2Wz6Xbq1AmdTkdISIh5Ft2UlBTc3d3x8/Nj5cqV5jQMBgMzZ87Ex8cHnU7Hv/71LwBMJhNTp07F2dmZfv36mWcVFkIIIYR4FMmMvH+yW4X4W6+YmBjs7e358MMPGTNmDOvXr+fatWuMHz+et956y9wyEB0dzY8//khMTAyJiYmkpqai1WqJjo4GID8/H1dXVw4cOMBjjz1Gq1ataNSo/JjN3t7eZGZmVpm/QYMGkZSURFpaGh06dOCjjz6q0XaFh4ezYsUKUlJSWLp0KZMnTza/l52dTUJCAl9++aW5cL9t2zY2b97MgQMHSEtL45VXXgFg1KhRvP3226Snp+Pm5saiRYuAspuW5cuXs3///nLr/eijj7C3tycpKYmkpCTWrFnD6dOn2bRpE8eOHePIkSOsWbOGffv2VZr3iIgIvL298fb2Jj7/RI22VwghhBBC1H11rntP7969+eKLL5gyZQppaWkVfva7774jJSUFHx8foOwGomnTpkDZswKDBw8Gymq5NZo7+07VZBLijIwMXnvtNa5fv05eXh7BwcHVfiYvL499+/YxdOhQ87Lbx/EfOHAgFhYWODs7c+HCBaBsorCxY8dSr17ZBBePP/44OTk5XL9+nYCAAABGjx7N0KFD71g+cuRItm3bBsD27dtJT083tyDk5ORw4sQJ4uPjGT58OFqtlieffJIePXpUmv/w8HDCw8MBWNPyhWq3VwghhBBCPBjq3Dj9RqORH3/8ETs7O65evUrLli3viDGZTIwePZo333zzjvdsbW3NXXmeffZZzpw5Q25uLg0b/jZb6aFDhxgyZAiWlpYYjb+1sxQW/jZ73ZgxY9i8eTPu7u5ERUURFxdXo7w/9thjlT6rYGPz22x9t248KrsxqUhVsSaTiRUrVtxxc/L111/XOH0hhBBCiIedyfholovqVJ9+gPfee48OHTqwbt06wsLCKCkpAcDKysr8/549exIbG2vun3716lXOnDlzR1r169dn9OjR/P3vfzf3+f/000+xtbWlS5cuNGvWjIsXL3LlyhWKior48ssvzZ/Nzc2lRYsWlJSUmLsOVadRo0Y4OjryxRdfAGUF8cpaK24JCgri448/Nj8zcPXqVezt7WncuDF79+4Fymb5DQgI4LHHHsPe3p6EhASAcvkKDg5m1apV5n10/Phx8vPz8ff3Z/369RgMBrKzs9m9e3eNtkUIIYQQQjw8aq2m/1af/lv69OlDWFgY//73vzl48CANGzbE39+fJUuWsGjRIsLDw9HpdHh6ehIdHc2SJUsICgrCaDRiZWXFypUrefrpp+9Yz5tvvsnMmTNp3749BQUFODg4sH//fjQaDVZWVuaHfh0dHXFycjJ/7h//+AcdO3bk6aefxs3Njdzc3BptV3R0NJMmTWLJkiWUlJQwbNgw3N3dK43v06cPqampeHt7Y21tTd++fXnjjTf45JNPmDhxIjdv3qRNmzZERkYCEBkZSVhYGPXq1StXqz9u3DiysrLw9PTEZDLh4ODA5s2bCQkJYdeuXbi5udGuXTtz1yAhhBBCiEdRDXp5P5Q0ppp0cH9InD9/nj59+jB58mRz33VRMZU+/Xu0NRvZ6HZG1A67pzV2SvFZJrU8ZRvylOJtNFZK8UdvnlOKB8gYfmfXtqrM+bJh9UG3yadUKV6DWnOop8FWKT5NW1R90O+cMdTsZvyWxYZ6yutQYWmhNiyDe+oy5XW87K02dPHibpfUVmCp9j3/c3czpXgHg1r6Pa2vKcUDfGJoVH3QbbJMBUrx7/8lRyl+zc9PKsVrlaLhpWlq10eAqR9eV4ofU6j2vTWyUTufm/1F7VyO+vkppXjVfQpQpPg7tdd4RSn+f2miFL/H4oZS/EtF1krxAPut1a7bk8IMSvH1F65Tir9fznr3rNX1t0r+rlbWW+f69N9PzZs3V5obQAghhBBCiIfBI1XTfy9NmTKFxMTEcstmzJjB2LFjaylH99aE1kOrD/p/MkrUajcAWlg2UIq/blSrNSoyqtVil5jUaitKFeMtNer1TD2t1WoHTyq2bhQrbkOhSW2fttSqfcdnFVtbAC6VqtUOdrJR26cGxZo+1eGX691F/ePSZLXZyed7v6YUr9oKd1axljzHVKwUb69Rr628ZFTLk61Grf7LVvF8bqyxqT7oNvmK51qTu9hHJwxqtcaNLdRqgJsrbrOFYktioeLZplVMH8CkeC4kFKm16D5j/YRS/A2j2rnzF219pXiAK4q/tc0t1FqZVmX9Ryn+fjnj2atW1//0oZ21st5Hqqb/Xrp9YiwhhBBCCCHqMin0CyGEEEKIR4YM2SmEEEIIIYR4KEmhXwghhBBCiIfcn17o12q16PV68+utt96qMv6NN9QeWrulpKSE2bNn07ZtW1xdXfH19WXbtm13ldbvNWig9oDi/TRmzBhiY2NrHJ+VlYWrq+t9zJEQQgghRN1lMtXuq7b86X367ezslIbNfOONN3j1VbVxqQ0GA/PmzSM7O5uMjAxsbGy4cOECe/bsUcytEEIIIYQQD7460b0nJyeH9u3bc+zYMQCGDx/OmjVrmD17tnnm3hEjRgDw2Wef4evri16vZ8KECRgMZcMONmjQwDy7bmJiImvWrGHFihXY2JQNG9asWTP++te/ArBu3Trc3NxwdXVl1qxZ5nw0aNCAuXPn4u7uTqdOnbhw4QIAp0+fxs/PDx8fH+bNm1ft9rz77rv4+Pig0+lYsGABUFbD3qFDB8aPH4+LiwtBQUEUFJQNK3fy5El69eqFu7s7np6enDp1CpPJxMyZM3F1dcXNzY2YmBgATCYTU6dOxdnZmX79+nHx4kXzelNSUggICMDLy4vg4GCys7PNy93d3fHz85NRh4QQQgjxSDMZNbX6qi1/eqH/ViH+1ismJgZ7e3s+/PBDxowZw/r167l27Rrjx4/nrbfeMrcMREdH8+OPPxITE0NiYiKpqalotVqio6MByM/Px9XVlQMHDvDYY4/RqlUrGjW6c1bGX3/9lVmzZrFr1y5SU1NJSkpi8+bN5jQ6depEWloa/v7+rFmzBigbf3/SpEkkJSXRvHnzKrdv+/btnDhxgoMHD5KamkpKSgrx8fEAnDhxgilTpvDDDz/w2GOPsWHDBgBGjBjBlClTSEtLY9++fbRo0YKNGzeSmppKWloaO3fuZObMmWRnZ7Np0yaOHTvGkSNHWLNmDfv27QPKujNNmzaN2NhYUlJSCAsLY+7cuQCMHTuW5cuXs3///irzHhERgbe3N97e3vyY+1MNv1EhhBBCCFHX1ZnuPb179+aLL74wF34r8t1335GSkoKPjw9QdgPRtGlToOxZgcGDB1e7/qSkJAIDA3FwcADKCtzx8fEMHDgQa2tr+vfvD4CXlxc7duwAIDEx0VxAHzlyZLnWgd/bvn0727dvx8PDA4C8vDxOnDhBq1atcHR0RK/Xm9PPysoiNzeXc+fOERISAoCtbdkEKAkJCQwfPhytVkuzZs0ICAggKSmJ+Ph48/Inn3ySHj16AHDs2DEyMjLo3bs3UNbFqUWLFuTk5HD9+nUCAgLM+a/s2Ybw8HDCw8MBtcm5hBBCCCFE3VZnxuk3Go38+OOP2NnZcfXqVVq2bHlHjMlkYvTo0bz55pt3vGdra4tWWzZL4rPPPsvZs2fJzc2lYcOGd6RRGSsrKzSasmYXrVZLaelvsyLeWl4dk8nEnDlzmDBhQrnlWVlZ5q5Gt9IvKCioND9V5bOivJhMJlxcXO6ozb9+/XqN8y6EEEII8bAzmR7NclGd6NMP8N5779GhQwfWrVtHWFgYJSUlQFlB/Nb/e/bsSWxsrLkf+9WrVzlz5swdadWrV4+//e1vTJ8+neLismmrs7Oz+eyzz+jYsSN79uzh8uXLGAwG1q1bZ64Fr0yXLl1Yv349gLk7UWWCg4P5+OOPycvLA+DcuXPl+t3/XqNGjWjZsqW5i1FRURE3b97E39+fmJgYDAYDly5dIj4+Hl9fX/z9/Vm/fj0Gg4Hs7Gx2794NQPv27bl06ZK50F9SUmLuRmRvb09CQkKN8i+EEEIIIR4+td6nf/bs2Rw/fpx///vf/POf/6Rbt274+/uzZMkSoKzLiU6nY8SIETg7O7NkyRKCgoLQ6XT07t3b/LDq7y1ZsgQHBwecnZ1xdXVl4MCBODg40KJFC9588026d+9ufnD2ueeeqzLPH3zwAStXrsTHx4ecnJwqY4OCgnj++efx8/PDzc2NIUOGkJubW+Vn1q5dy/Lly9HpdHTu3Jnz588TEhKCTqfD3d2dHj168M4779C8eXNCQkJo27Ytbm5uTJo0yXzDYm1tTWxsLLNmzcLd3R29Xm/u7x8ZGcmUKVPw8/PDzs6uyrwIIYQQQoiHj8ZUVT8S8chS6dOfUXJFOf0WlmpzHVw3FinFFxlLqw+6TYnJoBRfqhhvqdEqxQP0tH5SKf6k6aZSfLHiNhSa1PZpS63ad3zWkKcUD3CptOob6t/rZKO2Tw2oXR6NStFQD/XjYmmy2twl871fU4o3Km7zWVOBUnyOqVgp3l5jrRQPcMmolidbjVpPV1vF87mxxqb6oNvkK55rTe5iH50w3FCKb2xhqxTfXHGbLVDrblGoeLZpFdMHMCmeCwlF55Tin7F+Qin+hlHt3PmLtr5SPMAVxd/a5hZqFYmrsv6jFH+/nHQOrtX1P5v5ba2st8507xFCCCGEEELcH3XmQd4HzZEjRxg5cmS5ZTY2Nhw4cKCWcnRveZfWvJbmZ61aDRBAfY2VUvwzijUWv1qo1Vb8YlCrMTaY1Gr6LpWopQ/wst+vSvGzUxyU4i8q1vQ3UazR6VWkVvsYoVXLD0CxYovOi3ZqtZuWlmq1iQeuqH0HfXueV4oH9Zr7xclLlOKL3nhRKT76P3cOjVyVm4pVTS+0+1ntA8CGo39Rij9uoXYczWx5QSn+P2fV9lGRYi35aEf1fbTstFqr12OK17zepWotd81aqF0jV19qphRvdRcPbtootg40Uvwt9KFh9UG3+UGr1oLVp0jtOAJIsVG7bk9ppn4NqwuMj+iDvFLov0tubm5KMwsLIYQQQghRW6R7jxBCCCGEEA85qekXQgghhBCPDBmnXwghhBBCCPFQuu+Ffq1WW25c/qysrPu2rqioKKZOnVplTFxcnHn8eoDVq1fz6aef3rc83W+BgYEkJyfXOD4uLo7+/fvfxxwJIYQQQtRdJqOmVl+15b5377Gzs6tTD7zGxcXRoEEDOnfuDMDEiRNrOUdCCCGEEELcX7XSvSc1NZVOnTqh0+kICQnh2rVrQPla68uXL9O6dWugrAZ/0KBB9OnTh7Zt2/LKK6+Y04qMjKRdu3YEBASQmJhoXv7f//6Xjh074uHhQa9evbhw4QJZWVmsXr2a9957D71ez969e1m4cCFLly6tNl+zZs3C19eXdu3asXfv3kq3zWAwMHPmTHx8fNDpdPzrX/8Cym42AgMDGTJkCE5OTowYMYJb86IlJSXRuXNn3N3d8fX1JTc3l8LCQsaOHYubmxseHh7s3r0bKJvReNiwYeh0OkJDQyko+G0Ir+3bt+Pn54enpydDhw4lL69syLRvvvkGJycnunbtysaNG+/+ixNCCCGEEA+k+17oLygoMHftCQkJAWDUqFG8/fbbpKen4+bmxqJFi6pNJzU1lZiYGI4cOUJMTAw///wz2dnZLFiwgMTERHbs2EFmZqY5vmvXrnz//fccPnyYYcOG8c4779C6dWsmTpzISy+9RGpqKt26dSu3jqryVVpaysGDB3n//ferzO9HH32Evb09SUlJJCUlsWbNGk6fPg3A4cOHef/998nMzOSnn34iMTGR4uJiQkND+eCDD0hLS2Pnzp3Y2dmxcuVKoGw+gHXr1jF69GgKCwtZtWoV9erVIz09nblz55KSkgKU3SQtWbKEnTt3cujQIby9vVm2bBmFhYWMHz+e//73v+zdu5fz5ysfUzciIgJvb2+8vb2Jzz9R7XcihBBCCPGgMZlq91Vb/vTuPTk5OVy/fp2AgAAARo8ezdChQ6tNp2fPntjb2wPg7OzMmTNnuHz5MoGBgTg4lE2IExoayvHjxwH45ZdfCA0NJTs7m+LiYhwdHatMv7p8DRo0CAAvL68qn0vYvn076enpxMbGmtM9ceIE1tbW+Pr60rJlSwDz8w329va0aNECHx8fABo1KpvEJSEhgWnTpgHg5OTE008/zfHjx4mPj2f69OkA6HQ6dDodAN9//z2ZmZl06dIFgOLiYvz8/Dh69CiOjo60bdsWgBdeeIGIiIgK8x4eHk54eDgAa1q+UOX+EkIIIYQQD446NWSnpaUlRmPZDJiFhYXl3rOx+W1mOa1WS2lp2QyKGk3FD0RMmzaNv//97wwYMIC4uDgWLlz4h/J2a/23r7siJpOJFStWEBwcXG55XFxchdtgMpkq3AZTFbeClcX37t2bdevWlVuemppa6T4SQgghhHjU1ObDtLXpT+/Tb29vT+PGjc394teuXWuuXW/durW5u8qtmvKqdOzYkbi4OK5cuUJJSQlffPGF+b2cnByeeuopAD755BPz8oYNG5Kbe+d031XlS0VwcDCrVq2ipKQEgOPHj5Ofn19pvJOTE7/++itJSUkA5ObmUlpair+/P9HR0eY0zp49S/v27cstz8jIID09HYBOnTqRmJjIyZMnAbh58ybHjx/HycmJ06dPc+rUKYA7bgqEEEIIIcTDr1Zq+j/55BMmTpzIzZs3adOmDZGRkQC8/PLL/PWvf2Xt2rX06NGj2nRatGjBwoUL8fPzo0WLFnh6emIwGABYuHAhQ4cO5amnnqJTp07mfvX/+7//y5AhQ9iyZQsrVqyoUb5UjBs3jqysLDw9PTGZTDg4OLB58+ZK462trYmJiWHatGkUFBRgZ2fHzp07mTx5MhMnTsTNzQ1LS0uioqKwsbFh0qRJjB07Fp1Oh16vx9fXFwAHBweioqIYPnw4RUVFACxZsoR27doRERFBv379aNKkCV27diUjI0N5u4QQQgghxINLY6qqH4l4ZKn06d9kcVU5fQcLO6X45lgrxf9qKlKK/8VwZ+tPVQwmo1L8pRK19AH2daunFD87xUEp/qKxsPqg2zTQWCnF9y9W+44jtJeU4gEulNxQit/4+GNK8ZaWat/zgStq30HfnpU/WF+Zt/Y2U4pfnLxEKb7ojReV4qP/00gp/qZi+/IL7X9W+wCw4ehflOKPayvvslmRmS0vKMX/5+xTSvFFij0PRrdR30fLTj+pFP+YSasU39uQpxTfrIXaNXL1JbXzwOouZmC1Qe0z3xrUzue+2uZK8T9oCqoPus3/FtkqxQOk2KgVCac0U9vmlgd2KcXfLxltane+ItefvqyV9cqMvEIIIYQQQjzk6tSDvA+Sb7/9llmzZpVb5ujoyKZNm2opR/dWnsLt4E1jsXL61hb1leIbmNTuT+tp1GqlTKjVbjTSqtWgFJrUahIBLOqpbUMzxdaQqxq1781WcZ/+ZK1WS9YEtZYNAEvFPBUWqF3yVJ+Bb2FQPBcs1WsfjYrHqmrNvc2r7yvF9907Xin+3Dl7pXit+mGBL2q1xhmonc/ZZ9RaN2wV29PtFeO1aqc+gOJRBB2K1Fq9bOupXfO0VmrpaxVr4VVr7QHs1bKEVrEeNU+j9i0YFDtmNDAalOIB6im26Nh73MXBVweY7qLl52Eghf67FBwcfMcIPUIIIYQQQtRF0r1HCCGEEEKIh5zU9AshhBBCiEfGozqEjdT0CyGEEEII8ZCr1UK/VqtFr9fj7u6Op6cn+/bt+8Nppqam8vXXX5dbtnnzZnQ6HU5OTri6utZo4q/KZGVl4erq+kezec8EBgaSnJxc4/i4uDj696/doaqEEEIIIWqL0aSp1VdtqdXuPXZ2dqSmpgJlo+HMmTOHPXv2/KE0U1NTSU5Opm/fvgCkpaXx8ssvs2PHDhwdHTl9+jS9evXC0dERLy+vP7oJQgghhBBC1Hl1pnvPjRs3aNy4MQDZ2dn4+/uj1+txdXVl7969ADRo0IBZs2bh5eVFr169OHjwIIGBgbRp04atW7dSXFzM/PnziYmJQa/XExMTw9KlS3n11VdxdHQEyobVfPXVV/nnP/8JlK8pv3z5Mq1btwbKavS7deuGp6enUiuEwWBg5syZ+Pj4oNPp+Ne//gWU1bAHBgYyZMgQnJycGDFiBLfmRUtKSqJz5864u7vj6+tLbm4uhYWFjB07Fjc3Nzw8PNi9ezcABQUFDBs2DJ1OR2hoKAUFv03WsX37dvz8/PD09GTo0KHk5ZVNjvLNN9/g5ORE165d2bhx411/R0IIIYQQ4sFUqzX9BQUF6PV6CgsLyc7OZteuspnaPv/8c4KDg5k7dy4Gg4GbN28CkJ+fT2BgIG+//TYhISG89tpr7Nixg8zMTEaPHs2AAQNYvHgxycnJfPjhhwC8/fbbvPzyy+XW6+3tzYoVK6rMW9OmTdmxYwe2tracOHGC4cOH16gbzUcffYS9vT1JSUkUFRXRpUsXgoKCADh8+DA//PADTz75JF26dCExMRFfX19CQ0OJiYnBx8eHGzduYGdnxwcffADAkSNHOHr0KEFBQRw/fpxVq1ZRr1490tPTSU9Px9PTEyi7YVmyZAk7d+6kfv36vP322yxbtoxXXnmF8ePHs2vXLp599llCQ0MrzXtERAQREREAtMnT4tegbbXbK4QQQgjxIJFx+mvB7d179u/fz6hRo8jIyMDHx4ewsDBKSkoYOHAger0eAGtra/r06QOAm5sbNjY2WFlZ4ebmRlZWVoXrMJlMaH43w46pBo9tl5SUMHXqVFJTU9FqtRw/frxG27R9+3bS09PNzw3k5ORw4sQJrK2t8fX1pWXLlgDo9XqysrKwt7enRYsW+Pj4ANCoUdmkLwkJCUybNg0AJycnnn76aY4fP058fDzTp08HQKfTodPpAPj+++/JzMykS5cuABQXF+Pn58fRo0dxdHSkbduyAvwLL7xgLtj/Xnh4OOHh4QC81+qFGm2vEEIIIYSo++rMkJ1+fn5cvnyZS5cu4e/vT3x8PF999RUjR45k5syZjBo1CisrK3MB3sLCAhsbG/P/S0srnv3PxcWF5ORkc+EY4NChQ3h7ewNgaWmJ0Vg27V5hYaE55r333qNZs2akpaVhNBqxta3ZjI0mk4kVK1bcMXFXXFycOb9Q9hBzaWlphTclt9KpTGXxvXv3Zt26deWWp6amVhgvhBBCCCEeHXWmT//Ro0cxGAw88cQTnDlzhqZNmzJ+/Hj+9re/cejQoRqn07BhQ3Jzf5uC/eWXX+bNN980twRkZWXx/vvvM3PmTABat25NSkoKQLlRfXJycmjRogUWFhasXbsWg6Fm01kHBwezatUqSkpKADh+/Dj5+fmVxjs5OfHrr7+SlJQEQG5uLqWlpfj7+xMdHW1O4+zZs7Rv377c8oyMDNLT0wHo1KkTiYmJnDx5EoCbN29y/PhxnJycOH36NKdOnQK446ZACCGEEOJRYjLV7qu21Ik+/VBWU/3JJ5+g1WqJi4vj3XffxcrKigYNGvDpp5/WOM3u3bvz1ltvodfrmTNnDqGhobz99tv87//+L0VFRWRlZbF7927at28PlN0U/PWvf2Xt2rX06NHDnM7kyZMZPHgwX3zxBd27d6d+/fo1Wv+4cePIysrC09MTk8mEg4MDmzdvrjTe2tqamJgYpk2bRkFBAXZ2duzcuZPJkyczceJE3NzcsLS0JCoqChsbGyZNmsTYsWPR6XTo9Xp8fX0BcHBwICoqiuHDh1NUVATAkiVLaNeuHREREfTr148mTZrQtWtXMjIyarw/hRBCCCHEg09jqkkH94fI7NmzOXDgAN9++y3W1ta1nZ06S6VP/xbjeeX021o2VopvZVL7rn7RFCvFHyu9phTfwMKm+qDbXCzNU4oH2NFT7Z78n3ubK8X/aFLL02Mate+gjUltH6Wivo+uG4uU4t/Vqu1T1Z5xV27WrBvgLR591Y47gDd2OyjFzxtUeUtjRWxefV8p/vz/jFeKP3fOXim+nc8VpXiArEOPKcV/rFX73sIMhdUH3SbJ1FAp3kbxV7m/689qHwDeOfakUnznQrWT4dl6N5TiH2+udpyu/lUt/3Z38eCmvVEtfoPpolJ8F0u1c/knU0H1Qbd5oVC9jJNkq1WKf/F/1M7Phqu/UYq/X5JbDqzV9Xv/srlW1ltn+vT/Wd56663azoIQQgghhBB/qkeupv9e+fbbb5k1a1a5ZY6OjmzatKmWcnRvhT49sMaxZ0quK6ffSLFmrZlFPaX4M6U5SvElqFXpNFSs6S82VfygeVW6WDZVij9puqkUf9GgVrPmYvm4UvzPRrX0LxvU8g9gq1Grt2hv+ZhSvJXiY09XTWotTI4aO6V4gBMmtf0aaGigFN+3RbZSfPNta5TiP/CcrxTfvrhmz1Pdrm0jtfP/k+LHlOINqP1sdihRqz0tVayUPmOpWCUN3EBtv+aidg171qR2jS/QqO1T1fzb3sUjjA1Nap/ZXqrW6n3DoFZz72Cl1mLUSqsWD3DRqJanLhq1Vvs5Zz5Tir9fpKZfKAkODr5jhB4hhBBCCFG3Parj9NeZ0XuEEEIIIYQQ8M0339C+fXueffbZKrumJyUlodVqy41AWRmp6RdCCCGEEI8MYx2v6TcYDEyZMoUdO3bQsmVLfHx8GDBgAM7OznfEzZo1q8Y9T6SmXwghhBBCiDri4MGDPPvss7Rp0wZra2uGDRvGli1b7ohbsWIFgwcPpmnTmj0DWCuFfq1Wi16vx93dHU9PT/bt2/eH00xNTeXrr78ut2zbtm14e3vToUMHnJycePnll//wegDGjBlTo2aUP0NcXBz9+/dX+kxgYCDJycn3KUdCCCGEEOJunTt3jr/85S/mv1u2bMm5c+fuiNm0aRMTJ06scbq1Uui3s7MjNTWVtLQ03nzzTebMmfOH0/x9oT8jI4OpU6fy2Wef8eOPP5KRkUGbNm3+8HqEEEIIIcSDy1TLr4iICLy9vc2viIiI8vmrYGBNze8mjnnxxRd5++230WprPjpYrXfvuXHjBo0blw35lJ2djb+/P3q9HldXV/bu3QtAgwYNmDVrFl5eXvTq1YuDBw8SGBhImzZt2Lp1K8XFxcyfP5+YmBj0ej0xMTG88847zJ07FycnJwAsLS2ZPHkyAGfOnKFnz57odDp69uzJ2bNngbIa/OnTp9O5c2fatGljrs03mUxMnToVZ2dn+vXrx8WLVU/AkZKSQkBAAF5eXgQHB5OdXTYEXmBgILNmzcLX15d27dqZt89gMPDyyy/j5uaGTqdjxYoVAHz33Xd4eHjg5uZGWFiYeabdb775BicnJ7p27crGjRvN683PzycsLAwfHx88PDzMTUEFBQUMGzYMnU5HaGgoBQVqQ3IJIYQQQoh7Izw8nOTkZPMrPDy83PstW7bk559/m3Tvl19+4ckny09Il5yczLBhw2jdujWxsbFMnjyZzZs3V7neWin0FxQUoNfrcXJyYty4ccybNw+Azz//nODgYHMrgF6vB8oKs4GBgaSkpNCwYUNee+01duzYwaZNm5g/fz7W1tYsXryY0NBQUlNTCQ0NJSMjAy8vrwrXP3XqVEaNGkV6ejojRoxg+vTp5veys7NJSEjgyy+/ZPbs2QBs2rSJY8eOceTIEdasWVNld6SSkhKmTZtGbGwsKSkphIWFMXfuXPP7paWlHDx4kPfff59FixYBZXd8p0+f5vDhw+Y8FRYWMmbMGGJiYjhy5AilpaWsWrWKwsJCxo8fz3//+1/27t3L+fO/jQv8+uuv06NHD5KSkti9ezczZ84kPz+fVatWUa9ePdLT05k7dy4pKSkV5v32O89TeVnVf5FCCCGEEA8Yo0lTq6/q+Pj4cOLECU6fPk1xcTHr169nwIAB5WJOnz5NVlYWWVlZDBkyhP/7v/9j4MCBVaZbK6P33OreA7B//35GjRpFRkYGPj4+hIWFUVJSwsCBA82Ffmtra/r06QOAm5sbNjY2WFlZ4ebmRlZWlvL69+/fb64hHzlyJK+88or5vYEDB2JhYYGzszMXLlwAID4+nuHDh6PVannyySfp0aNHpWkfO3aMjIwMevfuDZTV4rdo0cL8/qBBgwDw8vIy533nzp1MnDgRS8uyr+Pxxx8nLS0NR0dH2rVrB8Do0aNZuXIlgYGBODo60rZtWwBeeOEFc7PQ9u3b2bp1K0uXLgWgsLCQs2fPEh8fb76x0el06HS6CvMeHh5uvttUmZxLCCGEEELcG5aWlnz44YcEBwdjMBgICwvDxcWF1atXAyj14y+X7r3M5N3w8/Pj8uXLXLp0CX9/f+Lj4/nqq68YOXIkM2fOZNSoUVhZWZn7MllYWGBjY2P+f2lpxbMEuri4kJKSgru7e7V5uL2f1K20oXyfqt/3paqMyWTCxcWF/fv3V/j+rfS1Wq057yaT6Y70q5ooubK8mEwmNmzYQPv27Wv8GSGEEEIIUbf07duXvn37lltWWWE/KiqqRmnWep/+o0ePYjAYeOKJJzhz5gxNmzZl/Pjx/O1vf+PQoUM1Tqdhw4bk5uaa/545cyZvvPEGx48fB8BoNLJs2TIAOnfuzPr16wGIjo6ma9euVabt7+/P+vXrMRgMZGdns3v37kpj27dvz6VLl8yF/pKSEn744Ycq0w8KCmL16tXmm4CrV6/i5OREVlYWJ0+eBGDt2rUEBATg5OTE6dOnOXXqFADr1q0zpxMcHMyKFSvMNwyHDx825z86Ohooe8A5PT29yvwIIYQQQjysTCZNrb5qS6326dfr9YSGhvLJJ5+g1WqJi4tDr9fj4eHBhg0bmDFjRo3T7N69O5mZmeYHeXU6He+//z7Dhw+nQ4cOuLq6mh+oXb58OZGRkeh0OtauXcsHH3xQZdohISG0bdsWNzc3Jk2aREBAQKWx1tbWxMbGMmvWLNzd3dHr9dUOSTpu3DhatWqFTqfD3d2dzz//HFtbWyIjIxk6dChubm5YWFgwceJEbG1tiYiIoF+/fnTt2pWnn37anM68efMoKSlBp9Ph6upqflZi0qRJ5OXlodPpeOedd/D19a3pbhVCCCGEEA8BjamqfiTikaXSp/9MyXXl9BtpbZXim1nUU4o/U5qjFF+CUSm+oYVN9UG3KTZV3A2tKl0sazbZxi0nTTeV4i8a8pXiXSwfV4r/2aiW/mWDWv4BbDVqPRTbWz6mFG+lWC9y1VSsFO+osVOKBzhhUtuvgYYGSvF9W2QrxTfftkYp/gPP+Urx7YsNSvEAbRupnf+fFD+mFG9A7WezQ0nNh9QDKFWsCDxjqXb9AriB2n7NRe0a9qxJ7RpfoFHbp6r5t72LOs6GJrXPbC89X33QbW4Y1EbSc7BqqBTfSqsWD3DRqJanLprGSvFzznymFH+/7G0+pFbX3+187cz1VOt9+sWD75fCy8qfCWrkpBTfBCuleDfLFtUH3eZrg9rFuoGFtVI8WNPL2EjpE3Ylams4Y6n2A6VaYE4vUfuer5TmKcUDuNqqfW/NNGo3X6o//A0Uf/Sbo3Zz2kC9PEuyRu3G4qZiWefcOXul+BjFQvyMQ4uV4gE+c1dbxwHFQnyW4g2zg+Jx972VWoHZFrWbBIC2BrXz+Yjmhlr6FmoFSCvU7lwaGdTij1mo3fzejYYatd8dS43aydbKWq0ipdikdsGwv4siXr7iNvsVFimvQ9QeKfT/ASEhIZw+fbrcsrfffpvg4OBaypGoq1QL/I8i1QK/eDSoFvgfRaoFfiHEo0muFH/Apk2bajsLQgghhBBCgUmxJephUeuj9wghhBBCCCHuL6npF0IIIYQQjwzjIzqEjdT0CyGEEEII8ZCrttCv1WrR6/W4u7vj6elZ7ZjzNZGamsrXX39t/jsqKgoHBwfz2P16vZ7MzMw/vJ5HQevWrbl8ueajqkRFRTF16tT7mCMhhBBCCFHXVNu9x87OjtTUVAC+/fZb5syZw549e/7QSlNTU0lOTi43vXBoaCgffvjhH0r3figtLcXSUnpBCSGEEEI8DIzyIG/1bty4QePGZRMxZGdn4+/vj16vx9XVlb179wLQoEEDZs2ahZeXF7169eLgwYMEBgbSpk0btm7dSnFxMfPnzycmJsY8e25lNm3aRK9evTCZTGRnZ9OuXTvOnz9PVFQUzz33HH369KF9+/YsWrTI/Jlly5bh6uqKq6sr77//PgD5+fn069cPd3d3XF1dzeu8vZY8OTmZwMBAABYuXEh4eDhBQUGMGjWKS5cuMXjwYHx8fPDx8SExMbHSPOfn5xMWFoaPjw8eHh5s2bIFKKthHzRoEH369KFt27a88sor5s988803eHp64u7uTs+ePQG4evUqAwcORKfT0alTJ9LT0wG4cuUKQUFBeHh4MGHCBG6fW+2zzz7D19cXvV7PhAkTMBjKxvSNjIykXbt2BAQEVJn3iIgIvL298fb25lReVqVxQgghhBDiwVJtFXZBQQF6vZ7CwkKys7PZtWsXAJ9//jnBwcHMnTsXg8HAzZtlk5vk5+cTGBjI22+/TUhICK+99ho7duwgMzOT0aNHM2DAABYvXkxycrK5Zj8qKoqYmBgSEhLM692/fz8hISFs2LCBlStX8s0337Bo0SKaN28OwMGDB8nIyKBevXr4+PjQr18/NBoNkZGRHDhwAJPJRMeOHQkICOCnn37iySef5KuvvgIgJ6f62RpTUlJISEjAzs6O559/npdeeomuXbty9uxZgoOD+fHHHyv83Ouvv06PHj34+OOPuX79Or6+vvTq1Qsoa+E4fPgwNjY2tG/fnmnTpmFra8v48eOJj4/H0dGRq1evArBgwQI8PDzYvHkzu3btYtSoUaSmprJo0SK6du3K/Pnz+eqrr4iIiADgxx9/JCYmhsTERKysrJg8eTLR0dH07t2bBQsWkJKSgr29Pd27d8fDw6PCvIeHhxMeHg6ozcgrhBBCCCHqNqXuPfv372fUqFFkZGTg4+NDWFgYJSUlDBw4EL1eD4C1tTV9+vQBwM3NDRsbG6ysrHBzcyMrK6vS9VTWvWfFihW4urrSqVMnhg8fbl7eu3dvnnjiCQAGDRpEQkICGo2GkJAQ6tevb16+d+9e+vTpw8svv8ysWbPo378/3bp1q3bHDBgwADs7OwB27txZ7hmDGzdukJubS8OGd85QuH37drZu3crSpUsBKCws5OzZswD07NkTe/uy2S6dnZ05c+YM165dw9/fH0dHRwAef7xshr6EhAQ2bNgAQI8ePbhy5Qo5OTnEx8ezceNGAPr162duefnuu+9ISUnBx8cHKLtZa9q0KQcOHCAwMBAHBwfzfj5+/Hi12y+EEEII8TCScfprwM/Pj8uXL3Pp0iX8/f2Jj4/nqaeeYuTIkXz66acAWFlZodGU7UwLCwtsbGzM/y8tVZuKHODcuXNYWFhw4cIFjEajefmtddz+9+1dXW7Xrl07UlJScHNzY86cOSxeXDYNvKWlpTnNwsLCcp+5deMAYDQa2b9/P6mpqaSmpnLu3LkKC/wAJpOJDRs2mGPPnj1Lhw4dAMz7AsoekC4tLcVkMt2xLbfS+b1bcZXFjx492rzeY8eOsXDhwkrjhRBCCCHEo0Op0H/06FEMBgNPPPEEZ86coWnTpowfP56//e1vHDp0qMbpNGzYkNzc3GrjSktLGTt2LJ9//jkdOnRg2bJl5vd27NjB1atXKSgoYPPmzXTp0gV/f382b97MzZs3yc/PZ9OmTXTr1o1ff/2VevXq8cILL/Dyyy+b89q6dWtSUlIAzLXqFQkKCirXCnGr5aMiwcHBrFixwlxoP3z4cJXb6Ofnx549ezh9+jSAuXuPv78/0dHRAMTFxdGkSRMaNWpUbvm2bdu4du0aUNaKEBsby8WLF83pnDlzho4dOxIXF8eVK1coKSnhiy++qDI/QgghhBAPM2Mtv2pLjfv0Q1lt8ieffIJWqyUuLo53330XKysrGjRoYK7pr4nu3bvz1ltvodfrmTNnDsAdffr/7//+j507d9KtWze6deuGXq83990H6Nq1KyNHjuTkyZM8//zzeHt7AzBmzBh8fX0BGDduHB4eHnz77bfMnDkTCwsLrKysWLVqFVDWb/5vf/sbb7zxBh07dqw0v8uXL2fKlCnodDpKS0vx9/dn9erVFcbOmzePF198EZ1Oh8lkonXr1nz55ZeVpu3g4EBERASDBg3CaDTStGlTduzYwcKFCxk7diw6nY569erxySefmPM8fPhwPD09CQgIoFWrVkBZd6ElS5YQFBSE0WjEysqKlStX0qlTJxYuXIifnx8tWrTA09PT/ICvEEIIIYR4NGhMlfWJqcOioqLKPQgs7j2VB3kTc08qpx/UyEkpvglWavEmrVL814bzSvGPa+spxfcyNlKKB7BTrA74zvKmUvwVY4FSfL6xWC390jyleFfbFkrxAM00NtUH3cZWcT7CBia1eCvFfqIN7qLKZ5vmqlJ8bx5XivcrVTuOEizVzoUZhxYrxX/mPl8pHuCUldqOPWVS22YHxeOuSLFuzxa161dbg/qw0js019XWYVFxl9bKNFW8Bqte7+Itqu8t8Ec11Kj97pwurX6QkNs1sFA7jopNahV2zlp7pXiAX02F1QfdZlKh2j4KvFA3ehvsaBZaq+vvfaHykSvvJxmAXlQo31RS41hHu2bK6Z8pvaEUX6BYyD6heHG8YVC70Kn6v5KLyp/5kL+ofUDxbM5TLMTba22V4p+2VPvBSS9Su/ECuGaldjM11vCEUryd4lztx23UCv09ra8pxQPsK7VWin+h3c9K8YqnGpcOqBVcVAvxL6Sp3SQAfO/6SvVBt1ml+L0NKlAroW60U7t5tFW8eeyiUS8AH7WoX33QbYzc3/rBpqVq6d+wVLt+Adhq1G5E8u/zw55eGrVrZApqNxX2ijdeAJcUK0YsHtBHBh/VB3kfyEL/mDFjGDNmTK3mITIykg8++KDcsi5durBy5cpaypEQQgghKqJa4BfiYfRAFvrrgrFjxzJ27NjazoYQQgghhFBQmw/T1ia1dhwhhBBCCCHEA0cK/UIIIYQQQjzklAr9Wq0WvV6Pu7s7np6e7Nu37w9nIDU1la+//tr8d1RUFA4ODuj1evR6PaNGjWLr1q289dZblaZx5MgRc/zjjz+Oo6Mjer2eXr16/eH8Qdn8BH5+ftjY2Jhn2q0rFi5cqJynBg0a3KfcCCGEEELUbTJOfw3Y2dmZJ6b69ttvmTNnDnv27PlDGUhNTSU5OZm+ffual4WGht4xHOeAAQMqTcPNzc2crzFjxtC/f3+GDBnyh/J1u8cff5zly5ezefPme5amEEIIIYQQf5a77t5z48YNGjduDEB2djb+/v7o9XpcXV3Zu3cvUFajPGvWLLy8vOjVqxcHDx4kMDCQNm3asHXrVoqLi5k/fz4xMTHo9XpiYioetzQqKoqpU6cCZYX66dOn07lzZ9q0aUNsbGyFnzl16hSenp7mv0+cOIGXlxdQNhPvrFmz8PX1xdfXl5Mny8aZv3TpEoMHD8bHxwcfHx8SExMBaNq0KT4+PlhZ1Ww82s8++wxfX1/0ej0TJkwwT4bVoEED5s6di7u7O506deLChQsAXLhwgZCQENzd3XF3dze3oCxbtgxXV1dcXV15//33zem//vrrtG/fnl69enHs2LFy29ynTx+8vLzo1q0bR48eBeD06dP4+fnh4+PDvHnzarQNQgghhBAPIxOaWn3VFqVC/63ZeZ2cnBg3bpy5APn5558THBxMamoqaWlp5hl88/PzCQwMJCUlhYYNG/Laa6+xY8cONm3axPz587G2tmbx4sWEhoaSmppKaGjZZAm3bgL0ej2RkZF35CM7O5uEhAS+/PJLZs+eXWFen3nmGezt7c0tAJGRkeWG+WzUqBEHDx5k6tSpvPjiiwDMmDGDl156iaSkJDZs2MC4ceNUdg8AP/74IzExMSQmJpKamopWqyU6Otq8Pzp16kRaWhr+/v6sWbMGgOnTpxMQEEBaWhqHDh3CxcWFlJQUIiMjOXDgAN9//z1r1qzh8OHDpKSksH79eg4fPszGjRtJSkoyrzs8PJwVK1aQkpLC0qVLmTx5snm7Jk2aRFJSEs2bN6807xEREXh7e+Pt7c3ZvLPK2y6EEEIIIeqmu+7es3//fkaNGkVGRgY+Pj6EhYVRUlLCwIEDzYV+a2tr+vTpA5R1wbGxscHKygo3NzeysrIqXc/vu/dERUWVe3/gwIFYWFjg7Oxsri2vyLhx44iMjGTZsmXExMRw8OBB83vDhw83//vSSy8BsHPnTjIzM80xN27cIDc3l4YNaz4T4XfffUdKSgo+Pj5A2Y1S06ZNgbL90b9/fwC8vLzYsWMHALt27eLTTz8Fyp6bsLe3JyEhgZCQEOrXL5tAZdCgQezduxej0UhISAj16pXNoHOr21NeXh779u1j6NCh5rwUFRUBkJiYyIYNGwAYOXIks2bNqjDv4eHhhIeHA9C/Vb8ab7MQQgghhKjb7nqcfj8/Py5fvsylS5fw9/cnPj6er776ipEjRzJz5kxGjRqFlZUVGk1ZM4aFhQU2Njbm/5eWlt51pm+lA2AyVT6L3+DBg1m0aBE9evTAy8uLJ574bTbOW/m6/f9Go5H9+/djZ2d313kzmUyMHj2aN9988473bt8fWq22yn1Q1XbdnvdbjEYjjz32mPmmrCafEUIIIYR41Bgf0SLRXffpP3r0KAaDgSeeeIIzZ87QtGlTxo8fz9/+9jcOHTpU43QaNmxIbq76FOI1YWtrS3BwMJMmTbpjIq1bzw/ExMTg5+cHQFBQULkWhsoK0FXp2bMnsbGxXLx4EYCrV69y5syZaj+zatUqAAwGAzdu3MDf35/Nmzdz8+ZN8vPz2bRpE926dcPf359NmzZRUFBAbm4u//3vf4Gy7kqOjo588cUXQNlNQ1paGlA2U/D69esBzF2NhBBCCCHEo+Ou+vTr9XpCQ0P55JNP0Gq1xMXFodfr8fDwYMOGDcyYMaPGaXbv3p3MzMwqH+T9I0aMGIFGoyEoKKjc8qKiIjp27MgHH3zAe++9B8Dy5ctJTk5Gp9Ph7OzM6tWrATh//jwtW7Zk2bJlLFmyhJYtW3Ljxo0K1+fs7MySJUsICgpCp9PRu3dvsrOzq8zjBx98wO7du3Fzc8PLy4sffvgBT09PxowZg6+vLx07dmTcuHF4eHjg6elJaGgoer2ewYMH061bN3M60dHRfPTRR7i7u+Pi4sKWLVvM6a9cuRIfHx9ycnLuel8KIYQQQjzojGhq9VVbNKaq+pE8BJYuXUpOTg7/+Mc/zMtat25NcnIyTZo0qcWc1W0qffpzDIXK6VtrtErxTbX1lOILTQal+DMl15TiG2ltleIvl+QpxQN8yF+U4v9tq7jNpWo3gPaK29xYY1N90G3Si84rxQM0s2qkFD/W8ET1QbexM6pdHo/bqDWe9rdUO+4A/lFas1HEblneTm0diqcaiQeeVIq/rFU7919IW6wUD/C96ytK8ats1M6d8EK1nrEb7dSOCzvFRvhhxptK8QAfWaidz9aKBZXmJrV99HSx2rn2seVVpXhbxd+css+obcNFQ75SfIC2qVJ8ikntmu2lsVeKBzhJgVJ8eJHafvU//4VS/P2ypfnztbr+585/Xivrves+/Q+CkJAQTp06xa5du2o7K0IIIYQQQtSah76m/365cuUKPXv2vGP5d999V+6B4QeVS7OONY5tbqVem3C5VK3mW3UdpYo1/VqNWs1aobFEKb7ApBYP4GrtoBR/yajW4nLFoFY7+KxlY6X4a6YipfjLpWq1ZAAGxbkNW1upbYMtarVYVorHkQNqtfYAKQa1Gs4hqB1Hvqg9Y1XPTu3Y/qz4MaX44MJipXiAThnvKMVP8FZrGWii+L39qnguaBUHXmh4F/V3RYrnzg3Fa5i1YmuFjeK582OJ2nlgZ6F+rlkotm6cLrykFO9qp9ZKVopacc1eY60UD3DFqFbT30Gr9tu8LGu9Uvz9srmWa/oHSk3/g+WJJ564qwd9hRBCCCGE+LPd9eg9QgghhBBCiAeD1PQLIYQQQohHhlrntoeH1PQLIYQQQgjxkFMq9Gu1WvR6Pe7u7nh6erJv374/nIHU1FS+/vpr899RUVE4ODiY5wMYNWoUW7du5a233qo0jSNHjpjjH3/8cRwdHdHr9fTq1esP5w/Kxr/X6XTodDo6d+5snvSqLli4cCFLly5V+kyDBg3uU26EEEIIIeo2o0ZTq6/aotS9x87Ozvzw6rfffsucOXPYs2fPH8pAamoqycnJ9O3b17wsNDS03My4AAMGDKg0DTc3N3O+xowZQ//+/RkyZMgfytftHB0d2bNnD40bN2bbtm2Eh4dz4MCBe5a+EEIIIYQQ99Ndd++5ceMGjRuXDX+XnZ2Nv78/er0eV1dX9u7dC5TVKM+aNQsvLy969erFwYMHCQwMpE2bNmzdupXi4mLmz59PTExMlTPyRkVFMXXqVKCsUD99+nQ6d+5MmzZtiI2NrfAzp06dwtPT0/z3iRMn8PLyAsom55o1axa+vr74+vpy8uRJAC5dusTgwYPx8fHBx8eHxMREADp37mze1k6dOvHLL79UuW8+++wzfH190ev1TJgwAYPBYN4fc+fOxd3dnU6dOnHhwgUALly4QEhICO7u7ri7u5tbUJYtW4arqyuurq68//775vRff/112rdvT69evTh27Fi5be7Tpw9eXl5069aNo0ePAnD69Gn8/Pzw8fFh3rx5VeZdCCGEEEI8fJQK/QUFBej1epycnBg3bpy5APn5558THBxMamoqaWlp6PV6APLz8wkMDCQlJYWGDRvy2muvsWPHDjZt2sT8+fOxtrZm8eLFhIaGkpqaSmhoKID5JkCv1xMZGXlHPrKzs0lISODLL79k9uzZFeb1mWeewd7e3twCEBkZyZgxY8zvN2rUiIMHDzJ16lRefPFFAGbMmMFLL71EUlISGzZsYNy4cXek+9FHH/E///M/le6jH3/8kZiYGBITE0lNTUWr1RIdHW3eH506dSItLQ1/f3/WrFkDwPTp0wkICCAtLY1Dhw7h4uJCSkoKkZGRHDhwgO+//541a9Zw+PBhUlJSWL9+PYcPH2bjxo0kJSWZ1x0eHs6KFStISUlh6dKlTJ482bxdkyZNIikpiebNm1ea94iICLy9vfH29uZawcVK44QQQgghHlSmWn7Vlrvu3rN//35GjRpFRkYGPj4+hIWFUVJSwsCBA82Ffmtra/r06QOUdcGxsbHBysoKNzc3srKyKl3P77v3REVFlXt/4MCBWFhY4OzsbK4tr8i4ceOIjIxk2bJlxMTEcPDgQfN7w4cPN//70ksvAbBz504yMzPNMTdu3CA3N5eGDRsCsHv3bj766CMSEhIqXed3331HSkoKPj4+QNmNUtOmTc37o3///gB4eXmxY8cOAHbt2sWnn34KlD03YW9vT0JCAiEhIdSvXx+AQYMGsXfvXoxGIyEhIdSrVw/4rdtTXl4e+/btY+jQoea8FBWVTQiTmJjIhg0bABg5ciSzZs2qMO/h4eGEh4cDapNzCSGEEEKIuu2uh+z08/Pj8uXLXLp0CX9/f+Lj4/nqq68YOXIkM2fOZNSoUVhZWaH5fw8sWFhYYGNjY/5/aWnpXWf6VjoAVU0oPHjwYBYtWkSPHj3w8vIqN1Ou5rYHKW7932g0sn//fuzs7O5IKz09nXHjxrFt27YqZ9w1mUyMHj2aN9988473bt8fWq22yn1Q1XZpKngIxGg08thjj1U6YVhFnxFCCCGEeNTIkJ2Kjh49isFg4IknnuDMmTM0bdqU8ePH87e//Y1Dhw7VOJ2GDRuSm6s27XtN2draEhwczKRJkxg7dmy59249PxATE4Ofnx8AQUFB5VoYbhWgz549y6BBg1i7di3t2rWrcp09e/YkNjaWixfLusdcvXqVM2fOVPuZVatWAWAwGLhx4wb+/v5s3ryZmzdvkp+fz6ZNm+jWrRv+/v5s2rSJgoICcnNz+e9//wuUdVdydHTkiy++AMpuGm6NMtSlSxfWry+b+vpWVyMhhBBCCPHouKs+/Xq9ntDQUD755BO0Wi1xcXHo9Xo8PDzYsGEDM2bMqHGa3bt3JzMzs8oHef+IESNGoNFoCAoKKre8qKiIjh078sEHH/Dee+8BsHz5cpKTk9HpdDg7O7N69WoAFi9ezJUrV5g8eTJ6vR5vb+9K1+fs7MySJUsICgpCp9PRu3dvsrOzq8zjBx98wO7du3Fzc8PLy4sffvgBT09PxowZg6+vLx07dmTcuHF4eHjg6elJaGgoer2ewYMH061bN3M60dHRfPTRR7i7u+Pi4sKWLVvM6a9cuRIfHx9ycnLuaj8KIYQQQogHl8ZUVT+Sh8DSpUvJycnhH//4h3lZ69atSU5OpkmTJrWYs7pNpU9/cyt75fQvl+Ypxauuo9RkUIrXatQavQqNJUrxBSa1eABXawel+EvGQqX4K4abSvHPWjZWir9mKlKKv1yarxQPYFBspG1tpbYNtmiV4q0UjyMHrJTiAVIMV5Xih6B2HPmi1vJaz07t2P6s+DGl+ODCYqV4gE4Z7yjFT/B+RSm+ieL39qviuaBV7I7Z8C566hYpnjs3FK9h1oodCWwUz50fS9TOAzsL9XPNArXv4XThJaV4V7snleJLFR8BtddYK8UDXDEWKMV30Kr9Ni/LWq8Uf7+se3JEra5/+K+10+virvv0PwhCQkI4deoUu3btqu2sCCGEEEIIUWse6kL/pk2bKlxe1chBNXXlyhV69ux5x/Lvvvuuygd9HxQdbJvVOPaXkhvK6be1UWtlyVesWVeVa1SriVOlUawxAvUHjbSK61Bt5MtH7eH7Fhb1lOLzLNS/A4PiNpju82BpN0xqtdKq+xTAVqN22T5uobaODGyV4hsW11eKzzKptTCtslE/dyIVa+7/lazWMvBPr/lK8S9o1K5fW0yNlOKzFdMH+KlUraunvVbtuGituXNAjKrcQK11tqtVzX+jAKzu4hqsmqcCa7Xv4bpi62ye4u9UqVbt3Cxbh9o17Lr27gdlqU3GuzgeHgYPdaH/fnriiScqHSlHCCGEEEKIuuSuR+8RQgghhBBCPBikpl8IIYQQQjwyHuoRbKogNf1CCCGEEEI85B6IQn+DBg3K/R0VFcXUqVPvKq3U1FS+/vpr899bt27lrbfe+kP5q01xcXH0799f6TOBgYEkJyffpxwJIYQQQtRdRk3tvmrLA1Hov5d+X+gfMGAAs2fPrsUcCSGEEEIIcX898IX+S5cuMXjwYHx8fPDx8SExMRGAgwcP0rlzZzw8POjcuTPHjh2juLiY+fPnExMTY54B+PZWgzFjxjB9+nQ6d+5MmzZtiI2NBcBoNDJ58mRcXFzo378/ffv2Nb9XkZSUFAICAvDy8iI4ONg8I29gYCCzZs3C19eXdu3asXfvXgAMBgMvv/wybm5u6HQ6VqxYAZQN/+nh4YGbmxthYWEUFZUN1/XNN9/g5ORE165d2bhxo3m9+fn5hIWF4ePjg4eHh3lG3oKCAoYNG4ZOpyM0NJSCArXJN4QQQgghxIPtgXiQt6CgAL1eb/776tWrDBgwAIAZM2bw0ksv0bVrV86ePUtwcDA//vgjTk5OxMfHY2lpyc6dO3n11VfZsGEDixcvJjk5mQ8//BAo6yp0u+zsbBISEjh69CgDBgxgyJAhbNy4kaysLI4cOcLFixfp0KEDYWFhFea1pKSEadOmsWXLFhwcHIiJiWHu3Ll8/PHHAJSWlnLw4EG+/vprFi1axM6dO4mIiOD06dMcPnwYS0tLrl69SmFhIWPGjOG7776jXbt2jBo1ilWrVjFx4kTGjx/Prl27ePbZZwkNDTWv+/XXX6dHjx58/PHHXL9+HV9fX3r16sW//vUv6tWrR3p6Ounp6Xh6elaY94iICCIiIgAw5pXQpsHTd/V9CSGEEELUVarz4DwsHohCv52dXbkx8aOiosx90nfu3ElmZqb5vRs3bpCbm0tOTg6jR4/mxIkTaDQaSkpqNmnGwIEDsbCwwNnZmQsXLgCQkJDA0KFDsbCwoHnz5nTv3r3Szx87doyMjAx69+4NlNXit2jRwvz+oEGDAPDy8jJPErZz504mTpyIpWXZ1/H444+TlpaGo6Mj7dq1A2D06NGsXLmSwMBAHB0dadu2LQAvvPCCuaC+fft2tm7dytKlSwEoLCzk7NmzxMfHM336dAB0Oh06na7CvIeHhxMeHg7AkKcH1Gh/CSGEEEKIuu+BKPRXxWg0sn//fuzsys/+N23aNLp3786mTZvIysoiMDCwRunZ2NiY/39rxlKVmUtNJhMuLi7s37+/yvS1Wi2lpaXmz2g05Z/sqGqdv4+9/TMbNmygffv2Nf6MEEIIIcSjRIbsfEAFBQWZu+oA5haBnJwcnnrqKaB8F56GDRuSm5urtI6uXbuyYcMGjEYjFy5cIC4urtLY9u3bc+nSJXOhv6SkhB9++KHabVi9erX5JuDq1as4OTmRlZXFyZMnAVi7di0BAQE4OTlx+vRpTp06BcC6devM6QQHB7NixQrzDcPhw4cB8Pf3Jzo6GoCMjAzS09OVtl8IIYQQQjzYHvhC//Lly0lOTkan0+Hs7Mzq1asBeOWVV5gzZw5dunTBYDCY47t3705mZqb5Qd6aGDx4MC1btsTV1ZUJEybQsWNH7O3tK4y1trYmNjaWWbNm4e7ujl6vZ9++fVWmP27cOFq1aoVOp8Pd3Z3PP/8cW1tbIiMjGTp0KG5ublhYWDBx4kRsbW2JiIigX79+dO3alaef/q3f/bx58ygpKUGn0+Hq6sq8efMAmDRpEnl5eeh0Ot555x18fX1rtN1CCCGEEOLhoDGp9F15hOXl5dGgQQOuXLmCr68viYmJNG/evLazdd+o9On/peSGcvotrRopxecba/ZMxi3FJkP1Qbe5aVJLX5XBpP7YUAfrJkrx141FSvEXSvOU4p9U/M6e0NhUH3SbE6XXlOIBDIqXr2aW9ZXi7RR7QBZQqhSvvYt6l3zFY7WdRUOl+GLFhu+GaJXis0w3leI1qHdNtNWo5elfye8oxf/Ta75SfF9NjlL8FpPauZatUb9+HSu9rhRvr7VVim+rUTvXbqB2zW6keNxZ3cVxpJqnwyWXleItNWrnf57iNb6JVu07KFtHsVJ8W6vGSvEfZ1U+8uGf6aOWL9Tq+v/2y2e1st4Hvk//n6V///5cv36d4uJi5s2b91AX+IUQQgghxMNFCv01VFE//pCQEE6fPl1u2dtvv01wcPCflKv7x5Wa1w7ma9VrmXIVa+6fUqyxuGhUm4ug0KBWQ2urUTt1zpWo12K/aKmWpzcUazdVa+6f1NhVH3Sbeoq12HdTo3tNsbXi/zM0U4pXzdFP1mrbPKzVOcU1wLSf1WruZ7a8oBSffUbtuFivracU76DYAjSoQL2V7Gs7tfNTteb+/0tZrBQfq5unFF9irRTOq83UapgBXjzfoPqg23ihdly0UqswxtGk9oH1Nmpnp+EuWtW0ileAPEOhUvwgm9ZK8fs0V5Xin+MJpXiAn63UzrehJrVrsKhdUuj/AzZt2lTbWRBCCCGEEAoe1XH6H/gHeYUQQgghhBBVk5p+IYQQQgjxyJCafiGEEEIIIcRD6U8r9DdoUP6hoaioKKZOnXpXaaWmpvL111+b/966dStvvfXWXeetuLiYF198kWeeeYZnn32W/v37c/bsWfP758+fZ9iwYTzzzDM4OzvTt29fjh8/ftfru5fGjBlDbGzNh8DKysrC1dX1PuZICCGEEELUNQ9kTf/vC/0DBgxg9uzZd53eq6++Sm5uLsePH+fkyZMMHjyY5557DqPRiMlkIiQkhMDAQE6dOkVmZiZvvPEGFy6ojYghhBBCCCFqn0lTu6/aUicK/ZcuXWLw4MH4+Pjg4+NDYmIiAAcPHqRz5854eHjQuXNnjh07RnFxMfPnzycmJsY8q+7trQZjxoxh+vTpdO7cmTZt2phrwY1GI5MnT8bFxYX+/fvTt29fYmNjuXnzJpGRkbz33ntotWVDHo4dO5YGDRqwc+dOdu/ejZWVFRMnTjTnV6/X061bt0q3591338XHxwedTseCBQuAshr2Dh06MH78eFxcXAgKCqKgoGxYyZMnT9KrVy/c3d3x9PTk1KlTmEwmZs6ciaurK25ububZg00mE1OnTsXZ2Zl+/fpx8eJF83pTUlIICAjAy8uL4OBgsrOzzcvd3d3x8/Nj5cqV9+Q7E0IIIYQQD44/rdBfUFCAXq83v+bP/21c5BkzZvDSSy+RlJTEhg0bGDduHABOTk7Ex8dz+PBhFi9ezKuvvoq1tTWLFy8mNDSU1NRUQkND71hXdnY2CQkJfPnll+YWgI0bN5KVlcWRI0f497//zf79+4GyAnerVq1o1Kj8GMTe3t5kZmaSkZGBl5dXjbdz+/btnDhxgoMHD5KamkpKSgrx8fEAnDhxgilTpvDDDz/w2GOPsWHDBgBGjBjBlClTSEtLY9++fbRo0YKNGzeSmppKWloaO3fuZObMmWRnZ7Np0yaOHTvGkSNHWLNmDfv27QOgpKSEadOmERsbS0pKCmFhYcydOxcou4lZvny5eZsrExERgbe3N97e3qTknazxNgshhBBCPCiMtfyqLX/a6D12dnakpqaa/46KiiI5ORmAnTt3kpmZaX7vxo0b5ObmkpOTw+jRozlx4gQajYaSkppN6DRw4EAsLCxwdnY2d8NJSEhg6NChWFhY0Lx5c7p37w6U1ZxrNHe2tZhMalPR37J9+3a2b9+Oh4cHAHl5eZw4cYJWrVrh6OiIXq8HwMvLi6ysLHJzczl37hwhISEA2NramvM7fPhwtFotzZo1IyAggKSkJOLj483Ln3zySXr06AHAsWPHyMjIoHfv3gAYDAZatGhBTk4O169fJyAgAICRI0eybdu2CvMeHh5OeHg4AAufHnFX2y+EEEIIIeqeOjFkp9FoZP/+/djZlZ/xc9q0aXTv3p1NmzaRlZVFYGBgjdKzsfltxsdbhffKCvHPPvssZ86cITc3l4YNf5vp8tChQwwZMoSioiKlB2VNJhNz5sxhwoQJ5ZZnZWWVy5dWq6WgoKDSfFV101HZTYqLi8sdtfnXr1+vMF4IIYQQQjw66kSf/qCgID788EPz37daBHJycnjqqaeAspaBWxo2bEhubq7SOrp27cqGDRswGo1cuHCBuLg4AOrXr8/o0aP5+9//jsFgAODTTz/F1taWLl260KNHD4qKilizZo05raSkJPbs2VPheoKDg/n444/JyyubmvrcuXPl+t3/XqNGjWjZsiWbN28GoKioiJs3b+Lv709MTAwGg4FLly4RHx+Pr68v/v7+rF+/HoPBQHZ2Nrt37wagffv2XLp0yVzoLykpMXcjsre3JyEhAYDo6Gil/SaEEEII8TB5VLv31IlC//Lly0lOTkan0+Hs7Mzq1asBeOWVV5gzZw5dunQxF8gBunfvTmZmpvlB3poYPHgwLVu2xNXVlQkTJtCxY0fs7e0BePPNN7Gzs6N9+/Y89dRTLFu2jC1btqDRaNBoNGzatIkdO3bwzDPP4OLiwsKFC3nyyScrXE9QUBDPP/88fn5+uLm5MWTIkGpvUNauXcvy5cvR6XR07tyZ8+fPExISgk6nw93dnR49evDOO+/QvHlzQkJCaNu2LW5ubkyaNMncbcfa2prY2FhmzZqFu7s7er3e3N8/MjKSKVOm4Ofnd0drihBCCCGEePhpTHfbef0BlJeXR4MGDbhy5Qq+vr4kJibSvHnzcjHnz5+nT58+TJ482dy//VGk0qf/gPGqcvqqd7pPaesrxV80FijFXzOoxdtq1HrGnSu+phQPsM624hvLyryh2IvLgNqp/6RG7YaxnmKdQlLpZaV4gEslai1+SzRtlOJVO8b9ZK22zcNanVNcA0z7uWH1QbdZ8Re1fZR9plH1QbdZr62nFF+oePYPKlCvF/vaTu38fNykVYr//1IWK8XH6uYpxf9orRROeLNstQ8AL55vUH3QbbxQOy5a1ewRPDNHk9o1eL2N2ndsfRd1nKrXyLjCn5XiB9m0Vorfp/hb+xxPKMUD/KxVO9+GmvKU4vVntirF3y8r/vJCra5/2s+f1cp660Sf/j9L//79uX79OsXFxcybN++OAj9A8+bNyz1wLIQQQgghxIPukSr03+rHfy8cOXKEkSNHlltmY2PDgQMH7tk6alMTY83rOO0srJTT16FWW3ncdFMp3k6xJv6ySa12Q2uhVmvUyFKtNhTgoFFtHxVaXFeKt9GobUMzk9o+zSBfKV6rmB+AJlZqtZXHtWrrsFFsBz1rUaoUv+ZntdYcgMaaYqX4/5xVq6G1VdzmDoo1ut9bqe2jjXbqx8VVU5FS/AsatY1Qrbkfkv4PpfgU3ctK8Zt/VT+ODJocpfjrFobqg27jYVA7kI5ZqrUk+qqdBjQ0qrcYqR55hxW34asStZY+Wwu1a3C8Vu0aDGBQ7Pyx16h2fdErRYt77ZEq9N9Lbm5u0iIghBBCCPGAUajXfKjUiQd5hRBCCCGEEPeP1PQLIYQQQohHRm0Om1mbpKZfCCGEEEKIh1ytFfrPnz/PsGHDeOaZZ3B2dqZv374cP35cOZ2oqCh+/fVX5c8tXLiQpUuXmv8uLS2lSZMmzJkzp1zcuHHjyMzMVE7/zxAXF0f//v2VPhMYGEhycvJ9ypEQQgghhKiLaqXQbzKZCAkJITAwkFOnTpGZmckbb7zBhQsXlNOqqtB/+4Re1dm+fTvt27fnP//5D7dPXfDvf/8bZ2fnP5S2EEIIIYSoG2RG3j/R7t27sbKyYuLEieZler2ebt268e677+Lj44NOp2PBggUAZGVl0aFDB8aPH4+LiwtBQUEUFBQQGxtLcnIyI0aMQK/XU1BQQOvWrVm8eDFdu3bliy++YM2aNfj4+ODu7s7gwYO5ebPioR/XrVvHjBkzaNWqFd9//715+e014w0aNGD+/Pl07NiR/fv3V5hOSkoKAQEBeHl5ERwcTHZ2tjmdWbNm4evrS7t27di7dy9QdvPw8ssv4+bmhk6nY8WKFQB89913eHh44ObmRlhYGEVFZUPQffPNNzg5OdG1a1c2btxoXm9+fj5hYWH4+Pjg4eHBli1bACgoKGDYsGHodDpCQ0MpKFCbAEUIIYQQQjz4aqXQn5GRgZeX1x3Lt2/fzokTJzh48CCpqamkpKQQHx8PwIkTJ5gyZQo//PADjz32GBs2bGDIkCF4e3sTHR1NamoqdnZlY+Ta2tqSkJDAsGHDGDRoEElJSaSlpdGhQwc++uijO9ZbUFDAd999R//+/Rk+fDjr1q2rMN/5+fm4urpy4MABunbtesf7JSUlTJs2jdjYWFJSUggLC2Pu3Lnm90tLSzl48CDvv/8+ixYtAiAiIoLTp09z+PBh0tPTGTFiBIWFhYwZM4aYmBiOHDlCaWkpq1atorCwkPHjx/Pf//6XvXv3cv78eXPar7/+Oj169CApKYndu3czc+ZM8vPzWbVqFfXq1SM9PZ25c+eSkpJS6fcSERGBt7c33t7eJOadqDROCCGEEOJBZarlV22pUw/ybt++ne3bt+Ph4YGnpydHjx7lxImywqejoyN6vR4ALy8vsrKyKk0nNDTU/P+MjAy6deuGm5sb0dHR/PDDD3fEf/nll3Tv3p169eoxePBgNm3aVGH3Ha1Wy+DBgytd77Fjx8jIyKB3797o9XqWLFnCL7/8Yn5/0KBBd+R/586dTJw4EUvLsoGUHn/8cY4dO4ajoyPt2rUDYPTo0cTHx3P06FEcHR1p27YtGo2GF174bRrp7du389Zbb6HX6wkMDKSwsJCzZ88SHx9vjtPpdOh0ukrzHx4eTnJyMsnJyXRp0LbSOCGEEEII8WCplSE7XVxciI2NvWO5yWRizpw5TJgwodzyrKwsbGxszH9rtdoqu6nUr1/f/P8xY8awefNm3N3diYqKqnBW3nXr1pGYmEjr1q0BuHLlCrt376ZXr17l4mxtbdFqtZWu12Qy4eLiUmnXn1vboNVqKS0tNX9Goyk/S4Spihnxfh97+2c2bNhA+/bta/wZIYQQQgjxaKiVmv4ePXpQVFTEmjVrzMuSkpJo1KgRH3/8MXl5eQCcO3eOixcvVplWw4YNyc3NrfT93NxcWrRoQUlJCdHR0Xe8f+PGDRISEjh79ixZWVlkZWWxcuXKSrv4VKV9+/ZcunTJXOgvKSmpsGXhdkFBQaxevdp8E3D16lWcnJzIysri5MmTAKxdu5aAgACcnJw4ffo0p06dAiiXx+DgYFasWGG+YTh8+DAA/v7+5u3OyMggPT1debuEEEIIIR4WRk3tvmpLrRT6NRoNmzZtYseOHTzzzDO4uLiwcOFCnn/+eZ5//nn8/Pxwc3NjyJAhVRbooawmf+LEieYHeX/vH//4Bx07dqR37944OTnd8f7GjRvp0aNHuZaE5557jq1bt5ofnq0pa2trYmNjmTVrFu7u7uj1evbt21flZ8aNG0erVq3Q6XS4u7vz+eefY2trS2RkJEOHDsXNzQ0LCwsmTpyIra0tERER9OvXj65du/L000+b05k3bx4lJSXodDpcXV2ZN28eAJMmTSIvLw+dTsc777yDr6+v0jYJIYQQQogHn8ZUVV8S8cj68C8vVB/0/+yyuKGcvo6GSvHHqXjUpcqUKA6K9XNJjlJ8I62tUvx1g/qoSX+z+ItS/JcW15XibTRq9/zuit9ZBvlK8VeM6vuo1KQ2dG5fbXOleBvFq2OWRalSfGNT5d0FK/Ozplgp3tVoU33QbWwVx5OzVtxH31upVabY3EXd1FVTiVL8Kxq1+B+KGynFD0n/h1J8iu5lpfhkbT2leIDvNGrXvHYWDZTiuxeoHRjZlmq9ja0Uj7uGRvWBEi0UH7n8p+UlpfhCo9r1wtZCbR89qVW7ZgMYFLe5q1HtuJj282dK8ffLO0/XvIxzP7xypnb2Q6306Rd13zltzS+Ql0rUCncAF63UCs2qj7vnGdUKRg6Wahcug+JNhVaxgA1QrNgE6GChtk9/LLmiFG9UvFq01NgpxTfT2nDUoFYQ0aC2k+737Bp5imtognqhP9+kVlAo0qgV+u0Vz7USxePUVnGbbRW/YwCt4nNMW0xqhfgSa6Vw5UK8V/rS6oNuk+QxXykewFLxmnRD8dj+0UZtJ6kWyQ3Kh4UFJYo/JE0N97czhOrvyLVStcqvZlq13zWAhhq1C33RA/rIYG2OlV+bpNB/l0JCQjh9+nS5ZW+//TbBwcG1lCMhHmyqBX4hhKgp1QK/EA8jKfTfpU2bNtV2FoQQQgghhKJH9RawTo3TL4QQQgghhLj3pNAvhBBCCCHEQ67OFPq1Wi16vd78euuttwAIDAwkOTlZOb3U1FS+/vrrSt9PTk5m+vTpd5XXu83T/RAVFcXUqVOVPtO6dWsuX758n3IkhBBCCFF3GTHV6qu21Jk+/XZ2dqSmpt6z9FJTU0lOTqZv3753vFdaWoq3tzfe3t73bH1CCCGEEELUVXWmpr8mtm/fjp+fH56engwdOtQ8c29SUhKdO3fG3d0dX19fcnJymD9/PjExMej1emJiYli4cCHh4eEEBQUxatQo4uLi6N+/PwB5eXmMHTsWNzc3dDodGzZsAMomtvL29sbFxYUFCxb84Xy2bt2aBQsW4OnpiZubG0ePHq1y/evWrcPNzQ1XV1dmzZplTj8yMpJ27doREBBAYmKiefmlS5cYPHgwPj4++Pj4mN+7cuUKQUFBeHh4MGHCBGRqBiGEEEI8qoy1/KotdabQX1BQUK57T0xMTLn3L1++zJIlS9i5cyeHDh3C29ubZcuWUVxcTGhoKB988AFpaWns3LmT+vXrs3jxYkJDQ0lNTSU0NBSAlJQUtmzZwueff14u7X/84x/Y29tz5MgR0tPT6dGjBwCvv/46ycnJpKens2fPHtLT06vdjsryeUuTJk04dOgQkyZNYunSpZWu/9dff2XWrFns2rWL1NRUkpKS2Lx5M9nZ2SxYsIDExER27NhBZmamOe0ZM2bw0ksvkZSUxIYNGxg3bhwAixYtomvXrhw+fJgBAwZw9uzZCvMeERFhbgFJzT1Z7bYKIYQQQogHwwPTvef7778nMzOTLl26AFBcXIyfnx/Hjh2jRYsW+Pj4ANCoUeWTrAwYMAA7uzsnDNq5cyfr1683/924cWMA/vOf/xAREUFpaSnZ2dlkZmai0+mq3I7K8nnLoEGDAPDy8mLjxo2Vrj8+Pp7AwEAcHBwAGDFiBPHx8QDlloeGhnL8+HFzOrffBNy4cYPc3Fzi4+PN6+rXr595+34vPDyc8PBwAOa0fr7K7RRCCCGEEA+OOlPor47JZKJ3796sW7eu3PL09HQ0NZx9sX79+pWm/fs0Tp8+zdKlS0lKSqJx48aMGTOGwsLCu87nLTY2ZbNjarVaSktLK11/VV1wKtteo9HI/v37K7yxqek+EkIIIYR4mD0InZy/+eYbZsyYgcFgYNy4ccyePbvc+9HR0bz99tsANGjQgFWrVuHu7l5lmnWme091OnXqRGJiIidPlnU7uXnzJsePH8fJyYlff/2VpKQkAHJzcyktLaVhw4bk5ubWKO2goCA+/PBD89/Xrl3jxo0b1K9fH3t7ey5cuMC2bdv+UD5V19+xY0f27NnD5cuXMRgMrFu3joCAADp27EhcXBxXrlyhpKSEL774otJ0brWc+Pv7Ex0dDcC2bdu4du1ajbZFCCGEEEL8uQwGA1OmTGHbtm1kZmaybt26cj05ABwdHc1dz+fNm2fuqVGVOlPo/32f/t/f0Tg4OBAVFcXw4cPR6XR06tSJo0ePYm1tTUxMDNOmTcPd3Z3evXtTWFhI9+7dyczMrPD5gN977bXXuHbtGq6urri7u7N7927c3d3x8PDAxcWFsLAwc3ed6lSWT9X1t2jRgjfffJPu3bvj7u6Op6cnzz33HC1atGDhwoX4+fnRq1cvPD09zeksX76c5ORkdDodzs7OrF69GoAFCxYQHx+Pp6cn27dvp1WrVjXaFiGEEEKIh01df5D34MGDPPvss7Rp0wZra2uGDRvGli1bysV07tzZ3F27U6dO/PLLL9WmqzHJUC6iAip9+hNKLiin72b1hFL8dVOJUvw1Y/VdsW5nqdEqxRsUn7+/ZihQigd43uIppfjDWrVt/rHkilJ8C8uGSvEtNXd2M6vKUUOOUjxAicmgFB+kbaYUX0/x6phhUaQU39pkrbYC4AduKsXrqbhbY2WaliqFU6LYczDDUm0Ftqh3TTxPsVL8syZbpXjVbe5brHb+e6UvVYpf7TFfKR4g3qJmLeG3NNHYKMW3M6od26ojmhgUv4OSu+jQ0VRxJdGcV4rPN6odp8VGtXPHyaapUjxAQ41ar28no9q58/LZz5Ti75eFT4+o1fU/OTeAiIgI89+3P1MJEBsbyzfffMO///1vANauXcuBAwfK9ea43dKlSzl69Kg5vjIPTJ9+IYQQQgghHnS/L+T/XkX18ZU9m7l7924++ugjEhISql2vFPr/gI4dO1JUVL5mb+3atbi5udVSju6d5saa9/xqoq2nnP4lk1qN6JOKtcYlFmr1RqeLryrFP2HZQCk+36BWCw8wwvtnpfiTaS2U4p+xrHgUp8o8prFSim9hUou/anEXx5FRrQbVr1DtuDMq1jJ3QK3FqOtMteMaYPaHarV9ox3VjiOtYuPD+8fUWqTaGtR+drpo1GqkAT6yUKt9zNaotSS+2kxtRvPNvz6pFJ+kWHM/8fBipXiAdO9Z1QfdZqhiY2U9rVqLlMPj+UrxW284KMXbmdRbjC5q1VoHGpvUzmc/S7Wa+POoXb+GFqhdgwH22Kntp4nD1b7nusJYx8c2admyJT///Nu1+5dffuHJJ++8jqSnpzNu3Di2bdvGE09U34NCCv1/wIEDB2o7C0IIIYQQ4iHi4+PDiRMnOH36NE899RTr16+/Y46ps2fPMmjQINauXUu7du1qlK4U+oUQQgghxCPDWMcH7bS0tOTDDz8kODgYg8FAWFgYLi4u5gFaJk6cyOLFi7ly5QqTJ082fyY5ObnqdO97zoUQQgghhBA11rdvX/r27Vtu2cSJE83///e//13tg7u/V2eG7BRCCCGEEELcH/e00N+gwW8PN3799de0bduWs2fPsnr1aj799FMAoqKi+PXXX6tMJyoqiqlTp96zfG3evBmdToeTkxOurq7ExsbedVpZWVm4urres7z9UYGBgdU259wuLi6O/v3738ccCSGEEELUXaZaftWW+9K957vvvmPatGnmiaBub46IiorC1dW1wqeQ74e0tDRefvllduzYgaOjI6dPn6ZXr144Ojri5eX1p+RBCCGEEEKI2nTPu/fs3buX8ePH89VXX/HMM88AsHDhQpYuXUpsbCzJycmMGDECvV5PQUEBSUlJdO7cGXd3d3x9fcnNLRue7ddff6VPnz60bduWV155xZz+9u3b8fPzw9PTk6FDh5KXlwdA69atWbBgAZ6enri5uZlnwV26dCmvvvoqjo6OQNm0xa+++ir//Oc/gfI15ZcvX6Z169ZAWY1+t27d8PT0xNPTk3379tVo+w0GAzNnzsTHxwedTse//vUvoKyGPTAwkCFDhuDk5MSIESPM47BWtA8KCwsZO3Ysbm5ueHh4sHv3bqBs5uJhw4ah0+kIDQ2loOC3cdQq2zfffPMNTk5OdO3alY0bN6p8nUIIIYQQD5W6PiPv/XJPC/1FRUU899xzbN68GScnpzveHzJkCN7e3kRHR5OamopWqyU0NJQPPviAtLQ0du7ciZ1d2Ti3qampxMTEcOTIEWJiYvj555+5fPkyS5YsYefOnRw6dAhvb2+WLVtmTr9JkyYcOnSISZMmsXRp2YyGP/zwwx01+t7e3mRmZla5LU2bNmXHjh0cOnSImJgYpk+fXqN98NFHH2Fvb09SUhJJSUmsWbOG06dPA3D48GHef/99MjMz+emnn0hMTKS4uLjCfbBy5UoAjhw5wrp16xg9ejSFhYWsWrWKevXqkZ6ezty5c0lJSQGodN8UFhYyfvx4/vvf/7J3717On698xsCIiAi8vb3x9vZmX96JGm2vEEIIIYSo++5p9x4rKys6d+7MRx99xAcffFBt/LFjx2jRogU+Pj4ANGrUyPxez549sbe3B8DZ2ZkzZ85w/fp1MjMz6dKlCwDFxcX4+fmZPzNo0CAAvLy8zDXaJpPpjlnMKprp7PdKSkqYOnWq+ebk+PHj1X4Gymrb09PTzc8N5OTkcOLECaytrfH19aVly5YA6PV6srKysLe3r3AfJCQkMG3aNACcnJx4+umnOX78OPHx8eYbEJ1Oh06nA+D777+vcN8cPXoUR0dH2rZtC8ALL7xQburn290+Q9wHrV6o0fYKIYQQQoi6754W+i0sLPjPf/5Dr169eOONN3j11VerjK+oQH6LjY2N+f9arZbS0lJMJhO9e/dm3bp1VX7mVjyAi4sLycnJ5sIxYK4Jh7JxTY3GssaWwsLfZk197733aNasGWlpaRiNRmxtazbDo8lkYsWKFQQHB5dbHhcXV+k2VbQPqroxqSy+on2Tmppa6T4WQgghhHjU1PVx+u+Xe96nv169enz55ZdER0fz0Ucf3fF+w4YNzf32nZyc+PXXX0lKSgIgNzfXXFivSKdOnUhMTOTkyZMA3Lx5s9oa+Jdffpk333yTrKwsoKyv/vvvv8/MmTOBsmcBbnWRuX1Un5ycHFq0aIGFhQVr167FYDDUaPuDg4NZtWoVJSVl07ofP36c/PzKpxevbB/4+/sTHR1tTuPs2bO0b9++3PKMjAzS09Or3DdOTk6cPn2aU6dOAVR6wySEEEIIIR5e92X0nscff5xvvvkGf39/mjRpUu69MWPGMHHiROzs7Ni/fz8xMTFMmzaNgoIC7Ozs2LlzZ6XpOjg4EBUVxfDhwykqKgJgyZIlVU4/rNfrefvtt/nf//1fioqKyMrKYvfu3bRv3x4ouyn461//ytq1a+nRo4f5c5MnT2bw4MF88cUXdO/enfr169do28eNG0dWVhaenp6YTCYcHBzYvHlzpfHW1tYV7oPJkyczceJE3NzcsLS0JCoqChsbGyZNmsTYsWPR6XTo9Xp8fX2r3TcRERH069ePJk2a0LVrVzIyMmq0LUIIIYQQ4uGgMdWkg/tDZPbs2Rw4cIBvv/0Wa2vr2s5OnaXSpz+OHOX0LTVqjUxPauyU4n81FVQfdJvTxVeV4p+wbFB90G2yS64rxQPEdVQ7PheltVCKv2IqVop/TGOlFP+USS3+B24qxQNcMqp9z3OK1b43I2pd40oVG0+7zlTLD8DsD3OV4uc6Vv7wfkW0ipfF9489pRTf3KC2j7po1LYX4COLmnXHvEW1qf/VZpeV4jf/qjZEteqP8sTDixU/AZO9ZynFDy9QOxfqaStvta+Iw+OVt4hXZOsNB6V4y7so6dywUPtQsumGUryTRUOl+PMUKcUPLVC7BgPssVP7nueFquWpwdt1YwTBV1oPr9X1v5NVO70u7ktNf1321ltv1XYWhBBCCCGE+FM9cjX998q3337LrFnla0ocHR3ZtGlTLeXo3vrfVjWftfd8qVrtBkATbc26S91SojiyrcGkFl9gLFGKV304+uzNi0rxAM/ZX8kMHwAA/f1JREFUuyjFp5Wo1T6WmGr2nIo53qhWc/eMzRNK8T8ptrYAlCpug7etWq20qhLF485KscULINugViOq0z6mFK/6g1CoeG6eMarl/y8WatcKgCLFPP1UqtZa2Vir1pJgUPyZVW0JfUyj3mr9f8lvK8X385isFN9YsbXFVqNVir9qVKthVr1WAFgr5inHWFh90G2aaOspxRcpXl8sFVsqAW6a1K7zrbRqrZVrsr5Qir9fXq7lmv6lUtP/YAkODr5jhB4hhBBCCCHqons+eo8QQgghhBCibpGafiGEEEII8ciQcfqFEEIIIYQQD6U/vdCv1WrR6/Xm161Js+6FzZs3k5mZaf57/vz5VY77fzfi4uLo37/mD7neb61bt+by5Zo/wBkVFcXUqVPvY46EEEIIIeouUy2/asuf3r3Hzs6O1NTU+5L25s2b6d+/P87OzgAsXqw+drEQQgghhBAPmzrRvef22urk5GQCAwMBWLhwIWFhYQQGBtKmTRuWL19u/synn36KTqfD3d2dkSNHsm/fPrZu3crMmTPR6/WcOnWKMWPGEBsbC8B3332Hh4cHbm5uhIWFmWetbd26NQsWLMDT0xM3NzeOHj0KwMGDB+ncuTMeHh507tyZY8eO1Whb8vPzCQsLw8fHBw8PD7Zs2QKU1bAPGjSIPn360LZtW1555RXzZ7755hs8PT1xd3enZ8+eAFy9epWBAwei0+no1KkT6enpAFy5coWgoCA8PDyYMGECt4+4+tlnn+Hr64ter2fChAkYDGVDlEVGRtKuXTsCAgJITExU+3KEEEIIIcQD708v9BcUFJi79oSEhFQbf/ToUb799lsOHjzIokWLKCkp4YcffuD1119n165dpKWl8cEHH9C5c2cGDBjAu+++S2pqKs8884w5jcLCQsaMGUNMTAxHjhyhtLSUVatWmd9v0qQJhw4dYtKkSSxduhQAJycn4uPjOXz4MIsXL+bVV1+t0fa9/vrr9OjRg6SkJHbv3s3MmTPJzy8blzo1NdWch5iYGH7++WcuXbrE+PHj2bBhA2lpaXzxRdkYtgsWLMDDw4P09HTeeOMNRo0aBcCiRYvo2rUrhw8fZsCAAZw9exaAH3/8kZiYGBITE0lNTUWr1RIdHU12djYLFiwgMTGRHTt2lOv+9HsRERF4e3vj7e3NmbyzNdpeIYQQQogHibGWX7Wlznfv6devHzY2NtjY2NC0aVMuXLjArl27GDJkCE2aNAHg8ccfrzKNY8eO4ejoSLt27QAYPXo0K1eu5MUXXwRg0KBBAHh5ebFxY9kU0Tk5OYwePZoTJ06g0WgoKanZ5E3bt29n69at5puHwsJCc8G8Z8+e2NvbA+Ds7MyZM2e4du0a/v7+ODo6ltuWhIQENmzYAECPHj24cuUKOTk5xMfHm/PYr18/GjduDJS1ZKSkpODj4wOU3Vw1bdqUAwcOEBgYiIND2ZTloaGhHD9+vMK8h4eHEx4eDqhNziWEEEIIIeq2OjFkp6WlJUZj2b1PYWH5Ge1sbGzM/9dqtZSWlmIymZRmRK1u0uFb67iVPsC8efPo3r07mzZtIisry9zlqCbr2rBhA+3bty+3/MCBA0rbUlGeb8VVFj969GjefPPNcss3b96sPHusEEIIIcTDyiRDdtae1q1bk5KSAmCu3a5Kz549+c9//sOVK1eAsv7vAA0bNiQ3N/eOeCcnJ7Kysjh58iQAa9euJSAgoMp15OTk8NRTTwFl/fFrKjg4mBUrVpgL7YcPH64y3s/Pjz179nD69Oly2+Lv7090dDRQNmJQkyZNaNSoUbnl27Zt49q1a0DZPomNjeXixYvmdM6cOUPHjh2Ji4vjypUrlJSUmLsPCSGEEEKIR0edKPQvWLCAGTNm0K1bN7RabbXxLi4uzJ07l4CAANzd3fn73/8OwLBhw3j33Xfx8PDg1KlT5nhbW1siIyMZOnQobm5uWFhYMHHixCrX8corrzBnzhy6dOlifiC2JubNm0dJSQk6nQ5XV1fmzZtXZbyDgwMREREMGjQId3d3QkNDgbKHmJOTk9HpdMyePZtPPvkEKNtX8fHxeHp6sn37dlq1agWUdRdasmQJQUFB6HQ6evfuTXZ2Ni1atGDhwoX4+fnRq1cvPD09a7wtQgghhBDi4aAxVdf3RTySVPr0ny+9oZx+E219pfgSxUdfDCa1+AJjzZ7ZuEW1y9TZmxeV4gGes3dRik8rqfl8DQAlpprfzAKUGEuV4p+xeUIp/qfiq0rxAKWK2+Bt+5TyOlSUKB53Vhr1epdsQ75SvE77mFK86g9CoeK5ecaolv+/WKhdKwCKFPP0U2mOUnxjra1SvEHxZ9ZS8bh4TGOtFA/wf8lvK8X385isFN/YQm0f2Wqqr/C73VVjkVK86rUCwFoxTznGwuqDbtNEW08pvkjx+mKJetfemya163wrbQOl+DVZdaO3wdTWobW6/g+zYmplvXWipl8IIYQQQghx/9SJB3kfRJGRkXzwwQfllnXp0oWVK1fWUo7urfYWDWscm2ehVuMC6rVAT2rU4s+ZCpTiM0vVauJbW1c9YtTvNW74tFI8wIhCtVqdKzaNlOKNinW6f9HYKcVfMhUrxQfatFSKBzitWGvcBCul+JuKNcZORrXjVFeifu6stlFbx2MmtdrKDkVq27zFVq1msK3CtQXUj1OASya1ljt7xZp7L9TOtesWarXMN1CLH6p2uQPUa+6/Ovx/SvHxLnOU4m01atscZ2OvFG+4i/EszmvUjqNixdYEB8XftV9MN5XinRXPNYA8xWveq63PK6+jLrib68rDQAr9d2ns2LGMHTu2trMhhBBCCCFEtaR7jxBCCCGEEA85qekXQgghhBCPjEezc4/U9AshhBBCCPHQuy+Ffq1Wi16vN7+ysrLo3LnzPUu/devWXL6sNjxhdRISEvD19cXJyYn27ds/MA/kjhkzhtjY2BrHZ2Vl4erqeh9zJIQQQggh6pr70r3Hzs6O1NTUcsv27dt3R5zBYKjRZFz32/nz53n++efZvHkznp6eXL58meDgYJ588klCQkJqO3tCCCGEEOIeeVRH7/nTuvc0aFA2gUNcXBzdu3fn+eefx83NDYPBwMyZM/Hx8UGn0/Gvf/3LHOfv709ISAjOzs5MnDgRo/HOoaQGDhyIl5cXLi4uREREmJd/8803eHp64u7uTs+ePQHIz88nLCwMHx8fPDw82LJlCwArV65kzJgx5tlqmzRpwjvvvMO7774L3FmbfmtbKvPuu++at2fBggVAWQ17hw4dGD9+PC4uLgQFBVFQUDbO2smTJ+nVqxfu7u54enpy6tQpTCYTM2fOxNXVFTc3N2JiyiZyMJlMTJ06FWdnZ/r168fFi78NNZmSkkJAQABeXl4EBweTnZ1tXu7u7o6fn98D04IhhBBCCCHunftS019QUIBerwfA0dGRTZs2lXv/4MGDZGRk4OjoSEREBPb29iQlJVFUVESXLl0ICgoyx2VmZvL000/Tp08fNm7cyJAhQ8ql9fHHH/P4449TUFCAj48PgwcPxmg0Mn78eOLj43F0dOTq1bKZPl9//XV69OjBxx9/zPXr1/H19aVXr1788MMPjB49uly63t7eZGZmKm/79u3bOXHiBAcPHsRkMjFgwADi4+Np1aoVJ06cYN26daxZs4a//vWvbNiwgRdeeIERI0Ywe/ZsQkJCKCwsxGg0snHjRlJTU0lLS+Py5cv4+Pjg7+/P/v37OXbsGEeOHOHChQs4OzsTFhZGSUkJ06ZNY8uWLTg4OBATE8PcuXP5+OOPGTt2LCtWrCAgIICZM2dWmveIiAjzjdPjuRp0DZ9V3n4hhBBCiLpMbTaCh8ef1r3ndr6+vjg6OgJlheT09HRzTXpOTg4nTpzA2toaX19f2rRpA8Dw4cNJSEi4o9C/fPly803Fzz//zIkTJ7h06RL+/v7mdTz++OPmdW3dupWlS5cCUFhYyNmzZzGZTGg0dzFzRwW2b9/O9u3b8fDwACAvL48TJ07QqlUrHB0dzTdDXl5eZGVlkZuby7lz58zdiGxtyybrSEhIYPjw4Wi1Wpo1a0ZAQABJSUnEx8eblz/55JP06NEDgGPHjpGRkUHv3r2Bsq5TLVq0ICcnh+vXrxMQEADAyJEj2bZtW4V5Dw8PJzw8HICXWw+/J/tDCCGEEELUvloZsrN+/frm/5tMJlasWEFwcHC5mLi4uDsK4r//Oy4ujp07d7J//37q1atHYGAghYWFlRbiTSYTGzZsoH379uWWu7i4kJyczIABA8zLUlJS8Pb2BsDS0tLctchkMlFcXPlMoyaTiTlz5jBhwoRyy7OysrCxsTH/rdVqKSgowGSquF9ZZcvhzv1wK97FxYX9+/eXW379+vV7dkMjhBBCCCEeTLU+ZGdwcDCrVq2ipKRsuuvjx4+Tn58PlHXvOX36NEajkZiYGLp27Vruszk5OTRu3Jh69epx9OhRvv/+ewD8/PzYs2cPp0+fBjB37wkODmbFihXmAvXhw4cBmDJlClFRUebWiStXrjB37lzmzZsHlI0WlJKSAsCWLVvMea1sez7++GPy8vIAOHfuXLl+97/XqFEjWrZsyebNmwEoKiri5s2b+Pv7ExMTg8Fg4NKl/5+98w6L6lj/+HdZithQY4kmKngtCOyCdCyADbzRGNEQook1iF1TNHpjYommmOsviRqvirFdxXKtURMTxYYiKqCAJQIWJFFUFKW33Z3fHzycgOwuvBsWUN9PHp54zvmed945887ZOXPmzKQjIiIC7u7u8Pb2xvbt26FWq5GWlobjx48DALp06YL09HSp0V9cXIwrV66gSZMmsLKywunTpwEAYWFhuguDYRiGYRjmOUfU8n+1Ra0vzhUcHIyUlBQ4OztDCIEWLVpIDWAvLy/MmTMHly5dkj7qLcuAAQOwevVqKJVKdOnSBZ6engCAFi1aIDQ0FEOHDoVGo0HLli1x5MgRfPbZZ3j//fehVCohhIC1tTUOHjyI1q1bY8uWLQgJCUFmZiZSUlKwceNGaUjM+PHj8cYbb8Dd3R19+/Yt96biafz8/PD777/Dy8sLQMlHv1u2bNE7S9HmzZsxYcIEzJs3D2ZmZti5cycCAgIQFRUFR0dHyGQyfPPNN3j55ZcREBCAY8eOQaFQoHPnzpKP5ubm2LVrF6ZPn47MzEyoVCq8//77sLe3x4YNGzBu3DjUr1+/whsVhmEYhmEY5vlHJvSNI6lFTpw4gaVLl+LgwYM1nvbKlSuxevVqREREoGnTpjWefl2AMqY/VkVfM6G1XP8MSE/TRlaPpL8j8kn6q4W638Zow9q8GUlfbMBnQ3OL6pP0yy1UJD11yrK2MkuSPl3oHganjRYyc5IeAG5pckn6Tia0uMsjlput2oykVxYXkvQAsJpYzgro7qTQRtdCWp5/qkfLw0uglbMhU+vdEQUkPbV+uqExSf9Epibps0DTB9JudwCAr82zSPqfL/6HpI+w/xdJX494jU6UGS5bFWjWS7gn0/1WXxu31NkkvbW8EUn/pyaPpFea0OIUAHKIdeET63skfasTJ0h6YzHO+s3KRUZkfUrV11eqTmp9eE9dZMqUKbh06dIL2+BnGIZhGIZhni9qfXiPLnx9feHr61vbbujk0qVLGDlyZLl9FhYWOHfuXC15VL30y69679o1C3oPrZeG1vv4yITW22dKfJ6tL6f1GjWQ0Xp0fye+SQCADh1p3Xcd/mxN0ieLHJK+jYZ2u1CoafozZvRe7zxB6/V+o4DWc6cG7SP4TGJ/YmMLep5fltHeAPVX0cq5Xn3aNe2otiLpzYjX1BDSifXfmvgWqx3tJRa6qWn3r9+J99T6cloPMAA0NaG9PaX23Htf+YqkL1r+CUlve/FPkt60Gb25c/FX2hvdeaa0wEg3ob2RytPQ7MsM6NZtSKw7BVl1thnJaIFLy0AUCoXeaUkZhmEYhmGYukdtfkxbm/DwHoZhGIZhGIZ5zuGefoZhGIZhGOaF4UVdkZd7+hmGYRiGYRjmOccojf779+9jxIgR6NChA1xcXODl5YW9e/caIym9bNiwAU5OTnBycoK5uTkUCgWcnJwwZ86cGvfFGKSkpMDBwYF0zpgxY7BrV+1MFcUwDMMwDMPUDtU+vEcIgSFDhmD06NHYunUrAOD27dvYv39/lc5Xq9V6F7KiMHbsWIwdOxZAyaq6x48fR/PmzavFNsMwDMMwDPPsoambS1QZnWrv6T927BjMzc0xceJEaV/79u0xbdo0pKSkoFevXnB2doazszPOnDkDoGQhrt69e2PEiBFQKBQAgCFDhsDFxQX29vYIDQ2VbK1btw6dO3eGr68vxo8fj6lTpwIA0tPTMWzYMLi5ucHNzQ2RkZFa/Vu3bh0++OADaXvt2rX48MMPkZKSAltbW4wePRpKpRJvvvkm8vJKpkGLjY2Fj48PXFxc4O/vj7S0NJ35v3HjBgYMGAAXFxf06tUL165dA1DSwz59+nR0794dHTp0KNfb/s0330ChUMDR0VF6CxEXFwdPT08olUoEBATg8ePHki+Ojo7w8vLCypUrJRtqtRqzZs2Cm5sblEol1qxZA6DkIWzq1Kmws7PDwIED8eABfepIhmEYhmEY5tmm2hv9V65cgbOzs9ZjLVu2xJEjR3DhwgXs2LED06dPl46dP38eX3zxBa5evQoAWL9+PWJjYxETE4Ply5fj0aNHuHv3LhYtWoSzZ8/iyJEjUoMaAGbMmIEPPvgA0dHR2L17N4KDg7X68Pbbb2P//v0oLi6Zr3vDhg3S24DExESEhIQgISEBjRs3xn/+8x8UFxdj2rRp2LVrF2JjYzFu3DjMnTtXZ/5DQkKwYsUKxMbGYunSpZg8ebJ0LC0tDadPn8bBgwelxv2hQ4ewb98+nDt3DvHx8fj4448BAKNGjcKSJUuQkJAAhUKBhQsXAih5e7F8+XJERUWVS3fdunWwsrJCdHQ0oqOjsXbtWty6dQt79+5FYmIiLl26hLVr10oPWtoIDQ2Fq6srXF1d8Uv+DZ06hmEYhmGYZxVRy3+1hdFn75kyZQpOnz4Nc3NzhIeHY+rUqYiLi4NcLkdSUpKkc3d3h42NjbS9fPly6TuAP/74A8nJybh37x58fHzQrFnJghmBgYGSjfDwcOmBAQCysrKQnZ2NRo3KL3PdoEED9OnTBwcPHkTXrl1RXFwMhUKBlJQUtG3bFj169AAAvPvuu1i+fDkGDBiAy5cvo3///gBKetRbt9a+CFJOTg7OnDmDwMBAaV9h4V+L7wwZMgQmJiaws7PD/fv3Jb/Hjh2L+vVLFtxp1qwZMjMz8eTJE/j4+AAARo8ejcDAwAr7R44ciUOHDgEADh8+jISEBOkNQmZmJpKTkxEREYHhw4dDLpejTZs26NOnj86yCgkJQUhICADg11Zv69QxDMMwDMMwzxbV3ui3t7fH7t27pe2VK1fi4cOHcHV1xXfffYdWrVohPj4eGo0G9er9tSJggwZ/rdB64sQJhIeHIyoqCvXr14evry8KCgog9IzB0mg0iIqKgqVl5SsrBgcH48svv4Stra3Uyw8AMln5lSJlMhmEELC3t6/Qs67LhyZNmuhctMvC4q9VX0vzIoSokK4u9GmFEFixYgX8/f3L7f/ll1+qbJ9hGIZhGIZ5Pqn24T19+vRBQUEBVq1aJe0rHRufmZmJ1q1bw8TEBJs3b4ZarX3J+szMTDRt2hT169fHtWvXcPbsWQAlbwNOnjyJx48fQ6VSlXu48PPzww8//CBt61st18PDA3/88Qe2bt2K4cOHS/tTU1Olxv22bdvQs2dPdOnSBenp6dL+4uJiXLlyRavdxo0bw8bGBjt37gRQ0hCPj4/X6Uep3+vXr5euUUZGBqysrNC0aVOcOnUKALB582b4+PigSZMmsLKywunTpwEAYWFhkh1/f3+sWrVKGraUlJSE3NxceHt7Y/v27VCr1UhLS8Px48f1+sMwDMMwDPM8o4Go1b/aotob/TKZDPv27cPJkydhY2MDd3d3jB49GkuWLMHkyZOxadMmeHp6IikpqVzvflkGDBgAlUoFpVKJzz77DJ6engCAV155BZ988gk8PDzQr18/2NnZwcrKCkDJcKCYmBgolUrY2dlh9erVev1866230KNHDzRt2lTa17VrV2zatAlKpRIZGRmYNGkSzM3NsWvXLsyePRuOjo5wcnLSOy4+LCwM69atg6OjI+zt7fHTTz/p9WPAgAEYPHgwXF1d4eTkhKVLlwIANm3ahFmzZkGpVCIuLg7z5s0DUPINwpQpU+Dl5VXurUZwcDDs7Ozg7OwMBwcHTJgwASqVCgEBAejUqRMUCgUmTZokDQ1iGIZhGIZhXhxkQt+YmTpITk4OGjZsKDVox40bh4CAALKdQYMG4YMPPkDfvn0BlMx5P2jQIFy+fLm6XX4moYzp/8Eim2zfXzStXFSGRya0ML2BfJL+uuoxSW9j2oSk/72QPmvSLx3NSfrlf2r/1kQXySKHpPcUjUn6l7S/yNPJGbPCykVPkaqm5WFesfaOBl2oQRsal0kcMdnWIpekB4D/yuqT9CNUBSR9PXMVSf+T2oqkNyNeU0O4hDySvo3MonJRGZRFtGmlX1LTrunvFrQ48lLR8gsA35nR1iQNKaBdI+8rX5H0Rcs/IekLLuqeRU8bps3oo5kv/tqMpJ9nmkHStzSl3Y8eq2l12cuUPkU5tUEY0oz229b+QjgxBeMwvP2QWk1/2+19tZLuM7ci74IFC+Dk5AQHBwfY2NhgyJAhpPOfPHmCzp07w9LSUmrwMwzDMAzDMMzzjNFn76luSoe/GEqTJk3KzRpUirW1NamXf8qUKRXWApgxY0a5D4OfZdJMqx4aORp6D+1dU1ovk5WgPZ/Wk9F64qgvvPIFrefOkI+pTYg9cdRxgtmaYpL+sZzmT3M1rcwsDOiDUIPmk9yEppcJWrnJNbQyaNWW/pbM5E9a72Cr1rQ05MS4y79LewPUWE27pi1V9JfRSRa0WMoC7bWUjSgi6RNNK59goiy0EgBaNKO/MaqX05Cml9GuEbXn3nz6lyR9mvckkl6eSr2qQIop7e2GGfF352UZLS6yZLS4e5V4DwaAu3JafWvQivY7wtQuz1yjv65QdmEshmEYhmEY5tmA/gj4fPDMDe9hGIZhGIZhGIYGN/oZhmEYhmEY5jmHh/cwDMMwDMMwLwy1OVd+bfK3evrv37+PESNGoEOHDnBxcYGXlxf27t1bXb6R2LhxI1q0aAEnJyc4OTlh1KhR2L9/P77++mu95929exdvvvmmzuMpKSlwcHCobnerBUN8GzNmDHbt2mUkjxiGYRiGYZi6iME9/UIIDBkyBKNHj8bWrVsBALdv38b+/furdL5arYZcTvvSvTKCgoLKrcoLAIMHD9Z7Tps2bbgRzDAMwzAM84IguKefxrFjx2Bubo6JEydK+9q3b49p06YhJSUFvXr1grOzM5ydnaUVbE+cOIHevXtjxIgRUCgUAIAhQ4bAxcUF9vb2CA0NlWytW7cOnTt3hq+vL8aPH4+pU6cCANLT0zFs2DC4ubnBzc2twrSZZdm4caN03pgxYzB9+nR0794dHTp0kBr6ZXvLr1y5And3dzg5OUGpVCI5ORlAyQPK+PHjYW9vDz8/P+Tn61746caNGxgwYABcXFzQq1cvXLt2TW/6APDNN99AoVDA0dERc+bMAQDExcXB09MTSqUSAQEBePy4ZPGo2NhYODo6wsvLq9wMQmq1GrNmzYKbmxuUSiXWrFkDoOThbOrUqbCzs8PAgQPx4IHuhTRCQ0Ph6uoKV1dXnMhN1qljGIZhGIZhni0MbvRfuXIFzs7OWo+1bNkSR44cwYULF7Bjxw5Mnz5dOnb+/Hl88cUXuHr1KgBg/fr1iI2NRUxMDJYvX45Hjx7h7t27WLRoEc6ePYsjR45IDWegZC78Dz74ANHR0di9ezeCg4OlYzt27JCG92zYsKGCX2lpaTh9+jQOHjwoNa7Lsnr1asyYMQNxcXGIiYnBq6++CgBITk7GlClTcOXKFTRp0gS7d+/WeV1CQkKwYsUKxMbGYunSpZg8ebLe9A8dOoR9+/bh3LlziI+Px8cffwwAGDVqFJYsWYKEhAQoFAosXLgQADB27FgsX74cUVFR5dJdt24drKysEB0djejoaKxduxa3bt3C3r17kZiYiEuXLmHt2rXSA5gu32NiYhATEwPfBp106hiGYRiGYZhni2r7kHfKlCk4ffo0zM3NER4ejqlTpyIuLg5yubzcYlju7u6wsbGRtpcvXy59B/DHH38gOTkZ9+7dg4+PD5o1K1kCOzAwULIRHh4uPTAAQFZWFrKzSxafeXp4z8aNG8v5OGTIEJiYmMDOzg7379+vkAcvLy988cUX+PPPPzF06FB06lTS8LWxsYGTkxMAwMXFBSkpKVqvQU5ODs6cOYPAwEBpX2HhXwtXaUs/PDwcY8eORf369QEAzZo1Q2ZmJp48eQIfHx8AwOjRoxEYGFhh/8iRI3Ho0CEAwOHDh5GQkCC9QcjMzERycjIiIiIwfPhwyOVytGnTBn369NHqO8MwDMMwzIvAizpPv8GNfnt7+3I93itXrsTDhw/h6uqK7777Dq1atUJ8fDw0Gg3q1asn6Ro0+Gs1yRMnTiA8PBxRUVGoX78+fH19UVBQoHd1VI1Gg6ioKFha0layAwALi79W19OWxogRI+Dh4YGff/4Z/v7++PHHH9GhQ4dy58nlcp3DezQaDZo0aYK4uLgqpy+EqPJqrfq0QgisWLEC/v7+5fb/8ssvBq0GyzAMwzAMwzw/GDy8p0+fPigoKMCqVaukfXl5eQBKeplbt24NExMTbN68GWq19uW7MzMz0bRpU9SvXx/Xrl3D2bNnAZS8DTh58iQeP34MlUpV7uHCz8+vXG++rga2Idy8eRMdOnTA9OnTMXjwYCQkJJDOb9y4MWxsbLBz504AJQ3x+Ph4vef4+flh/fr10rXLyMiAlZUVmjZtilOnTgEANm/eDB8fHzRp0gRWVlY4ffo0ACAsLEyy4+/vj1WrVqG4uGRJ7KSkJOTm5sLb2xvbt2+HWq1GWloajh8/TsoTwzAMwzDM84QQolb/aguDG/0ymQz79u3DyZMnYWNjA3d3d4wePRpLlizB5MmTsWnTJnh6eiIpKalc735ZBgwYAJVKBaVSic8++wyenp4AgFdeeQWffPIJPDw80K9fP9jZ2cHKygpAyXCgmJgYKJVK2NnZYfXq1YZmoQI7duyAg4MDnJyccO3aNYwaNYpsIywsDOvWrYOjoyPs7e3x008/6dUPGDAAgwcPhqurK5ycnLB06VIAwKZNmzBr1iwolUrExcVh3rx5AIANGzZgypQp8PLyKve2Izg4GHZ2dnB2doaDgwMmTJgAlUqFgIAAdOrUCQqFApMmTZKGBjEMwzAMwzAvDjJRm48cesjJyUHDhg2lhuu4ceMQEBBQ2269MGx45d0qazfJ7pHte5m2JOmtBO359IassHJRGS4VpZP0rU0bkfS3ix+T9ABwyJY2pe23t9qQ9HHqJyS9q7wpSd+pmFZmMWbFJD0AXCPmYbFaeweELjSCNjTuicaMpO/WqeK3RZXxf3++TNLPaKF7xi5tyM1oo13/c7c1Sd9KTYuLlir6T9QRC1r9NyP2f40s1P72WheJJrThqBnE2ayHNKbdvwDg85yGJH1IAa0uOIXQRg+bT/+SpL/tPYmkp8Y1AJx82Iqk3yyj1bWuprR7apI6k6QfiuYkPQDcldPq2/Suf5L0zQ+dJOmNRUC712s1/b2pB2ol3Tq7Iu+CBQsQHh6OgoIC+Pn5YciQIbXt0gvFdcINUq6ivzC6jyKanvhZQrqmgHYCkULQfvQtTGiNQQDYn/wKSX/N5AlJTy21QuK8xufNaGX8SND0AFBPRruFbTKn6YuJn3s1AS1Q4/+glTEAFMhoD0er02kNFzkxD1lQkfSJJrk0+6b0uMgppjX6e5rRrtF2C9o1cidmQU283+3PakE7AUAGnpD0JyysSHrbi7TGYBqxEd8+YlXloqdQJ58j6dsO2UdLgHibv6x6RNJriH20x01zSHoAaAWLykVl+OlSW5L+PZLaeLyoK/LW2UZ/6TCXusqUKVMqrBEwY8YMjB07tpY8YhiGYRhGG9QGP8M8j9TZRn9dp+zCWAzDMAzDMMyzwYs6ZafBH/IyDMMwDMMwDPNswI1+hmEYhmEYhnnOMUqj//79+xgxYgQ6dOgAFxcXeHl5Savu1gb79u2DUqmEra0tHBwcpFVrDSElJQUODg7V6N3fw9fXFzExMVXWnzhxAoMGDTKiRwzDMAzDMHUXUcv/1RbVPqZfCIEhQ4Zg9OjR2Lp1KwDg9u3b2L9/f5XOV6vVkMuJ85XpIT4+HjNnzsSRI0dgY2ODW7duoV+/frCxsYGLi0u1pcMwDMMwDMMwdZVq7+k/duwYzM3NMXHiRGlf+/btMW3aNKSkpKBXr15wdnaGs7Mzzpw5A6Ck97l3794YMWIEFAoFAGDIkCFwcXGBvb09QkNDJVvr1q1D586d4evri/Hjx2Pq1KkAgPT0dAwbNgxubm5wc3OTZtZZunQpPvnkE9jY2AAAbGxs8Mknn+D//u//AJTvKX/48CGsra0BQKevlaFWqzFr1iy4ublBqVRizZo1Uh59fX3x5ptvwtbWFu+88460Klt0dDS6d+8OR0dHuLu7Izs7GwUFBRg7diwUCgW6desmraSbn5+Pt99+G0qlEkFBQcjPz5fSPnz4MLy8vODs7IzAwEDk5JRM1/Xrr7/C1tYWPXv2xJ49e6qUD4ZhGIZhmOcRDUSt/tUW1d7Tf+XKFTg7O2s91rJlSxw5cgT16tVDcnIyhg8fLjW4z58/j8uXL0uN8/Xr16NZs2bIz8+Hm5sbhg0bhsLCQixatAgXLlxAo0aN0KdPHzg6OgIomS7zgw8+QM+ePZGamgp/f3/8/vvvuHLlCmbOnFnOD1dXV6xYsUJvPvT5qo9169bBysoK0dHRKCwsRI8ePeDn5wcAuHjxIq5cuYI2bdqgR48eiIyMhLu7O4KCgrBjxw64ubkhKysLlpaWWLZsGQDg0qVLuHbtGvz8/JCUlIRVq1ahfv36SEhIQEJCgnStHz58iMWLFyM8PBwNGjTAkiVL8O233+Ljjz/G+PHjcezYMXTs2BFBQUE6fQ8NDZUesFpmm6Bbo46V5pdhGIZhGIap+xh9ys4pU6bg9OnTMDc3R3h4OKZOnYq4uDjI5XIkJSVJOnd3d6nBDwDLly+XvgP4448/kJycjHv37sHHxwfNmjUDAAQGBko2wsPDcfXqVen8rKwsZGdnQwgBmaz8SidVWYS4uLhYp6/6OHz4MBISEqTvBjIzM5GcnAxzc3O4u7vj1VdfBQA4OTkhJSUFVlZWaN26Ndzc3AAAjRs3BgCcPn0a06ZNAwDY2tqiffv2SEpKQkREBKZPnw4AUCqVUCqVAICzZ8/i6tWr6NGjBwCgqKgIXl5euHbtGmxsbNCpUycAwLvvvlvuzUlZQkJCEBISAgCYaz2iSvllGIZhGIZh6j7V3ui3t7fH7t27pe2VK1fi4cOHcHV1xXfffYdWrVohPj4eGo0G9erVk3QNGjSQ/n3ixAmEh4cjKioK9evXh6+vLwoKCvQ21jUaDaKiomBpWX65c3t7e8TExEiNYwC4cOECXF1dAQCmpqbQaEpmbC0o+GsVV32+6kMIgRUrVsDf37/c/hMnTsDC4q+V7uRyOVQqldaHklI7utCl79+/P7Zt21Zuf1xcnFY9wzAMwzDMi0hVOn+fR6p9TH+fPn1QUFCAVav+WiI7Ly8PQEmvd+vWrWFiYoLNmzdDrVZrtZGZmYmmTZuifv36uHbtGs6ePQug5G3AyZMn8fjxY6hUqnIPF35+fvjhhx+k7bi4OADAzJkz8dVXXyElJQVAyVj977//HrNmzQIAWFtbIzY2FgDKzepTVV+fxt/fH6tWrUJxcTEAICkpCbm5upedt7W1xd27dxEdHQ0AyM7Ohkqlgre3N8LCwiQbqamp6NKlS7n9ly9fRkJCAgDA09MTkZGRuH79OoCSa56UlARbW1vcunULN27cAIAKDwUMwzAMwzDM80+1N/plMhn27duHkydPwsbGBu7u7hg9ejSWLFmCyZMnY9OmTfD09ERSUlK53v2yDBgwACqVCkqlEp999hk8PT0BAK+88go++eQTeHh4oF+/frCzs4OVlRWAkuFApT36dnZ2WL16NYCSYTRLlizB66+/js6dO6Nz585YtWoVunTpAqDkoWDVqlXo3r07Hj58KPlQVV+fJjg4GHZ2dnB2doaDgwMmTJgAlUqlU29ubo4dO3Zg2rRpcHR0RP/+/VFQUIDJkydDrVZDoVAgKCgIGzduhIWFBSZNmoScnBwolUp88803cHd3BwC0aNECGzduxPDhw6FUKuHp6Ylr166hXr16CA0NxcCBA9GzZ0+0b9++SvlgGIZhGIZ5HtHU8l9tIRPP2DuOnJwcNGzYECqVCgEBARg3bhwCAgKqfP6cOXNw7tw5/PbbbzA3Nzeip882lDH9Z1UPKxc9RXvTxuRzKKRrCioXldWrckj6Zqb1SfrH6vzKRU8xTvYKSX/Q5AlJXySq9vaqFHt5E5I+DzT7j0QRSQ8AuaKYpG9rUrWH91KKibfnJjAj6V8S9OmJ78hoebYCLQ05aMMBn0B3p4Y20gStbmZp6HGRoykk6XuatSLp84lx4V5Ei4u7NDnMDPgVP4YnJL2nzIqkn6j8k6R/fKNqQ2hLaR+xqnJRGdTJ50h6AIgcso+k/9LsMUmvJsaRhthca23aiKQHgFYyi8pFZXBU0YL1vT+3kPTGwr/tP2s1/d/+OFQr6Rr9Q97qZsGCBQgPD0dBQQH8/PwwZMgQ0vlff/21cRxjGIZhGIZhmDrKM9foX7p0aW27AAD47bffMHv27HL7bGxsanXl4eqE2ttHxYI4sozaa6wi9mJTURN7XAzxpz6x966enFadC4g+mRFjQk2ci5j65gGg9+jKiD39MmKeqf32hixDSK2bZoKmtyDaL5AZZWF3iXoy+lVSm9B6H+mxTctzIw2tR7eY6I8lsYwBQEW8p6qJSZg2o92P5Km0a0TtuZd38iDpAaChfCdJT+25p95fTIhlYMjvuIp43zZ5psaK/EVtropbmzxzjf66gr+/f4UZehiGYRiGYRimLmLcLhqGYRiGYRiGYWod7ulnGIZhGIZhXhg0L+jwHu7pZxiGYRiGYZjnnGpr9N+/fx8jRoxAhw4d4OLiAi8vr1r9qPXQoUNwdXVF165dYWtri5kzZ1aL3TFjxpRbxKs2OXHiBAYNGkQ6x9fXFzExMUbyiGEYhmEYpm4jhKjVv9qiWhr9QggMGTIE3t7euHnzJmJjY7F9+3b8+WfV5umt6mq3VeXy5cuYOnUqtmzZgt9//x2XL19Ghw4dqjUNhmEYhmEYhnlWqJZG/7Fjx2Bubo6JEydK+9q3b49p06YhJSUFvXr1grOzM5ydnXHmzBkAJb3UvXv3xogRI6BQKAAAQ4YMgYuLC+zt7REaGirZWrduHTp37gxfX1+MHz8eU6dOBQCkp6dj2LBhcHNzg5ubGyIjIwEA33zzDebOnQtbW1sAgKmpKSZPngwAuH37Nvr27QulUom+ffsiNTUVQEkP/vTp09G9e3d06NBB6s0XQmDq1Kmws7PDwIED8eDBA73XIjY2Fj4+PnBxcYG/vz/S0tIAlPSwz549G+7u7ujcuTNOnToFoOSBZ+bMmVAoFFAqlVixYgUA4OjRo+jWrRsUCgXGjRuHwsKSqQl//fVX2NraomfPntizZ4+Ubm5uLsaNGwc3Nzd069YNP/30EwAgPz8fb7/9NpRKJYKCgpCfT18kimEYhmEYhnm2qZYPea9cuQJnZ2etx1q2bIkjR46gXr16SE5OxvDhw6XhJefPn8fly5dhY2MDAFi/fj2aNWuG/Px8uLm5YdiwYSgsLMSiRYtw4cIFNGrUCH369IGjoyMAYMaMGfjggw/Qs2dPpKamwt/fX+rZ/+ijj7T6M3XqVIwaNQqjR4/G+vXrMX36dOzbtw8AkJaWhtOnT+PatWsYPHgw3nzzTezduxeJiYm4dOkS7t+/Dzs7O4wbN06r7eLiYkybNg0//fQTWrRogR07dmDu3LlYv349AEClUuH8+fP45ZdfsHDhQoSHhyM0NBS3bt3CxYsXYWpqioyMDBQUFGDMmDE4evQoOnfujFGjRmHVqlWYOHEixo8fj2PHjqFjx44ICgqS0v7iiy/Qp08frF+/Hk+ePIG7uzv69euHNWvWoH79+khISEBCQoLOcgKA0NBQ6WHr5Ww5nBt11KllGIZhGIZ5FnlRP+Q1yuw9U6ZMwenTp2Fubo7w8HBMnToVcXFxkMvlSEpKknTu7u5Sgx8Ali9fLn0H8McffyA5ORn37t2Dj48PmjVrBgAIDAyUbISHh+Pq1avS+VlZWcjOztbrW1RUlNRDPnLkSHz88cfSsSFDhsDExAR2dna4f/8+ACAiIgLDhw+HXC5HmzZt0KdPH522ExMTcfnyZfTv3x9ASS9+69atpeNDhw4FALi4uCAlJUXKw8SJE2FqWlIUzZo1Q3x8PGxsbNC5c2cAwOjRo7Fy5Ur4+vrCxsYGnTp1AgC8++67UiP98OHD2L9/v7R4WUFBAVJTUxEREYHp06cDAJRKJZRKpU7/Q0JCEBISAgCYZ/2O3uvIMAzDMAzDPDtUS6Pf3t4eu3fvlrZXrlyJhw8fwtXVFd999x1atWqF+Ph4aDQa1KtXT9I1aPDX6pgnTpxAeHg4oqKiUL9+ffj6+qKgoEDvBw8ajQZRUVGwtLSs4E9sbKz0RkAfMtlfK9ZZWFhI/y6bblmNPoQQsLe3R1RUlNbjpfblcjlUKpV0ztP29eVZly9CCOzevRtdunSp8jkMwzAMwzAvGi/qirzVMqa/T58+KCgowKpVq6R9eXl5AIDMzEy0bt0aJiYm2Lx5s86PdjMzM9G0aVPUr18f165dw9mzZwGUvA04efIkHj9+DJVKVe7hws/PDz/88IO0HRcXBwCYNWsWvvzyS+mNgEajwbfffgsA6N69O7Zv3w4ACAsLQ8+ePfXmzdvbG9u3b4darUZaWhqOHz+uU9ulSxekp6dLjf7i4mJcuXJFr30/Pz+sXr1aegjIyMiAra0tUlJScP36dQDA5s2b4ePjA1tbW9y6dQs3btwAAGzbtk2y4+/vjxUrVkgPDBcvXpT8DwsLA1DygXNCQoJefxiGYRiGYZjnj2pp9MtkMuzbtw8nT56EjY0N3N3dMXr0aCxZsgSTJ0/Gpk2b4OnpiaSkpHK9+2UZMGAAVCoVlEolPvvsM3h6egIAXnnlFXzyySfw8PBAv379YGdnBysrKwAlw4FiYmKgVCphZ2eH1atXAygZxvL9999j+PDh6Nq1KxwcHKQPapcvX44NGzZAqVRi8+bNWLZsmd68BQQEoFOnTlAoFJg0aRJ8fHx0as3NzbFr1y7Mnj0bjo6OcHJykj5c1kVwcDDatWsHpVIJR0dHbN26FfXq1cOGDRsQGBgIhUIBExMTTJw4EfXq1UNoaCgGDhyInj17on379pKdzz77DMXFxVAqlXBwcMBnn30GAJg0aRJycnKgVCrxzTffwN3dXa8/DMMwDMMwzPOHTNTmhKFVJCcnBw0bNoRKpUJAQADGjRuHgICA2nbruYYypj9SlU6239m0CUmfB9q0rg/UeST9YzVtViMruWXlojJkqHNJegB4H+1I+v1mOST9E00hSe8sb0rSZ6CYpH+gKSDpAeCxhlZudqbNSPpi4ivgZsQRky8JOUkPAHdkKpK+KTENC9CGAz6W0ermLUGrm0WCPqVzrqDFnqf8JZK+gBgXvQpo1/SyBU3fWEMfwvkLHpH0Xia0ujPD9x5JnxFH64NsvVr7hBq6kHfyIOkB4IKStr7PbJMskl5GrGvUISlt5I1IegBoIjMj6d2KzUn6sXe2kPTGwvuVvrWafsSdo7WS7jOxIu+CBQvg5OQEBwcH2NjYYMiQIbXtEsMwDMMwDMM8Mxhl9p7qpnRGmrpEQEAAbt26VW7fkiVL4O/vX0seVS8diqveAxFpwHfCNoLWO3AJtN5BSxNabwW1p7+ejNZ7qhYakh4AiJ1AeElGu6Z3NfpnunqaP01oPfENZbTbS4Gg9WADgDkxjZcFLS7MiIWQK6OVc6EBH5NRe/uoPfdWxFBVmdD6jhoRexJzqRUBQD4xlrKIbxLlRJ+ovWst1bQzHsjpcWROfAN0T0Z7e3LxV9qbgRRTi8pFZWg7ZB9J31C+k6QHAOcEYtvDKYQkp9ZlDXFghokBdSdd0N4AP5LTfnfqCnV+iIuReCYa/XWR0qlFGYZhGIZhGKY6+fXXXzFjxgyo1WoEBwdjzpw55Y4LITBjxgz88ssvqF+/PjZu3Kh3LSbgGRnewzAMwzAMwzAvAmq1GlOmTMGhQ4dw9epVbNu2rdy6VABw6NAhJCcnIzk5GaGhoZg0aVKldrnRzzAMwzAMw7wwaCBq9a8yzp8/j44dO6JDhw4wNzfH22+/jZ9++qmc5qeffsKoUaMgk8ng6emJJ0+eSDNV6oIb/QzDMAzDMAxTR7hz5w7atm0rbb/66qu4c+cOWfM0Rm30y+VyadadwMBAacEuY2BtbY2HDx+WS9fe3h6Ojo749ttvodFo/zrt7t27ePPNN43ml7Hx9fVFTExMlfUnTpzAoEGDjOgRwzAMwzBM3aW2e/pDQ0Ph6uoq/YWGhpbzT9ts+jKZjKx5GqN+yGtpaSmtkvvOO+9g9erV+PDDD42ZZIV0Hzx4gBEjRiAzMxMLFy4sp1OpVGjTpg127dpldJ8YhmEYhmEYJiQkBCEhumd7evXVV/HHH39I23/++SfatGlD1jxNjQ3v6dWrF65fv44DBw7Aw8MD3bp1Q79+/XD//n1oNBpYW1vjyZMnkr5jx464f/8+0tPTMWzYMLi5ucHNzQ2RkZEAgEePHsHPzw/dunXDhAkTtD7xAEDLli0RGhqKH374AUIIbNy4EYGBgXj99dfh5+eHlJQUODg4AAA8PDxw5coV6VxfX1/ExsYiNzcX48aNg5ubG7p161ZhXFVZ1Go1Zs2aBTc3NyiVSqxZswZASQ+7r68v3nzzTdja2uKdd96RfI6Ojkb37t3h6OgId3d3ZGdno6CgAGPHjoVCoUC3bt1w/PhxAEB+fj7efvttKJVKBAUFIT//r6kmDx8+DC8vLzg7OyMwMBA5OSWLNf3666+wtbVFz549sWfPHmrRMQzDMAzDMDWEm5sbkpOTcevWLRQVFWH79u0YPHhwOc3gwYPx3//+F0IInD17FlZWVmjdurVeuzXS6FepVDh06BAUCgV69uyJs2fP4uLFi3j77bfxzTffwMTEBG+88YY0Dea5c+dgbW2NVq1aYcaMGfjggw8QHR2N3bt3Izg4GACwcOFC9OzZExcvXsTgwYORmpqqM/0OHTpAo9HgwYMHAICoqChs2rQJx44dK6d7++238b///Q8AkJaWhrt378LFxQVffPEF+vTpg+joaBw/fhyzZs1Cbq72FVbXrVsHKysrREdHIzo6GmvXrpXm87948SK+//57XL16FTdv3kRkZCSKiooQFBSEZcuWIT4+HuHh4bC0tMTKlSsBAJcuXcK2bdswevRoFBQUYNWqVahfvz4SEhIwd+5cxMbGAgAePnyIxYsXIzw8HBcuXICrqyu+/fZbFBQUYPz48Thw4ABOnTqFe/d0r5JY9nXTidzkSsuVYRiGYRjmWUMIUat/lWFqaooffvgB/v7+6Nq1K9566y3Y29tj9erVWL16NQDgtddeQ4cOHdCxY0eMHz8e//nPfyq3+7evnB7y8/Ph5OQEoKSn/7333kNiYiKCgoKQlpaGoqIi2NjYAACCgoLw+eefY+zYsdi+fTuCgoIAAOHh4eWmKcrKykJ2djYiIiKkXuuBAweiadOmen0pe5H79++PZs0qLhzy1ltvoX///li4cCH+97//ITAwEEBJD/r+/fulRcIKCgqQmpqKrl27VrBx+PBhJCQkSEOGMjMzkZycDHNzc7i7u+PVV18FADg5OSElJUV6MnNzcwMANG7cGABw+vRpTJs2DQBga2uL9u3bIykpCREREZg+fToAQKlUQqlUAgDOnj2Lq1evokePHgCAoqIieHl54dq1a7CxsUGnTp0AAO+++26FsWOllH3dtPGVd/VeT4ZhGIZhGMY4vPbaa3jttdfK7Zs4caL0b5lMJnUQV5UaG9NfyrRp0/Dhhx9i8ODBOHHiBBYsWAAA8PLywvXr15Geno59+/bh008/BQBoNBpERUXB0tKygv3KPlgo5ebNm5DL5WjZsiUAoEGDBlp1r7zyCl566SUkJCRgx44d0tAcIQR2796NLl26VJqWEAIrVqyosDLviRMnYGHx14qDcrkcKpUKQgit+dD3JKhL379/f2zbtq3c/ri4uCpfJ4ZhGIZhGOb5pMan7MzMzMQrr7wCANi0aZO0XyaTISAgAB9++CG6du2Kl156CQDg5+eHH374QdKVPkR4e3sjLCwMQMkCBY8fP9aaXnp6OiZOnIipU6dWqfFbOuQoMzMTCoUCAODv748VK1ZIDfGLFy/qPN/f3x+rVq1CcXHJkuVJSUk6hwIBJb34d+/eRXR0NAAgOzsbKpWqXP6SkpKQmpqKLl26lNt/+fJlJCQkAAA8PT0RGRmJ69evAwDy8vKQlJQEW1tb3Lp1Czdu3ACACg8FDMMwDMMwLxK1PXtPbVHjjf4FCxYgMDAQvXr1QvPmzcsdCwoKwpYtW6ShPQCwfPlyxMTEQKlUws7OThrLNH/+fERERMDZ2RmHDx9Gu3btpHNKhxXZ29ujX79+8PPzw/z586vk35tvvont27fjrbfekvZ99tlnKC4uhlKphIODAz777DOd5wcHB8POzg7Ozs5wcHDAhAkToFKpdOrNzc2xY8cOTJs2DY6Ojujfvz8KCgowefJkqNVqKBQKBAUFYePGjbCwsMCkSZOQk5MDpVKJb775Bu7u7gCAFi1aYOPGjRg+fDiUSiU8PT1x7do11KtXD6GhoRg4cCB69uyJ9u3bV+k6MAzDMAzDMM8PMlGVLwqYFw7KmP7Nsgdk+/7yliT9JdDWeMiF7gctbdwtziLpW5k2JOn/KH5C0gPARzJrkj7SvIikv1T8iKS3NrUi6RvKaKMHU9TZJD0AqIk9Jj1NXiLpzUAbGpcr074eiC4sBH3oXbqMFtuthRlJb0XLAh6Z0MrglqyQpM8VtPwCwGNNAUlvK6fFtpwYF30KaPp7pnKS/oGc/jN+XmSS9K+Y1Cfp38qn+ZRialG5qAxtVcUkfUM5TQ8AzglLSfr+TrqnYKwONMTmWjviPRsACqEm6T1EI5J+ZuoWkt5YuLXxrtX0o+9G1Eq6vCIvwzAMwzAMwzzncE+/gfz222+YPXt2uX02NjbStKPPOr1f7V9lbZGg9QwAgJnMuM+buRpar7c5sVe6oQmtVypDrfu7Dl1Yymg9tPeKaD13Lcwbk/T1iNdITixjUwNiIlNN69Et1NB6++qbmJP0xaB1kzcixhEAPFTlkPSN5fVIejmxL4ha/w0pZyp/FmaQ9C+bNyHpc4hxZ2VacSKK6qSpCd3+Y01+5aIyUO9H1HuwmYz2doOKmlg3DeFInPaZ8XRh1zWQpO9Qj/aGPEdDe6sGAH8WPCTp/RpVPsFJWdam7CTpjcWL2tNv1Nl7nmf8/f0rzNDDMAzDMAzD1G1e1P5uHt7DMAzDMAzDMM853NPPMAzDMAzDvDDU5rSZtQn39DMMwzAMwzDMc84z2eiXy+VwcnKCg4MDAgMDkZdHm84RADZu3IipU6dK26GhobC1tYWtrS1cXV1x4sQJ6VhxcTHmzJmDTp06wcHBAe7u7jh06FB1ZOVv83Q+qoK1tTUePqR9rMMwDMMwDMM8uzyTjX5LS0vExcXh8uXLMDc3lxbsMpSDBw9izZo1OH36NK5du4bQ0FC8++67uHPnDoCSxbnS0tJw+fJlXL58GQcOHEB2Nn1OcYZhGIZhGKZ2EULU6l9t8Uw2+svSq1cvXL9+HRkZGRgyZIi0Gm1CQgIA6NxfliVLluDf//63tEKws7Mzxo4di5UrVyIvLw9r167FihUrYGFRMr1eq1atyq3Y+zSHDx+Gl5cXnJ2dERgYiJyckin2rK2tMX/+fDg7O0OhUODatWsAgJycHIwdOxYKhQJKpRK7d+8GAGzbtg0KhQIODg7lpgfdsGEDOnfuDB8fH0RGRkr709PTMWzYMLi5ucHNzU069ujRI/j5+aFbt26YMGHCC/vVOsMwDMMwzIvKM93oV6lUOHToEBQKBebPn49u3bohISEBX375JUaNGgUAOveX5cqVK3BxcSm3z9XVFVevXsX169fRrl07NG5ctTnNHz58iMWLFyM8PBwXLlyAq6srvv32W+l48+bNceHCBUyaNAlLl5as9rdo0SJYWVnh0qVLSEhIQJ8+fXD37l3Mnj0bx44dQ1xcHKKjo7Fv3z6kpaVh/vz5iIyMxJEjR3D16lXJ9owZM/DBBx8gOjoau3fvRnBwMABg4cKF6NmzJy5evIjBgwcjNTVVq++hoaFwdXWFq6sr7ub+WaX8MgzDMAzDPEtoIGr1r7Z4Jmfvyc/Ph5OTE4CSnv733nsPHh4eUg95nz598OjRI2RmZuL06dNa91eGob3hZ8+exdWrV9GjRw8AQFFREby8vKTjQ4cOBQC4uLhgz549AIDw8HBs375d0jRt2hQRERHw9fVFixYtAADvvPMOIiJKFnMouz8oKAhJSUmSnbIPAVlZWcjOzkZERISU1sCBA9G0aVOtvoeEhCAkpGQZccriXAzDMAzDMEzd5pls9JeO6S+Ltka6TCbTub8sdnZ2iI2NRZ8+faR9pb30HTt2RGpqKrKzs9GoUaNKfRNCoH///ti2bZvW46VDhORyOVQqlXTO0z7pe+h4WluKRqNBVFQULC0rrs6o6xyGYRiGYRjm+eeZHt5TFm9vb4SFhQEATpw4gebNm6Nx48Y695fl448/xuzZs/Ho0SMAQFxcHPbu3YsJEyagfv36eO+99zB9+nQUFZUsK56WloYtW7Zo9cPT0xORkZG4fv06ACAvL0/qideFn58ffvjhB2n78ePH8PDwwMmTJ/Hw4UOo1Wps27YNPj4+8PDwwIkTJ/Do0SMUFxdj586dOu2UPhiVvQaHDh3C48eP9V9MhmEYhmGY5xRRy//VFs9No3/BggWIiYmBUqnEnDlzsGnTJr37yzJ48GC899576NGjBzp27IiePXti37590hCaxYsXo0WLFrCzs4ODgwOGDBkiHXuaFi1aYOPGjRg+fLj08XDpB7u6+PTTT/H48WM4ODjA0dERx48fR+vWrfHVV1+hd+/ecHR0hLOzM9544w20bt0aCxYsgJeXF/r16wdnZ2fJzvLly6W82tnZSbMazZ8/HxEREXB2dsbhw4fRrl07g64xwzAMwzAM82wiEzyVSzlUKhXGjh0LjUaDLVu2vLDDYihj+ouEmmzfTGbc581cTRFJby6jjXRraGJB0meoc0l6ALCUmZH094oq/1alLC3Mq/Zxein1iNdITixjUwNiIlNdQNIXaopJ+vom5iR9MTQkfSNiHAHAQ1UOSd9YXo+klxP7gqj135BypvJnYQZJ/7J5E5I+hxh3VqYVh1xWJ01N6PYfa/JJeur9iHoPNpPJSXoqamLdNIQjcaEkvV3XQJK+Q72WJH2OppCkB4A/C2hr+Pg16kLSr03ZWbmoBnBo5Vmr6V++f7ZW0n0mx/QbE1NTU2zevLm23WAYhmEYhmGYaoMb/X8DDw8PFBaWf5LevHkzFApFLXlUfVB6dZ+o6CsiU3u+WssbkvQFJrTexzuqLJI+j9iL1VRen6QHgF4mL5H0iaZWJH06sacvLusWST+sqZKkjy+mrxJNnfrM1+JVkl5NtJ8B2psEVzW9hzbCnPZ2wA2VT0BQlhwZLc8/FdDiop15M5LeRUaLawCIt6S93XiiofXcD7WwJul/Lr5D0lN7pb1MaT3AAJBMfIvdQka7pukmtGv6soxWFy6rHpH0MtDf2lPHXlN77q/+Tuv1Hucyk6S3Jv5uAkBXM1r9bAnaGyCmduFG/9/g3Llzte0CwzAMwzAMQ6A2P6atTZ6bD3kZhmEYhmEYhtEO9/QzDMMwDMMwLwyaF3QOG+7pZxiGYRiGYZjnnOem0S+Xy+Hk5CT9paSk1LZLRiclJQUODg6kc8aMGYNdu3YZySOGYRiGYRimLvLcDO+xtLSUVqBlGIZhGIZhGG3wh7zPIbGxsfDx8YGLiwv8/f2RlpYGAPD19cXs2bPh7u6Ozp0749SpUwAAtVqNmTNnQqFQQKlUYsWKFXrtaOPGjRsYMGAAXFxc0KtXL2k13jFjxmD69Ono3r07OnToUK63/ZtvvoFCoYCjoyPmzJkDAIiLi4OnpyeUSiUCAgLw+PFjyRdHR0d4eXlh5cqVkg21Wo1Zs2bBzc0NSqUSa9asAQAIITB16lTY2dlh4MCBePDgQXVdXoZhGIZhGOYZ4blp9Ofn50tDewICAlBcXIxp06Zh165diI2Nxbhx4zB37lxJr1KpcP78eXz//fdYuHAhACA0NBS3bt3CxYsXkZCQgHfeeadSO08TEhKCFStWIDY2FkuXLsXkyZOlY2lpaTh9+jQOHjwoNe4PHTqEffv24dy5c4iPj8fHH38MABg1ahSWLFmChIQEKBQKycexY8di+fLliIqKKpfuunXrYGVlhejoaERHR2Pt2rW4desW9u7di8TERFy6dAlr167FmTNndPoeGhoKV1dXuLq64o+cP4glwDAMwzAMw9RVntvhPZcvX8bly5fRv39/ACU94a1bt5aODx06FADg4uIijf8PDw/HxIkTYWpaclmaNWtWqZ2y5OTk4MyZMwgM/GuBjrKLdw0ZMgQmJiaws7PD/fv3pTTHjh2L+vXrS2lmZmbiyZMn8PHxAQCMHj0agYGBFfaPHDkShw4dAgAcPnwYCQkJ0huEzMxMJCcnIyIiAsOHD4dcLkebNm3Qp08fndcwJCQEISEhAIB/tv2nTh3DMAzDMMyzyos6e89z0+h/GiEE7O3tK/SIl2JhUbKqpVwuh0qlks6RPbVKYWV2yqLRaNCkSROd3xaUpllqV1eautCnFUJgxYoV8Pf3L7f/l19+qbJ9hmEYhmEY5vnkuRne8zRdunRBenq61FgvLi7GlStX9J7j5+eH1atXSw8BGRkZJDuNGzeGjY0Ndu4sWVpbCIH4+PhK01y/fj3y8vKkNK2srNC0aVPpW4PNmzfDx8cHTZo0gZWVFU6fPg0ACAsLk+z4+/tj1apVKC4uBgAkJSUhNzcX3t7e2L59O9RqNdLS0nD8+HG9/jAMwzAMwzzPiFr+r7Z4bhv95ubm2LVrF2bPng1HR0c4OTnpHc8OAMHBwWjXrh2USiUcHR2xdetWsp2wsDCsW7cOjo6OsLe3x08//aQ3zQEDBmDw4MFwdXWFk5MTli5dCgDYtGkTZs2aBaVSibi4OMybNw8AsGHDBkyZMgVeXl6wtLQs57udnR2cnZ3h4OCACRMmQKVSISAgAJ06dYJCocCkSZOkoUEMwzAMwzDMi4NMiBd0YBOjF8qY/nvFWWT7VqaWlYvK0FrekKQvEGqS/o6KlgcLGW1knKWJGUkPAL1MXiLpE5FP0qdraPq4rFsk/bCmSpI+vvghSQ8AGmKPSQ+zl0l6NdF+BopJelc1rR4AQIRJNknvhkYkfY6MluefCmhx0c68GUnvIrMi6QEgXtDq8xNNAUnfR96SpP+5+A5Jr4aGpO9n/ipJDwDJIoekbyGrR9KnC9o1fVlGqwuXVY9Iehnow1ypPbJ3Ch+T9Fd/30nSj3OZSdLXl8lJeoB+z2sFc5L+i5StJL2x6NTCpVbTT06PrZV0n9sx/QzDMAzDMAzzNPwhL0NiypQpiIyMLLdvxowZGDt2bC15VL0UEXrKfeu1JdtPUGWQ9LeKn5D0KmJPvymxR6SYaD+jiNarBgCX69F61tJUtB5gKh0btiHpUzW5JD211x4A6hHfuKQImk9UqL2JJ03ob8myNbS3CVfktDc6auKPYQsz2psEyr0FAGKRSdIbQo6msHJRGc7IaPeveia0OH2syiPp74HmPwAUCtrbhD8Fzac8TRFJnyWj6amNNhMD5rOgptGhHu0NELXnfn3sUpI+yOV9kh4A7qtov1WZprT6z9Qu3Og3kLILYzEMwzAMwzDPBrwiL8MwDMMwDMMwzyXc6GcYhmEYhmGY5xwe3sMwDMMwDMO8MAjiNy3PC9Xe0y+TyTBy5EhpW6VSoUWLFhg0aBAAYP/+/fj666/Jdn19fdGlSxc4OTnByckJu3btItuIi4vDL7/8Qj6vLrNgwQJpbv+q0rAhbfpLhmEYhmEY5tmm2nv6GzRogMuXLyM/Px+WlpY4cuQIXnnlFen44MGDMXjwYINsh4WFwdXV1WDf4uLiEBMTg9dee63K5wghIISAiQmPhGIYhmEYhnnWMWS2uOcBo7Rk//nPf+Lnn38GAGzbtg3Dhw+Xjm3cuBFTp04FAOzcuRMODg5wdHSEt7c3AECtVmPmzJlQKBRQKpVYsWKFznTS09MxbNgwuLm5wc3NTZpC8/z58+jevTu6deuG7t27IzExEUVFRZg3bx527NgBJycn7Nixo0IvuYODA1JSUpCSkoKuXbti8uTJcHZ2xh9//IF///vfcHNzg1KpxPz58/Xmf8uWLXB3d4eTkxMmTJgAtbpkirqGDRti7ty5cHR0hKenJ+7fvw8AuH//PgICAuDo6AhHR0dpxd9vv/0WDg4OcHBwwPfffy/Z/+KLL9ClSxf069cPiYmJ0v4bN25gwIABcHFxQa9evXDt2jUAwK1bt+Dl5QU3Nzd89tlnOv0ODQ2Fq6srXF1dcSf3T715ZBiGYRiGYZ4djNLof/vtt7F9+3YUFBQgISEBHh4eWnWff/45fvvtN8THx2P//v0AShqet27dwsWLF5GQkIB33nlH0r/zzjvS8J5Hjx5hxowZ+OCDDxAdHY3du3cjODgYAGBra4uIiAhcvHgRn3/+OT755BOYm5vj888/R1BQEOLi4hAUFKQ3D4mJiRg1ahQuXryIxMREJCcn4/z584iLi0NsbCwiIiK0nvf7779jx44diIyMRFxcHORyOcLCwgAAubm58PT0RHx8PLy9vbF27VoAwPTp0+Hj44P4+HhcuHAB9vb2iI2NxYYNG3Du3DmcPXsWa9euxcWLFxEbG4vt27fj4sWL2LNnD6Kjo6W0Q0JCsGLFCsTGxmLp0qWYPHkygJL1AyZNmoTo6Gi8/LLuFUlDQkIQExODmJgYvNKAvsIjwzAMwzAMUzcxyoe8SqUSKSkp2LZtm96hND169MCYMWPw1ltvYejQoQCA8PBwTJw4EaamJa41a/bXku1PD+8JDw/H1atXpe2srCxkZ2cjMzMTo0ePRnJyMmQyGYqLaYvZAED79u3h6ekJADh8+DAOHz6Mbt26AQBycnKQnJwsvZ0oy9GjRxEbGws3NzcAQH5+Plq2LFmww9zcXPq2wcXFBUeOHAEAHDt2DP/9738BAHK5HFZWVjh9+jQCAgLQoEEDAMDQoUNx6tQpaDQaBAQEoH79+gAgDZXKycnBmTNnEBgYKPlSWFiyYEtkZCR2794NABg5ciRmz55Nvh4MwzAMwzDPA4JX5K1eBg8ejJkzZ+LEiRN49OiRVs3q1atx7tw5/Pzzz3ByckJcXByEEJDJqrZ0nkajQVRUFCwtLcvtnzZtGnr37o29e/ciJSUFvr6+Ws83NTWFRvPXF9wFBQXSv0sb20BJcPzrX//ChAkTKvVJCIHRo0fjq6++qnDMzMxMyptcLodKpdJrRxfaro9Go0GTJk0QFxdX5XMYhmEYhmGYFwOjfZ06btw4zJs3DwqFQqfmxo0b8PDwwOeff47mzZvjjz/+gJ+fH1avXi01iDMydC937ufnhx9++EHaLm3wZmZmSh8Pb9y4UTreqFEjZGdnS9vW1ta4cOECAODChQu4deuW1nT8/f2xfv165OSULE99584dPHjwQKu2b9++2LVrl3Q8IyMDt2/f1pmH0nNWrVoFoOSbhqysLHh7e2Pfvn3Iy8tDbm4u9u7di169esHb2xt79+5Ffn4+srOzceDAAQBA48aNYWNjg507dwIoeWiIj48HUPJGZfv27QAgDTViGIZhGIZ5EdFA1OpfbWG0Rv+rr76KGTNm6NXMmjULCoUCDg4O8Pb2hqOjI4KDg9GuXTsolUo4Ojpi69atOs9fvnw5YmJioFQqYWdnh9WrVwMAPv74Y/zrX/9Cjx49pI9oAaB37964evWq9CHvsGHDkJGRAScnJ6xatQqdO3fWmo6fnx9GjBgBLy8vKBQKvPnmm+UeHspiZ2eHxYsXw8/PD0qlEv3790daWpre67Bs2TIcP34cCoUCLi4uuHLlCpydnTFmzBi4u7vDw8MDwcHB6NatG5ydnREUFAQnJycMGzYMvXr1kuyEhYVh3bp1cHR0hL29PX766SfJ/sqVK+Hm5obMzEy9vjAMwzAMwzDPHzLxog5sYvTS91W/KmuVps0qFz1Fgkr3Gxxt5GqKSHqVUFcuKoOpTE7SU8lW55PPcajXmqRPU2l/EK0u1MTeiaZyy8pFZXikziPpAaCejDZC8SWiT1RkoA2jEwb0+GRraN8ovSyvT9KriT8J9zS5JL2c2NdkbuS6CQD3VFkkfXN5g8pFZcgXtDJ7rKLVBWfivQIAHmoKyedQyCPes+UyWlwUEOuBiQFDXDXEumBpYk7StzSh3Y/Wx9LW5AlyeZ+kB4D7qhySvo1pI5J+5+2fSHpj8Wozh1pN/8+My7WSLq/Iy2jFxfSlKmsvqZ+Q7atBWw2P2oBsYGJG0j8h/gBmqGgNHUN4s4jWsNhgRvuRNSM2vsyIP8pNZRYkvZzYYAaAlCLaw2OQrBVJT12zkarvVlxQuegpNtSjNSwGFNLKoaGG9sD8P0taXFgRf3asBL3Rfx20h2wVsRH/Bqp+fwSACDntftFKTltAMTCfdr8DgLUWtPuFnQmtcUe8XeBVNe2E46a0xilAv8eYEPW3VE9IemtiOVMb8TtivyfpAeCam/4RGk/zIK8eOY26wIva382NfgN59OgR+vbtW2H/0aNH8dJLtB8EhmEYhmGMhyGdCgzzvMGNfgN56aWXdM6UwzAMwzAMw9RNqEO3nheM9iEvwzAMwzAMwzB1A270MwzDMAzDMMxzTp1r9H/xxRewt7eHUqmEk5MTzp07p1M7ZswY7Nq1S+fxKVOmwMnJCXZ2drC0tISTkxOcnJz0nvMssXHjRkydOpV0jrW1NR4+fGgkjxiGYRiGYeo2opb/qy3q1Jj+qKgoHDx4EBcuXICFhQUePnyIoiLaDANlWblyJQAgJSUFgwYN4jH4DMMwDMMwzAtJnerpT0tLQ/PmzWFhUTLFXPPmzdGmTRt8/vnncHNzg4ODA0JCQrROtRQbGwsfHx+4uLjA399f54JYI0eOlBatAoB33nkH+/fvx8aNG/HGG29gwIAB6NKlCxYuXChptmzZAnd3dzg5OWHChAnlFvx6msOHD8PLywvOzs4IDAyUVvG1trbG/Pnz4ezsDIVCgWvXrgEAcnJyMHbsWCgUCiiVSuzevRsAsG3bNmnhstmzZ0v2N2zYgM6dO8PHxweRkZHS/vT0dAwbNgxubm5wc3OTjj169Ah+fn7o1q0bJkyY8MJOU8UwDMMwDPMiU6ca/X5+fvjjjz/QuXNnTJ48GSdPngQATJ06FdHR0bh8+TLy8/Nx8ODBcucVFxdj2rRp2LVrF2JjYzFu3DjMnTtXaxrBwcHYsGEDACAzMxNnzpzBa6+9BgA4f/48wsLCEBcXh507dyImJga///47duzYgcjISMTFxUEulyMsLEyr7YcPH2Lx4sUIDw/HhQsX4Orqim+//VY63rx5c1y4cAGTJk3C0qUli2wsWrQIVlZWuHTpEhISEtCnTx/cvXsXs2fPxrFjxxAXF4fo6Gjs27cPaWlpmD9/PiIjI3HkyBFcvXpVsj1jxgx88MEHiI6Oxu7duxEcHAwAWLhwIXr27ImLFy9i8ODBSE1N1Xn9Q0ND4erqCldXV8RnX9dbVgzDMAzDMM8iQoha/ast6tTwnoYNGyI2NhanTp3C8ePHERQUhK+//hqNGjXCN998g7y8PGRkZMDe3h6vv/66dF5iYiIuX76M/v37AwDUajVat9a+QqGPjw+mTJmCBw8eYM+ePRg2bBhMTUsuQ//+/aU59ocOHYrTp0/D1NQUsbGxcHNzAwDk5+ejZcuWWm2fPXsWV69eRY8ePQAARUVF8PLyko4PHToUAODi4oI9e/YAAMLDw7F9+3ZJ07RpU0RERMDX1xctWrQAUPI2IiIiAgDK7Q8KCkJSUpJkp+xDQFZWFrKzsxERESGlNXDgQDRt2lTn9Q8JCUFISAgA4GPr4Tp1DMMwDMMwzLNFnWr0A4BcLoevry98fX2hUCiwZs0aJCQkICYmBm3btsWCBQtQUFB+FUshBOzt7REVFVWlNEaOHImwsDBs374d69evl/bLnlqmWyaTQQiB0aNH46uvvqrUrhAC/fv3x7Zt27QeLx22JJfLoVKppHOeTlffU+DT2lI0Gg2ioqJgaVlx5Vpd5zAMwzAMw7xoaGrxY9rapE4N70lMTERycrK0HRcXhy5dugAoGRqTk5OjdeadLl26ID09XWr0FxcX48qVKzrTGTNmDL7//nsAgL29vbT/yJEjyMjIQH5+Pvbt24cePXqgb9++2LVrFx48eAAAyMjIwO3bt7Xa9fT0RGRkJK5fLxkak5eXJ/XE68LPzw8//PCDtP348WN4eHjg5MmTePjwIdRqNbZt2wYfHx94eHjgxIkTePToEYqLi7Fz506ddko/Wvb29paGIx06dAiPHz/W6w/DMAzDMAzz/FGnevpzcnIwbdo0PHnyBKampujYsSNCQ0PRpEkTKBQKWFtbS8NsymJubo5du3Zh+vTpyMzMhEqlwvvvv1+uQV+WVq1aoWvXrhgyZEi5/T179sTIkSNx/fp1jBgxAq6urgCAxYsXw8/PDxqNBmZmZli5ciXat29fwW6LFi2wceNGDB8+HIWFhdK5nTt31pnnTz/9FFOmTIGDgwPkcjnmz5+PoUOH4quvvkLv3r0hhMBrr72GN954AwCwYMECeHl5oXXr1nB2dpY+Kl6+fDmmTJkCpVIJlUoFb29vrF69GvPnz8fw4cPh7OwMHx8ftGvXrvKCYBiGYRiGYZ4rZOIFnM4lLy8PCoUCFy5cgJWVFYCSOe9jYmLK9Za/yFDG9F9SPyHbzxfFJL2lzIykb2BC0z/RFJL0Gapckr5QQ8svACww6UjSbzCjvcUxI77oM5PR9E1lFiT9A00+SQ8AKUUZJP0ksw4kvYakpuu7FRdULnqKDfVo+gGFtHJoqNE9O5k2/mepIumtiH1NVkJO0gPAddBi6REx9t7ASyR9hAntfqEmDj0YXUAMCgBrLWg+2Zk0Iumpg0pfVdPuL8dNckh6OdkjwIR4zi3VE5LewYwWR+mC9ju1I/Z7kh4ArrnNIOkf5NUn6fve30HSG4vmjXV3xtYED7P0jwIxFnVqeE9NEB4eDltbW0ybNk1q8DMMwzAMwzDM80ydGt5TE/Tr10/rtJVjxozBmDFjqmzHw8NDGsJTyubNm6FQKP6ui3WCDFS9Z/qJht5b2cSE1jNF/Ri5UND6XF8yqfgBtD4eiCyS3hB+N6fp6xOrc56g9dBqiO8EswgxBNB7yQ0hSU7Lcz7RK3NiP0qBjN5D+0iTSdLHWtACqT6xZ/2BJpukzyW+tUs3oG+K2nOfo6EtAvmHGS0u1MQX6o1ktLp80pLei52nptWFHGJdaEgst7ty2jVqBdobLJUBH25Se9b/LKCtdt/VrBlJf19Fe7tB7bUHANvoZST9Yed5JH1fktp4aF68QS4AXsBGf3Vx7ty52naBYRiGYRiGYarECze8h2EYhmEYhmFeNLinn2EYhmEYhnlheAHnsAHAPf0MwzAMwzAM89xDavR/8cUXsLe3h1KphJOTk95x7WPGjNG6kNbTLF26FLa2tnBwcICjoyP++9//UlzSibW1NR4+LPmopnv37gCAlJQUbN26VdLExMRg+vTp1ZJebbBgwQIsXbqUdE7Dhg2N5A3DMAzDMEzdRwNRq3+1RZWH90RFReHgwYO4cOECLCws8PDhQxQV0WY8eJrVq1fjyJEjOH/+PBo3bozMzEzs27fvb9nUxpkzZwD81egfMWIEAMDV1VVagIthGIZhGIZhnleq3NOflpaG5s2bw8KiZJqs5s2bo02bNvj888/h5uYGBwcHhISEaB0nFRsbCx8fH7i4uMDf3x9paWkAgC+//BL/+c9/0LhxYwCAlZUVRo8eDQA4evQounXrBoVCgXHjxknTY1pbW2P+/PlwdnaGQqHAtWvXAACPHj2Cn58funXrhgkTJpTzo7R3e86cOTh16hScnJzw3Xff4cSJExg0aBAAICMjA0OGDIFSqYSnpycSEhIAlPSmjxs3Dr6+vujQoQOWL1+u9zpt2bIF7u7ucHJywoQJE6QVcxs2bIi5c+fC0dERnp6euH//PgDg/v37CAgIgKOjIxwdHaUHlG+//RYODg5wcHDA999/L9n/4osv0KVLF/Tr1w+JiYnS/hs3bmDAgAFwcXFBr169pOty69YteHl5wc3NDZ999ple3xmGYRiGYZjnkyo3+v38/PDHH3+gc+fOmDx5Mk6ePAkAmDp1KqKjo3H58mXk5+fj4MGD5c4rLi7GtGnTsGvXLsTGxmLcuHGYO3cusrOzkZ2djX/84x8V0iooKMCYMWOwY8cOXLp0CSqVCqtWrZKON2/eHBcuXMCkSZOk4S0LFy5Ez549cfHiRQwePFjrXPxff/01evXqhbi4OHzwwQfljs2fPx/dunVDQkICvvzyS4waNUo6du3aNfz22284f/48Fi5ciOJi7fOP//7779ixYwciIyMRFxcHuVyOsLAwAEBubi48PT0RHx8Pb29vrF27FgAwffp0+Pj4ID4+HhcuXIC9vT1iY2OxYcMGnDt3DmfPnsXatWtx8eJFxMbGYvv27bh48SL27NmD6OhoKe2QkBCsWLECsbGxWLp0KSZPngwAmDFjBiZNmoTo6Gi8/PLLOkq3hNDQUOntx7Xsm3q1DMMwDMMwzyJCiFr9qy2qPLynYcOGiI2NxalTp3D8+HEEBQXh66+/RqNGjfDNN98gLy8PGRkZsLe3x+uvvy6dl5iYiMuXL6N///4AALVajdatW0MIoXPBpcTERNjY2KBz55JlkkePHo2VK1fi/fffBwAMHToUAODi4oI9e/YAACIiIqR/Dxw4EE2bNiVdiNOnT2P37t0AgD59+uDRo0fIzMyU7FlYWMDCwgItW7bE/fv38eqrr1awcfToUcTGxsLNzQ0AkJ+fj5YtWwIAzM3NpbcKLi4uOHLkCADg2LFj0ncMcrkcVlZWOH36NAICAtCgQQMpv6dOnYJGo0FAQADq1y9Z9nrw4MEAgJycHJw5cwaBgYGSL6VvRiIjI6V8jRw5ErNnz9Z5DUJCQhASEgIACLZ+k3T9GIZhGIZhmLoLacpOuVwOX19f+Pr6QqFQYM2aNUhISEBMTAzatm2LBQsWoKCg/OqsQgjY29sjKiqqgr0GDRrg5s2b6NChQ4Vz9FE6xEgul0Ol+mtVQeqqrZWlWWqvND1taT5tY/To0fjqq68qHDMzM5Ps6bOhy5enfSqLRqNBkyZNEBcXV+VzGIZhGIZhXkRe1BV5qzy8JzExEcnJydJ2XFwcunTpAqBkuE1OTo7W2Xq6dOmC9PR0qdFfXFyMK1euAAD+9a9/YcqUKcjKygIAZGVlITQ0FLa2tkhJScH169cBAJs3b4aPj49e/7y9vaWhNIcOHcLjx48raBo1aoTsbO1Lxpc9/8SJE2jevLn0rUFV6du3L3bt2oUHDx4AKPlO4Pbt25WeUzp0Sa1WIysrC97e3ti3bx/y8vKQm5uLvXv3olevXvD29sbevXuRn5+P7OxsHDhwAADQuHFj2NjYYOfOnQBKHhri4+MBAD169MD27dsBQMofwzAMwzAM82JR5Z7+nJwcTJs2DU+ePIGpqSk6duyI0NBQNGnSBAqFAtbW1tKwlrKYm5tj165dmD59OjIzM6FSqfD+++/D3t4ekyZNQk5ODtzc3GBmZgYzMzN89NFHqFevHjZs2IDAwECoVCq4ublh4sSJev2bP38+hg8fDmdnZ/j4+KBdu3YVNEqlEqampnB0dMSYMWPQrVs36diCBQswduxYKJVK1K9fH5s2barqpZGws7PD4sWL4efnB41GAzMzM6xcuRLt27fXec6yZcsQEhKCdevWQS6XY9WqVfDy8sKYMWPg7u4OAAgODpZ8DQoKgpOTE9q3b49evXpJdsLCwjBp0iQsXrwYxcXFePvtt+Ho6Ihly5ZhxIgRWLZsGYYNG0bOE8MwDMMwDPPsIxMv6rJkjF4oY/qvFD8i229iUo+kpw5RkhPXnasvoy1O/XvhfZJeLTQkPQAE1etI0idA+1ssXeQJ3UPMtGHsa0r1BwBSizJI+r71KnYG6CMftHIzJ16jthr6ouiRyCTpbU0akfT1Ba2unRNPSPoGMjOS3syANSQfafJJ+hwNbfppb7NWJP11kUfSNyLWnZdAu6YAEKd+QtLbyq1I+obEcpODFndPQLtfqAyYGz1dFJL053NukfT9G3Um6X8vpt3vVps3IOkBwDZ6GUm/3HkeSf9R6haS3lg0qG9dq+nn5qXUSrq8Ii/DMAzDMAzDPOfQu5kYPHr0CH379q2w/+jRo3jppZdqwaPq57UC8ypr/zCj9doDgI2c1vuoVFfdHwBIlNN6gS6qHpL07vVeIenvEXseAeCjEDlJv3AtrVfnTxRULipDWxmtnDuqaP5nGdAFkVqPtsL0oHxaz70g9j42s6CVc+dx9Ul6ALix0ZKkn9LqHklv1Y1W13441Jyk9yqg9Z6aGDAPwb56tF7pJ8T7RaDIIelPaWjfhxUS8zxxOO1NAgB8sINWdz6xpsVRQRatedGglfapsHXx06W2JL2JAWMaHslpdaFJoy4kfUviG5pMU9rv5oM8+m/zYWLP/fQLn5PTYGoPbvQbwEsvvaRzphyGYRiGYRim7sKz9zAMwzAMwzAM81zCPf0MwzAMwzDMC8OLOocN9/RXE1988QXs7e2hVCrh5OSEc+fO6dSOGTNG65oGT2tsbGzg5OQEZ2dnrYubAcC8efMQHh7+t3xnGIZhGIZhnm+4p78aiIqKwsGDB3HhwgVYWFjg4cOHKCqiTQGnjX//+9948803cfjwYUyYMAEJCQnljqvVanz+OX9EwzAMwzAMw+iHe/qrgbS0NDRv3hwWFhYASlYobtOmDT7//HO4ubnBwcEBISEhWl8nxcbGwsfHBy4uLvD390daWloFjbe3t7Q6sbW1NT7//HP07NkTO3fuLPfWIDo6Gt27d4ejoyPc3d2RnZ0NtVqNWbNmwc3NDUqlEmvWrDHilWAYhmEYhqnbiFr+r7bgRn814Ofnhz/++AOdO3fG5MmTcfLkSQDA1KlTER0djcuXLyM/Px8HDx4sd15xcTGmTZuGXbt2ITY2FuPGjcPcuXMr2D9w4AAUCoW0Xa9ePZw+fRpvv/22tK+oqAhBQUFYtmwZ4uPjER4eDktLS6xbtw5WVlaIjo5GdHQ01q5di1u3aAuIMAzDMAzDMM82PLynGmjYsCFiY2Nx6tQpHD9+HEFBQfj666/RqFEjfPPNN8jLy0NGRgbs7e3x+uuvS+clJibi8uXL6N+/P4CS4TqtW7eWjs+aNQuLFy9GixYtsG7dOml/UFBQBR8SExPRunVruLm5AQAaNy6ZF/rw4cNISEiQ3gZkZmYiOTkZNjY2FWyEhoYiNDQUAOCaZwK/+rQVYRmGYRiGYeo6L+qHvNzorybkcjl8fX3h6+sLhUKBNWvWICEhATExMWjbti0WLFiAgoLyiyEJIWBvb6/zI93SMf1P06BBxUWYhBCQySqu6CKEwIoVK+Dv719pHkJCQhASEgIA2PPyiEr1DMMwDMMwzLMBD++pBhITE5GcnCxtx8XFoUuXkpX5mjdvjpycHK2z9XTp0gXp6elSo7+4uBhXrlwxyAdbW1vcvXsX0dHRAIDs7GyoVCr4+/tj1apVKC4uWe0wKSkJubm5BqXBMAzDMAzDPJtwT381kJOTg2nTpuHJkycwNTVFx44dERoaiiZNmkChUMDa2loadlMWc3Nz7Nq1C9OnT0dmZiZUKhXef/992Nvbk30wNzfHjh07MG3aNOTn58PS0hLh4eEIDg5GSkoKnJ2dIYRAixYtsG/fvmrINcMwDMMwzLMHD+9hDMbFxQVnzpypsH/x4sVYvHhxhf0bN26U/u3k5ISIiAi9mrKkpKTo1Lm5ueHs2bMVzvnyyy/x5ZdfaneeYRiGYRiGee7hRj/DMAzDMAzzwvBi9vPzmH6GYRiGYRiGef4RDENgzZo1L5S+JtKoa/qaSONZ19dEGs+6vibSqGv6mkjjWdfXRBrPur4m0qhreqZm4EY/Q8LFxeWF0tdEGnVNXxNpPOv6mkjjWdfXRBp1TV8TaTzr+ppI41nX10QadU3P1Aw8vIdhGIZhGIZhnnO40c8wDMMwDMMwzznc6GdIlK7Y+6LoayKNuqaviTSedX1NpPGs62sijbqmr4k0nnV9TaTxrOtrIo26pmdqBpkQL+gKBQzDMAzDMAzzgsA9/QzDMAzDMAzznMONfoZhGIZhGIZ5zuFGP8MwDMMwDMM853Cjn2EYhmEYhvnb3L59G+Hh4QCA/Px8ZGdn17JHTFlMa9sBpu7y+uuvQyaT6Ty+f//+ctsZGRl67TVr1qzc9rRp0/TaX758eYV9e/bs0ZvG0KFDy203atRIbxpZWVl/S0/1R6FQ6LWfkJBQYd+FCxf0puHs7Cz929j5pfpjiN4Qv7799lu9aXz44YfltqmxTS1nal2g2gfosUTNM1VPLWdq/TckVqnnUPNALQOqfWocUcsMoJcDNc/U2KbqjR2nhqRh7PpPjWuqP4bUNQBYu3YtQkNDkZGRgRs3buDPP//ExIkTcfToUb3pMzUHN/oZncycORNAyQ3p3r17ePfddwEA27Ztg7W1dQW9i4sLZDIZhBBITU1F06ZNIYTAkydP0K5dO9y6dauc3tXVFQAQGRmJq1evIigoCACwc+dOuLi4aPXpwIEDAIAHDx7gzJkz6NOnDwDg+PHj8PX1rXBzLO1lmDdvHl5++WWMHDkSQgiEhYVp7YGg6qn+HDx4EACwcuVKAMDIkSMBAGFhYahfv77WPH/00UcAgIKCAsTExMDR0RFCCCQkJMDDwwOnT5+usfxS/TFE/3fykZiYiOjoaAwePBhASfl4e3tX0FNjm1rO1LpAtQ/QY4maZ6qeWs7U+m9IrFLPoeaBWgZU+9Q4opYZQC8Hap6psU3VGztODUnD2PWfGtdUfwypa0BJTJw/fx4eHh4AgE6dOuHBgwc69UwtUDML/zLPMr169arSvlImTJggfv75Z2n7l19+ER9++KFOva+vrygqKpK2i4qKhK+vr16fBg4cKO7evStt3717VwQEBOjUu7u7V2mfoXqqP927d6/SvrIEBQWJhIQEafvSpUti9OjRWrXGzi/VH0P0hvjVv39/kZWVJW1nZWUJf39/nXpqbFPLmVoXqPaFoMcSNc9UPbWcqfXfkFilnkPNA7UMqPapcUQtMyHo5UDNMzW2qXpjx6khaRi7/lPjmuqPob8jTk5OQgghiouLhUKh0Klnah4e089USnp6Om7evClt37p1C+np6Tr10dHReO2116Ttf/7znzh58qRO/d27d8v1HuTk5ODu3bt6fUpJSUHr1q2l7VatWiEpKUmnXi6XIywsDGq1GhqNBmFhYZDL5dWmp/qTm5tbrkfpzJkzyM3N1akHgGvXrkGhUEjbDg4OiIuLqxb/qXqqP4boDfErNTUV5ubm0ra5uTlSUlJ06qmxTS1nal2g2gfosUTNM1VPLWdq/TckVqnnUPNALQOqfWocUcsMoJcDNc/U2KbqjR2nhqRh7PpPjWuqP1T7Pj4++PLLL5Gfn48jR44gMDAQr7/+uk49U/Pw8B6mUr777jv4+vqiQ4cOAEpuTGvWrNGpb968ORYvXox3330XMpkMW7ZswUsvvaRTP2fOHHTr1g29e/cGAJw8eRILFizQ65Ovry/8/f0xfPhwyGQybN++XTpfG1u3bsWMGTMwY8YMyGQy9OjRA1u3bq02PdWfdevWYdy4ccjMzIRMJoOVlRXWr1+vN89du3ZFcHBwuevatWvXWskv1R9D9Ib4NXLkSLi7uyMgIAAymQx79+7FqFGjdOqpsU0tZ2pdoNoH6LFEzTNVTy1nav03JFap51DzQC0Dqn1qHFHLDKCXAzXP1Nim6o0dp4akYez6T41rqj9U+19//TXWrVsHhUKBNWvW4LXXXkNwcLBOPVPz8Iq8TJUoLCzEtWvXAAC2trawsLDQqc3IyMDChQsREREBmUwGb29vzJs3r8LHQmW5d+8ezp07BwDw8PDAyy+/XKlPe/fuRUREBADA29sbAQEBlCxVO4b4k5WVBSEErKysKtUWFBRg1apV5dKYNGkS6tWr9/ccNxCqPzXl/4ULF3Dq1CkpjW7duunVU2IboJWzIXXB0LimxBI1zxS9IeVsSP03JobGalXLgGrfkDiiljFgWDlQ4o4a21S9seOUmkZN1v+qYIg/FHJzc1GvXj3pbYBarUZhYaHO79WYWqA2xxYxzwa5ubli0aJFIjg4WAghRFJSkjhw4ECl52VnZ1fJvkajEZs3bxYLFy4UQghx+/Ztce7cuUrPS0lJEUeOHJF8LDuW+2kSExNFnz59hL29vRBCiPj4eLFo0aJq01P9uXfvnhg3bpwYMGCAEEKIK1euiB9//FGvfSGEyMvLE9euXatUVxP5pfhjqN4Qv06dOiXWr18vhBDiwYMH4ubNmzq1hsQ2pZxLqWpdMMQ+NZaoeTbkGlHKmVr/DYkJQ86h5MGQ+kytC0JUPY4MKTNqORiSZ2psU/TGjlND0xDCePXf0Pt2Vf2h2vfw8ChnOzs7W3h5eVUpLaZm4EY/UylvvfWWWLJkiVTx8/LyhKOjo059ZGSk6Nq1q2jbtq0QQoi4uDgxadIknfqJEyeKyZMnC1tbWyGEEBkZGcLV1VWvT6GhocLV1VV06NBBCFFy8+3Tp49Ovbe3tzh37pz0gZEQQspPdeip/gwYMEDs2LFDKJVKIUTJB08ODg469UII8dNPP4nOnTsLa2trIYQQFy9eFK+//nq1+E/VU/0xRG+IXwsWLBCDBg0SnTp1EkIIcefOHb0fF1Jjm1rO1LpAtS8EPZaoeabqqeVMrf+GxCr1HGoeqGVAtU+NI2qZCUEvB2qeqbFN1Rs7Tg1Jw9j1nxrXVH+o9rVdi8rijqlZuNHPVIqLi4sQQpSr+KU3em24u7uL1NTUKt8ounXrRrIvRMmNpLCwsNw5+n5wSn+8yur13YyoemP7I4QQzs7O4smTJ+XO0TUzgrHzS/XHEL0hfjk6OgqNRlPlNKixTS1nal2g2heCfo2oeabqqeVMrf+GxCr1HGoejG2fGkfUMhPC+OVAjW2q3thxakgaxq7/1DKg+kO13717dxEbGyttx8TECE9PT516pubhD3mZSjE3N0d+fr60WMeNGzcqHR/atm3bctv6vvg3MzODWq2W7Kenp8PERP/EUhYWFuVmaVGpVHoXE2nevDlu3LghaXbt2lVuloS/q6f606BBAzx69EjSnD17ttIxsaamplUaN2uI/1Q91R9D9Ib4ZW5uDplMJukrmxGJGtvUcgZodcEQ+9RYouaZqqeWM7X+GxKr1HOoeaCWgSF1gRJHhtyzqeVAzTM1tql6Y8epIWkAxq3/htQFij9U+99//z0CAwPRpk0bAEBaWhp27Nih1x+mhqntpw6m7nP48GHh7e0tmjdvLkaMGCHat28vjh8/rlM/bNgwERkZKbp16yYKCwvFv//9bxEUFKRTv2XLFvH666+LV155RXzyySeic+fO4n//+59en2bNmiW++OIL0aVLF3H48GExZMgQ8cknn+jU37hxQ/Tt21dYWlqKNm3aiB49eohbt25Vm57qT2xsrOjevbto3Lix6N69u+jUqZOIj4/Xm+dx48aJsLAwoVAoRFJSkpg6daqYMGFCreSX6o8hekP8+ve//y1CQkKEjY2NCA0NFZ6enmL58uU69dTYppYztS5Q7QtBjyVqnql6ajlT678hsUo9h5oHahlQ7VPjiFpmQtDLgZpnamxT9caOU0PSMHb9p8Y11R9D6lpRUZG4dOmSSEhIKLfuA1M34Nl7mCrx6NEjnD17FkIIeHp6onnz5jq1Dx8+xIwZMxAeHg4hBPz8/LBs2TK9U4Ndu3YNR48ehRACffv2rXTqNI1Gg3Xr1uHw4cMQQsDf3x/BwcGV9orm5uZCo9GgUaNG+jNM1Bvij0qlQmJiIoQQ6NKlC8zMzPSmkZeXhy+++KJcGp999pne2SaMlV9D/DHEf0P8OnLkSLk0+vfvr1dPiW1qOVPrgqFxTY0lSp6pekPKmVr/AXpsU84xJA+UMqDaN+SeSi1jgF4OlDxTY9uQumDsOKWmUVP1v6pxbUgcVcX+sWPH0KdPH+zZs0frcW0rijO1Azf6GZ1cuHBB73FnZ+e/ZT8jI0Pv8eqYRuzbb7/Ve/zDDz/8W3oqum6Kpfzdm2Ndy6+hGNsvY8d2TUCNJWqe61r9NyQmnvX6TMWQMqOWw/OQ57qYBgVjxzXV/vz587Fw4UKMHTu2glYmk1W6Bg1Tc/CYfkYnH330EYCS+YxjYmLg6OgIIQQSEhLg4eFRbjVGAJg2bZreHonly5eX23ZxcYFMJoMQAqmpqWjatCmEEHjy5AnatWuHW7duVbChUCj0ppGQkFBuu3SFycTERERHR2Pw4MEAgAMHDsDb27vC+VQ91Z8DBw4AAB48eIAzZ86gT58+AIDjx4/D19dX6w/m66+/rjeN/fv311h+qf4YojfEr0aNGulNIysrq9w2Nbap5UytC1T7AD2WqHmm6qnlTK3/hsQq9RxqHqhlQLVPjSNqmQH0cqDmmRrbVL2x49SQNIxd/6lxTfWHan/hwoXQaDT45z//ibfeektnOkztw41+RifHjx8HALz99tsIDQ2Vliy/fPkyli5dWkHv6uoKAIiMjMTVq1cRFBQEANi5cydcXFwq6Et/TCZOnIjBgwdLy4MfOnQI4eHhWn06ePAgAGDlypUASlZgBYCwsDCtC4DMnz8fAODn54cLFy5IrycXLFiAwMDAv62n+rNhwwYAwKBBg3D16lXpo6i0tDRMmTJFa55nzpwJoKSH7d69e3j33XcBANu2bYO1tXWN5pfqjyF6Q/wq/ZGaN28eXn75ZYwcORJCCISFhUnHykKNbWo5U+sC1T5AjyVqnql6ajlT678hsUo9h5oHahlQ7VPjiFpmAL0cqHmmxjZVb+w4NSQNY9d/alxT/TGkrpmYmOCHH37gRn9dp3o/EWCeR6hz7/r6+pb7gKeoqEj4+vrq1Ds7O1fYVzo1mi60zb2ubz72Ll26iIKCAmm7oKBAdOnSpdr0VH+eniZNrVZXOtd4r169qrRPCOPnl+qPIXpD/HJ3d6/SvlKosU0tZ2pdoNoXgh5L1DxT9dRyptZ/Q2KVeg41D9QyoNqnxpEh86VTy4GaZ2psU/XGjlND0jB2/afGNdUfqv3PP/9c/Pvf/xapqani0aNH0h9Td+CefqZSunbtiuDgYLz77ruQyWTYsmWL3g+87t69i+zsbGksaE5ODu7evatT37x5cyxevLic/ap8WHT69Gn07NkTAHDmzBm90zOOHDkS7u7u0pLm+/btw+jRo6tNT/XH19cX/v7+GD58OGQyGbZv347evXvrzjBKptC7efMmOnToAKCkhy49Pb1W8kv1xxC9IX7J5XKEhYXh7bffhkwmw7Zt2/ROSUeNbWo5U+sC1T5AjyVqnql6ajlT678hsUo9h5oHahlQ7VPjiFpmAL0cqHmmxjZVb+w4NSQNY9d/alxT/aHaLx27X/rGAigZ03/z5k2d5zA1C3/Iy1RKQUEBVq1ahYiICACAt7c3Jk2apHOWgw0bNmDBggXSD8DJkyexYMECnTeLjIwMLFy4sJz9+fPn6/2QNzY2FuPGjUNmZiYAoEmTJli/fr3eD6ouXLiAU6dOQSaToVevXujWrZvefFP0hvizd+/ecnkuvbHq4tdff0VISIj0I5WSkoLQ0FD4+fnVeH4N8YeqN8SvlJQUzJgxA5GRkQCAnj174vvvv9f52p4a29RyptYFQ+IIoMUSNc9UPbWcDan/1FilnmNIrFLKgGqfGkfUMgMMKwdKnqmxTdUbO04NSaMm6j8lrqn+UO0zdR9u9DNVoqioCImJiZDJZFWaEvDevXs4d+4cZDIZ3N3d8fLLL1eaRlZWFkxMTNCwYcMq+5WVlQUhRJUWWYmPj0dERIR083J0dKxWPdWf+/fv4/z589I1atmyZaXnFBYW4tq1awAAW1tbvQvD1ER+Kf4YojfULwrU2AZo5WxoXaiqfYAeS9Q8U/WGlDOl/hsSE9RzqHmglgHVPjWODIlrgFYOhtzDqLFN0ddEnNbUb6Gxfteo/lTF/rlz5xASEoIbN25AoVBg/fr1VZp2l6l59C97yjAATpw4gU6dOmHq1KmYPHkyOnfuLPV06OL8+fM4deoUIiIiEB0drVd76dIldOvWDQqFAvb29nBxccHly5f1npOZmYkPP/wQffr0Qd++ffHRRx9JvSPaWLZsGd555x08fPgQDx48wLvvvosVK1ZUm57qz//+9z+4u7tj165d+N///gcPDw/s2rVLb56Li4uxZs0aLFq0CIsWLcLatWtRXFxcK/ml+mOI3hC//vzzTwQEBKBly5Zo1aoVhg0bhj///FOnnhrb1HIGaHXBEPvUWKLmmaqnljO1/hsSq9RzqHmgloEhdYESR4bcs6nlQM0zNbapemPHqSFpAMat/4bUBYo/VbU/ZcoULF26FI8ePcKHH36I999/X69dphappW8JmGcIZ2dnce3aNWk7MTFR60dfpcyePVv06dNHrFu3Tqxbt07069dPzJkzR6fey8tLHDt2TNo+fvy48PLy0uvT0KFDxbx588SNGzfEjRs3xIIFC0RAQIBOvUKhEDk5OdJ2Tk6OUCgU1aan+qNUKsX9+/el7QcPHgilUqlTL4QQ7733nhg1apQ4evSoOHr0qBgzZox47733qsV/qp7qjyF6Q/zq16+fWL9+vSguLhbFxcViw4YNol+/fjr11NimljO1LlDtC0GPJWqeqXpqOVPrvyGxSj2HmgdqGVDtU+OIWmZC0MuBmmdqbFP1xo5TQ9Iwdv2nxjXVn6ra79atm95tpu7AjX6mUrRV8soakGq1WtpWqVR69dp+KCprAFNnUXBwcBD5+fnSdn5+vnBwcKg2vSH+lEWtVuu1LwTtOhk7v1R/DNEb4he1HKixbYh9Sl0wZNYVaiwZUp8pemPHhSGxSj3HEJ/KUlkZUO1T44haZob4RM2zsWeNMnacGpKGses/Na6p/lTVvo2Njdi9e7f09/Q2U3fg2XuYSnF1dcV7771Xbu5gbXP7luXJkyfSB2CVDU/o0KEDFi1aJNnfsmULbGxs9J5jaWlZbpaDyMhIWFpa6tSPHTsWHh4e5WYheO+996pNT/VnwIAB0swXALBjxw7885//1KkHSmamuXHjBv7xj38AAG7evKlzZhpj55fqjyF6Q/xq3rw5tmzZIl3Xbdu26Z2BhBrb1HIGaHXBEPvUWKLmmaqnljO1/hsSq9RzqHmgloEhdYESR4bcs6nlQM0zNbapemPHqSFpAMat/4bUBYo/VbXv4+MjLdr29LZMJqvxVZoZ3fCHvEylFBYWYuXKlTh9+jSEEPD29sbkyZN1fvS0bds2zJkzB71794YQAhEREfjqq6/w9ttva9U/fvwY8+fPl1Y1LJ01omnTpjp9iouLw+jRo6WbVtOmTbFx40a9HzFduHChXB6qMptNVfWG+LNnz55y9iubvefo0aMYO3YsOnToACEEbt++jQ0bNuicJs+Y+TXEH6reEL9SU1MxdepUREVFQSaToXv37li2bBnat2+vVU+NbWo5U+uCIXEE0GKJmmeqnlrOhtR/aqxSzzEkVillQLVPjSNqmQGGlQMlz9TYpuqNHaeGpFET9Z8S11R/qPaZug83+plKyc3NRb169aReELVajcLCQp0rhQIlqzNGR0dDCAEPD48qzVhgCFlZWQCAxo0b69WdPXsW9vb20sqC2dnZuHr1Kjw8PKpFT/Xn1q1baN26tTTVW35+Pu7fv69zaslSCgsLkZiYCCGE3tkmaiq/VfXHUL2hflUVQ2IbqHo5A4bVBYp9aixR82zINaKWMwVDYsKQcyh5MKQ+U68RJY4MjWsKht7DKLFN0ddEnNbUb6Gxfteo/lDt379/H5988gnu3r2LQ4cO4erVq4iKiqr07QNTg1T/iCHmecPDw0NkZ2dL29nZ2Xo/8NqzZ4948uSJtP348WOxd+9enfp+/fqJx48fS9sZGRnCz89Pr0//+te/Kpwzd+5cnXonJyeh0WikbbVarfdjI6qe6o+Li4soLCyUtgsLC4Wrq6tOvRBC/PDDDxXSWLlyZbX4T9VT/TFEb4hfo0aNqpDG2LFjdeqpsU0tZ2pdoNoXgh5L1DxT9dRyptZ/Q2KVeg41D9QyoNqnxhG1zISglwM1z9TYpuqNHaeGpGHs+k+Na6o/VPsDBgwQO3bskL6NKC4urvR7G6Zm4UY/UynV8QGWk5OTTr22Y/r0uo7ruxlp84n6QZU+fXX4Y8jHy7quk7HzS/XHEL0hflFjiRrb1VHO1LpQWYOWGkvG/qDS2PW/umKVWh+oPlHLoDrrjiEfhFdHOejLMzW2q6OuVWec1kQatfG7Vp11rfShr6zNyuKOqVl4nn6mUho0aIALFy5I27GxsXo/LtJoNBX2qVQqnXoTExOkpqZK27dv34ZMJtPrU+lr1VLy8/PLbT9Nhw4dsHz5chQXF6O4uBjLli2TVmKsDj3VnxYtWmD//v3S9k8//YTmzZvr1AMl11WUGY2nVqtRVFRULf5T9VR/DNEb4pdGo8Hjx4+l7YyMDL2xR41tajlT6wLVPkCPJWqeDan/lHKm1n9DYtWQOKLkgVoGhtSdp6nOuAbo5UDNMzW2qXpjx6mhaTxNddZ/Q+Ka4g/VfoMGDfDo0SMpbs6ePVvlRdiYGqIWHziYZ4Tz58+LDh06iJ49e4qePXuKf/zjHyImJkanfuzYseKDDz4Q169fFzdu3BDvv/++GD16tE79oUOHRNu2bcW7774r3n33XdGuXTvx66+/6vVpyZIlokePHuLHH38U69atEz169BBLlizRqb9//74ICgoSLVq0EC1bthTDhw8vN8f039VT/bl+/brw8PAQbdu2Fa+++qrw8vISycnJevM8c+ZM8eabb4rw8HBx9OhRERgYKD788MNayS/VH0P0hvi1adMmYWtrKz799FPx6aefii5duoj//ve/OvXU2KaWM7UuUO0LQY8lap6pemo5U+u/IbFKPYeaB2oZUO1T44haZkLQy4GaZ2psU/XGjlND0jB2/afGNdUfqv3Y2FjRvXt30bhxY9G9e3fRqVMnER8fr1PP1Dz8IS9TJYqLi8t98KRv6fHc3FwsWrQI4eHhEELAz88Pn376KRo0aKDznIcPH+Ls2bMQQsDLy6vSXm8AOHToEI4ePSql4e/vb1DeqgtD/MnJyYEQQvpQSh8ajQZr1qwpl0ZwcHCl08wZC6o/NeX/lStXcPz4cQgh0LdvX9jZ2enVU2IboJWzIXXB0LimxBI1zxS9IeVsSP03JobGalXLgGrfkDiiljFgWDlQ4o4a21S9seOUmkZN1v+qYIg/VFQqlXR9unTpUqW4Y2oObvQzVeLMmTNISUkp9ypw1KhR1Wb/zp07uH37djn73t7e1WY/PT0da9eurZCH9evXV4ueSmFhIXbv3l3B/rx586rFfl3Lr6EY4pdarcb9+/fL6du1a6dTb+zYNjaGxBI1z3Wp/hsSE896fTYEQ8qMUg7PS57rYhpVxdhxXVX7e/bs0WuH5+mvO/DiXEyljBw5Ejdu3ICTk5PUCyKTyXTe6JKSkrB06dIKN4pjx45p1c+ePRs7duyAvb09TExMJPv6Gv179uzB7Nmz8eDBA4iSD9Ihk8mkqc6e5o033kCvXr3Qr1+/KvUsU/WG+GNlZQUXF5cqT2cYGRmJBQsWSD/KpWncvHnzb/tP1VP9MURviF8rVqzAwoUL0apVK8jlcimNhIQErXpqbFPLmVoXqPYBeixR80zVU8uZWv8NiVXqOdQ8UMuAap8aR9QyAwwrB0qeqbFN1Rs7Tg1Jw9j1nxrXVH+qar/swlxPw4tz1TGqZZAQ81xja2tbbtquylAqleI///mPOHfunIiJiZH+dNG5c2dRUFBA8ukf//iHuHr1apX11BkEqHqqP/b29iT7QgjRpUsX8csvv4j79++Lhw8fSn/aMHZ+qf4YojfEr3/84x+V2iwLNbap5UytC1T7QtBjiZpnqp5aztT6b0isUs+h5oFaBlT71DiilpkQ9HKg5pka21S9sePUkDSMXf+pcU31h2feef7gnn6mUhwcHHDv3j20bt26SnpTU1NMmjSpyvY7dOiA4uJi0gI+rVq1QteuXausHzRoEH755Re89tprRtFT/enevTsuXboEhUJR5XOsrKz0LnNfFmPnl+qPIXpD/Grbti1ptghqbFPLmVoXqPYBeixR80zVU8uZWv8NiVXqOdQ8UMuAap8aR9QyA+jlQM0zNbapemPHqSFpGLv+U+Oa6o8hde3nn3/GlStXUFBQIO2rzSFfTHl4TD9TKb1790ZcXBzc3d3L/SCUna6tLAsWLEDLli0REBBQTt+sWTOt+mHDhiE+Ph59+/Ytp1++fLlOn2bMmIF79+5hyJAh5c7R9RqxUaNGyM3Nhbm5OczNzSt9bUrVU/2xs7PD9evXYWNjAwsLi0qHoQDAnDlzoFarMXTo0HJpODs713h+qf4YojfEr/feew+JiYkYOHBguTQ+/PBDrXpqbFPLmVoXqPYBeixR80zVU8uZWv8NiVXqOdQ8UMuAap8aR9QyA+jlQM0zNbapemPHqSFpGLv+U+Oa6g/V/sSJE5GXl4fjx48jODgYu3btgru7O9atW6dVz9Q83OhnKuXkyZNa9/v4+Gjdb2NjU2GfvrGSmzZt0rp/9OjROn0aO3as1jRq68NTqj+3b9/Wur99+/Y60+jdu7fWNHSNxzQ2VH9qwv+FCxdq3T9//nyt+6mxTS1nal0wJK6psUTNM1VPLWdD6r+xoeaBWgZU+9Q4opYZQC8Hap6psU3VGztODUmjJuo/Bao/VJRKJRISEqT/5+TkYOjQoTh8+HC12GeqgRofUMQ8k6SkpIgjR44IIYTIzc0VWVlZ1Wo/Ly9PXLt2rVptlkWj0YjNmzeLzz//XAghRGpqqjh37ly16Q3h1KlTYv369UIIIR48eCBu3rxZbbbrYn4NwVC/cnJyqpyGsWO7JqDGEjXPdan+GxITz3p9NgRDyox6H34e8lwX06gqxo5rqn13d3chhBAeHh7izp07Ij8/X3Ts2LHa/GH+PtzoZyolNDRUuLq6ig4dOgghhEhKShJ9+vTRqc/NzRWLFi0S48ePl/QHDhzQqd+/f7/o3LmzsLa2FkIIcfHiRfH666/r9SkxMVH06dNH+pgsPj5eLFq0SKd+4sSJYvLkycLW1lYIIURGRoa0ZHh16Kn+LFiwQAwaNEh06tRJCCHEnTt3RPfu3XXqhRDi3r17Yty4cWLAgAFCCCGuXLkifvzxx2rxn6qn+mOI3hC/zpw5I7p27Sratm0rhBAiLi5OTJo0SaeeGtvUcqbWBap9IeixRM0zVU8tZ2r9NyRWqedQ80AtA6p9ahxRy0wIejlQ80yNbare2HFqSBrGrv/UuKb6Q7X/+eefi8ePH4vdu3eLl19+Wbz88svi008/1alnah5u9DOV4ujoKAoLC4WTk5O0z8HBQaf+rbfeEkuWLJFuXHl5eXpnAXB2dhZPnjypsn0hhPD29hbnzp0rd46+2SS6desmhBDl9Eqlstr0VH8cHR2FRqMpp1coFDr1QggxYMAAsWPHDsmP4uJindfJ2Pml+mOI3hC/3N3dRWpqKqkcKLFNLWdqXaDaL80DJZaoeabqqeVMrf+GxCr1HGoeqGVAtU+NI2qZCUEvB2qeqbFtyD3VmHFqSBrGrv/UuKb6U1X758+fF2lpadL2pk2bRP/+/cW0adPEo0ePdNpnah6T2h5exNR9LCwsYG5uLm2rVCrIZDKd+hs3buDjjz+WVuKztLSE0PPpiKmpaYUZV/TZB4C8vDy4u7tXsKMLMzMzqNVqyW56ero0F3V16Kn+mJubQyaTSfZzc3N1akt5+PAh3nrrLckPU1NTnXMnGzu/VH8M0RvqV9u2bctt60uDGtvUcqbWBap9gB5L1DxT9dRyptZ/Q2KCeg41D9QyoNqnxhG1zEp9oJQDNc/U2KbqjR2nhqRh7PpPjWuqP1W1P2HCBOm6REREYM6cOZgwYQKsrKwQEhKi0z5T83Cjn6kUHx8ffPnll8jPz8eRI0cQGBiI119/Xafe3Nwc+fn50o3ixo0beqeBc3BwwNatW6FWq5GcnIxp06ahe/fuen1q3rw5bty4IaWxa9cuvdOoTZ8+HQEBAXjw4AHmzp2Lnj174pNPPqk2PdWft956CxMmTMCTJ0+wdu1a9OvXD+PHj9eb5wYNGuDRo0dSGmfPntU5PaWx80v1xxC9IX61bdsWZ86cgUwmQ1FREZYuXap3CjxqbFPLmVoXqPYBeixR80zVU8uZWv8NiVXqOdQ8UMuAap8aR9QyA+jlQM0zNbapemPHqSFpGLv+U+Oa6k9V7avVamkGoB07diAkJATDhg3DokWLcP36dZ32mVqgVt8zMM8EarVahIaGijfffFMMGzZMhIaG6l2g5PDhw8Lb21s0b95cjBgxQrRv314cP35cpz43N1d88sknwtXVVbi6uoq5c+eK/Px8vT7duHFD9O3bV1haWoo2bdqIHj16iJSUFL3n/P777+KHH34QK1asqLAASkZGxt/SG+LP4cOHxcyZM8VHH30kDh8+rFcrhBCxsbGie/fuonHjxqJ79+6iU6dOIj4+XqfemPk1xB+q3hC/0tPTxYgRI0TLli1FixYtxDvvvKN3wR1qbFPLmVoXDImj0nSqGkvUPFP11HI2pP5TY5V6jiGxSikDqn1qHFHLTAjDyoGSZ2psU/XGjlND0qiJ+k+Ja6o/VbVvb28viouLhRAli56dPHlS0hiyECVjPLjRz/xthg4dWmHfw4cPxcGDB8WBAwdEenp6uWOXL18m2Z86darOYzk5OVpnT9i4cSMpjdKxi39XX13+eHp6at1fXFwsLl++LC5duiSKiorKHavKg0Mp1ZVfqj/V5X9lfuniyy+/JOm1xbYQtHI2pC5UVxwJoTuWdKErzxR9dZazvvqvDWpM6DqnOvOgrQyo9qvznkotYyHo5aAr7qixXV11wdhxqiuN2qz/2uK6OuOo1P7ixYtF9+7dxeDBg4WTk5P0IJScnFzpBBVMzcKNfuZvU/Yjn6pQXQ3O6jyHmgdj55lqn5qGsfMrRM2Uc10rB2PnuSauUV2rCzVRd160OKqJ+vys57ku3o/qWp7L2o+KihJ79uwpN11yYmKiiI2NJdlkjIv+L8QYpgpU9oHY04gaWA+OmgY1D8bOM9U+NQ1j5xeg59mQuKhr5WDsPNfENaprdYGKIbH6osWRIdeIyrOe57p4P6preS5r39PTs8Lxzp07k+wxxoc/5GVqnLr4g2NsOM/VrzcEY6dR1xrYdRHOQ/XbfxGvaV0rg5pI43nIM1O7cKOf+dsYu+fOEPt1rce1Jnp0jWm/Jt7OGEJdK4e6Vm6GnPOs57kmrlFds0/leYijuhanNZFGXctzXYtrpnK40c/8bZYsWULSl53nGAAuX76sVz9jxgyyTz169JD+rdFo4ODgoFd/9OjRcts3btxAYWEhAODEiRNYvnw5njx5olNP8aeU27dvIzw8HACQn5+P7Oxs6djmzZtJ9gHA2tpa7/GcnBzp31T/qfqq+FNV/enTp7FhwwYAJfNE37p1y2C/AgMDy20vW7asgqbsPmpsaytnfTxdF6rbPkCPJWqeqXpd5axrnveq1P+/E9uGnFOah+vXryMyMrLC8VOnTuHGjRvSdtky0Gg0OHPmTJXsVxVqHFHLDKDfh6lxR41tqr664jQ/Px+JiYnVkkZ11P/qvD9q80etVuPu3btITU2V/gy1z9Q+MsGPakwlKBSKCq/9rKys4Orqik8//RQvvfRSuWN9+/atcDPQtq+Unj17oqioCGPGjMGIESPQpEmTSn26f/8+PvnkE9y9exeHDh3C1atXERUVhffee0+r/p133sFXX32Fdu3aVWobAJycnBATE4OUlBT4+/tj8ODBSExMxC+//KJV/+2331bYZ2VlBRcXFzg5OVU4tnbtWoSGhiIjIwM3btxAcnIyJk6cqPUa7dmzR6+vQ4cOrVKe2rVrV+6GDQCXLl3C+PHjcefOHfzzn//EkiVL0LRpUwCAu7s7zp8/r9NeXl4e/u///g+pqalYu3YtkpOTkZiYiEGDBlWLHgAWLlyImJgYJCYmIikpCXfv3kVgYGCFhta0adP0vppevny51v3Ozs64cOFCuX3dunXDxYsXy+3TVr5l+fDDD7XuF0IgLCwMN2/exLx585Camop79+5VWIDHEPuNGjXSm+esrCyt+yMjI7FgwQLcvn0bKpUKQgjIZDLcvHmznE5bvS/Nk0wmQ0JCQrn9hsbpmTNnEBwcjJycHKSmpiI+Ph5r1qzBf/7zH732yqIttgHD41tbXqysrKBQKNCyZUtp36BBg/Dll19CqVSW08bExGDhwoU4cOCAVvteXl6IioqqNF9Px+bTODs7l9umlhkAvP7663rjaP/+/Vr3l42/oqIiFBcXo0GDBjrjjnrPLiwsxO7du5GSkgKVSiXtnzdvXjldTcUpABw4cAAzZ85EUVERbt26hbi4OMybN6/CNfrtt9+QnZ2NN998s9z+sLAwtGzZEv3799dqn3qNqnp/LKWq96NSVqxYgYULF6JVq1bSoly64oh5NuAPeZlK+ec//wm5XI4RI0YAALZv3w4AaNy4McaMGSP9sBUUFCAvLw8PHz7E48ePpVd/WVlZuHv3rk77p0+fRnJyMtavXw9XV1e4u7tj7NixOm+MADBmzBiMHTsWX3zxBYCSD4aCgoJ03hzT0tJgb28Pd3d3NGjQQNqv6wfNxMQEpqam2Lt3L95//31MmzYN3bp10+lPTEwMYmJipIVafv75Z7i5uWH16tUIDAzExx9/XE6/cuVKnD9/Hh4eHgCATp064cGDB1ptl17fBw8e4MyZM+jTpw8A4Pjx4/D19S33I6Wr8SiEKNcbWsqkSZOwYMECeHp64scff0TPnj2xf/9+/OMf/0BxcbHO/ALA2LFj4eLiIjVeXn31VQQGBupsxFP1ALB3715cvHhRaty0adOm3BuRUlxdXfX6+jTbtm3D1q1bcevWLQwePFjan5WVVeEhFoCUZmJiIqKjo6VzDhw4AG9vb53pTJ48GSYmJjh27BjmzZuHRo0aYdiwYYiOjtZqn0LpOfPmzcPLL7+MkSNHSj/q+uy99957+O677+Di4qJ3BdKDBw+S/KHEaVk++OAD/Pbbb9I1dXR0RERERAUdNbYBw+N73bp1iIqKQu/evQGUvO3z9PREUlIS5s2bh5EjRwIAUlJSKjT4gZJ4TElJ0Wnfz88Pu3fvxtChQ/U2uD/66COdx2QyGY4dO1ZuH7XMAGDmzJnkc4CKMbtv3z69nQTUe/Ybb7whdZzoW0CqpuIUABYsWIDz58/D19cXQEnnkLZynj9/vtYHvr59+yIgIEDnbxv1GlX1/lhKVe9HpSxbtgyJiYla74nMM0o1zADEPOdom2e3dJ+Dg4O07/vvvxfW1tbC3NxcWFtbS39KpVKsWLGi0nRUKpXYtWuXaNOmjbC1tRVdunQRu3fv1qp1dXUVQpSfMszR0VGn7RMnTmj904W7u7vYunWrsLe3Fzdv3hRC6F9kxM/PT2RnZ0vb2dnZwt/fX+Tl5YmuXbtqtV/W/+LiYqFQKHTaF0KIgQMHirt370rbd+/eFQEBAeU0FhYW4tNPPxULFiyo8GdlZVXB5tPX7NixY6Jjx44iKiqq0unbXFxcyuVBCCGUSmW16YUQws3NTQjx11RyOTk5eq/T//73vyrtS0lJEcePHxeenp7l4iE2NlZaZEYb/fv3Lzd/dlZWlvD399epL/WbkmcqpbFU2b6qHKsOqhKn2vyp7BpRY1sIw+N70KBB4t69e9L2vXv3REBAgHj06FG5+8A//vEPnTb0HWvYsKGQyWTCzMxMNGrUSDRs2FA0atRIp/5ZwcPDQ+cx6j3b2Is6UeNUCO2xqu1+pO8epe8Y9RpR74/U+5Gvr6/e+yHz7ME9/Uyl5OTk4Ny5c1Kv9Pnz56WeNVPTv0JoxowZmDFjBlasWIFp06ZV2X5CQgI2bNiAn3/+Gf3798eBAwfg7OyMu3fvwsvLS2vPC3UJdR8fnyr7AwAbNmzA6tWrMXfuXNjY2ODWrVt49913depTU1PLjYc0MzPD7du3YWlpqbWX6unl3P/zn//oXc4dKOlVLLske6tWrZCUlFRO4+zsjCFDhsDFxaXC+T/++GOFfUIIZGZmSteud+/e2L17N4YNG4aMjAy9/lCXdKfqAeCtt97ChAkT8OTJE6xduxbr16/H+PHjdeq/+uqrCuP2te1r37492rdvj/DwcFhaWsLExARJSUm4du0aFAqFTvtPl7O5ubneHl0zMzOo1Wopz+np6dJrcm0UFBRg3bp1uHLlCgoKCqT969ev13mOXC5HWFgY3n77bchkMmzbtk1vD37v3r0xa9YsDB06tNz1f3qoSClnz57FtGnT8Pvvv6OoqAhqtVrvMI6qxGlZ2rZtizNnzkAmk6GoqAjLly9H165dK+iosQ0YHt8pKSlo1aqVtN2yZUskJSWhWbNmMDMzk/a7ublh7dq1FWJy3bp1Wv0sxZA3O5cvX8bVq1fLxcWoUaO0aqllBgDJycn417/+VSGNp4d9lVJ2mIxGo0FMTIzetxbUe3b37t1x6dIlvfWxLMaOUwBwcHDA1q1boVarkZycjOXLl6N79+4VdAUFBVCpVOV+HwGguLgY+fn5Ou1TrxH1/ki9H3Xo0AG+vr4YOHBguXuFruGMTN2HG/1Mpfz4448YN24ccnJyIIRA48aN8eOPPyI3Nxf/+te/KujHjRuHxYsXIzU1FaGhoZWO3Z46dSrGjx+PL7/8EpaWltL+Nm3aYPHixVrP+fbbbzF48GDcuHEDPXr0QHp6Onbt2qUzD9Txp3Z2dliyZIk0TtjGxgZz5szRaX/EiBHw9PTEG2+8AaDkFfLw4cORm5sLOzu7Cvqvv/4a69atg0KhwJo1a/Daa68hODhYp30A8PX1hb+/P4YPHw6ZTIbt27dLww9K2bBhg85XsTExMRX2zZ49G7///nu5OZaVSiWOHj2KRYsW6fVn4cKFGDBgAP744w+88847iIyMxMaNG6tND5QMPThy5AgaN26MxMREfP7551pfjR86dAi//PIL7ty5g+nTp0v7s7KyKvzwlsXb2xunTp3C48eP0bdvX7i6umLHjh0ICwvTqh85ciTc3d0REBAAmUyGvXv36mx4AcD06dMREBCA+/fvY+7cudi1a5fOmC61b2tri99++w3z5s1DWFiY1gZwWbZu3So9cMtkMvTo0QNbt27VqT937hyA8vGgbahIKVOnTsX27dsRGBiImJgY/Pe//8X169d12q9KnJZl9erVmDFjBu7cuYNXX30Vfn5+WLlyZQUdNbYBw+O7V69eGDRokPSw+P/tnXdYFNf3/98LGCuJGrCjYgUFQUABBQELYkFFVIoFEWNHNEY0UcGeBCu22Ah2RMUSiX5U7D0gETUqKhZsKAiCIEg7vz/4zXx32ZlhZsWWzOt55tGdPffOHebuzJ17z3mfqKgodOrUCTk5OSoxR8uXL4ebmxu2b9/ODvLj4uKQn5+Pffv2qdV7+/ZtGBkZ8frq8714zZkzB6dOncLNmzfRs2dPHD58GHZ2drx9T+o1A0rc7+bMmYPJkyfj5MmTCA8PF1RnUXZf0dHRQePGjXHgwAFee7H3bMZHv7CwEOHh4WjSpAkqVqwoGJegyTlL7adAiY/7ggULULFiRXh7e6N79+6YOXOmml3//v3x3XffYdWqVaw7aU5ODiZOnCjoPiTluUZE8PDwwO3bt8u8PzJIvR81bNgQDRs2RH5+PvLz83ntZL4c5EBeGdFkZmaCiMoMtPXw8IClpSW2bNmCGzduIDc3F7a2trh69SpvmdzcXCQnJ6Nly5ai21NYWIjExEQQEVq2bKkyA1cWjP/pwoULOb8XG7ClzJUrV3Du3DkQEezs7Mr0M8/Pz8ft27ehUCjQsmVLUUoO+/btY/2dO3XqBDc3tzLLfEhevXqFS5cugYhgY2MDPT29crUXS0JCAnuN5s6dy+7X1dWFk5MTG7xZGiaQd+XKlcjNzUVgYCBnIK8yzHUGSq6BUKwHUDLQYwK0O3fuLDiIZ47dpk0bXLt2DQUFBejevTvvgPxjYGVlhbi4OLZNQMksrJACzd69e3H27FkAwv20qKgIPj4+2LZtm+R25eTkqMTnlGcZIkJUVBTOnz/P/p7d3d15Z7JPnjzJqpC1bt2a9RMvzahRo7B+/XrOwaXQi5epqSkSEhLQtm1bJCQk4MWLFxg5ciRvoLAm18zS0hJXrlyBqakprl+/DqDk5Ye5juWBmHv2o0ePBOto1KgR5/4P2U8Z/v777zJ/70DJec6cORMbN25Eo0aNQER4/Pgx/Pz8MG/ePMFnlZTnGnPNpCDlfsTw5s0bKBQKVKtWTdKxZD4/5Jl+mTIRq6LAkJSUhMjISERERAAAKleuXOaMkdQBdl5eHtasWYNz585BoVDA3t4eY8aMQaVKlUSdU79+/fDLL7/wfs8VsKUshcaQlZWFr7/+Gunp6TA0NIShoSH7XXp6OmrWrMlZ/59//okxY8agadOmICI8ePAA69atQ48ePQTb3aFDB+jo6EChUPAqLgDAnTt3sGjRIlahhYFvUCHVnuH06dPsNSgoKOB8aJae1WSW1Bn5N67ZTWZlhpndY2A+l16hMTMzg5mZGby9vSW9/BERLl68iO3btyMsLAwAVM6fC3Nzc9StW5e1S05OFlSFevv2LbukLrS0D4Bte/Xq1XHjxg3UqVNH0H0IKFmi37Bhg9rvk88lKDMzE3PmzGFfHh0cHBAUFMTrRlClShXk5+fD3NwcgYGBqFu3Lq+8JkP//v1FqUppa2sjNTUV+fn5ouULNVH7kVpGoVBgwIABauorfBQVFbH3OKF70Pr16wGUvCSURiiwmHFB09HRQVZWFmrVqsXrdgNods0qVaqE4uJiNG/eHKtWrUL9+vV5xQUOHDiAkJAQ3Lp1C0DJgDsoKAh2dnYq7lTKiL1nM4P6pKQkNGjQABUrVsSpU6dw7do1wVW1D9lPGb7//ns8f/4cAwcOhKenJ1q3bs1pp6Ojg19++QXBwcHsakOzZs1UVrK5WL16NQYPHszWm5GRgYiICIwbN47T3sbGBrGxsWjXrp3oc5ByP7px4waGDh3KusLp6elhy5YtvOct8/kjz/TLlImLiwuroqDsK8ynLNGhQwccP34cHTt2RHx8PJKSkuDl5cWr7GBpaYkTJ07A0dGRnWFVnq3hYtCgQdDV1WX97CMiIpCRkYHdu3dz2nP5n54+fZpXNs/a2hqXL19WmfXlalPv3r0RHR0NQ0NDzsEp34PZyMgI0dHRaNasGYCSB1yvXr1w+/Zt3nPetWsXpk6dCkdHRxARzp49i0WLFnEOTMzMzDBmzBi1a8bnZyzVHihRgrh37x68vLwAAJGRkWjatKmaa4bQkrnQ7KYmSPVLPnPmDBYvXoyOHTti2rRpuH//PpYvX84r8aksYaetrV2my8HcuXOxe/duuLu7g4iwf/9+DBw4kNMlAChxpXN3d8e1a9fg6+uL7OxszJ07F2PGjOE95w4dOsDe3l7t2rm7u3Pau7u7w8TEBD4+PgBK9NQTEhJ4pQwfPXqEWrVqoaCgAMuWLUNmZibGjRvH9t3S7N27F9OmTcPLly9BRLwvagyjR49GfHw8+vTpozILz+c3bG1tjT179qBPnz7sb9PExEQw34fUMmLP4fHjx+jbty90dXVhaWkJIkJ8fDwqV66MAwcOYOvWrYJue0SEkydPYseOHTh48CBevHjBaTdu3DgsXLgQO3fuxJIlS1CtWjWYm5uz+uylkXrNACA2NhbGxsZ4/fo1Zs2ahczMTAQGBqq4RgHAmjVr8PvvvyMkJIRdzYyLi8PMmTMREBCAhQsXIiEhQa1+qfdsqbLJH7qfMqSkpGDXrl2IjIxEVlYWPDw8OH/Pz58/x+rVq3Hz5k0AJS9Go0ePFlTCMTc3V1sRF1p5bNWqFe7cuYNGjRqhatWq5X4/6tChAxYsWKCiYvXTTz+VmWdC5jPmw8UIy/xbkKqicPToUerUqRPp6emRt7c3NWrUiE6ePMlrL1YRQRkuxQEhFYLhw4ez28iRI2n+/Pn04sULXvsRI0bQ9u3bydTUlO7cuUMTJkyg0aNHq9mdPXuWiIhyc3MF21sae3t7lc/FxcVq+0rTpk0blTa/fPmS95wtLCwktUeqPRFRq1atqLi4mP1cVFRErVq1klyPEFOmTKF//vlHtH3Hjh0pJiaGTE1N6eHDhxQcHExBQUHl1p6mTZtSWlqaaHsjIyOVvvH27VsyMjIqt/YQCat7iLWXWocQTZs2pZs3b4q251LjmT17Nq+9WLWf9ykj9hxcXV0pPDxcbf/mzZupbdu2vApBly5dookTJ5KBgQFVrVqVNm3aROnp6WUej4jowYMHlJCQIMr2Q2BkZESvXr1S25+WlkaVKlWiNWvWcJaTes9m/na//vorrVixgohUr9/7IrWflubatWs0ZMgQqlChgtp3p06dogYNGlBQUBAdOHCA9u/fT0FBQdSmTRu6f/8+DRkyhLNOU1NTlXtqYWGh4D314cOHnBsfUu9HUq+ZzOeP7N4jUyZSVRS6desGCwsL1nc7NDRU0HdbrCKCMm3btsWlS5fYWajLly8LZmjkmxHjQzlgy8vLC927d8esWbPU7AICAnDlyhV06NChzEQ6yrRu3Ro9e/bEoEGDoFAosHv3brRr146dbeVaci4uLlZJDPTtt9+iuLiYs35XV1esWbMGbm5uKqoLfO5GUu0BoGXLlkhOTmaX4x8/fsypWc5gZWWFESNGwMvLi9fHvjRGRkb47rvvUFhYCF9fX3h5eQmqWeTm5qJLly4gIjRq1AizZ8+Gvb095syZI+p4wP/5XXNhYGAgePzSNG7cGHl5eawLw7t379C0aVNee+V4BGX4XOmAktWmQ4cOoWfPnqLaVLlyZZw7dw52dnYASpJ1CbkdlF7FYuBbPaldu7YoP2GG4OBg0baAeLWf9ykj9hxu376N4cOHq+0fNmwYfvrpJ7V7wowZM7Br1y40bNgQXl5eCAoKgpWVFbvqwse+ffvQuXNnfPPNN2jcuDFev36N/fv3o1+/fpz2Uq8ZIM3Fj+u+8O2336JRo0YYO3YsZ/1S79kVKlRAREQEtmzZwsYuCLlAfeh+CgC3bt1CZGQk9uzZg2+//Raenp5YsmSJmt3UqVPxxx9/qPj/9+3bF25ubjAzM+ONHejevTsGDRqEMWPGQKFQYO3atXBxceFtj5BaEhdS70dNmjTBvHnz2LwU27ZtU3FhlfnykN17ZMqkVatWuHfvHgwNDUWpKJDErH9v377FggULcPToURARO8AW8o01NjZGYmIi60udnJwMY2NjaGlpcbbtyZMn8Pf3x/nz56FQKGBnZ4fQ0FA0aNBAw79KCTY2NjA2Nsaff/4JT09Pte/53ER8fX1561QoFJz+2FOnTsW1a9dU3GnatGnDmfqd68Ys5G4k1R4o8QWPjY1lr2tsbCxsbW1RpUoVAOqJz+7du4fw8HBERkbCysoKvr6+cHZ2FvXgSkxMRHh4OCIiItCxY0d89913nG5DHTt2xNmzZzFgwAB07twZ9evXx/Tp05GYmKhixyfXSEQwMzPDkydPOL/38/NDYmKiaAm7fv36ITY2Ft26dYNCocCxY8dgZ2fHvryV7h/KA4i8vDxER0fD2NhYULJTV1cXOTk5+Oqrr9iYACE3hatXr8LHx4cNzK9ZsyY2bdoEMzMzTvtXr16ptGn37t1IT0/nfUEJCAhASkoK+vXrp/I34vOddnJy4uwDfG5faWlpCAgIQExMDIqLi9G9e3eEhoYKuk1ILSP2HJo1a8apEFNcXIyWLVvi7t27Kvv19fXRsmVLTJo0Cb1790alSpXQpEkTwd8ZIN3tQ+o1A8S7+FlbW2P9+vVq/SUhIQGjRo1i1aFKI/WeffPmTaxduxa2trbw8vLCgwcPEBkZyaui9qH7KVByv/fy8sLAgQNRr149XrtWrVqxbj2lad68ORITEzmlMouLi7Fu3TocP34cRARnZ2eMHDmSV4KXUToiIuTl5eHBgwdo2bIl/vnnH057qfejjIwMBAcHswIVnTp1wuzZs0VP2sh8fsiDfpky4VNT4FNRGDt2LJv179atW8jIyICzszNv1r/ybBNf27p16wZvb2+VGYvt27fj2LFjKnaTJk3C8uXLeVPTlx7IpqWlISYmBtOmTeN8uJQ1gyeVvXv3qtyAP6V6z+nTpwW/58uNUFxcjOjoaLafjBgxAgEBAbyrCkVFRYiOjkZ4eDgeP36MQYMG4dy5c6hatSqbHZpBrF+ytrY2q6rBwDw8nz59yitPx7diwDdbvXnzZs79DGX1j3fv3qFPnz44cuSIoJ0mMC8FX3/9teSydnZ2rIJRabheaPleZAGoqI/k5eUhKioKOjo6CAkJkdyu8kLsOUyePBnZ2dlYvny5ijTj5MmTUblyZYSGhqrYFxUV4ejRo4iIiMCJEyfg5OSEmJgYPH78WFBaliueSFllRwxC1wwQrwRz7tw5DB48mM2wrVAoEBsbi82bN2Pbtm3sClJpNFXleR/Ks59KwdjYGBcuXFAbHKenp6Njx45sAHR5Ex8fj3Xr1mHdunWc37/v/Ujmy0ce9MvwoqxMwwXfII2RQVSeiTIzM1ML7uIbWDMIqfcwvHz5UiVgk09FhWumjGvflStXYGlpyTug5RvIJiQk8M6UcqHpysOLFy/w119/seo9yu4+yhQUFOC3335jFVocHR0xevRoXmUbqfYAsGrVKgwePFjSrA+TiO3QoUPo3r07Bg8ejHPnzmHr1q2ckq7ff/89Dh48iM6dO8PPz09ltahly5ZqM/hiad68OY4fP87ZXwwMDPD48WON6i1NdHQ0evbsKZgAR4iMjAy0b99ebca4NH/88YfKtePKibFt2zYMGTIES5cu5ayDb7VC2UWFCYL/7bffOIM1ywsHBwfe3+D9+/cREBCAS5cuQaFQwNbWFsuWLUOTJk1469OkjBgKCgrw448/YtOmTeygNTk5GT4+Pli4cKGgIhGzkhMREYFz586hS5cuvPkVRowYgerVq2P8+PFQKBRYuXIlMjIyePNcaHLNZs+ejVq1aoly8Xvx4gVWr16Nf/75B0SE1q1bY/z48ahTpw5v/T/88ANGjBjBmbdEmUGDBmHXrl3sLHZp+FaYP2Q/5WsT36r3+vXrsWHDBixevJhVJ7ty5QqmTZsGPz8/jBo1ivM458+fx+zZs1kXKypDEIIL5vnLhdj7kdTJL5kvB9mnX4YXb29vREdHs7M5pWdF+W5EYrP+/fDDDxq37Y8//sCUKVPw7Nkz1KpVC48ePYKxsTHvsqaenh62bdvGusZERERwLu0zS9lXr15FQECAynehoaG8g/569eph4cKFomUTfX194e3tzSpXbNu2Db6+vmorD8qUVu/x9/fnVe8ZO3YsCgoKWKm3rVu3YuzYsbyZS6XaAyUqFu3atYOFhQVGjBiB7t27C77EWVpaonr16vDz88Mvv/zCDiysra1x/vx5zjImJiaYP38+6zKkjLIaVJ8+fXiPC6g/pCZNmoSMjAzOQX9gYKDavqKiImzcuBFPnjxBjx49VGJO5s+fz6t+sXPnTgQEBMDd3R2+vr5l+hArDyqKioqQmpoq6M8PANOnT0dsbCwGDx4MoKSfnjt3Tk2SlpEv5MoGK3TdlFW6mCRMu3bt4rWX+kKrPKlQXFyMK1euICUlhbd+b29vjB8/nk1+tXPnTnh5efG6lUgpExISgsDAQPj7+3P+TUq7P1SoUAGLFy/GvHnzcO/ePRARmjVrxtlfS1OpUiVWFvTNmze86klASYzRvHnz4OHhwbp9cCUwY5B6zYD/mwVetGgRu4/vPl+7dm3MnTtXUn4VsfE5zOpIdHR0mXUq8yH7qdQ2jRo1CvXq1cOsWbPYZ1Lr1q0xc+ZMwczrfn5+WLZsmZqLFR/KL/DFxcWIj4+Hvr4+r73Y+xGzIv4+z2iZzxN5pl+m3Nm+fTsiIyMRHx8PHx8fNusfk92yPDAzM8OJEyfQtWtX/P333zh58iQiIiJ4AzCTk5MxYcIEXLx4EQqFAh06dMCKFSt4Vwa4ZkuEfGilyiaKXXlQxszMDMeOHWNn91NTU9G1a1fOmSyulRWufZraMxARjh49ivDwcMTFxWHQoEHw8/PjDA67f/++2szqgwcPBAPDunTpwiaSEdqnr68PAwMDeHl5wdraWi0vBNfLWnFxMS5dulRm0DgAjBw5Em/fvkX79u2xdetWODg4sA9coZk1oGTFLCIiAuHh4VAoFOyAR1dXV81W2QVCR0cHtWvXFnT7AEpcP65evcq+WBcVFaFt27a8M6Lnz59XC6Dk2qcpYl3pGJgATCKCjo4ODA0NWc13Lhg5XWVsbGxw6dIl3jaJLXPw4EG4urryukHwuT9wDdi/+eYbmJqaqqzG8a2yMPCttnyOaJJfBRAfn/OhkdpPi4qK0L17d8TExHywNnH1UyGU3Q2ZFx13d3fBeDgp96PQ0FDOya/S+2S+HOSZfhlRPH36VE3VoVOnTmp2xcXFMDQ0REhICBuMtH//fs4ZBb7lWyKClpaW4ICzQoUKrHpNcXExnJycMG3aNF77x48fqz2Mzp8/rzboj4iIwI4dO/DgwQOV2eM3b94IBgq+ffuWM6CWD7ErD8pIUe/R1tZGUlISO/i+f/++4MyRVHsGhUKBOnXqoE6dOtDR0UFGRgYGDBiAbt26qflkDxgwQG1wPGDAAE4/4ry8PLx9+xZpaWnIyMhgB/FZWVl49uyZmn1KSgqOHTvGXr9evXrBy8tLMImMlpYWpkyZwpurQZm//vqLHURPmDAB48aNQ//+/RERESGYeA4o8Zl3d3dHbm4uli9fjn379mHRokWYOHEi/P39VWzv3r2routdv379MtsGAK9fv2bdMDIzMwVt/f391a4D1z6gJAPpkiVLVNoUGBiIZs2aobCwkPOFJDU1VcVfevjw4Vi+fDlve7iS3gnh5OSEX375BZ6enlAoFIiMjESvXr3YFQMudxSxZZhZ2CpVqqhNUvDpyQNAWFgYLl68qKJnbmNjgzt37iAoKIgdWHKtsgihiZuFJtcMkO7ix5XAsKxEckVFRbh9+zZu374NPT09mJmZYenSpVi3bp1afI4UHf2P0U+1tbVRpUoV3uRjyvCtFDHwCTw4OTlh6tSp6N+/v4qLFVcCQ6AkYJirnwpNsEm5H23evFltgL9p0yZ50P8l80EFQWX+FQQGBlKjRo2oR48e1Lt3b+rduze5urry2tvY2Iiql0tf+MGDB3T27Fnq0aOHYNkuXbrQmzdvaMKECeTp6UkTJ04kW1tbXnsuvWyufQ8fPqSTJ0+SjY0NnTp1it2uXLlCBQUFvPXPmDGD/vzzT8E2K/Po0SNydXUlPT090tfXp759+wrqKxMR/fDDD+Ts7Ezh4eEUHh5OLi4uFBgYyGkbExNDBgYG5ODgQJ06daJGjRrRiRMneOuWYr9y5UoiIgoNDSULCwtydnamXbt2UX5+PhGV6PU3adKEtb916xbt2bOHmjRpQlFRUewWHh7Oq0G9fPlyaty4MX311VdkaGhIjRs3psaNG1ObNm3Y4/ORl5dH4eHhpKenx+p78xEUFER79uxR0cbmomXLlmr75syZQx06dKBmzZqpfRcVFUVERH/88Qf169ePTE1NKSQkhM2zkJOTQw0bNmTtk5OTqW3bttSpUyeaPHkyTZo0iTp16kTdu3envLw82rBhA2/bduzYQQ0bNiQfHx8aNmwYNW7cmCIiItTsLly4QIsXL6YGDRrQkiVL2C04OJhTe3vPnj3UtGlTCgsLo4SEBLp69SqFhYWRmZkZXbhwgTp37szZni5dutDWrVupsLCQCgsLaevWrby2RES7du2irKwsIiKaN28eubm50ZUrV3jtmb7AtRkaGpZLGbH3C4bevXtTSkoK+zklJYXc3Nzo1atXkvOcKBMXF0dEpHIvUt5Ko+k1IyLy8/OjYcOG0fHjx+n48eM0fPhw8vPz47UXm1/lxx9/JCKiyZMnU9OmTWnUqFF0+fJlFZsWLVqolROro/+x+ikR0cCBA8nAwIBGjBhB/v7+7FaaTZs2CW58ODo6qm1OTk689mL7qdT70Y4dO6h3795UvXp1cnV1ZTdHR0fq0qUL/x9I5rNHHvTLlEmLFi0oLy9PtL3YgZQyf//9N02dOpUaNWpEjo6OZQ7ssrOzqbCwkAoKCmjTpk0UGhrKmTRJ6kBHU6pVq0YKhYIqVqxI1apVo2rVqpGurm651c+wZ88edlC4d+9eQdu8vDz2ISjm+om1Zx4qs2bN4n1RUX5Y79+/n4YPH041a9ZUSZLm7+9P58+fF2xTWYP20u2PioqiAQMGkJWVFc2dO5eePHkiWIa5bjo6OqSrq8t73QYPHkyHDx9W279hwwbS0dFR28/8jYYOHUqnT5/mPHZMTAz7f02TPDE8e/aMTQL0/PlzTptTp07R7NmzqU6dOipJsJYsWUJ37txRszc1NaUHDx6o7X/w4AFVrFiRHcyVRuoLLTNQPHv2LNnZ2dH+/fvZAeXH5tChQzRhwgSqVauWyqDOx8eH2rVrx1vOxMRE5XNxcTE72OdKKJWbm0urVq2isWPHkq+vL7txUVhYSIMHDxbVfk2vGZH0RExiExgyfTcsLIxycnI463r9+rXavg4dOvAeW5mP1U+J+AfzZZGVlUVv3rwRdT5ikNpPpd6PNJ38kvn8kX36ZcqkR48e2L17N6pVqybKntEN19HRQaVKlXiXZe/cuYOdO3eyri0eHh5YvHhxmdJuUjh9+jROnTqFtWvXYsyYMSptdHV1RfPmzVXsGYk3XV1dTpWGslK0l4Wmy75iOXHiBDp37swbFFhag1qqPVC2DzsfFy9ehK2trSjb2NhYGBgYsGogW7ZsQVRUFJtwq7QLh4+PD27cuIEePXrA09MTJiYmkttXFlJiAKT+jVq0aIE7d+5wftegQQPEx8erKTUdOXIEb968UQvk3r59O2rVqoVu3bpx1vfo0SNR8ohCWuPvo5xUGiZW5scff4SpqSm8vb0F42eYJG/e3t6oXr26qGOILZOQkMD6pitL8Orq6sLJyYlXqWrcuHFITk5m3SqioqLQoEEDLFq0CL1798bJkydV7AcOHAgjIyPs2LEDQUFB2L59O4yNjdUkPhm6d++OgwcPCqoBAe93zSwsLLB7924VFz8ulzwG5fwqTBtnzpyp5k9uZmaGU6dO8brB8anAidXR/1j9lCE1NRUABANmGW7cuIGhQ4ciPT0dRAR9fX1s2bKF1+3wxYsX+Omnn/Ds2TMcPnwYN2/exMWLF+Hn56diJ7WfanrPlvn3IQ/6ZcrE3d0dCQkJ6NKli8rN930HqFpaWrC3t0dYWBiaNWsGAKIS1QDS/D0B8QOd90GMbOL76CSLOefg4GDMmTNHtAa1VHugJGCMS52E7xps2LABjo6OaN68OYgIfn5+7AB+06ZNnP6qFhYWiImJQc2aNXHmzBl4enpi5cqVuHr1Km7duoU9e/ao2GtpabE66VJf1sRcNwZbW1tRMQBVqlRh+7QyxCPxJzXJE1ASiHrw4EG1wUdKSgrc3Nx425mamoqQkBD8888/KnK3pZNhmZmZ4eDBg2pxL48ePYKrq6vaOQQGBqJJkyYqL9cAsGzZMqSkpPDGvPTu3Rv169dHTEwMrly5gsqVK6N9+/a8MT2aJHmTWqagoEBQrrY0RISoqCicP38eRAQ7Ozu4u7vz1s+81DD6+wUFBejevTtvQrLRo0cjPj4effr0Yfs5oB74K/WaKXP8+HH4+vqiSZMmICI8evQI4eHh7x1kW7FiRTY2pfRwQ0gFTuw96WP0UyLCnDlzsGrVKhARiouLoaOjA39/f0F1rQ4dOmDBggUqsR4//fQTLly4wGnfo0cP+Pr6YsGCBUhISEBhYSHatm3Lm49BbD+Vej/60JNfMp+Qj7eoIPOlInVJk8svkmvf3r17adCgQdSgQQMaOXIkxcTEUOPGjUW1Say/J0NiYiJ999131K1bN3JycmK30rx69Upw42PatGnUuXNnCgsLo7CwMOratStNmzZNVNvS09NFuUJJOef79++L2qeJPZe7ghCtW7dm/f23b99OFhYWlJaWRseOHSM7OzvOMspuBePGjaPg4GD2s5mZmZp9UlKSpDYxSL1uYl3XWrVqxRmzwmylmTRpEo0cOZKys7PZfdnZ2fTdd9/RxIkTOY/B5T8t5rtu3brRxo0bycjIiE6dOkW+vr6csSH79u2j5s2bU3h4OF27do2uX79Ov//+O7Vo0YL27dunZm9sbExFRUVq+4uKigT92nNycigqKop1MXr27BkdOXKE11653gMHDlC9evWoQYMGFBQUJPgblVLmzp075O7uTsbGxmRoaMhu5QXjgmFvb0/Xr1+n1NRUwfqV3bGYbc6cOWp2Uq9ZaaS4BHbt2pUyMjLYz+np6eTs7KxmJ/V+IZWP0U+XLl1KXbt2VbknJiUlkbOzMy1dupS3bVJdpqysrIhI9W/Gdb9jENtPpd6PZP69yIN+GVG8e/eOrl+/TtevX2cHcKXJzc2lV69eUZs2bSg9PZ0dKD948ICMjIx4687OzqZt27ZRr169qHLlyjRmzJgyH/pi/T0Z2rRpQ2vWrKHLly9TXFwcu5WGCeyTEiRIVDLIUn6QFBYWcg685syZQ7du3SKikgesk5MT1ahRg/T19enYsWOC5yDlnLl8wC0sLMrFXupDXPmh5eXlRcuXLxc8LlHJiwLjO9qyZUsVP1SuBzPT1rIC8Uoj9roxiI0BkPo3ys/PpylTptC3335LFhYWZGlpSXp6ejRlyhR69+4dZ5nmzZtz+tfm5+dzBhczMH8r5fPs1KkTp+3Vq1dp6NChZGFhQW3btqWhQ4fS1atXOW35grLL+o45zsqVK2nlypW89SuTkJBAkyZNohYtWpC/vz9dunSJFi9eLDhAklKmY8eOFBMTQ6ampvTw4UMKDg6moKAg3rqjoqKoWbNm9PXXXwv2C4YNGzZQeno6nT59mgwNDUlfX5/Wrl3La79r1y5R+4jUr9mQIUME/6bHjx9nz4Fr44Orj4vdJ8Svv/5KREQTJkxQ8VfnC5ol+vD91NzcnFJTU9X2v3z5UvD8+vXrR3PnzqUHDx7QgwcPaN68edS3b19eewcHB0pLS2PvixcvXuT9bRKJ76dSr4Gmk18ynz+yZKdMmZw6dQo+Pj5o3LgxiAiPHz/G5s2b1SQ7161bh+XLl+PZs2dskiugxM9w/PjxvPVXrVoVgwcPxuDBg5Geno7du3fjl19+gbOzs5ot43tuZWUFDw+PMv09GXR0dDB27Ngyz1WqfKAyYmQTIyMjMWvWLAAlrj5EhNTUVNy5cwc+Pj7o2rWrWhkp53z79m38888/yMzMVPHTz8rKUnHl0NQegOR8C1paWnj+/Dlq1KiB48ePY8aMGex3ubm5nGW8vLzg4OAAPT09VK5cGfb29gBK3DS45PKKi4sxZ84c3Llzh1MLXUj/XIrcpVjJxY4dO4KIsHv3bgwaNKhM+woVKiAkJAR9+/ZF9erVRSV56t+/P7777jusWrWKdfnIycnBxIkTeX8HzLEAoG7duvjzzz9Rr149PHnyhNPWzMwMrq6u2LJli8p+LlnAKlWq4O7du2pxMnfv3kXlypV52xMaGooNGzawbR4yZAhGjRqlJh/o7OyMo0ePSkrypkkZoKRfdunSBUTExpHY29ur6KIrExgYiIMHD5aZfA0o6atff/01atSogU6dOolyZ/z555/V/t5c+4CSa1b6eglx+vRpdO7cGQcPHlT7TqFQ8PYlLS0tJCcns241jx494nRnKi3vmJOTo+KiVBomY6+VlZXoc1A+5+zsbMH4M036aUFBAfT09NT26+vro6CggPdYv//+O4KDg9G/f38QETp16oTw8HBe+6VLl6JPnz5ISkpCx44dkZqaqubKqIzYfio1B4dyQs7k5GTUqFEDRITXr1+jYcOG7/WclPm0yIN+mTKZMmUKjh49ymZdvHPnDry8vNT01Tt06IBBgwZhz5498Pf3x+bNmxEVFYXGjRvD29tb1LFq1qyJ0aNHY/To0ZzfKz+YqlSpwgaRAcIPKFdXV6xZs6bMFPO3b9+GkZERb9ATn17yjz/+iLZt28LJyQlEhDNnzuDnn39Ws/vqq6/YB+ORI0fg6ekJbW1tGBsbq+RA0PScExMTER0djdevX6uU09XVxYYNG9TqlmoPAD/99BMAYOLEiWrfffPNN7CyskLfvn3ZfXPnzoWVlRWKiorQp08fNojt9OnTasm6GLy9vdGlSxc8f/5cxfe6uLgYK1euVLPfuXMn9u/fj8LCQkla6GKvmzJiYgBWrVrF/itm0A+UDKICAwNFxQwA/5cJuFGjRmy8SnJyMvz8/DBv3jzecjNnzkRmZiaWLFkCf39/ZGVlYdmyZbz2Ygecc+fORY8ePTBz5kz2pT8uLg4///yzoP55WFgYLl++zA4Ep02bBltbW7VBf1paGoCSFw6+flM6IF2TMkBJttzi4mI0b94cq1atQv369fHy5Uvec6hdu7aoAT9Qcp3F9ovDhw/j0KFDePr0qcrvLSsrSzBp2507d7B48WK1DOFcMQPMADEoKEgtUZ7Q4G7BggWws7NjE9+dOXOGMzni8OHDAQAXLlzAyJEjkZ2djeTkZCQkJGDdunVYs2aNiv2ePXvQu3dv+Pj4YPPmzYJxTsowAa9l1a9JPxUKoBb6rkaNGlixYgWysrKgpaXF+zLCvDxZWFjg9OnTSExMBBGhZcuWgj77Yvspcz8SGyjMXPcxY8agT58+6NmzJ4CS/vghk5PJfHjkQF6ZMmGCzcraJzX48mPClfWVK4hs1KhRWL9+PWfwmkKh4A20A4Dnz58jNjYWRARra2tWeUYZGxsbbNy4EbVr10bLli1x5coVtm1GRka4ffs2Z91FRUWYPn06Fi1aJHieDFKUcjSxB0r+Vrdv31ZRLGndujUeP36MJk2aqDxAmcG4sqpETk4OiIjzQWhpaYkrV65wZt8V4vDhw+jRo4ek8xBz3RimT5+O2NhYDB48GEBJUjVLS0v88ssvnPbz5s1D5cqV4eHhoTK7yadYEhwcjDZt2qB///6CgakMxcXFOH/+PKtI06xZM8FZdSkwA85du3bBw8OD3Z+VlYWbN2/ir7/+Uitz48YNLFq0CDdu3AAAmJiY4IcffoCpqSnvcUxNTREbG8uqvuTl5aFdu3ZqwYtNmjTB4sWLeevheuHXpAxQoh5lbGyM169fY9asWcjKysLUqVNhY2PDaS9WaYZBbL/QVE3IzMwMY8aMUcsQrrwCWxouhRfmd8hHWloaLl26BCKCra0t52w4g7W1Nfbs2YM+ffqwykwmJiZsX+FqhxTVGbH1A9L7qba2NufqBBEhLy+Pd7b/+vXrGDZsGJsETk9PD5s3b1ZTF1M+T3d3d0RFRYk6Z6n9VGqgMNf1t7KyQlxcnKj2yXx+yDP9MmViZWUFPz8/Nqvk9u3bOR8eRUVF7EMrMjISo0aNgru7O9zd3WFubl4ubRFSgtm8eTPatm3LWU7sciQzU3X48GE16Tkudxdl2cS6deuyWXz5ZBOXL1+OAQMGIDU1FZMnT2YH/IcOHeJtO1Dy0BHz8AsJCUFgYCB27NiBiIgIte9LKy5JtVfm3r17OHHiBDvjOHbsWDg7O+PYsWNqD08dHR1UrFgR8+bNQ3JyMjZs2IBnz54hMTGRc6ZcU3edDh064Pvvv2dn4h0cHBAUFKTmElR6RadBgwYAgGfPnuHZs2e8KzqHDh3C1atXoaWlBaBEbalt27a8g35GaWT16tXsPiHFkqVLlyInJwfa2tqoXLlymWoZUlYHpMrF1qtXD1ZWVvjjjz/U3PX4VgZMTEzQu3dvNZUqoSyhvr6+sLa2hpubG4gIBw4cUJt5BEpcr6KjozmlH/lW+TQpAwDt2rVjbYTcMRiysrIkrTyK7RdmZmYwMzODm5sbqlatyg7gi4qK8O7dO972iHVnBDRz8WPQ1tZGrVq1kJeXx8pmcmVqZzAwMFArX56Ird/ExITto2W5AwElf29NGD16NJYuXaqi3jNq1Cg19R7l/inG3YtBaj9NS0vDoEGD2NVMHR0dwWugp6eH+fPnY8iQIVAoFNi2bVuZmeNlPm/kQb9Mmfz2229YvXo1VqxYwfoljhs3Ts2uqKiITXl+/PhxlaVePtcVqYSGhrLLxREREUhISMD9+/fx999/Y+LEiTh79ixnOakp5jt06KA2yObaFxwczOkL26VLF7i5uakN+m1sbDhn83v27MkuofJhbm6OPn36YODAgSqzTsoDC8bFQKw/rFR7ZZ4+fYqcnBx2QJ2Tk4Nnz55BW1tbZbaTwdfXF5aWluwAtUGDBhg4cCDnoF9Td50RI0bAxMQEu3btAgBs3boVvr6+ai4cS5cuxfr16zFlyhS1Ospa0ZESAyDV91XKuTI4OzsjKiqqzNUB5hqfP38eN2/eZGfvd+/ezfkSzww4vb29JclXSvE/B0pe4BwdHXHu3DkAQHh4OOcLcKNGjTglZIXQpAwg3lWEQcyAS5lbt26JmlRgcHZ2RkxMDDs4zc3NhbOzM6/0o1h3RkAzFz8A2LhxI0JDQ/HkyROYm5vj0qVLsLW15f3tGBgY4MKFC1AoFMjPz8eKFSs4XaKePHmCiRMngojY/yvDNxEhtn4GKdeYmanng2/lLicnR2XV2NHRETk5OWp2yr9bMSt8DFL7adWqVfHq1Sv2GJcuXeKMkWKIiIjAnDlz4ObmBqDkhY5rckjmy0F275HhJTExkfXjL8358+fVgoMWLFiAQ4cOQU9PD8nJyYiPj4dCocC9e/fg4+PDGTAnFXNzc1y9ehVAid+3tbU1GygmtBQ8cuRIFBQUsP6hW7duhba2NjZu3Khil5KSgqdPn2LIkCHYvn07uz8rKwtjxoxRG7BzuTkJfcc1a62MUMCpFC39j0FYWBjmz58PR0dH1h/+p59+gpeXF2bPnq3misQsCysnXjIzM+PVYweku+so9w+hfUDJasLFixclBblFRERg+vTpajEAnp6evGUuXLig5ls9bNgwTlsiwvbt2/HgwQPMmjULjx8/xvPnz9G+fXve+plkeGJXB5ycnHD06FF2IF9QUABnZ2e1BFIM0dHRmDVrFh49eoTCwkLe+jVxB2KIj4/H2bNnoaWlhY4dO3KutAgl7OJDkzKAeFcRZqWMbxWFb4DKda8Sun9J6deAeHdGZaS6+DFuWTY2Nrh69Spu376N4OBgREZGctqnpaUhICAAMTExICI4OzsjNDRUbeZY01wmYutnkOIOZGhoqFFgq5ubGywsLNhV8m3btiEuLg779+9XsWPch4gIubm5bAB/Wb9lKecAlPzO/P39cePGDZiYmLCBwm3atOG0l/n3Ic/0y/BibGyMoUOHYvXq1WrLn/7+/moPqBkzZkgKvtQETZRggBLfR+XBZefOnWFmZqZmd+TIEWzatAlPnjzBDz/8wO7X1dXFwoUL1ezz8vLY1Q1lCgoKONvDzOQmJiYiNjaWdQc6ePCg4LI4IG420dXVVXCm6I8//ngve2X8/PzQs2dP/PXXXyAiLFy4EPXq1QMAztiDr776Crm5uezxkpKSOFcElBHrrsNQuXJlnDt3DnZ2dgBKXk75fNy1tLTwww8/iA6cBUpUhRwdHdkYgF9//VUwBmDo0KFISkqCubk5u4yuUCh4B/3jxo2DlpYWTpw4gVmzZqFatWoYP348YmNjeY8hdXXg2bNnePPmDTs7mZ2djWfPnvHaT5o0CXv37oWpqalgX9HEHQgoCazcvXs33N3dQUTw9fXFwIEDMXPmTBW7rVu3ij3F9yrDIMZVROpKGTOpkJubi7///pt168jKysLbt295y1WtWhXx8fHsyxCTxIwPTdRV1q5dC2NjYzY+JCMjA1OmTOGdVKhUqRK7WvHu3TsYGRkJZr/V09NTmUjho/Sgviy1H6n1KyPWHUjTwFZl9R4AvOo9mroPAdJcpqQGCksJCJf5MpAH/TK8tG7dGg0aNICFhQW2bNmiEhzEt0DEFUDUokWLcmuTJkowQMmNMCkpSSXFPNfNMS0tDb1792ZdThQKBfT19WFnZ8c5eyZVNjE4OBhAyXJ9fHw8dHV1AQCzZ88uUwrzyZMn8Pf3x/nz56FQKGBnZ4fQ0FDWHx0A+6Kyd+9epKSkYMiQIQBKZqgbN26sVqdUewBqL3vMQyclJQUpKSm8/vBz5syBi4sLHj9+jMGDB+P8+fPYtGmT4DmLdddh+O233+Dj44PMzEwQEWrWrCk4cyjWNUbTGIC4uDjcvHlT9JL95cuXER8fz7q31KhRA/n5+YJlpK4OTJ8+nVUsAkp+O7Nnz+at38DAACYmJmWeg6buQBEREfj777/ZAeT06dNhYWGhNuhngh+lZOPWpAxzzmJcRVxdXQGUqGqV/v3u3r1bzV55UkF5VY9vUoFh+fLlGDhwIPtS/fz5c94ZdQB4+/Ytli5diuTkZKxfvx53797ljZ9huHbtGjvgB0r6ntAqSYMGDfD69Wv069cP3bp1Q40aNdj2cSFW7YtBquuK1PqlugMBJZNHa9euZT/36NGDlWBWJi8vD2vXrsW9e/dgamqKJUuWSPpNiEXsOfDdL+/cuQOAP+B84MCBGDNmDEaOHFnu8RcynwbZvUeGF2a5+cyZMxgxYgSGDRuGmTNnQktLS5KqQnlTWFiIly9fqjxgGD9JvhkhsSnmuXS409PTceTIEcyePVvNjaOwsBAzZ87Exo0bOWUT+W70RkZGSEhIYGe63717BzMzM171HgDo1q0bvL29VZaKt2/fjmPHjqnZdurUiZ0dF9qniT3zN8vLy0NcXBzMzMxARLh27Rqsra1Z32wuXr16xap92NjYCKp9ANLdGhiYwdzXX38taCfWNUZTVaeBAwdixYoVqFu3rmA7GKytrXHhwgW0a9cO8fHxSE1NhbOzs+Dga+zYsezqwK1bt5CRkQFnZ2fB1YGUlBRcvnyZPabQakVsbCxmzZoFBwcHlZUZPlc0se5ADD169EBERAQ74Hz9+jWGDBmC6OhoTvtmzZqJ1sTXtIxUVxGp7jpRUVFwd3cX3X6gZPWQmaE1MjISHER6eHjA0tISW7ZswY0bN5CbmwtbW1vB342ZmRlOnTrFKgKlp6fDwcGBV9lFmdOnTyMzMxMuLi68EpZS1L4A6a4rUuuXeo0BoHv37rC3t1cJbD1z5gyOHDmiYufh4YEKFSrA3t4ehw8fRuPGjQVlazVF7DlwuYYyCLmIlqXeJPMFUg4JvmT+pShnS83IyCAvLy/q0KEDPXjwgDeT6seC6/hltUlKivnSvHr1SrD+nJwcunbtGl27do3evn3LHo+P+fPnU5s2bSg4OJhmz55NZmZmtGDBAsE2cGUO5ctAamRkRElJSezn+/fvC2ZFlmpPROTh4UHXrl1jP1+/fp18fHx47c+dO0fZ2dlERLR161aaPHlymSngbWxs6OzZsyp12NjY8Nq/fv2aJk+eTJaWlmRpaUnff/89vX79WvAYYikqKqJz585JKuPo6EjVq1cnZ2dncnV1ZTc+tm3bRq6urlS/fn366aefqEWLFhQZGSl4DKZfKmfdbNOmjWCZJ0+e0Pnz5+n06dPsxke3bt3Izc2NgoKCaPbs2ezGR9OmTSkhIYGKi4sF28DQt29fqlevHvn4+NDw4cOpfv365OHhwZuBVWo2bk3LiOHQoUM0YcIEqlWrlkrWWB8fH2rXrh1vuby8PNq+fTstWLCA5syZw2585OTk0Lx582jkyJFERHTnzh06ePAgr72lpSURSesTmzdvJiMjI5o5cybNnDmTWrZsSVu2bFGz0zRbq5OTk0oG6YKCAnJycqLCwkIyNjZWs2/fvr2kc5Bavya8evWKJk6cSObm5tS2bVsKCAjgPGcTExOVdpT381I5U3J6enq51q1McHAwrV69mp49eyZn5P2XILv3yPBCSotA1atXx44dO7B582bY29sL+p9+SKT6xG7btg1EhKFDh6JixYpswNKGDRtQtWpVSUnDSGBRzM7OTm1Wz9bWlnemb8aMGXBxcSlTsUQZPT09bNu2DV5eXgBK3CL4ZqWWLVsGR0dH1uXp4cOHWLduHW/dUu2BEpcXZWlOExMTwZnEsWPHIiEhAQkJCVi0aBG7enT69GneMlLddaS6A5EE1xhNYgCE3Ga4GDx4MCwtLXH8+HEQEfbv31/m7HSFChVQVFTEut+kpqaykqJcTJs2DZGRkWjdujVrp1AoeGNK0tPTVaQoy0KsOxCDm5sbqw4ClCicCCE1G7eUMh9D1hQA+vbti2+++QaWlpZlxrUA0pSvAM3iZ4YNGwZLS0ucPHkSRIS9e/ey2XGVUc7WWhqhYGGpal9S3W+k1i/VHQgoeQ6EhoaWKfOpvAojlERNU+bPn8/23S5dukhadf/zzz/xzz//qKhFBQUFcdoy91rlGK2yAsJlPm/kQb8ML999953aPh8fH9jb2yMkJOQTtEi6T+ySJUs4XVQ8PDzg5OQketB/4sQJzkQ4mgbmASVuKnXr1mUDpJRT2nPx+++/Y8KECZg8eTKAktTqfMuyLi4uuHv3LusuZGRkJPjQl2oPlAQxjhw5UmWpW+ihrKOjA4VCgQMHDmDixInw8/MrU6nD3NwcCQkJot11kpKSVBLbBAcHC+aIkBo4KzYGYMKECfD29mazlYpl6NCh2Lp1K4yMjNT28TFx4kS4ubnh5cuXmDFjBvbs2SOYkXf//v1ITEwUNdgEgK5du+Lo0aNwdnYWZR8SEoKePXuKdgfq0aMHatWqpbJPSDlMqia+lDLKAbnBwcGc7n7KaBrH8OTJE/zvf/8TbZ+UlITIyEhWLpFxReNDk/gZoOR3X6NGDcF7kiZBwgAQGBgIc3NzNbWvnJwcdO3aVc1+7dq1CAgIwNOnT9GgQQM4Ozur5DV43/rz8vI43YHCwsJw8uRJTnccsVmFExIS2HsV/X9Fnq+//rpMVzexKF97oX5QmjFjxuDt27c4efIkRo4ciT179ggqg2l6rWU+X2SffhnRvHr1CmfOnEHDhg0FMzt+DMT6xEqV1ORSKElPT0e9evWwZcsWlcEYUDITsmnTJsTFxakMGHR1dTF8+HDegcjKlSsxZ84c1K5dG9ra2uzDgK+tmiBFKlIT+7y8PJXcB506dcLYsWPV9McZHBwc4OLigvDwcJw5cwb6+vowNzcX9BnOzMzEnDlzRKv32NraYtGiRSrqPUKz84zftVgZUbExAKGhodi5cyeeP38ODw8PeHl5iUpQV9oPvKioCKampmziIz5u377Nrg506dJF8OWrR48e2L17d5kJiRiYc65YsSIqVKhQ5sDF2dkZ1apVg6mpqcqKAxPEXpqWLVti3rx5GDRoEICSF/WwsLAyz/lDI0Xu8+7du/jxxx9x8+ZNlRlUvhnRUaNGwd/fXzBTsTIdOnTA8ePH0bFjR8THxyMpKQleXl6CMqhS42c0uSft3bsX586dg0KhgL29Pfr16yd4jOfPn7NqX+3btxcM/NUEKfV37twZR48eZWfiCwsLVZILcvU/qXEGHwojIyNERESguLgYQ4YMwY4dO1QG/3zCAswzj/k3Ozsb/fv3513Jk5rfRubzR57pl+Gld+/e+OWXX2BiYoLnz5/DwsICVlZWSEpKwqhRozBp0qRP1rYuXbqIknIsKCjglHx78+YNpypK6eBBhUKBb7/9ljdA2MfHBz4+PpID80JDQ5GYmCgpu+H9+/cREBCAS5cuQaFQwNbWFsuWLeNULZIqFSnVHiiR7Js8eTK78lAWkZGR2LFjB8LCwlCnTh0kJydj6tSpgmU+tHqPVNcYsfKYAQEBCAgIwKNHj7Bz5074+voiLy8PXl5e8PT0VFO0+vnnn7Fw4UJ2RhAomcH76quvOFfclJG6OlClShWYm5ujS5cuKjPxfJryUiVBpboDMVlKd+/ejRcvXsDY2JhzMKuJJr6mOvqAtCRJvr6+mDNnDiZPnoyTJ08iPDxccAb23Llz2LRpEwwNDVGxYsUyB9iazNzn5eWxs/ZisuVKvSeNGzcO9+7dY90N165di2PHjgnOxleqVAl169ZFXl4e7t27h3v37vG2SRP3Gyn1S3UHYvjQWYXFULduXXblrE6dOiqraELCAozMa5UqVfDs2TPUrFlTcDZ/7NixKCgoYJNxbt26FWPHjlXLbyPzBfHhwwZkvlRatWrF/n/BggU0dOhQIiLKysoiU1PTT9UsIiLq378/BQUFUVJSEiUlJdHs2bPJzc1NzW7RokXk4uJCDx48YPc9ePCAevbsSSEhIeXWnoyMDEkBpI6OjipBZ2KwtramLVu2UEFBARUUFNDWrVvZYLfSGBkZiQ6klGpvYmJCpqamvFt5IiV4WZnMzEzKzMykgoIC2rZtG6+d1MDZ4uJi2rp1K82dO5eIiJKTk+ny5ctltoeIKD4+nszNzUlLS4vXZvr06aLqUqZ0kGBZgYubNm3i3PjgCsB+9OgRr/20adPoyJEjks5h1apVVL9+fTIwMOANlmYCV6W0X5MyDFKCLy0sLIhINYDTzs6O1/7hw4ecmxBpaWkUHR1NBw8epNTUVEHbwMBAatSoEfXs2ZN69+5NvXv3FgwgJ5J+T2rVqpXKPaOoqEjlmVGaDRs2kImJCVWvXp0cHR2pUqVK5OTkxGv/3Xffkb29Pa1YsYJWrFhBDg4ONG7cOHJ1daWAgID3rn/jxo3UuHFjGj58OPn4+JChoSFt2LCBsrOz6YcffuAs4+7uTufPn6e2bdvSu3fvaNGiReTh4cF7jM+NuXPnUkZGBkVFRVGdOnWoTp06NHPmTF57rsDpsgLCZT5v5EG/DC/Kg6vOnTtTREQE53efAimDwd9++40aNmxINWvWpJo1a1LDhg1pzZo15doesS8hDCNGjKCOHTvSwoULacmSJewmBNcA39ramtN2wIAB9OzZM9Htl2LPN2Apa+BSrVo10tXVJV1dXapYsSJpaWnR119/LXgsseo9mZmZtHDhQho/fjwdPXqUiouLaeXKldSoUSPq06eP4DFu3bpFq1atopUrV9LNmzcFbceMGUPjxo1jlY3S09PJysqK1z4/P5/++OMP8vb2ptq1a9OgQYNo3759vPYbN25U+VxYWMirlLNw4UKqVq0aaWtrs3/XatWqUc2aNWnatGmC5yEFU1NTKi4upqtXr5KpqSktX76cOnXqxGtfrVo1UigUVKlSJbZNurq6vPZdu3aloUOHUkZGBl2/fp3atWtHU6ZMUbNTVoYqa8CuaRnlPlr67yp0Dh06dKCioiJyc3OjlStX0t69e6lFixaCxzp79iz9/vvvRET08uVLun//vprNlStXBDc+WrRoIVmhTOo9yc3NTeX3/vDhQ/L09OS1NzExodzcXPY+fevWLRo0aBCvvVQ1Hqn1ExE9e/aM9u/fT/v27aOnT58K2hIRpaamkre3N9WqVYv09fVp8ODBlJaWVma5D8WqVasoIyOD/Zyenk6rV69Ws/vrr7/o+fPn7OfNmzdTt27dyN/fX1CNp23btnTv3j32c1JS0idX7pN5P2T3HhleDAwMsHLlSjRo0ADx8fFwcXEBUJL5tqCg4JO2TUrm1TFjxmDMmDHIzs4GEbEJscoTqQGkDRs2RMOGDZGfn19m8qX09HQAJfr4v/zyCzw9PaFQKBAZGYlevXpxlklLS0OrVq3Qvn17laVqvgy7UuyZfASly3/77beCLhGl3UT2798v6JMMiHfXGTp0KGrUqAFbW1ts2LABISEhyM/Px/79+wWvg1TXGLHJs44dO4aIiAhER0fD2toanp6eWL9+fZmZRY8fP46oqCiEhYUhLS0NI0aM4A0G/vHHH9nt559/FqxXGUNDQ87rxOd/rhyAHRAQUGYAtlR3oPHjx7O+4NWrV8eFCxc4z0fZ9SU0NFQtcysXUstIbTvD8uXL8fbtW6xYsQKzZs3CyZMnBf9Gc+bMQVxcHBITE+Hr64uCggIMGTIE58+fV7GbMmUKbx1CbhxNmjRBQUGB6GBtQNo9CSiJGTA2NmYDQWNjY2Fra8tmGS9975CawVeq+43U+pkyYt2BgP9T+/pc2LBhA8aPH89+rlGjBjZs2MC64zCMHj2azRx85swZTJ8+HStXrsTVq1cxatQo7Nmzh7P+RYsWwcnJSS2/jcyXizzol+ElLCwMQUFBiImJQWRkJJs859KlS4LJPj4Ga9euxbBhw5CZmQmg5GbH9ZBdunSpYD18iiJSkfISAvAHNXJRWiJPWUpToVBwZoSUKhUpxf7SpUuYPn06atasiVmzZmHo0KFIS0tDcXExtmzZwr4clkW/fv3wyy+/CNqUVu+pUqUKIiMjWelVhvv377MBwSNHjoSenh6Sk5PLfMH7559/VD4XFRUJJqMRGwOwcOFCeHt7Y/HixahZs6ZgG5TZsWMHIiMjYWpqiipVqiAiIgIdO3YULNOsWTO1c5g/fz5vH4uLi2P/n5eXh927d7Mvllzo6uri559/ZhMRFRUVCb70nz9/Hubm5qhatSq2bduG+Ph4TJo0SU0Fhsly3K9fP7x7944dyOno6KBbt26C5/y50a5dOwAlv0cxg6J9+/bh77//ZgMu69Wrx/nCcfLkSUntYGIXpMZtANLuSUBJdnQpSM3gK1WNR2r9GzduRGhoKJ48eQJzc3NcunQJtra2vC9SQElAtaGhITw8PODu7q6SwfhTUFxczMaDACW/fa4XtqKiIvY+FBkZiVGjRsHd3R3u7u6CkyJdunRhsznT/08KJ+VFUubzQ1bvkfmiUZZyXL58uVpwMSO5l5iYiNjYWHYW6uDBg+jUqVO5BSQlJCRwvoSUHpwypKamIiQkRE0vWeiBI5UXL16w0pPt27dXk0XU1N7KygoLFy5EZmYmRo0ahcOHD8PGxga3b9+Gl5cXr+KJcvBtcXEx4uLicPr0aU5lnaysLKxevRpPnz5F37590bVrV6xevRqLFy+GmZkZDhw4oGJfWvWmrIzRyoGzVapUAaAaOMv3MrJ9+3ZERkYiPj4ePj4+rDwmozxTmqSkJDRo0AAVK1bEqVOncO3aNQwbNox3sHD37l34+PjA1NQUt27dQqtWrbB06VK2jVx4e3vj9evXaqsDixcv5i1TGjs7O95MyikpKdixYwfatWsHe3t7JCcn49SpU7xB3m3atEFCQgKuXbuGoUOHws/PD3v37lXLx6B8jcRcv1q1asHT0xNEhMjISLXs2FwDWk3KaMLFixfh5+dXppQjQ/v27fHXX3+x55mTkwNbW1u1QF4mEBkAdu/ezcpLAsBPP/2kJlNclgSu0EqHk5MT5wqQ0D3p0aNHuHv3Lrp27Yrc3FwUFhaKWkkVk8EX0FztR0z9pqamiI2NhY2NDa5evYrbt28jODgYkZGRgnX/9ddf2LlzJ/bv349WrVrB09MTQ4YMEdWu8mbq1Kl4+PAhxowZA4VCgbVr18LAwABLlixRsWNyqOjo6MDIyAjr169nVzS41IeU89soIzW/jcznhzzol+GFGSDzwecq8qlo2LAhkpOTOb9j9NWZB9KbN28wcOBASVrZYijrJUS5PR4eHli8eDHWrl2LzZs3Q19fH7/++qtg/WJlNXft2oWpU6eys2Rnz57FokWLMGDAAM56pdibm5uzSbiMjY1x69Yt9jshmUPl1SEdHR00btwY3333HefLRd++fVl3nePHjyMjIwP5+fkIDQ3lnJnS1tZmXWfo/+tiV6lSpUx5SamuMYA0eUxzc3PExcXh4cOH6N69O/r06YPExEQcOnSI097IyAirV69Gly5dQERYunQpfv/9d7UVidJERkZi/PjxolYHlAfTzMvXb7/9xitTqowYNy5mIDt37lzUr18ffn5+nIN45b5Sut9w9SNNBrTvMwiWglQpx8WLF+Pu3bs4duwYfvzxR/z+++/w9vaGv7+/ip3UFyOGnJwcVKpUiVWWKSoqwrt37wRfHpVXuPLy8hAVFQUdHR3enCwbNmzA+vXrkZ6ejqSkJNy9exdjxozB8ePH1WyLi4vRpk0bydKWGRkZuHv3rsrECJf7jSb1t2vXDrGxsTA3N8fly5dRsWJFlXtbWaSlpeH777/H9u3bUVRUJPq45UlxcTHWr1+PmJgYEBGcnZ0xcuRINUWhBQsW4NChQ+wKaHx8PBQKBe7duwcfHx81t7K2bdvizJkzai9wWVlZcHJyElwNlfnM+XjhAzJfGnp6etS2bVsKCQmh06dP06lTp1S2z40GDRrwfteyZUuVwLa8vDxq2bLlB22PgYEB73eM2oey2o1QcCQR0ZAhQ8jW1pbGjh1LEyZMoAkTJpC/vz+nbZs2bejFixfs55cvXwqqLkixVw7kKh3UVV5BXsoqKIWFhVS9enXKysoql7qVkRI4S1RyDcTsY2D+HiEhIbRixQoiIjI3N+e1z8zMVNt3584dXnvme1tbWxo1ahTZ29vT6NGjKScnh9fe0dGR3bp27UojR46k27dvq9ldvHiRHBwcyM3NjeLj46l169ZUu3Zt0tfXp8OHD/PW36lTJ1q4cCE1b96cnj9/ToWFhSrXk0HTfrRr1y5R+963jBSYIHvla8v1+7l79y6rTnT06FH64YcfaMqUKTRnzhyVgEkG5fpK9xuhfmRtbU1v3rxhP79584ZsbW1Fns3/IXRPMjMzo3fv3qm0g+s6M3h7ewuqPpVGqhqP1Pr79etHGRkZFBwcTPb29tSnTx/q0aOHYJnMzEzatGkTubi4UPPmzSkwMJDi4uJEH/ND8urVK0pISOD9/uLFi7R3715WiYuIKDExkTMgXEiF7VMr98m8H/KgX4aXwsJCOnz4MA0bNozMzc1pxowZdOPGjU/dLF6EBtnz58+nNm3aUHBwMM2ePZvMzMxowYIFH7Q9Qi8hjOqOs7MzRUdHU3x8PDVp0kSwPqmymsoUFRUJPpCl2GtpabGKJqUVTnR0dHiP8fjxY+rXrx/p6+tTrVq1qH///vT48WNO2w/1MlEaLy8v6tGjBz179oyuXbtGVlZWnMoxfO0oSx6zffv2tGPHDmrdujWrztK6dWs1u19//ZX9f+nB6I8//ih4Di1btqSYmBgiKpEUXbx4saB0olgsLS3pyJEjtGvXLqpevTpdvHiRiEpUUYQGnM+fP6clS5bQmTNniIjo0aNHtHnzZjU7fX198vf3pwkTJrD/Zz7XqlWLt36uvlBW/9CkjBTESjn26tWLc2AWGxtLvXv3FmyjlN+EJlK3r169YrfU1FT63//+J6hAVPpFp6CgQHBA6OTkRNWqVaPOnTuTq6sru/GhidqPlPqVOXXqFB04cIDevXsnaNe4cWOaNGkSXbhwQVS9HxoHBwfKzMykV69ekYGBAVlYWNDkyZPfu14jIyOVlwOGrKysDz5ZJvNhkQN5ZXjR1taGi4sLXFxc8O7dO0RERMDR0RFBQUFqy9AfC11dXU7XAvr/Lh18zJgxAy4uLqzfcnh4OKvA8qEQcoGYOXMmMjMzsWTJEvj7+yMrK4sz7bsyJiYmSElJQd26dcs8touLC7p3784mzomMjETPnj3LxV7TpWxfX194e3tj9+7dAEr8Rn19fXHs2DE12w+dxp5BbOCspsmzwsPDsXbtWsyYMQOGhoZ48OABp//vzp07Wd/tn3/+WcV3+3//+5+a77Yyf/31F9smhUKBKVOmCLrmic1yzGQoBYCgoCDY2NgAgFpW6tIoJwtKS0uDgYEBpwvaokWL2P8rZ7Pm+gwAhw8fxqFDh/D06VOVxE1ZWVlsVtXyKKMJa9euRUBAAJ4+fYoGDRrA2dmZM0nVw4cPOeN8rKys8PDhQ7X9zO9A+TcAlPQ9ZZeX0lStWhXx8fFsoPCVK1cEhQUAqGRZ19HRgaGhIcLCwnjtHRwc2N/EsWPHsGbNGri6uvLaSw0UlqrGI6X+0u5AfApZpbl//76kpG0fmszMTHz99dfYuHEjmyCOL45MCn5+fhgwYAB+++03NG7cGEBJ3x0/fjz8/Pzeu36ZT4c86JcR5N27d/jzzz8RERGBhw8fYuLEiejfv/8na4+mknpAiX913bp1WX/45ORkNUURqWj6EtK7d28AJRkmGYUOvkG/q6srFAoF3rx5U6as5r179/DixQssWrQIe/fuxblz50BEsLW1xeDBg9Xqlmr/PqSmpqr49Q8fPpz3nD+Wj+zdu3cRGhoKd3d33Lp1C1u3bkXbtm3VfJ81lcds1aqVSrCooaEhpk+frmZHSqFVVCrMqvRnBibI8+uvv1YL8gwPD+d9URCb5VhZlaj0gJGrz0tVdWL86Uu3ndlXmnr16sHKygp//PGHygBVV1cXy5Yt4zxXTcpogp6enigpR6GBOtf9QtPfwfLlyzFw4EA28PX58+fYuXMnpy1zHxTKzMrFr7/+io0bN8LU1BTr1q1Dz549MXLkSF57sQNrBqlqPFLq19LSgpmZmeRnQFpa2gcXYJBCYWEhnj9/jl27dmHBggXlVu8PP/yAatWqwcHBAdnZ2QCAatWqYfr06Rg7dmy5HUfmE/BpFhhkvgSGDRtGFhYWNGPGDLp+/fqnbs57sWLFCvr222+pVatWZGpqymaV/Zzgc08qHUshFFsh1X1Aqv370KVLF9q6dSsVFhZSYWEhbd26lTp37lyux5CKVNcYqTEAd+7cIXd3dzI2NiZDQ0N2K40mbhwf2vVDqhuXpu5AUl1v8vPzeb8rzzJiYOJq+LbSeHp60vr169X2b9y4scxEUlLIy8uj/Px8un79Ol27do3y8/N5k3Up/6379+8vqv6ioiJONzUhLl68SFZWVlS1alWqUKEC27/EIMb9Rmr9mrgDdevWjTZu3EhGRkZ06tQp8vX1pcDAQFHn8CHYtWsXmZqa0tixY4moJHmW2Gsoljdv3nyQeCqZT4M86JfhRaFQULVq1VSyVIrJTvk50rRp00+aOVEMQjEAYhF6EHP56Eu1fx8ePXpErq6upKenR/r6+tS3b1/BDL4fA6mBs1JjADp27EgxMTFkampKDx8+pODgYAoKClKz0yROQtMgT7FZjqWi/OLAZCwWas+hQ4dY/33lgbKPjw+1a9eO9zgHDx4kc3NzqlGjhuj7kSZlxLBp0yZ2a9SokcpnrgzAKSkpZGtrSw4ODvT999/T999/T506dSIbGxuVjKnvi5QXKaF+JITUwFlLS0u6e/cumZubU2FhIf3++++88SqavFRIqZ+IfzJFCE0EGL5kUlJSaMSIEeTi4kJERP/884/axIfMl4Xs3iPDS3Fx8aduQrlhYGCg5rP8uVGWryiXK9E333wDKysrLFmyBE2aNJHsPiDV/n1o2LDhZyPzqqlrjNTkWbm5uaz8ZqNGjTB79mzY29uz+SMYNHHjUO4LpfuFUF8Sm9hOKlLdgTR1vZk0aRL27t0LU1NT0f7VmpQRg7Lk5/Lly8uUAK1duzYuXLiAkydPsv7kvXr1QufOnculPSkpKXj69Clyc3Px999/s65hWVlZePv2LWcZoX4kxPPnz9G6dWu0b99eJdO00G+8WbNmKCoqgra2Nnx9fdGhQwdOO03db8TWD0h3NwJKkvMBQN26dfHnn3+iXr16ePLkieR63hfm/sUkYytNeeWfGD58OHx9fVnXoRYtWsDDw0P26/+CkQf9Mv8JmjRpAkdHR/Tq1UvFH768MvKKRdMYAKCkrfXq1YO3tzeICDt37kRKSgpatmyJESNG4NSpU2jXrh02bNigFlwaFhamMrBikGqvCXwPJobyekBJQdPAWbExAAyVKlVCcXExmjdvjlWrVqF+/fp4+fJluZyD1CBPZgBlZmamkuWYKfex22NmZgYzMzN4e3uzgykxGBgYwMTERNIAVZMyUpFSt5OTE5ycnMq9DUeOHMGmTZvw5MkTlXubrq4ub58Wum5CQfNSA3OrVKmC/Px8mJmZITAwEHXr1kVOTg6vvdSXCqn1X7p0Cf7+/rh16xby8/NRVFSEqlWrCooEcAkwlGdsiFiY3CBcAe/lSVpaGgYNGsTGMeno6KjlAJD5spCTc8n8Jyg9s8og9cH1KbG2tsbly5dV9tnY2ODSpUvsQO7Fixdwc3PDV199xQ7a4+LikJ+fj3379qFOnToq5aXaa4LyLHJwcLDatSivBElSkJoYikFq8qzY2FgYGxvj9evXmDVrFjIzMxEYGMgq4XxMlJM5ubu7Iyoq6qO3gYvo6GjMmjULjx49QmFhYZmDzdjYWMyaNQsODg6iX+A1KSOVsrJAf0yioqLg7u7+qZuhwqNHj1C7dm3k5+dj2bJlyMrKwtixY9GsWTNO+9IZnBn4Zuil1m9lZYWdO3di4MCBiIuLw5YtW3D37l3Ol6O8vDysXbsW9+7dg6mpKfz8/MpV/elzxdHREVFRUejWrRvi4+Nx6dIlTJs2jffayHz+/Pt7rYwMvqzBPR9aWlrYtWsXmyV3z5497HfMLKNU94EP7W4ASHeB+Bho6hojVR6zXbt2AEqUL8LDw9+nye+N8vzO/fv3P2FLVJHqejNjxgxUq1YNeXl5yM/PF3UMTcqIQXnl7u3bt6JnyT8U27Ztw5AhQ/Dw4UMsXbpU7fvyeMmxs7PDuXPn1FYt+c75wIEDePLkCcaPHw+gZND+8uVLKBQK2Nra8g7KxbrfaFo/IN4dyMfHBxUqVIC9vT0OHz6MmzdvIjQ0VFT7PgRC9xxA2MVKCkuXLkWfPn2QlJSEjh07IjU1VeW5I/PlIQ/6Zf4TpKamflZSa5qwfft2BAQEYNy4cVAoFLCxscG2bduQm5uLVatWqdhKdR/4UO4GpflcNK6luqJIjQH4WA9lKWjqu/2hkep6k56ejqNHj0o6hiZlxPA+EsIfAsadhZFZVKa8rjkjTSr23ENCQlTkQt+9e4crV64gOzsbvr6+7CRGacS632havxR3oJs3b+L69esASjTs27dvL+rcPxQXL16EgYEBvLy8YG1tzSvr+75YWFjg9OnTSExMBBGhZcuWklzxZD4/5EG/zH+CwYMHw8PDA9HR0Vi7di02b94MfX39T90sSTRp0gQHDx7k/M7Ozu4jt+bLRmrgrNQYgI/1UJaCpr7bH5qQkBD07NlTtOtN165dcfToUTZxmBg0KfMl0qtXLwDcK5t89w6puLm5SXITy8/Ph4GBAfvZzs4ONWvWRM2aNQV97idMmMDpflNe9W/duhXFxcVYvXo1li1bhidPnvCei/JA93Nw60lJScGxY8cQERGBHTt2oFevXvDy8kLr1q3Lpf7SOTsY7ty5AwCfNFePzPvx6XuvjMxH4NWrV/Dz80NoaCgcHBzY7UvgYyk1fCg+NxcITSCJybM+9ENZEz5WwjOpSHW9Wb16NUJCQlCxYkVUqFBBVD/SpMyXSJcuXXDkyBE2iypDeHg45s+fL5gxVyxS3cQyMjJUPiuvSqampgqWFeN+I7V+TdyBPlaGcLFoa2vDxcUFLi4uePfuHSIiIuDo6IigoCD4+/u/d/1CL4gKhUIe9H/ByIN+mf8En4vUmiZ8LKWGD8Xn5gKhCVJjAD70Q/nfhFTXG03607+hD4ph2bJl6NatGw4dOoTmzZsDKFmZ2rFjR7kFX0p1E7O2tuZUCFu3bp2gm4xY9xup9WviDvQ5vjC/e/cOf/75JyIiIvDw4UNMnDix3Abjnzr+SObDIav3yPwniI6Ohr29PR4/fsxKrc2ePbtcZr4+Njk5OSoSdjIfHm1tbVStWpWd5WMkOpkYgIKCArUypR/Kffr0wYgRI1C/fv2P3fzPmunTp6Nz586iXW/Onz8Pc3NzVK1aFdu2bUN8fDwmTZokqOeuSZkvlePHj2P06NHYv38/Nm7ciNjYWERHR6NGjRrlUr/Qb4Fr1vvly5fo168fKlasCAsLCwDAlStX8O7dO+zfvx+1a9fmPI5YNR6p9bdr1w6xsbHs5wkTJrCrA4wa2ueOj48Pbty4gR49esDT0xMmJiYf7Fh//vmnWixcUFDQBzuezIdFHvTL/GdZvnw5Jk2a9KmbIZqLFy/Cz88P2dnZSE5ORkJCAtatW4c1a9Z86qbJlOJjPpS/dHR1dZGTkyPa9aZNmzZISEjAtWvXMHToUPj5+WHv3r2CM9malPmSOXfuHPr164cOHTpg165dqFSp0qduEk6cOMFK27Zu3ZpXIay0+421tTXrfhMSEsIbmCu2/mbNmuHevXuc3zVt2hRJSUmSzutToKWlxU78iFFQ0pQxY8bg7du3OHnyJEaOHIk9e/agffv2CAsLK5f6ZT4+8qBf5j9Lw4YNkZyc/KmbIRpra2vs2bMHffr0YXXkTUxMWKlNmc+Hj/VQ/i/C6OHPnTsX9evXh5+fX5ka+ZqU+RJh4meICO/evUOFChWgra39RfW7jh07YufOnWxwrrm5OU6cOMG63xw/fvy96h88eDAcHR053YFOnTqFiIiI96r/30SbNm1w7do19t/s7Gz079//gyhhyXwcZJ9+mf8sX+L7rrJKBQA5O+JnSnFx8aduwheDVNcbXV1d/Pzzz9i2bRvOnDmDoqIiTveq9y3zJfJviF3QVI1HLMuWLUO/fv2wY8cOTncgmf+jcuXKAEriK549e4aaNWviwYMHn7hVMu+D1qdugIzMp+Jz0ioXg4GBAS5cuACFQoH8/HwsXryYDfKVkflSGTt2LKpUqYKEhASEhISgUaNGGDp0KK99ZGQkKlasiLCwMNSpUwdPnz7F1KlTBY+hSRmZT8P7qP2IoVatWrhw4QJmzZqFxo0bo3HjxggKCsLFixd54wv+q/Tu3RuvX79GYGAgLC0tYWhoCE9Pz0/dLJn3QHbvkflXUzprJAMThFZYWPgJWqUZaWlpCAgIQExMDIgIzs7OCA0NxbfffvupmyYjozHv43qTlpaGb7/9VtILvCZlZD4esvvNpyc2NhYGBgaoU6cOAGDLli3Ytm0bjIyMMHv2bNSsWfMTt1BGU+RBv4yMjIzMJ8PBwQEuLi4IDw/HmTNnoK+vD3NzczYDKsOlS5cwffp01KxZE7NmzcLQoUORlpaG4uJibNmyBS4uLmp1a1JG5tOiqdqPTPlhYWGBmJgY1KxZE2fOnIGnpydWrlyJq1ev4tatW9izZ8+nbqKMhsiDfhmZz5y5c+fyfqdQKDBr1qyP2BoZmfIlJSUFO3bsQLt27WBvb4/k5GScOnUKw4YNU7GzsrLCwoULkZmZiVGjRuHw4cOwsbHB7du34eXlxQa3v28Zmc8DsWo8MuWPmZkZEhISAADjx4+Hvr4+Zs+eDaAksPrq1aufrnEy74U86JeR+cxZsmSJ2r6cnByEhYXh1atXyM7O/gStkpEpf4Rcb5QHG8bGxrh16xb7Xdu2bTkH8JqUkZH5r2NiYoKrV69CR0cHRkZGWL9+PTp16sR+JyvGfbnI6j0yMp85U6ZMYf//5s0bhIaGIjw8HJ6enirfych8SUh1vdHS+j/dCUZVhIHPP1+TMjIy/3W8vLzg4OAAPT09VK5cGfb29gCAe/fu4ZtvvvnErZN5H+SZfhmZL4D09HQsXboU27dvh4+PDwICAsotw6aMzKdAquuNJlmRNSkjIyNT8lL+/PlzODs7szlH7ty5g+zsbDbWQubLQx70y8h85kydOhV79+7FqFGjMH78eFSrVu1TN0lG5r2RXW9kZGRkPi7yoF9G5jNHS0sLFStWhI6OjpzdVeZfg7IsZ2mJzn9jtlwZGRmZT4086JeRkZGR+ejIrjcyMjIyHxd50C8jIyMjIyMjIyPzL0erbBMZGRkZGRkZGRkZmS8ZedAvIyMjIyMjIyMj8y9HHvTLyMjIyMjIyMjI/MuRB/0yMjIyMjIyMjIy/3LkQb+MjIyMjIyMjIzMv5z/B9a9fSwH5o7jAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 12),facecolor='w')\n",
+    "plt.figure(1)\n",
+    "sns.heatmap(corr)\n",
+    "plt.figure(figsize=(12, 12),facecolor='w')\n",
+    "plt.figure(2)\n",
+    "sns.heatmap(corr2)\n",
+    "plt.figure(figsize=(12, 12),facecolor='w')\n",
+    "plt.figure(3)\n",
+    "sns.heatmap(corr3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = df[topcorr]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x229fbb41130>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1980x180 with 11 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2160x180 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(data,\n",
+    "             y_vars = ['SalePrice'],\n",
+    "             x_vars = data.columns[:11],\n",
+    "             diag_kind=None)\n",
+    "sns.pairplot(data,\n",
+    "             y_vars = ['SalePrice'],\n",
+    "             x_vars = data.columns[11:],\n",
+    "             diag_kind=None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='GrLivArea', ylabel='SalePrice'>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "df.plot.scatter(x='GrLivArea', y='SalePrice')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[523, 1298]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "outliers = df[(df['GrLivArea'] > 4000) & (df['SalePrice'] < 200000)].index.to_list()\n",
+    "outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in outliers:\n",
+    "    df.drop(i, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='GrLivArea', ylabel='SalePrice'>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "df.plot.scatter(x='GrLivArea', y='SalePrice')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "E:\\Programs\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 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": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(df['SalePrice'], fit=norm);\n",
+    "fig = plt.figure(facecolor='w')\n",
+    "res = stats.probplot(df['SalePrice'], plot=plt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "E:\\Programs\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+      "  warnings.warn(msg, FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 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": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df['SalePrice'] = np.log(df['SalePrice'])\n",
+    "\n",
+    "sns.distplot(df['SalePrice'], fit=norm);\n",
+    "fig = plt.figure(facecolor='w')\n",
+    "res = stats.probplot(df['SalePrice'], plot=plt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.get_dummies(df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Linear Regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((729, 441), (729, 441), (729,), (729,))"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = df.drop('SalePrice', axis=1)\n",
+    "y = df['SalePrice']\n",
+    "\n",
+    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = .5, random_state= 0)\n",
+    "x_train.shape,x_test.shape,y_train.shape,y_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "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>Actual</th>\n",
+       "      <th>Predicted</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>411</th>\n",
+       "      <td>11.884489</td>\n",
+       "      <td>11.847942</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>211</th>\n",
+       "      <td>12.133502</td>\n",
+       "      <td>12.025901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>342</th>\n",
+       "      <td>11.379394</td>\n",
+       "      <td>11.134214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303</th>\n",
+       "      <td>11.917724</td>\n",
+       "      <td>11.889942</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>12.676076</td>\n",
+       "      <td>12.702413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>382</th>\n",
+       "      <td>12.271392</td>\n",
+       "      <td>12.225474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1231</th>\n",
+       "      <td>11.794338</td>\n",
+       "      <td>11.762410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1354</th>\n",
+       "      <td>12.367341</td>\n",
+       "      <td>12.340928</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>331</th>\n",
+       "      <td>11.842229</td>\n",
+       "      <td>11.752466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1372</th>\n",
+       "      <td>12.521978</td>\n",
+       "      <td>12.466110</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>729 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Actual  Predicted\n",
+       "411   11.884489  11.847942\n",
+       "211   12.133502  12.025901\n",
+       "342   11.379394  11.134214\n",
+       "303   11.917724  11.889942\n",
+       "159   12.676076  12.702413\n",
+       "...         ...        ...\n",
+       "382   12.271392  12.225474\n",
+       "1231  11.794338  11.762410\n",
+       "1354  12.367341  12.340928\n",
+       "331   11.842229  11.752466\n",
+       "1372  12.521978  12.466110\n",
+       "\n",
+       "[729 rows x 2 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "linreg = LinearRegression()\n",
+    "linreg.fit(x_train, y_train)\n",
+    "\n",
+    "m = linreg.coef_[0]\n",
+    "b = linreg.intercept_\n",
+    "      \n",
+    "predicted = linreg.predict(x_test)\n",
+    "    \n",
+    "df_pred = pd.DataFrame({'Actual': y_test, 'Predicted':predicted})   \n",
+    "display(df_pred)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.024646954049135524"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_squared_error(y_test, predicted)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.10544938027683391"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_absolute_error(y_test, predicted)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(16,8),facecolor='w')\n",
+    "sns.scatterplot(data = df_pred)\n",
+    "plt.xlabel('No.House')\n",
+    "plt.ylabel('Log Price');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Time Series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['MoYrSold']= pd.to_datetime(df[\"YrSold\"].astype(str) +\"-\"+ df[\"MoSold\"].astype(str))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0   2008-02-01\n",
+       "1   2007-05-01\n",
+       "2   2008-09-01\n",
+       "Name: MoYrSold, dtype: datetime64[ns]"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['MoYrSold'].head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "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>SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MoYrSold</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2006-01-01</th>\n",
+       "      <td>121.376720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2006-02-01</th>\n",
+       "      <td>109.460931</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2006-03-01</th>\n",
+       "      <td>301.284698</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             SalePrice\n",
+       "MoYrSold              \n",
+       "2006-01-01  121.376720\n",
+       "2006-02-01  109.460931\n",
+       "2006-03-01  301.284698"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales = df[['SalePrice','MoYrSold']]\n",
+    "sales = sales.groupby(['MoYrSold'], as_index=True).sum()\n",
+    "sales.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "MoYrSold\n",
+       "2006-01-01    121.376720\n",
+       "2006-02-01    109.460931\n",
+       "2006-03-01    301.284698\n",
+       "2006-04-01    323.382990\n",
+       "2006-05-01    453.440224\n",
+       "Freq: MS, Name: SalePrice, dtype: float64"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sales_ms = sales['SalePrice'].resample('MS').sum()\n",
+    "sales_ms['2006':].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='MoYrSold'>"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(facecolor='w')\n",
+    "sales_ms.plot(figsize=(14,6), marker = \"o\", markersize=10, markerfacecolor='red')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x432 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.rcParams['figure.figsize']=14,6\n",
+    "decomposition = sm.tsa.seasonal_decompose(sales_ms, model = 'additive')\n",
+    "fig = decomposition.plot()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Statistic Test=-2.18251736370814\n",
+      "P-value=0.21265171936280935\n",
+      "Critical Values:\n",
+      "\t1%:-3.5925042342183704 Data is not stationary with 99% reliance\n",
+      "\t5%:-2.931549768951162 Data is not stationary with 95% reliance\n",
+      "\t10%:-2.60406594375338 Data is not stationary with 90% reliance\n"
+     ]
+    }
+   ],
+   "source": [
+    "dftest = adfuller(sales.SalePrice, autolag = None)\n",
+    "\n",
+    "print(f'Statistic Test={dftest[0]}')\n",
+    "print(f'P-value={dftest[1]}')\n",
+    "print(f'Critical Values:')\n",
+    "\n",
+    "for k, v in dftest[4].items():\n",
+    "    print('\\t{}:{} Data is {} stationary with {}% reliance'.format(k, v, \"not\" if v < dftest[0] else \"\", 100-int(k[:-1])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-2.18251736370814,\n",
+       " 0.21265171936280935,\n",
+       " 11,\n",
+       " 43,\n",
+       " {'1%': -3.5925042342183704,\n",
+       "  '5%': -2.931549768951162,\n",
+       "  '10%': -2.60406594375338})"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dftest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sarimax: (0, 0, 1) x (0, 0, 1, 12)\n"
+     ]
+    }
+   ],
+   "source": [
+    "p = d = q = range(0,2)\n",
+    "pdq = list(itertools.product(p,d,q))\n",
+    "\n",
+    "seasonal_pdq = [(x[0],x[1],x[2],12) for x in list( itertools.product(p,d,q))]\n",
+    "print(f'Sarimax: {pdq[1]} x {seasonal_pdq[1]}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ARIMA (0, 0, 0) x (0, 0, 0, 12)12 - AIC:794.5832438941942\n",
+      "ARIMA (0, 0, 0) x (0, 0, 1, 12)12 - AIC:594.1511993326903\n",
+      "ARIMA (0, 0, 0) x (0, 1, 0, 12)12 - AIC:535.1082242256116\n",
+      "ARIMA (0, 0, 0) x (0, 1, 1, 12)12 - AIC:383.68345956816677\n",
+      "ARIMA (0, 0, 0) x (1, 0, 0, 12)12 - AIC:545.5516452860334\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "E:\\Programs\\Anaconda\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:1008: UserWarning: Non-invertible starting seasonal moving average Using zeros as starting parameters.\n",
+      "  warn('Non-invertible starting seasonal moving average'\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ARIMA (0, 0, 0) x (1, 0, 1, 12)12 - AIC:529.368828803287\n",
+      "ARIMA (0, 0, 0) x (1, 1, 0, 12)12 - AIC:391.11154434357104\n",
+      "ARIMA (0, 0, 0) x (1, 1, 1, 12)12 - AIC:383.1747537004813\n",
+      "ARIMA (0, 0, 1) x (0, 0, 0, 12)12 - AIC:728.9281316893082\n",
+      "ARIMA (0, 0, 1) x (0, 0, 1, 12)12 - AIC:539.38380060048\n",
+      "ARIMA (0, 0, 1) x (0, 1, 0, 12)12 - AIC:521.183231878041"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "E:\\Programs\\Anaconda\\lib\\site-packages\\statsmodels\\tsa\\statespace\\sarimax.py:977: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
+      "  warn('Non-invertible starting MA parameters found.'\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "ARIMA (0, 0, 1) x (0, 1, 1, 12)12 - AIC:362.5813194313865\n",
+      "ARIMA (0, 0, 1) x (1, 0, 0, 12)12 - AIC:541.1087461790275\n",
+      "ARIMA (0, 0, 1) x (1, 0, 1, 12)12 - AIC:514.8570625334949\n",
+      "ARIMA (0, 0, 1) x (1, 1, 0, 12)12 - AIC:384.21828821036434\n",
+      "ARIMA (0, 0, 1) x (1, 1, 1, 12)12 - AIC:371.1765860492639\n",
+      "ARIMA (0, 1, 0) x (0, 0, 0, 12)12 - AIC:691.8440960561306\n",
+      "ARIMA (0, 1, 0) x (0, 0, 1, 12)12 - AIC:525.2597174541548\n",
+      "ARIMA (0, 1, 0) x (0, 1, 0, 12)12 - AIC:528.1224761661302\n",
+      "ARIMA (0, 1, 0) x (0, 1, 1, 12)12 - AIC:362.1304109372533\n",
+      "ARIMA (0, 1, 0) x (1, 0, 0, 12)12 - AIC:530.3033291106811\n",
+      "ARIMA (0, 1, 0) x (1, 0, 1, 12)12 - AIC:517.7757128416229\n",
+      "ARIMA (0, 1, 0) x (1, 1, 0, 12)12 - AIC:374.82890766521166\n",
+      "ARIMA (0, 1, 0) x (1, 1, 1, 12)12 - AIC:363.99560196801684\n",
+      "ARIMA (0, 1, 1) x (0, 0, 0, 12)12 - AIC:676.802144781295\n",
+      "ARIMA (0, 1, 1) x (0, 0, 1, 12)12 - AIC:502.63519297629955\n",
+      "ARIMA (0, 1, 1) x (0, 1, 0, 12)12 - AIC:516.0118436504407\n",
+      "ARIMA (0, 1, 1) x (0, 1, 1, 12)12 - AIC:348.0446645552204\n",
+      "ARIMA (0, 1, 1) x (1, 0, 0, 12)12 - AIC:532.0158655610676\n",
+      "ARIMA (0, 1, 1) x (1, 0, 1, 12)12 - AIC:505.92389809542055\n",
+      "ARIMA (0, 1, 1) x (1, 1, 0, 12)12 - AIC:373.64999155696216\n",
+      "ARIMA (0, 1, 1) x (1, 1, 1, 12)12 - AIC:360.85943719755255\n",
+      "ARIMA (1, 0, 0) x (0, 0, 0, 12)12 - AIC:703.2459942681382\n",
+      "ARIMA (1, 0, 0) x (0, 0, 1, 12)12 - AIC:537.0269477565728\n",
+      "ARIMA (1, 0, 0) x (0, 1, 0, 12)12 - AIC:534.6226951823373\n",
+      "ARIMA (1, 0, 0) x (0, 1, 1, 12)12 - AIC:375.5108678078542\n",
+      "ARIMA (1, 0, 0) x (1, 0, 0, 12)12 - AIC:528.4102226358341\n",
+      "ARIMA (1, 0, 0) x (1, 0, 1, 12)12 - AIC:525.8658396310767\n",
+      "ARIMA (1, 0, 0) x (1, 1, 0, 12)12 - AIC:376.5947471055789\n",
+      "ARIMA (1, 0, 0) x (1, 1, 1, 12)12 - AIC:377.3266610151914\n",
+      "ARIMA (1, 0, 1) x (0, 0, 0, 12)12 - AIC:688.0754238117154\n",
+      "ARIMA (1, 0, 1) x (0, 0, 1, 12)12 - AIC:513.5755776541675\n",
+      "ARIMA (1, 0, 1) x (0, 1, 0, 12)12 - AIC:522.8830855511469\n",
+      "ARIMA (1, 0, 1) x (0, 1, 1, 12)12 - AIC:361.0012366063774\n",
+      "ARIMA (1, 0, 1) x (1, 0, 0, 12)12 - AIC:529.4724115822596\n",
+      "ARIMA (1, 0, 1) x (1, 0, 1, 12)12 - AIC:516.3425994330387\n",
+      "ARIMA (1, 0, 1) x (1, 1, 0, 12)12 - AIC:372.31746243076043\n",
+      "ARIMA (1, 0, 1) x (1, 1, 1, 12)12 - AIC:369.0723214408479\n",
+      "ARIMA (1, 1, 0) x (0, 0, 0, 12)12 - AIC:691.7261706424187\n",
+      "ARIMA (1, 1, 0) x (0, 0, 1, 12)12 - AIC:523.0091882119899\n",
+      "ARIMA (1, 1, 0) x (0, 1, 0, 12)12 - AIC:528.7719266267562\n",
+      "ARIMA (1, 1, 0) x (0, 1, 1, 12)12 - AIC:360.3526740324254\n",
+      "ARIMA (1, 1, 0) x (1, 0, 0, 12)12 - AIC:520.4935173977314\n",
+      "ARIMA (1, 1, 0) x (1, 0, 1, 12)12 - AIC:519.694719835419\n",
+      "ARIMA (1, 1, 0) x (1, 1, 0, 12)12 - AIC:362.95892104550137\n",
+      "ARIMA (1, 1, 0) x (1, 1, 1, 12)12 - AIC:362.33777785967584\n",
+      "ARIMA (1, 1, 1) x (0, 0, 0, 12)12 - AIC:674.7469512047671\n",
+      "ARIMA (1, 1, 1) x (0, 0, 1, 12)12 - AIC:503.4696599557458\n",
+      "ARIMA (1, 1, 1) x (0, 1, 0, 12)12 - AIC:515.3657410056126\n",
+      "ARIMA (1, 1, 1) x (0, 1, 1, 12)12 - AIC:349.984541737117\n",
+      "ARIMA (1, 1, 1) x (1, 0, 0, 12)12 - AIC:520.8769849346614\n",
+      "ARIMA (1, 1, 1) x (1, 0, 1, 12)12 - AIC:504.58127523336157\n",
+      "ARIMA (1, 1, 1) x (1, 1, 0, 12)12 - AIC:362.6146029690372\n",
+      "ARIMA (1, 1, 1) x (1, 1, 1, 12)12 - AIC:351.2292314383027\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "E:\\Programs\\Anaconda\\lib\\site-packages\\statsmodels\\base\\model.py:566: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
+      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n"
+     ]
+    }
+   ],
+   "source": [
+    "for param in pdq:\n",
+    "    for param_estacional in seasonal_pdq:\n",
+    "        try:\n",
+    "            mod= sm.tsa.statespace.SARIMAX(\n",
+    "              sales_ms,\n",
+    "              order=param,\n",
+    "              seasonal_order=param_estacional,\n",
+    "              enforce_stationarity = False\n",
+    "              )\n",
+    "            results = mod.fit()\n",
+    "            print(f'ARIMA {param} x {param_estacional}12 - AIC:{results.aic}')\n",
+    "        except:\n",
+    "            continue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mod= sm.tsa.statespace.SARIMAX(\n",
+    "          sales_ms,\n",
+    "          order=(1, 1, 1),\n",
+    "          seasonal_order=(1, 1, 0, 12),\n",
+    "          enforce_stationarity = False\n",
+    "      )\n",
+    "results = mod.fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions = results.get_prediction(start=pd.to_datetime('2009-01-01'))\n",
+    "pred_conf_int = predictions.conf_int()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "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>lower SalePrice</th>\n",
+       "      <th>upper SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MoYrSold</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2009-01-01</th>\n",
+       "      <td>-58.762208</td>\n",
+       "      <td>364.754709</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009-02-01</th>\n",
+       "      <td>-119.140271</td>\n",
+       "      <td>303.422741</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2009-03-01</th>\n",
+       "      <td>45.592059</td>\n",
+       "      <td>467.319411</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            lower SalePrice  upper SalePrice\n",
+       "MoYrSold                                    \n",
+       "2009-01-01       -58.762208       364.754709\n",
+       "2009-02-01      -119.140271       303.422741\n",
+       "2009-03-01        45.592059       467.319411"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred_conf_int.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1152x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sales_ms['2006':].plot(label='Observed')\n",
+    "predictions.predicted_mean.plot(ax=ax, label='Prediction', alpha=.7, figsize=(16,6))\n",
+    "ax.fill_between(pred_conf_int.index,\n",
+    "                pred_conf_int.iloc[:,0],\n",
+    "                pred_conf_int.iloc[:,1],\n",
+    "                color='gray',\n",
+    "                alpha=.2)\n",
+    "ax.set_xlabel('Date')\n",
+    "ax.set_ylabel('Sales')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "forecast = results.get_forecast(steps=50)\n",
+    "pred_ci=forecast.conf_int()\n",
+    "ax = sales_ms.plot(label='Past')\n",
+    "forecast.predicted_mean.plot(ax=ax, label ='Forecast', alpha =.7, figsize=(14,7))\n",
+    "ax.fill_between(pred_ci.index,\n",
+    "                pred_ci.iloc[:,0],\n",
+    "                pred_ci.iloc[:,1],\n",
+    "                color='gray',\n",
+    "                alpha=.2)\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "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": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/train.csv b/train.csv
new file mode 100644
index 0000000..d68e0d7
--- /dev/null
+++ b/train.csv
@@ -0,0 +1,1461 @@
+Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice
+1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500
+2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500
+3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500
+4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000
+5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000
+6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000
+7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000
+8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000
+9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900
+10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000
+11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500
+12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000
+13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000
+14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500
+15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000
+16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000
+17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000
+18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000
+19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000
+20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000
+21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300
+22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400
+23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000
+24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900
+25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000
+26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300
+27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800
+28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000
+29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500
+30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500
+31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000
+32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350
+33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900
+34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500
+35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500
+36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000
+37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000
+38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000
+39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000
+40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000
+41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000
+42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000
+43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000
+44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250
+45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000
+46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900
+47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686
+48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700
+49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000
+50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000
+51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000
+52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500
+53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000
+54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000
+55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000
+56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500
+57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500
+58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500
+59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780
+60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900
+61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000
+62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000
+63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500
+64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000
+65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500
+66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000
+67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000
+68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000
+69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000
+70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000
+71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000
+72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500
+73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000
+74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900
+75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400
+76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000
+77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750
+78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000
+79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500
+80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000
+81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500
+82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500
+83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000
+84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500
+85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500
+86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000
+87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000
+88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500
+89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000
+90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600
+91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900
+92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600
+93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500
+94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900
+95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750
+96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000
+97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000
+98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750
+99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000
+100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950
+101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000
+102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000
+103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964
+104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900
+105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500
+106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000
+107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000
+108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000
+109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000
+110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000
+111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900
+112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000
+113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970
+114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000
+115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500
+116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000
+117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000
+118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000
+119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000
+120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990
+121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000
+122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000
+123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000
+124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900
+125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000
+126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500
+127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000
+128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000
+129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000
+130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000
+131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000
+132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000
+133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750
+134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000
+135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000
+136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000
+137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000
+138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000
+139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000
+140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500
+141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000
+142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000
+143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000
+144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000
+145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000
+146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000
+147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000
+148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500
+149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000
+150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000
+151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000
+152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402
+153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000
+154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000
+155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000
+156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000
+157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500
+158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500
+159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900
+160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000
+161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500
+162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500
+163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000
+164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200
+165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000
+166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500
+167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000
+168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624
+169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500
+170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000
+171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500
+172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000
+173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000
+174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000
+175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000
+176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000
+177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000
+178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500
+179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837
+180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000
+181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000
+182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100
+183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000
+184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000
+185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000
+186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000
+187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000
+188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000
+189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337
+190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000
+191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000
+192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000
+193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000
+194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000
+195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000
+196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500
+197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872
+198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000
+199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000
+200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900
+201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000
+202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500
+203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000
+204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000
+205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000
+206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500
+207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900
+208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000
+209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000
+210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000
+211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000
+212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000
+213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678
+214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000
+215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750
+216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450
+217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000
+218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000
+219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500
+220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240
+221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900
+222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000
+223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900
+224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000
+225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250
+226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000
+227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000
+228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000
+229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000
+230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500
+231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000
+232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000
+233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500
+234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200
+235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500
+236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500
+237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500
+238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500
+239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000
+240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000
+241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500
+242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500
+243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000
+244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000
+245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000
+246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500
+247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000
+248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000
+249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000
+250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000
+251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500
+252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000
+253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000
+254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000
+255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000
+256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000
+257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500
+258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000
+259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500
+260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000
+261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000
+262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000
+263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000
+264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000
+265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000
+266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500
+267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000
+268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500
+269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500
+270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000
+271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000
+272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500
+273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000
+274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000
+275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500
+276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000
+277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000
+278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000
+279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298
+280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000
+281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500
+282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000
+283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500
+284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600
+285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200
+286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700
+287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000
+288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000
+289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000
+290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575
+291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230
+292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900
+293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000
+294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000
+295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000
+296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500
+297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000
+298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000
+299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000
+300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500
+301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000
+302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000
+303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000
+304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900
+305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000
+306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900
+307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000
+308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500
+309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500
+310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000
+311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600
+312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000
+313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900
+314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000
+315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000
+316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500
+317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000
+318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000
+319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000
+320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500
+321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643
+322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000
+323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000
+324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175
+325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000
+326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000
+327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000
+328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250
+329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500
+330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000
+331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000
+332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000
+333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000
+334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000
+335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000
+336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950
+337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426
+338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000
+339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500
+340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000
+341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900
+342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000
+343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500
+344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000
+345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000
+346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200
+347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500
+348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500
+349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000
+350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154
+351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061
+352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000
+353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000
+354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900
+355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000
+356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500
+357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000
+358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000
+359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000
+360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000
+361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000
+362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000
+363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500
+364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000
+365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000
+366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000
+367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000
+368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000
+369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000
+370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000
+371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400
+372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432
+373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000
+374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000
+375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500
+376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000
+377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000
+378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000
+379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432
+380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000
+381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000
+382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750
+383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500
+384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000
+385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000
+386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000
+387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000
+388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000
+389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000
+390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000
+391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000
+392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000
+393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500
+394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000
+395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000
+396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000
+397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000
+398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500
+399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000
+400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000
+401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500
+402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990
+403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000
+404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000
+405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000
+406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000
+407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000
+408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000
+409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000
+410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750
+411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000
+412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000
+413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000
+414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000
+415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000
+416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134
+417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500
+418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000
+419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000
+420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000
+421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300
+422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000
+423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000
+424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000
+425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000
+426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000
+427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000
+428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008
+429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400
+430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000
+431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400
+432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900
+433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500
+434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000
+435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000
+436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000
+437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000
+438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000
+439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350
+440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000
+441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000
+442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000
+443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900
+444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500
+445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000
+446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500
+447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000
+448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900
+449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500
+450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000
+451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000
+452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000
+453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000
+454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000
+455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000
+456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500
+457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000
+458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000
+459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000
+460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000
+461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435
+462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000
+463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383
+464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700
+465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000
+466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740
+467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000
+468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500
+469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000
+470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000
+471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000
+472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000
+473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000
+474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000
+475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000
+476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500
+477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900
+478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000
+479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000
+480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471
+481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000
+482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000
+483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000
+484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000
+485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500
+486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000
+487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000
+488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000
+489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000
+490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000
+491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000
+492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000
+493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785
+494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000
+495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300
+496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900
+497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000
+498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000
+499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000
+500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000
+501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000
+502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700
+503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000
+504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000
+505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000
+506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500
+507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000
+508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300
+509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000
+510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500
+511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900
+512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665
+513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900
+514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000
+515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500
+516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861
+517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000
+518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000
+519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000
+520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000
+521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250
+522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000
+523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000
+524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750
+525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750
+526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000
+527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000
+528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261
+529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000
+530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624
+531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000
+532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000
+533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500
+534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300
+535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000
+536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500
+537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000
+538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250
+539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000
+540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000
+541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000
+542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000
+543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250
+544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000
+545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665
+546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000
+547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000
+548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500
+549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000
+550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000
+551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000
+552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500
+553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500
+554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000
+555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000
+556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000
+557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000
+558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000
+559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000
+560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000
+561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500
+562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000
+563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000
+564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000
+565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000
+566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000
+567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000
+568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000
+569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600
+570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960
+571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600
+572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000
+573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500
+574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000
+575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000
+576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500
+577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000
+578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500
+579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000
+580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500
+581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900
+582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293
+583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500
+584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000
+585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000
+586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900
+587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000
+588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000
+589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000
+590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500
+591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900
+592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950
+593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000
+594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000
+595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000
+596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000
+597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504
+598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201
+599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500
+600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000
+601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000
+602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000
+603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000
+604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000
+605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000
+606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000
+607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000
+608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000
+609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100
+610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500
+611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000
+612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000
+613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500
+614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000
+615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500
+616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500
+617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200
+618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500
+619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813
+620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000
+621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000
+622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000
+623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000
+624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500
+625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150
+626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000
+627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900
+628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000
+629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000
+630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500
+631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000
+632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500
+633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500
+634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400
+635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000
+636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000
+637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000
+638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000
+639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000
+640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561
+641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000
+642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000
+643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000
+644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000
+645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878
+646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250
+647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300
+648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000
+649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000
+650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500
+651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950
+652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000
+653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000
+654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000
+655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000
+656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000
+657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500
+658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000
+659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500
+660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000
+661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900
+662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000
+663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000
+664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500
+665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000
+666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500
+667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000
+668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500
+669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000
+670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500
+671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500
+672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600
+673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000
+674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500
+675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000
+676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500
+677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000
+678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500
+679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500
+680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500
+681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000
+682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434
+683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000
+684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000
+685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000
+686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500
+687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875
+688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800
+689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000
+690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700
+691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000
+692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000
+693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000
+694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480
+695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500
+696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000
+697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000
+698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500
+699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500
+700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000
+701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500
+702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000
+703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919
+704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000
+705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000
+706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000
+707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000
+708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000
+709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540
+710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900
+711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000
+712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776
+713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000
+714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000
+715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500
+716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000
+717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500
+718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000
+719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000
+720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500
+721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000
+722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000
+723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500
+724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000
+725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000
+726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500
+727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000
+728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500
+729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000
+730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000
+731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500
+732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500
+733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500
+734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400
+735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000
+736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000
+737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500
+738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900
+739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000
+740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000
+741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000
+742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000
+743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000
+744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000
+745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000
+746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800
+747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000
+748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979
+749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400
+750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000
+751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500
+752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000
+753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000
+754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500
+755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000
+756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500
+757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000
+758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900
+759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400
+760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000
+761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500
+762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000
+763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200
+764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000
+765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000
+766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132
+767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500
+768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000
+769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837
+770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000
+771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900
+772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000
+773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000
+774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500
+775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000
+776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000
+777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500
+778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500
+779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000
+780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000
+781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000
+782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900
+783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100
+784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500
+785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000
+786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500
+787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000
+788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000
+789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900
+790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500
+791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200
+792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800
+793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790
+794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000
+795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500
+796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000
+797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500
+798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000
+799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000
+800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000
+801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000
+802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900
+803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000
+804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933
+805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000
+806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680
+807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500
+808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500
+809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950
+810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000
+811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000
+812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500
+813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993
+814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900
+815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000
+816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900
+817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000
+818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000
+819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000
+820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000
+821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000
+822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000
+823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000
+824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500
+825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600
+826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000
+827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500
+828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000
+829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000
+830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400
+831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000
+832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000
+833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000
+834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000
+835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950
+836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000
+837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500
+838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000
+839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000
+840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500
+841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000
+842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500
+843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900
+844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000
+845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900
+846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000
+847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000
+848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500
+849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000
+850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000
+851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500
+852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000
+853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000
+854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000
+855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000
+856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000
+857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000
+858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000
+859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000
+860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000
+861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950
+862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500
+863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000
+864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500
+865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580
+866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500
+867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900
+868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000
+869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000
+870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000
+871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500
+872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500
+873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000
+874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000
+875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500
+876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477
+877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250
+878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000
+879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000
+880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500
+881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000
+882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500
+883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000
+884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500
+885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000
+886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900
+887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000
+888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500
+889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000
+890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500
+891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900
+892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500
+893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500
+894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000
+895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858
+896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000
+897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500
+898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953
+899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657
+900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000
+901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000
+902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000
+903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000
+904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000
+905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500
+906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000
+907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000
+908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000
+909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000
+910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000
+911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300
+912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500
+913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000
+914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000
+915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733
+916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000
+917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311
+918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000
+919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000
+920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500
+921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000
+922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900
+923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990
+924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000
+925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500
+926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000
+927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000
+928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000
+929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500
+930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000
+931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000
+932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500
+933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000
+934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000
+935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000
+936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900
+937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900
+938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000
+939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799
+940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400
+941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900
+942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000
+943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000
+944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000
+945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500
+946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900
+947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000
+948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000
+949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500
+950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500
+951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000
+952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900
+953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900
+954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000
+955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500
+956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000
+957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000
+958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000
+959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000
+960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000
+961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500
+962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000
+963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000
+964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000
+965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900
+966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900
+967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000
+968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000
+969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900
+970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000
+971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000
+972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000
+973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500
+974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000
+975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500
+976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000
+977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500
+978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900
+979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000
+980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000
+981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400
+982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000
+983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895
+984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900
+985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000
+986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000
+987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000
+988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192
+989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000
+990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000
+991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000
+992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000
+993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000
+994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900
+995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500
+996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600
+997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500
+998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000
+999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000
+1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000
+1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000
+1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000
+1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000
+1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905
+1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000
+1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900
+1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500
+1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000
+1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000
+1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000
+1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000
+1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000
+1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000
+1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000
+1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200
+1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000
+1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000
+1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500
+1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000
+1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490
+1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000
+1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000
+1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000
+1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000
+1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000
+1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500
+1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500
+1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077
+1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000
+1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000
+1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000
+1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000
+1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000
+1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000
+1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750
+1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000
+1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500
+1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000
+1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000
+1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000
+1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000
+1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000
+1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000
+1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280
+1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000
+1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600
+1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581
+1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000
+1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000
+1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900
+1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485
+1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141
+1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000
+1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500
+1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000
+1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000
+1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850
+1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000
+1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000
+1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000
+1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500
+1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000
+1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000
+1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500
+1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000
+1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000
+1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000
+1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900
+1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400
+1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000
+1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000
+1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000
+1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500
+1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500
+1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000
+1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500
+1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000
+1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800
+1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900
+1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000
+1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000
+1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000
+1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000
+1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000
+1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500
+1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000
+1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500
+1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000
+1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500
+1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000
+1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900
+1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000
+1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500
+1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000
+1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000
+1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432
+1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000
+1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000
+1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000
+1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000
+1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000
+1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500
+1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000
+1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500
+1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000
+1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000
+1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900
+1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725
+1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000
+1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000
+1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000
+1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000
+1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900
+1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500
+1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000
+1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000
+1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100
+1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000
+1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000
+1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700
+1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400
+1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900
+1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000
+1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000
+1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900
+1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000
+1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000
+1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000
+1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000
+1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000
+1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000
+1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500
+1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500
+1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500
+1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000
+1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000
+1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000
+1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000
+1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000
+1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000
+1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000
+1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500
+1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870
+1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000
+1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000
+1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000
+1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000
+1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500
+1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900
+1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000
+1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000
+1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900
+1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000
+1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500
+1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800
+1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000
+1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900
+1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000
+1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128
+1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000
+1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000
+1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000
+1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000
+1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959
+1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000
+1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170
+1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350
+1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000
+1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000
+1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000
+1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000
+1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000
+1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900
+1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500
+1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000
+1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000
+1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500
+1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000
+1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900
+1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000
+1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000
+1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500
+1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000
+1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000
+1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700
+1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900
+1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000
+1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000
+1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000
+1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000
+1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000
+1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000
+1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000
+1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000
+1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000
+1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000
+1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210
+1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000
+1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000
+1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000
+1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050
+1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900
+1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000
+1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000
+1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500
+1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900
+1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000
+1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000
+1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000
+1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000
+1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000
+1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000
+1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000
+1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000
+1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500
+1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000
+1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000
+1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456
+1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500
+1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500
+1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000
+1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000
+1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000
+1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900
+1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000
+1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000
+1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000
+1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000
+1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294
+1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000
+1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000
+1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500
+1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800
+1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000
+1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000
+1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887
+1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500
+1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000
+1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500
+1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900
+1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900
+1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328
+1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000
+1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000
+1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000
+1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000
+1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500
+1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900
+1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500
+1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000
+1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000
+1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750
+1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000
+1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000
+1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400
+1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500
+1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500
+1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900
+1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000
+1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000
+1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000
+1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900
+1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500
+1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500
+1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000
+1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900
+1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000
+1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500
+1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000
+1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000
+1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000
+1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750
+1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000
+1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000
+1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000
+1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000
+1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000
+1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900
+1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000
+1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400
+1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000
+1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000
+1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500
+1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000
+1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000
+1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500
+1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000
+1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000
+1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000
+1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000
+1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500
+1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500
+1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500
+1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900
+1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000
+1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500
+1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000
+1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000
+1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000
+1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000
+1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000
+1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500
+1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000
+1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000
+1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000
+1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000
+1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500
+1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000
+1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000
+1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200
+1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000
+1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000
+1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000
+1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168
+1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000
+1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900
+1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493
+1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900
+1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000
+1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000
+1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500
+1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500
+1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000
+1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500
+1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000
+1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000
+1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000
+1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500
+1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000
+1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500
+1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000
+1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500
+1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000
+1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500
+1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000
+1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900
+1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000
+1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500
+1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000
+1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500
+1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000
+1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000
+1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500
+1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000
+1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835
+1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500
+1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500
+1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463
+1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000
+1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000
+1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000
+1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000
+1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900
+1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000
+1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000
+1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000
+1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000
+1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900
+1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500
+1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000
+1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000
+1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000
+1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900
+1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932
+1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152
+1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000
+1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000
+1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000
+1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000
+1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000
+1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000
+1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500
+1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300
+1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500
+1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000
+1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000
+1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000
+1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000
+1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000
+1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500
+1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500
+1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500
+1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000
+1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000
+1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000
+1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500
+1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000
+1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000
+1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500
+1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000
+1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000
+1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000
+1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000
+1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000
+1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578
+1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213
+1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000
+1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500
+1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000
+1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450
+1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000
+1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000
+1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879
+1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922
+1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000
+1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000
+1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000
+1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000
+1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500
+1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000
+1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000
+1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000
+1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000
+1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000
+1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000
+1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900
+1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500
+1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000
+1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000
+1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000
+1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900
+1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500
+1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500
+1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970
+1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000
+1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000
+1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000
+1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000
+1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000
+1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900
+1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140
+1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750
+1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500
+1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500
+1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000
+1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000
+1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500
+1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617
+1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700
+1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000
+1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000
+1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300
+1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000
+1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000
+1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600
+1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000
+1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900
+1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000
+1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000
+1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000
+1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000
+1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090
+1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000
+1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500
+1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000
+1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000
+1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000
+1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500
+1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125
+1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500